[2025-11-26T17:05:02.660514] [WARN ] [STATE ] State set to: WAITING [2025-11-26T17:05:02.660670] [INFO ] [STATE ] Checking TDM service status... [2025-11-26T17:05:02.660843] [WARN ] [STATE ] State set to: RUNNING [2025-11-26T17:05:02.660905] [INFO ] [CACHE ] Starting cache update [2025-11-26T17:05:02.660944] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-11-26T17:05:02.737046] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-11-26T17:05:02.737631] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-11-26T17:05:02.737720] [INFO ] [CACHE ] Cache update completed successfully [2025-11-26T17:05:02.737761] [INFO ] [sig ] Resuming configuration (only processing symbols without existing configuration) [2025-11-26T17:05:02.737804] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T17:05:02.827158] [DEBUG] [REMOTE ] Fetched 3639 unique symbols from directory listing. [2025-11-26T17:05:02.843519] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-26T17:05:02.846659] [INFO ] [sig ] Skipping 3639 symbols with existing configuration [2025-11-26T17:05:02.846725] [INFO ] [sig ] All symbols already have configuration. Nothing to process. [2025-11-26T17:05:02.848491] [INFO ] [sig ] Generating forecasts for all active symbols [2025-11-26T17:05:02.848565] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T17:05:02.929720] [DEBUG] [REMOTE ] Fetched 3639 unique symbols from directory listing. [2025-11-26T17:05:02.950446] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-26T17:05:02.950682] [INFO ] [sig ] Found 3639 active symbols to forecast [2025-11-26T17:05:02.951383] [INFO ] [sig ] [1/3639] Forecasting A... [2025-11-26T17:05:02.951424] [INFO ] [sig ] Generating forecast for: A [2025-11-26T17:05:02.951463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-11-26T17:05:02.965809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'A'. [2025-11-26T17:05:02.966352] [INFO ] [FORECASTER] Starting predict_future for A [2025-11-26T17:05:02.967529] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-11-26T17:05:02.967587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:02.967625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:02.967675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:02.967741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:03.035042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:03.036683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:03.036882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:03.036926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:03.230176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:03.230411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:03.230461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:03.230518] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:03.235111] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=38.67%) [2025-11-26T17:05:03.235464] [INFO ] [FORECASTER] Completed predict_future for A [2025-11-26T17:05:03.235661] [INFO ] [sig ] A: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:03.394035] [INFO ] [LOCAL ] Saved forecast: A 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/A.txt [2025-11-26T17:05:03.394267] [INFO ] [sig ] [1/3639] Completed A in 0.4s | 2.26 sym/s | Total: 0.4s | ETA: 26.9m [2025-11-26T17:05:03.394344] [INFO ] [sig ] [2/3639] Forecasting AA... [2025-11-26T17:05:03.394382] [INFO ] [sig ] Generating forecast for: AA [2025-11-26T17:05:03.394420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-11-26T17:05:03.408528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AA'. [2025-11-26T17:05:03.409139] [INFO ] [FORECASTER] Starting predict_future for AA [2025-11-26T17:05:03.410171] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-11-26T17:05:03.410229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:03.410268] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:03.410297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:03.410363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:03.473888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:03.475134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:03.475266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:03.475306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:03.606460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:03.606722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:03.606773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:03.606806] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:03.611046] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=70.15%) [2025-11-26T17:05:03.611390] [INFO ] [FORECASTER] Completed predict_future for AA [2025-11-26T17:05:03.611560] [INFO ] [sig ] AA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:03.762057] [INFO ] [LOCAL ] Saved forecast: AA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AA.txt [2025-11-26T17:05:03.762288] [INFO ] [sig ] [2/3639] Completed AA in 0.4s | 2.47 sym/s | Total: 0.8s | ETA: 24.6m [2025-11-26T17:05:03.762340] [INFO ] [sig ] [3/3639] Forecasting AAL... [2025-11-26T17:05:03.762379] [INFO ] [sig ] Generating forecast for: AAL [2025-11-26T17:05:03.762416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'. [2025-11-26T17:05:03.775461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAL'. [2025-11-26T17:05:03.776018] [INFO ] [FORECASTER] Starting predict_future for AAL [2025-11-26T17:05:03.776980] [DEBUG] [LOCAL ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt [2025-11-26T17:05:03.777036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:03.777072] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:03.777101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:03.777163] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:03.836238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:03.837362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:03.837469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:03.837506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:03.960663] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:03.960937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:03.960984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:03.961016] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:03.965014] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=30.45%) [2025-11-26T17:05:03.965406] [INFO ] [FORECASTER] Completed predict_future for AAL [2025-11-26T17:05:03.965614] [INFO ] [sig ] AAL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:04.131551] [INFO ] [LOCAL ] Saved forecast: AAL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AAL.txt [2025-11-26T17:05:04.131787] [INFO ] [sig ] [3/3639] Completed AAL in 0.4s | 2.54 sym/s | Total: 1.2s | ETA: 23.8m [2025-11-26T17:05:04.131835] [INFO ] [sig ] [4/3639] Forecasting AAOI... [2025-11-26T17:05:04.131871] [INFO ] [sig ] Generating forecast for: AAOI [2025-11-26T17:05:04.131907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'. [2025-11-26T17:05:04.145135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAOI'. [2025-11-26T17:05:04.145662] [INFO ] [FORECASTER] Starting predict_future for AAOI [2025-11-26T17:05:04.146667] [DEBUG] [LOCAL ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt [2025-11-26T17:05:04.146733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:04.146773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:04.146803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:04.146868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:04.207491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:04.208611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:04.208752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:04.208821] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:04.341412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:04.341686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:04.341738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:04.341770] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:04.345858] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=80.24%) [2025-11-26T17:05:04.346186] [INFO ] [FORECASTER] Completed predict_future for AAOI [2025-11-26T17:05:04.346340] [INFO ] [sig ] AAOI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:04.497222] [INFO ] [LOCAL ] Saved forecast: AAOI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AAOI.txt [2025-11-26T17:05:04.497468] [INFO ] [sig ] [4/3639] Completed AAOI in 0.4s | 2.59 sym/s | Total: 1.5s | ETA: 23.4m [2025-11-26T17:05:04.497516] [INFO ] [sig ] [5/3639] Forecasting AAON... [2025-11-26T17:05:04.497551] [INFO ] [sig ] Generating forecast for: AAON [2025-11-26T17:05:04.497587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'. [2025-11-26T17:05:04.517557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAON'. [2025-11-26T17:05:04.518323] [INFO ] [FORECASTER] Starting predict_future for AAON [2025-11-26T17:05:04.519450] [DEBUG] [LOCAL ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt [2025-11-26T17:05:04.519508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:04.519545] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:04.519574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:04.519637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:04.582399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:04.583528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:04.583659] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:04.583702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:04.715541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:04.715807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:04.715860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:04.715918] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:04.720380] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=98.07%) [2025-11-26T17:05:04.720868] [INFO ] [FORECASTER] Completed predict_future for AAON [2025-11-26T17:05:04.721075] [INFO ] [sig ] AAON: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:04.960559] [INFO ] [LOCAL ] Saved forecast: AAON 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AAON.txt [2025-11-26T17:05:04.960827] [INFO ] [sig ] [5/3639] Completed AAON in 0.5s | 2.49 sym/s | Total: 2.0s | ETA: 24.3m [2025-11-26T17:05:04.960878] [INFO ] [sig ] [6/3639] Forecasting AAP... [2025-11-26T17:05:04.960912] [INFO ] [sig ] Generating forecast for: AAP [2025-11-26T17:05:04.960946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-11-26T17:05:04.972365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAP'. [2025-11-26T17:05:04.972797] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-11-26T17:05:04.973631] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-11-26T17:05:04.973710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:04.973746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:04.973775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:04.973840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:05.033428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:05.034400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:05.034504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:05.034544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:05.165515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:05.165726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:05.165772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:05.165804] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:05.169445] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=65.99%) [2025-11-26T17:05:05.169782] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-11-26T17:05:05.169950] [INFO ] [sig ] AAP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:05.323013] [INFO ] [LOCAL ] Saved forecast: AAP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AAP.txt [2025-11-26T17:05:05.323182] [INFO ] [sig ] [6/3639] Completed AAP in 0.4s | 2.53 sym/s | Total: 2.4s | ETA: 23.9m [2025-11-26T17:05:05.323226] [INFO ] [sig ] [7/3639] Forecasting AAPB... [2025-11-26T17:05:05.323291] [INFO ] [sig ] Generating forecast for: AAPB [2025-11-26T17:05:05.323326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'. [2025-11-26T17:05:05.336157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPB'. [2025-11-26T17:05:05.336521] [INFO ] [FORECASTER] Starting predict_future for AAPB [2025-11-26T17:05:05.337463] [DEBUG] [LOCAL ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt [2025-11-26T17:05:05.337533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:05.337591] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:05.337629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:05.337731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:05.397433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:05.398337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:05.398428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:05.398485] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:05.523164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:05.523353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:05.523396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:05.523428] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:05.527221] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=83.55%) [2025-11-26T17:05:05.527523] [INFO ] [FORECASTER] Completed predict_future for AAPB [2025-11-26T17:05:05.527694] [INFO ] [sig ] AAPB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:05.680881] [INFO ] [LOCAL ] Saved forecast: AAPB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AAPB.txt [2025-11-26T17:05:05.681095] [INFO ] [sig ] [7/3639] Completed AAPB in 0.4s | 2.56 sym/s | Total: 2.7s | ETA: 23.6m [2025-11-26T17:05:05.681153] [INFO ] [sig ] [8/3639] Forecasting AAPD... [2025-11-26T17:05:05.681188] [INFO ] [sig ] Generating forecast for: AAPD [2025-11-26T17:05:05.681220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'. [2025-11-26T17:05:05.692974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPD'. [2025-11-26T17:05:05.693334] [INFO ] [FORECASTER] Starting predict_future for AAPD [2025-11-26T17:05:05.694209] [DEBUG] [LOCAL ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt [2025-11-26T17:05:05.694265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:05.694299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:05.694328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:05.694388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:05.754249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:05.755161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:05.755254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:05.755293] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:05.883491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:05.883699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:05.883752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:05.883783] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:05.887333] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=48.85%) [2025-11-26T17:05:05.887621] [INFO ] [FORECASTER] Completed predict_future for AAPD [2025-11-26T17:05:05.887782] [INFO ] [sig ] AAPD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:06.035976] [INFO ] [LOCAL ] Saved forecast: AAPD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AAPD.txt [2025-11-26T17:05:06.036132] [INFO ] [sig ] [8/3639] Completed AAPD in 0.4s | 2.59 sym/s | Total: 3.1s | ETA: 23.3m [2025-11-26T17:05:06.036176] [INFO ] [sig ] [9/3639] Forecasting AAPL... [2025-11-26T17:05:06.036209] [INFO ] [sig ] Generating forecast for: AAPL [2025-11-26T17:05:06.036242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'. [2025-11-26T17:05:06.048524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPL'. [2025-11-26T17:05:06.048936] [INFO ] [FORECASTER] Starting predict_future for AAPL [2025-11-26T17:05:06.049800] [DEBUG] [LOCAL ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt [2025-11-26T17:05:06.049856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:06.049892] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:06.049921] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:06.049996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:06.110209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:06.111120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:06.111232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:06.111276] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:06.241684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:06.241868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:06.241920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:06.241951] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:06.245735] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=67.36%) [2025-11-26T17:05:06.246038] [INFO ] [FORECASTER] Completed predict_future for AAPL [2025-11-26T17:05:06.246183] [INFO ] [sig ] AAPL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:06.397992] [INFO ] [LOCAL ] Saved forecast: AAPL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AAPL.txt [2025-11-26T17:05:06.398196] [INFO ] [sig ] [9/3639] Completed AAPL in 0.4s | 2.61 sym/s | Total: 3.4s | ETA: 23.2m [2025-11-26T17:05:06.398264] [INFO ] [sig ] [10/3639] Forecasting AAXJ... [2025-11-26T17:05:06.398310] [INFO ] [sig ] Generating forecast for: AAXJ [2025-11-26T17:05:06.398352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'. [2025-11-26T17:05:06.410029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'. [2025-11-26T17:05:06.410409] [INFO ] [FORECASTER] Starting predict_future for AAXJ [2025-11-26T17:05:06.411309] [DEBUG] [LOCAL ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt [2025-11-26T17:05:06.411367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:06.411401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:06.411429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:06.411523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:06.471831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:06.472678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:06.472768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:06.472805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:06.599270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:06.599442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:06.599487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:06.599519] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:06.603116] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-11-26T17:05:06.603407] [INFO ] [FORECASTER] Completed predict_future for AAXJ [2025-11-26T17:05:06.603548] [INFO ] [sig ] AAXJ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:06.751352] [INFO ] [LOCAL ] Saved forecast: AAXJ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AAXJ.txt [2025-11-26T17:05:06.751511] [INFO ] [sig ] [10/3639] Completed AAXJ in 0.4s | 2.63 sym/s | Total: 3.8s | ETA: 23.0m [2025-11-26T17:05:06.751553] [INFO ] [sig ] [11/3639] Forecasting AB... [2025-11-26T17:05:06.751587] [INFO ] [sig ] Generating forecast for: AB [2025-11-26T17:05:06.751620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-11-26T17:05:06.763623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AB'. [2025-11-26T17:05:06.764005] [INFO ] [FORECASTER] Starting predict_future for AB [2025-11-26T17:05:06.764869] [DEBUG] [LOCAL ] No optimal features file found for AB: ./output/feature-sets/AB.txt [2025-11-26T17:05:06.764938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:06.764974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:06.765003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:06.765063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:06.824605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:06.825444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:06.825536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:06.825574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:06.950800] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:06.950968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:06.951009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:06.951041] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:06.954874] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=8.19%) [2025-11-26T17:05:06.955241] [INFO ] [FORECASTER] Completed predict_future for AB [2025-11-26T17:05:06.955412] [INFO ] [sig ] AB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:07.111773] [INFO ] [LOCAL ] Saved forecast: AB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AB.txt [2025-11-26T17:05:07.111929] [INFO ] [sig ] [11/3639] Completed AB in 0.4s | 2.64 sym/s | Total: 4.2s | ETA: 22.9m [2025-11-26T17:05:07.111971] [INFO ] [sig ] [12/3639] Forecasting ABCB... [2025-11-26T17:05:07.112004] [INFO ] [sig ] Generating forecast for: ABCB [2025-11-26T17:05:07.112037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-11-26T17:05:07.123331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCB'. [2025-11-26T17:05:07.123782] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-11-26T17:05:07.124679] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-11-26T17:05:07.124738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:07.124774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:07.124804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:07.124866] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:07.188211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:07.189228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:07.189326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:07.189362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:07.313354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:07.313529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:07.313587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:07.313624] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:07.317107] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=82.43%) [2025-11-26T17:05:07.317401] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-11-26T17:05:07.317538] [INFO ] [sig ] ABCB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:07.466955] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABCB.txt [2025-11-26T17:05:07.467161] [INFO ] [sig ] [12/3639] Completed ABCB in 0.4s | 2.66 sym/s | Total: 4.5s | ETA: 22.7m [2025-11-26T17:05:07.467220] [INFO ] [sig ] [13/3639] Forecasting ABCL... [2025-11-26T17:05:07.467255] [INFO ] [sig ] Generating forecast for: ABCL [2025-11-26T17:05:07.467289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'. [2025-11-26T17:05:07.478873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCL'. [2025-11-26T17:05:07.479238] [INFO ] [FORECASTER] Starting predict_future for ABCL [2025-11-26T17:05:07.480115] [DEBUG] [LOCAL ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt [2025-11-26T17:05:07.480173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:07.480209] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:07.480238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:07.480300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:07.539704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:07.540547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:07.540638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:07.540701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:07.666992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:07.667165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:07.667207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:07.667237] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:07.670960] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=99.52%) [2025-11-26T17:05:07.671309] [INFO ] [FORECASTER] Completed predict_future for ABCL [2025-11-26T17:05:07.671476] [INFO ] [sig ] ABCL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:07.818387] [INFO ] [LOCAL ] Saved forecast: ABCL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABCL.txt [2025-11-26T17:05:07.818536] [INFO ] [sig ] [13/3639] Completed ABCL in 0.4s | 2.67 sym/s | Total: 4.9s | ETA: 22.6m [2025-11-26T17:05:07.818581] [INFO ] [sig ] [14/3639] Forecasting ABEO... [2025-11-26T17:05:07.818618] [INFO ] [sig ] Generating forecast for: ABEO [2025-11-26T17:05:07.818682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'. [2025-11-26T17:05:07.829780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABEO'. [2025-11-26T17:05:07.830129] [INFO ] [FORECASTER] Starting predict_future for ABEO [2025-11-26T17:05:07.830949] [DEBUG] [LOCAL ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt [2025-11-26T17:05:07.831003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:07.831036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:07.831064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:07.831122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:07.889375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:07.890366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:07.890467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:07.890504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:08.011499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:08.011685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:08.011730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:08.011761] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:08.015196] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-11-26T17:05:08.015497] [INFO ] [FORECASTER] Completed predict_future for ABEO [2025-11-26T17:05:08.015635] [INFO ] [sig ] ABEO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:08.160906] [INFO ] [LOCAL ] Saved forecast: ABEO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABEO.txt [2025-11-26T17:05:08.161066] [INFO ] [sig ] [14/3639] Completed ABEO in 0.3s | 2.69 sym/s | Total: 5.2s | ETA: 22.5m [2025-11-26T17:05:08.161109] [INFO ] [sig ] [15/3639] Forecasting ABG... [2025-11-26T17:05:08.161141] [INFO ] [sig ] Generating forecast for: ABG [2025-11-26T17:05:08.161174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-11-26T17:05:08.172301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABG'. [2025-11-26T17:05:08.172621] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-11-26T17:05:08.173441] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-11-26T17:05:08.173504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:08.173538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:08.173567] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:08.173627] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:08.233841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:08.234630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:08.234746] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:08.234785] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:08.358030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:08.358211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:08.358264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:08.358310] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:08.362025] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=82.83%) [2025-11-26T17:05:08.362326] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-11-26T17:05:08.362469] [INFO ] [sig ] ABG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:08.507684] [INFO ] [LOCAL ] Saved forecast: ABG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABG.txt [2025-11-26T17:05:08.508049] [INFO ] [sig ] [15/3639] Completed ABG in 0.3s | 2.70 sym/s | Total: 5.6s | ETA: 22.4m [2025-11-26T17:05:08.508097] [INFO ] [sig ] [16/3639] Forecasting ABL... [2025-11-26T17:05:08.508130] [INFO ] [sig ] Generating forecast for: ABL [2025-11-26T17:05:08.508165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'. [2025-11-26T17:05:08.522767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABL'. [2025-11-26T17:05:08.523340] [INFO ] [FORECASTER] Starting predict_future for ABL [2025-11-26T17:05:08.524360] [DEBUG] [LOCAL ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt [2025-11-26T17:05:08.524420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:08.524457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:08.524487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:08.524550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:08.587301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:08.588669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:08.588777] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:08.588814] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:08.716468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:08.716732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:08.716783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:08.716815] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:08.721667] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=0.92%) [2025-11-26T17:05:08.722062] [INFO ] [FORECASTER] Completed predict_future for ABL [2025-11-26T17:05:08.722230] [INFO ] [sig ] ABL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:08.877609] [INFO ] [LOCAL ] Saved forecast: ABL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ABL.txt [2025-11-26T17:05:08.877844] [INFO ] [sig ] [16/3639] Completed ABL in 0.4s | 2.70 sym/s | Total: 5.9s | ETA: 22.4m [2025-11-26T17:05:08.877898] [INFO ] [sig ] [17/3639] Forecasting ABM... [2025-11-26T17:05:08.877939] [INFO ] [sig ] Generating forecast for: ABM [2025-11-26T17:05:08.878017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-11-26T17:05:08.892453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABM'. [2025-11-26T17:05:08.893287] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-11-26T17:05:08.894292] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-11-26T17:05:08.894353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:08.894390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:08.894423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:08.894488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:08.957781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:08.958993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:08.959098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:08.959137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:09.089850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:09.090088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:09.090134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:09.090168] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:09.094160] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=78.26%) [2025-11-26T17:05:09.094534] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-11-26T17:05:09.094715] [INFO ] [sig ] ABM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:09.249269] [INFO ] [LOCAL ] Saved forecast: ABM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABM.txt [2025-11-26T17:05:09.249460] [INFO ] [sig ] [17/3639] Completed ABM in 0.4s | 2.70 sym/s | Total: 6.3s | ETA: 22.4m [2025-11-26T17:05:09.249507] [INFO ] [sig ] [18/3639] Forecasting ABNB... [2025-11-26T17:05:09.249540] [INFO ] [sig ] Generating forecast for: ABNB [2025-11-26T17:05:09.249574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'. [2025-11-26T17:05:09.262447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABNB'. [2025-11-26T17:05:09.262944] [INFO ] [FORECASTER] Starting predict_future for ABNB [2025-11-26T17:05:09.264011] [DEBUG] [LOCAL ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt [2025-11-26T17:05:09.264068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:09.264108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:09.264143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:09.264223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:09.324431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:09.325479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:09.325584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:09.325689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:09.452495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:09.452700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:09.452763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:09.452797] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:09.456449] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-11-26T17:05:09.456784] [INFO ] [FORECASTER] Completed predict_future for ABNB [2025-11-26T17:05:09.456926] [INFO ] [sig ] ABNB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:09.603615] [INFO ] [LOCAL ] Saved forecast: ABNB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABNB.txt [2025-11-26T17:05:09.603793] [INFO ] [sig ] [18/3639] Completed ABNB in 0.4s | 2.71 sym/s | Total: 6.7s | ETA: 22.3m [2025-11-26T17:05:09.603838] [INFO ] [sig ] [19/3639] Forecasting ABSI... [2025-11-26T17:05:09.603871] [INFO ] [sig ] Generating forecast for: ABSI [2025-11-26T17:05:09.603906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'. [2025-11-26T17:05:09.615298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABSI'. [2025-11-26T17:05:09.615604] [INFO ] [FORECASTER] Starting predict_future for ABSI [2025-11-26T17:05:09.616455] [DEBUG] [LOCAL ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt [2025-11-26T17:05:09.616512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:09.616548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:09.616579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:09.616661] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:09.676777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:09.677697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:09.677789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:09.677825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:09.803754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:09.803936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:09.803978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:09.804009] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:09.807601] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=31.59%) [2025-11-26T17:05:09.807934] [INFO ] [FORECASTER] Completed predict_future for ABSI [2025-11-26T17:05:09.808084] [INFO ] [sig ] ABSI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:09.954683] [INFO ] [LOCAL ] Saved forecast: ABSI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ABSI.txt [2025-11-26T17:05:09.954831] [INFO ] [sig ] [19/3639] Completed ABSI in 0.4s | 2.71 sym/s | Total: 7.0s | ETA: 22.2m [2025-11-26T17:05:09.954872] [INFO ] [sig ] [20/3639] Forecasting ABUS... [2025-11-26T17:05:09.954905] [INFO ] [sig ] Generating forecast for: ABUS [2025-11-26T17:05:09.954937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'. [2025-11-26T17:05:09.965934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABUS'. [2025-11-26T17:05:09.966260] [INFO ] [FORECASTER] Starting predict_future for ABUS [2025-11-26T17:05:09.967101] [DEBUG] [LOCAL ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt [2025-11-26T17:05:09.967157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:09.967191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:09.967219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:09.967280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:10.028026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:10.028919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:10.029009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:10.029046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:10.147045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:10.147222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:10.147265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:10.147298] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:10.151089] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-11-26T17:05:10.151428] [INFO ] [FORECASTER] Completed predict_future for ABUS [2025-11-26T17:05:10.151575] [INFO ] [sig ] ABUS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:10.294721] [INFO ] [LOCAL ] Saved forecast: ABUS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABUS.txt [2025-11-26T17:05:10.294862] [INFO ] [sig ] [20/3639] Completed ABUS in 0.3s | 2.72 sym/s | Total: 7.3s | ETA: 22.1m [2025-11-26T17:05:10.294903] [INFO ] [sig ] [21/3639] Forecasting ABVC... [2025-11-26T17:05:10.294934] [INFO ] [sig ] Generating forecast for: ABVC [2025-11-26T17:05:10.294968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'. [2025-11-26T17:05:10.307836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVC'. [2025-11-26T17:05:10.308306] [INFO ] [FORECASTER] Starting predict_future for ABVC [2025-11-26T17:05:10.309298] [DEBUG] [LOCAL ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt [2025-11-26T17:05:10.309356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:10.309393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:10.309423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:10.309487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:10.367743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:10.368826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:10.368927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:10.368964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:10.487599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:10.487813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:10.487859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:10.487892] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:10.491817] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-11-26T17:05:10.492131] [INFO ] [FORECASTER] Completed predict_future for ABVC [2025-11-26T17:05:10.492279] [INFO ] [sig ] ABVC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:10.638162] [INFO ] [LOCAL ] Saved forecast: ABVC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABVC.txt [2025-11-26T17:05:10.638357] [INFO ] [sig ] [21/3639] Completed ABVC in 0.3s | 2.73 sym/s | Total: 7.7s | ETA: 22.1m [2025-11-26T17:05:10.638406] [INFO ] [sig ] [22/3639] Forecasting ABVE... [2025-11-26T17:05:10.638439] [INFO ] [sig ] Generating forecast for: ABVE [2025-11-26T17:05:10.638477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'. [2025-11-26T17:05:10.651867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVE'. [2025-11-26T17:05:10.652393] [INFO ] [FORECASTER] Starting predict_future for ABVE [2025-11-26T17:05:10.653400] [DEBUG] [LOCAL ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt [2025-11-26T17:05:10.653460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:10.653513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:10.653549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:10.653618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:10.712886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:10.714143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:10.714253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:10.714290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:10.843901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:10.844068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:10.844115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:10.844147] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:10.848111] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=47.56%) [2025-11-26T17:05:10.848486] [INFO ] [FORECASTER] Completed predict_future for ABVE [2025-11-26T17:05:10.848694] [INFO ] [sig ] ABVE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:10.994286] [INFO ] [LOCAL ] Saved forecast: ABVE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ABVE.txt [2025-11-26T17:05:10.994493] [INFO ] [sig ] [22/3639] Completed ABVE in 0.4s | 2.74 sym/s | Total: 8.0s | ETA: 22.0m [2025-11-26T17:05:10.994542] [INFO ] [sig ] [23/3639] Forecasting ABVX... [2025-11-26T17:05:10.994576] [INFO ] [sig ] Generating forecast for: ABVX [2025-11-26T17:05:10.994613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'. [2025-11-26T17:05:11.007242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVX'. [2025-11-26T17:05:11.007960] [INFO ] [FORECASTER] Starting predict_future for ABVX [2025-11-26T17:05:11.009000] [DEBUG] [LOCAL ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt [2025-11-26T17:05:11.009105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:11.009143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:11.009173] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:11.009265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:11.069251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:11.070422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:11.070532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:11.070569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:11.195037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:11.195329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:11.195375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:11.195406] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:11.199775] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=90.02%) [2025-11-26T17:05:11.200249] [INFO ] [FORECASTER] Completed predict_future for ABVX [2025-11-26T17:05:11.200430] [INFO ] [sig ] ABVX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:11.351305] [INFO ] [LOCAL ] Saved forecast: ABVX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ABVX.txt [2025-11-26T17:05:11.351521] [INFO ] [sig ] [23/3639] Completed ABVX in 0.4s | 2.74 sym/s | Total: 8.4s | ETA: 22.0m [2025-11-26T17:05:11.351657] [INFO ] [sig ] [24/3639] Forecasting ACA... [2025-11-26T17:05:11.351699] [INFO ] [sig ] Generating forecast for: ACA [2025-11-26T17:05:11.351735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-11-26T17:05:11.364502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACA'. [2025-11-26T17:05:11.365097] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-11-26T17:05:11.366127] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-11-26T17:05:11.366185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:11.366220] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:11.366250] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:11.366312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:11.425275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:11.426482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:11.426586] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:11.426623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:11.549561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:11.549743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:11.549790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:11.549821] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:11.553735] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=88.67%) [2025-11-26T17:05:11.554074] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-11-26T17:05:11.554232] [INFO ] [sig ] ACA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:11.705067] [INFO ] [LOCAL ] Saved forecast: ACA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACA.txt [2025-11-26T17:05:11.705285] [INFO ] [sig ] [24/3639] Completed ACA in 0.4s | 2.74 sym/s | Total: 8.8s | ETA: 22.0m [2025-11-26T17:05:11.705332] [INFO ] [sig ] [25/3639] Forecasting ACAD... [2025-11-26T17:05:11.705368] [INFO ] [sig ] Generating forecast for: ACAD [2025-11-26T17:05:11.705404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'. [2025-11-26T17:05:11.717887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACAD'. [2025-11-26T17:05:11.718454] [INFO ] [FORECASTER] Starting predict_future for ACAD [2025-11-26T17:05:11.719422] [DEBUG] [LOCAL ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt [2025-11-26T17:05:11.719481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:11.719518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:11.719547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:11.719609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:11.777231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:11.778421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:11.778527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:11.778562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:11.902765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:11.903003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:11.903049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:11.903080] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:11.907167] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=22.74%) [2025-11-26T17:05:11.907502] [INFO ] [FORECASTER] Completed predict_future for ACAD [2025-11-26T17:05:11.907677] [INFO ] [sig ] ACAD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:12.058184] [INFO ] [LOCAL ] Saved forecast: ACAD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACAD.txt [2025-11-26T17:05:12.058409] [INFO ] [sig ] [25/3639] Completed ACAD in 0.4s | 2.75 sym/s | Total: 9.1s | ETA: 21.9m [2025-11-26T17:05:12.058462] [INFO ] [sig ] [26/3639] Forecasting ACB... [2025-11-26T17:05:12.058503] [INFO ] [sig ] Generating forecast for: ACB [2025-11-26T17:05:12.058571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'. [2025-11-26T17:05:12.070552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACB'. [2025-11-26T17:05:12.071130] [INFO ] [FORECASTER] Starting predict_future for ACB [2025-11-26T17:05:12.072091] [DEBUG] [LOCAL ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt [2025-11-26T17:05:12.072149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:12.072184] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:12.072213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:12.072277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:12.131034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:12.132197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:12.132305] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:12.132342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:12.260752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:12.260992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:12.261038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:12.261070] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:12.264935] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=99.50%) [2025-11-26T17:05:12.265285] [INFO ] [FORECASTER] Completed predict_future for ACB [2025-11-26T17:05:12.265437] [INFO ] [sig ] ACB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:12.424290] [INFO ] [LOCAL ] Saved forecast: ACB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACB.txt [2025-11-26T17:05:12.424484] [INFO ] [sig ] [26/3639] Completed ACB in 0.4s | 2.74 sym/s | Total: 9.5s | ETA: 21.9m [2025-11-26T17:05:12.424529] [INFO ] [sig ] [27/3639] Forecasting ACCO... [2025-11-26T17:05:12.424561] [INFO ] [sig ] Generating forecast for: ACCO [2025-11-26T17:05:12.424597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-11-26T17:05:12.437771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACCO'. [2025-11-26T17:05:12.438280] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-11-26T17:05:12.439176] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-11-26T17:05:12.439233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:12.439266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:12.439327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:12.439389] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:12.498448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:12.499432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:12.499526] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:12.499561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:12.626407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:12.626594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:12.626636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:12.626692] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:12.630229] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=92.29%) [2025-11-26T17:05:12.630518] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-11-26T17:05:12.630683] [INFO ] [sig ] ACCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:12.776162] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACCO.txt [2025-11-26T17:05:12.776351] [INFO ] [sig ] [27/3639] Completed ACCO in 0.4s | 2.75 sym/s | Total: 9.8s | ETA: 21.9m [2025-11-26T17:05:12.776438] [INFO ] [sig ] [28/3639] Forecasting ACDC... [2025-11-26T17:05:12.776476] [INFO ] [sig ] Generating forecast for: ACDC [2025-11-26T17:05:12.776512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'. [2025-11-26T17:05:12.787487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACDC'. [2025-11-26T17:05:12.788000] [INFO ] [FORECASTER] Starting predict_future for ACDC [2025-11-26T17:05:12.788901] [DEBUG] [LOCAL ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt [2025-11-26T17:05:12.788959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:12.788995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:12.789023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:12.789083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:12.847705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:12.848830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:12.848924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:12.848959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:12.966614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:12.966821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:12.966865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:12.966897] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:12.970557] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=87.97%) [2025-11-26T17:05:12.970874] [INFO ] [FORECASTER] Completed predict_future for ACDC [2025-11-26T17:05:12.971015] [INFO ] [sig ] ACDC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:13.120282] [INFO ] [LOCAL ] Saved forecast: ACDC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACDC.txt [2025-11-26T17:05:13.120455] [INFO ] [sig ] [28/3639] Completed ACDC in 0.3s | 2.75 sym/s | Total: 10.2s | ETA: 21.9m [2025-11-26T17:05:13.120500] [INFO ] [sig ] [29/3639] Forecasting ACEL... [2025-11-26T17:05:13.120570] [INFO ] [sig ] Generating forecast for: ACEL [2025-11-26T17:05:13.120612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-11-26T17:05:13.131856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACEL'. [2025-11-26T17:05:13.132245] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-11-26T17:05:13.133290] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-11-26T17:05:13.133345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:13.133379] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:13.133409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:13.133467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:13.192556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:13.193486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:13.193579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:13.193616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:13.320637] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:13.320850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:13.320893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:13.320952] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:13.324501] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=76.59%) [2025-11-26T17:05:13.324826] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-11-26T17:05:13.324970] [INFO ] [sig ] ACEL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:13.470676] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACEL.txt [2025-11-26T17:05:13.470848] [INFO ] [sig ] [29/3639] Completed ACEL in 0.4s | 2.76 sym/s | Total: 10.5s | ETA: 21.8m [2025-11-26T17:05:13.470891] [INFO ] [sig ] [30/3639] Forecasting ACGL... [2025-11-26T17:05:13.470923] [INFO ] [sig ] Generating forecast for: ACGL [2025-11-26T17:05:13.470957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'. [2025-11-26T17:05:13.481774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGL'. [2025-11-26T17:05:13.482193] [INFO ] [FORECASTER] Starting predict_future for ACGL [2025-11-26T17:05:13.483130] [DEBUG] [LOCAL ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt [2025-11-26T17:05:13.483194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:13.483227] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:13.483255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:13.483314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:13.541035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:13.541932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:13.542025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:13.542062] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:13.658301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:13.658482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:13.658524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:13.658554] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:13.662050] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=86.96%) [2025-11-26T17:05:13.662346] [INFO ] [FORECASTER] Completed predict_future for ACGL [2025-11-26T17:05:13.662492] [INFO ] [sig ] ACGL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:13.806822] [INFO ] [LOCAL ] Saved forecast: ACGL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACGL.txt [2025-11-26T17:05:13.806984] [INFO ] [sig ] [30/3639] Completed ACGL in 0.3s | 2.76 sym/s | Total: 10.9s | ETA: 21.8m [2025-11-26T17:05:13.807027] [INFO ] [sig ] [31/3639] Forecasting ACGLN... [2025-11-26T17:05:13.807059] [INFO ] [sig ] Generating forecast for: ACGLN [2025-11-26T17:05:13.807094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'. [2025-11-26T17:05:13.817720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'. [2025-11-26T17:05:13.818080] [INFO ] [FORECASTER] Starting predict_future for ACGLN [2025-11-26T17:05:13.818908] [DEBUG] [LOCAL ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt [2025-11-26T17:05:13.818963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:13.818996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:13.819025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:13.819085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:13.876555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:13.877461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:13.877550] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:13.877602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:13.996486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:13.996677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:13.996722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:13.996759] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:14.000264] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=55.91%) [2025-11-26T17:05:14.000581] [INFO ] [FORECASTER] Completed predict_future for ACGLN [2025-11-26T17:05:14.000743] [INFO ] [sig ] ACGLN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:14.145721] [INFO ] [LOCAL ] Saved forecast: ACGLN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACGLN.txt [2025-11-26T17:05:14.145914] [INFO ] [sig ] [31/3639] Completed ACGLN in 0.3s | 2.77 sym/s | Total: 11.2s | ETA: 21.7m [2025-11-26T17:05:14.145958] [INFO ] [sig ] [32/3639] Forecasting ACGLO... [2025-11-26T17:05:14.145989] [INFO ] [sig ] Generating forecast for: ACGLO [2025-11-26T17:05:14.146023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'. [2025-11-26T17:05:14.156727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'. [2025-11-26T17:05:14.157119] [INFO ] [FORECASTER] Starting predict_future for ACGLO [2025-11-26T17:05:14.157975] [DEBUG] [LOCAL ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt [2025-11-26T17:05:14.158030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:14.158064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:14.158092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:14.158153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:14.217823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:14.218738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:14.218861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:14.218906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:14.338422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:14.338594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:14.338635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:14.338694] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:14.342629] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-11-26T17:05:14.342948] [INFO ] [FORECASTER] Completed predict_future for ACGLO [2025-11-26T17:05:14.343085] [INFO ] [sig ] ACGLO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:14.488867] [INFO ] [LOCAL ] Saved forecast: ACGLO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACGLO.txt [2025-11-26T17:05:14.489036] [INFO ] [sig ] [32/3639] Completed ACGLO in 0.3s | 2.77 sym/s | Total: 11.5s | ETA: 21.7m [2025-11-26T17:05:14.489079] [INFO ] [sig ] [33/3639] Forecasting ACHC... [2025-11-26T17:05:14.489111] [INFO ] [sig ] Generating forecast for: ACHC [2025-11-26T17:05:14.489146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'. [2025-11-26T17:05:14.500468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACHC'. [2025-11-26T17:05:14.500841] [INFO ] [FORECASTER] Starting predict_future for ACHC [2025-11-26T17:05:14.501669] [DEBUG] [LOCAL ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt [2025-11-26T17:05:14.501724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:14.501765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:14.501815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:14.501889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:14.558908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:14.559534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:14.559618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:14.559675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:14.681078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:14.681193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:14.681233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:14.681263] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:14.687303] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=97.72%) [2025-11-26T17:05:14.688228] [INFO ] [FORECASTER] Completed predict_future for ACHC [2025-11-26T17:05:14.688942] [INFO ] [sig ] ACHC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:14.837332] [INFO ] [LOCAL ] Saved forecast: ACHC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACHC.txt [2025-11-26T17:05:14.837477] [INFO ] [sig ] [33/3639] Completed ACHC in 0.3s | 2.78 sym/s | Total: 11.9s | ETA: 21.6m [2025-11-26T17:05:14.837520] [INFO ] [sig ] [34/3639] Forecasting ACI... [2025-11-26T17:05:14.837552] [INFO ] [sig ] Generating forecast for: ACI [2025-11-26T17:05:14.837585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-11-26T17:05:14.848258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACI'. [2025-11-26T17:05:14.848550] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-11-26T17:05:14.849389] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-11-26T17:05:14.849443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:14.849476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:14.849504] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:14.849564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:14.906152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:14.906769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:14.906855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:14.906889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:15.024625] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:15.024776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:15.024816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:15.024847] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:15.028081] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=5.12%) [2025-11-26T17:05:15.028350] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-11-26T17:05:15.028482] [INFO ] [sig ] ACI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:15.169949] [INFO ] [LOCAL ] Saved forecast: ACI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACI.txt [2025-11-26T17:05:15.170074] [INFO ] [sig ] [34/3639] Completed ACI in 0.3s | 2.78 sym/s | Total: 12.2s | ETA: 21.6m [2025-11-26T17:05:15.170116] [INFO ] [sig ] [35/3639] Forecasting ACIC... [2025-11-26T17:05:15.170148] [INFO ] [sig ] Generating forecast for: ACIC [2025-11-26T17:05:15.170181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'. [2025-11-26T17:05:15.180595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACIC'. [2025-11-26T17:05:15.180903] [INFO ] [FORECASTER] Starting predict_future for ACIC [2025-11-26T17:05:15.181732] [DEBUG] [LOCAL ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt [2025-11-26T17:05:15.181787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:15.181824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:15.181855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:15.181914] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:15.239223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:15.239959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:15.240043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:15.240078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:15.363850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:15.364203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:15.364252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:15.364284] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:15.367765] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=81.69%) [2025-11-26T17:05:15.368045] [INFO ] [FORECASTER] Completed predict_future for ACIC [2025-11-26T17:05:15.368184] [INFO ] [sig ] ACIC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:15.509397] [INFO ] [LOCAL ] Saved forecast: ACIC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACIC.txt [2025-11-26T17:05:15.509554] [INFO ] [sig ] [35/3639] Completed ACIC in 0.3s | 2.79 sym/s | Total: 12.6s | ETA: 21.6m [2025-11-26T17:05:15.509595] [INFO ] [sig ] [36/3639] Forecasting ACLS... [2025-11-26T17:05:15.509625] [INFO ] [sig ] Generating forecast for: ACLS [2025-11-26T17:05:15.509716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'. [2025-11-26T17:05:15.520363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLS'. [2025-11-26T17:05:15.520693] [INFO ] [FORECASTER] Starting predict_future for ACLS [2025-11-26T17:05:15.521481] [DEBUG] [LOCAL ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt [2025-11-26T17:05:15.521536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:15.521570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:15.521599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:15.521683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:15.578293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:15.578978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:15.579064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:15.579098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:15.698234] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:15.698384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:15.698424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:15.698454] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:15.701777] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=71.73%) [2025-11-26T17:05:15.702085] [INFO ] [FORECASTER] Completed predict_future for ACLS [2025-11-26T17:05:15.702219] [INFO ] [sig ] ACLS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:15.843213] [INFO ] [LOCAL ] Saved forecast: ACLS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACLS.txt [2025-11-26T17:05:15.843380] [INFO ] [sig ] [36/3639] Completed ACLS in 0.3s | 2.79 sym/s | Total: 12.9s | ETA: 21.5m [2025-11-26T17:05:15.843422] [INFO ] [sig ] [37/3639] Forecasting ACLX... [2025-11-26T17:05:15.843453] [INFO ] [sig ] Generating forecast for: ACLX [2025-11-26T17:05:15.843493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'. [2025-11-26T17:05:15.854496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLX'. [2025-11-26T17:05:15.854904] [INFO ] [FORECASTER] Starting predict_future for ACLX [2025-11-26T17:05:15.855743] [DEBUG] [LOCAL ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt [2025-11-26T17:05:15.855798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:15.855831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:15.855860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:15.855919] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:15.912894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:15.913756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:15.913876] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:15.913913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:16.034238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:16.034403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:16.034446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:16.034475] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:16.037902] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=57.30%) [2025-11-26T17:05:16.038183] [INFO ] [FORECASTER] Completed predict_future for ACLX [2025-11-26T17:05:16.038318] [INFO ] [sig ] ACLX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:16.179450] [INFO ] [LOCAL ] Saved forecast: ACLX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACLX.txt [2025-11-26T17:05:16.179576] [INFO ] [sig ] [37/3639] Completed ACLX in 0.3s | 2.80 sym/s | Total: 13.2s | ETA: 21.5m [2025-11-26T17:05:16.179615] [INFO ] [sig ] [38/3639] Forecasting ACM... [2025-11-26T17:05:16.179666] [INFO ] [sig ] Generating forecast for: ACM [2025-11-26T17:05:16.179702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-11-26T17:05:16.190846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACM'. [2025-11-26T17:05:16.191153] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-11-26T17:05:16.192009] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-11-26T17:05:16.192063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:16.192096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:16.192123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:16.192182] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:16.249492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:16.250204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:16.250288] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:16.250324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:16.368969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:16.369125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:16.369166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:16.369197] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:16.372698] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=12.99%) [2025-11-26T17:05:16.373002] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-11-26T17:05:16.373283] [INFO ] [sig ] ACM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:16.514133] [INFO ] [LOCAL ] Saved forecast: ACM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACM.txt [2025-11-26T17:05:16.514277] [INFO ] [sig ] [38/3639] Completed ACM in 0.3s | 2.80 sym/s | Total: 13.6s | ETA: 21.4m [2025-11-26T17:05:16.514319] [INFO ] [sig ] [39/3639] Forecasting ACN... [2025-11-26T17:05:16.514348] [INFO ] [sig ] Generating forecast for: ACN [2025-11-26T17:05:16.514381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-11-26T17:05:16.527677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACN'. [2025-11-26T17:05:16.528239] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-11-26T17:05:16.529231] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-11-26T17:05:16.529289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:16.529324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:16.529353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:16.529415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:16.591063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:16.592310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:16.592438] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:16.592478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:16.720028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:16.720291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:16.720346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:16.720378] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:16.724285] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=36.14%) [2025-11-26T17:05:16.724596] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-11-26T17:05:16.724766] [INFO ] [sig ] ACN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:16.880233] [INFO ] [LOCAL ] Saved forecast: ACN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACN.txt [2025-11-26T17:05:16.880502] [INFO ] [sig ] [39/3639] Completed ACN in 0.4s | 2.80 sym/s | Total: 13.9s | ETA: 21.4m [2025-11-26T17:05:16.880569] [INFO ] [sig ] [40/3639] Forecasting ACNB... [2025-11-26T17:05:16.880703] [INFO ] [sig ] Generating forecast for: ACNB [2025-11-26T17:05:16.880757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'. [2025-11-26T17:05:16.896892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACNB'. [2025-11-26T17:05:16.897774] [INFO ] [FORECASTER] Starting predict_future for ACNB [2025-11-26T17:05:16.899734] [DEBUG] [LOCAL ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt [2025-11-26T17:05:16.899819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:16.899872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:16.899947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:16.900046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:16.962665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:16.963854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:16.963967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:16.964003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:17.079682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:17.079926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:17.079974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:17.080009] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:17.084225] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=34.03%) [2025-11-26T17:05:17.084671] [INFO ] [FORECASTER] Completed predict_future for ACNB [2025-11-26T17:05:17.084847] [INFO ] [sig ] ACNB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:17.233336] [INFO ] [LOCAL ] Saved forecast: ACNB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACNB.txt [2025-11-26T17:05:17.233580] [INFO ] [sig ] [40/3639] Completed ACNB in 0.4s | 2.80 sym/s | Total: 14.3s | ETA: 21.4m [2025-11-26T17:05:17.233626] [INFO ] [sig ] [41/3639] Forecasting ACON... [2025-11-26T17:05:17.233687] [INFO ] [sig ] Generating forecast for: ACON [2025-11-26T17:05:17.233754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'. [2025-11-26T17:05:17.245399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACON'. [2025-11-26T17:05:17.245903] [INFO ] [FORECASTER] Starting predict_future for ACON [2025-11-26T17:05:17.246763] [DEBUG] [LOCAL ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt [2025-11-26T17:05:17.246819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:17.246857] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:17.246887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:17.246946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:17.309735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:17.310733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:17.310831] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:17.310870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:17.423197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:17.423417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:17.423483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:17.423532] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:17.429125] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-11-26T17:05:17.429618] [INFO ] [FORECASTER] Completed predict_future for ACON [2025-11-26T17:05:17.429884] [INFO ] [sig ] ACON: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:17.592429] [INFO ] [LOCAL ] Saved forecast: ACON 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACON.txt [2025-11-26T17:05:17.592585] [INFO ] [sig ] [41/3639] Completed ACON in 0.4s | 2.80 sym/s | Total: 14.6s | ETA: 21.4m [2025-11-26T17:05:17.592630] [INFO ] [sig ] [42/3639] Forecasting ACP... [2025-11-26T17:05:17.592688] [INFO ] [sig ] Generating forecast for: ACP [2025-11-26T17:05:17.592723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-11-26T17:05:17.603594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACP'. [2025-11-26T17:05:17.603951] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-11-26T17:05:17.604774] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-11-26T17:05:17.604828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:17.604862] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:17.604891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:17.604950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:17.662865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:17.663706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:17.663794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:17.663832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:17.792529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:17.792703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:17.792747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:17.792777] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:17.796209] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=98.91%) [2025-11-26T17:05:17.796488] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-11-26T17:05:17.796618] [INFO ] [sig ] ACP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:17.946868] [INFO ] [LOCAL ] Saved forecast: ACP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACP.txt [2025-11-26T17:05:17.946999] [INFO ] [sig ] [42/3639] Completed ACP in 0.4s | 2.80 sym/s | Total: 15.0s | ETA: 21.4m [2025-11-26T17:05:17.947042] [INFO ] [sig ] [43/3639] Forecasting ACRE... [2025-11-26T17:05:17.947074] [INFO ] [sig ] Generating forecast for: ACRE [2025-11-26T17:05:17.947108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-11-26T17:05:17.957173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRE'. [2025-11-26T17:05:17.957523] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-11-26T17:05:17.958360] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-11-26T17:05:17.958415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:17.958450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:17.958479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:17.958538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:18.015496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:18.016233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:18.016319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:18.016354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:18.138220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:18.138339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:18.138390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:18.138422] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:18.141856] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=66.08%) [2025-11-26T17:05:18.142131] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-11-26T17:05:18.142262] [INFO ] [sig ] ACRE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:18.289111] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACRE.txt [2025-11-26T17:05:18.289249] [INFO ] [sig ] [43/3639] Completed ACRE in 0.3s | 2.80 sym/s | Total: 15.3s | ETA: 21.4m [2025-11-26T17:05:18.289292] [INFO ] [sig ] [44/3639] Forecasting ACRS... [2025-11-26T17:05:18.289322] [INFO ] [sig ] Generating forecast for: ACRS [2025-11-26T17:05:18.289355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'. [2025-11-26T17:05:18.304456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRS'. [2025-11-26T17:05:18.305240] [INFO ] [FORECASTER] Starting predict_future for ACRS [2025-11-26T17:05:18.306681] [DEBUG] [LOCAL ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt [2025-11-26T17:05:18.306745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:18.306823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:18.306866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:18.306958] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:18.372304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:18.373758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:18.373907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:18.373952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:18.497892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:18.498157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:18.498212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:18.498246] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:18.502399] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=23.38%) [2025-11-26T17:05:18.502789] [INFO ] [FORECASTER] Completed predict_future for ACRS [2025-11-26T17:05:18.502951] [INFO ] [sig ] ACRS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:18.659506] [INFO ] [LOCAL ] Saved forecast: ACRS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACRS.txt [2025-11-26T17:05:18.659777] [INFO ] [sig ] [44/3639] Completed ACRS in 0.4s | 2.80 sym/s | Total: 15.7s | ETA: 21.4m [2025-11-26T17:05:18.659835] [INFO ] [sig ] [45/3639] Forecasting ACTG... [2025-11-26T17:05:18.659871] [INFO ] [sig ] Generating forecast for: ACTG [2025-11-26T17:05:18.659955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'. [2025-11-26T17:05:18.672511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACTG'. [2025-11-26T17:05:18.673105] [INFO ] [FORECASTER] Starting predict_future for ACTG [2025-11-26T17:05:18.674121] [DEBUG] [LOCAL ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt [2025-11-26T17:05:18.674180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:18.674217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:18.674247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:18.674313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:18.740970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:18.742182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:18.742308] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:18.742346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:18.870724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:18.870979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:18.871039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:18.871072] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:18.875159] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=59.91%) [2025-11-26T17:05:18.875468] [INFO ] [FORECASTER] Completed predict_future for ACTG [2025-11-26T17:05:18.875616] [INFO ] [sig ] ACTG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:19.028901] [INFO ] [LOCAL ] Saved forecast: ACTG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACTG.txt [2025-11-26T17:05:19.029125] [INFO ] [sig ] [45/3639] Completed ACTG in 0.4s | 2.80 sym/s | Total: 16.1s | ETA: 21.4m [2025-11-26T17:05:19.029172] [INFO ] [sig ] [46/3639] Forecasting ACVA... [2025-11-26T17:05:19.029204] [INFO ] [sig ] Generating forecast for: ACVA [2025-11-26T17:05:19.029241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-11-26T17:05:19.044051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACVA'. [2025-11-26T17:05:19.044905] [INFO ] [FORECASTER] Starting predict_future for ACVA [2025-11-26T17:05:19.046288] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-11-26T17:05:19.046368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:19.046410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:19.046440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:19.046520] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:19.108067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:19.109311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:19.109419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:19.109456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:19.230801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:19.231047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:19.231095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:19.231127] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:19.235538] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=77.86%) [2025-11-26T17:05:19.235946] [INFO ] [FORECASTER] Completed predict_future for ACVA [2025-11-26T17:05:19.236119] [INFO ] [sig ] ACVA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:19.384480] [INFO ] [LOCAL ] Saved forecast: ACVA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACVA.txt [2025-11-26T17:05:19.384702] [INFO ] [sig ] [46/3639] Completed ACVA in 0.4s | 2.80 sym/s | Total: 16.4s | ETA: 21.4m [2025-11-26T17:05:19.384757] [INFO ] [sig ] [47/3639] Forecasting ACWI... [2025-11-26T17:05:19.384791] [INFO ] [sig ] Generating forecast for: ACWI [2025-11-26T17:05:19.384887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'. [2025-11-26T17:05:19.397631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWI'. [2025-11-26T17:05:19.398040] [INFO ] [FORECASTER] Starting predict_future for ACWI [2025-11-26T17:05:19.399024] [DEBUG] [LOCAL ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt [2025-11-26T17:05:19.399082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:19.399118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:19.399148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:19.399213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:19.457168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:19.458351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:19.458456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:19.458491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:19.585419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:19.585729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:19.585790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:19.585879] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:19.590045] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=96.25%) [2025-11-26T17:05:19.590357] [INFO ] [FORECASTER] Completed predict_future for ACWI [2025-11-26T17:05:19.590500] [INFO ] [sig ] ACWI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:19.739129] [INFO ] [LOCAL ] Saved forecast: ACWI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ACWI.txt [2025-11-26T17:05:19.739339] [INFO ] [sig ] [47/3639] Completed ACWI in 0.4s | 2.80 sym/s | Total: 16.8s | ETA: 21.4m [2025-11-26T17:05:19.739382] [INFO ] [sig ] [48/3639] Forecasting ACWX... [2025-11-26T17:05:19.739414] [INFO ] [sig ] Generating forecast for: ACWX [2025-11-26T17:05:19.739453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'. [2025-11-26T17:05:19.755922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWX'. [2025-11-26T17:05:19.756548] [INFO ] [FORECASTER] Starting predict_future for ACWX [2025-11-26T17:05:19.757817] [DEBUG] [LOCAL ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt [2025-11-26T17:05:19.757892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:19.757945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:19.757991] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:19.758088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:19.823226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:19.824249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:19.824377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:19.824442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:19.973861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:19.974030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:19.974074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:19.974106] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:19.977684] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=27.86%) [2025-11-26T17:05:19.978008] [INFO ] [FORECASTER] Completed predict_future for ACWX [2025-11-26T17:05:19.978154] [INFO ] [sig ] ACWX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:20.120369] [INFO ] [LOCAL ] Saved forecast: ACWX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACWX.txt [2025-11-26T17:05:20.120518] [INFO ] [sig ] [48/3639] Completed ACWX in 0.4s | 2.80 sym/s | Total: 17.2s | ETA: 21.4m [2025-11-26T17:05:20.120562] [INFO ] [sig ] [49/3639] Forecasting ACXP... [2025-11-26T17:05:20.120594] [INFO ] [sig ] Generating forecast for: ACXP [2025-11-26T17:05:20.120629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'. [2025-11-26T17:05:20.131858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACXP'. [2025-11-26T17:05:20.132335] [INFO ] [FORECASTER] Starting predict_future for ACXP [2025-11-26T17:05:20.133190] [DEBUG] [LOCAL ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt [2025-11-26T17:05:20.133246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:20.133279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:20.133308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:20.133367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:20.191975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:20.192929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:20.193022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:20.193060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:20.310841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:20.311031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:20.311075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:20.311107] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:20.314753] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=39.75%) [2025-11-26T17:05:20.315043] [INFO ] [FORECASTER] Completed predict_future for ACXP [2025-11-26T17:05:20.315184] [INFO ] [sig ] ACXP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:20.458451] [INFO ] [LOCAL ] Saved forecast: ACXP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ACXP.txt [2025-11-26T17:05:20.458636] [INFO ] [sig ] [49/3639] Completed ACXP in 0.3s | 2.80 sym/s | Total: 17.5s | ETA: 21.4m [2025-11-26T17:05:20.458713] [INFO ] [sig ] [50/3639] Forecasting ADBE... [2025-11-26T17:05:20.458747] [INFO ] [sig ] Generating forecast for: ADBE [2025-11-26T17:05:20.458783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'. [2025-11-26T17:05:20.470221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADBE'. [2025-11-26T17:05:20.470621] [INFO ] [FORECASTER] Starting predict_future for ADBE [2025-11-26T17:05:20.471464] [DEBUG] [LOCAL ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt [2025-11-26T17:05:20.471519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:20.471552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:20.471580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:20.471640] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:20.528372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:20.529252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:20.529342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:20.529378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:20.651917] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:20.652113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:20.652166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:20.652201] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:20.655813] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=40.81%) [2025-11-26T17:05:20.656099] [INFO ] [FORECASTER] Completed predict_future for ADBE [2025-11-26T17:05:20.656237] [INFO ] [sig ] ADBE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:20.801409] [INFO ] [LOCAL ] Saved forecast: ADBE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADBE.txt [2025-11-26T17:05:20.801553] [INFO ] [sig ] [50/3639] Completed ADBE in 0.3s | 2.80 sym/s | Total: 17.9s | ETA: 21.4m [2025-11-26T17:05:20.801594] [INFO ] [sig ] [51/3639] Forecasting ADC... [2025-11-26T17:05:20.801625] [INFO ] [sig ] Generating forecast for: ADC [2025-11-26T17:05:20.801697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-11-26T17:05:20.812777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADC'. [2025-11-26T17:05:20.813072] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-11-26T17:05:20.813933] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-11-26T17:05:20.813988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:20.814023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:20.814052] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:20.814133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:20.873569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:20.874344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:20.874432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:20.874469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:20.992914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:20.993088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:20.993129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:20.993160] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:20.996575] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-11-26T17:05:20.996905] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-11-26T17:05:20.997043] [INFO ] [sig ] ADC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:21.142687] [INFO ] [LOCAL ] Saved forecast: ADC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADC.txt [2025-11-26T17:05:21.142822] [INFO ] [sig ] [51/3639] Completed ADC in 0.3s | 2.80 sym/s | Total: 18.2s | ETA: 21.3m [2025-11-26T17:05:21.142863] [INFO ] [sig ] [52/3639] Forecasting ADEA... [2025-11-26T17:05:21.142894] [INFO ] [sig ] Generating forecast for: ADEA [2025-11-26T17:05:21.142927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'. [2025-11-26T17:05:21.157706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADEA'. [2025-11-26T17:05:21.158257] [INFO ] [FORECASTER] Starting predict_future for ADEA [2025-11-26T17:05:21.159254] [DEBUG] [LOCAL ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt [2025-11-26T17:05:21.159346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:21.159385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:21.159435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:21.159502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:21.219000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:21.220216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:21.220321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:21.220357] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:21.340420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:21.340684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:21.340734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:21.340766] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:21.344636] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-11-26T17:05:21.345071] [INFO ] [FORECASTER] Completed predict_future for ADEA [2025-11-26T17:05:21.345216] [INFO ] [sig ] ADEA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:21.496214] [INFO ] [LOCAL ] Saved forecast: ADEA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADEA.txt [2025-11-26T17:05:21.496629] [INFO ] [sig ] [52/3639] Completed ADEA in 0.4s | 2.80 sym/s | Total: 18.5s | ETA: 21.3m [2025-11-26T17:05:21.496697] [INFO ] [sig ] [53/3639] Forecasting ADI... [2025-11-26T17:05:21.496729] [INFO ] [sig ] Generating forecast for: ADI [2025-11-26T17:05:21.496804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'. [2025-11-26T17:05:21.511379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADI'. [2025-11-26T17:05:21.511973] [INFO ] [FORECASTER] Starting predict_future for ADI [2025-11-26T17:05:21.513221] [DEBUG] [LOCAL ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt [2025-11-26T17:05:21.513278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:21.513315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:21.513344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:21.513406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:21.571512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:21.572664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:21.572769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:21.572804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:21.698557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:21.698800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:21.698872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:21.698905] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:21.702914] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=67.83%) [2025-11-26T17:05:21.703334] [INFO ] [FORECASTER] Completed predict_future for ADI [2025-11-26T17:05:21.703524] [INFO ] [sig ] ADI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:21.866117] [INFO ] [LOCAL ] Saved forecast: ADI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ADI.txt [2025-11-26T17:05:21.866372] [INFO ] [sig ] [53/3639] Completed ADI in 0.4s | 2.80 sym/s | Total: 18.9s | ETA: 21.3m [2025-11-26T17:05:21.866422] [INFO ] [sig ] [54/3639] Forecasting ADM... [2025-11-26T17:05:21.866454] [INFO ] [sig ] Generating forecast for: ADM [2025-11-26T17:05:21.866490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-11-26T17:05:21.880694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADM'. [2025-11-26T17:05:21.881237] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-11-26T17:05:21.882268] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-11-26T17:05:21.882329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:21.882364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:21.882394] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:21.882456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:21.945622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:21.946809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:21.946955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:21.946993] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:22.067519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:22.067782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:22.067830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:22.067861] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:22.071706] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=86.82%) [2025-11-26T17:05:22.072021] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-11-26T17:05:22.072173] [INFO ] [sig ] ADM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:22.216009] [INFO ] [LOCAL ] Saved forecast: ADM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ADM.txt [2025-11-26T17:05:22.216233] [INFO ] [sig ] [54/3639] Completed ADM in 0.3s | 2.80 sym/s | Total: 19.3s | ETA: 21.3m [2025-11-26T17:05:22.216279] [INFO ] [sig ] [55/3639] Forecasting ADMA... [2025-11-26T17:05:22.216310] [INFO ] [sig ] Generating forecast for: ADMA [2025-11-26T17:05:22.216348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'. [2025-11-26T17:05:22.229813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADMA'. [2025-11-26T17:05:22.230230] [INFO ] [FORECASTER] Starting predict_future for ADMA [2025-11-26T17:05:22.231197] [DEBUG] [LOCAL ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt [2025-11-26T17:05:22.231254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:22.231289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:22.231319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:22.231381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:22.301469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:22.302888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:22.303036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:22.303081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:22.426851] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:22.427054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:22.427101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:22.427132] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:22.431481] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=24.84%) [2025-11-26T17:05:22.431906] [INFO ] [FORECASTER] Completed predict_future for ADMA [2025-11-26T17:05:22.432071] [INFO ] [sig ] ADMA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:22.581300] [INFO ] [LOCAL ] Saved forecast: ADMA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADMA.txt [2025-11-26T17:05:22.581550] [INFO ] [sig ] [55/3639] Completed ADMA in 0.4s | 2.80 sym/s | Total: 19.6s | ETA: 21.3m [2025-11-26T17:05:22.581631] [INFO ] [sig ] [56/3639] Forecasting ADP... [2025-11-26T17:05:22.581685] [INFO ] [sig ] Generating forecast for: ADP [2025-11-26T17:05:22.581724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'. [2025-11-26T17:05:22.594944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADP'. [2025-11-26T17:05:22.595689] [INFO ] [FORECASTER] Starting predict_future for ADP [2025-11-26T17:05:22.596620] [DEBUG] [LOCAL ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt [2025-11-26T17:05:22.596738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:22.596777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:22.596806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:22.596869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:22.655440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:22.656582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:22.656715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:22.656753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:22.779560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:22.779824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:22.779872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:22.779902] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:22.784026] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=24.99%) [2025-11-26T17:05:22.784355] [INFO ] [FORECASTER] Completed predict_future for ADP [2025-11-26T17:05:22.784506] [INFO ] [sig ] ADP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:22.936769] [INFO ] [LOCAL ] Saved forecast: ADP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADP.txt [2025-11-26T17:05:22.936991] [INFO ] [sig ] [56/3639] Completed ADP in 0.4s | 2.80 sym/s | Total: 20.0s | ETA: 21.3m [2025-11-26T17:05:22.937077] [INFO ] [sig ] [57/3639] Forecasting ADSE... [2025-11-26T17:05:22.937110] [INFO ] [sig ] Generating forecast for: ADSE [2025-11-26T17:05:22.937147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'. [2025-11-26T17:05:22.951258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSE'. [2025-11-26T17:05:22.951912] [INFO ] [FORECASTER] Starting predict_future for ADSE [2025-11-26T17:05:22.952911] [DEBUG] [LOCAL ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt [2025-11-26T17:05:22.952969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:22.953025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:22.953057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:22.953122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:23.013509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:23.014714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:23.014834] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:23.014873] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:23.135667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:23.135904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:23.135949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:23.135979] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:23.139923] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=68.81%) [2025-11-26T17:05:23.140236] [INFO ] [FORECASTER] Completed predict_future for ADSE [2025-11-26T17:05:23.140388] [INFO ] [sig ] ADSE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:23.283282] [INFO ] [LOCAL ] Saved forecast: ADSE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ADSE.txt [2025-11-26T17:05:23.283542] [INFO ] [sig ] [57/3639] Completed ADSE in 0.3s | 2.80 sym/s | Total: 20.3s | ETA: 21.3m [2025-11-26T17:05:23.283587] [INFO ] [sig ] [58/3639] Forecasting ADSK... [2025-11-26T17:05:23.283679] [INFO ] [sig ] Generating forecast for: ADSK [2025-11-26T17:05:23.283717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'. [2025-11-26T17:05:23.295872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSK'. [2025-11-26T17:05:23.296292] [INFO ] [FORECASTER] Starting predict_future for ADSK [2025-11-26T17:05:23.297247] [DEBUG] [LOCAL ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt [2025-11-26T17:05:23.297303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:23.302171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:23.302219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:23.302290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:23.359321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:23.360478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:23.360585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:23.360620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:23.483503] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:23.483780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:23.483830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:23.483861] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:23.487820] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=57.85%) [2025-11-26T17:05:23.488145] [INFO ] [FORECASTER] Completed predict_future for ADSK [2025-11-26T17:05:23.488289] [INFO ] [sig ] ADSK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:23.633305] [INFO ] [LOCAL ] Saved forecast: ADSK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ADSK.txt [2025-11-26T17:05:23.633528] [INFO ] [sig ] [58/3639] Completed ADSK in 0.3s | 2.80 sym/s | Total: 20.7s | ETA: 21.3m [2025-11-26T17:05:23.633665] [INFO ] [sig ] [59/3639] Forecasting ADTN... [2025-11-26T17:05:23.633704] [INFO ] [sig ] Generating forecast for: ADTN [2025-11-26T17:05:23.633743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'. [2025-11-26T17:05:23.646042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTN'. [2025-11-26T17:05:23.646566] [INFO ] [FORECASTER] Starting predict_future for ADTN [2025-11-26T17:05:23.647593] [DEBUG] [LOCAL ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt [2025-11-26T17:05:23.647669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:23.647708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:23.647737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:23.647799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:23.709267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:23.710480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:23.710595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:23.710632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:23.834051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:23.834320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:23.834369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:23.834400] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:23.838362] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=33.77%) [2025-11-26T17:05:23.838733] [INFO ] [FORECASTER] Completed predict_future for ADTN [2025-11-26T17:05:23.838889] [INFO ] [sig ] ADTN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:23.983949] [INFO ] [LOCAL ] Saved forecast: ADTN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADTN.txt [2025-11-26T17:05:23.984138] [INFO ] [sig ] [59/3639] Completed ADTN in 0.4s | 2.81 sym/s | Total: 21.0s | ETA: 21.3m [2025-11-26T17:05:23.984184] [INFO ] [sig ] [60/3639] Forecasting ADTX... [2025-11-26T17:05:23.984215] [INFO ] [sig ] Generating forecast for: ADTX [2025-11-26T17:05:23.984285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'. [2025-11-26T17:05:23.998502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTX'. [2025-11-26T17:05:23.999060] [INFO ] [FORECASTER] Starting predict_future for ADTX [2025-11-26T17:05:24.000369] [DEBUG] [LOCAL ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt [2025-11-26T17:05:24.000434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:24.000475] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:24.000518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:24.000587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:24.069366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:24.070503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:24.070609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:24.070672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:24.182094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:24.182336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:24.182385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:24.182418] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:24.186865] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=7.51%) [2025-11-26T17:05:24.187401] [INFO ] [FORECASTER] Completed predict_future for ADTX [2025-11-26T17:05:24.187589] [INFO ] [sig ] ADTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:24.337875] [INFO ] [LOCAL ] Saved forecast: ADTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADTX.txt [2025-11-26T17:05:24.338593] [INFO ] [sig ] [60/3639] Completed ADTX in 0.4s | 2.81 sym/s | Total: 21.4s | ETA: 21.3m [2025-11-26T17:05:24.338670] [INFO ] [sig ] [61/3639] Forecasting ADUS... [2025-11-26T17:05:24.338736] [INFO ] [sig ] Generating forecast for: ADUS [2025-11-26T17:05:24.338779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'. [2025-11-26T17:05:24.351948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADUS'. [2025-11-26T17:05:24.352448] [INFO ] [FORECASTER] Starting predict_future for ADUS [2025-11-26T17:05:24.353373] [DEBUG] [LOCAL ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt [2025-11-26T17:05:24.353434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:24.353504] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:24.353536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:24.353600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:24.413107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:24.414200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:24.414305] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:24.414342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:24.536428] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:24.536581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:24.536622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:24.536677] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:24.540143] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=94.25%) [2025-11-26T17:05:24.540433] [INFO ] [FORECASTER] Completed predict_future for ADUS [2025-11-26T17:05:24.540575] [INFO ] [sig ] ADUS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:24.683422] [INFO ] [LOCAL ] Saved forecast: ADUS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ADUS.txt [2025-11-26T17:05:24.683586] [INFO ] [sig ] [61/3639] Completed ADUS in 0.3s | 2.81 sym/s | Total: 21.7s | ETA: 21.2m [2025-11-26T17:05:24.683629] [INFO ] [sig ] [62/3639] Forecasting ADVM... [2025-11-26T17:05:24.683684] [INFO ] [sig ] Generating forecast for: ADVM [2025-11-26T17:05:24.683769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'. [2025-11-26T17:05:24.697779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADVM'. [2025-11-26T17:05:24.698432] [INFO ] [FORECASTER] Starting predict_future for ADVM [2025-11-26T17:05:24.699467] [DEBUG] [LOCAL ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt [2025-11-26T17:05:24.699527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:24.699565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:24.699596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:24.699686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:24.760818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:24.762063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:24.762186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:24.762228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:24.883028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:24.883277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:24.883330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:24.883363] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:24.887558] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=17.53%) [2025-11-26T17:05:24.887933] [INFO ] [FORECASTER] Completed predict_future for ADVM [2025-11-26T17:05:24.888098] [INFO ] [sig ] ADVM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:25.037290] [INFO ] [LOCAL ] Saved forecast: ADVM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ADVM.txt [2025-11-26T17:05:25.037616] [INFO ] [sig ] [62/3639] Completed ADVM in 0.4s | 2.81 sym/s | Total: 22.1s | ETA: 21.2m [2025-11-26T17:05:25.037693] [INFO ] [sig ] [63/3639] Forecasting ADX... [2025-11-26T17:05:25.037729] [INFO ] [sig ] Generating forecast for: ADX [2025-11-26T17:05:25.037765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-11-26T17:05:25.050915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADX'. [2025-11-26T17:05:25.051402] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-11-26T17:05:25.052401] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-11-26T17:05:25.052459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:25.052497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:25.052527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:25.052591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:25.112776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:25.113985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:25.114101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:25.114139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:25.245961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:25.246186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:25.246245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:25.246291] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:25.251417] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=71.71%) [2025-11-26T17:05:25.251862] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-11-26T17:05:25.252061] [INFO ] [sig ] ADX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:25.404266] [INFO ] [LOCAL ] Saved forecast: ADX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ADX.txt [2025-11-26T17:05:25.404441] [INFO ] [sig ] [63/3639] Completed ADX in 0.4s | 2.81 sym/s | Total: 22.5s | ETA: 21.2m [2025-11-26T17:05:25.404494] [INFO ] [sig ] [64/3639] Forecasting AEE... [2025-11-26T17:05:25.404535] [INFO ] [sig ] Generating forecast for: AEE [2025-11-26T17:05:25.404614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-11-26T17:05:25.415314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEE'. [2025-11-26T17:05:25.415748] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-11-26T17:05:25.416573] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-11-26T17:05:25.416630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:25.416692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:25.416722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:25.416786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:25.478788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:25.479815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:25.479927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:25.479965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:25.609629] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:25.609834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:25.609878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:25.610013] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:25.613639] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=72.28%) [2025-11-26T17:05:25.614024] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-11-26T17:05:25.614179] [INFO ] [sig ] AEE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:25.764897] [INFO ] [LOCAL ] Saved forecast: AEE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AEE.txt [2025-11-26T17:05:25.765068] [INFO ] [sig ] [64/3639] Completed AEE in 0.4s | 2.81 sym/s | Total: 22.8s | ETA: 21.2m [2025-11-26T17:05:25.765118] [INFO ] [sig ] [65/3639] Forecasting AEFC... [2025-11-26T17:05:25.765190] [INFO ] [sig ] Generating forecast for: AEFC [2025-11-26T17:05:25.765226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-11-26T17:05:25.776555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEFC'. [2025-11-26T17:05:25.776987] [INFO ] [FORECASTER] Starting predict_future for AEFC [2025-11-26T17:05:25.778071] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-11-26T17:05:25.778129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:25.778166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:25.778195] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:25.778254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:25.838785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:25.839726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:25.839824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:25.839860] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:25.967244] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:25.967445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:25.967489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:25.967520] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:25.971071] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=77.68%) [2025-11-26T17:05:25.971369] [INFO ] [FORECASTER] Completed predict_future for AEFC [2025-11-26T17:05:25.971508] [INFO ] [sig ] AEFC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:26.120075] [INFO ] [LOCAL ] Saved forecast: AEFC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AEFC.txt [2025-11-26T17:05:26.120250] [INFO ] [sig ] [65/3639] Completed AEFC in 0.4s | 2.81 sym/s | Total: 23.2s | ETA: 21.2m [2025-11-26T17:05:26.120300] [INFO ] [sig ] [66/3639] Forecasting AEG... [2025-11-26T17:05:26.120337] [INFO ] [sig ] Generating forecast for: AEG [2025-11-26T17:05:26.120414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-11-26T17:05:26.131601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEG'. [2025-11-26T17:05:26.132047] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-11-26T17:05:26.132968] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-11-26T17:05:26.133032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:26.133078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:26.133128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:26.133206] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:26.197709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:26.198850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:26.198948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:26.198986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:26.327989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:26.328177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:26.328242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:26.328292] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:26.331973] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=46.28%) [2025-11-26T17:05:26.332262] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-11-26T17:05:26.332402] [INFO ] [sig ] AEG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:26.495545] [INFO ] [LOCAL ] Saved forecast: AEG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEG.txt [2025-11-26T17:05:26.495735] [INFO ] [sig ] [66/3639] Completed AEG in 0.4s | 2.80 sym/s | Total: 23.5s | ETA: 21.2m [2025-11-26T17:05:26.495789] [INFO ] [sig ] [67/3639] Forecasting AEHL... [2025-11-26T17:05:26.495833] [INFO ] [sig ] Generating forecast for: AEHL [2025-11-26T17:05:26.495918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'. [2025-11-26T17:05:26.507394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEHL'. [2025-11-26T17:05:26.507802] [INFO ] [FORECASTER] Starting predict_future for AEHL [2025-11-26T17:05:26.508689] [DEBUG] [LOCAL ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt [2025-11-26T17:05:26.508748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:26.508783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:26.508812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:26.508874] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:26.566214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:26.567115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:26.567203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:26.567238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:26.687379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:26.687562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:26.687613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:26.687661] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:26.691037] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-11-26T17:05:26.691315] [INFO ] [FORECASTER] Completed predict_future for AEHL [2025-11-26T17:05:26.691444] [INFO ] [sig ] AEHL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:26.831817] [INFO ] [LOCAL ] Saved forecast: AEHL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEHL.txt [2025-11-26T17:05:26.831954] [INFO ] [sig ] [67/3639] Completed AEHL in 0.3s | 2.81 sym/s | Total: 23.9s | ETA: 21.2m [2025-11-26T17:05:26.831997] [INFO ] [sig ] [68/3639] Forecasting AEI... [2025-11-26T17:05:26.832061] [INFO ] [sig ] Generating forecast for: AEI [2025-11-26T17:05:26.832104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'. [2025-11-26T17:05:26.842943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEI'. [2025-11-26T17:05:26.843239] [INFO ] [FORECASTER] Starting predict_future for AEI [2025-11-26T17:05:26.844113] [DEBUG] [LOCAL ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt [2025-11-26T17:05:26.844169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:26.844206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:26.844235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:26.844303] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:26.903266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:26.904045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:26.904135] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:26.904173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:27.020682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:27.020855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:27.020898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:27.020929] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:27.024301] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=22.61%) [2025-11-26T17:05:27.024582] [INFO ] [FORECASTER] Completed predict_future for AEI [2025-11-26T17:05:27.024736] [INFO ] [sig ] AEI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:27.168409] [INFO ] [LOCAL ] Saved forecast: AEI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEI.txt [2025-11-26T17:05:27.168582] [INFO ] [sig ] [68/3639] Completed AEI in 0.3s | 2.81 sym/s | Total: 24.2s | ETA: 21.2m [2025-11-26T17:05:27.168626] [INFO ] [sig ] [69/3639] Forecasting AEIS... [2025-11-26T17:05:27.168758] [INFO ] [sig ] Generating forecast for: AEIS [2025-11-26T17:05:27.168801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'. [2025-11-26T17:05:27.180487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEIS'. [2025-11-26T17:05:27.180933] [INFO ] [FORECASTER] Starting predict_future for AEIS [2025-11-26T17:05:27.181803] [DEBUG] [LOCAL ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt [2025-11-26T17:05:27.181860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:27.181894] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:27.181923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:27.181983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:27.242887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:27.243811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:27.243904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:27.243942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:27.368401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:27.368553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:27.368595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:27.368625] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:27.372165] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=7.84%) [2025-11-26T17:05:27.372441] [INFO ] [FORECASTER] Completed predict_future for AEIS [2025-11-26T17:05:27.372571] [INFO ] [sig ] AEIS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:27.516150] [INFO ] [LOCAL ] Saved forecast: AEIS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEIS.txt [2025-11-26T17:05:27.516276] [INFO ] [sig ] [69/3639] Completed AEIS in 0.3s | 2.81 sym/s | Total: 24.6s | ETA: 21.2m [2025-11-26T17:05:27.516316] [INFO ] [sig ] [70/3639] Forecasting AEM... [2025-11-26T17:05:27.516382] [INFO ] [sig ] Generating forecast for: AEM [2025-11-26T17:05:27.516418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-11-26T17:05:27.528231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEM'. [2025-11-26T17:05:27.528505] [INFO ] [FORECASTER] Starting predict_future for AEM [2025-11-26T17:05:27.529307] [DEBUG] [LOCAL ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt [2025-11-26T17:05:27.529373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:27.529408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:27.529437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:27.529497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:27.586619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:27.587241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:27.587530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:27.587566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:27.708149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:27.708312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:27.708353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:27.708383] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:27.711748] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=60.74%) [2025-11-26T17:05:27.712019] [INFO ] [FORECASTER] Completed predict_future for AEM [2025-11-26T17:05:27.712148] [INFO ] [sig ] AEM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:27.859293] [INFO ] [LOCAL ] Saved forecast: AEM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AEM.txt [2025-11-26T17:05:27.859414] [INFO ] [sig ] [70/3639] Completed AEM in 0.3s | 2.81 sym/s | Total: 24.9s | ETA: 21.2m [2025-11-26T17:05:27.859456] [INFO ] [sig ] [71/3639] Forecasting AEMD... [2025-11-26T17:05:27.859486] [INFO ] [sig ] Generating forecast for: AEMD [2025-11-26T17:05:27.859518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'. [2025-11-26T17:05:27.873312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEMD'. [2025-11-26T17:05:27.873876] [INFO ] [FORECASTER] Starting predict_future for AEMD [2025-11-26T17:05:27.875166] [DEBUG] [LOCAL ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt [2025-11-26T17:05:27.875225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:27.875260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:27.875290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:27.875352] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:27.933732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:27.934937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:27.935139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:27.935180] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:28.056342] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:28.056582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:28.056697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:28.056733] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:28.060693] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: DOWN (p=1.85%) [2025-11-26T17:05:28.061035] [INFO ] [FORECASTER] Completed predict_future for AEMD [2025-11-26T17:05:28.061192] [INFO ] [sig ] AEMD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:28.211237] [INFO ] [LOCAL ] Saved forecast: AEMD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEMD.txt [2025-11-26T17:05:28.211705] [INFO ] [sig ] [71/3639] Completed AEMD in 0.4s | 2.81 sym/s | Total: 25.3s | ETA: 21.2m [2025-11-26T17:05:28.211796] [INFO ] [sig ] [72/3639] Forecasting AEO... [2025-11-26T17:05:28.211833] [INFO ] [sig ] Generating forecast for: AEO [2025-11-26T17:05:28.211871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-11-26T17:05:28.225857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEO'. [2025-11-26T17:05:28.226357] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-11-26T17:05:28.227624] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-11-26T17:05:28.227707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:28.227748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:28.227778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:28.227841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:28.288052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:28.289303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:28.289420] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:28.289463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:28.419883] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:28.420099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:28.420145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:28.420175] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:28.424039] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=16.64%) [2025-11-26T17:05:28.424349] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-11-26T17:05:28.424492] [INFO ] [sig ] AEO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:28.578248] [INFO ] [LOCAL ] Saved forecast: AEO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEO.txt [2025-11-26T17:05:28.578503] [INFO ] [sig ] [72/3639] Completed AEO in 0.4s | 2.81 sym/s | Total: 25.6s | ETA: 21.2m [2025-11-26T17:05:28.578610] [INFO ] [sig ] [73/3639] Forecasting AEP... [2025-11-26T17:05:28.578683] [INFO ] [sig ] Generating forecast for: AEP [2025-11-26T17:05:28.578726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'. [2025-11-26T17:05:28.591904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEP'. [2025-11-26T17:05:28.592428] [INFO ] [FORECASTER] Starting predict_future for AEP [2025-11-26T17:05:28.593316] [DEBUG] [LOCAL ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt [2025-11-26T17:05:28.593372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:28.593406] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:28.593435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:28.593495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:28.651174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:28.652174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:28.652269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:28.652305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:28.770136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:28.770318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:28.770361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:28.770391] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:28.773822] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=11.80%) [2025-11-26T17:05:28.774092] [INFO ] [FORECASTER] Completed predict_future for AEP [2025-11-26T17:05:28.774230] [INFO ] [sig ] AEP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:28.916213] [INFO ] [LOCAL ] Saved forecast: AEP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEP.txt [2025-11-26T17:05:28.916351] [INFO ] [sig ] [73/3639] Completed AEP in 0.3s | 2.81 sym/s | Total: 26.0s | ETA: 21.1m [2025-11-26T17:05:28.916392] [INFO ] [sig ] [74/3639] Forecasting AES... [2025-11-26T17:05:28.916424] [INFO ] [sig ] Generating forecast for: AES [2025-11-26T17:05:28.916456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-11-26T17:05:28.932806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AES'. [2025-11-26T17:05:28.933481] [INFO ] [FORECASTER] Starting predict_future for AES [2025-11-26T17:05:28.934589] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-11-26T17:05:28.934676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:28.934719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:28.934750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:28.934813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:28.998592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:28.999804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:28.999919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:28.999957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:29.124561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:29.124828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:29.124875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:29.124907] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:29.128862] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=4.87%) [2025-11-26T17:05:29.129229] [INFO ] [FORECASTER] Completed predict_future for AES [2025-11-26T17:05:29.129384] [INFO ] [sig ] AES: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:29.281053] [INFO ] [LOCAL ] Saved forecast: AES 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AES.txt [2025-11-26T17:05:29.281627] [INFO ] [sig ] [74/3639] Completed AES in 0.4s | 2.81 sym/s | Total: 26.3s | ETA: 21.1m [2025-11-26T17:05:29.281702] [INFO ] [sig ] [75/3639] Forecasting AESI... [2025-11-26T17:05:29.281738] [INFO ] [sig ] Generating forecast for: AESI [2025-11-26T17:05:29.281778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-11-26T17:05:29.293190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AESI'. [2025-11-26T17:05:29.293560] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-11-26T17:05:29.294416] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-11-26T17:05:29.294474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:29.294508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:29.294537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:29.294596] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:29.351993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:29.353059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:29.353156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:29.353193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:29.470049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:29.470213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:29.470263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:29.470295] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:29.473672] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=14.74%) [2025-11-26T17:05:29.473965] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-11-26T17:05:29.474095] [INFO ] [sig ] AESI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:29.617553] [INFO ] [LOCAL ] Saved forecast: AESI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AESI.txt [2025-11-26T17:05:29.617716] [INFO ] [sig ] [75/3639] Completed AESI in 0.3s | 2.81 sym/s | Total: 26.7s | ETA: 21.1m [2025-11-26T17:05:29.617760] [INFO ] [sig ] [76/3639] Forecasting AEVA... [2025-11-26T17:05:29.617790] [INFO ] [sig ] Generating forecast for: AEVA [2025-11-26T17:05:29.617854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'. [2025-11-26T17:05:29.631122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEVA'. [2025-11-26T17:05:29.631664] [INFO ] [FORECASTER] Starting predict_future for AEVA [2025-11-26T17:05:29.632699] [DEBUG] [LOCAL ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt [2025-11-26T17:05:29.632757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:29.632793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:29.632822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:29.632885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:29.692851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:29.694049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:29.694155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:29.694193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:29.819986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:29.820221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:29.820269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:29.820301] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:29.825037] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=12.54%) [2025-11-26T17:05:29.825406] [INFO ] [FORECASTER] Completed predict_future for AEVA [2025-11-26T17:05:29.825579] [INFO ] [sig ] AEVA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:29.975141] [INFO ] [LOCAL ] Saved forecast: AEVA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AEVA.txt [2025-11-26T17:05:29.975322] [INFO ] [sig ] [76/3639] Completed AEVA in 0.4s | 2.81 sym/s | Total: 27.0s | ETA: 21.1m [2025-11-26T17:05:29.975366] [INFO ] [sig ] [77/3639] Forecasting AEYE... [2025-11-26T17:05:29.975398] [INFO ] [sig ] Generating forecast for: AEYE [2025-11-26T17:05:29.975433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'. [2025-11-26T17:05:29.986566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEYE'. [2025-11-26T17:05:29.986992] [INFO ] [FORECASTER] Starting predict_future for AEYE [2025-11-26T17:05:29.987884] [DEBUG] [LOCAL ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt [2025-11-26T17:05:29.987941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:29.988020] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:29.988054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:29.988113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:30.045174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:30.046107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:30.046199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:30.046235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:30.162572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:30.162750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:30.162810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:30.162843] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:30.166286] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=68.17%) [2025-11-26T17:05:30.166561] [INFO ] [FORECASTER] Completed predict_future for AEYE [2025-11-26T17:05:30.166716] [INFO ] [sig ] AEYE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:30.325033] [INFO ] [LOCAL ] Saved forecast: AEYE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AEYE.txt [2025-11-26T17:05:30.325199] [INFO ] [sig ] [77/3639] Completed AEYE in 0.3s | 2.81 sym/s | Total: 27.4s | ETA: 21.1m [2025-11-26T17:05:30.325241] [INFO ] [sig ] [78/3639] Forecasting AFB... [2025-11-26T17:05:30.325272] [INFO ] [sig ] Generating forecast for: AFB [2025-11-26T17:05:30.325306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-11-26T17:05:30.337215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFB'. [2025-11-26T17:05:30.337587] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-11-26T17:05:30.338445] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-11-26T17:05:30.338503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:30.338573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:30.338606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:30.338687] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:30.404354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:30.405262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:30.405354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:30.405392] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:30.541678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:30.541848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:30.541890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:30.541919] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:30.545300] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-11-26T17:05:30.545571] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-11-26T17:05:30.545718] [INFO ] [sig ] AFB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:30.721574] [INFO ] [LOCAL ] Saved forecast: AFB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AFB.txt [2025-11-26T17:05:30.721753] [INFO ] [sig ] [78/3639] Completed AFB in 0.4s | 2.81 sym/s | Total: 27.8s | ETA: 21.1m [2025-11-26T17:05:30.721800] [INFO ] [sig ] [79/3639] Forecasting AFCG... [2025-11-26T17:05:30.721831] [INFO ] [sig ] Generating forecast for: AFCG [2025-11-26T17:05:30.721865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'. [2025-11-26T17:05:30.732452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFCG'. [2025-11-26T17:05:30.732771] [INFO ] [FORECASTER] Starting predict_future for AFCG [2025-11-26T17:05:30.733630] [DEBUG] [LOCAL ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt [2025-11-26T17:05:30.733708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:30.733745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:30.733777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:30.733846] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:30.795728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:30.796432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:30.796520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:30.796557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:30.914795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:30.914956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:30.914999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:30.915029] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:30.918445] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=99.58%) [2025-11-26T17:05:30.918748] [INFO ] [FORECASTER] Completed predict_future for AFCG [2025-11-26T17:05:30.918881] [INFO ] [sig ] AFCG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:31.061345] [INFO ] [LOCAL ] Saved forecast: AFCG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AFCG.txt [2025-11-26T17:05:31.061470] [INFO ] [sig ] [79/3639] Completed AFCG in 0.3s | 2.81 sym/s | Total: 28.1s | ETA: 21.1m [2025-11-26T17:05:31.061512] [INFO ] [sig ] [80/3639] Forecasting AFG... [2025-11-26T17:05:31.061543] [INFO ] [sig ] Generating forecast for: AFG [2025-11-26T17:05:31.061576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-11-26T17:05:31.072102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFG'. [2025-11-26T17:05:31.072382] [INFO ] [FORECASTER] Starting predict_future for AFG [2025-11-26T17:05:31.073189] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-11-26T17:05:31.073244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:31.073279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:31.073307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:31.073366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:31.130174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:31.130872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:31.130957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:31.130992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:31.250656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:31.250814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:31.250854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:31.250883] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:31.254198] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=48.00%) [2025-11-26T17:05:31.254471] [INFO ] [FORECASTER] Completed predict_future for AFG [2025-11-26T17:05:31.254600] [INFO ] [sig ] AFG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:31.404634] [INFO ] [LOCAL ] Saved forecast: AFG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AFG.txt [2025-11-26T17:05:31.404859] [INFO ] [sig ] [80/3639] Completed AFG in 0.3s | 2.81 sym/s | Total: 28.5s | ETA: 21.1m [2025-11-26T17:05:31.404907] [INFO ] [sig ] [81/3639] Forecasting AFGC... [2025-11-26T17:05:31.404943] [INFO ] [sig ] Generating forecast for: AFGC [2025-11-26T17:05:31.404978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-11-26T17:05:31.415071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFGC'. [2025-11-26T17:05:31.415447] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-11-26T17:05:31.416261] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-11-26T17:05:31.416316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:31.416361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:31.416391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:31.416451] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:31.472953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:31.473752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:31.473840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:31.473875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:31.577766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:31.577873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:31.577915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:31.577984] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:31.581295] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=42.76%) [2025-11-26T17:05:31.581566] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-11-26T17:05:31.581721] [INFO ] [sig ] AFGC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:31.724389] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AFGC.txt [2025-11-26T17:05:31.724555] [INFO ] [sig ] [81/3639] Completed AFGC in 0.3s | 2.82 sym/s | Total: 28.8s | ETA: 21.1m [2025-11-26T17:05:31.724596] [INFO ] [sig ] [82/3639] Forecasting AFL... [2025-11-26T17:05:31.724626] [INFO ] [sig ] Generating forecast for: AFL [2025-11-26T17:05:31.724692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-11-26T17:05:31.738040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFL'. [2025-11-26T17:05:31.738533] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-11-26T17:05:31.739520] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-11-26T17:05:31.739585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:31.739625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:31.739682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:31.739750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:31.799266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:31.800269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:31.800399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:31.800440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:31.922908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:31.923153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:31.923201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:31.923233] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:31.927274] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-11-26T17:05:31.927625] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-11-26T17:05:31.927796] [INFO ] [sig ] AFL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:32.075102] [INFO ] [LOCAL ] Saved forecast: AFL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AFL.txt [2025-11-26T17:05:32.075298] [INFO ] [sig ] [82/3639] Completed AFL in 0.4s | 2.82 sym/s | Total: 29.1s | ETA: 21.1m [2025-11-26T17:05:32.075344] [INFO ] [sig ] [83/3639] Forecasting AFRI... [2025-11-26T17:05:32.075376] [INFO ] [sig ] Generating forecast for: AFRI [2025-11-26T17:05:32.075412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'. [2025-11-26T17:05:32.086160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRI'. [2025-11-26T17:05:32.086583] [INFO ] [FORECASTER] Starting predict_future for AFRI [2025-11-26T17:05:32.087458] [DEBUG] [LOCAL ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt [2025-11-26T17:05:32.087513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:32.087547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:32.087575] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:32.087636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:32.144635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:32.145462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:32.145552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:32.145587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:32.244689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:32.244837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:32.244879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:32.244910] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:32.248248] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=66.89%) [2025-11-26T17:05:32.248519] [INFO ] [FORECASTER] Completed predict_future for AFRI [2025-11-26T17:05:32.248669] [INFO ] [sig ] AFRI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:32.393734] [INFO ] [LOCAL ] Saved forecast: AFRI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AFRI.txt [2025-11-26T17:05:32.393908] [INFO ] [sig ] [83/3639] Completed AFRI in 0.3s | 2.82 sym/s | Total: 29.4s | ETA: 21.0m [2025-11-26T17:05:32.393950] [INFO ] [sig ] [84/3639] Forecasting AFRM... [2025-11-26T17:05:32.393981] [INFO ] [sig ] Generating forecast for: AFRM [2025-11-26T17:05:32.394016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'. [2025-11-26T17:05:32.405020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRM'. [2025-11-26T17:05:32.405390] [INFO ] [FORECASTER] Starting predict_future for AFRM [2025-11-26T17:05:32.406227] [DEBUG] [LOCAL ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt [2025-11-26T17:05:32.406282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:32.406315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:32.406344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:32.406403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:32.463719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:32.464674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:32.464779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:32.464816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:32.585887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:32.586061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:32.586103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:32.586133] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:32.589488] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=99.04%) [2025-11-26T17:05:32.589785] [INFO ] [FORECASTER] Completed predict_future for AFRM [2025-11-26T17:05:32.589916] [INFO ] [sig ] AFRM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:32.734280] [INFO ] [LOCAL ] Saved forecast: AFRM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AFRM.txt [2025-11-26T17:05:32.734458] [INFO ] [sig ] [84/3639] Completed AFRM in 0.3s | 2.82 sym/s | Total: 29.8s | ETA: 21.0m [2025-11-26T17:05:32.734501] [INFO ] [sig ] [85/3639] Forecasting AFYA... [2025-11-26T17:05:32.734538] [INFO ] [sig ] Generating forecast for: AFYA [2025-11-26T17:05:32.734574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'. [2025-11-26T17:05:32.808680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFYA'. [2025-11-26T17:05:32.809070] [INFO ] [FORECASTER] Starting predict_future for AFYA [2025-11-26T17:05:32.809927] [DEBUG] [LOCAL ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt [2025-11-26T17:05:32.809982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:32.810015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:32.810043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:32.810101] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:32.868277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:32.869132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:32.869221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:32.869256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:32.990792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:32.990970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:32.991010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:32.991042] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:32.994497] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=26.47%) [2025-11-26T17:05:32.994796] [INFO ] [FORECASTER] Completed predict_future for AFYA [2025-11-26T17:05:32.994932] [INFO ] [sig ] AFYA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:33.137273] [INFO ] [LOCAL ] Saved forecast: AFYA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AFYA.txt [2025-11-26T17:05:33.137450] [INFO ] [sig ] [85/3639] Completed AFYA in 0.4s | 2.82 sym/s | Total: 30.2s | ETA: 21.0m [2025-11-26T17:05:33.137492] [INFO ] [sig ] [86/3639] Forecasting AG... [2025-11-26T17:05:33.137524] [INFO ] [sig ] Generating forecast for: AG [2025-11-26T17:05:33.137556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-11-26T17:05:33.148026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AG'. [2025-11-26T17:05:33.148397] [INFO ] [FORECASTER] Starting predict_future for AG [2025-11-26T17:05:33.149214] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-11-26T17:05:33.149267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:33.149301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:33.149330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:33.149389] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:33.207687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:33.208537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:33.208624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:33.208692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:33.330693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:33.330859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:33.330902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:33.330931] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:33.334289] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=46.80%) [2025-11-26T17:05:33.334563] [INFO ] [FORECASTER] Completed predict_future for AG [2025-11-26T17:05:33.334712] [INFO ] [sig ] AG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:33.503847] [INFO ] [LOCAL ] Saved forecast: AG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AG.txt [2025-11-26T17:05:33.504012] [INFO ] [sig ] [86/3639] Completed AG in 0.4s | 2.81 sym/s | Total: 30.6s | ETA: 21.0m [2025-11-26T17:05:33.504063] [INFO ] [sig ] [87/3639] Forecasting AGCO... [2025-11-26T17:05:33.504104] [INFO ] [sig ] Generating forecast for: AGCO [2025-11-26T17:05:33.504177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-11-26T17:05:33.516545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGCO'. [2025-11-26T17:05:33.517025] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-11-26T17:05:33.518200] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-11-26T17:05:33.518260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:33.518296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:33.518326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:33.518387] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:33.582676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:33.583556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:33.583698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:33.583744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:33.710900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:33.711076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:33.711119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:33.711151] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:33.714799] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=40.92%) [2025-11-26T17:05:33.715145] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-11-26T17:05:33.715301] [INFO ] [sig ] AGCO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:33.915434] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGCO.txt [2025-11-26T17:05:33.915694] [INFO ] [sig ] [87/3639] Completed AGCO in 0.4s | 2.81 sym/s | Total: 31.0s | ETA: 21.1m [2025-11-26T17:05:33.915766] [INFO ] [sig ] [88/3639] Forecasting AGD... [2025-11-26T17:05:33.915822] [INFO ] [sig ] Generating forecast for: AGD [2025-11-26T17:05:33.915876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-11-26T17:05:33.935810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGD'. [2025-11-26T17:05:33.936357] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-11-26T17:05:33.937636] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-11-26T17:05:33.937749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:33.937806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:33.937853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:33.937948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:34.022604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:34.023828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:34.023990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:34.024038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:34.172151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:34.172340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:34.172386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:34.172438] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:34.176117] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=67.60%) [2025-11-26T17:05:34.176469] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-11-26T17:05:34.176627] [INFO ] [sig ] AGD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:34.333863] [INFO ] [LOCAL ] Saved forecast: AGD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGD.txt [2025-11-26T17:05:34.334042] [INFO ] [sig ] [88/3639] Completed AGD in 0.4s | 2.80 sym/s | Total: 31.4s | ETA: 21.1m [2025-11-26T17:05:34.334088] [INFO ] [sig ] [89/3639] Forecasting AGEN... [2025-11-26T17:05:34.334120] [INFO ] [sig ] Generating forecast for: AGEN [2025-11-26T17:05:34.334204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'. [2025-11-26T17:05:34.345586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGEN'. [2025-11-26T17:05:34.346049] [INFO ] [FORECASTER] Starting predict_future for AGEN [2025-11-26T17:05:34.346949] [DEBUG] [LOCAL ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt [2025-11-26T17:05:34.347016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:34.347063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:34.347108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:34.347201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:34.412136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:34.413099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:34.413200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:34.413252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:34.540992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:34.541171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:34.541356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:34.541395] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:34.544946] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=38.55%) [2025-11-26T17:05:34.545249] [INFO ] [FORECASTER] Completed predict_future for AGEN [2025-11-26T17:05:34.545390] [INFO ] [sig ] AGEN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:34.698880] [INFO ] [LOCAL ] Saved forecast: AGEN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGEN.txt [2025-11-26T17:05:34.699058] [INFO ] [sig ] [89/3639] Completed AGEN in 0.4s | 2.80 sym/s | Total: 31.7s | ETA: 21.1m [2025-11-26T17:05:34.699100] [INFO ] [sig ] [90/3639] Forecasting AGI... [2025-11-26T17:05:34.699167] [INFO ] [sig ] Generating forecast for: AGI [2025-11-26T17:05:34.699204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-11-26T17:05:34.711312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGI'. [2025-11-26T17:05:34.711738] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-11-26T17:05:34.712604] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-11-26T17:05:34.712682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:34.712720] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:34.712750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:34.712822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:34.776487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:34.777523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:34.777630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:34.777712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:34.898840] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:34.899015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:34.899061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:34.899093] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:34.902676] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=58.08%) [2025-11-26T17:05:34.902982] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-11-26T17:05:34.903125] [INFO ] [sig ] AGI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:35.047929] [INFO ] [LOCAL ] Saved forecast: AGI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGI.txt [2025-11-26T17:05:35.048093] [INFO ] [sig ] [90/3639] Completed AGI in 0.3s | 2.80 sym/s | Total: 32.1s | ETA: 21.1m [2025-11-26T17:05:35.048135] [INFO ] [sig ] [91/3639] Forecasting AGIO... [2025-11-26T17:05:35.048166] [INFO ] [sig ] Generating forecast for: AGIO [2025-11-26T17:05:35.048200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'. [2025-11-26T17:05:35.061707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGIO'. [2025-11-26T17:05:35.062142] [INFO ] [FORECASTER] Starting predict_future for AGIO [2025-11-26T17:05:35.063190] [DEBUG] [LOCAL ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt [2025-11-26T17:05:35.063259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:35.063306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:35.063345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:35.063433] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:35.143687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:35.144872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:35.144995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:35.145054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:35.268153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:35.268336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:35.268386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:35.268424] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:35.271859] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=87.47%) [2025-11-26T17:05:35.272144] [INFO ] [FORECASTER] Completed predict_future for AGIO [2025-11-26T17:05:35.272288] [INFO ] [sig ] AGIO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:35.415023] [INFO ] [LOCAL ] Saved forecast: AGIO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGIO.txt [2025-11-26T17:05:35.415218] [INFO ] [sig ] [91/3639] Completed AGIO in 0.4s | 2.80 sym/s | Total: 32.5s | ETA: 21.1m [2025-11-26T17:05:35.415264] [INFO ] [sig ] [92/3639] Forecasting AGM... [2025-11-26T17:05:35.415295] [INFO ] [sig ] Generating forecast for: AGM [2025-11-26T17:05:35.415330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-11-26T17:05:35.426381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGM'. [2025-11-26T17:05:35.426739] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-11-26T17:05:35.427569] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-11-26T17:05:35.427625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:35.427680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:35.427710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:35.427780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:35.488486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:35.489462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:35.489554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:35.489591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:35.612628] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:35.612820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:35.612865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:35.612897] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:35.616501] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=43.00%) [2025-11-26T17:05:35.616890] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-11-26T17:05:35.617069] [INFO ] [sig ] AGM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:35.766794] [INFO ] [LOCAL ] Saved forecast: AGM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGM.txt [2025-11-26T17:05:35.766959] [INFO ] [sig ] [92/3639] Completed AGM in 0.4s | 2.80 sym/s | Total: 32.8s | ETA: 21.1m [2025-11-26T17:05:35.767002] [INFO ] [sig ] [93/3639] Forecasting AGMH... [2025-11-26T17:05:35.767032] [INFO ] [sig ] Generating forecast for: AGMH [2025-11-26T17:05:35.767065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'. [2025-11-26T17:05:35.777487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGMH'. [2025-11-26T17:05:35.777878] [INFO ] [FORECASTER] Starting predict_future for AGMH [2025-11-26T17:05:35.778776] [DEBUG] [LOCAL ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt [2025-11-26T17:05:35.778833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:35.778868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:35.778897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:35.778957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:35.837567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:35.838516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:35.838607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:35.838668] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:35.952254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:35.952434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:35.952477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:35.952509] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:35.956125] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=17.74%) [2025-11-26T17:05:35.956532] [INFO ] [FORECASTER] Completed predict_future for AGMH [2025-11-26T17:05:35.956715] [INFO ] [sig ] AGMH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:36.098486] [INFO ] [LOCAL ] Saved forecast: AGMH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGMH.txt [2025-11-26T17:05:36.098632] [INFO ] [sig ] [93/3639] Completed AGMH in 0.3s | 2.81 sym/s | Total: 33.1s | ETA: 21.1m [2025-11-26T17:05:36.098695] [INFO ] [sig ] [94/3639] Forecasting AGNC... [2025-11-26T17:05:36.098726] [INFO ] [sig ] Generating forecast for: AGNC [2025-11-26T17:05:36.098760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'. [2025-11-26T17:05:36.109538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNC'. [2025-11-26T17:05:36.109918] [INFO ] [FORECASTER] Starting predict_future for AGNC [2025-11-26T17:05:36.110774] [DEBUG] [LOCAL ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt [2025-11-26T17:05:36.110843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:36.110880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:36.110911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:36.110972] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:36.169473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:36.170385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:36.170476] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:36.170513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:36.296252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:36.296427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:36.296469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:36.296500] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:36.300051] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=33.39%) [2025-11-26T17:05:36.300381] [INFO ] [FORECASTER] Completed predict_future for AGNC [2025-11-26T17:05:36.300528] [INFO ] [sig ] AGNC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:36.444149] [INFO ] [LOCAL ] Saved forecast: AGNC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGNC.txt [2025-11-26T17:05:36.444325] [INFO ] [sig ] [94/3639] Completed AGNC in 0.3s | 2.81 sym/s | Total: 33.5s | ETA: 21.1m [2025-11-26T17:05:36.444369] [INFO ] [sig ] [95/3639] Forecasting AGNCL... [2025-11-26T17:05:36.444399] [INFO ] [sig ] Generating forecast for: AGNCL [2025-11-26T17:05:36.444433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'. [2025-11-26T17:05:36.456587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'. [2025-11-26T17:05:36.457091] [INFO ] [FORECASTER] Starting predict_future for AGNCL [2025-11-26T17:05:36.458053] [DEBUG] [LOCAL ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt [2025-11-26T17:05:36.458115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:36.458184] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:36.458215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:36.458276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:36.516373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:36.517289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:36.517414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:36.517457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:36.627272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:36.627466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:36.627518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:36.627562] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:36.631205] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=22.07%) [2025-11-26T17:05:36.631527] [INFO ] [FORECASTER] Completed predict_future for AGNCL [2025-11-26T17:05:36.631694] [INFO ] [sig ] AGNCL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:36.785980] [INFO ] [LOCAL ] Saved forecast: AGNCL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGNCL.txt [2025-11-26T17:05:36.786147] [INFO ] [sig ] [95/3639] Completed AGNCL in 0.3s | 2.81 sym/s | Total: 33.8s | ETA: 21.0m [2025-11-26T17:05:36.786188] [INFO ] [sig ] [96/3639] Forecasting AGNCM... [2025-11-26T17:05:36.786219] [INFO ] [sig ] Generating forecast for: AGNCM [2025-11-26T17:05:36.786257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'. [2025-11-26T17:05:36.796112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'. [2025-11-26T17:05:36.796504] [INFO ] [FORECASTER] Starting predict_future for AGNCM [2025-11-26T17:05:36.797411] [DEBUG] [LOCAL ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt [2025-11-26T17:05:36.797468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:36.797503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:36.797531] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:36.797589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:36.855111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:36.855984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:36.856072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:36.856108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:36.964770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:36.964938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:36.964981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:36.965013] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:36.968479] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=89.36%) [2025-11-26T17:05:36.968801] [INFO ] [FORECASTER] Completed predict_future for AGNCM [2025-11-26T17:05:36.968959] [INFO ] [sig ] AGNCM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:37.112561] [INFO ] [LOCAL ] Saved forecast: AGNCM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGNCM.txt [2025-11-26T17:05:37.112746] [INFO ] [sig ] [96/3639] Completed AGNCM in 0.3s | 2.81 sym/s | Total: 34.2s | ETA: 21.0m [2025-11-26T17:05:37.112792] [INFO ] [sig ] [97/3639] Forecasting AGNCN... [2025-11-26T17:05:37.112823] [INFO ] [sig ] Generating forecast for: AGNCN [2025-11-26T17:05:37.112857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'. [2025-11-26T17:05:37.123808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'. [2025-11-26T17:05:37.124208] [INFO ] [FORECASTER] Starting predict_future for AGNCN [2025-11-26T17:05:37.125062] [DEBUG] [LOCAL ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt [2025-11-26T17:05:37.125117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:37.125152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:37.125180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:37.125239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:37.185176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:37.186239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:37.186337] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:37.186375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:37.306531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:37.306741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:37.306788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:37.306822] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:37.310534] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=91.83%) [2025-11-26T17:05:37.310876] [INFO ] [FORECASTER] Completed predict_future for AGNCN [2025-11-26T17:05:37.311021] [INFO ] [sig ] AGNCN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:37.459429] [INFO ] [LOCAL ] Saved forecast: AGNCN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGNCN.txt [2025-11-26T17:05:37.459599] [INFO ] [sig ] [97/3639] Completed AGNCN in 0.3s | 2.81 sym/s | Total: 34.5s | ETA: 21.0m [2025-11-26T17:05:37.459662] [INFO ] [sig ] [98/3639] Forecasting AGNCO... [2025-11-26T17:05:37.459699] [INFO ] [sig ] Generating forecast for: AGNCO [2025-11-26T17:05:37.459777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'. [2025-11-26T17:05:37.470927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'. [2025-11-26T17:05:37.471338] [INFO ] [FORECASTER] Starting predict_future for AGNCO [2025-11-26T17:05:37.472198] [DEBUG] [LOCAL ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt [2025-11-26T17:05:37.472256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:37.472289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:37.472318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:37.472377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:37.529655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:37.530562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:37.530675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:37.530714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:37.652740] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:37.652901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:37.652947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:37.653014] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:37.656528] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-11-26T17:05:37.656844] [INFO ] [FORECASTER] Completed predict_future for AGNCO [2025-11-26T17:05:37.656987] [INFO ] [sig ] AGNCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:37.797940] [INFO ] [LOCAL ] Saved forecast: AGNCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGNCO.txt [2025-11-26T17:05:37.798093] [INFO ] [sig ] [98/3639] Completed AGNCO in 0.3s | 2.81 sym/s | Total: 34.8s | ETA: 21.0m [2025-11-26T17:05:37.798137] [INFO ] [sig ] [99/3639] Forecasting AGO... [2025-11-26T17:05:37.798172] [INFO ] [sig ] Generating forecast for: AGO [2025-11-26T17:05:37.798208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-11-26T17:05:37.808412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGO'. [2025-11-26T17:05:37.808782] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-11-26T17:05:37.809590] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-11-26T17:05:37.809669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:37.809707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:37.809735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:37.809795] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:37.870228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:37.871098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:37.871203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:37.871242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:37.991295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:37.991468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:37.991512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:37.991542] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:37.995076] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=64.74%) [2025-11-26T17:05:37.995373] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-11-26T17:05:37.995524] [INFO ] [sig ] AGO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:38.139207] [INFO ] [LOCAL ] Saved forecast: AGO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGO.txt [2025-11-26T17:05:38.139370] [INFO ] [sig ] [99/3639] Completed AGO in 0.3s | 2.81 sym/s | Total: 35.2s | ETA: 21.0m [2025-11-26T17:05:38.139420] [INFO ] [sig ] [100/3639] Forecasting AGRO... [2025-11-26T17:05:38.139458] [INFO ] [sig ] Generating forecast for: AGRO [2025-11-26T17:05:38.139494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-11-26T17:05:38.150311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGRO'. [2025-11-26T17:05:38.150878] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-11-26T17:05:38.151710] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-11-26T17:05:38.151765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:38.151799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:38.151827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:38.151889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:38.212614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:38.213502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:38.213587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:38.213624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:38.340172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:38.340330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:38.340371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:38.340406] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:38.343923] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=10.06%) [2025-11-26T17:05:38.344238] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-11-26T17:05:38.344403] [INFO ] [sig ] AGRO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:38.492442] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGRO.txt [2025-11-26T17:05:38.492603] [INFO ] [sig ] [100/3639] Completed AGRO in 0.4s | 2.81 sym/s | Total: 35.5s | ETA: 21.0m [2025-11-26T17:05:38.492667] [INFO ] [sig ] [101/3639] Forecasting AGX... [2025-11-26T17:05:38.492704] [INFO ] [sig ] Generating forecast for: AGX [2025-11-26T17:05:38.492738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-11-26T17:05:38.503411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGX'. [2025-11-26T17:05:38.503795] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-11-26T17:05:38.504674] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-11-26T17:05:38.504740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:38.504774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:38.504803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:38.504862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:38.566355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:38.567205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:38.567297] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:38.567352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:38.692911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:38.693100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:38.693146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:38.693178] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:38.696715] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=87.91%) [2025-11-26T17:05:38.697010] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-11-26T17:05:38.697144] [INFO ] [sig ] AGX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:38.840844] [INFO ] [LOCAL ] Saved forecast: AGX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AGX.txt [2025-11-26T17:05:38.841008] [INFO ] [sig ] [101/3639] Completed AGX in 0.3s | 2.81 sym/s | Total: 35.9s | ETA: 21.0m [2025-11-26T17:05:38.841051] [INFO ] [sig ] [102/3639] Forecasting AGYS... [2025-11-26T17:05:38.841083] [INFO ] [sig ] Generating forecast for: AGYS [2025-11-26T17:05:38.841116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'. [2025-11-26T17:05:38.852182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGYS'. [2025-11-26T17:05:38.852539] [INFO ] [FORECASTER] Starting predict_future for AGYS [2025-11-26T17:05:38.853436] [DEBUG] [LOCAL ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt [2025-11-26T17:05:38.853500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:38.853537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:38.853570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:38.853684] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:38.915003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:38.915898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:38.916003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:38.916045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:39.040426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:39.040595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:39.040655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:39.040690] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:39.044242] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=24.78%) [2025-11-26T17:05:39.044538] [INFO ] [FORECASTER] Completed predict_future for AGYS [2025-11-26T17:05:39.044709] [INFO ] [sig ] AGYS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:39.194991] [INFO ] [LOCAL ] Saved forecast: AGYS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGYS.txt [2025-11-26T17:05:39.195138] [INFO ] [sig ] [102/3639] Completed AGYS in 0.4s | 2.81 sym/s | Total: 36.2s | ETA: 20.9m [2025-11-26T17:05:39.195182] [INFO ] [sig ] [103/3639] Forecasting AGZD... [2025-11-26T17:05:39.195214] [INFO ] [sig ] Generating forecast for: AGZD [2025-11-26T17:05:39.195248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'. [2025-11-26T17:05:39.205697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGZD'. [2025-11-26T17:05:39.206070] [INFO ] [FORECASTER] Starting predict_future for AGZD [2025-11-26T17:05:39.206930] [DEBUG] [LOCAL ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt [2025-11-26T17:05:39.206987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:39.207023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:39.207053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:39.207115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:39.268064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:39.268901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:39.268992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:39.269028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:39.382341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:39.382510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:39.382568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:39.382609] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:39.386236] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=45.59%) [2025-11-26T17:05:39.386563] [INFO ] [FORECASTER] Completed predict_future for AGZD [2025-11-26T17:05:39.386735] [INFO ] [sig ] AGZD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:39.534928] [INFO ] [LOCAL ] Saved forecast: AGZD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AGZD.txt [2025-11-26T17:05:39.535088] [INFO ] [sig ] [103/3639] Completed AGZD in 0.3s | 2.82 sym/s | Total: 36.6s | ETA: 20.9m [2025-11-26T17:05:39.535133] [INFO ] [sig ] [104/3639] Forecasting AHCO... [2025-11-26T17:05:39.535166] [INFO ] [sig ] Generating forecast for: AHCO [2025-11-26T17:05:39.535201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'. [2025-11-26T17:05:39.546194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHCO'. [2025-11-26T17:05:39.546528] [INFO ] [FORECASTER] Starting predict_future for AHCO [2025-11-26T17:05:39.547584] [DEBUG] [LOCAL ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt [2025-11-26T17:05:39.547666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:39.547707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:39.547737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:39.547798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:39.608868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:39.609885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:39.609978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:39.610015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:39.742603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:39.742796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:39.742842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:39.742874] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:39.746380] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=84.42%) [2025-11-26T17:05:39.746695] [INFO ] [FORECASTER] Completed predict_future for AHCO [2025-11-26T17:05:39.746833] [INFO ] [sig ] AHCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:39.898008] [INFO ] [LOCAL ] Saved forecast: AHCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AHCO.txt [2025-11-26T17:05:39.898146] [INFO ] [sig ] [104/3639] Completed AHCO in 0.4s | 2.81 sym/s | Total: 36.9s | ETA: 20.9m [2025-11-26T17:05:39.898188] [INFO ] [sig ] [105/3639] Forecasting AHH... [2025-11-26T17:05:39.898218] [INFO ] [sig ] Generating forecast for: AHH [2025-11-26T17:05:39.898252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-11-26T17:05:39.911394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHH'. [2025-11-26T17:05:39.912027] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-11-26T17:05:39.913118] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-11-26T17:05:39.913197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:39.913238] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:39.913270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:39.913379] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:39.973368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:39.974566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:39.974750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:39.974800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:40.099132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:40.099379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:40.099429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:40.099474] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:40.103825] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=24.99%) [2025-11-26T17:05:40.104243] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-11-26T17:05:40.104422] [INFO ] [sig ] AHH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:40.250619] [INFO ] [LOCAL ] Saved forecast: AHH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AHH.txt [2025-11-26T17:05:40.250780] [INFO ] [sig ] [105/3639] Completed AHH in 0.4s | 2.82 sym/s | Total: 37.3s | ETA: 20.9m [2025-11-26T17:05:40.250823] [INFO ] [sig ] [106/3639] Forecasting AI... [2025-11-26T17:05:40.250855] [INFO ] [sig ] Generating forecast for: AI [2025-11-26T17:05:40.250889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-11-26T17:05:40.261459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AI'. [2025-11-26T17:05:40.261753] [INFO ] [FORECASTER] Starting predict_future for AI [2025-11-26T17:05:40.262570] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-11-26T17:05:40.262625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:40.262690] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:40.262720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:40.262779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:40.318910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:40.319515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:40.319597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:40.319631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:40.439248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:40.439370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:40.439417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:40.439450] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:40.442736] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=81.51%) [2025-11-26T17:05:40.443009] [INFO ] [FORECASTER] Completed predict_future for AI [2025-11-26T17:05:40.443137] [INFO ] [sig ] AI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:40.585253] [INFO ] [LOCAL ] Saved forecast: AI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AI.txt [2025-11-26T17:05:40.585369] [INFO ] [sig ] [106/3639] Completed AI in 0.3s | 2.82 sym/s | Total: 37.6s | ETA: 20.9m [2025-11-26T17:05:40.585410] [INFO ] [sig ] [107/3639] Forecasting AIA... [2025-11-26T17:05:40.585440] [INFO ] [sig ] Generating forecast for: AIA [2025-11-26T17:05:40.585473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'. [2025-11-26T17:05:40.596180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIA'. [2025-11-26T17:05:40.596448] [INFO ] [FORECASTER] Starting predict_future for AIA [2025-11-26T17:05:40.597283] [DEBUG] [LOCAL ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt [2025-11-26T17:05:40.597367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:40.597402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:40.597431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:40.597490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:40.654320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:40.654943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:40.655025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:40.655061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:40.771857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:40.771963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:40.772001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:40.772032] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:40.775248] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=98.73%) [2025-11-26T17:05:40.775548] [INFO ] [FORECASTER] Completed predict_future for AIA [2025-11-26T17:05:40.775701] [INFO ] [sig ] AIA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:40.918444] [INFO ] [LOCAL ] Saved forecast: AIA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIA.txt [2025-11-26T17:05:40.918576] [INFO ] [sig ] [107/3639] Completed AIA in 0.3s | 2.82 sym/s | Total: 38.0s | ETA: 20.9m [2025-11-26T17:05:40.918616] [INFO ] [sig ] [108/3639] Forecasting AIFF... [2025-11-26T17:05:40.918665] [INFO ] [sig ] Generating forecast for: AIFF [2025-11-26T17:05:40.918701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'. [2025-11-26T17:05:40.929927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIFF'. [2025-11-26T17:05:40.930197] [INFO ] [FORECASTER] Starting predict_future for AIFF [2025-11-26T17:05:40.931047] [DEBUG] [LOCAL ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt [2025-11-26T17:05:40.931101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:40.931134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:40.931163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:40.931221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:40.990089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:40.990721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:40.990804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:40.990839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:41.114747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:41.114860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:41.114899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:41.114930] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:41.118142] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=90.39%) [2025-11-26T17:05:41.118413] [INFO ] [FORECASTER] Completed predict_future for AIFF [2025-11-26T17:05:41.118543] [INFO ] [sig ] AIFF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:41.263324] [INFO ] [LOCAL ] Saved forecast: AIFF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIFF.txt [2025-11-26T17:05:41.263481] [INFO ] [sig ] [108/3639] Completed AIFF in 0.3s | 2.82 sym/s | Total: 38.3s | ETA: 20.9m [2025-11-26T17:05:41.263529] [INFO ] [sig ] [109/3639] Forecasting AIG... [2025-11-26T17:05:41.263561] [INFO ] [sig ] Generating forecast for: AIG [2025-11-26T17:05:41.263624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-11-26T17:05:41.274002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIG'. [2025-11-26T17:05:41.274285] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-11-26T17:05:41.275135] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-11-26T17:05:41.275189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:41.275223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:41.275251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:41.275311] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:41.332831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:41.333450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:41.333553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:41.333589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:41.454293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:41.454434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:41.454473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:41.454504] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:41.457854] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-11-26T17:05:41.458133] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-11-26T17:05:41.458265] [INFO ] [sig ] AIG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:41.599110] [INFO ] [LOCAL ] Saved forecast: AIG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIG.txt [2025-11-26T17:05:41.599231] [INFO ] [sig ] [109/3639] Completed AIG in 0.3s | 2.82 sym/s | Total: 38.6s | ETA: 20.9m [2025-11-26T17:05:41.599271] [INFO ] [sig ] [110/3639] Forecasting AIMD... [2025-11-26T17:05:41.599302] [INFO ] [sig ] Generating forecast for: AIMD [2025-11-26T17:05:41.599336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'. [2025-11-26T17:05:41.609728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIMD'. [2025-11-26T17:05:41.610008] [INFO ] [FORECASTER] Starting predict_future for AIMD [2025-11-26T17:05:41.610832] [DEBUG] [LOCAL ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt [2025-11-26T17:05:41.610886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:41.610919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:41.610948] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:41.611007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:41.667511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:41.668144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:41.668229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:41.668263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:41.784136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:41.784305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:41.784347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:41.784377] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:41.787862] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-11-26T17:05:41.788140] [INFO ] [FORECASTER] Completed predict_future for AIMD [2025-11-26T17:05:41.788288] [INFO ] [sig ] AIMD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:41.935435] [INFO ] [LOCAL ] Saved forecast: AIMD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIMD.txt [2025-11-26T17:05:41.935606] [INFO ] [sig ] [110/3639] Completed AIMD in 0.3s | 2.82 sym/s | Total: 39.0s | ETA: 20.8m [2025-11-26T17:05:41.935674] [INFO ] [sig ] [111/3639] Forecasting AIO... [2025-11-26T17:05:41.935709] [INFO ] [sig ] Generating forecast for: AIO [2025-11-26T17:05:41.935774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-11-26T17:05:41.946431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIO'. [2025-11-26T17:05:41.946743] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-11-26T17:05:41.947566] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-11-26T17:05:41.947620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:41.947683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:41.947714] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:41.947773] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:42.004682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:42.005367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:42.005470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:42.005506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:42.121082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:42.121249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:42.121291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:42.121322] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:42.124715] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=96.43%) [2025-11-26T17:05:42.124990] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-11-26T17:05:42.125119] [INFO ] [sig ] AIO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:42.267245] [INFO ] [LOCAL ] Saved forecast: AIO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIO.txt [2025-11-26T17:05:42.267405] [INFO ] [sig ] [111/3639] Completed AIO in 0.3s | 2.82 sym/s | Total: 39.3s | ETA: 20.8m [2025-11-26T17:05:42.267453] [INFO ] [sig ] [112/3639] Forecasting AIP... [2025-11-26T17:05:42.267484] [INFO ] [sig ] Generating forecast for: AIP [2025-11-26T17:05:42.267548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'. [2025-11-26T17:05:42.277518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIP'. [2025-11-26T17:05:42.277817] [INFO ] [FORECASTER] Starting predict_future for AIP [2025-11-26T17:05:42.278610] [DEBUG] [LOCAL ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt [2025-11-26T17:05:42.278687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:42.278747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:42.278777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:42.278836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:42.335629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:42.336248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:42.336331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:42.336365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:42.453571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:42.453693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:42.453749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:42.453780] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:42.456946] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=61.15%) [2025-11-26T17:05:42.457209] [INFO ] [FORECASTER] Completed predict_future for AIP [2025-11-26T17:05:42.457356] [INFO ] [sig ] AIP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:42.601523] [INFO ] [LOCAL ] Saved forecast: AIP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIP.txt [2025-11-26T17:05:42.601704] [INFO ] [sig ] [112/3639] Completed AIP in 0.3s | 2.82 sym/s | Total: 39.7s | ETA: 20.8m [2025-11-26T17:05:42.601775] [INFO ] [sig ] [113/3639] Forecasting AIPI... [2025-11-26T17:05:42.601811] [INFO ] [sig ] Generating forecast for: AIPI [2025-11-26T17:05:42.601845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'. [2025-11-26T17:05:42.611579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIPI'. [2025-11-26T17:05:42.611997] [INFO ] [FORECASTER] Starting predict_future for AIPI [2025-11-26T17:05:42.612857] [DEBUG] [LOCAL ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt [2025-11-26T17:05:42.612911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:42.612945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:42.612973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:42.613033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:42.673398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:42.674093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:42.674185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:42.674221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:42.790096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:42.790209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:42.790247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:42.790277] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:42.793512] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=51.06%) [2025-11-26T17:05:42.793797] [INFO ] [FORECASTER] Completed predict_future for AIPI [2025-11-26T17:05:42.793928] [INFO ] [sig ] AIPI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:42.937370] [INFO ] [LOCAL ] Saved forecast: AIPI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIPI.txt [2025-11-26T17:05:42.937488] [INFO ] [sig ] [113/3639] Completed AIPI in 0.3s | 2.83 sym/s | Total: 40.0s | ETA: 20.8m [2025-11-26T17:05:42.937529] [INFO ] [sig ] [114/3639] Forecasting AIQ... [2025-11-26T17:05:42.937596] [INFO ] [sig ] Generating forecast for: AIQ [2025-11-26T17:05:42.937662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'. [2025-11-26T17:05:42.948456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIQ'. [2025-11-26T17:05:42.948792] [INFO ] [FORECASTER] Starting predict_future for AIQ [2025-11-26T17:05:42.949674] [DEBUG] [LOCAL ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt [2025-11-26T17:05:42.949738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:42.949775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:42.949806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:42.949867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:43.008397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:43.009161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:43.009256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:43.009293] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:43.125478] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:43.125584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:43.125621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:43.125669] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:43.128839] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=15.29%) [2025-11-26T17:05:43.129102] [INFO ] [FORECASTER] Completed predict_future for AIQ [2025-11-26T17:05:43.129228] [INFO ] [sig ] AIQ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:43.268840] [INFO ] [LOCAL ] Saved forecast: AIQ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AIQ.txt [2025-11-26T17:05:43.268953] [INFO ] [sig ] [114/3639] Completed AIQ in 0.3s | 2.83 sym/s | Total: 40.3s | ETA: 20.8m [2025-11-26T17:05:43.268993] [INFO ] [sig ] [115/3639] Forecasting AIRG... [2025-11-26T17:05:43.269024] [INFO ] [sig ] Generating forecast for: AIRG [2025-11-26T17:05:43.269090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'. [2025-11-26T17:05:43.278512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRG'. [2025-11-26T17:05:43.278800] [INFO ] [FORECASTER] Starting predict_future for AIRG [2025-11-26T17:05:43.279578] [DEBUG] [LOCAL ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt [2025-11-26T17:05:43.279632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:43.279698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:43.279727] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:43.279787] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:43.336001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:43.336631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:43.336732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:43.336768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:43.443887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:43.444000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:43.444038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:43.444098] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:43.450289] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=50.57%) [2025-11-26T17:05:43.450627] [INFO ] [FORECASTER] Completed predict_future for AIRG [2025-11-26T17:05:43.450806] [INFO ] [sig ] AIRG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:43.590368] [INFO ] [LOCAL ] Saved forecast: AIRG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIRG.txt [2025-11-26T17:05:43.590489] [INFO ] [sig ] [115/3639] Completed AIRG in 0.3s | 2.83 sym/s | Total: 40.6s | ETA: 20.8m [2025-11-26T17:05:43.590536] [INFO ] [sig ] [116/3639] Forecasting AIRJ... [2025-11-26T17:05:43.590568] [INFO ] [sig ] Generating forecast for: AIRJ [2025-11-26T17:05:43.590601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'. [2025-11-26T17:05:43.600808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'. [2025-11-26T17:05:43.601092] [INFO ] [FORECASTER] Starting predict_future for AIRJ [2025-11-26T17:05:43.601925] [DEBUG] [LOCAL ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt [2025-11-26T17:05:43.601979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:43.602023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:43.602053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:43.602113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:43.659562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:43.660177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:43.660266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:43.660303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:43.777209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:43.777356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:43.777401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:43.777431] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:43.780791] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-11-26T17:05:43.781060] [INFO ] [FORECASTER] Completed predict_future for AIRJ [2025-11-26T17:05:43.781187] [INFO ] [sig ] AIRJ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:43.923435] [INFO ] [LOCAL ] Saved forecast: AIRJ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AIRJ.txt [2025-11-26T17:05:43.923604] [INFO ] [sig ] [116/3639] Completed AIRJ in 0.3s | 2.83 sym/s | Total: 41.0s | ETA: 20.7m [2025-11-26T17:05:43.923668] [INFO ] [sig ] [117/3639] Forecasting AIRS... [2025-11-26T17:05:43.923703] [INFO ] [sig ] Generating forecast for: AIRS [2025-11-26T17:05:43.923768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'. [2025-11-26T17:05:43.933302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRS'. [2025-11-26T17:05:43.933620] [INFO ] [FORECASTER] Starting predict_future for AIRS [2025-11-26T17:05:43.934428] [DEBUG] [LOCAL ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt [2025-11-26T17:05:43.934484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:43.934518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:43.934548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:43.934610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:43.991901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:43.992501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:43.992580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:43.992615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:44.114470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:44.114793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:44.114835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:44.114867] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:44.118067] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=24.49%) [2025-11-26T17:05:44.118331] [INFO ] [FORECASTER] Completed predict_future for AIRS [2025-11-26T17:05:44.118459] [INFO ] [sig ] AIRS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:44.262151] [INFO ] [LOCAL ] Saved forecast: AIRS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AIRS.txt [2025-11-26T17:05:44.262281] [INFO ] [sig ] [117/3639] Completed AIRS in 0.3s | 2.83 sym/s | Total: 41.3s | ETA: 20.7m [2025-11-26T17:05:44.262322] [INFO ] [sig ] [118/3639] Forecasting AISP... [2025-11-26T17:05:44.262353] [INFO ] [sig ] Generating forecast for: AISP [2025-11-26T17:05:44.262388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'. [2025-11-26T17:05:44.272470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AISP'. [2025-11-26T17:05:44.272779] [INFO ] [FORECASTER] Starting predict_future for AISP [2025-11-26T17:05:44.273580] [DEBUG] [LOCAL ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt [2025-11-26T17:05:44.273635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:44.273699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:44.273732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:44.273792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:44.331245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:44.331852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:44.331933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:44.331968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:44.449752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:44.449857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:44.449895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:44.449926] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:44.453055] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=66.39%) [2025-11-26T17:05:44.453316] [INFO ] [FORECASTER] Completed predict_future for AISP [2025-11-26T17:05:44.453443] [INFO ] [sig ] AISP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:44.594595] [INFO ] [LOCAL ] Saved forecast: AISP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AISP.txt [2025-11-26T17:05:44.594748] [INFO ] [sig ] [118/3639] Completed AISP in 0.3s | 2.83 sym/s | Total: 41.6s | ETA: 20.7m [2025-11-26T17:05:44.594791] [INFO ] [sig ] [119/3639] Forecasting AIZN... [2025-11-26T17:05:44.594823] [INFO ] [sig ] Generating forecast for: AIZN [2025-11-26T17:05:44.594863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-11-26T17:05:44.604423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIZN'. [2025-11-26T17:05:44.604715] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-11-26T17:05:44.605505] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-11-26T17:05:44.605560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:44.605594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:44.605623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:44.605707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:44.663136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:44.663842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:44.663926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:44.663961] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:44.773432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:44.773557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:44.773597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:44.773627] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:44.776901] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=73.25%) [2025-11-26T17:05:44.777171] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-11-26T17:05:44.777302] [INFO ] [sig ] AIZN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:44.919025] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AIZN.txt [2025-11-26T17:05:44.919146] [INFO ] [sig ] [119/3639] Completed AIZN in 0.3s | 2.84 sym/s | Total: 42.0s | ETA: 20.7m [2025-11-26T17:05:44.919190] [INFO ] [sig ] [120/3639] Forecasting AJG... [2025-11-26T17:05:44.919228] [INFO ] [sig ] Generating forecast for: AJG [2025-11-26T17:05:44.919263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-11-26T17:05:44.929355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AJG'. [2025-11-26T17:05:44.929661] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-11-26T17:05:44.930455] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-11-26T17:05:44.930514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:44.930548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:44.930577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:44.930636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:44.987696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:44.988325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:44.988407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:44.988442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:45.115921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:45.116052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:45.116092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:45.116135] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:45.119655] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=16.00%) [2025-11-26T17:05:45.119985] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-11-26T17:05:45.120132] [INFO ] [sig ] AJG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:45.260837] [INFO ] [LOCAL ] Saved forecast: AJG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AJG.txt [2025-11-26T17:05:45.260981] [INFO ] [sig ] [120/3639] Completed AJG in 0.3s | 2.84 sym/s | Total: 42.3s | ETA: 20.7m [2025-11-26T17:05:45.261023] [INFO ] [sig ] [121/3639] Forecasting AKAM... [2025-11-26T17:05:45.261054] [INFO ] [sig ] Generating forecast for: AKAM [2025-11-26T17:05:45.261117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'. [2025-11-26T17:05:45.271078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKAM'. [2025-11-26T17:05:45.271421] [INFO ] [FORECASTER] Starting predict_future for AKAM [2025-11-26T17:05:45.272257] [DEBUG] [LOCAL ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt [2025-11-26T17:05:45.272311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:45.272345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:45.272373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:45.272434] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:45.329130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:45.329842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:45.329928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:45.329963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:45.445346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:45.445505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:45.445546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:45.445577] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:45.448963] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=96.90%) [2025-11-26T17:05:45.449239] [INFO ] [FORECASTER] Completed predict_future for AKAM [2025-11-26T17:05:45.449370] [INFO ] [sig ] AKAM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:45.596376] [INFO ] [LOCAL ] Saved forecast: AKAM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AKAM.txt [2025-11-26T17:05:45.596534] [INFO ] [sig ] [121/3639] Completed AKAM in 0.3s | 2.84 sym/s | Total: 42.6s | ETA: 20.7m [2025-11-26T17:05:45.596580] [INFO ] [sig ] [122/3639] Forecasting AKBA... [2025-11-26T17:05:45.596613] [INFO ] [sig ] Generating forecast for: AKBA [2025-11-26T17:05:45.596699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'. [2025-11-26T17:05:45.607386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKBA'. [2025-11-26T17:05:45.607766] [INFO ] [FORECASTER] Starting predict_future for AKBA [2025-11-26T17:05:45.608596] [DEBUG] [LOCAL ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt [2025-11-26T17:05:45.608677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:45.608715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:45.608747] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:45.608807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:45.665177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:45.666177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:45.666295] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:45.666333] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:45.792023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:45.792187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:45.792228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:45.792259] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:45.795627] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=96.10%) [2025-11-26T17:05:45.795923] [INFO ] [FORECASTER] Completed predict_future for AKBA [2025-11-26T17:05:45.796055] [INFO ] [sig ] AKBA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:45.967114] [INFO ] [LOCAL ] Saved forecast: AKBA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AKBA.txt [2025-11-26T17:05:45.967401] [INFO ] [sig ] [122/3639] Completed AKBA in 0.4s | 2.84 sym/s | Total: 43.0s | ETA: 20.7m [2025-11-26T17:05:45.967464] [INFO ] [sig ] [123/3639] Forecasting AKRO... [2025-11-26T17:05:45.967505] [INFO ] [sig ] Generating forecast for: AKRO [2025-11-26T17:05:45.967542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'. [2025-11-26T17:05:45.979316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKRO'. [2025-11-26T17:05:45.979787] [INFO ] [FORECASTER] Starting predict_future for AKRO [2025-11-26T17:05:45.980707] [DEBUG] [LOCAL ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt [2025-11-26T17:05:45.980768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:45.980803] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:45.980833] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:45.980893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:46.051410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:46.052350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:46.052446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:46.052484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:46.186446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:46.186613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:46.186685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:46.186742] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:46.190879] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=0.88%) [2025-11-26T17:05:46.191235] [INFO ] [FORECASTER] Completed predict_future for AKRO [2025-11-26T17:05:46.191383] [INFO ] [sig ] AKRO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:46.344796] [INFO ] [LOCAL ] Saved forecast: AKRO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AKRO.txt [2025-11-26T17:05:46.344964] [INFO ] [sig ] [123/3639] Completed AKRO in 0.4s | 2.83 sym/s | Total: 43.4s | ETA: 20.7m [2025-11-26T17:05:46.345007] [INFO ] [sig ] [124/3639] Forecasting AL... [2025-11-26T17:05:46.345041] [INFO ] [sig ] Generating forecast for: AL [2025-11-26T17:05:46.345074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-11-26T17:05:46.358375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AL'. [2025-11-26T17:05:46.358868] [INFO ] [FORECASTER] Starting predict_future for AL [2025-11-26T17:05:46.359989] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-11-26T17:05:46.360061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:46.360115] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:46.360161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:46.360254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:46.426309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:46.427398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:46.427509] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:46.427547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:46.553799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:46.553973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:46.554019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:46.554051] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:46.557735] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=84.68%) [2025-11-26T17:05:46.558050] [INFO ] [FORECASTER] Completed predict_future for AL [2025-11-26T17:05:46.558199] [INFO ] [sig ] AL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:46.710374] [INFO ] [LOCAL ] Saved forecast: AL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AL.txt [2025-11-26T17:05:46.710538] [INFO ] [sig ] [124/3639] Completed AL in 0.4s | 2.83 sym/s | Total: 43.8s | ETA: 20.7m [2025-11-26T17:05:46.710588] [INFO ] [sig ] [125/3639] Forecasting ALAB... [2025-11-26T17:05:46.710621] [INFO ] [sig ] Generating forecast for: ALAB [2025-11-26T17:05:46.710705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'. [2025-11-26T17:05:46.721596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALAB'. [2025-11-26T17:05:46.721977] [INFO ] [FORECASTER] Starting predict_future for ALAB [2025-11-26T17:05:46.722886] [DEBUG] [LOCAL ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt [2025-11-26T17:05:46.722943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:46.722979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:46.723010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:46.723073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:46.784543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:46.785395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:46.785486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:46.785522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:46.909392] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:46.909560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:46.909608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:46.909662] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:46.913317] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=45.55%) [2025-11-26T17:05:46.913613] [INFO ] [FORECASTER] Completed predict_future for ALAB [2025-11-26T17:05:46.913780] [INFO ] [sig ] ALAB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:47.066467] [INFO ] [LOCAL ] Saved forecast: ALAB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALAB.txt [2025-11-26T17:05:47.066637] [INFO ] [sig ] [125/3639] Completed ALAB in 0.4s | 2.83 sym/s | Total: 44.1s | ETA: 20.7m [2025-11-26T17:05:47.066727] [INFO ] [sig ] [126/3639] Forecasting ALB... [2025-11-26T17:05:47.066766] [INFO ] [sig ] Generating forecast for: ALB [2025-11-26T17:05:47.066798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-11-26T17:05:47.077046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALB'. [2025-11-26T17:05:47.077398] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-11-26T17:05:47.078224] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-11-26T17:05:47.078279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:47.078313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:47.078341] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:47.078401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:47.135274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:47.136143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:47.136230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:47.136265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:47.258819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:47.258990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:47.259032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:47.259062] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:47.262405] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=20.57%) [2025-11-26T17:05:47.262701] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-11-26T17:05:47.262836] [INFO ] [sig ] ALB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:47.404132] [INFO ] [LOCAL ] Saved forecast: ALB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALB.txt [2025-11-26T17:05:47.404275] [INFO ] [sig ] [126/3639] Completed ALB in 0.3s | 2.83 sym/s | Total: 44.5s | ETA: 20.7m [2025-11-26T17:05:47.404348] [INFO ] [sig ] [127/3639] Forecasting ALC... [2025-11-26T17:05:47.404380] [INFO ] [sig ] Generating forecast for: ALC [2025-11-26T17:05:47.404414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-11-26T17:05:47.414774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALC'. [2025-11-26T17:05:47.415065] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-11-26T17:05:47.415893] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-11-26T17:05:47.415947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:47.415980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:47.416008] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:47.416079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:47.478398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:47.479392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:47.479489] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:47.479525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:47.598194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:47.598354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:47.598395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:47.598425] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:47.601802] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=2.25%) [2025-11-26T17:05:47.602078] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-11-26T17:05:47.602209] [INFO ] [sig ] ALC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:47.741534] [INFO ] [LOCAL ] Saved forecast: ALC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALC.txt [2025-11-26T17:05:47.741682] [INFO ] [sig ] [127/3639] Completed ALC in 0.3s | 2.84 sym/s | Total: 44.8s | ETA: 20.6m [2025-11-26T17:05:47.741734] [INFO ] [sig ] [128/3639] Forecasting ALCO... [2025-11-26T17:05:47.741765] [INFO ] [sig ] Generating forecast for: ALCO [2025-11-26T17:05:47.741802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'. [2025-11-26T17:05:47.751309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALCO'. [2025-11-26T17:05:47.751673] [INFO ] [FORECASTER] Starting predict_future for ALCO [2025-11-26T17:05:47.752681] [DEBUG] [LOCAL ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt [2025-11-26T17:05:47.752735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:47.752770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:47.752799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:47.753049] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:47.813167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:47.814183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:47.814285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:47.814321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:47.933739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:47.933911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:47.933953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:47.934007] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:47.937393] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=83.27%) [2025-11-26T17:05:47.937686] [INFO ] [FORECASTER] Completed predict_future for ALCO [2025-11-26T17:05:47.937822] [INFO ] [sig ] ALCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:48.078925] [INFO ] [LOCAL ] Saved forecast: ALCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALCO.txt [2025-11-26T17:05:48.079093] [INFO ] [sig ] [128/3639] Completed ALCO in 0.3s | 2.84 sym/s | Total: 45.1s | ETA: 20.6m [2025-11-26T17:05:48.079137] [INFO ] [sig ] [129/3639] Forecasting ALE... [2025-11-26T17:05:48.079178] [INFO ] [sig ] Generating forecast for: ALE [2025-11-26T17:05:48.079215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-11-26T17:05:48.089555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALE'. [2025-11-26T17:05:48.089935] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-11-26T17:05:48.090759] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-11-26T17:05:48.090826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:48.090887] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:48.090917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:48.090977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:48.161665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:48.162570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:48.162691] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:48.162730] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:48.283413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:48.283592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:48.283634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:48.283688] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:48.287223] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: UP (p=73.03%) [2025-11-26T17:05:48.287598] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-11-26T17:05:48.287770] [INFO ] [sig ] ALE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:48.448715] [INFO ] [LOCAL ] Saved forecast: ALE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALE.txt [2025-11-26T17:05:48.448873] [INFO ] [sig ] [129/3639] Completed ALE in 0.4s | 2.84 sym/s | Total: 45.5s | ETA: 20.6m [2025-11-26T17:05:48.448916] [INFO ] [sig ] [130/3639] Forecasting ALEC... [2025-11-26T17:05:48.448949] [INFO ] [sig ] Generating forecast for: ALEC [2025-11-26T17:05:48.448981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'. [2025-11-26T17:05:48.459836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEC'. [2025-11-26T17:05:48.460201] [INFO ] [FORECASTER] Starting predict_future for ALEC [2025-11-26T17:05:48.461031] [DEBUG] [LOCAL ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt [2025-11-26T17:05:48.461086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:48.461120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:48.461149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:48.461209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:48.517422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:48.518336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:48.518439] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:48.518474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:48.644681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:48.644879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:48.644923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:48.644954] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:48.648381] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=14.78%) [2025-11-26T17:05:48.648684] [INFO ] [FORECASTER] Completed predict_future for ALEC [2025-11-26T17:05:48.648819] [INFO ] [sig ] ALEC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:48.789978] [INFO ] [LOCAL ] Saved forecast: ALEC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALEC.txt [2025-11-26T17:05:48.790150] [INFO ] [sig ] [130/3639] Completed ALEC in 0.3s | 2.84 sym/s | Total: 45.8s | ETA: 20.6m [2025-11-26T17:05:48.790193] [INFO ] [sig ] [131/3639] Forecasting ALEX... [2025-11-26T17:05:48.790224] [INFO ] [sig ] Generating forecast for: ALEX [2025-11-26T17:05:48.790256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-11-26T17:05:48.801618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEX'. [2025-11-26T17:05:48.802039] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-11-26T17:05:48.802867] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-11-26T17:05:48.802921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:48.802956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:48.802985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:48.803045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:48.859326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:48.860266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:48.860364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:48.860400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:48.975826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:48.976001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:48.976041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:48.976071] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:48.979493] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=20.85%) [2025-11-26T17:05:48.979816] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-11-26T17:05:48.979958] [INFO ] [sig ] ALEX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:49.121069] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALEX.txt [2025-11-26T17:05:49.121235] [INFO ] [sig ] [131/3639] Completed ALEX in 0.3s | 2.84 sym/s | Total: 46.2s | ETA: 20.6m [2025-11-26T17:05:49.121279] [INFO ] [sig ] [132/3639] Forecasting ALG... [2025-11-26T17:05:49.121312] [INFO ] [sig ] Generating forecast for: ALG [2025-11-26T17:05:49.121387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-11-26T17:05:49.133239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALG'. [2025-11-26T17:05:49.133687] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-11-26T17:05:49.134517] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-11-26T17:05:49.134572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:49.134605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:49.134634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:49.134717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:49.191965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:49.192906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:49.193014] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:49.193050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:49.312405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:49.312580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:49.312624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:49.312723] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:49.316129] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=5.48%) [2025-11-26T17:05:49.316436] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-11-26T17:05:49.316572] [INFO ] [sig ] ALG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:49.459354] [INFO ] [LOCAL ] Saved forecast: ALG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALG.txt [2025-11-26T17:05:49.459528] [INFO ] [sig ] [132/3639] Completed ALG in 0.3s | 2.84 sym/s | Total: 46.5s | ETA: 20.6m [2025-11-26T17:05:49.459572] [INFO ] [sig ] [133/3639] Forecasting ALGM... [2025-11-26T17:05:49.459605] [INFO ] [sig ] Generating forecast for: ALGM [2025-11-26T17:05:49.459657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'. [2025-11-26T17:05:49.470548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGM'. [2025-11-26T17:05:49.470941] [INFO ] [FORECASTER] Starting predict_future for ALGM [2025-11-26T17:05:49.471781] [DEBUG] [LOCAL ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt [2025-11-26T17:05:49.471836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:49.471869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:49.471898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:49.471957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:49.532330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:49.533265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:49.533367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:49.533404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:49.659193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:49.659368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:49.659411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:49.659441] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:49.662920] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=90.66%) [2025-11-26T17:05:49.663251] [INFO ] [FORECASTER] Completed predict_future for ALGM [2025-11-26T17:05:49.663391] [INFO ] [sig ] ALGM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:49.808127] [INFO ] [LOCAL ] Saved forecast: ALGM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALGM.txt [2025-11-26T17:05:49.808313] [INFO ] [sig ] [133/3639] Completed ALGM in 0.3s | 2.84 sym/s | Total: 46.9s | ETA: 20.6m [2025-11-26T17:05:49.808361] [INFO ] [sig ] [134/3639] Forecasting ALGN... [2025-11-26T17:05:49.808429] [INFO ] [sig ] Generating forecast for: ALGN [2025-11-26T17:05:49.808465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'. [2025-11-26T17:05:49.819160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGN'. [2025-11-26T17:05:49.819511] [INFO ] [FORECASTER] Starting predict_future for ALGN [2025-11-26T17:05:49.820344] [DEBUG] [LOCAL ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt [2025-11-26T17:05:49.820398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:49.820431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:49.820459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:49.820517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:49.878873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:49.879726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:49.879814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:49.879851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:49.997175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:49.997389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:49.997448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:49.997494] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:50.002175] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=85.52%) [2025-11-26T17:05:50.002576] [INFO ] [FORECASTER] Completed predict_future for ALGN [2025-11-26T17:05:50.002754] [INFO ] [sig ] ALGN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:50.147826] [INFO ] [LOCAL ] Saved forecast: ALGN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALGN.txt [2025-11-26T17:05:50.147998] [INFO ] [sig ] [134/3639] Completed ALGN in 0.3s | 2.84 sym/s | Total: 47.2s | ETA: 20.6m [2025-11-26T17:05:50.148040] [INFO ] [sig ] [135/3639] Forecasting ALGS... [2025-11-26T17:05:50.148107] [INFO ] [sig ] Generating forecast for: ALGS [2025-11-26T17:05:50.148147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'. [2025-11-26T17:05:50.159266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGS'. [2025-11-26T17:05:50.159631] [INFO ] [FORECASTER] Starting predict_future for ALGS [2025-11-26T17:05:50.160469] [DEBUG] [LOCAL ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt [2025-11-26T17:05:50.160524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:50.160558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:50.160585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:50.160675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:50.217621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:50.218486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:50.218576] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:50.218611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:50.335902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:50.336080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:50.336122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:50.336153] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:50.339624] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=92.10%) [2025-11-26T17:05:50.339950] [INFO ] [FORECASTER] Completed predict_future for ALGS [2025-11-26T17:05:50.340087] [INFO ] [sig ] ALGS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:50.484001] [INFO ] [LOCAL ] Saved forecast: ALGS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALGS.txt [2025-11-26T17:05:50.484173] [INFO ] [sig ] [135/3639] Completed ALGS in 0.3s | 2.84 sym/s | Total: 47.5s | ETA: 20.6m [2025-11-26T17:05:50.484220] [INFO ] [sig ] [136/3639] Forecasting ALHC... [2025-11-26T17:05:50.484312] [INFO ] [sig ] Generating forecast for: ALHC [2025-11-26T17:05:50.484364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'. [2025-11-26T17:05:50.496469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALHC'. [2025-11-26T17:05:50.496845] [INFO ] [FORECASTER] Starting predict_future for ALHC [2025-11-26T17:05:50.497744] [DEBUG] [LOCAL ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt [2025-11-26T17:05:50.497970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:50.498005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:50.498035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:50.498096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:50.558689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:50.559478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:50.559564] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:50.559600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:50.677087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:50.677266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:50.677309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:50.677367] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:50.680872] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=95.23%) [2025-11-26T17:05:50.681152] [INFO ] [FORECASTER] Completed predict_future for ALHC [2025-11-26T17:05:50.681287] [INFO ] [sig ] ALHC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:50.881041] [INFO ] [LOCAL ] Saved forecast: ALHC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALHC.txt [2025-11-26T17:05:50.881200] [INFO ] [sig ] [136/3639] Completed ALHC in 0.4s | 2.84 sym/s | Total: 47.9s | ETA: 20.6m [2025-11-26T17:05:50.881244] [INFO ] [sig ] [137/3639] Forecasting ALK... [2025-11-26T17:05:50.881277] [INFO ] [sig ] Generating forecast for: ALK [2025-11-26T17:05:50.881346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-11-26T17:05:50.892482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALK'. [2025-11-26T17:05:50.892909] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-11-26T17:05:50.893738] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-11-26T17:05:50.893974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:50.894009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:50.894037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:50.894097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:50.954527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:50.955684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:50.955830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:50.955890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:51.078431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:51.078603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:51.078669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:51.078703] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:51.082136] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=88.12%) [2025-11-26T17:05:51.082418] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-11-26T17:05:51.082553] [INFO ] [sig ] ALK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:51.223665] [INFO ] [LOCAL ] Saved forecast: ALK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALK.txt [2025-11-26T17:05:51.223818] [INFO ] [sig ] [137/3639] Completed ALK in 0.3s | 2.84 sym/s | Total: 48.3s | ETA: 20.6m [2025-11-26T17:05:51.223861] [INFO ] [sig ] [138/3639] Forecasting ALKS... [2025-11-26T17:05:51.223893] [INFO ] [sig ] Generating forecast for: ALKS [2025-11-26T17:05:51.223928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'. [2025-11-26T17:05:51.234369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALKS'. [2025-11-26T17:05:51.234704] [INFO ] [FORECASTER] Starting predict_future for ALKS [2025-11-26T17:05:51.235512] [DEBUG] [LOCAL ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt [2025-11-26T17:05:51.235568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:51.235602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:51.235634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:51.235720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:51.292862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:51.293478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:51.293563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:51.293598] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:51.410301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:51.410452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:51.410495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:51.410527] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:51.413875] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=9.28%) [2025-11-26T17:05:51.414147] [INFO ] [FORECASTER] Completed predict_future for ALKS [2025-11-26T17:05:51.414275] [INFO ] [sig ] ALKS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:51.555220] [INFO ] [LOCAL ] Saved forecast: ALKS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALKS.txt [2025-11-26T17:05:51.555381] [INFO ] [sig ] [138/3639] Completed ALKS in 0.3s | 2.84 sym/s | Total: 48.6s | ETA: 20.6m [2025-11-26T17:05:51.555425] [INFO ] [sig ] [139/3639] Forecasting ALL... [2025-11-26T17:05:51.555458] [INFO ] [sig ] Generating forecast for: ALL [2025-11-26T17:05:51.555493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-11-26T17:05:51.566206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALL'. [2025-11-26T17:05:51.566593] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-11-26T17:05:51.567445] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-11-26T17:05:51.567501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:51.567535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:51.567563] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:51.567623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:51.624194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:51.625067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:51.625187] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:51.625224] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:51.741302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:51.741475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:51.741517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:51.741548] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:51.745087] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-11-26T17:05:51.745373] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-11-26T17:05:51.745508] [INFO ] [sig ] ALL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:51.887069] [INFO ] [LOCAL ] Saved forecast: ALL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALL.txt [2025-11-26T17:05:51.887203] [INFO ] [sig ] [139/3639] Completed ALL in 0.3s | 2.84 sym/s | Total: 48.9s | ETA: 20.5m [2025-11-26T17:05:51.887245] [INFO ] [sig ] [140/3639] Forecasting ALLE... [2025-11-26T17:05:51.887278] [INFO ] [sig ] Generating forecast for: ALLE [2025-11-26T17:05:51.887310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-11-26T17:05:51.897974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLE'. [2025-11-26T17:05:51.898265] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-11-26T17:05:51.899068] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-11-26T17:05:51.899123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:51.899168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:51.899199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:51.899260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:51.958467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:51.959194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:51.959279] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:51.959314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:52.077854] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:52.078027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:52.078069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:52.078098] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:52.081463] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=8.66%) [2025-11-26T17:05:52.081772] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-11-26T17:05:52.081911] [INFO ] [sig ] ALLE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:52.223476] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALLE.txt [2025-11-26T17:05:52.223625] [INFO ] [sig ] [140/3639] Completed ALLE in 0.3s | 2.84 sym/s | Total: 49.3s | ETA: 20.5m [2025-11-26T17:05:52.223692] [INFO ] [sig ] [141/3639] Forecasting ALLO... [2025-11-26T17:05:52.223735] [INFO ] [sig ] Generating forecast for: ALLO [2025-11-26T17:05:52.223767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'. [2025-11-26T17:05:52.234226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLO'. [2025-11-26T17:05:52.234516] [INFO ] [FORECASTER] Starting predict_future for ALLO [2025-11-26T17:05:52.235317] [DEBUG] [LOCAL ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt [2025-11-26T17:05:52.235374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:52.235408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:52.235437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:52.235497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:52.291604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:52.292427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:52.292515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:52.292551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:52.410102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:52.410265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:52.410306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:52.410337] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:52.413691] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=11.96%) [2025-11-26T17:05:52.413965] [INFO ] [FORECASTER] Completed predict_future for ALLO [2025-11-26T17:05:52.414094] [INFO ] [sig ] ALLO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:52.554442] [INFO ] [LOCAL ] Saved forecast: ALLO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALLO.txt [2025-11-26T17:05:52.554567] [INFO ] [sig ] [141/3639] Completed ALLO in 0.3s | 2.84 sym/s | Total: 49.6s | ETA: 20.5m [2025-11-26T17:05:52.554608] [INFO ] [sig ] [142/3639] Forecasting ALLY... [2025-11-26T17:05:52.554656] [INFO ] [sig ] Generating forecast for: ALLY [2025-11-26T17:05:52.554698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-11-26T17:05:52.565697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLY'. [2025-11-26T17:05:52.566045] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-11-26T17:05:52.566895] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-11-26T17:05:52.566950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:52.566986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:52.567014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:52.567075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:52.627280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:52.628411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:52.628510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:52.628547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:52.752170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:52.752329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:52.752370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:52.752400] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:52.755738] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=4.02%) [2025-11-26T17:05:52.756017] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-11-26T17:05:52.756149] [INFO ] [sig ] ALLY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:52.899187] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALLY.txt [2025-11-26T17:05:52.899363] [INFO ] [sig ] [142/3639] Completed ALLY in 0.3s | 2.84 sym/s | Total: 49.9s | ETA: 20.5m [2025-11-26T17:05:52.899408] [INFO ] [sig ] [143/3639] Forecasting ALMS... [2025-11-26T17:05:52.899440] [INFO ] [sig ] Generating forecast for: ALMS [2025-11-26T17:05:52.899473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'. [2025-11-26T17:05:52.910392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALMS'. [2025-11-26T17:05:52.910707] [INFO ] [FORECASTER] Starting predict_future for ALMS [2025-11-26T17:05:52.911503] [DEBUG] [LOCAL ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt [2025-11-26T17:05:52.911559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:52.911593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:52.911622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:52.911715] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:52.968733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:52.969412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:52.969497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:52.969532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:53.098013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:53.098180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:53.098221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:53.098251] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:53.101688] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=6.33%) [2025-11-26T17:05:53.101984] [INFO ] [FORECASTER] Completed predict_future for ALMS [2025-11-26T17:05:53.102125] [INFO ] [sig ] ALMS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:53.244605] [INFO ] [LOCAL ] Saved forecast: ALMS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALMS.txt [2025-11-26T17:05:53.244762] [INFO ] [sig ] [143/3639] Completed ALMS in 0.3s | 2.84 sym/s | Total: 50.3s | ETA: 20.5m [2025-11-26T17:05:53.244812] [INFO ] [sig ] [144/3639] Forecasting ALNY... [2025-11-26T17:05:53.244846] [INFO ] [sig ] Generating forecast for: ALNY [2025-11-26T17:05:53.244879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'. [2025-11-26T17:05:53.255554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALNY'. [2025-11-26T17:05:53.255871] [INFO ] [FORECASTER] Starting predict_future for ALNY [2025-11-26T17:05:53.256687] [DEBUG] [LOCAL ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt [2025-11-26T17:05:53.256744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:53.256779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:53.256808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:53.256869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:53.313985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:53.314905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:53.314993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:53.315028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:53.437006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:53.437160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:53.437199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:53.437229] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:53.440546] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=79.80%) [2025-11-26T17:05:53.440841] [INFO ] [FORECASTER] Completed predict_future for ALNY [2025-11-26T17:05:53.440971] [INFO ] [sig ] ALNY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:53.581860] [INFO ] [LOCAL ] Saved forecast: ALNY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALNY.txt [2025-11-26T17:05:53.581991] [INFO ] [sig ] [144/3639] Completed ALNY in 0.3s | 2.84 sym/s | Total: 50.6s | ETA: 20.5m [2025-11-26T17:05:53.582032] [INFO ] [sig ] [145/3639] Forecasting ALRM... [2025-11-26T17:05:53.582062] [INFO ] [sig ] Generating forecast for: ALRM [2025-11-26T17:05:53.582093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'. [2025-11-26T17:05:53.592264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRM'. [2025-11-26T17:05:53.592553] [INFO ] [FORECASTER] Starting predict_future for ALRM [2025-11-26T17:05:53.593379] [DEBUG] [LOCAL ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt [2025-11-26T17:05:53.593434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:53.593468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:53.593497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:53.593556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:53.651808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:53.652566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:53.652677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:53.652718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:53.783324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:53.783487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:53.783534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:53.783566] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:53.787166] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-11-26T17:05:53.787461] [INFO ] [FORECASTER] Completed predict_future for ALRM [2025-11-26T17:05:53.787613] [INFO ] [sig ] ALRM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:53.928724] [INFO ] [LOCAL ] Saved forecast: ALRM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALRM.txt [2025-11-26T17:05:53.928879] [INFO ] [sig ] [145/3639] Completed ALRM in 0.3s | 2.84 sym/s | Total: 51.0s | ETA: 20.5m [2025-11-26T17:05:53.928923] [INFO ] [sig ] [146/3639] Forecasting ALRS... [2025-11-26T17:05:53.928987] [INFO ] [sig ] Generating forecast for: ALRS [2025-11-26T17:05:53.929027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'. [2025-11-26T17:05:53.939122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRS'. [2025-11-26T17:05:53.939414] [INFO ] [FORECASTER] Starting predict_future for ALRS [2025-11-26T17:05:53.940221] [DEBUG] [LOCAL ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt [2025-11-26T17:05:53.940275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:53.940336] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:53.940366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:53.940426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:53.996385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:53.997110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:53.997194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:53.997229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:54.117589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:54.117744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:54.117785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:54.117815] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:54.121684] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=26.81%) [2025-11-26T17:05:54.121962] [INFO ] [FORECASTER] Completed predict_future for ALRS [2025-11-26T17:05:54.122095] [INFO ] [sig ] ALRS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:54.270410] [INFO ] [LOCAL ] Saved forecast: ALRS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALRS.txt [2025-11-26T17:05:54.270551] [INFO ] [sig ] [146/3639] Completed ALRS in 0.3s | 2.84 sym/s | Total: 51.3s | ETA: 20.5m [2025-11-26T17:05:54.270593] [INFO ] [sig ] [147/3639] Forecasting ALSN... [2025-11-26T17:05:54.270625] [INFO ] [sig ] Generating forecast for: ALSN [2025-11-26T17:05:54.270707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-11-26T17:05:54.282281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALSN'. [2025-11-26T17:05:54.282564] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-11-26T17:05:54.283391] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-11-26T17:05:54.283447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:54.283481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:54.283510] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:54.283571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:54.341476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:54.342459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:54.342552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:54.342589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:54.461405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:54.461571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:54.461632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:54.461689] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:54.465535] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=61.00%) [2025-11-26T17:05:54.465848] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-11-26T17:05:54.465989] [INFO ] [sig ] ALSN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:54.612280] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALSN.txt [2025-11-26T17:05:54.612452] [INFO ] [sig ] [147/3639] Completed ALSN in 0.3s | 2.85 sym/s | Total: 51.7s | ETA: 20.5m [2025-11-26T17:05:54.612496] [INFO ] [sig ] [148/3639] Forecasting ALTG... [2025-11-26T17:05:54.612527] [INFO ] [sig ] Generating forecast for: ALTG [2025-11-26T17:05:54.612597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-11-26T17:05:54.622789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTG'. [2025-11-26T17:05:54.623076] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-11-26T17:05:54.623940] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-11-26T17:05:54.623995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:54.624029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:54.624059] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:54.624118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:54.681337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:54.682163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:54.682253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:54.682289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:54.802875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:54.803031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:54.803073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:54.803103] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:54.806444] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-11-26T17:05:54.806759] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-11-26T17:05:54.806899] [INFO ] [sig ] ALTG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:54.948962] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALTG.txt [2025-11-26T17:05:54.949119] [INFO ] [sig ] [148/3639] Completed ALTG in 0.3s | 2.85 sym/s | Total: 52.0s | ETA: 20.4m [2025-11-26T17:05:54.949161] [INFO ] [sig ] [149/3639] Forecasting ALTI... [2025-11-26T17:05:54.949230] [INFO ] [sig ] Generating forecast for: ALTI [2025-11-26T17:05:54.949265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'. [2025-11-26T17:05:54.959725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTI'. [2025-11-26T17:05:54.960122] [INFO ] [FORECASTER] Starting predict_future for ALTI [2025-11-26T17:05:54.960991] [DEBUG] [LOCAL ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt [2025-11-26T17:05:54.961048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:54.961083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:54.961112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:54.961172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:55.017575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:55.018417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:55.018525] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:55.018561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:55.138100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:55.138266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:55.138309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:55.138373] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:55.141838] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=88.27%) [2025-11-26T17:05:55.142117] [INFO ] [FORECASTER] Completed predict_future for ALTI [2025-11-26T17:05:55.142252] [INFO ] [sig ] ALTI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:55.297349] [INFO ] [LOCAL ] Saved forecast: ALTI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALTI.txt [2025-11-26T17:05:55.297543] [INFO ] [sig ] [149/3639] Completed ALTI in 0.3s | 2.85 sym/s | Total: 52.3s | ETA: 20.4m [2025-11-26T17:05:55.297622] [INFO ] [sig ] [150/3639] Forecasting ALTS... [2025-11-26T17:05:55.297686] [INFO ] [sig ] Generating forecast for: ALTS [2025-11-26T17:05:55.297723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'. [2025-11-26T17:05:55.308809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTS'. [2025-11-26T17:05:55.309129] [INFO ] [FORECASTER] Starting predict_future for ALTS [2025-11-26T17:05:55.309989] [DEBUG] [LOCAL ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt [2025-11-26T17:05:55.310046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:55.310082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:55.310113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:55.310176] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:55.370735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:55.371595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:55.371706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:55.371744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:55.495717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:55.495886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:55.495927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:55.495957] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:55.499621] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=23.63%) [2025-11-26T17:05:55.499961] [INFO ] [FORECASTER] Completed predict_future for ALTS [2025-11-26T17:05:55.500099] [INFO ] [sig ] ALTS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:55.645557] [INFO ] [LOCAL ] Saved forecast: ALTS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALTS.txt [2025-11-26T17:05:55.645741] [INFO ] [sig ] [150/3639] Completed ALTS in 0.3s | 2.85 sym/s | Total: 52.7s | ETA: 20.4m [2025-11-26T17:05:55.645821] [INFO ] [sig ] [151/3639] Forecasting ALTY... [2025-11-26T17:05:55.645858] [INFO ] [sig ] Generating forecast for: ALTY [2025-11-26T17:05:55.645891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'. [2025-11-26T17:05:55.656932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTY'. [2025-11-26T17:05:55.657295] [INFO ] [FORECASTER] Starting predict_future for ALTY [2025-11-26T17:05:55.658165] [DEBUG] [LOCAL ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt [2025-11-26T17:05:55.658221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:55.658267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:55.658298] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:55.658360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:55.716037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:55.716921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:55.717014] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:55.717049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:55.824955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:55.825130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:55.825171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:55.825203] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:55.828596] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=53.13%) [2025-11-26T17:05:55.828900] [INFO ] [FORECASTER] Completed predict_future for ALTY [2025-11-26T17:05:55.829034] [INFO ] [sig ] ALTY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:55.970589] [INFO ] [LOCAL ] Saved forecast: ALTY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALTY.txt [2025-11-26T17:05:55.970749] [INFO ] [sig ] [151/3639] Completed ALTY in 0.3s | 2.85 sym/s | Total: 53.0s | ETA: 20.4m [2025-11-26T17:05:55.970829] [INFO ] [sig ] [152/3639] Forecasting ALVO... [2025-11-26T17:05:55.970863] [INFO ] [sig ] Generating forecast for: ALVO [2025-11-26T17:05:55.970898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'. [2025-11-26T17:05:55.981105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALVO'. [2025-11-26T17:05:55.981400] [INFO ] [FORECASTER] Starting predict_future for ALVO [2025-11-26T17:05:55.982216] [DEBUG] [LOCAL ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt [2025-11-26T17:05:55.982271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:55.982306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:55.982334] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:55.982393] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:56.042502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:56.043346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:56.043454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:56.043493] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:56.164377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:56.164535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:56.164577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:56.164608] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:56.168147] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=9.14%) [2025-11-26T17:05:56.168438] [INFO ] [FORECASTER] Completed predict_future for ALVO [2025-11-26T17:05:56.168576] [INFO ] [sig ] ALVO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:56.309432] [INFO ] [LOCAL ] Saved forecast: ALVO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALVO.txt [2025-11-26T17:05:56.309572] [INFO ] [sig ] [152/3639] Completed ALVO in 0.3s | 2.85 sym/s | Total: 53.4s | ETA: 20.4m [2025-11-26T17:05:56.309614] [INFO ] [sig ] [153/3639] Forecasting ALX... [2025-11-26T17:05:56.309703] [INFO ] [sig ] Generating forecast for: ALX [2025-11-26T17:05:56.309747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-11-26T17:05:56.319760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALX'. [2025-11-26T17:05:56.320109] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-11-26T17:05:56.321199] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-11-26T17:05:56.321255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:56.321289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:56.321319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:56.321396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:56.378310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:56.379200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:56.379292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:56.379328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:56.489682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:56.489869] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T17:05:56.489918] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:56.489949] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:56.493420] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=90.71%) [2025-11-26T17:05:56.493832] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-11-26T17:05:56.493995] [INFO ] [sig ] ALX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:56.640192] [INFO ] [LOCAL ] Saved forecast: ALX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALX.txt [2025-11-26T17:05:56.640358] [INFO ] [sig ] [153/3639] Completed ALX in 0.3s | 2.85 sym/s | Total: 53.7s | ETA: 20.4m [2025-11-26T17:05:56.640400] [INFO ] [sig ] [154/3639] Forecasting ALXO... [2025-11-26T17:05:56.640431] [INFO ] [sig ] Generating forecast for: ALXO [2025-11-26T17:05:56.640463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'. [2025-11-26T17:05:56.651522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALXO'. [2025-11-26T17:05:56.651916] [INFO ] [FORECASTER] Starting predict_future for ALXO [2025-11-26T17:05:56.652746] [DEBUG] [LOCAL ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt [2025-11-26T17:05:56.652803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:56.652839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:56.652870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:56.652931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:56.709600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:56.710489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:56.710579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:56.710614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:56.827013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:56.827196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:56.827239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:56.827269] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:56.830829] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=44.01%) [2025-11-26T17:05:56.831120] [INFO ] [FORECASTER] Completed predict_future for ALXO [2025-11-26T17:05:56.831258] [INFO ] [sig ] ALXO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:56.973483] [INFO ] [LOCAL ] Saved forecast: ALXO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ALXO.txt [2025-11-26T17:05:56.973663] [INFO ] [sig ] [154/3639] Completed ALXO in 0.3s | 2.85 sym/s | Total: 54.0s | ETA: 20.4m [2025-11-26T17:05:56.973709] [INFO ] [sig ] [155/3639] Forecasting ALZN... [2025-11-26T17:05:56.973785] [INFO ] [sig ] Generating forecast for: ALZN [2025-11-26T17:05:56.973819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'. [2025-11-26T17:05:56.983676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALZN'. [2025-11-26T17:05:56.984078] [INFO ] [FORECASTER] Starting predict_future for ALZN [2025-11-26T17:05:56.984914] [DEBUG] [LOCAL ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt [2025-11-26T17:05:56.984970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:56.985005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:56.985034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:56.985094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:57.044041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:57.045070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:57.045167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:57.045206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:57.166425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:57.166597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:57.166639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:57.166698] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:57.170276] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=71.61%) [2025-11-26T17:05:57.170565] [INFO ] [FORECASTER] Completed predict_future for ALZN [2025-11-26T17:05:57.170728] [INFO ] [sig ] ALZN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:57.319753] [INFO ] [LOCAL ] Saved forecast: ALZN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ALZN.txt [2025-11-26T17:05:57.319925] [INFO ] [sig ] [155/3639] Completed ALZN in 0.3s | 2.85 sym/s | Total: 54.4s | ETA: 20.4m [2025-11-26T17:05:57.319971] [INFO ] [sig ] [156/3639] Forecasting AM... [2025-11-26T17:05:57.320006] [INFO ] [sig ] Generating forecast for: AM [2025-11-26T17:05:57.320074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-11-26T17:05:57.331455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AM'. [2025-11-26T17:05:57.331826] [INFO ] [FORECASTER] Starting predict_future for AM [2025-11-26T17:05:57.332665] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-11-26T17:05:57.332723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:57.332759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:57.332790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:57.332858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:57.393072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:57.393808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:57.393928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:57.393966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:57.515169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:57.515330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:57.515372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:57.515403] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:57.518834] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=86.36%) [2025-11-26T17:05:57.519116] [INFO ] [FORECASTER] Completed predict_future for AM [2025-11-26T17:05:57.519254] [INFO ] [sig ] AM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:57.664500] [INFO ] [LOCAL ] Saved forecast: AM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AM.txt [2025-11-26T17:05:57.664683] [INFO ] [sig ] [156/3639] Completed AM in 0.3s | 2.85 sym/s | Total: 54.7s | ETA: 20.4m [2025-11-26T17:05:57.664729] [INFO ] [sig ] [157/3639] Forecasting AMAL... [2025-11-26T17:05:57.664760] [INFO ] [sig ] Generating forecast for: AMAL [2025-11-26T17:05:57.664794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'. [2025-11-26T17:05:57.675430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMAL'. [2025-11-26T17:05:57.675829] [INFO ] [FORECASTER] Starting predict_future for AMAL [2025-11-26T17:05:57.676636] [DEBUG] [LOCAL ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt [2025-11-26T17:05:57.676715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:57.676750] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:57.676779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:57.676840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:57.736242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:57.737092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:57.737183] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:57.737221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:57.857190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:57.857552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:57.857808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:57.857845] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:57.861714] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=93.77%) [2025-11-26T17:05:57.862016] [INFO ] [FORECASTER] Completed predict_future for AMAL [2025-11-26T17:05:57.862179] [INFO ] [sig ] AMAL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:58.010494] [INFO ] [LOCAL ] Saved forecast: AMAL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMAL.txt [2025-11-26T17:05:58.010701] [INFO ] [sig ] [157/3639] Completed AMAL in 0.3s | 2.85 sym/s | Total: 55.1s | ETA: 20.4m [2025-11-26T17:05:58.010748] [INFO ] [sig ] [158/3639] Forecasting AMBA... [2025-11-26T17:05:58.010779] [INFO ] [sig ] Generating forecast for: AMBA [2025-11-26T17:05:58.010814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'. [2025-11-26T17:05:58.021683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBA'. [2025-11-26T17:05:58.022141] [INFO ] [FORECASTER] Starting predict_future for AMBA [2025-11-26T17:05:58.022989] [DEBUG] [LOCAL ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt [2025-11-26T17:05:58.023043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:58.023078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:58.023107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:58.023177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:58.081781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:58.082720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:58.082826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:58.082871] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:58.207720] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:58.207895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:58.207943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:58.207994] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:58.211412] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=9.87%) [2025-11-26T17:05:58.211711] [INFO ] [FORECASTER] Completed predict_future for AMBA [2025-11-26T17:05:58.211851] [INFO ] [sig ] AMBA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:58.354673] [INFO ] [LOCAL ] Saved forecast: AMBA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMBA.txt [2025-11-26T17:05:58.354831] [INFO ] [sig ] [158/3639] Completed AMBA in 0.3s | 2.85 sym/s | Total: 55.4s | ETA: 20.3m [2025-11-26T17:05:58.354875] [INFO ] [sig ] [159/3639] Forecasting AMBP... [2025-11-26T17:05:58.354906] [INFO ] [sig ] Generating forecast for: AMBP [2025-11-26T17:05:58.354940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-11-26T17:05:58.366565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBP'. [2025-11-26T17:05:58.366962] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-11-26T17:05:58.367847] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-11-26T17:05:58.367904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:58.367939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:58.367968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:58.368028] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:58.434080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:58.435125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:58.435235] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:58.435288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:58.557386] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:58.557567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:58.557609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:58.557661] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:58.561118] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=12.60%) [2025-11-26T17:05:58.561401] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-11-26T17:05:58.561533] [INFO ] [sig ] AMBP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:58.708532] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMBP.txt [2025-11-26T17:05:58.708764] [INFO ] [sig ] [159/3639] Completed AMBP in 0.4s | 2.85 sym/s | Total: 55.8s | ETA: 20.3m [2025-11-26T17:05:58.708811] [INFO ] [sig ] [160/3639] Forecasting AMC... [2025-11-26T17:05:58.708844] [INFO ] [sig ] Generating forecast for: AMC [2025-11-26T17:05:58.708886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-11-26T17:05:58.720163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMC'. [2025-11-26T17:05:58.720551] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-11-26T17:05:58.721443] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-11-26T17:05:58.721498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:58.721532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:58.721561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:58.721620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:58.779224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:58.780137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:58.780236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:58.780291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:58.899882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:58.900059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:58.900101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:58.900131] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:58.903539] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=12.69%) [2025-11-26T17:05:58.903849] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-11-26T17:05:58.903981] [INFO ] [sig ] AMC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:05:59.048052] [INFO ] [LOCAL ] Saved forecast: AMC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMC.txt [2025-11-26T17:05:59.048223] [INFO ] [sig ] [160/3639] Completed AMC in 0.3s | 2.85 sym/s | Total: 56.1s | ETA: 20.3m [2025-11-26T17:05:59.048266] [INFO ] [sig ] [161/3639] Forecasting AMCX... [2025-11-26T17:05:59.048297] [INFO ] [sig ] Generating forecast for: AMCX [2025-11-26T17:05:59.048332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'. [2025-11-26T17:05:59.059259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMCX'. [2025-11-26T17:05:59.059686] [INFO ] [FORECASTER] Starting predict_future for AMCX [2025-11-26T17:05:59.060489] [DEBUG] [LOCAL ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt [2025-11-26T17:05:59.060545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:59.060579] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:59.060609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:59.060691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:59.119002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:59.119911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:59.120002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:59.120037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:59.242216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:59.242389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:59.242430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:59.242461] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:59.245941] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=98.86%) [2025-11-26T17:05:59.246235] [INFO ] [FORECASTER] Completed predict_future for AMCX [2025-11-26T17:05:59.246369] [INFO ] [sig ] AMCX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:59.391459] [INFO ] [LOCAL ] Saved forecast: AMCX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMCX.txt [2025-11-26T17:05:59.391623] [INFO ] [sig ] [161/3639] Completed AMCX in 0.3s | 2.85 sym/s | Total: 56.4s | ETA: 20.3m [2025-11-26T17:05:59.391697] [INFO ] [sig ] [162/3639] Forecasting AMD... [2025-11-26T17:05:59.391732] [INFO ] [sig ] Generating forecast for: AMD [2025-11-26T17:05:59.391765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'. [2025-11-26T17:05:59.402589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMD'. [2025-11-26T17:05:59.402987] [INFO ] [FORECASTER] Starting predict_future for AMD [2025-11-26T17:05:59.403821] [DEBUG] [LOCAL ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt [2025-11-26T17:05:59.403888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:59.403931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:59.403967] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:59.404042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:59.465295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:59.466232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:59.466334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:59.466372] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:59.590617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:59.590819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:59.590860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:59.590892] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:59.594375] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=72.33%) [2025-11-26T17:05:59.594686] [INFO ] [FORECASTER] Completed predict_future for AMD [2025-11-26T17:05:59.594838] [INFO ] [sig ] AMD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:05:59.741337] [INFO ] [LOCAL ] Saved forecast: AMD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMD.txt [2025-11-26T17:05:59.741500] [INFO ] [sig ] [162/3639] Completed AMD in 0.3s | 2.85 sym/s | Total: 56.8s | ETA: 20.3m [2025-11-26T17:05:59.741543] [INFO ] [sig ] [163/3639] Forecasting AMDL... [2025-11-26T17:05:59.741575] [INFO ] [sig ] Generating forecast for: AMDL [2025-11-26T17:05:59.741609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'. [2025-11-26T17:05:59.752567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMDL'. [2025-11-26T17:05:59.753047] [INFO ] [FORECASTER] Starting predict_future for AMDL [2025-11-26T17:05:59.753882] [DEBUG] [LOCAL ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt [2025-11-26T17:05:59.753936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:05:59.753999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:05:59.754029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:05:59.754092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:05:59.811871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:05:59.812748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:05:59.812838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:05:59.812878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:05:59.938589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:05:59.938793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:05:59.938836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:05:59.938867] [INFO ] [FORECASTER] Training complete [2025-11-26T17:05:59.942319] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=64.37%) [2025-11-26T17:05:59.942617] [INFO ] [FORECASTER] Completed predict_future for AMDL [2025-11-26T17:05:59.942774] [INFO ] [sig ] AMDL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:00.086733] [INFO ] [LOCAL ] Saved forecast: AMDL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMDL.txt [2025-11-26T17:06:00.086868] [INFO ] [sig ] [163/3639] Completed AMDL in 0.3s | 2.85 sym/s | Total: 57.1s | ETA: 20.3m [2025-11-26T17:06:00.086910] [INFO ] [sig ] [164/3639] Forecasting AME... [2025-11-26T17:06:00.086942] [INFO ] [sig ] Generating forecast for: AME [2025-11-26T17:06:00.086976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-11-26T17:06:00.099172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AME'. [2025-11-26T17:06:00.099483] [INFO ] [FORECASTER] Starting predict_future for AME [2025-11-26T17:06:00.100291] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-11-26T17:06:00.100358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:00.100393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:00.100422] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:00.100483] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:00.159126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:00.159751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:00.159832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:00.159867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:00.285779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:00.285978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:00.286021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:00.286051] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:00.289527] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-11-26T17:06:00.289818] [INFO ] [FORECASTER] Completed predict_future for AME [2025-11-26T17:06:00.289946] [INFO ] [sig ] AME: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:00.432777] [INFO ] [LOCAL ] Saved forecast: AME 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AME.txt [2025-11-26T17:06:00.432946] [INFO ] [sig ] [164/3639] Completed AME in 0.3s | 2.85 sym/s | Total: 57.5s | ETA: 20.3m [2025-11-26T17:06:00.432989] [INFO ] [sig ] [165/3639] Forecasting AMG... [2025-11-26T17:06:00.433022] [INFO ] [sig ] Generating forecast for: AMG [2025-11-26T17:06:00.433119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-11-26T17:06:00.444532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMG'. [2025-11-26T17:06:00.444896] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-11-26T17:06:00.445715] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-11-26T17:06:00.445771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:00.445806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:00.445835] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:00.445900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:00.503397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:00.504032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:00.504113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:00.504149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:00.617220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:00.617376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:00.617417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:00.617447] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:00.620766] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=96.34%) [2025-11-26T17:06:00.621068] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-11-26T17:06:00.621198] [INFO ] [sig ] AMG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:00.762521] [INFO ] [LOCAL ] Saved forecast: AMG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMG.txt [2025-11-26T17:06:00.762654] [INFO ] [sig ] [165/3639] Completed AMG in 0.3s | 2.85 sym/s | Total: 57.8s | ETA: 20.3m [2025-11-26T17:06:00.762697] [INFO ] [sig ] [166/3639] Forecasting AMGN... [2025-11-26T17:06:00.762729] [INFO ] [sig ] Generating forecast for: AMGN [2025-11-26T17:06:00.762795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'. [2025-11-26T17:06:00.773681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMGN'. [2025-11-26T17:06:00.774008] [INFO ] [FORECASTER] Starting predict_future for AMGN [2025-11-26T17:06:00.774810] [DEBUG] [LOCAL ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt [2025-11-26T17:06:00.774866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:00.774899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:00.774928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:00.774987] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:00.832687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:00.833293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:00.833374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:00.833409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:00.949589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:00.949728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:00.949768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:00.950219] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:00.953466] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=45.12%) [2025-11-26T17:06:00.953756] [INFO ] [FORECASTER] Completed predict_future for AMGN [2025-11-26T17:06:00.953892] [INFO ] [sig ] AMGN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:01.095308] [INFO ] [LOCAL ] Saved forecast: AMGN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMGN.txt [2025-11-26T17:06:01.095446] [INFO ] [sig ] [166/3639] Completed AMGN in 0.3s | 2.85 sym/s | Total: 58.1s | ETA: 20.3m [2025-11-26T17:06:01.095488] [INFO ] [sig ] [167/3639] Forecasting AMH... [2025-11-26T17:06:01.095548] [INFO ] [sig ] Generating forecast for: AMH [2025-11-26T17:06:01.095587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-11-26T17:06:01.107009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMH'. [2025-11-26T17:06:01.107439] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-11-26T17:06:01.108307] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-11-26T17:06:01.108364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:01.108399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:01.108428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:01.108489] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:01.165720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:01.166555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:01.166669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:01.166708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:01.285169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:01.285346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:01.285388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:01.285417] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:01.288905] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=59.73%) [2025-11-26T17:06:01.289184] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-11-26T17:06:01.289314] [INFO ] [sig ] AMH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:01.431968] [INFO ] [LOCAL ] Saved forecast: AMH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMH.txt [2025-11-26T17:06:01.432197] [INFO ] [sig ] [167/3639] Completed AMH in 0.3s | 2.86 sym/s | Total: 58.5s | ETA: 20.3m [2025-11-26T17:06:01.432255] [INFO ] [sig ] [168/3639] Forecasting AMLX... [2025-11-26T17:06:01.432299] [INFO ] [sig ] Generating forecast for: AMLX [2025-11-26T17:06:01.432382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'. [2025-11-26T17:06:01.443386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMLX'. [2025-11-26T17:06:01.443824] [INFO ] [FORECASTER] Starting predict_future for AMLX [2025-11-26T17:06:01.444698] [DEBUG] [LOCAL ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt [2025-11-26T17:06:01.444755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:01.444799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:01.444838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:01.444914] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:01.503200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:01.504122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:01.504219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:01.504257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:01.624559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:01.624789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:01.624846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:01.624888] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:01.628532] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=53.24%) [2025-11-26T17:06:01.628897] [INFO ] [FORECASTER] Completed predict_future for AMLX [2025-11-26T17:06:01.629061] [INFO ] [sig ] AMLX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:01.776513] [INFO ] [LOCAL ] Saved forecast: AMLX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMLX.txt [2025-11-26T17:06:01.776709] [INFO ] [sig ] [168/3639] Completed AMLX in 0.3s | 2.86 sym/s | Total: 58.8s | ETA: 20.3m [2025-11-26T17:06:01.776755] [INFO ] [sig ] [169/3639] Forecasting AMN... [2025-11-26T17:06:01.776825] [INFO ] [sig ] Generating forecast for: AMN [2025-11-26T17:06:01.776864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-11-26T17:06:01.788677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMN'. [2025-11-26T17:06:01.789091] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-11-26T17:06:01.789960] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-11-26T17:06:01.790018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:01.790053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:01.790084] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:01.790148] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:01.849971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:01.850894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:01.850991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:01.851028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:01.972522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:01.972770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:01.972825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:01.972867] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:01.976787] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=92.46%) [2025-11-26T17:06:01.977243] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-11-26T17:06:01.977453] [INFO ] [sig ] AMN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:02.122910] [INFO ] [LOCAL ] Saved forecast: AMN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMN.txt [2025-11-26T17:06:02.123077] [INFO ] [sig ] [169/3639] Completed AMN in 0.3s | 2.86 sym/s | Total: 59.2s | ETA: 20.2m [2025-11-26T17:06:02.123121] [INFO ] [sig ] [170/3639] Forecasting AMPG... [2025-11-26T17:06:02.123153] [INFO ] [sig ] Generating forecast for: AMPG [2025-11-26T17:06:02.123187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'. [2025-11-26T17:06:02.134755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPG'. [2025-11-26T17:06:02.135182] [INFO ] [FORECASTER] Starting predict_future for AMPG [2025-11-26T17:06:02.136049] [DEBUG] [LOCAL ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt [2025-11-26T17:06:02.136106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:02.136142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:02.136172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:02.136235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:02.197918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:02.198820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:02.198911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:02.198946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:02.320525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:02.320773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:02.320819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:02.320850] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:02.324507] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=34.97%) [2025-11-26T17:06:02.324855] [INFO ] [FORECASTER] Completed predict_future for AMPG [2025-11-26T17:06:02.325006] [INFO ] [sig ] AMPG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:02.472358] [INFO ] [LOCAL ] Saved forecast: AMPG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMPG.txt [2025-11-26T17:06:02.472535] [INFO ] [sig ] [170/3639] Completed AMPG in 0.3s | 2.86 sym/s | Total: 59.5s | ETA: 20.2m [2025-11-26T17:06:02.472583] [INFO ] [sig ] [171/3639] Forecasting AMPH... [2025-11-26T17:06:02.472616] [INFO ] [sig ] Generating forecast for: AMPH [2025-11-26T17:06:02.472708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'. [2025-11-26T17:06:02.483222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPH'. [2025-11-26T17:06:02.483625] [INFO ] [FORECASTER] Starting predict_future for AMPH [2025-11-26T17:06:02.484479] [DEBUG] [LOCAL ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt [2025-11-26T17:06:02.484535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:02.484570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:02.484598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:02.484690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:02.543411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:02.544322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:02.544413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:02.544448] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:02.672122] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:02.672316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:02.672376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:02.672409] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:02.675926] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=33.60%) [2025-11-26T17:06:02.676227] [INFO ] [FORECASTER] Completed predict_future for AMPH [2025-11-26T17:06:02.676366] [INFO ] [sig ] AMPH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:02.822115] [INFO ] [LOCAL ] Saved forecast: AMPH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMPH.txt [2025-11-26T17:06:02.822273] [INFO ] [sig ] [171/3639] Completed AMPH in 0.3s | 2.86 sym/s | Total: 59.9s | ETA: 20.2m [2025-11-26T17:06:02.822316] [INFO ] [sig ] [172/3639] Forecasting AMPL... [2025-11-26T17:06:02.822348] [INFO ] [sig ] Generating forecast for: AMPL [2025-11-26T17:06:02.822380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'. [2025-11-26T17:06:02.834550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPL'. [2025-11-26T17:06:02.835024] [INFO ] [FORECASTER] Starting predict_future for AMPL [2025-11-26T17:06:02.835937] [DEBUG] [LOCAL ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt [2025-11-26T17:06:02.835998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:02.836035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:02.836066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:02.836128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:02.895434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:02.896317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:02.896416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:02.896453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:03.010537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:03.010675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:03.010717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:03.010748] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:03.014115] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=98.75%) [2025-11-26T17:06:03.014416] [INFO ] [FORECASTER] Completed predict_future for AMPL [2025-11-26T17:06:03.014554] [INFO ] [sig ] AMPL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:03.154612] [INFO ] [LOCAL ] Saved forecast: AMPL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMPL.txt [2025-11-26T17:06:03.154756] [INFO ] [sig ] [172/3639] Completed AMPL in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:03.154806] [INFO ] [sig ] [173/3639] Forecasting AMPX... [2025-11-26T17:06:03.154838] [INFO ] [sig ] Generating forecast for: AMPX [2025-11-26T17:06:03.154870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-11-26T17:06:03.165264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPX'. [2025-11-26T17:06:03.165596] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-11-26T17:06:03.166398] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-11-26T17:06:03.166455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:03.166489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:03.166519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:03.166580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:03.223008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:03.223666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:03.223801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:03.223838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:03.342373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:03.342519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:03.342559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:03.342589] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:03.345903] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=68.57%) [2025-11-26T17:06:03.346173] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-11-26T17:06:03.346302] [INFO ] [sig ] AMPX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:03.491743] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMPX.txt [2025-11-26T17:06:03.491923] [INFO ] [sig ] [173/3639] Completed AMPX in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:03.492003] [INFO ] [sig ] [174/3639] Forecasting AMRC... [2025-11-26T17:06:03.492039] [INFO ] [sig ] Generating forecast for: AMRC [2025-11-26T17:06:03.492071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-11-26T17:06:03.502779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRC'. [2025-11-26T17:06:03.503101] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-11-26T17:06:03.503941] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-11-26T17:06:03.504008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:03.504049] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:03.504083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:03.504141] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:03.561860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:03.562524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:03.562606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:03.562659] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:03.687295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:03.687457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:03.687498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:03.687528] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:03.690875] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=96.05%) [2025-11-26T17:06:03.691153] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-11-26T17:06:03.691289] [INFO ] [sig ] AMRC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:03.834263] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMRC.txt [2025-11-26T17:06:03.834390] [INFO ] [sig ] [174/3639] Completed AMRC in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:03.834431] [INFO ] [sig ] [175/3639] Forecasting AMRK... [2025-11-26T17:06:03.834463] [INFO ] [sig ] Generating forecast for: AMRK [2025-11-26T17:06:03.834496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'. [2025-11-26T17:06:03.845478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRK'. [2025-11-26T17:06:03.845802] [INFO ] [FORECASTER] Starting predict_future for AMRK [2025-11-26T17:06:03.846615] [DEBUG] [LOCAL ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt [2025-11-26T17:06:03.846689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:03.846735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:03.846766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:03.846826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:03.903989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:03.904727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:03.904812] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:03.904847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:04.022362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:04.022524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:04.022565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:04.022596] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:04.025989] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: UP (p=57.93%) [2025-11-26T17:06:04.026268] [INFO ] [FORECASTER] Completed predict_future for AMRK [2025-11-26T17:06:04.026398] [INFO ] [sig ] AMRK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:04.168474] [INFO ] [LOCAL ] Saved forecast: AMRK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMRK.txt [2025-11-26T17:06:04.168617] [INFO ] [sig ] [175/3639] Completed AMRK in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:04.168679] [INFO ] [sig ] [176/3639] Forecasting AMRN... [2025-11-26T17:06:04.168713] [INFO ] [sig ] Generating forecast for: AMRN [2025-11-26T17:06:04.168747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'. [2025-11-26T17:06:04.179258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRN'. [2025-11-26T17:06:04.179596] [INFO ] [FORECASTER] Starting predict_future for AMRN [2025-11-26T17:06:04.180397] [DEBUG] [LOCAL ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt [2025-11-26T17:06:04.180452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:04.180488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:04.180516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:04.180578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:04.241698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:04.242401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:04.242486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:04.242521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:04.364450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:04.364598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:04.364659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:04.364694] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:04.368049] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=66.84%) [2025-11-26T17:06:04.368334] [INFO ] [FORECASTER] Completed predict_future for AMRN [2025-11-26T17:06:04.368472] [INFO ] [sig ] AMRN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:04.511209] [INFO ] [LOCAL ] Saved forecast: AMRN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMRN.txt [2025-11-26T17:06:04.511392] [INFO ] [sig ] [176/3639] Completed AMRN in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:04.511436] [INFO ] [sig ] [177/3639] Forecasting AMRX... [2025-11-26T17:06:04.511467] [INFO ] [sig ] Generating forecast for: AMRX [2025-11-26T17:06:04.511634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'. [2025-11-26T17:06:04.522308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRX'. [2025-11-26T17:06:04.522665] [INFO ] [FORECASTER] Starting predict_future for AMRX [2025-11-26T17:06:04.523523] [DEBUG] [LOCAL ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt [2025-11-26T17:06:04.523578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:04.523612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:04.523659] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:04.523723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:04.580800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:04.581470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:04.581555] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:04.581589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:04.699805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:04.699974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:04.700016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:04.700051] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:04.703445] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=74.65%) [2025-11-26T17:06:04.703739] [INFO ] [FORECASTER] Completed predict_future for AMRX [2025-11-26T17:06:04.703868] [INFO ] [sig ] AMRX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:04.845850] [INFO ] [LOCAL ] Saved forecast: AMRX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMRX.txt [2025-11-26T17:06:04.846000] [INFO ] [sig ] [177/3639] Completed AMRX in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:04.846049] [INFO ] [sig ] [178/3639] Forecasting AMSC... [2025-11-26T17:06:04.846086] [INFO ] [sig ] Generating forecast for: AMSC [2025-11-26T17:06:04.846125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'. [2025-11-26T17:06:04.856368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSC'. [2025-11-26T17:06:04.856684] [INFO ] [FORECASTER] Starting predict_future for AMSC [2025-11-26T17:06:04.857493] [DEBUG] [LOCAL ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt [2025-11-26T17:06:04.857547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:04.857581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:04.857609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:04.857687] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:04.914998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:04.915796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:04.915883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:04.915917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:05.039025] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:05.039206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:05.039247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:05.039278] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:05.042729] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=4.95%) [2025-11-26T17:06:05.043012] [INFO ] [FORECASTER] Completed predict_future for AMSC [2025-11-26T17:06:05.043143] [INFO ] [sig ] AMSC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:05.185627] [INFO ] [LOCAL ] Saved forecast: AMSC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMSC.txt [2025-11-26T17:06:05.185808] [INFO ] [sig ] [178/3639] Completed AMSC in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:05.185859] [INFO ] [sig ] [179/3639] Forecasting AMSF... [2025-11-26T17:06:05.185926] [INFO ] [sig ] Generating forecast for: AMSF [2025-11-26T17:06:05.185961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'. [2025-11-26T17:06:05.196802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSF'. [2025-11-26T17:06:05.197160] [INFO ] [FORECASTER] Starting predict_future for AMSF [2025-11-26T17:06:05.198039] [DEBUG] [LOCAL ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt [2025-11-26T17:06:05.198107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:05.198142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:05.198171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:05.198231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:05.256092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:05.257060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:05.257181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:05.257217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:05.386558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:05.386767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:05.386811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:05.386845] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:05.390780] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=79.64%) [2025-11-26T17:06:05.391191] [INFO ] [FORECASTER] Completed predict_future for AMSF [2025-11-26T17:06:05.391355] [INFO ] [sig ] AMSF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:05.543183] [INFO ] [LOCAL ] Saved forecast: AMSF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMSF.txt [2025-11-26T17:06:05.543338] [INFO ] [sig ] [179/3639] Completed AMSF in 0.4s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:05.543382] [INFO ] [sig ] [180/3639] Forecasting AMTB... [2025-11-26T17:06:05.543414] [INFO ] [sig ] Generating forecast for: AMTB [2025-11-26T17:06:05.543446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-11-26T17:06:05.554638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTB'. [2025-11-26T17:06:05.555037] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-11-26T17:06:05.555916] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-11-26T17:06:05.555976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:05.556050] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:05.556090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:05.556164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:05.614304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:05.615091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:05.615178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:05.615213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:05.739033] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:05.739208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:05.739249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:05.739279] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:05.742629] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=7.37%) [2025-11-26T17:06:05.742934] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-11-26T17:06:05.743108] [INFO ] [sig ] AMTB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:05.884794] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMTB.txt [2025-11-26T17:06:05.884960] [INFO ] [sig ] [180/3639] Completed AMTB in 0.3s | 2.86 sym/s | Total: 1.0m | ETA: 20.2m [2025-11-26T17:06:05.885003] [INFO ] [sig ] [181/3639] Forecasting AMTX... [2025-11-26T17:06:05.885044] [INFO ] [sig ] Generating forecast for: AMTX [2025-11-26T17:06:05.885076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'. [2025-11-26T17:06:05.895875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTX'. [2025-11-26T17:06:05.896197] [INFO ] [FORECASTER] Starting predict_future for AMTX [2025-11-26T17:06:05.897015] [DEBUG] [LOCAL ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt [2025-11-26T17:06:05.897069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:05.897103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:05.897132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:05.897192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:05.953928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:05.954687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:05.954774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:05.954809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:06.073109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:06.073276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:06.073317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:06.073348] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:06.076710] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=5.53%) [2025-11-26T17:06:06.077026] [INFO ] [FORECASTER] Completed predict_future for AMTX [2025-11-26T17:06:06.077164] [INFO ] [sig ] AMTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:06.224763] [INFO ] [LOCAL ] Saved forecast: AMTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMTX.txt [2025-11-26T17:06:06.224917] [INFO ] [sig ] [181/3639] Completed AMTX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:06.224961] [INFO ] [sig ] [182/3639] Forecasting AMWD... [2025-11-26T17:06:06.224992] [INFO ] [sig ] Generating forecast for: AMWD [2025-11-26T17:06:06.225059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'. [2025-11-26T17:06:06.236240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWD'. [2025-11-26T17:06:06.236605] [INFO ] [FORECASTER] Starting predict_future for AMWD [2025-11-26T17:06:06.237538] [DEBUG] [LOCAL ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt [2025-11-26T17:06:06.237595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:06.237629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:06.237685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:06.237748] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:06.297875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:06.298748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:06.298840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:06.298877] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:06.422366] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:06.422530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:06.422594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:06.422667] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:06.426250] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=96.71%) [2025-11-26T17:06:06.426532] [INFO ] [FORECASTER] Completed predict_future for AMWD [2025-11-26T17:06:06.426689] [INFO ] [sig ] AMWD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:06.580166] [INFO ] [LOCAL ] Saved forecast: AMWD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMWD.txt [2025-11-26T17:06:06.580339] [INFO ] [sig ] [182/3639] Completed AMWD in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:06.580401] [INFO ] [sig ] [183/3639] Forecasting AMWL... [2025-11-26T17:06:06.580438] [INFO ] [sig ] Generating forecast for: AMWL [2025-11-26T17:06:06.580508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-11-26T17:06:06.591872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWL'. [2025-11-26T17:06:06.592274] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-11-26T17:06:06.593120] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-11-26T17:06:06.593182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:06.593235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:06.593280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:06.593355] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:06.653946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:06.654847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:06.654950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:06.654994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:06.778837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:06.778980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:06.779027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:06.779088] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:06.782478] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=39.38%) [2025-11-26T17:06:06.782790] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-11-26T17:06:06.782931] [INFO ] [sig ] AMWL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:06.927257] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMWL.txt [2025-11-26T17:06:06.927434] [INFO ] [sig ] [183/3639] Completed AMWL in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:06.927479] [INFO ] [sig ] [184/3639] Forecasting AMX... [2025-11-26T17:06:06.927509] [INFO ] [sig ] Generating forecast for: AMX [2025-11-26T17:06:06.927593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-11-26T17:06:06.941528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMX'. [2025-11-26T17:06:06.942116] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-11-26T17:06:06.943329] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-11-26T17:06:06.943414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:06.943457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:06.943495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:06.943584] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:07.015893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:07.016834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:07.016948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:07.016986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:07.136119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:07.136288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:07.136331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:07.136360] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:07.139841] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=87.97%) [2025-11-26T17:06:07.140119] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-11-26T17:06:07.140250] [INFO ] [sig ] AMX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:07.282308] [INFO ] [LOCAL ] Saved forecast: AMX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMX.txt [2025-11-26T17:06:07.282459] [INFO ] [sig ] [184/3639] Completed AMX in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:07.282501] [INFO ] [sig ] [185/3639] Forecasting AMZD... [2025-11-26T17:06:07.282532] [INFO ] [sig ] Generating forecast for: AMZD [2025-11-26T17:06:07.282566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'. [2025-11-26T17:06:07.294660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZD'. [2025-11-26T17:06:07.295074] [INFO ] [FORECASTER] Starting predict_future for AMZD [2025-11-26T17:06:07.295992] [DEBUG] [LOCAL ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt [2025-11-26T17:06:07.296051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:07.296086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:07.296116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:07.296178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:07.356779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:07.357610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:07.357733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:07.357782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:07.477279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:07.477424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:07.477466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:07.477497] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:07.481027] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=93.65%) [2025-11-26T17:06:07.481336] [INFO ] [FORECASTER] Completed predict_future for AMZD [2025-11-26T17:06:07.481475] [INFO ] [sig ] AMZD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:07.628769] [INFO ] [LOCAL ] Saved forecast: AMZD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AMZD.txt [2025-11-26T17:06:07.628951] [INFO ] [sig ] [185/3639] Completed AMZD in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:07.629000] [INFO ] [sig ] [186/3639] Forecasting AMZN... [2025-11-26T17:06:07.629067] [INFO ] [sig ] Generating forecast for: AMZN [2025-11-26T17:06:07.629112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'. [2025-11-26T17:06:07.639402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZN'. [2025-11-26T17:06:07.639791] [INFO ] [FORECASTER] Starting predict_future for AMZN [2025-11-26T17:06:07.640607] [DEBUG] [LOCAL ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt [2025-11-26T17:06:07.640688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:07.640735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:07.640766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:07.640826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:07.702772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:07.703581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:07.703699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:07.703761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:07.831307] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:07.831454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:07.831496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:07.831527] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:07.835399] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=12.18%) [2025-11-26T17:06:07.835709] [INFO ] [FORECASTER] Completed predict_future for AMZN [2025-11-26T17:06:07.835849] [INFO ] [sig ] AMZN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:07.978431] [INFO ] [LOCAL ] Saved forecast: AMZN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMZN.txt [2025-11-26T17:06:07.978605] [INFO ] [sig ] [186/3639] Completed AMZN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:07.978706] [INFO ] [sig ] [187/3639] Forecasting AMZZ... [2025-11-26T17:06:07.978746] [INFO ] [sig ] Generating forecast for: AMZZ [2025-11-26T17:06:07.978783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'. [2025-11-26T17:06:07.988946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'. [2025-11-26T17:06:07.989303] [INFO ] [FORECASTER] Starting predict_future for AMZZ [2025-11-26T17:06:07.990141] [DEBUG] [LOCAL ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt [2025-11-26T17:06:07.990197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:07.990232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:07.990261] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:07.990321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:08.047637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:08.048523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:08.048613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:08.048674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:08.173320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:08.173509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:08.173568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:08.173605] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:08.177386] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=7.33%) [2025-11-26T17:06:08.177701] [INFO ] [FORECASTER] Completed predict_future for AMZZ [2025-11-26T17:06:08.177838] [INFO ] [sig ] AMZZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:08.326885] [INFO ] [LOCAL ] Saved forecast: AMZZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AMZZ.txt [2025-11-26T17:06:08.327083] [INFO ] [sig ] [187/3639] Completed AMZZ in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:08.327135] [INFO ] [sig ] [188/3639] Forecasting AN... [2025-11-26T17:06:08.327171] [INFO ] [sig ] Generating forecast for: AN [2025-11-26T17:06:08.327254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-11-26T17:06:08.338191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AN'. [2025-11-26T17:06:08.338551] [INFO ] [FORECASTER] Starting predict_future for AN [2025-11-26T17:06:08.339481] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-11-26T17:06:08.339540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:08.339576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:08.339606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:08.339694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:08.396290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:08.397141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:08.397238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:08.397275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:08.522192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:08.522366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:08.522409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:08.522441] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:08.525999] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=87.16%) [2025-11-26T17:06:08.526301] [INFO ] [FORECASTER] Completed predict_future for AN [2025-11-26T17:06:08.526447] [INFO ] [sig ] AN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:08.670743] [INFO ] [LOCAL ] Saved forecast: AN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AN.txt [2025-11-26T17:06:08.670926] [INFO ] [sig ] [188/3639] Completed AN in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:08.670975] [INFO ] [sig ] [189/3639] Forecasting ANAB... [2025-11-26T17:06:08.671006] [INFO ] [sig ] Generating forecast for: ANAB [2025-11-26T17:06:08.671040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'. [2025-11-26T17:06:08.681628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANAB'. [2025-11-26T17:06:08.682046] [INFO ] [FORECASTER] Starting predict_future for ANAB [2025-11-26T17:06:08.682893] [DEBUG] [LOCAL ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt [2025-11-26T17:06:08.682950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:08.682985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:08.683016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:08.683079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:08.744127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:08.745028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:08.745119] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:08.745157] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:08.869287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:08.869457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:08.869499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:08.869531] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:08.873292] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=69.98%) [2025-11-26T17:06:08.873597] [INFO ] [FORECASTER] Completed predict_future for ANAB [2025-11-26T17:06:08.873789] [INFO ] [sig ] ANAB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:09.021599] [INFO ] [LOCAL ] Saved forecast: ANAB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANAB.txt [2025-11-26T17:06:09.021821] [INFO ] [sig ] [189/3639] Completed ANAB in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:09.021873] [INFO ] [sig ] [190/3639] Forecasting ANDE... [2025-11-26T17:06:09.021948] [INFO ] [sig ] Generating forecast for: ANDE [2025-11-26T17:06:09.021997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'. [2025-11-26T17:06:09.034005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANDE'. [2025-11-26T17:06:09.034428] [INFO ] [FORECASTER] Starting predict_future for ANDE [2025-11-26T17:06:09.035295] [DEBUG] [LOCAL ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt [2025-11-26T17:06:09.035365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:09.035410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:09.035442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:09.035504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:09.101794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:09.103053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:09.103194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:09.103235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:09.232521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:09.232710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:09.232754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:09.232786] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:09.236450] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=93.91%) [2025-11-26T17:06:09.236756] [INFO ] [FORECASTER] Completed predict_future for ANDE [2025-11-26T17:06:09.236893] [INFO ] [sig ] ANDE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:09.387021] [INFO ] [LOCAL ] Saved forecast: ANDE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANDE.txt [2025-11-26T17:06:09.387226] [INFO ] [sig ] [190/3639] Completed ANDE in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:09.387277] [INFO ] [sig ] [191/3639] Forecasting ANF... [2025-11-26T17:06:09.387310] [INFO ] [sig ] Generating forecast for: ANF [2025-11-26T17:06:09.387372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-11-26T17:06:09.398189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANF'. [2025-11-26T17:06:09.398570] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-11-26T17:06:09.399447] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-11-26T17:06:09.399503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:09.399536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:09.399564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:09.399623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:09.456929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:09.457730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:09.457815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:09.457851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:09.573111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:09.573295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:09.573338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:09.573368] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:09.576804] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.65%) [2025-11-26T17:06:09.577084] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-11-26T17:06:09.577216] [INFO ] [sig ] ANF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:09.719546] [INFO ] [LOCAL ] Saved forecast: ANF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ANF.txt [2025-11-26T17:06:09.719724] [INFO ] [sig ] [191/3639] Completed ANF in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:09.719769] [INFO ] [sig ] [192/3639] Forecasting ANGI... [2025-11-26T17:06:09.719799] [INFO ] [sig ] Generating forecast for: ANGI [2025-11-26T17:06:09.719832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'. [2025-11-26T17:06:09.731099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGI'. [2025-11-26T17:06:09.731444] [INFO ] [FORECASTER] Starting predict_future for ANGI [2025-11-26T17:06:09.732290] [DEBUG] [LOCAL ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt [2025-11-26T17:06:09.732345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:09.732380] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:09.732410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:09.732470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:09.790140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:09.791013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:09.791105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:09.791141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:09.906694] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:09.906851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:09.906892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:09.906921] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:09.910285] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=8.17%) [2025-11-26T17:06:09.910560] [INFO ] [FORECASTER] Completed predict_future for ANGI [2025-11-26T17:06:09.910711] [INFO ] [sig ] ANGI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:10.051725] [INFO ] [LOCAL ] Saved forecast: ANGI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ANGI.txt [2025-11-26T17:06:10.051868] [INFO ] [sig ] [192/3639] Completed ANGI in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:10.051911] [INFO ] [sig ] [193/3639] Forecasting ANGO... [2025-11-26T17:06:10.051942] [INFO ] [sig ] Generating forecast for: ANGO [2025-11-26T17:06:10.051977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'. [2025-11-26T17:06:10.062511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGO'. [2025-11-26T17:06:10.062879] [INFO ] [FORECASTER] Starting predict_future for ANGO [2025-11-26T17:06:10.063717] [DEBUG] [LOCAL ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt [2025-11-26T17:06:10.063773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:10.063808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:10.063839] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:10.063899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:10.126105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:10.127052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:10.127165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:10.127205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:10.248688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:10.248867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:10.248911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:10.248959] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:10.252541] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=1.90%) [2025-11-26T17:06:10.252856] [INFO ] [FORECASTER] Completed predict_future for ANGO [2025-11-26T17:06:10.252999] [INFO ] [sig ] ANGO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:10.397363] [INFO ] [LOCAL ] Saved forecast: ANGO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ANGO.txt [2025-11-26T17:06:10.397578] [INFO ] [sig ] [193/3639] Completed ANGO in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:10.397662] [INFO ] [sig ] [194/3639] Forecasting ANIK... [2025-11-26T17:06:10.397707] [INFO ] [sig ] Generating forecast for: ANIK [2025-11-26T17:06:10.397784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'. [2025-11-26T17:06:10.413489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIK'. [2025-11-26T17:06:10.414010] [INFO ] [FORECASTER] Starting predict_future for ANIK [2025-11-26T17:06:10.415135] [DEBUG] [LOCAL ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt [2025-11-26T17:06:10.415206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:10.415258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:10.415305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:10.415398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:10.496368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:10.497591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:10.497737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:10.497784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:10.625041] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:10.625204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:10.625247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:10.625277] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:10.629324] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=76.02%) [2025-11-26T17:06:10.629687] [INFO ] [FORECASTER] Completed predict_future for ANIK [2025-11-26T17:06:10.629858] [INFO ] [sig ] ANIK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:10.787159] [INFO ] [LOCAL ] Saved forecast: ANIK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANIK.txt [2025-11-26T17:06:10.787388] [INFO ] [sig ] [194/3639] Completed ANIK in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:10.787441] [INFO ] [sig ] [195/3639] Forecasting ANIP... [2025-11-26T17:06:10.787478] [INFO ] [sig ] Generating forecast for: ANIP [2025-11-26T17:06:10.787520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'. [2025-11-26T17:06:10.798919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIP'. [2025-11-26T17:06:10.799302] [INFO ] [FORECASTER] Starting predict_future for ANIP [2025-11-26T17:06:10.800178] [DEBUG] [LOCAL ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt [2025-11-26T17:06:10.800235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:10.800270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:10.800492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:10.800568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:10.861943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:10.862750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:10.862842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:10.862878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:10.984820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:10.984980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:10.985020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:10.985051] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:10.988389] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=83.25%) [2025-11-26T17:06:10.988683] [INFO ] [FORECASTER] Completed predict_future for ANIP [2025-11-26T17:06:10.988816] [INFO ] [sig ] ANIP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:11.134595] [INFO ] [LOCAL ] Saved forecast: ANIP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANIP.txt [2025-11-26T17:06:11.134754] [INFO ] [sig ] [195/3639] Completed ANIP in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:11.134797] [INFO ] [sig ] [196/3639] Forecasting ANIX... [2025-11-26T17:06:11.134828] [INFO ] [sig ] Generating forecast for: ANIX [2025-11-26T17:06:11.134861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'. [2025-11-26T17:06:11.145427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIX'. [2025-11-26T17:06:11.145800] [INFO ] [FORECASTER] Starting predict_future for ANIX [2025-11-26T17:06:11.146598] [DEBUG] [LOCAL ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt [2025-11-26T17:06:11.146673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:11.146711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:11.146740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:11.146800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:11.204916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:11.205763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:11.205854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:11.205890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:11.324893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:11.325046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:11.325086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:11.325117] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:11.328435] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=77.74%) [2025-11-26T17:06:11.328740] [INFO ] [FORECASTER] Completed predict_future for ANIX [2025-11-26T17:06:11.328874] [INFO ] [sig ] ANIX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:11.475631] [INFO ] [LOCAL ] Saved forecast: ANIX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANIX.txt [2025-11-26T17:06:11.475802] [INFO ] [sig ] [196/3639] Completed ANIX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:11.475844] [INFO ] [sig ] [197/3639] Forecasting ANNX... [2025-11-26T17:06:11.475875] [INFO ] [sig ] Generating forecast for: ANNX [2025-11-26T17:06:11.475909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'. [2025-11-26T17:06:11.486462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANNX'. [2025-11-26T17:06:11.486834] [INFO ] [FORECASTER] Starting predict_future for ANNX [2025-11-26T17:06:11.487697] [DEBUG] [LOCAL ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt [2025-11-26T17:06:11.487753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:11.487818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:11.487850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:11.487922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:11.547831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:11.548741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:11.548833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:11.548871] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:11.668494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:11.668690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:11.668735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:11.668765] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:11.672132] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=98.91%) [2025-11-26T17:06:11.672407] [INFO ] [FORECASTER] Completed predict_future for ANNX [2025-11-26T17:06:11.672538] [INFO ] [sig ] ANNX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:11.825002] [INFO ] [LOCAL ] Saved forecast: ANNX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANNX.txt [2025-11-26T17:06:11.825171] [INFO ] [sig ] [197/3639] Completed ANNX in 0.3s | 2.86 sym/s | Total: 1.1m | ETA: 20.1m [2025-11-26T17:06:11.825215] [INFO ] [sig ] [198/3639] Forecasting ANTX... [2025-11-26T17:06:11.825435] [INFO ] [sig ] Generating forecast for: ANTX [2025-11-26T17:06:11.825469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'. [2025-11-26T17:06:11.837117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANTX'. [2025-11-26T17:06:11.837639] [INFO ] [FORECASTER] Starting predict_future for ANTX [2025-11-26T17:06:11.838578] [DEBUG] [LOCAL ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt [2025-11-26T17:06:11.838660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:11.838700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:11.838729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:11.838790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:11.898682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:11.899597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:11.899710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:11.899750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:12.036056] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:12.036232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:12.036279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:12.036311] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:12.040209] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: DOWN (p=17.34%) [2025-11-26T17:06:12.040525] [INFO ] [FORECASTER] Completed predict_future for ANTX [2025-11-26T17:06:12.040685] [INFO ] [sig ] ANTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:12.196666] [INFO ] [LOCAL ] Saved forecast: ANTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ANTX.txt [2025-11-26T17:06:12.196812] [INFO ] [sig ] [198/3639] Completed ANTX in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.1m [2025-11-26T17:06:12.196854] [INFO ] [sig ] [199/3639] Forecasting ANVS... [2025-11-26T17:06:12.196885] [INFO ] [sig ] Generating forecast for: ANVS [2025-11-26T17:06:12.196919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-11-26T17:06:12.208232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANVS'. [2025-11-26T17:06:12.208614] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-11-26T17:06:12.209494] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-11-26T17:06:12.209585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:12.209625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:12.209684] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:12.209750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:12.268331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:12.269213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:12.269306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:12.269344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:12.393488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:12.393685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:12.393730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:12.393761] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:12.397250] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=98.62%) [2025-11-26T17:06:12.397568] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-11-26T17:06:12.397729] [INFO ] [sig ] ANVS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:12.547536] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ANVS.txt [2025-11-26T17:06:12.547727] [INFO ] [sig ] [199/3639] Completed ANVS in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.1m [2025-11-26T17:06:12.547773] [INFO ] [sig ] [200/3639] Forecasting AOD... [2025-11-26T17:06:12.547807] [INFO ] [sig ] Generating forecast for: AOD [2025-11-26T17:06:12.547843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-11-26T17:06:12.558515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOD'. [2025-11-26T17:06:12.558947] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-11-26T17:06:12.559771] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-11-26T17:06:12.559826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:12.559859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:12.559887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:12.559946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:12.619068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:12.619992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:12.620094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:12.620132] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:12.741735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:12.741911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:12.741953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:12.742015] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:12.745482] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-11-26T17:06:12.745808] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-11-26T17:06:12.745971] [INFO ] [sig ] AOD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:12.895312] [INFO ] [LOCAL ] Saved forecast: AOD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AOD.txt [2025-11-26T17:06:12.895483] [INFO ] [sig ] [200/3639] Completed AOD in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:12.895526] [INFO ] [sig ] [201/3639] Forecasting AOHY... [2025-11-26T17:06:12.895558] [INFO ] [sig ] Generating forecast for: AOHY [2025-11-26T17:06:12.895591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'. [2025-11-26T17:06:12.906563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOHY'. [2025-11-26T17:06:12.906957] [INFO ] [FORECASTER] Starting predict_future for AOHY [2025-11-26T17:06:12.907808] [DEBUG] [LOCAL ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt [2025-11-26T17:06:12.907863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:12.907896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:12.907925] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:12.907983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:12.964998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:12.965628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:12.965730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:12.965766] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:13.080630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:13.080818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:13.080860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:13.080891] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:13.084262] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=97.54%) [2025-11-26T17:06:13.084538] [INFO ] [FORECASTER] Completed predict_future for AOHY [2025-11-26T17:06:13.084691] [INFO ] [sig ] AOHY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:13.234501] [INFO ] [LOCAL ] Saved forecast: AOHY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AOHY.txt [2025-11-26T17:06:13.234663] [INFO ] [sig ] [201/3639] Completed AOHY in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:13.234708] [INFO ] [sig ] [202/3639] Forecasting AON... [2025-11-26T17:06:13.234740] [INFO ] [sig ] Generating forecast for: AON [2025-11-26T17:06:13.234773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-11-26T17:06:13.246341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AON'. [2025-11-26T17:06:13.246771] [INFO ] [FORECASTER] Starting predict_future for AON [2025-11-26T17:06:13.247671] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-11-26T17:06:13.247729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:13.247764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:13.247793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:13.247865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:13.307419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:13.308260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:13.308354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:13.308390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:13.435821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:13.435962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:13.436004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:13.436035] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:13.439516] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-11-26T17:06:13.439819] [INFO ] [FORECASTER] Completed predict_future for AON [2025-11-26T17:06:13.439953] [INFO ] [sig ] AON: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:13.584353] [INFO ] [LOCAL ] Saved forecast: AON 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AON.txt [2025-11-26T17:06:13.584516] [INFO ] [sig ] [202/3639] Completed AON in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:13.584559] [INFO ] [sig ] [203/3639] Forecasting AOS... [2025-11-26T17:06:13.584589] [INFO ] [sig ] Generating forecast for: AOS [2025-11-26T17:06:13.584624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-11-26T17:06:13.595386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOS'. [2025-11-26T17:06:13.595720] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-11-26T17:06:13.596580] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-11-26T17:06:13.596672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:13.596719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:13.596750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:13.596812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:13.657213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:13.658120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:13.658214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:13.658252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:13.780937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:13.781114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:13.781162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:13.781194] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:13.784836] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=20.14%) [2025-11-26T17:06:13.785166] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-11-26T17:06:13.785316] [INFO ] [sig ] AOS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:13.937589] [INFO ] [LOCAL ] Saved forecast: AOS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AOS.txt [2025-11-26T17:06:13.937754] [INFO ] [sig ] [203/3639] Completed AOS in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:13.937798] [INFO ] [sig ] [204/3639] Forecasting AOSL... [2025-11-26T17:06:13.937829] [INFO ] [sig ] Generating forecast for: AOSL [2025-11-26T17:06:13.937863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'. [2025-11-26T17:06:13.949240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOSL'. [2025-11-26T17:06:13.949600] [INFO ] [FORECASTER] Starting predict_future for AOSL [2025-11-26T17:06:13.950507] [DEBUG] [LOCAL ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt [2025-11-26T17:06:13.950563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:13.950598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:13.950629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:13.950713] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:14.012170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:14.013109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:14.013231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:14.013271] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:14.133737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:14.133909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:14.133950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:14.133980] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:14.137404] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=1.36%) [2025-11-26T17:06:14.137764] [INFO ] [FORECASTER] Completed predict_future for AOSL [2025-11-26T17:06:14.137909] [INFO ] [sig ] AOSL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:14.292130] [INFO ] [LOCAL ] Saved forecast: AOSL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AOSL.txt [2025-11-26T17:06:14.292286] [INFO ] [sig ] [204/3639] Completed AOSL in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:14.292328] [INFO ] [sig ] [205/3639] Forecasting AP... [2025-11-26T17:06:14.292360] [INFO ] [sig ] Generating forecast for: AP [2025-11-26T17:06:14.292394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-11-26T17:06:14.303565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AP'. [2025-11-26T17:06:14.304015] [INFO ] [FORECASTER] Starting predict_future for AP [2025-11-26T17:06:14.304959] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-11-26T17:06:14.305018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:14.305053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:14.305081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:14.305141] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:14.368530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:14.369625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:14.369759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:14.369806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:14.511619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:14.511814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:14.511857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:14.511887] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:14.515448] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=52.17%) [2025-11-26T17:06:14.515780] [INFO ] [FORECASTER] Completed predict_future for AP [2025-11-26T17:06:14.515924] [INFO ] [sig ] AP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:14.678567] [INFO ] [LOCAL ] Saved forecast: AP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AP.txt [2025-11-26T17:06:14.678746] [INFO ] [sig ] [205/3639] Completed AP in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:14.678791] [INFO ] [sig ] [206/3639] Forecasting APA... [2025-11-26T17:06:14.678824] [INFO ] [sig ] Generating forecast for: APA [2025-11-26T17:06:14.678891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'. [2025-11-26T17:06:14.689337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APA'. [2025-11-26T17:06:14.689741] [INFO ] [FORECASTER] Starting predict_future for APA [2025-11-26T17:06:14.690629] [DEBUG] [LOCAL ] No optimal features file found for APA: ./output/feature-sets/APA.txt [2025-11-26T17:06:14.690708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:14.690743] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:14.690772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:14.690836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:14.748120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:14.749059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:14.749150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:14.749186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:14.872032] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:14.872204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:14.872269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:14.872301] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:14.875732] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=22.71%) [2025-11-26T17:06:14.876021] [INFO ] [FORECASTER] Completed predict_future for APA [2025-11-26T17:06:14.876155] [INFO ] [sig ] APA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:15.020217] [INFO ] [LOCAL ] Saved forecast: APA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APA.txt [2025-11-26T17:06:15.020378] [INFO ] [sig ] [206/3639] Completed APA in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:15.020421] [INFO ] [sig ] [207/3639] Forecasting APAM... [2025-11-26T17:06:15.020453] [INFO ] [sig ] Generating forecast for: APAM [2025-11-26T17:06:15.020522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-11-26T17:06:15.031156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APAM'. [2025-11-26T17:06:15.031531] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-11-26T17:06:15.032360] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-11-26T17:06:15.032415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:15.032449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:15.032477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:15.032537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:15.089577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:15.090470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:15.090590] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:15.090626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:15.207757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:15.207928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:15.207969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:15.207999] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:15.211428] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-11-26T17:06:15.211739] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-11-26T17:06:15.211873] [INFO ] [sig ] APAM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:15.354699] [INFO ] [LOCAL ] Saved forecast: APAM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APAM.txt [2025-11-26T17:06:15.354865] [INFO ] [sig ] [207/3639] Completed APAM in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:15.354908] [INFO ] [sig ] [208/3639] Forecasting APD... [2025-11-26T17:06:15.354940] [INFO ] [sig ] Generating forecast for: APD [2025-11-26T17:06:15.355005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-11-26T17:06:15.368006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APD'. [2025-11-26T17:06:15.368437] [INFO ] [FORECASTER] Starting predict_future for APD [2025-11-26T17:06:15.369300] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-11-26T17:06:15.369358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:15.369393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:15.369423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:15.369484] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:15.427296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:15.428236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:15.428351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:15.428388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:15.552627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:15.552859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:15.552905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:15.552938] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:15.556382] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T17:06:15.556690] [INFO ] [FORECASTER] Completed predict_future for APD [2025-11-26T17:06:15.556832] [INFO ] [sig ] APD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:15.699724] [INFO ] [LOCAL ] Saved forecast: APD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APD.txt [2025-11-26T17:06:15.699868] [INFO ] [sig ] [208/3639] Completed APD in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:15.699911] [INFO ] [sig ] [209/3639] Forecasting APG... [2025-11-26T17:06:15.699943] [INFO ] [sig ] Generating forecast for: APG [2025-11-26T17:06:15.699976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-11-26T17:06:15.710678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APG'. [2025-11-26T17:06:15.711006] [INFO ] [FORECASTER] Starting predict_future for APG [2025-11-26T17:06:15.711853] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-11-26T17:06:15.711908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:15.711943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:15.711971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:15.712030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:15.768884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:15.769552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:15.769636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:15.769692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:15.891237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:15.891396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:15.891438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:15.891470] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:15.894979] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=6.96%) [2025-11-26T17:06:15.895268] [INFO ] [FORECASTER] Completed predict_future for APG [2025-11-26T17:06:15.895404] [INFO ] [sig ] APG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:16.038502] [INFO ] [LOCAL ] Saved forecast: APG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APG.txt [2025-11-26T17:06:16.038667] [INFO ] [sig ] [209/3639] Completed APG in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:16.038728] [INFO ] [sig ] [210/3639] Forecasting APGE... [2025-11-26T17:06:16.038806] [INFO ] [sig ] Generating forecast for: APGE [2025-11-26T17:06:16.038846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'. [2025-11-26T17:06:16.049618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APGE'. [2025-11-26T17:06:16.049960] [INFO ] [FORECASTER] Starting predict_future for APGE [2025-11-26T17:06:16.050827] [DEBUG] [LOCAL ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt [2025-11-26T17:06:16.050884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:16.050931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:16.050963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:16.051024] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:16.109514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:16.110216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:16.110307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:16.110342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:16.232183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:16.232358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:16.232400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:16.232432] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:16.236070] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=87.50%) [2025-11-26T17:06:16.236405] [INFO ] [FORECASTER] Completed predict_future for APGE [2025-11-26T17:06:16.236552] [INFO ] [sig ] APGE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:16.382043] [INFO ] [LOCAL ] Saved forecast: APGE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APGE.txt [2025-11-26T17:06:16.382243] [INFO ] [sig ] [210/3639] Completed APGE in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:16.382288] [INFO ] [sig ] [211/3639] Forecasting APH... [2025-11-26T17:06:16.382320] [INFO ] [sig ] Generating forecast for: APH [2025-11-26T17:06:16.382390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-11-26T17:06:16.393598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APH'. [2025-11-26T17:06:16.394035] [INFO ] [FORECASTER] Starting predict_future for APH [2025-11-26T17:06:16.394873] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-11-26T17:06:16.394932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:16.394967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:16.394995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:16.395056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:16.457366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:16.458281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:16.458372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:16.458410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:16.576655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:16.576818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:16.576860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:16.576891] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:16.580249] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=41.98%) [2025-11-26T17:06:16.580526] [INFO ] [FORECASTER] Completed predict_future for APH [2025-11-26T17:06:16.580677] [INFO ] [sig ] APH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:16.723462] [INFO ] [LOCAL ] Saved forecast: APH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APH.txt [2025-11-26T17:06:16.723595] [INFO ] [sig ] [211/3639] Completed APH in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:16.723637] [INFO ] [sig ] [212/3639] Forecasting API... [2025-11-26T17:06:16.723691] [INFO ] [sig ] Generating forecast for: API [2025-11-26T17:06:16.723727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'. [2025-11-26T17:06:16.734456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'API'. [2025-11-26T17:06:16.734898] [INFO ] [FORECASTER] Starting predict_future for API [2025-11-26T17:06:16.735743] [DEBUG] [LOCAL ] No optimal features file found for API: ./output/feature-sets/API.txt [2025-11-26T17:06:16.735798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:16.735831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:16.735860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:16.735920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:16.793186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:16.794260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:16.794351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:16.794386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:16.915765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:16.915936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:16.915976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:16.916006] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:16.919766] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=86.61%) [2025-11-26T17:06:16.920069] [INFO ] [FORECASTER] Completed predict_future for API [2025-11-26T17:06:16.920204] [INFO ] [sig ] API: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:17.066320] [INFO ] [LOCAL ] Saved forecast: API 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/API.txt [2025-11-26T17:06:17.066486] [INFO ] [sig ] [212/3639] Completed API in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:17.066528] [INFO ] [sig ] [213/3639] Forecasting APLD... [2025-11-26T17:06:17.066558] [INFO ] [sig ] Generating forecast for: APLD [2025-11-26T17:06:17.066591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'. [2025-11-26T17:06:17.077172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLD'. [2025-11-26T17:06:17.077602] [INFO ] [FORECASTER] Starting predict_future for APLD [2025-11-26T17:06:17.078451] [DEBUG] [LOCAL ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt [2025-11-26T17:06:17.078509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:17.078548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:17.078579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:17.078662] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:17.141911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:17.142814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:17.142905] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:17.142943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:17.261155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:17.261325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:17.261364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:17.261396] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:17.264758] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=66.43%) [2025-11-26T17:06:17.265053] [INFO ] [FORECASTER] Completed predict_future for APLD [2025-11-26T17:06:17.265191] [INFO ] [sig ] APLD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:17.433975] [INFO ] [LOCAL ] Saved forecast: APLD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APLD.txt [2025-11-26T17:06:17.434197] [INFO ] [sig ] [213/3639] Completed APLD in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:17.434254] [INFO ] [sig ] [214/3639] Forecasting APLE... [2025-11-26T17:06:17.434344] [INFO ] [sig ] Generating forecast for: APLE [2025-11-26T17:06:17.434396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-11-26T17:06:17.446101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLE'. [2025-11-26T17:06:17.446562] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-11-26T17:06:17.447497] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-11-26T17:06:17.447560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:17.447629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:17.447696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:17.447761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:17.510927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:17.511872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:17.511962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:17.512001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:17.630267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:17.630442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:17.630486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:17.630519] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:17.634208] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-11-26T17:06:17.634512] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-11-26T17:06:17.634700] [INFO ] [sig ] APLE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:17.788403] [INFO ] [LOCAL ] Saved forecast: APLE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APLE.txt [2025-11-26T17:06:17.788564] [INFO ] [sig ] [214/3639] Completed APLE in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 20.0m [2025-11-26T17:06:17.788606] [INFO ] [sig ] [215/3639] Forecasting APLS... [2025-11-26T17:06:17.788658] [INFO ] [sig ] Generating forecast for: APLS [2025-11-26T17:06:17.788695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'. [2025-11-26T17:06:17.799762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLS'. [2025-11-26T17:06:17.800169] [INFO ] [FORECASTER] Starting predict_future for APLS [2025-11-26T17:06:17.801053] [DEBUG] [LOCAL ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt [2025-11-26T17:06:17.801110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:17.801145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:17.801176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:17.801238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:17.859639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:17.860594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:17.860720] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:17.860760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:17.983922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:17.984094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:17.984136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:17.984166] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:17.987668] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=5.04%) [2025-11-26T17:06:17.987967] [INFO ] [FORECASTER] Completed predict_future for APLS [2025-11-26T17:06:17.988105] [INFO ] [sig ] APLS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:18.131494] [INFO ] [LOCAL ] Saved forecast: APLS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APLS.txt [2025-11-26T17:06:18.131659] [INFO ] [sig ] [215/3639] Completed APLS in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 20.0m [2025-11-26T17:06:18.131705] [INFO ] [sig ] [216/3639] Forecasting APM... [2025-11-26T17:06:18.131736] [INFO ] [sig ] Generating forecast for: APM [2025-11-26T17:06:18.131770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'. [2025-11-26T17:06:18.142262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APM'. [2025-11-26T17:06:18.142710] [INFO ] [FORECASTER] Starting predict_future for APM [2025-11-26T17:06:18.143539] [DEBUG] [LOCAL ] No optimal features file found for APM: ./output/feature-sets/APM.txt [2025-11-26T17:06:18.143594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:18.143629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:18.143682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:18.143744] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:18.200698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:18.201459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:18.201544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:18.201579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:18.317876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:18.318055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:18.318098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:18.318128] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:18.321634] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=36.26%) [2025-11-26T17:06:18.321946] [INFO ] [FORECASTER] Completed predict_future for APM [2025-11-26T17:06:18.322091] [INFO ] [sig ] APM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:18.469686] [INFO ] [LOCAL ] Saved forecast: APM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APM.txt [2025-11-26T17:06:18.469855] [INFO ] [sig ] [216/3639] Completed APM in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:18.469897] [INFO ] [sig ] [217/3639] Forecasting APO... [2025-11-26T17:06:18.469928] [INFO ] [sig ] Generating forecast for: APO [2025-11-26T17:06:18.469962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-11-26T17:06:18.480538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APO'. [2025-11-26T17:06:18.480900] [INFO ] [FORECASTER] Starting predict_future for APO [2025-11-26T17:06:18.481715] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-11-26T17:06:18.481770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:18.481804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:18.481832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:18.481892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:18.538979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:18.539820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:18.539908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:18.539943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:18.663155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:18.663273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:18.663315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:18.663387] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:18.666573] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-11-26T17:06:18.666862] [INFO ] [FORECASTER] Completed predict_future for APO [2025-11-26T17:06:18.666989] [INFO ] [sig ] APO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:18.808551] [INFO ] [LOCAL ] Saved forecast: APO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APO.txt [2025-11-26T17:06:18.808681] [INFO ] [sig ] [217/3639] Completed APO in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:18.808723] [INFO ] [sig ] [218/3639] Forecasting APOG... [2025-11-26T17:06:18.808755] [INFO ] [sig ] Generating forecast for: APOG [2025-11-26T17:06:18.808797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'. [2025-11-26T17:06:18.819037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOG'. [2025-11-26T17:06:18.819307] [INFO ] [FORECASTER] Starting predict_future for APOG [2025-11-26T17:06:18.820111] [DEBUG] [LOCAL ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt [2025-11-26T17:06:18.820165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:18.820200] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:18.820229] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:18.820288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:18.876662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:18.877247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:18.877346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:18.877383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:18.997261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:18.997398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:18.997437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:18.997467] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:19.000605] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=17.47%) [2025-11-26T17:06:19.000888] [INFO ] [FORECASTER] Completed predict_future for APOG [2025-11-26T17:06:19.001013] [INFO ] [sig ] APOG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:19.144389] [INFO ] [LOCAL ] Saved forecast: APOG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APOG.txt [2025-11-26T17:06:19.144521] [INFO ] [sig ] [218/3639] Completed APOG in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:19.144562] [INFO ] [sig ] [219/3639] Forecasting APOS... [2025-11-26T17:06:19.144593] [INFO ] [sig ] Generating forecast for: APOS [2025-11-26T17:06:19.144627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-11-26T17:06:19.155177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOS'. [2025-11-26T17:06:19.155474] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-11-26T17:06:19.156266] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-11-26T17:06:19.156325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:19.156367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:19.156402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:19.156473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:19.214577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:19.215179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:19.215260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:19.215307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:19.339444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:19.339567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:19.339605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:19.339652] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:19.342779] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=59.42%) [2025-11-26T17:06:19.343044] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-11-26T17:06:19.343171] [INFO ] [sig ] APOS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:19.487018] [INFO ] [LOCAL ] Saved forecast: APOS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APOS.txt [2025-11-26T17:06:19.487151] [INFO ] [sig ] [219/3639] Completed APOS in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:19.487191] [INFO ] [sig ] [220/3639] Forecasting APP... [2025-11-26T17:06:19.487223] [INFO ] [sig ] Generating forecast for: APP [2025-11-26T17:06:19.487258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'. [2025-11-26T17:06:19.498969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APP'. [2025-11-26T17:06:19.499436] [INFO ] [FORECASTER] Starting predict_future for APP [2025-11-26T17:06:19.500661] [DEBUG] [LOCAL ] No optimal features file found for APP: ./output/feature-sets/APP.txt [2025-11-26T17:06:19.500737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:19.500786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:19.500826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:19.500916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:19.565105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:19.566026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:19.566120] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:19.566157] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:19.685714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:19.685851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:19.685893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:19.685924] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:19.689485] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=14.80%) [2025-11-26T17:06:19.689839] [INFO ] [FORECASTER] Completed predict_future for APP [2025-11-26T17:06:19.689983] [INFO ] [sig ] APP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:19.838603] [INFO ] [LOCAL ] Saved forecast: APP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APP.txt [2025-11-26T17:06:19.838793] [INFO ] [sig ] [220/3639] Completed APP in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:19.838837] [INFO ] [sig ] [221/3639] Forecasting APPF... [2025-11-26T17:06:19.838869] [INFO ] [sig ] Generating forecast for: APPF [2025-11-26T17:06:19.838904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'. [2025-11-26T17:06:19.849371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPF'. [2025-11-26T17:06:19.849684] [INFO ] [FORECASTER] Starting predict_future for APPF [2025-11-26T17:06:19.850472] [DEBUG] [LOCAL ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt [2025-11-26T17:06:19.850529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:19.850564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:19.850593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:19.850680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:19.909036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:19.909952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:19.910045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:19.910081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:20.029158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:20.029331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:20.029375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:20.029405] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:20.032977] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=48.68%) [2025-11-26T17:06:20.033263] [INFO ] [FORECASTER] Completed predict_future for APPF [2025-11-26T17:06:20.033394] [INFO ] [sig ] APPF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:20.176375] [INFO ] [LOCAL ] Saved forecast: APPF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APPF.txt [2025-11-26T17:06:20.176518] [INFO ] [sig ] [221/3639] Completed APPF in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:20.176559] [INFO ] [sig ] [222/3639] Forecasting APPN... [2025-11-26T17:06:20.176590] [INFO ] [sig ] Generating forecast for: APPN [2025-11-26T17:06:20.176623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'. [2025-11-26T17:06:20.187442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPN'. [2025-11-26T17:06:20.187823] [INFO ] [FORECASTER] Starting predict_future for APPN [2025-11-26T17:06:20.188712] [DEBUG] [LOCAL ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt [2025-11-26T17:06:20.188769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:20.188804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:20.188833] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:20.188893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:20.246853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:20.247671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:20.247759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:20.247794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:20.370573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:20.370735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:20.370793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:20.370838] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:20.374202] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=5.66%) [2025-11-26T17:06:20.374484] [INFO ] [FORECASTER] Completed predict_future for APPN [2025-11-26T17:06:20.374615] [INFO ] [sig ] APPN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:20.520261] [INFO ] [LOCAL ] Saved forecast: APPN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APPN.txt [2025-11-26T17:06:20.520426] [INFO ] [sig ] [222/3639] Completed APPN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:20.520470] [INFO ] [sig ] [223/3639] Forecasting APPS... [2025-11-26T17:06:20.520501] [INFO ] [sig ] Generating forecast for: APPS [2025-11-26T17:06:20.520538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'. [2025-11-26T17:06:20.531841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPS'. [2025-11-26T17:06:20.532267] [INFO ] [FORECASTER] Starting predict_future for APPS [2025-11-26T17:06:20.533168] [DEBUG] [LOCAL ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt [2025-11-26T17:06:20.533241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:20.533277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:20.533308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:20.533376] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:20.603120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:20.604041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:20.604133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:20.604171] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:20.732130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:20.732295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:20.732339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:20.732370] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:20.735871] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=19.39%) [2025-11-26T17:06:20.736160] [INFO ] [FORECASTER] Completed predict_future for APPS [2025-11-26T17:06:20.736294] [INFO ] [sig ] APPS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:20.884309] [INFO ] [LOCAL ] Saved forecast: APPS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APPS.txt [2025-11-26T17:06:20.884474] [INFO ] [sig ] [223/3639] Completed APPS in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:20.884518] [INFO ] [sig ] [224/3639] Forecasting APRE... [2025-11-26T17:06:20.884550] [INFO ] [sig ] Generating forecast for: APRE [2025-11-26T17:06:20.884615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'. [2025-11-26T17:06:20.895046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APRE'. [2025-11-26T17:06:20.895443] [INFO ] [FORECASTER] Starting predict_future for APRE [2025-11-26T17:06:20.896291] [DEBUG] [LOCAL ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt [2025-11-26T17:06:20.896348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:20.896383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:20.896413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:20.896474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:20.954233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:20.955166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:20.955294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:20.955330] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:21.068441] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:21.068607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:21.068671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:21.068706] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:21.072287] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-11-26T17:06:21.072623] [INFO ] [FORECASTER] Completed predict_future for APRE [2025-11-26T17:06:21.072971] [INFO ] [sig ] APRE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:21.250577] [INFO ] [LOCAL ] Saved forecast: APRE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APRE.txt [2025-11-26T17:06:21.250784] [INFO ] [sig ] [224/3639] Completed APRE in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:21.250831] [INFO ] [sig ] [225/3639] Forecasting APVO... [2025-11-26T17:06:21.250895] [INFO ] [sig ] Generating forecast for: APVO [2025-11-26T17:06:21.250936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'. [2025-11-26T17:06:21.267011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APVO'. [2025-11-26T17:06:21.267608] [INFO ] [FORECASTER] Starting predict_future for APVO [2025-11-26T17:06:21.268882] [DEBUG] [LOCAL ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt [2025-11-26T17:06:21.268969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:21.269015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:21.269053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:21.269140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:21.358226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:21.359220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:21.359332] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:21.359381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:21.529067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:21.529266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:21.529310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:21.529341] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:21.533384] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=28.60%) [2025-11-26T17:06:21.533880] [INFO ] [FORECASTER] Completed predict_future for APVO [2025-11-26T17:06:21.534049] [INFO ] [sig ] APVO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:21.716176] [INFO ] [LOCAL ] Saved forecast: APVO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/APVO.txt [2025-11-26T17:06:21.716363] [INFO ] [sig ] [225/3639] Completed APVO in 0.5s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:21.716430] [INFO ] [sig ] [226/3639] Forecasting APYX... [2025-11-26T17:06:21.716531] [INFO ] [sig ] Generating forecast for: APYX [2025-11-26T17:06:21.716586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'. [2025-11-26T17:06:21.728289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APYX'. [2025-11-26T17:06:21.728817] [INFO ] [FORECASTER] Starting predict_future for APYX [2025-11-26T17:06:21.729903] [DEBUG] [LOCAL ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt [2025-11-26T17:06:21.729970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:21.730006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:21.730034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:21.730096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:21.807927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:21.808938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:21.809041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:21.809078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:21.936723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:21.936929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:21.936983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:21.937020] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:21.941272] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=86.34%) [2025-11-26T17:06:21.941710] [INFO ] [FORECASTER] Completed predict_future for APYX [2025-11-26T17:06:21.941881] [INFO ] [sig ] APYX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:22.098761] [INFO ] [LOCAL ] Saved forecast: APYX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/APYX.txt [2025-11-26T17:06:22.098950] [INFO ] [sig ] [226/3639] Completed APYX in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:22.098998] [INFO ] [sig ] [227/3639] Forecasting AQMS... [2025-11-26T17:06:22.099084] [INFO ] [sig ] Generating forecast for: AQMS [2025-11-26T17:06:22.099143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'. [2025-11-26T17:06:22.110947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQMS'. [2025-11-26T17:06:22.111465] [INFO ] [FORECASTER] Starting predict_future for AQMS [2025-11-26T17:06:22.112584] [DEBUG] [LOCAL ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt [2025-11-26T17:06:22.112691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:22.112732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:22.112763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:22.112827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:22.178474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:22.179418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:22.179516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:22.179553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:22.300368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:22.300547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:22.300589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:22.300622] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:22.304389] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=84.27%) [2025-11-26T17:06:22.304747] [INFO ] [FORECASTER] Completed predict_future for AQMS [2025-11-26T17:06:22.304893] [INFO ] [sig ] AQMS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:22.455310] [INFO ] [LOCAL ] Saved forecast: AQMS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AQMS.txt [2025-11-26T17:06:22.455535] [INFO ] [sig ] [227/3639] Completed AQMS in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:22.455583] [INFO ] [sig ] [228/3639] Forecasting AQN... [2025-11-26T17:06:22.455617] [INFO ] [sig ] Generating forecast for: AQN [2025-11-26T17:06:22.455714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-11-26T17:06:22.466700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQN'. [2025-11-26T17:06:22.467029] [INFO ] [FORECASTER] Starting predict_future for AQN [2025-11-26T17:06:22.467901] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-11-26T17:06:22.467958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:22.467993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:22.468021] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:22.468088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:22.526293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:22.527106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:22.527196] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:22.527231] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:22.646016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:22.646184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:22.646226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:22.646256] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:22.649739] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=1.74%) [2025-11-26T17:06:22.650043] [INFO ] [FORECASTER] Completed predict_future for AQN [2025-11-26T17:06:22.650175] [INFO ] [sig ] AQN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:22.793623] [INFO ] [LOCAL ] Saved forecast: AQN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AQN.txt [2025-11-26T17:06:22.793820] [INFO ] [sig ] [228/3639] Completed AQN in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:22.793862] [INFO ] [sig ] [229/3639] Forecasting AQNB... [2025-11-26T17:06:22.793923] [INFO ] [sig ] Generating forecast for: AQNB [2025-11-26T17:06:22.793958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-11-26T17:06:22.807260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQNB'. [2025-11-26T17:06:22.807828] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-11-26T17:06:22.808965] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-11-26T17:06:22.809035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:22.809080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:22.809118] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:22.809207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:22.889516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:22.890453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:22.890545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:22.890582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:22.999683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:22.999856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:22.999898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:22.999928] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:23.003425] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=61.79%) [2025-11-26T17:06:23.003775] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-11-26T17:06:23.003920] [INFO ] [sig ] AQNB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:23.147539] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AQNB.txt [2025-11-26T17:06:23.147691] [INFO ] [sig ] [229/3639] Completed AQNB in 0.4s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:23.147736] [INFO ] [sig ] [230/3639] Forecasting ARBB... [2025-11-26T17:06:23.147770] [INFO ] [sig ] Generating forecast for: ARBB [2025-11-26T17:06:23.147809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'. [2025-11-26T17:06:23.157466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBB'. [2025-11-26T17:06:23.157782] [INFO ] [FORECASTER] Starting predict_future for ARBB [2025-11-26T17:06:23.158569] [DEBUG] [LOCAL ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt [2025-11-26T17:06:23.158624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:23.158688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:23.158719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:23.158779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:23.217481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:23.218099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:23.218180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:23.218215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:23.331846] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:23.332043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:23.332086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:23.332118] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:23.335588] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=99.84%) [2025-11-26T17:06:23.335898] [INFO ] [FORECASTER] Completed predict_future for ARBB [2025-11-26T17:06:23.336041] [INFO ] [sig ] ARBB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:23.480397] [INFO ] [LOCAL ] Saved forecast: ARBB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARBB.txt [2025-11-26T17:06:23.480551] [INFO ] [sig ] [230/3639] Completed ARBB in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:23.480598] [INFO ] [sig ] [231/3639] Forecasting ARBE... [2025-11-26T17:06:23.480629] [INFO ] [sig ] Generating forecast for: ARBE [2025-11-26T17:06:23.480685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'. [2025-11-26T17:06:23.491781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBE'. [2025-11-26T17:06:23.492073] [INFO ] [FORECASTER] Starting predict_future for ARBE [2025-11-26T17:06:23.492913] [DEBUG] [LOCAL ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt [2025-11-26T17:06:23.492968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:23.493031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:23.493062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:23.493122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:23.551280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:23.551900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:23.551983] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:23.552018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:23.675592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:23.675780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:23.675822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:23.675852] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:23.679258] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=67.21%) [2025-11-26T17:06:23.679560] [INFO ] [FORECASTER] Completed predict_future for ARBE [2025-11-26T17:06:23.679708] [INFO ] [sig ] ARBE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:23.823906] [INFO ] [LOCAL ] Saved forecast: ARBE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARBE.txt [2025-11-26T17:06:23.824030] [INFO ] [sig ] [231/3639] Completed ARBE in 0.3s | 2.86 sym/s | Total: 1.3m | ETA: 19.9m [2025-11-26T17:06:23.824071] [INFO ] [sig ] [232/3639] Forecasting ARCB... [2025-11-26T17:06:23.824102] [INFO ] [sig ] Generating forecast for: ARCB [2025-11-26T17:06:23.824134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'. [2025-11-26T17:06:23.834413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCB'. [2025-11-26T17:06:23.834715] [INFO ] [FORECASTER] Starting predict_future for ARCB [2025-11-26T17:06:23.835524] [DEBUG] [LOCAL ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt [2025-11-26T17:06:23.835591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:23.835627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:23.835692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:23.835754] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:23.894248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:23.894956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:23.895042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:23.895077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:24.021293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:24.021493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:24.021535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:24.021566] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:24.025022] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=20.55%) [2025-11-26T17:06:24.025295] [INFO ] [FORECASTER] Completed predict_future for ARCB [2025-11-26T17:06:24.025422] [INFO ] [sig ] ARCB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:24.168865] [INFO ] [LOCAL ] Saved forecast: ARCB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARCB.txt [2025-11-26T17:06:24.168987] [INFO ] [sig ] [232/3639] Completed ARCB in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.9m [2025-11-26T17:06:24.169028] [INFO ] [sig ] [233/3639] Forecasting ARCC... [2025-11-26T17:06:24.169062] [INFO ] [sig ] Generating forecast for: ARCC [2025-11-26T17:06:24.169095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'. [2025-11-26T17:06:24.180575] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCC'. [2025-11-26T17:06:24.180875] [INFO ] [FORECASTER] Starting predict_future for ARCC [2025-11-26T17:06:24.181681] [DEBUG] [LOCAL ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt [2025-11-26T17:06:24.181737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:24.181773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:24.181802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:24.181862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:24.240677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:24.241284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:24.241367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:24.241402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:24.359747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:24.359912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:24.359953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:24.359983] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:24.363392] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=74.68%) [2025-11-26T17:06:24.363702] [INFO ] [FORECASTER] Completed predict_future for ARCC [2025-11-26T17:06:24.363838] [INFO ] [sig ] ARCC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:24.508125] [INFO ] [LOCAL ] Saved forecast: ARCC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARCC.txt [2025-11-26T17:06:24.508259] [INFO ] [sig ] [233/3639] Completed ARCC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.9m [2025-11-26T17:06:24.508300] [INFO ] [sig ] [234/3639] Forecasting ARCO... [2025-11-26T17:06:24.508331] [INFO ] [sig ] Generating forecast for: ARCO [2025-11-26T17:06:24.508373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-11-26T17:06:24.518321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCO'. [2025-11-26T17:06:24.518610] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-11-26T17:06:24.519414] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-11-26T17:06:24.519485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:24.519520] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:24.519549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:24.519608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:24.576547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:24.577159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:24.577243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:24.577277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:24.693074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:24.693200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:24.693242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:24.693305] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:24.696712] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=99.22%) [2025-11-26T17:06:24.696999] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-11-26T17:06:24.697135] [INFO ] [sig ] ARCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:24.870478] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARCO.txt [2025-11-26T17:06:24.870635] [INFO ] [sig ] [234/3639] Completed ARCO in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.9m [2025-11-26T17:06:24.870706] [INFO ] [sig ] [235/3639] Forecasting ARDC... [2025-11-26T17:06:24.870739] [INFO ] [sig ] Generating forecast for: ARDC [2025-11-26T17:06:24.870802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-11-26T17:06:24.882261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDC'. [2025-11-26T17:06:24.882724] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-11-26T17:06:24.883732] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-11-26T17:06:24.883796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:24.883840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:24.883880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:24.883945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:24.946767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:24.947674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:24.947766] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:24.947802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:25.066156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:25.066330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:25.066370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:25.066401] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:25.070277] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=41.78%) [2025-11-26T17:06:25.070678] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-11-26T17:06:25.070852] [INFO ] [sig ] ARDC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:25.216543] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARDC.txt [2025-11-26T17:06:25.216736] [INFO ] [sig ] [235/3639] Completed ARDC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.9m [2025-11-26T17:06:25.216781] [INFO ] [sig ] [236/3639] Forecasting ARE... [2025-11-26T17:06:25.216814] [INFO ] [sig ] Generating forecast for: ARE [2025-11-26T17:06:25.216847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-11-26T17:06:25.227817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARE'. [2025-11-26T17:06:25.228137] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-11-26T17:06:25.228992] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-11-26T17:06:25.229049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:25.229084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:25.229112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:25.229173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:25.287497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:25.288132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:25.288216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:25.288251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:25.411186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:25.411362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:25.411403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:25.411436] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:25.414865] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=33.65%) [2025-11-26T17:06:25.415139] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-11-26T17:06:25.415270] [INFO ] [sig ] ARE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:25.559501] [INFO ] [LOCAL ] Saved forecast: ARE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARE.txt [2025-11-26T17:06:25.559660] [INFO ] [sig ] [236/3639] Completed ARE in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.9m [2025-11-26T17:06:25.559715] [INFO ] [sig ] [237/3639] Forecasting AREC... [2025-11-26T17:06:25.559762] [INFO ] [sig ] Generating forecast for: AREC [2025-11-26T17:06:25.559803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'. [2025-11-26T17:06:25.571569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AREC'. [2025-11-26T17:06:25.572053] [INFO ] [FORECASTER] Starting predict_future for AREC [2025-11-26T17:06:25.572946] [DEBUG] [LOCAL ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt [2025-11-26T17:06:25.573005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:25.573038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:25.573067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:25.573127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:25.631471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:25.632366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:25.632458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:25.632494] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:25.767365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:25.767496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:25.767539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:25.767571] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:25.771101] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=92.10%) [2025-11-26T17:06:25.771385] [INFO ] [FORECASTER] Completed predict_future for AREC [2025-11-26T17:06:25.771518] [INFO ] [sig ] AREC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:25.942384] [INFO ] [LOCAL ] Saved forecast: AREC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AREC.txt [2025-11-26T17:06:25.942531] [INFO ] [sig ] [237/3639] Completed AREC in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.9m [2025-11-26T17:06:25.942579] [INFO ] [sig ] [238/3639] Forecasting ARES... [2025-11-26T17:06:25.942611] [INFO ] [sig ] Generating forecast for: ARES [2025-11-26T17:06:25.942677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-11-26T17:06:25.954830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARES'. [2025-11-26T17:06:25.955256] [INFO ] [FORECASTER] Starting predict_future for ARES [2025-11-26T17:06:25.956133] [DEBUG] [LOCAL ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt [2025-11-26T17:06:25.956191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:25.956225] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:25.956254] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:25.956312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:26.014768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:26.015720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:26.015817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:26.015854] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:26.138992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:26.139174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:26.139216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:26.139248] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:26.142687] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=47.59%) [2025-11-26T17:06:26.142965] [INFO ] [FORECASTER] Completed predict_future for ARES [2025-11-26T17:06:26.143097] [INFO ] [sig ] ARES: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:26.288261] [INFO ] [LOCAL ] Saved forecast: ARES 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARES.txt [2025-11-26T17:06:26.288427] [INFO ] [sig ] [238/3639] Completed ARES in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:26.288479] [INFO ] [sig ] [239/3639] Forecasting ARGX... [2025-11-26T17:06:26.288516] [INFO ] [sig ] Generating forecast for: ARGX [2025-11-26T17:06:26.288557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'. [2025-11-26T17:06:26.299630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARGX'. [2025-11-26T17:06:26.300054] [INFO ] [FORECASTER] Starting predict_future for ARGX [2025-11-26T17:06:26.300906] [DEBUG] [LOCAL ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt [2025-11-26T17:06:26.300961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:26.300995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:26.301024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:26.301084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:26.360255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:26.361157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:26.361258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:26.361322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:26.489425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:26.489613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:26.489681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:26.489716] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:26.493267] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=97.82%) [2025-11-26T17:06:26.493636] [INFO ] [FORECASTER] Completed predict_future for ARGX [2025-11-26T17:06:26.493835] [INFO ] [sig ] ARGX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:26.639272] [INFO ] [LOCAL ] Saved forecast: ARGX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARGX.txt [2025-11-26T17:06:26.639433] [INFO ] [sig ] [239/3639] Completed ARGX in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:26.639476] [INFO ] [sig ] [240/3639] Forecasting ARHS... [2025-11-26T17:06:26.639515] [INFO ] [sig ] Generating forecast for: ARHS [2025-11-26T17:06:26.639560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'. [2025-11-26T17:06:26.650434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARHS'. [2025-11-26T17:06:26.650828] [INFO ] [FORECASTER] Starting predict_future for ARHS [2025-11-26T17:06:26.651625] [DEBUG] [LOCAL ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt [2025-11-26T17:06:26.651703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:26.651738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:26.651766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:26.651826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:26.710610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:26.711480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:26.711567] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:26.711603] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:26.832314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:26.832488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:26.832537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:26.832574] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:26.835973] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=35.56%) [2025-11-26T17:06:26.836256] [INFO ] [FORECASTER] Completed predict_future for ARHS [2025-11-26T17:06:26.836387] [INFO ] [sig ] ARHS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:26.981025] [INFO ] [LOCAL ] Saved forecast: ARHS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARHS.txt [2025-11-26T17:06:26.981187] [INFO ] [sig ] [240/3639] Completed ARHS in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:26.981229] [INFO ] [sig ] [241/3639] Forecasting ARI... [2025-11-26T17:06:26.981260] [INFO ] [sig ] Generating forecast for: ARI [2025-11-26T17:06:26.981294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-11-26T17:06:26.991936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARI'. [2025-11-26T17:06:26.992308] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-11-26T17:06:26.993180] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-11-26T17:06:26.993237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:26.993270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:26.993300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:26.993360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:27.052617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:27.053510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:27.053663] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:27.053705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:27.177658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:27.177832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:27.177896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:27.177929] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:27.181445] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=63.10%) [2025-11-26T17:06:27.181755] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-11-26T17:06:27.181892] [INFO ] [sig ] ARI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:27.330059] [INFO ] [LOCAL ] Saved forecast: ARI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARI.txt [2025-11-26T17:06:27.330244] [INFO ] [sig ] [241/3639] Completed ARI in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:27.330288] [INFO ] [sig ] [242/3639] Forecasting ARKO... [2025-11-26T17:06:27.330320] [INFO ] [sig ] Generating forecast for: ARKO [2025-11-26T17:06:27.330356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'. [2025-11-26T17:06:27.341065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARKO'. [2025-11-26T17:06:27.341450] [INFO ] [FORECASTER] Starting predict_future for ARKO [2025-11-26T17:06:27.342256] [DEBUG] [LOCAL ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt [2025-11-26T17:06:27.342311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:27.342345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:27.342373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:27.342433] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:27.401624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:27.402489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:27.402578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:27.402614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:27.521555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:27.521742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:27.521787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:27.521818] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:27.525202] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=1.01%) [2025-11-26T17:06:27.525480] [INFO ] [FORECASTER] Completed predict_future for ARKO [2025-11-26T17:06:27.525617] [INFO ] [sig ] ARKO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:27.665867] [INFO ] [LOCAL ] Saved forecast: ARKO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARKO.txt [2025-11-26T17:06:27.665985] [INFO ] [sig ] [242/3639] Completed ARKO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:27.666026] [INFO ] [sig ] [243/3639] Forecasting ARLO... [2025-11-26T17:06:27.666056] [INFO ] [sig ] Generating forecast for: ARLO [2025-11-26T17:06:27.666089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-11-26T17:06:27.676622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLO'. [2025-11-26T17:06:27.676922] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-11-26T17:06:27.677748] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-11-26T17:06:27.677802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:27.677836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:27.677864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:27.677924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:27.735195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:27.735810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:27.735908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:27.735944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:27.855087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:27.855222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:27.855262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:27.855292] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:27.858586] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=19.15%) [2025-11-26T17:06:27.858874] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-11-26T17:06:27.859003] [INFO ] [sig ] ARLO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:28.002620] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARLO.txt [2025-11-26T17:06:28.002775] [INFO ] [sig ] [243/3639] Completed ARLO in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:28.002817] [INFO ] [sig ] [244/3639] Forecasting ARLP... [2025-11-26T17:06:28.002847] [INFO ] [sig ] Generating forecast for: ARLP [2025-11-26T17:06:28.002881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'. [2025-11-26T17:06:28.016836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLP'. [2025-11-26T17:06:28.017129] [INFO ] [FORECASTER] Starting predict_future for ARLP [2025-11-26T17:06:28.018009] [DEBUG] [LOCAL ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt [2025-11-26T17:06:28.018064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:28.018098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:28.018126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:28.018186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:28.076446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:28.077067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:28.077148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:28.077183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:28.192223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:28.192378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:28.192418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:28.192448] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:28.195902] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=81.10%) [2025-11-26T17:06:28.196182] [INFO ] [FORECASTER] Completed predict_future for ARLP [2025-11-26T17:06:28.196316] [INFO ] [sig ] ARLP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:28.339596] [INFO ] [LOCAL ] Saved forecast: ARLP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARLP.txt [2025-11-26T17:06:28.339805] [INFO ] [sig ] [244/3639] Completed ARLP in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:28.339849] [INFO ] [sig ] [245/3639] Forecasting ARM... [2025-11-26T17:06:28.339885] [INFO ] [sig ] Generating forecast for: ARM [2025-11-26T17:06:28.339917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'. [2025-11-26T17:06:28.351783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARM'. [2025-11-26T17:06:28.352149] [INFO ] [FORECASTER] Starting predict_future for ARM [2025-11-26T17:06:28.353128] [DEBUG] [LOCAL ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt [2025-11-26T17:06:28.353184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:28.353230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:28.353269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:28.353337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:28.410782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:28.411602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:28.411714] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:28.411751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:28.533293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:28.533471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:28.533513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:28.533544] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:28.536972] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=84.07%) [2025-11-26T17:06:28.537255] [INFO ] [FORECASTER] Completed predict_future for ARM [2025-11-26T17:06:28.537416] [INFO ] [sig ] ARM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:28.680180] [INFO ] [LOCAL ] Saved forecast: ARM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARM.txt [2025-11-26T17:06:28.680329] [INFO ] [sig ] [245/3639] Completed ARM in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:28.680371] [INFO ] [sig ] [246/3639] Forecasting ARMK... [2025-11-26T17:06:28.680403] [INFO ] [sig ] Generating forecast for: ARMK [2025-11-26T17:06:28.680436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-11-26T17:06:28.691553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARMK'. [2025-11-26T17:06:28.691955] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-11-26T17:06:28.692809] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-11-26T17:06:28.692866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:28.692899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:28.692929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:28.692989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:28.749510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:28.750403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:28.750505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:28.750543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:28.876009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:28.876184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:28.876244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:28.876291] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:28.880087] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=2.22%) [2025-11-26T17:06:28.880373] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-11-26T17:06:28.880510] [INFO ] [sig ] ARMK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:29.033181] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARMK.txt [2025-11-26T17:06:29.033379] [INFO ] [sig ] [246/3639] Completed ARMK in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:29.033423] [INFO ] [sig ] [247/3639] Forecasting AROC... [2025-11-26T17:06:29.033455] [INFO ] [sig ] Generating forecast for: AROC [2025-11-26T17:06:29.033487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-11-26T17:06:29.044375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AROC'. [2025-11-26T17:06:29.044685] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-11-26T17:06:29.045464] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-11-26T17:06:29.045527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:29.045569] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:29.045606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:29.045698] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:29.102765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:29.103470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:29.103558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:29.103595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:29.219188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:29.219338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:29.219379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:29.219410] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:29.222782] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=94.16%) [2025-11-26T17:06:29.223056] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-11-26T17:06:29.223184] [INFO ] [sig ] AROC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:29.365220] [INFO ] [LOCAL ] Saved forecast: AROC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AROC.txt [2025-11-26T17:06:29.365371] [INFO ] [sig ] [247/3639] Completed AROC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:29.365415] [INFO ] [sig ] [248/3639] Forecasting ARQ... [2025-11-26T17:06:29.365481] [INFO ] [sig ] Generating forecast for: ARQ [2025-11-26T17:06:29.365516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'. [2025-11-26T17:06:29.375501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQ'. [2025-11-26T17:06:29.375890] [INFO ] [FORECASTER] Starting predict_future for ARQ [2025-11-26T17:06:29.376700] [DEBUG] [LOCAL ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt [2025-11-26T17:06:29.376755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:29.376817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:29.376847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:29.376906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:29.434043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:29.434798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:29.434884] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:29.434920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:29.552885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:29.553058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:29.553100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:29.553130] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:29.556542] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=79.32%) [2025-11-26T17:06:29.556844] [INFO ] [FORECASTER] Completed predict_future for ARQ [2025-11-26T17:06:29.556980] [INFO ] [sig ] ARQ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:29.700448] [INFO ] [LOCAL ] Saved forecast: ARQ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARQ.txt [2025-11-26T17:06:29.700613] [INFO ] [sig ] [248/3639] Completed ARQ in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.8m [2025-11-26T17:06:29.700680] [INFO ] [sig ] [249/3639] Forecasting ARQQ... [2025-11-26T17:06:29.700721] [INFO ] [sig ] Generating forecast for: ARQQ [2025-11-26T17:06:29.700757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'. [2025-11-26T17:06:29.711639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'. [2025-11-26T17:06:29.712090] [INFO ] [FORECASTER] Starting predict_future for ARQQ [2025-11-26T17:06:29.712965] [DEBUG] [LOCAL ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt [2025-11-26T17:06:29.713021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:29.713054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:29.713082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:29.713141] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:29.770715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:29.771505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:29.771605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:29.771672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:29.899362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:29.899549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:29.899614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:29.899680] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:29.903397] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: DOWN (p=22.57%) [2025-11-26T17:06:29.903711] [INFO ] [FORECASTER] Completed predict_future for ARQQ [2025-11-26T17:06:29.903850] [INFO ] [sig ] ARQQ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:30.060905] [INFO ] [LOCAL ] Saved forecast: ARQQ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARQQ.txt [2025-11-26T17:06:30.061076] [INFO ] [sig ] [249/3639] Completed ARQQ in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.8m [2025-11-26T17:06:30.061119] [INFO ] [sig ] [250/3639] Forecasting ARRY... [2025-11-26T17:06:30.061152] [INFO ] [sig ] Generating forecast for: ARRY [2025-11-26T17:06:30.061184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'. [2025-11-26T17:06:30.071627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARRY'. [2025-11-26T17:06:30.072047] [INFO ] [FORECASTER] Starting predict_future for ARRY [2025-11-26T17:06:30.072881] [DEBUG] [LOCAL ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt [2025-11-26T17:06:30.072938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:30.072973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:30.073003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:30.073062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:30.133452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:30.134387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:30.134481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:30.134519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:30.257011] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:30.257190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:30.257231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:30.257261] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:30.260742] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-11-26T17:06:30.261067] [INFO ] [FORECASTER] Completed predict_future for ARRY [2025-11-26T17:06:30.261211] [INFO ] [sig ] ARRY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:30.405161] [INFO ] [LOCAL ] Saved forecast: ARRY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARRY.txt [2025-11-26T17:06:30.405316] [INFO ] [sig ] [250/3639] Completed ARRY in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.8m [2025-11-26T17:06:30.405359] [INFO ] [sig ] [251/3639] Forecasting ARTL... [2025-11-26T17:06:30.405390] [INFO ] [sig ] Generating forecast for: ARTL [2025-11-26T17:06:30.405453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'. [2025-11-26T17:06:30.415026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTL'. [2025-11-26T17:06:30.415365] [INFO ] [FORECASTER] Starting predict_future for ARTL [2025-11-26T17:06:30.416195] [DEBUG] [LOCAL ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt [2025-11-26T17:06:30.416251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:30.416284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:30.416313] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:30.416373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:30.483707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:30.484805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:30.484903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:30.484945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:30.603881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:30.603994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:30.604036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:30.604104] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:30.607926] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=50.25%) [2025-11-26T17:06:30.608230] [INFO ] [FORECASTER] Completed predict_future for ARTL [2025-11-26T17:06:30.608379] [INFO ] [sig ] ARTL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:30.761031] [INFO ] [LOCAL ] Saved forecast: ARTL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARTL.txt [2025-11-26T17:06:30.761190] [INFO ] [sig ] [251/3639] Completed ARTL in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.8m [2025-11-26T17:06:30.761236] [INFO ] [sig ] [252/3639] Forecasting ARTNA... [2025-11-26T17:06:30.761268] [INFO ] [sig ] Generating forecast for: ARTNA [2025-11-26T17:06:30.761305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'. [2025-11-26T17:06:30.771961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'. [2025-11-26T17:06:30.772366] [INFO ] [FORECASTER] Starting predict_future for ARTNA [2025-11-26T17:06:30.773257] [DEBUG] [LOCAL ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt [2025-11-26T17:06:30.773315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:30.773362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:30.773419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:30.773485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:30.835446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:30.836376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:30.836501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:30.836544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:30.953405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:30.953578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:30.953659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:30.953728] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:30.957190] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=99.81%) [2025-11-26T17:06:30.957502] [INFO ] [FORECASTER] Completed predict_future for ARTNA [2025-11-26T17:06:30.957694] [INFO ] [sig ] ARTNA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:31.104676] [INFO ] [LOCAL ] Saved forecast: ARTNA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ARTNA.txt [2025-11-26T17:06:31.104846] [INFO ] [sig ] [252/3639] Completed ARTNA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:31.104890] [INFO ] [sig ] [253/3639] Forecasting ARVN... [2025-11-26T17:06:31.104958] [INFO ] [sig ] Generating forecast for: ARVN [2025-11-26T17:06:31.104998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'. [2025-11-26T17:06:31.116248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARVN'. [2025-11-26T17:06:31.116598] [INFO ] [FORECASTER] Starting predict_future for ARVN [2025-11-26T17:06:31.118183] [DEBUG] [LOCAL ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt [2025-11-26T17:06:31.118357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:31.118402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:31.118438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:31.118553] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:31.176231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:31.177169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:31.177260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:31.177297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:31.296141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:31.296311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:31.296359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:31.296392] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:31.299873] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T17:06:31.300150] [INFO ] [FORECASTER] Completed predict_future for ARVN [2025-11-26T17:06:31.300285] [INFO ] [sig ] ARVN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:31.441597] [INFO ] [LOCAL ] Saved forecast: ARVN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ARVN.txt [2025-11-26T17:06:31.441746] [INFO ] [sig ] [253/3639] Completed ARVN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:31.441787] [INFO ] [sig ] [254/3639] Forecasting ASA... [2025-11-26T17:06:31.441818] [INFO ] [sig ] Generating forecast for: ASA [2025-11-26T17:06:31.441857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-11-26T17:06:31.452904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASA'. [2025-11-26T17:06:31.453300] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-11-26T17:06:31.454191] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-11-26T17:06:31.454249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:31.454285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:31.454316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:31.454377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:31.513468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:31.514465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:31.514578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:31.514638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:31.648312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:31.648481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:31.648524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:31.648561] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:31.652080] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=68.79%) [2025-11-26T17:06:31.652355] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-11-26T17:06:31.652484] [INFO ] [sig ] ASA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:31.797219] [INFO ] [LOCAL ] Saved forecast: ASA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASA.txt [2025-11-26T17:06:31.797391] [INFO ] [sig ] [254/3639] Completed ASA in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:31.797435] [INFO ] [sig ] [255/3639] Forecasting ASB... [2025-11-26T17:06:31.797468] [INFO ] [sig ] Generating forecast for: ASB [2025-11-26T17:06:31.797502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-11-26T17:06:31.808091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASB'. [2025-11-26T17:06:31.808451] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-11-26T17:06:31.809364] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-11-26T17:06:31.809428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:31.809466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:31.809494] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:31.809553] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:31.868130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:31.869025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:31.869114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:31.869150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:31.994887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:31.995063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:31.995114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:31.995147] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:31.998727] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=0.47%) [2025-11-26T17:06:31.999015] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-11-26T17:06:31.999144] [INFO ] [sig ] ASB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:32.142387] [INFO ] [LOCAL ] Saved forecast: ASB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASB.txt [2025-11-26T17:06:32.142519] [INFO ] [sig ] [255/3639] Completed ASB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:32.142560] [INFO ] [sig ] [256/3639] Forecasting ASBA... [2025-11-26T17:06:32.142592] [INFO ] [sig ] Generating forecast for: ASBA [2025-11-26T17:06:32.142624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-11-26T17:06:32.152337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASBA'. [2025-11-26T17:06:32.152666] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-11-26T17:06:32.153464] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-11-26T17:06:32.153518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:32.153552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:32.153581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:32.153675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:32.210328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:32.210948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:32.211029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:32.211064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:32.320166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:32.320317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:32.320356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:32.320386] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:32.323812] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=73.01%) [2025-11-26T17:06:32.324086] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-11-26T17:06:32.324213] [INFO ] [sig ] ASBA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:32.468527] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASBA.txt [2025-11-26T17:06:32.468716] [INFO ] [sig ] [256/3639] Completed ASBA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:32.468762] [INFO ] [sig ] [257/3639] Forecasting ASC... [2025-11-26T17:06:32.468826] [INFO ] [sig ] Generating forecast for: ASC [2025-11-26T17:06:32.468863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-11-26T17:06:32.479840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASC'. [2025-11-26T17:06:32.480187] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-11-26T17:06:32.480999] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-11-26T17:06:32.481055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:32.481090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:32.481119] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:32.481180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:32.539293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:32.540072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:32.540162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:32.540197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:32.654091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:32.654227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:32.654266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:32.654296] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:32.657535] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=35.61%) [2025-11-26T17:06:32.657855] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-11-26T17:06:32.657982] [INFO ] [sig ] ASC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:32.805119] [INFO ] [LOCAL ] Saved forecast: ASC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASC.txt [2025-11-26T17:06:32.805277] [INFO ] [sig ] [257/3639] Completed ASC in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:32.805320] [INFO ] [sig ] [258/3639] Forecasting ASG... [2025-11-26T17:06:32.805351] [INFO ] [sig ] Generating forecast for: ASG [2025-11-26T17:06:32.805383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-11-26T17:06:32.816178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASG'. [2025-11-26T17:06:32.816467] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-11-26T17:06:32.817533] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-11-26T17:06:32.817601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:32.817635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:32.817685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:32.817750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:32.875662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:32.876364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:32.876494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:32.876547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:32.998786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:32.998955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:32.998995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:32.999025] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:33.002389] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=49.41%) [2025-11-26T17:06:33.002698] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-11-26T17:06:33.002839] [INFO ] [sig ] ASG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:33.149694] [INFO ] [LOCAL ] Saved forecast: ASG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASG.txt [2025-11-26T17:06:33.149833] [INFO ] [sig ] [258/3639] Completed ASG in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:33.149874] [INFO ] [sig ] [259/3639] Forecasting ASGI... [2025-11-26T17:06:33.149912] [INFO ] [sig ] Generating forecast for: ASGI [2025-11-26T17:06:33.149947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-11-26T17:06:33.160508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGI'. [2025-11-26T17:06:33.160887] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-11-26T17:06:33.161713] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-11-26T17:06:33.161769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:33.161803] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:33.161832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:33.161892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:33.219390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:33.220263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:33.220347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:33.220382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:33.339882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:33.340053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:33.340093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:33.340123] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:33.343508] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=63.00%) [2025-11-26T17:06:33.343802] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-11-26T17:06:33.343932] [INFO ] [sig ] ASGI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:33.484757] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASGI.txt [2025-11-26T17:06:33.484890] [INFO ] [sig ] [259/3639] Completed ASGI in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:33.484932] [INFO ] [sig ] [260/3639] Forecasting ASGN... [2025-11-26T17:06:33.484963] [INFO ] [sig ] Generating forecast for: ASGN [2025-11-26T17:06:33.484996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-11-26T17:06:33.497983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGN'. [2025-11-26T17:06:33.498400] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-11-26T17:06:33.499260] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-11-26T17:06:33.499316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:33.499349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:33.499378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:33.499437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:33.557710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:33.558692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:33.558788] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:33.558824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:33.683410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:33.683578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:33.683622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:33.683677] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:33.687406] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=83.62%) [2025-11-26T17:06:33.687764] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-11-26T17:06:33.687915] [INFO ] [sig ] ASGN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:33.840691] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASGN.txt [2025-11-26T17:06:33.840852] [INFO ] [sig ] [260/3639] Completed ASGN in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:33.840894] [INFO ] [sig ] [261/3639] Forecasting ASH... [2025-11-26T17:06:33.840926] [INFO ] [sig ] Generating forecast for: ASH [2025-11-26T17:06:33.840992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-11-26T17:06:34.018450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASH'. [2025-11-26T17:06:34.018851] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-11-26T17:06:34.019713] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-11-26T17:06:34.019771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:34.019809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:34.019850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:34.019919] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:34.084352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:34.085202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:34.085294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:34.085334] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:34.212379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:34.212546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:34.212588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:34.212627] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:34.216046] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=6.55%) [2025-11-26T17:06:34.216465] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-11-26T17:06:34.216598] [INFO ] [sig ] ASH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:34.360788] [INFO ] [LOCAL ] Saved forecast: ASH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASH.txt [2025-11-26T17:06:34.360968] [INFO ] [sig ] [261/3639] Completed ASH in 0.5s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:34.361021] [INFO ] [sig ] [262/3639] Forecasting ASIX... [2025-11-26T17:06:34.361054] [INFO ] [sig ] Generating forecast for: ASIX [2025-11-26T17:06:34.361087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-11-26T17:06:34.373034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASIX'. [2025-11-26T17:06:34.373520] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-11-26T17:06:34.374390] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-11-26T17:06:34.374447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:34.374493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:34.374531] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:34.374593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:34.435980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:34.437269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:34.437419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:34.437481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:34.566776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:34.566990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:34.567033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:34.567063] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:34.570596] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=50.73%) [2025-11-26T17:06:34.570917] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-11-26T17:06:34.571051] [INFO ] [sig ] ASIX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:34.713370] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASIX.txt [2025-11-26T17:06:34.713536] [INFO ] [sig ] [262/3639] Completed ASIX in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:34.713578] [INFO ] [sig ] [263/3639] Forecasting ASLE... [2025-11-26T17:06:34.713610] [INFO ] [sig ] Generating forecast for: ASLE [2025-11-26T17:06:34.713731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'. [2025-11-26T17:06:34.724846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASLE'. [2025-11-26T17:06:34.725278] [INFO ] [FORECASTER] Starting predict_future for ASLE [2025-11-26T17:06:34.726211] [DEBUG] [LOCAL ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt [2025-11-26T17:06:34.726268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:34.726302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:34.726331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:34.726390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:34.785831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:34.786759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:34.786855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:34.786893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:34.919372] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:34.919531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:34.919582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:34.919632] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:34.923608] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=37.11%) [2025-11-26T17:06:34.924031] [INFO ] [FORECASTER] Completed predict_future for ASLE [2025-11-26T17:06:34.924218] [INFO ] [sig ] ASLE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:35.070913] [INFO ] [LOCAL ] Saved forecast: ASLE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASLE.txt [2025-11-26T17:06:35.071079] [INFO ] [sig ] [263/3639] Completed ASLE in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:35.071122] [INFO ] [sig ] [264/3639] Forecasting ASMB... [2025-11-26T17:06:35.071154] [INFO ] [sig ] Generating forecast for: ASMB [2025-11-26T17:06:35.071188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'. [2025-11-26T17:06:35.082824] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASMB'. [2025-11-26T17:06:35.083228] [INFO ] [FORECASTER] Starting predict_future for ASMB [2025-11-26T17:06:35.084165] [DEBUG] [LOCAL ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt [2025-11-26T17:06:35.084225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:35.084264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:35.084296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:35.084361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:35.150520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:35.151794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:35.151910] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:35.151953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:35.291486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:35.291694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:35.291743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:35.291777] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:35.295337] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=11.09%) [2025-11-26T17:06:35.295658] [INFO ] [FORECASTER] Completed predict_future for ASMB [2025-11-26T17:06:35.295804] [INFO ] [sig ] ASMB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:35.457772] [INFO ] [LOCAL ] Saved forecast: ASMB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASMB.txt [2025-11-26T17:06:35.457940] [INFO ] [sig ] [264/3639] Completed ASMB in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:35.457985] [INFO ] [sig ] [265/3639] Forecasting ASML... [2025-11-26T17:06:35.458051] [INFO ] [sig ] Generating forecast for: ASML [2025-11-26T17:06:35.458092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'. [2025-11-26T17:06:35.470182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASML'. [2025-11-26T17:06:35.470633] [INFO ] [FORECASTER] Starting predict_future for ASML [2025-11-26T17:06:35.471529] [DEBUG] [LOCAL ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt [2025-11-26T17:06:35.471588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:35.471687] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:35.471734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:35.471803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:35.534671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:35.535574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:35.535699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:35.535740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:35.668741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:35.668964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:35.669020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:35.669053] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:35.673263] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-11-26T17:06:35.673618] [INFO ] [FORECASTER] Completed predict_future for ASML [2025-11-26T17:06:35.673813] [INFO ] [sig ] ASML: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:35.853575] [INFO ] [LOCAL ] Saved forecast: ASML 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASML.txt [2025-11-26T17:06:35.853770] [INFO ] [sig ] [265/3639] Completed ASML in 0.4s | 2.85 sym/s | Total: 1.5m | ETA: 19.7m [2025-11-26T17:06:35.853848] [INFO ] [sig ] [266/3639] Forecasting ASND... [2025-11-26T17:06:35.853883] [INFO ] [sig ] Generating forecast for: ASND [2025-11-26T17:06:35.853919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'. [2025-11-26T17:06:35.865604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASND'. [2025-11-26T17:06:35.866114] [INFO ] [FORECASTER] Starting predict_future for ASND [2025-11-26T17:06:35.867184] [DEBUG] [LOCAL ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt [2025-11-26T17:06:35.867252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:35.867302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:35.867370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:35.867451] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:35.934880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:35.935797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:35.935890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:35.935928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:36.080783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:36.080972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:36.081027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:36.081068] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:36.085420] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=33.50%) [2025-11-26T17:06:36.085821] [INFO ] [FORECASTER] Completed predict_future for ASND [2025-11-26T17:06:36.085977] [INFO ] [sig ] ASND: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:36.238059] [INFO ] [LOCAL ] Saved forecast: ASND 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASND.txt [2025-11-26T17:06:36.238209] [INFO ] [sig ] [266/3639] Completed ASND in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:36.238251] [INFO ] [sig ] [267/3639] Forecasting ASNS... [2025-11-26T17:06:36.238282] [INFO ] [sig ] Generating forecast for: ASNS [2025-11-26T17:06:36.238314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'. [2025-11-26T17:06:36.249268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASNS'. [2025-11-26T17:06:36.249565] [INFO ] [FORECASTER] Starting predict_future for ASNS [2025-11-26T17:06:36.250373] [DEBUG] [LOCAL ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt [2025-11-26T17:06:36.250427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:36.250461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:36.250491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:36.250554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:36.307914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:36.308713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:36.308799] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:36.308836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:36.421267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:36.421434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:36.421475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:36.421505] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:36.424882] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: DOWN (p=12.10%) [2025-11-26T17:06:36.425161] [INFO ] [FORECASTER] Completed predict_future for ASNS [2025-11-26T17:06:36.425291] [INFO ] [sig ] ASNS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:36.614592] [INFO ] [LOCAL ] Saved forecast: ASNS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASNS.txt [2025-11-26T17:06:36.614761] [INFO ] [sig ] [267/3639] Completed ASNS in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:36.614805] [INFO ] [sig ] [268/3639] Forecasting ASO... [2025-11-26T17:06:36.614837] [INFO ] [sig ] Generating forecast for: ASO [2025-11-26T17:06:36.614872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'. [2025-11-26T17:06:36.627308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASO'. [2025-11-26T17:06:36.627779] [INFO ] [FORECASTER] Starting predict_future for ASO [2025-11-26T17:06:36.628615] [DEBUG] [LOCAL ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt [2025-11-26T17:06:36.628695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:36.628730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:36.628760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:36.628820] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:36.690170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:36.691116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:36.691216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:36.691252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:36.813153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:36.813327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:36.813369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:36.813474] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:36.816954] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=32.36%) [2025-11-26T17:06:36.817268] [INFO ] [FORECASTER] Completed predict_future for ASO [2025-11-26T17:06:36.817436] [INFO ] [sig ] ASO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:36.965080] [INFO ] [LOCAL ] Saved forecast: ASO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASO.txt [2025-11-26T17:06:36.965242] [INFO ] [sig ] [268/3639] Completed ASO in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:36.965285] [INFO ] [sig ] [269/3639] Forecasting ASPI... [2025-11-26T17:06:36.965350] [INFO ] [sig ] Generating forecast for: ASPI [2025-11-26T17:06:36.965387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'. [2025-11-26T17:06:36.976867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPI'. [2025-11-26T17:06:36.977525] [INFO ] [FORECASTER] Starting predict_future for ASPI [2025-11-26T17:06:36.978354] [DEBUG] [LOCAL ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt [2025-11-26T17:06:36.978424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:36.978459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:36.978487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:36.978547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:37.036759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:37.037663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:37.037756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:37.037790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:37.158078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:37.158256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:37.158299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:37.158330] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:37.161910] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=12.31%) [2025-11-26T17:06:37.162249] [INFO ] [FORECASTER] Completed predict_future for ASPI [2025-11-26T17:06:37.162392] [INFO ] [sig ] ASPI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:37.309553] [INFO ] [LOCAL ] Saved forecast: ASPI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASPI.txt [2025-11-26T17:06:37.309792] [INFO ] [sig ] [269/3639] Completed ASPI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:37.309876] [INFO ] [sig ] [270/3639] Forecasting ASPS... [2025-11-26T17:06:37.309910] [INFO ] [sig ] Generating forecast for: ASPS [2025-11-26T17:06:37.309945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'. [2025-11-26T17:06:37.323787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPS'. [2025-11-26T17:06:37.324267] [INFO ] [FORECASTER] Starting predict_future for ASPS [2025-11-26T17:06:37.325355] [DEBUG] [LOCAL ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt [2025-11-26T17:06:37.325425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:37.325469] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:37.325505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:37.325593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:37.391812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:37.392749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:37.392839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:37.392875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:37.518132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:37.518305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:37.518346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:37.518377] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:37.522188] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=38.16%) [2025-11-26T17:06:37.522475] [INFO ] [FORECASTER] Completed predict_future for ASPS [2025-11-26T17:06:37.522611] [INFO ] [sig ] ASPS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:37.666861] [INFO ] [LOCAL ] Saved forecast: ASPS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASPS.txt [2025-11-26T17:06:37.667015] [INFO ] [sig ] [270/3639] Completed ASPS in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:37.667057] [INFO ] [sig ] [271/3639] Forecasting ASTE... [2025-11-26T17:06:37.667088] [INFO ] [sig ] Generating forecast for: ASTE [2025-11-26T17:06:37.667156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'. [2025-11-26T17:06:37.678111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTE'. [2025-11-26T17:06:37.678480] [INFO ] [FORECASTER] Starting predict_future for ASTE [2025-11-26T17:06:37.679478] [DEBUG] [LOCAL ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt [2025-11-26T17:06:37.679532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:37.679566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:37.679594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:37.679672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:37.738825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:37.739778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:37.739885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:37.739922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:37.865356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:37.865535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:37.865577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:37.865609] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:37.869548] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=94.20%) [2025-11-26T17:06:37.869905] [INFO ] [FORECASTER] Completed predict_future for ASTE [2025-11-26T17:06:37.870055] [INFO ] [sig ] ASTE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:38.019318] [INFO ] [LOCAL ] Saved forecast: ASTE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASTE.txt [2025-11-26T17:06:38.019484] [INFO ] [sig ] [271/3639] Completed ASTE in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:38.019529] [INFO ] [sig ] [272/3639] Forecasting ASTH... [2025-11-26T17:06:38.019561] [INFO ] [sig ] Generating forecast for: ASTH [2025-11-26T17:06:38.019626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'. [2025-11-26T17:06:38.030280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTH'. [2025-11-26T17:06:38.030613] [INFO ] [FORECASTER] Starting predict_future for ASTH [2025-11-26T17:06:38.031450] [DEBUG] [LOCAL ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt [2025-11-26T17:06:38.031507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:38.031541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:38.031571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:38.031629] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:38.092473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:38.093352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:38.093443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:38.093479] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:38.218676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:38.218844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:38.218887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:38.218917] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:38.222704] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=78.60%) [2025-11-26T17:06:38.223012] [INFO ] [FORECASTER] Completed predict_future for ASTH [2025-11-26T17:06:38.223149] [INFO ] [sig ] ASTH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:38.368073] [INFO ] [LOCAL ] Saved forecast: ASTH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASTH.txt [2025-11-26T17:06:38.368237] [INFO ] [sig ] [272/3639] Completed ASTH in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:38.368288] [INFO ] [sig ] [273/3639] Forecasting ASTI... [2025-11-26T17:06:38.368359] [INFO ] [sig ] Generating forecast for: ASTI [2025-11-26T17:06:38.368397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'. [2025-11-26T17:06:38.378917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTI'. [2025-11-26T17:06:38.379301] [INFO ] [FORECASTER] Starting predict_future for ASTI [2025-11-26T17:06:38.380255] [DEBUG] [LOCAL ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt [2025-11-26T17:06:38.380321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:38.380371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:38.380417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:38.380492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:38.441789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:38.442809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:38.442919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:38.442955] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:38.566907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:38.567078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:38.567121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:38.567152] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:38.570659] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=64.99%) [2025-11-26T17:06:38.570947] [INFO ] [FORECASTER] Completed predict_future for ASTI [2025-11-26T17:06:38.571082] [INFO ] [sig ] ASTI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:38.713620] [INFO ] [LOCAL ] Saved forecast: ASTI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASTI.txt [2025-11-26T17:06:38.713770] [INFO ] [sig ] [273/3639] Completed ASTI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:38.713814] [INFO ] [sig ] [274/3639] Forecasting ASTL... [2025-11-26T17:06:38.713846] [INFO ] [sig ] Generating forecast for: ASTL [2025-11-26T17:06:38.713911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'. [2025-11-26T17:06:38.724217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTL'. [2025-11-26T17:06:38.724536] [INFO ] [FORECASTER] Starting predict_future for ASTL [2025-11-26T17:06:38.725342] [DEBUG] [LOCAL ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt [2025-11-26T17:06:38.725398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:38.725433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:38.725463] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:38.725525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:38.784088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:38.784889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:38.784979] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:38.785017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:38.905594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:38.905770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:38.905818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:38.905852] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:38.909226] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=18.30%) [2025-11-26T17:06:38.909512] [INFO ] [FORECASTER] Completed predict_future for ASTL [2025-11-26T17:06:38.909696] [INFO ] [sig ] ASTL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:39.052846] [INFO ] [LOCAL ] Saved forecast: ASTL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASTL.txt [2025-11-26T17:06:39.053161] [INFO ] [sig ] [274/3639] Completed ASTL in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:39.053202] [INFO ] [sig ] [275/3639] Forecasting ASTS... [2025-11-26T17:06:39.053233] [INFO ] [sig ] Generating forecast for: ASTS [2025-11-26T17:06:39.053268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'. [2025-11-26T17:06:39.063495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTS'. [2025-11-26T17:06:39.063816] [INFO ] [FORECASTER] Starting predict_future for ASTS [2025-11-26T17:06:39.064603] [DEBUG] [LOCAL ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt [2025-11-26T17:06:39.064677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:39.064713] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:39.064751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:39.064810] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:39.121917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:39.122605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:39.122731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:39.122768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:39.251672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:39.251863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:39.251913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:39.251945] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:39.256474] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=72.17%) [2025-11-26T17:06:39.256840] [INFO ] [FORECASTER] Completed predict_future for ASTS [2025-11-26T17:06:39.256990] [INFO ] [sig ] ASTS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:39.413317] [INFO ] [LOCAL ] Saved forecast: ASTS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASTS.txt [2025-11-26T17:06:39.413505] [INFO ] [sig ] [275/3639] Completed ASTS in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:39.413549] [INFO ] [sig ] [276/3639] Forecasting ASX... [2025-11-26T17:06:39.413582] [INFO ] [sig ] Generating forecast for: ASX [2025-11-26T17:06:39.413675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-11-26T17:06:39.424601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASX'. [2025-11-26T17:06:39.425070] [INFO ] [FORECASTER] Starting predict_future for ASX [2025-11-26T17:06:39.425938] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-11-26T17:06:39.425994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:39.426027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:39.426056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:39.426116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:39.484207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:39.485124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:39.485213] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:39.485250] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:39.612429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:39.612951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:39.613050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:39.613084] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:39.616484] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=20.39%) [2025-11-26T17:06:39.616783] [INFO ] [FORECASTER] Completed predict_future for ASX [2025-11-26T17:06:39.616912] [INFO ] [sig ] ASX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:39.760610] [INFO ] [LOCAL ] Saved forecast: ASX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ASX.txt [2025-11-26T17:06:39.760759] [INFO ] [sig ] [276/3639] Completed ASX in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:39.760809] [INFO ] [sig ] [277/3639] Forecasting ASYS... [2025-11-26T17:06:39.760840] [INFO ] [sig ] Generating forecast for: ASYS [2025-11-26T17:06:39.760873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'. [2025-11-26T17:06:39.772082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASYS'. [2025-11-26T17:06:39.772479] [INFO ] [FORECASTER] Starting predict_future for ASYS [2025-11-26T17:06:39.773373] [DEBUG] [LOCAL ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt [2025-11-26T17:06:39.773430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:39.773464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:39.773493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:39.773552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:39.831564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:39.832257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:39.832344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:39.832378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:39.954951] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:39.955087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:39.955127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:39.955157] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:39.958555] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=73.73%) [2025-11-26T17:06:39.958868] [INFO ] [FORECASTER] Completed predict_future for ASYS [2025-11-26T17:06:39.959015] [INFO ] [sig ] ASYS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:40.105280] [INFO ] [LOCAL ] Saved forecast: ASYS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ASYS.txt [2025-11-26T17:06:40.105418] [INFO ] [sig ] [277/3639] Completed ASYS in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.7m [2025-11-26T17:06:40.105461] [INFO ] [sig ] [278/3639] Forecasting ATAI... [2025-11-26T17:06:40.105494] [INFO ] [sig ] Generating forecast for: ATAI [2025-11-26T17:06:40.105527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'. [2025-11-26T17:06:40.115951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATAI'. [2025-11-26T17:06:40.116269] [INFO ] [FORECASTER] Starting predict_future for ATAI [2025-11-26T17:06:40.117087] [DEBUG] [LOCAL ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt [2025-11-26T17:06:40.117143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:40.117178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:40.117208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:40.117269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:40.175182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:40.175919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:40.176006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:40.176045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:40.292459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:40.292662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:40.292720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:40.292768] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:40.297710] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=51.24%) [2025-11-26T17:06:40.298119] [INFO ] [FORECASTER] Completed predict_future for ATAI [2025-11-26T17:06:40.298306] [INFO ] [sig ] ATAI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:40.452149] [INFO ] [LOCAL ] Saved forecast: ATAI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ATAI.txt [2025-11-26T17:06:40.452315] [INFO ] [sig ] [278/3639] Completed ATAI in 0.3s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m [2025-11-26T17:06:40.452359] [INFO ] [sig ] [279/3639] Forecasting ATEC... [2025-11-26T17:06:40.452391] [INFO ] [sig ] Generating forecast for: ATEC [2025-11-26T17:06:40.452451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'. [2025-11-26T17:06:40.463446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEC'. [2025-11-26T17:06:40.463816] [INFO ] [FORECASTER] Starting predict_future for ATEC [2025-11-26T17:06:40.464628] [DEBUG] [LOCAL ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt [2025-11-26T17:06:40.464706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:40.464740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:40.464769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:40.464827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:40.524133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:40.524813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:40.524896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:40.524931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:40.651302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:40.651472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:40.651515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:40.651547] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:40.655406] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=74.99%) [2025-11-26T17:06:40.655706] [INFO ] [FORECASTER] Completed predict_future for ATEC [2025-11-26T17:06:40.655847] [INFO ] [sig ] ATEC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:40.803074] [INFO ] [LOCAL ] Saved forecast: ATEC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ATEC.txt [2025-11-26T17:06:40.803221] [INFO ] [sig ] [279/3639] Completed ATEC in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m [2025-11-26T17:06:40.803261] [INFO ] [sig ] [280/3639] Forecasting ATEN... [2025-11-26T17:06:40.803291] [INFO ] [sig ] Generating forecast for: ATEN [2025-11-26T17:06:40.803353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-11-26T17:06:40.815736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEN'. [2025-11-26T17:06:40.816098] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-11-26T17:06:40.816942] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-11-26T17:06:40.816998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:40.817045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:40.817079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:40.817140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:40.878326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:40.879182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:40.879271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:40.879309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:41.008589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:41.008799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:41.008841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:41.008872] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:41.012237] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=13.21%) [2025-11-26T17:06:41.012505] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-11-26T17:06:41.012634] [INFO ] [sig ] ATEN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:41.155551] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATEN.txt [2025-11-26T17:06:41.155747] [INFO ] [sig ] [280/3639] Completed ATEN in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m [2025-11-26T17:06:41.155795] [INFO ] [sig ] [281/3639] Forecasting ATEX... [2025-11-26T17:06:41.155828] [INFO ] [sig ] Generating forecast for: ATEX [2025-11-26T17:06:41.155900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'. [2025-11-26T17:06:41.166821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEX'. [2025-11-26T17:06:41.167299] [INFO ] [FORECASTER] Starting predict_future for ATEX [2025-11-26T17:06:41.168343] [DEBUG] [LOCAL ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt [2025-11-26T17:06:41.168399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:41.168435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:41.168465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:41.168527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:41.228286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:41.229158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:41.229246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:41.229281] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:41.351955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:41.352124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:41.352167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:41.352199] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:41.355635] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=69.53%) [2025-11-26T17:06:41.355936] [INFO ] [FORECASTER] Completed predict_future for ATEX [2025-11-26T17:06:41.356064] [INFO ] [sig ] ATEX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:41.515807] [INFO ] [LOCAL ] Saved forecast: ATEX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ATEX.txt [2025-11-26T17:06:41.515976] [INFO ] [sig ] [281/3639] Completed ATEX in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m [2025-11-26T17:06:41.516020] [INFO ] [sig ] [282/3639] Forecasting ATGE... [2025-11-26T17:06:41.516050] [INFO ] [sig ] Generating forecast for: ATGE [2025-11-26T17:06:41.516084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-11-26T17:06:41.526742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATGE'. [2025-11-26T17:06:41.527175] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-11-26T17:06:41.528033] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-11-26T17:06:41.528088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:41.528149] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:41.528179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:41.528239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:41.589402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:41.590353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:41.590449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:41.590486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:41.712544] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:41.712738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:41.712781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:41.712812] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:41.716252] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=54.83%) [2025-11-26T17:06:41.716558] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-11-26T17:06:41.716719] [INFO ] [sig ] ATGE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:41.871030] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ATGE.txt [2025-11-26T17:06:41.871193] [INFO ] [sig ] [282/3639] Completed ATGE in 0.4s | 2.85 sym/s | Total: 1.6m | ETA: 19.6m [2025-11-26T17:06:41.871236] [INFO ] [sig ] [283/3639] Forecasting ATHA... [2025-11-26T17:06:41.871268] [INFO ] [sig ] Generating forecast for: ATHA [2025-11-26T17:06:41.871303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'. [2025-11-26T17:06:41.882275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHA'. [2025-11-26T17:06:41.882707] [INFO ] [FORECASTER] Starting predict_future for ATHA [2025-11-26T17:06:41.883607] [DEBUG] [LOCAL ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt [2025-11-26T17:06:41.883685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:41.883721] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:41.883749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:41.883809] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:41.940970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:41.941879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:41.941978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:41.942013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:42.062684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:42.062845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:42.062886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:42.062916] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:42.066315] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=33.74%) [2025-11-26T17:06:42.066687] [INFO ] [FORECASTER] Completed predict_future for ATHA [2025-11-26T17:06:42.066840] [INFO ] [sig ] ATHA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:42.233113] [INFO ] [LOCAL ] Saved forecast: ATHA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATHA.txt [2025-11-26T17:06:42.233280] [INFO ] [sig ] [283/3639] Completed ATHA in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:42.233324] [INFO ] [sig ] [284/3639] Forecasting ATHM... [2025-11-26T17:06:42.233367] [INFO ] [sig ] Generating forecast for: ATHM [2025-11-26T17:06:42.233438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-11-26T17:06:42.244971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHM'. [2025-11-26T17:06:42.245465] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-11-26T17:06:42.246575] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-11-26T17:06:42.246663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:42.246711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:42.246754] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:42.246833] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:42.313626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:42.314694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:42.314809] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:42.314861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:42.445489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:42.445689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:42.445736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:42.445768] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:42.449398] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=15.35%) [2025-11-26T17:06:42.449777] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-11-26T17:06:42.449961] [INFO ] [sig ] ATHM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:42.600993] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATHM.txt [2025-11-26T17:06:42.601165] [INFO ] [sig ] [284/3639] Completed ATHM in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:42.601208] [INFO ] [sig ] [285/3639] Forecasting ATI... [2025-11-26T17:06:42.601241] [INFO ] [sig ] Generating forecast for: ATI [2025-11-26T17:06:42.601312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-11-26T17:06:42.612673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATI'. [2025-11-26T17:06:42.613083] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-11-26T17:06:42.613938] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-11-26T17:06:42.613995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:42.614029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:42.614058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:42.614117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:42.671811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:42.672748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:42.672838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:42.672874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:42.797018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:42.797210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:42.797252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:42.797332] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:42.800846] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=40.95%) [2025-11-26T17:06:42.801118] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-11-26T17:06:42.801245] [INFO ] [sig ] ATI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:42.944383] [INFO ] [LOCAL ] Saved forecast: ATI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATI.txt [2025-11-26T17:06:42.944540] [INFO ] [sig ] [285/3639] Completed ATI in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:42.944583] [INFO ] [sig ] [286/3639] Forecasting ATLC... [2025-11-26T17:06:42.944615] [INFO ] [sig ] Generating forecast for: ATLC [2025-11-26T17:06:42.944700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'. [2025-11-26T17:06:42.954951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLC'. [2025-11-26T17:06:42.955304] [INFO ] [FORECASTER] Starting predict_future for ATLC [2025-11-26T17:06:42.956134] [DEBUG] [LOCAL ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt [2025-11-26T17:06:42.956190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:42.956224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:42.956253] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:42.956312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:43.013480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:43.014437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:43.014538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:43.014573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:43.142754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:43.142890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:43.142931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:43.142963] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:43.146300] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.19%) [2025-11-26T17:06:43.146608] [INFO ] [FORECASTER] Completed predict_future for ATLC [2025-11-26T17:06:43.146765] [INFO ] [sig ] ATLC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:43.290760] [INFO ] [LOCAL ] Saved forecast: ATLC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATLC.txt [2025-11-26T17:06:43.290914] [INFO ] [sig ] [286/3639] Completed ATLC in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:43.290958] [INFO ] [sig ] [287/3639] Forecasting ATLCZ... [2025-11-26T17:06:43.290991] [INFO ] [sig ] Generating forecast for: ATLCZ [2025-11-26T17:06:43.291029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'. [2025-11-26T17:06:43.301323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'. [2025-11-26T17:06:43.301756] [INFO ] [FORECASTER] Starting predict_future for ATLCZ [2025-11-26T17:06:43.302574] [DEBUG] [LOCAL ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt [2025-11-26T17:06:43.302631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:43.302705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:43.302738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:43.302800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:43.360310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:43.361128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:43.361218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:43.361253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:43.481561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:43.481763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:43.481805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:43.481860] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:43.485309] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=28.98%) [2025-11-26T17:06:43.485598] [INFO ] [FORECASTER] Completed predict_future for ATLCZ [2025-11-26T17:06:43.485765] [INFO ] [sig ] ATLCZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:43.626398] [INFO ] [LOCAL ] Saved forecast: ATLCZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATLCZ.txt [2025-11-26T17:06:43.626533] [INFO ] [sig ] [287/3639] Completed ATLCZ in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:43.626576] [INFO ] [sig ] [288/3639] Forecasting ATLO... [2025-11-26T17:06:43.626655] [INFO ] [sig ] Generating forecast for: ATLO [2025-11-26T17:06:43.626694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'. [2025-11-26T17:06:43.636552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLO'. [2025-11-26T17:06:43.636890] [INFO ] [FORECASTER] Starting predict_future for ATLO [2025-11-26T17:06:43.637721] [DEBUG] [LOCAL ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt [2025-11-26T17:06:43.637776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:43.637809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:43.637837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:43.637897] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:43.695790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:43.696697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:43.696789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:43.696827] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:43.801148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:43.801326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:43.801375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:43.801413] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:43.804818] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=74.59%) [2025-11-26T17:06:43.805112] [INFO ] [FORECASTER] Completed predict_future for ATLO [2025-11-26T17:06:43.805249] [INFO ] [sig ] ATLO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:43.946977] [INFO ] [LOCAL ] Saved forecast: ATLO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ATLO.txt [2025-11-26T17:06:43.947118] [INFO ] [sig ] [288/3639] Completed ATLO in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:43.947162] [INFO ] [sig ] [289/3639] Forecasting ATNI... [2025-11-26T17:06:43.947193] [INFO ] [sig ] Generating forecast for: ATNI [2025-11-26T17:06:43.947253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'. [2025-11-26T17:06:43.957633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATNI'. [2025-11-26T17:06:43.957997] [INFO ] [FORECASTER] Starting predict_future for ATNI [2025-11-26T17:06:43.958813] [DEBUG] [LOCAL ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt [2025-11-26T17:06:43.958868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:43.958901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:43.958930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:43.958990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:44.017213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:44.018093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:44.018210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:44.018246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:44.142737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:44.142897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:44.142937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:44.142966] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:44.146337] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=34.24%) [2025-11-26T17:06:44.146618] [INFO ] [FORECASTER] Completed predict_future for ATNI [2025-11-26T17:06:44.146773] [INFO ] [sig ] ATNI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:44.294203] [INFO ] [LOCAL ] Saved forecast: ATNI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATNI.txt [2025-11-26T17:06:44.294345] [INFO ] [sig ] [289/3639] Completed ATNI in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:44.294388] [INFO ] [sig ] [290/3639] Forecasting ATO... [2025-11-26T17:06:44.294419] [INFO ] [sig ] Generating forecast for: ATO [2025-11-26T17:06:44.294452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-11-26T17:06:44.305494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATO'. [2025-11-26T17:06:44.305848] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-11-26T17:06:44.306656] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-11-26T17:06:44.306712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:44.306746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:44.306774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:44.306834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:44.373958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:44.374936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:44.375243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:44.375305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:44.501822] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:44.501993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:44.502035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:44.502065] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:44.505429] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=6.11%) [2025-11-26T17:06:44.505727] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-11-26T17:06:44.505857] [INFO ] [sig ] ATO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:44.650268] [INFO ] [LOCAL ] Saved forecast: ATO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATO.txt [2025-11-26T17:06:44.650457] [INFO ] [sig ] [290/3639] Completed ATO in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:44.650505] [INFO ] [sig ] [291/3639] Forecasting ATOM... [2025-11-26T17:06:44.650574] [INFO ] [sig ] Generating forecast for: ATOM [2025-11-26T17:06:44.650612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'. [2025-11-26T17:06:44.664807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATOM'. [2025-11-26T17:06:44.665259] [INFO ] [FORECASTER] Starting predict_future for ATOM [2025-11-26T17:06:44.666339] [DEBUG] [LOCAL ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt [2025-11-26T17:06:44.666409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:44.666459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:44.666512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:44.666596] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:44.730944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:44.731878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:44.731978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:44.732014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:44.861144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:44.861320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:44.861364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:44.861396] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:44.865229] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=68.45%) [2025-11-26T17:06:44.865563] [INFO ] [FORECASTER] Completed predict_future for ATOM [2025-11-26T17:06:44.865753] [INFO ] [sig ] ATOM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:45.009875] [INFO ] [LOCAL ] Saved forecast: ATOM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/ATOM.txt [2025-11-26T17:06:45.010025] [INFO ] [sig ] [291/3639] Completed ATOM in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:45.010068] [INFO ] [sig ] [292/3639] Forecasting ATPC... [2025-11-26T17:06:45.010099] [INFO ] [sig ] Generating forecast for: ATPC [2025-11-26T17:06:45.010133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'. [2025-11-26T17:06:45.024200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATPC'. [2025-11-26T17:06:45.024759] [INFO ] [FORECASTER] Starting predict_future for ATPC [2025-11-26T17:06:45.025840] [DEBUG] [LOCAL ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt [2025-11-26T17:06:45.025909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:45.025956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:45.025995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:45.026081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:45.111045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:45.112099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:45.112250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:45.112300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:45.249066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:45.249265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:45.249311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:45.249344] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:45.253142] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: DOWN (p=0.63%) [2025-11-26T17:06:45.253539] [INFO ] [FORECASTER] Completed predict_future for ATPC [2025-11-26T17:06:45.253719] [INFO ] [sig ] ATPC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:45.399607] [INFO ] [LOCAL ] Saved forecast: ATPC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATPC.txt [2025-11-26T17:06:45.399793] [INFO ] [sig ] [292/3639] Completed ATPC in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:45.399838] [INFO ] [sig ] [293/3639] Forecasting ATRA... [2025-11-26T17:06:45.399869] [INFO ] [sig ] Generating forecast for: ATRA [2025-11-26T17:06:45.399904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'. [2025-11-26T17:06:45.411046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRA'. [2025-11-26T17:06:45.411448] [INFO ] [FORECASTER] Starting predict_future for ATRA [2025-11-26T17:06:45.412292] [DEBUG] [LOCAL ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt [2025-11-26T17:06:45.412347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:45.412381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:45.412410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:45.412470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:45.469841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:45.470751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:45.470847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:45.470882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:45.588481] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:45.588683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:45.588726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:45.588758] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:45.592150] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=4.20%) [2025-11-26T17:06:45.592445] [INFO ] [FORECASTER] Completed predict_future for ATRA [2025-11-26T17:06:45.592581] [INFO ] [sig ] ATRA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:45.736353] [INFO ] [LOCAL ] Saved forecast: ATRA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATRA.txt [2025-11-26T17:06:45.736518] [INFO ] [sig ] [293/3639] Completed ATRA in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:45.736561] [INFO ] [sig ] [294/3639] Forecasting ATRO... [2025-11-26T17:06:45.736592] [INFO ] [sig ] Generating forecast for: ATRO [2025-11-26T17:06:45.736626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'. [2025-11-26T17:06:45.747446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRO'. [2025-11-26T17:06:45.747853] [INFO ] [FORECASTER] Starting predict_future for ATRO [2025-11-26T17:06:45.748670] [DEBUG] [LOCAL ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt [2025-11-26T17:06:45.748725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:45.748760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:45.748788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:45.748847] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:45.806209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:45.807101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:45.807195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:45.807229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:45.928896] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:45.929076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:45.929118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:45.929149] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:45.932565] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=24.21%) [2025-11-26T17:06:45.932878] [INFO ] [FORECASTER] Completed predict_future for ATRO [2025-11-26T17:06:45.933012] [INFO ] [sig ] ATRO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:46.088588] [INFO ] [LOCAL ] Saved forecast: ATRO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATRO.txt [2025-11-26T17:06:46.088883] [INFO ] [sig ] [294/3639] Completed ATRO in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:46.088958] [INFO ] [sig ] [295/3639] Forecasting ATXS... [2025-11-26T17:06:46.089017] [INFO ] [sig ] Generating forecast for: ATXS [2025-11-26T17:06:46.089093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'. [2025-11-26T17:06:46.102350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATXS'. [2025-11-26T17:06:46.102812] [INFO ] [FORECASTER] Starting predict_future for ATXS [2025-11-26T17:06:46.103725] [DEBUG] [LOCAL ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt [2025-11-26T17:06:46.103786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:46.103822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:46.103853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:46.103916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:46.167536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:46.168467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:46.168599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:46.168638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:46.328562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:46.328769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:46.328844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:46.328905] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:46.334258] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=29.47%) [2025-11-26T17:06:46.334707] [INFO ] [FORECASTER] Completed predict_future for ATXS [2025-11-26T17:06:46.334910] [INFO ] [sig ] ATXS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:46.500148] [INFO ] [LOCAL ] Saved forecast: ATXS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/ATXS.txt [2025-11-26T17:06:46.500327] [INFO ] [sig ] [295/3639] Completed ATXS in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:46.500372] [INFO ] [sig ] [296/3639] Forecasting AUB... [2025-11-26T17:06:46.500406] [INFO ] [sig ] Generating forecast for: AUB [2025-11-26T17:06:46.500439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-11-26T17:06:46.511747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUB'. [2025-11-26T17:06:46.512097] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-11-26T17:06:46.512976] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-11-26T17:06:46.513033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:46.513068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:46.513097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:46.513159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:46.572006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:46.572732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:46.572817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:46.572852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:46.691570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:46.691761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:46.691803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:46.691835] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:46.695236] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=18.79%) [2025-11-26T17:06:46.695518] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-11-26T17:06:46.695682] [INFO ] [sig ] AUB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:46.839115] [INFO ] [LOCAL ] Saved forecast: AUB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AUB.txt [2025-11-26T17:06:46.839267] [INFO ] [sig ] [296/3639] Completed AUB in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.6m [2025-11-26T17:06:46.839309] [INFO ] [sig ] [297/3639] Forecasting AUDC... [2025-11-26T17:06:46.839341] [INFO ] [sig ] Generating forecast for: AUDC [2025-11-26T17:06:46.839375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'. [2025-11-26T17:06:46.849944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUDC'. [2025-11-26T17:06:46.850270] [INFO ] [FORECASTER] Starting predict_future for AUDC [2025-11-26T17:06:46.851117] [DEBUG] [LOCAL ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt [2025-11-26T17:06:46.851172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:46.851205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:46.851234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:46.851293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:46.909941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:46.910717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:46.910804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:46.910840] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:47.030761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:47.030927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:47.030970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:47.031004] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:47.034466] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=8.06%) [2025-11-26T17:06:47.034772] [INFO ] [FORECASTER] Completed predict_future for AUDC [2025-11-26T17:06:47.034906] [INFO ] [sig ] AUDC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:47.181731] [INFO ] [LOCAL ] Saved forecast: AUDC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AUDC.txt [2025-11-26T17:06:47.181903] [INFO ] [sig ] [297/3639] Completed AUDC in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.5m [2025-11-26T17:06:47.181958] [INFO ] [sig ] [298/3639] Forecasting AUID... [2025-11-26T17:06:47.181991] [INFO ] [sig ] Generating forecast for: AUID [2025-11-26T17:06:47.182058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'. [2025-11-26T17:06:47.192296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUID'. [2025-11-26T17:06:47.192711] [INFO ] [FORECASTER] Starting predict_future for AUID [2025-11-26T17:06:47.193539] [DEBUG] [LOCAL ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt [2025-11-26T17:06:47.193597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:47.193633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:47.193697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:47.193778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:47.254196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:47.255112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:47.255208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:47.255260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:47.381197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:47.381365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:47.381407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:47.381441] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:47.384918] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=86.05%) [2025-11-26T17:06:47.385198] [INFO ] [FORECASTER] Completed predict_future for AUID [2025-11-26T17:06:47.385332] [INFO ] [sig ] AUID: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:47.537499] [INFO ] [LOCAL ] Saved forecast: AUID 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AUID.txt [2025-11-26T17:06:47.537744] [INFO ] [sig ] [298/3639] Completed AUID in 0.4s | 2.85 sym/s | Total: 1.7m | ETA: 19.5m [2025-11-26T17:06:47.537853] [INFO ] [sig ] [299/3639] Forecasting AUPH... [2025-11-26T17:06:47.537909] [INFO ] [sig ] Generating forecast for: AUPH [2025-11-26T17:06:47.537962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'. [2025-11-26T17:06:47.549693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUPH'. [2025-11-26T17:06:47.550093] [INFO ] [FORECASTER] Starting predict_future for AUPH [2025-11-26T17:06:47.550962] [DEBUG] [LOCAL ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt [2025-11-26T17:06:47.551020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:47.551088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:47.551121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:47.551196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:47.612174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:47.613115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:47.613206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:47.613242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:47.729122] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:47.729295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:47.729339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:47.729372] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:47.732992] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=21.71%) [2025-11-26T17:06:47.733299] [INFO ] [FORECASTER] Completed predict_future for AUPH [2025-11-26T17:06:47.733433] [INFO ] [sig ] AUPH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:47.883585] [INFO ] [LOCAL ] Saved forecast: AUPH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AUPH.txt [2025-11-26T17:06:47.883739] [INFO ] [sig ] [299/3639] Completed AUPH in 0.3s | 2.85 sym/s | Total: 1.7m | ETA: 19.5m [2025-11-26T17:06:47.883783] [INFO ] [sig ] [300/3639] Forecasting AURA... [2025-11-26T17:06:47.883838] [INFO ] [sig ] Generating forecast for: AURA [2025-11-26T17:06:47.883877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'. [2025-11-26T17:06:47.894482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AURA'. [2025-11-26T17:06:47.894807] [INFO ] [FORECASTER] Starting predict_future for AURA [2025-11-26T17:06:47.895733] [DEBUG] [LOCAL ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt [2025-11-26T17:06:47.895789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:47.895822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:47.895851] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:47.895911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:47.957385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:47.958260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:47.958352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:47.958388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:48.079113] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:48.079286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:48.079327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:48.079358] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:48.082817] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=42.07%) [2025-11-26T17:06:48.083124] [INFO ] [FORECASTER] Completed predict_future for AURA [2025-11-26T17:06:48.083256] [INFO ] [sig ] AURA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:48.232771] [INFO ] [LOCAL ] Saved forecast: AURA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AURA.txt [2025-11-26T17:06:48.232917] [INFO ] [sig ] [300/3639] Completed AURA in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:48.232959] [INFO ] [sig ] [301/3639] Forecasting AUTL... [2025-11-26T17:06:48.232990] [INFO ] [sig ] Generating forecast for: AUTL [2025-11-26T17:06:48.233024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'. [2025-11-26T17:06:48.244076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUTL'. [2025-11-26T17:06:48.244428] [INFO ] [FORECASTER] Starting predict_future for AUTL [2025-11-26T17:06:48.245239] [DEBUG] [LOCAL ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt [2025-11-26T17:06:48.245293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:48.245328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:48.245357] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:48.245417] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:48.302796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:48.303582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:48.303690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:48.303729] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:48.425871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:48.426044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:48.426085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:48.426115] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:48.429576] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=76.69%) [2025-11-26T17:06:48.429870] [INFO ] [FORECASTER] Completed predict_future for AUTL [2025-11-26T17:06:48.430001] [INFO ] [sig ] AUTL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:48.571766] [INFO ] [LOCAL ] Saved forecast: AUTL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AUTL.txt [2025-11-26T17:06:48.571903] [INFO ] [sig ] [301/3639] Completed AUTL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:48.571946] [INFO ] [sig ] [302/3639] Forecasting AVA... [2025-11-26T17:06:48.571977] [INFO ] [sig ] Generating forecast for: AVA [2025-11-26T17:06:48.572011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-11-26T17:06:48.582601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVA'. [2025-11-26T17:06:48.582958] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-11-26T17:06:48.583760] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-11-26T17:06:48.583815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:48.583849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:48.583878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:48.583950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:48.640656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:48.641362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:48.641451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:48.641486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:48.752469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:48.752656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:48.752700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:48.752763] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:48.756121] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=26.01%) [2025-11-26T17:06:48.756396] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-11-26T17:06:48.756524] [INFO ] [sig ] AVA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:48.895635] [INFO ] [LOCAL ] Saved forecast: AVA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVA.txt [2025-11-26T17:06:48.895788] [INFO ] [sig ] [302/3639] Completed AVA in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:48.895831] [INFO ] [sig ] [303/3639] Forecasting AVAH... [2025-11-26T17:06:48.895862] [INFO ] [sig ] Generating forecast for: AVAH [2025-11-26T17:06:48.895897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'. [2025-11-26T17:06:48.906394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAH'. [2025-11-26T17:06:48.906726] [INFO ] [FORECASTER] Starting predict_future for AVAH [2025-11-26T17:06:48.907532] [DEBUG] [LOCAL ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt [2025-11-26T17:06:48.907587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:48.907621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:48.907677] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:48.907739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:48.964208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:48.964908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:48.964993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:48.965030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:49.082487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:49.082689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:49.082732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:49.082762] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:49.086150] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=99.39%) [2025-11-26T17:06:49.086425] [INFO ] [FORECASTER] Completed predict_future for AVAH [2025-11-26T17:06:49.086557] [INFO ] [sig ] AVAH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:49.234290] [INFO ] [LOCAL ] Saved forecast: AVAH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVAH.txt [2025-11-26T17:06:49.234429] [INFO ] [sig ] [303/3639] Completed AVAH in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:49.234470] [INFO ] [sig ] [304/3639] Forecasting AVAL... [2025-11-26T17:06:49.234500] [INFO ] [sig ] Generating forecast for: AVAL [2025-11-26T17:06:49.234567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-11-26T17:06:49.245286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAL'. [2025-11-26T17:06:49.245655] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-11-26T17:06:49.246479] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-11-26T17:06:49.246547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:49.246583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:49.246613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:49.246710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:49.306746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:49.307461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:49.307548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:49.307584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:49.424328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:49.424495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:49.424537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:49.424570] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:49.428151] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=85.23%) [2025-11-26T17:06:49.428441] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-11-26T17:06:49.428577] [INFO ] [sig ] AVAL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:49.576714] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVAL.txt [2025-11-26T17:06:49.576860] [INFO ] [sig ] [304/3639] Completed AVAL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:49.576902] [INFO ] [sig ] [305/3639] Forecasting AVB... [2025-11-26T17:06:49.576934] [INFO ] [sig ] Generating forecast for: AVB [2025-11-26T17:06:49.576999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-11-26T17:06:49.588576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVB'. [2025-11-26T17:06:49.588942] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-11-26T17:06:49.589745] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-11-26T17:06:49.589799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:49.589833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:49.589861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:49.589921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:49.647157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:49.647946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:49.648039] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:49.648077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:49.768488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:49.768706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:49.768792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:49.768827] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:49.772195] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=25.95%) [2025-11-26T17:06:49.772476] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-11-26T17:06:49.772610] [INFO ] [sig ] AVB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:49.920610] [INFO ] [LOCAL ] Saved forecast: AVB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVB.txt [2025-11-26T17:06:49.920790] [INFO ] [sig ] [305/3639] Completed AVB in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:49.920833] [INFO ] [sig ] [306/3639] Forecasting AVBP... [2025-11-26T17:06:49.920864] [INFO ] [sig ] Generating forecast for: AVBP [2025-11-26T17:06:49.920950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'. [2025-11-26T17:06:49.931551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVBP'. [2025-11-26T17:06:49.931924] [INFO ] [FORECASTER] Starting predict_future for AVBP [2025-11-26T17:06:49.932757] [DEBUG] [LOCAL ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt [2025-11-26T17:06:49.932812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:49.932846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:49.932875] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:49.932933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:49.992047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:49.992914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:49.993006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:49.993052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:50.119417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:50.119586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:50.119631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:50.119704] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:50.123392] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=11.75%) [2025-11-26T17:06:50.123699] [INFO ] [FORECASTER] Completed predict_future for AVBP [2025-11-26T17:06:50.123842] [INFO ] [sig ] AVBP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:50.274533] [INFO ] [LOCAL ] Saved forecast: AVBP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVBP.txt [2025-11-26T17:06:50.274696] [INFO ] [sig ] [306/3639] Completed AVBP in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:50.274744] [INFO ] [sig ] [307/3639] Forecasting AVD... [2025-11-26T17:06:50.274806] [INFO ] [sig ] Generating forecast for: AVD [2025-11-26T17:06:50.274853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-11-26T17:06:50.285044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVD'. [2025-11-26T17:06:50.285334] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-11-26T17:06:50.286169] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-11-26T17:06:50.286225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:50.286261] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:50.286290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:50.286351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:50.342764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:50.343398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:50.343481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:50.343518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:50.460309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:50.460477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:50.460519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:50.460550] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:50.463956] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=2.00%) [2025-11-26T17:06:50.464232] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-11-26T17:06:50.464362] [INFO ] [sig ] AVD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:50.606963] [INFO ] [LOCAL ] Saved forecast: AVD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVD.txt [2025-11-26T17:06:50.607130] [INFO ] [sig ] [307/3639] Completed AVD in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:50.607173] [INFO ] [sig ] [308/3639] Forecasting AVDL... [2025-11-26T17:06:50.607204] [INFO ] [sig ] Generating forecast for: AVDL [2025-11-26T17:06:50.607239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'. [2025-11-26T17:06:50.621693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVDL'. [2025-11-26T17:06:50.622158] [INFO ] [FORECASTER] Starting predict_future for AVDL [2025-11-26T17:06:50.623087] [DEBUG] [LOCAL ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt [2025-11-26T17:06:50.623160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:50.623215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:50.623267] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:50.623378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:50.684527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:50.685358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:50.685460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:50.685501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:50.809560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:50.809754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:50.809799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:50.809830] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:50.813185] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: UP (p=59.74%) [2025-11-26T17:06:50.813466] [INFO ] [FORECASTER] Completed predict_future for AVDL [2025-11-26T17:06:50.813597] [INFO ] [sig ] AVDL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:50.958418] [INFO ] [LOCAL ] Saved forecast: AVDL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVDL.txt [2025-11-26T17:06:50.958576] [INFO ] [sig ] [308/3639] Completed AVDL in 0.4s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:50.958618] [INFO ] [sig ] [309/3639] Forecasting AVGO... [2025-11-26T17:06:50.958671] [INFO ] [sig ] Generating forecast for: AVGO [2025-11-26T17:06:50.958737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'. [2025-11-26T17:06:50.969296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGO'. [2025-11-26T17:06:50.969615] [INFO ] [FORECASTER] Starting predict_future for AVGO [2025-11-26T17:06:50.970414] [DEBUG] [LOCAL ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt [2025-11-26T17:06:50.970468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:50.970503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:50.970534] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:50.970595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:51.027940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:51.028780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:51.028897] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:51.028935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:51.152178] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:51.152350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:51.152392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:51.152423] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:51.155860] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=78.09%) [2025-11-26T17:06:51.156183] [INFO ] [FORECASTER] Completed predict_future for AVGO [2025-11-26T17:06:51.156319] [INFO ] [sig ] AVGO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:51.297599] [INFO ] [LOCAL ] Saved forecast: AVGO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVGO.txt [2025-11-26T17:06:51.297752] [INFO ] [sig ] [309/3639] Completed AVGO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:51.297795] [INFO ] [sig ] [310/3639] Forecasting AVGX... [2025-11-26T17:06:51.297860] [INFO ] [sig ] Generating forecast for: AVGX [2025-11-26T17:06:51.297897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'. [2025-11-26T17:06:51.308374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGX'. [2025-11-26T17:06:51.308729] [INFO ] [FORECASTER] Starting predict_future for AVGX [2025-11-26T17:06:51.309521] [DEBUG] [LOCAL ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt [2025-11-26T17:06:51.309575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:51.309608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:51.309659] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:51.309727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:51.366542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:51.367230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:51.367312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:51.367364] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:51.490238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:51.490385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:51.490426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:51.490457] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:51.493777] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=52.26%) [2025-11-26T17:06:51.494051] [INFO ] [FORECASTER] Completed predict_future for AVGX [2025-11-26T17:06:51.494185] [INFO ] [sig ] AVGX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:51.638845] [INFO ] [LOCAL ] Saved forecast: AVGX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVGX.txt [2025-11-26T17:06:51.638968] [INFO ] [sig ] [310/3639] Completed AVGX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.5m [2025-11-26T17:06:51.639008] [INFO ] [sig ] [311/3639] Forecasting AVK... [2025-11-26T17:06:51.639039] [INFO ] [sig ] Generating forecast for: AVK [2025-11-26T17:06:51.639073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-11-26T17:06:51.649806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVK'. [2025-11-26T17:06:51.650109] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-11-26T17:06:51.650908] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-11-26T17:06:51.650962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:51.650996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:51.651025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:51.651086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:51.707978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:51.708579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:51.708681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:51.708719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:51.825130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:51.825282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:51.825345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:51.825380] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:51.829206] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=91.57%) [2025-11-26T17:06:51.829745] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-11-26T17:06:51.829902] [INFO ] [sig ] AVK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:51.983037] [INFO ] [LOCAL ] Saved forecast: AVK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVK.txt [2025-11-26T17:06:51.983165] [INFO ] [sig ] [311/3639] Completed AVK in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.4m [2025-11-26T17:06:51.983206] [INFO ] [sig ] [312/3639] Forecasting AVO... [2025-11-26T17:06:51.983238] [INFO ] [sig ] Generating forecast for: AVO [2025-11-26T17:06:51.983271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'. [2025-11-26T17:06:51.993849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVO'. [2025-11-26T17:06:51.994136] [INFO ] [FORECASTER] Starting predict_future for AVO [2025-11-26T17:06:51.994935] [DEBUG] [LOCAL ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt [2025-11-26T17:06:51.994990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:51.995024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:51.995053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:51.995116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:52.051977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:52.052596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:52.052694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:52.052731] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:52.170216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:52.170374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:52.170414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:52.170445] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:52.173795] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=62.79%) [2025-11-26T17:06:52.174065] [INFO ] [FORECASTER] Completed predict_future for AVO [2025-11-26T17:06:52.174195] [INFO ] [sig ] AVO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:52.316109] [INFO ] [LOCAL ] Saved forecast: AVO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AVO.txt [2025-11-26T17:06:52.316253] [INFO ] [sig ] [312/3639] Completed AVO in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.4m [2025-11-26T17:06:52.316295] [INFO ] [sig ] [313/3639] Forecasting AVTX... [2025-11-26T17:06:52.316327] [INFO ] [sig ] Generating forecast for: AVTX [2025-11-26T17:06:52.316360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'. [2025-11-26T17:06:52.327569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVTX'. [2025-11-26T17:06:52.327918] [INFO ] [FORECASTER] Starting predict_future for AVTX [2025-11-26T17:06:52.328736] [DEBUG] [LOCAL ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt [2025-11-26T17:06:52.328790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:52.328825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:52.328853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:52.328913] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:52.386071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:52.386733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:52.386816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:52.386852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:52.509636] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:52.509828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:52.509869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:52.509901] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:52.513265] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-11-26T17:06:52.513536] [INFO ] [FORECASTER] Completed predict_future for AVTX [2025-11-26T17:06:52.513684] [INFO ] [sig ] AVTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:52.655831] [INFO ] [LOCAL ] Saved forecast: AVTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVTX.txt [2025-11-26T17:06:52.655961] [INFO ] [sig ] [313/3639] Completed AVTX in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.4m [2025-11-26T17:06:52.656003] [INFO ] [sig ] [314/3639] Forecasting AVXL... [2025-11-26T17:06:52.656033] [INFO ] [sig ] Generating forecast for: AVXL [2025-11-26T17:06:52.656068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'. [2025-11-26T17:06:52.666302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVXL'. [2025-11-26T17:06:52.666591] [INFO ] [FORECASTER] Starting predict_future for AVXL [2025-11-26T17:06:52.667485] [DEBUG] [LOCAL ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt [2025-11-26T17:06:52.667543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:52.667577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:52.667606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:52.667684] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:52.725003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:52.725707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:52.725791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:52.725826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:52.843118] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:52.843258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:52.843299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:52.843329] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:52.846622] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=7.53%) [2025-11-26T17:06:52.846913] [INFO ] [FORECASTER] Completed predict_future for AVXL [2025-11-26T17:06:52.847042] [INFO ] [sig ] AVXL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:52.992277] [INFO ] [LOCAL ] Saved forecast: AVXL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVXL.txt [2025-11-26T17:06:52.992408] [INFO ] [sig ] [314/3639] Completed AVXL in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.4m [2025-11-26T17:06:52.992454] [INFO ] [sig ] [315/3639] Forecasting AVY... [2025-11-26T17:06:52.992486] [INFO ] [sig ] Generating forecast for: AVY [2025-11-26T17:06:52.992519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-11-26T17:06:53.002891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVY'. [2025-11-26T17:06:53.003198] [INFO ] [FORECASTER] Starting predict_future for AVY [2025-11-26T17:06:53.004004] [DEBUG] [LOCAL ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt [2025-11-26T17:06:53.004059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:53.004109] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:53.004140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:53.004201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:53.061180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:53.061822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:53.061918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:53.061954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:53.177892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:53.178027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:53.178067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:53.178100] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:53.181587] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=32.57%) [2025-11-26T17:06:53.181878] [INFO ] [FORECASTER] Completed predict_future for AVY [2025-11-26T17:06:53.182008] [INFO ] [sig ] AVY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:53.322685] [INFO ] [LOCAL ] Saved forecast: AVY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AVY.txt [2025-11-26T17:06:53.322809] [INFO ] [sig ] [315/3639] Completed AVY in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.4m [2025-11-26T17:06:53.322850] [INFO ] [sig ] [316/3639] Forecasting AWF... [2025-11-26T17:06:53.322881] [INFO ] [sig ] Generating forecast for: AWF [2025-11-26T17:06:53.322915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-11-26T17:06:53.333739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWF'. [2025-11-26T17:06:53.334027] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-11-26T17:06:53.334818] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-11-26T17:06:53.334873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:53.334931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:53.334961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:53.335021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:53.394729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:53.395369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:53.395455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:53.395493] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:53.514580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:53.514731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:53.514773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:53.514803] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:53.518110] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=32.56%) [2025-11-26T17:06:53.518379] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-11-26T17:06:53.518510] [INFO ] [sig ] AWF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:53.660829] [INFO ] [LOCAL ] Saved forecast: AWF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AWF.txt [2025-11-26T17:06:53.660958] [INFO ] [sig ] [316/3639] Completed AWF in 0.3s | 2.85 sym/s | Total: 1.8m | ETA: 19.4m [2025-11-26T17:06:53.661000] [INFO ] [sig ] [317/3639] Forecasting AWI... [2025-11-26T17:06:53.661030] [INFO ] [sig ] Generating forecast for: AWI [2025-11-26T17:06:53.661064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-11-26T17:06:53.674571] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWI'. [2025-11-26T17:06:53.674964] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-11-26T17:06:53.675792] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-11-26T17:06:53.675847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:53.675882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:53.675910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:53.675969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:53.733236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:53.733863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:53.733952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:53.733989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:53.853829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:53.853965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:53.854006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:53.854036] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:53.857332] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=86.31%) [2025-11-26T17:06:53.857601] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-11-26T17:06:53.857749] [INFO ] [sig ] AWI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:53.998576] [INFO ] [LOCAL ] Saved forecast: AWI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AWI.txt [2025-11-26T17:06:53.998710] [INFO ] [sig ] [317/3639] Completed AWI in 0.3s | 2.85 sym/s | Total: 1.9m | ETA: 19.4m [2025-11-26T17:06:53.998754] [INFO ] [sig ] [318/3639] Forecasting AWK... [2025-11-26T17:06:53.998785] [INFO ] [sig ] Generating forecast for: AWK [2025-11-26T17:06:53.998817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-11-26T17:06:54.009465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWK'. [2025-11-26T17:06:54.009759] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-11-26T17:06:54.010525] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-11-26T17:06:54.010579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:54.010614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:54.010666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:54.010730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:54.068328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:54.068954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:54.069035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:54.069069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:54.183415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:54.183519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:54.183556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:54.183586] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:54.186733] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-11-26T17:06:54.187002] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-11-26T17:06:54.187130] [INFO ] [sig ] AWK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:54.327773] [INFO ] [LOCAL ] Saved forecast: AWK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AWK.txt [2025-11-26T17:06:54.327885] [INFO ] [sig ] [318/3639] Completed AWK in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.4m [2025-11-26T17:06:54.327926] [INFO ] [sig ] [319/3639] Forecasting AWP... [2025-11-26T17:06:54.327964] [INFO ] [sig ] Generating forecast for: AWP [2025-11-26T17:06:54.328000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-11-26T17:06:54.338396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWP'. [2025-11-26T17:06:54.338685] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-11-26T17:06:54.339452] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-11-26T17:06:54.339506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:54.339539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:54.339568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:54.339628] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:54.396914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:54.397518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:54.397600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:54.397635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:54.515399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:54.515543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:54.515584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:54.515613] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:54.518922] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=41.77%) [2025-11-26T17:06:54.519189] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-11-26T17:06:54.519315] [INFO ] [sig ] AWP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:54.661606] [INFO ] [LOCAL ] Saved forecast: AWP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AWP.txt [2025-11-26T17:06:54.661761] [INFO ] [sig ] [319/3639] Completed AWP in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.4m [2025-11-26T17:06:54.661804] [INFO ] [sig ] [320/3639] Forecasting AWRE... [2025-11-26T17:06:54.661835] [INFO ] [sig ] Generating forecast for: AWRE [2025-11-26T17:06:54.661898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'. [2025-11-26T17:06:54.671620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWRE'. [2025-11-26T17:06:54.671945] [INFO ] [FORECASTER] Starting predict_future for AWRE [2025-11-26T17:06:54.672735] [DEBUG] [LOCAL ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt [2025-11-26T17:06:54.672789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:54.672823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:54.672852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:54.672911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:54.729996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:54.730583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:54.730681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:54.730719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:54.835630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:54.835752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:54.835790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:54.835819] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:54.838943] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=85.91%) [2025-11-26T17:06:54.839232] [INFO ] [FORECASTER] Completed predict_future for AWRE [2025-11-26T17:06:54.839375] [INFO ] [sig ] AWRE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:54.981096] [INFO ] [LOCAL ] Saved forecast: AWRE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AWRE.txt [2025-11-26T17:06:54.981210] [INFO ] [sig ] [320/3639] Completed AWRE in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.4m [2025-11-26T17:06:54.981250] [INFO ] [sig ] [321/3639] Forecasting AXGN... [2025-11-26T17:06:54.981281] [INFO ] [sig ] Generating forecast for: AXGN [2025-11-26T17:06:54.981313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'. [2025-11-26T17:06:54.991796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXGN'. [2025-11-26T17:06:54.992065] [INFO ] [FORECASTER] Starting predict_future for AXGN [2025-11-26T17:06:54.992864] [DEBUG] [LOCAL ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt [2025-11-26T17:06:54.992917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:54.992951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:54.992979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:54.993039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:55.050316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:55.050919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:55.051000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:55.051035] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:55.171681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:55.171794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:55.171833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:55.171863] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:55.175025] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=85.64%) [2025-11-26T17:06:55.175293] [INFO ] [FORECASTER] Completed predict_future for AXGN [2025-11-26T17:06:55.175420] [INFO ] [sig ] AXGN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:55.319506] [INFO ] [LOCAL ] Saved forecast: AXGN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AXGN.txt [2025-11-26T17:06:55.319622] [INFO ] [sig ] [321/3639] Completed AXGN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.4m [2025-11-26T17:06:55.319683] [INFO ] [sig ] [322/3639] Forecasting AXL... [2025-11-26T17:06:55.319716] [INFO ] [sig ] Generating forecast for: AXL [2025-11-26T17:06:55.319749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-11-26T17:06:55.330788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXL'. [2025-11-26T17:06:55.331142] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-11-26T17:06:55.332012] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-11-26T17:06:55.332068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:55.332102] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:55.332131] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:55.332192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:55.389232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:55.389990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:55.390080] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:55.390118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:55.511731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:55.511850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:55.511891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:55.511934] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:55.515309] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=48.58%) [2025-11-26T17:06:55.515593] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-11-26T17:06:55.515745] [INFO ] [sig ] AXL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:55.656231] [INFO ] [LOCAL ] Saved forecast: AXL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AXL.txt [2025-11-26T17:06:55.656364] [INFO ] [sig ] [322/3639] Completed AXL in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.4m [2025-11-26T17:06:55.656407] [INFO ] [sig ] [323/3639] Forecasting AXON... [2025-11-26T17:06:55.656439] [INFO ] [sig ] Generating forecast for: AXON [2025-11-26T17:06:55.656470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'. [2025-11-26T17:06:55.666408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXON'. [2025-11-26T17:06:55.666720] [INFO ] [FORECASTER] Starting predict_future for AXON [2025-11-26T17:06:55.667559] [DEBUG] [LOCAL ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt [2025-11-26T17:06:55.667614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:55.667666] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:55.667697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:55.667757] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:55.724011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:55.724616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:55.724718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:55.724754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:55.841216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:55.841317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:55.841357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:55.841386] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:55.844753] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=30.10%) [2025-11-26T17:06:55.845028] [INFO ] [FORECASTER] Completed predict_future for AXON [2025-11-26T17:06:55.845158] [INFO ] [sig ] AXON: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:55.986423] [INFO ] [LOCAL ] Saved forecast: AXON 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AXON.txt [2025-11-26T17:06:55.986570] [INFO ] [sig ] [323/3639] Completed AXON in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:55.986613] [INFO ] [sig ] [324/3639] Forecasting AXP... [2025-11-26T17:06:55.986670] [INFO ] [sig ] Generating forecast for: AXP [2025-11-26T17:06:55.986707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-11-26T17:06:55.997366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXP'. [2025-11-26T17:06:55.997758] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-11-26T17:06:55.998557] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-11-26T17:06:55.998612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:55.998667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:55.998700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:55.998761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:56.055848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:56.056625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:56.056744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:56.056796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:56.186233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:56.186391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:56.186433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:56.186463] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:56.189908] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=65.34%) [2025-11-26T17:06:56.190204] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-11-26T17:06:56.190359] [INFO ] [sig ] AXP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:56.332418] [INFO ] [LOCAL ] Saved forecast: AXP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AXP.txt [2025-11-26T17:06:56.332564] [INFO ] [sig ] [324/3639] Completed AXP in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:56.332606] [INFO ] [sig ] [325/3639] Forecasting AXS... [2025-11-26T17:06:56.332688] [INFO ] [sig ] Generating forecast for: AXS [2025-11-26T17:06:56.332726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-11-26T17:06:56.342665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXS'. [2025-11-26T17:06:56.342945] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-11-26T17:06:56.343759] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-11-26T17:06:56.343813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:56.343848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:56.343877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:56.343936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:56.400992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:56.401620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:56.401721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:56.401757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:56.519626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:56.519778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:56.519818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:56.519849] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:56.523127] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-11-26T17:06:56.523400] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-11-26T17:06:56.523533] [INFO ] [sig ] AXS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:56.665350] [INFO ] [LOCAL ] Saved forecast: AXS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AXS.txt [2025-11-26T17:06:56.665474] [INFO ] [sig ] [325/3639] Completed AXS in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:56.665516] [INFO ] [sig ] [326/3639] Forecasting AXSM... [2025-11-26T17:06:56.665549] [INFO ] [sig ] Generating forecast for: AXSM [2025-11-26T17:06:56.665581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'. [2025-11-26T17:06:56.675670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXSM'. [2025-11-26T17:06:56.675964] [INFO ] [FORECASTER] Starting predict_future for AXSM [2025-11-26T17:06:56.676774] [DEBUG] [LOCAL ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt [2025-11-26T17:06:56.676828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:56.676863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:56.676893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:56.676963] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:56.733281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:56.733914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:56.734022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:56.734059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:56.851403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:56.851555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:56.851598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:56.851628] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:56.854973] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=29.35%) [2025-11-26T17:06:56.855248] [INFO ] [FORECASTER] Completed predict_future for AXSM [2025-11-26T17:06:56.855380] [INFO ] [sig ] AXSM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:56.999481] [INFO ] [LOCAL ] Saved forecast: AXSM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AXSM.txt [2025-11-26T17:06:56.999607] [INFO ] [sig ] [326/3639] Completed AXSM in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:56.999668] [INFO ] [sig ] [327/3639] Forecasting AXTA... [2025-11-26T17:06:56.999704] [INFO ] [sig ] Generating forecast for: AXTA [2025-11-26T17:06:56.999737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-11-26T17:06:57.009944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTA'. [2025-11-26T17:06:57.010224] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-11-26T17:06:57.011032] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-11-26T17:06:57.011086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:57.011120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:57.011148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:57.011207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:57.068763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:57.069352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:57.069434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:57.069468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:57.186792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:57.186907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:57.186948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:57.186979] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:57.190210] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=60.76%) [2025-11-26T17:06:57.190478] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-11-26T17:06:57.190611] [INFO ] [sig ] AXTA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:57.331508] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AXTA.txt [2025-11-26T17:06:57.331659] [INFO ] [sig ] [327/3639] Completed AXTA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:57.331705] [INFO ] [sig ] [328/3639] Forecasting AXTI... [2025-11-26T17:06:57.331737] [INFO ] [sig ] Generating forecast for: AXTI [2025-11-26T17:06:57.331769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'. [2025-11-26T17:06:57.342449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTI'. [2025-11-26T17:06:57.342774] [INFO ] [FORECASTER] Starting predict_future for AXTI [2025-11-26T17:06:57.343555] [DEBUG] [LOCAL ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt [2025-11-26T17:06:57.343622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:57.343689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:57.343720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:57.343780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:57.399830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:57.400476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:57.400559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:57.400595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:57.520562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:57.520748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:57.520791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:57.520820] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:57.524146] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=93.04%) [2025-11-26T17:06:57.524417] [INFO ] [FORECASTER] Completed predict_future for AXTI [2025-11-26T17:06:57.524546] [INFO ] [sig ] AXTI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:57.669857] [INFO ] [LOCAL ] Saved forecast: AXTI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AXTI.txt [2025-11-26T17:06:57.670023] [INFO ] [sig ] [328/3639] Completed AXTI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:57.670066] [INFO ] [sig ] [329/3639] Forecasting AYI... [2025-11-26T17:06:57.670098] [INFO ] [sig ] Generating forecast for: AYI [2025-11-26T17:06:57.670132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-11-26T17:06:57.683668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AYI'. [2025-11-26T17:06:57.684316] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-11-26T17:06:57.685333] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-11-26T17:06:57.685394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:57.685431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:57.685461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:57.685525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:57.757013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:57.758295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:57.758403] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:57.758440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:57.883154] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:57.883392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:57.883437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:57.883470] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:57.887462] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=23.92%) [2025-11-26T17:06:57.887807] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-11-26T17:06:57.887964] [INFO ] [sig ] AYI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:58.039574] [INFO ] [LOCAL ] Saved forecast: AYI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AYI.txt [2025-11-26T17:06:58.039884] [INFO ] [sig ] [329/3639] Completed AYI in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:58.039935] [INFO ] [sig ] [330/3639] Forecasting AZ... [2025-11-26T17:06:58.040013] [INFO ] [sig ] Generating forecast for: AZ [2025-11-26T17:06:58.040052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'. [2025-11-26T17:06:58.053282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZ'. [2025-11-26T17:06:58.053817] [INFO ] [FORECASTER] Starting predict_future for AZ [2025-11-26T17:06:58.054742] [DEBUG] [LOCAL ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt [2025-11-26T17:06:58.054798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:58.054834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:58.054863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:58.054925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:58.111987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:58.113249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:58.113397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:58.113437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:58.237141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:58.237414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:58.237461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:58.237492] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:58.241674] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=28.94%) [2025-11-26T17:06:58.242054] [INFO ] [FORECASTER] Completed predict_future for AZ [2025-11-26T17:06:58.242217] [INFO ] [sig ] AZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:58.407513] [INFO ] [LOCAL ] Saved forecast: AZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AZ.txt [2025-11-26T17:06:58.407769] [INFO ] [sig ] [330/3639] Completed AZ in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:58.407820] [INFO ] [sig ] [331/3639] Forecasting AZN... [2025-11-26T17:06:58.407856] [INFO ] [sig ] Generating forecast for: AZN [2025-11-26T17:06:58.407938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'. [2025-11-26T17:06:58.419556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZN'. [2025-11-26T17:06:58.419928] [INFO ] [FORECASTER] Starting predict_future for AZN [2025-11-26T17:06:58.420765] [DEBUG] [LOCAL ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt [2025-11-26T17:06:58.420820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:58.420854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:58.420883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:58.420943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:58.478771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:58.479572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:58.479687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:58.479728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:58.600328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:58.600494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:58.600535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:58.600564] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:58.603998] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=81.05%) [2025-11-26T17:06:58.604271] [INFO ] [FORECASTER] Completed predict_future for AZN [2025-11-26T17:06:58.604407] [INFO ] [sig ] AZN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:58.745266] [INFO ] [LOCAL ] Saved forecast: AZN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AZN.txt [2025-11-26T17:06:58.745417] [INFO ] [sig ] [331/3639] Completed AZN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:58.745461] [INFO ] [sig ] [332/3639] Forecasting AZO... [2025-11-26T17:06:58.745493] [INFO ] [sig ] Generating forecast for: AZO [2025-11-26T17:06:58.745526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-11-26T17:06:58.756086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZO'. [2025-11-26T17:06:58.756424] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-11-26T17:06:58.757256] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-11-26T17:06:58.757312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:58.757387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:58.757417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:58.757476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:58.813234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:58.813876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:58.813958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:58.813993] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:58.932894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:58.933082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:58.933124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:58.933155] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:58.936484] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=4.68%) [2025-11-26T17:06:58.936788] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-11-26T17:06:58.936920] [INFO ] [sig ] AZO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:59.077053] [INFO ] [LOCAL ] Saved forecast: AZO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AZO.txt [2025-11-26T17:06:59.077198] [INFO ] [sig ] [332/3639] Completed AZO in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:59.077242] [INFO ] [sig ] [333/3639] Forecasting AZTA... [2025-11-26T17:06:59.077280] [INFO ] [sig ] Generating forecast for: AZTA [2025-11-26T17:06:59.077312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'. [2025-11-26T17:06:59.087854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZTA'. [2025-11-26T17:06:59.088151] [INFO ] [FORECASTER] Starting predict_future for AZTA [2025-11-26T17:06:59.089008] [DEBUG] [LOCAL ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt [2025-11-26T17:06:59.089062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:59.089123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:59.089154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:59.089217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:59.145934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:59.146718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:59.146804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:59.146839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:59.268552] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:59.268725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:59.268767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:59.268798] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:59.272140] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=36.20%) [2025-11-26T17:06:59.272440] [INFO ] [FORECASTER] Completed predict_future for AZTA [2025-11-26T17:06:59.272572] [INFO ] [sig ] AZTA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:06:59.416376] [INFO ] [LOCAL ] Saved forecast: AZTA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/AZTA.txt [2025-11-26T17:06:59.416511] [INFO ] [sig ] [333/3639] Completed AZTA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:59.416553] [INFO ] [sig ] [334/3639] Forecasting AZZ... [2025-11-26T17:06:59.416584] [INFO ] [sig ] Generating forecast for: AZZ [2025-11-26T17:06:59.416618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-11-26T17:06:59.427014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZZ'. [2025-11-26T17:06:59.427441] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-11-26T17:06:59.428293] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-11-26T17:06:59.428360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:59.428402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:59.428432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:59.428492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:59.486241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:59.487014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:59.487103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:59.487141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:59.606264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:59.606422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:59.606465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:59.606495] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:59.610005] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=95.29%) [2025-11-26T17:06:59.610290] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-11-26T17:06:59.610424] [INFO ] [sig ] AZZ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:06:59.753425] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/AZZ.txt [2025-11-26T17:06:59.753592] [INFO ] [sig ] [334/3639] Completed AZZ in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.3m [2025-11-26T17:06:59.753635] [INFO ] [sig ] [335/3639] Forecasting BA... [2025-11-26T17:06:59.753691] [INFO ] [sig ] Generating forecast for: BA [2025-11-26T17:06:59.753758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-11-26T17:06:59.764722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BA'. [2025-11-26T17:06:59.765126] [INFO ] [FORECASTER] Starting predict_future for BA [2025-11-26T17:06:59.765963] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-11-26T17:06:59.766020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:06:59.766054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:06:59.766083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:06:59.766143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:06:59.825095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:06:59.825901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:06:59.825991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:06:59.826028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:06:59.950996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:06:59.951109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:06:59.951171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:06:59.951204] [INFO ] [FORECASTER] Training complete [2025-11-26T17:06:59.954876] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=85.33%) [2025-11-26T17:06:59.955234] [INFO ] [FORECASTER] Completed predict_future for BA [2025-11-26T17:06:59.955405] [INFO ] [sig ] BA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:00.106174] [INFO ] [LOCAL ] Saved forecast: BA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BA.txt [2025-11-26T17:07:00.106322] [INFO ] [sig ] [335/3639] Completed BA in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.3m [2025-11-26T17:07:00.106363] [INFO ] [sig ] [336/3639] Forecasting BABA... [2025-11-26T17:07:00.106393] [INFO ] [sig ] Generating forecast for: BABA [2025-11-26T17:07:00.106427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-11-26T17:07:00.117412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABA'. [2025-11-26T17:07:00.117741] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-11-26T17:07:00.118918] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-11-26T17:07:00.118973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:00.119006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:00.119035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:00.119094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:00.179559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:00.180423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:00.180516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:00.180554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:00.303685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:00.303831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:00.303871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:00.303900] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:00.307246] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-11-26T17:07:00.307544] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-11-26T17:07:00.307696] [INFO ] [sig ] BABA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:00.450491] [INFO ] [LOCAL ] Saved forecast: BABA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BABA.txt [2025-11-26T17:07:00.450629] [INFO ] [sig ] [336/3639] Completed BABA in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.3m [2025-11-26T17:07:00.450691] [INFO ] [sig ] [337/3639] Forecasting BABX... [2025-11-26T17:07:00.450723] [INFO ] [sig ] Generating forecast for: BABX [2025-11-26T17:07:00.450757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'. [2025-11-26T17:07:00.461606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABX'. [2025-11-26T17:07:00.461945] [INFO ] [FORECASTER] Starting predict_future for BABX [2025-11-26T17:07:00.462809] [DEBUG] [LOCAL ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt [2025-11-26T17:07:00.462864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:00.462898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:00.462926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:00.462985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:00.521720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:00.522529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:00.522620] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:00.522679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:00.642822] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:00.642961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:00.643003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:00.643034] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:00.646310] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=46.80%) [2025-11-26T17:07:00.646581] [INFO ] [FORECASTER] Completed predict_future for BABX [2025-11-26T17:07:00.646731] [INFO ] [sig ] BABX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:00.788349] [INFO ] [LOCAL ] Saved forecast: BABX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BABX.txt [2025-11-26T17:07:00.788497] [INFO ] [sig ] [337/3639] Completed BABX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:00.788541] [INFO ] [sig ] [338/3639] Forecasting BAC... [2025-11-26T17:07:00.788573] [INFO ] [sig ] Generating forecast for: BAC [2025-11-26T17:07:00.788607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-11-26T17:07:00.800142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAC'. [2025-11-26T17:07:00.800704] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-11-26T17:07:00.801498] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-11-26T17:07:00.801553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:00.801587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:00.801616] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:00.801820] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:00.859498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:00.860313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:00.860402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:00.860438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:01.001974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:01.002157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:01.002200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:01.002230] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:01.005757] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=53.29%) [2025-11-26T17:07:01.006036] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-11-26T17:07:01.006170] [INFO ] [sig ] BAC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:01.148964] [INFO ] [LOCAL ] Saved forecast: BAC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BAC.txt [2025-11-26T17:07:01.149130] [INFO ] [sig ] [338/3639] Completed BAC in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:01.149172] [INFO ] [sig ] [339/3639] Forecasting BAH... [2025-11-26T17:07:01.149205] [INFO ] [sig ] Generating forecast for: BAH [2025-11-26T17:07:01.149238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-11-26T17:07:01.160485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAH'. [2025-11-26T17:07:01.161023] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-11-26T17:07:01.161839] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-11-26T17:07:01.161894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:01.161941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:01.161971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:01.162031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:01.218940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:01.219615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:01.219718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:01.219756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:01.348229] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:01.348402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:01.348447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:01.348480] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:01.351906] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=13.12%) [2025-11-26T17:07:01.352185] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-11-26T17:07:01.352319] [INFO ] [sig ] BAH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:01.497111] [INFO ] [LOCAL ] Saved forecast: BAH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BAH.txt [2025-11-26T17:07:01.497297] [INFO ] [sig ] [339/3639] Completed BAH in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:01.497426] [INFO ] [sig ] [340/3639] Forecasting BAK... [2025-11-26T17:07:01.497470] [INFO ] [sig ] Generating forecast for: BAK [2025-11-26T17:07:01.497506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-11-26T17:07:01.509704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAK'. [2025-11-26T17:07:01.510146] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-11-26T17:07:01.511010] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-11-26T17:07:01.511066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:01.511103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:01.511132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:01.511196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:01.570346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:01.571147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:01.571243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:01.571280] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:01.695465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:01.695620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:01.695685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:01.695720] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:01.699220] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=27.64%) [2025-11-26T17:07:01.699503] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-11-26T17:07:01.699636] [INFO ] [sig ] BAK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:01.844852] [INFO ] [LOCAL ] Saved forecast: BAK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BAK.txt [2025-11-26T17:07:01.845023] [INFO ] [sig ] [340/3639] Completed BAK in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:01.845067] [INFO ] [sig ] [341/3639] Forecasting BALL... [2025-11-26T17:07:01.845101] [INFO ] [sig ] Generating forecast for: BALL [2025-11-26T17:07:01.845133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-11-26T17:07:01.857032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BALL'. [2025-11-26T17:07:01.857626] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-11-26T17:07:01.858454] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-11-26T17:07:01.858511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:01.858546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:01.858577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:01.858656] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:01.917197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:01.918122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:01.918213] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:01.918251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:02.039002] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:02.039174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:02.039217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:02.039250] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:02.042824] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=1.16%) [2025-11-26T17:07:02.043172] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-11-26T17:07:02.043322] [INFO ] [sig ] BALL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:02.186929] [INFO ] [LOCAL ] Saved forecast: BALL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BALL.txt [2025-11-26T17:07:02.187117] [INFO ] [sig ] [341/3639] Completed BALL in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:02.187162] [INFO ] [sig ] [342/3639] Forecasting BAM... [2025-11-26T17:07:02.187195] [INFO ] [sig ] Generating forecast for: BAM [2025-11-26T17:07:02.187228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-11-26T17:07:02.202263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAM'. [2025-11-26T17:07:02.202567] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-11-26T17:07:02.203372] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-11-26T17:07:02.203427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:02.203461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:02.203490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:02.203549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:02.262727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:02.263417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:02.263503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:02.263548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:02.385914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:02.386088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:02.386132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:02.386162] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:02.389808] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=69.78%) [2025-11-26T17:07:02.390114] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-11-26T17:07:02.390256] [INFO ] [sig ] BAM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:02.536494] [INFO ] [LOCAL ] Saved forecast: BAM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BAM.txt [2025-11-26T17:07:02.536656] [INFO ] [sig ] [342/3639] Completed BAM in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:02.536729] [INFO ] [sig ] [343/3639] Forecasting BANC... [2025-11-26T17:07:02.536771] [INFO ] [sig ] Generating forecast for: BANC [2025-11-26T17:07:02.536805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-11-26T17:07:02.548592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANC'. [2025-11-26T17:07:02.549068] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-11-26T17:07:02.549957] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-11-26T17:07:02.550015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:02.550051] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:02.550082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:02.550144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:02.608260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:02.609084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:02.609207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:02.609243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:02.730038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:02.730214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:02.730256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:02.730286] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:02.733659] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=36.55%) [2025-11-26T17:07:02.733936] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-11-26T17:07:02.734065] [INFO ] [sig ] BANC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:02.876169] [INFO ] [LOCAL ] Saved forecast: BANC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BANC.txt [2025-11-26T17:07:02.876365] [INFO ] [sig ] [343/3639] Completed BANC in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:02.876415] [INFO ] [sig ] [344/3639] Forecasting BAND... [2025-11-26T17:07:02.876450] [INFO ] [sig ] Generating forecast for: BAND [2025-11-26T17:07:02.876485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'. [2025-11-26T17:07:02.887458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAND'. [2025-11-26T17:07:02.887837] [INFO ] [FORECASTER] Starting predict_future for BAND [2025-11-26T17:07:02.888675] [DEBUG] [LOCAL ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt [2025-11-26T17:07:02.888732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:02.888767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:02.888797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:02.888860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:02.947870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:02.948761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:02.948852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:02.948890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:03.075987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:03.076160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:03.076203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:03.076236] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:03.079840] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=25.01%) [2025-11-26T17:07:03.080164] [INFO ] [FORECASTER] Completed predict_future for BAND [2025-11-26T17:07:03.080309] [INFO ] [sig ] BAND: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:03.224757] [INFO ] [LOCAL ] Saved forecast: BAND 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BAND.txt [2025-11-26T17:07:03.224921] [INFO ] [sig ] [344/3639] Completed BAND in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:03.224998] [INFO ] [sig ] [345/3639] Forecasting BANF... [2025-11-26T17:07:03.225035] [INFO ] [sig ] Generating forecast for: BANF [2025-11-26T17:07:03.225068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'. [2025-11-26T17:07:03.235918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANF'. [2025-11-26T17:07:03.236224] [INFO ] [FORECASTER] Starting predict_future for BANF [2025-11-26T17:07:03.237076] [DEBUG] [LOCAL ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt [2025-11-26T17:07:03.237132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:03.237167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:03.237197] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:03.237257] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:03.294848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:03.295766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:03.295856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:03.295894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:03.417232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:03.417418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:03.417462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:03.417492] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:03.420879] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=87.09%) [2025-11-26T17:07:03.421155] [INFO ] [FORECASTER] Completed predict_future for BANF [2025-11-26T17:07:03.421287] [INFO ] [sig ] BANF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:03.563665] [INFO ] [LOCAL ] Saved forecast: BANF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BANF.txt [2025-11-26T17:07:03.563809] [INFO ] [sig ] [345/3639] Completed BANF in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:03.563851] [INFO ] [sig ] [346/3639] Forecasting BANX... [2025-11-26T17:07:03.563884] [INFO ] [sig ] Generating forecast for: BANX [2025-11-26T17:07:03.563917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'. [2025-11-26T17:07:03.574058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANX'. [2025-11-26T17:07:03.574447] [INFO ] [FORECASTER] Starting predict_future for BANX [2025-11-26T17:07:03.575267] [DEBUG] [LOCAL ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt [2025-11-26T17:07:03.575323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:03.575361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:03.575392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:03.575453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:03.632200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:03.632847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:03.632929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:03.632965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:03.745002] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:03.745153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:03.745193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:03.745242] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:03.748572] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=39.07%) [2025-11-26T17:07:03.748864] [INFO ] [FORECASTER] Completed predict_future for BANX [2025-11-26T17:07:03.748995] [INFO ] [sig ] BANX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:03.891053] [INFO ] [LOCAL ] Saved forecast: BANX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BANX.txt [2025-11-26T17:07:03.891205] [INFO ] [sig ] [346/3639] Completed BANX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:03.891247] [INFO ] [sig ] [347/3639] Forecasting BAP... [2025-11-26T17:07:03.891280] [INFO ] [sig ] Generating forecast for: BAP [2025-11-26T17:07:03.891342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-11-26T17:07:03.903161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAP'. [2025-11-26T17:07:03.903540] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-11-26T17:07:03.904375] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-11-26T17:07:03.904432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:03.904465] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:03.904493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:03.904553] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:03.962292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:03.963212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:03.963310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:03.963353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:04.081247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:04.081436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:04.081485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:04.081517] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:04.084982] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=90.91%) [2025-11-26T17:07:04.085275] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-11-26T17:07:04.085425] [INFO ] [sig ] BAP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:04.241824] [INFO ] [LOCAL ] Saved forecast: BAP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BAP.txt [2025-11-26T17:07:04.241995] [INFO ] [sig ] [347/3639] Completed BAP in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:04.242038] [INFO ] [sig ] [348/3639] Forecasting BATRA... [2025-11-26T17:07:04.242070] [INFO ] [sig ] Generating forecast for: BATRA [2025-11-26T17:07:04.242104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'. [2025-11-26T17:07:04.253325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRA'. [2025-11-26T17:07:04.253676] [INFO ] [FORECASTER] Starting predict_future for BATRA [2025-11-26T17:07:04.254491] [DEBUG] [LOCAL ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt [2025-11-26T17:07:04.254548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:04.254582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:04.254614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:04.254697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:04.314212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:04.315101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:04.315193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:04.315250] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:04.434722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:04.434890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:04.434932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:04.434962] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:04.438428] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=18.05%) [2025-11-26T17:07:04.438752] [INFO ] [FORECASTER] Completed predict_future for BATRA [2025-11-26T17:07:04.438887] [INFO ] [sig ] BATRA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:04.584116] [INFO ] [LOCAL ] Saved forecast: BATRA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BATRA.txt [2025-11-26T17:07:04.584258] [INFO ] [sig ] [348/3639] Completed BATRA in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:04.584299] [INFO ] [sig ] [349/3639] Forecasting BATRK... [2025-11-26T17:07:04.584332] [INFO ] [sig ] Generating forecast for: BATRK [2025-11-26T17:07:04.584365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'. [2025-11-26T17:07:04.594734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRK'. [2025-11-26T17:07:04.595032] [INFO ] [FORECASTER] Starting predict_future for BATRK [2025-11-26T17:07:04.595834] [DEBUG] [LOCAL ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt [2025-11-26T17:07:04.595888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:04.595923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:04.595954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:04.596013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:04.652828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:04.653775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:04.653868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:04.653905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:04.773688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:04.773862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:04.773908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:04.773940] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:04.777438] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=95.31%) [2025-11-26T17:07:04.777749] [INFO ] [FORECASTER] Completed predict_future for BATRK [2025-11-26T17:07:04.777887] [INFO ] [sig ] BATRK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:04.927831] [INFO ] [LOCAL ] Saved forecast: BATRK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BATRK.txt [2025-11-26T17:07:04.927978] [INFO ] [sig ] [349/3639] Completed BATRK in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:04.928019] [INFO ] [sig ] [350/3639] Forecasting BAX... [2025-11-26T17:07:04.928052] [INFO ] [sig ] Generating forecast for: BAX [2025-11-26T17:07:04.928085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-11-26T17:07:04.943011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAX'. [2025-11-26T17:07:04.943453] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-11-26T17:07:04.944474] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-11-26T17:07:04.944540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:04.944622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:04.944698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:04.944791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:05.002765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:05.003676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:05.003765] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:05.003801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:05.123435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:05.123612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:05.123675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:05.123709] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:05.127047] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=98.97%) [2025-11-26T17:07:05.127318] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-11-26T17:07:05.127468] [INFO ] [sig ] BAX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:05.271043] [INFO ] [LOCAL ] Saved forecast: BAX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BAX.txt [2025-11-26T17:07:05.271206] [INFO ] [sig ] [350/3639] Completed BAX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:05.271249] [INFO ] [sig ] [351/3639] Forecasting BB... [2025-11-26T17:07:05.271281] [INFO ] [sig ] Generating forecast for: BB [2025-11-26T17:07:05.271313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-11-26T17:07:05.282957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BB'. [2025-11-26T17:07:05.283355] [INFO ] [FORECASTER] Starting predict_future for BB [2025-11-26T17:07:05.284310] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-11-26T17:07:05.284371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:05.284418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:05.284462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:05.284529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:05.345603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:05.346527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:05.346622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:05.346684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:05.477672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:05.477847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:05.477891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:05.477924] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:05.481499] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=75.80%) [2025-11-26T17:07:05.481880] [INFO ] [FORECASTER] Completed predict_future for BB [2025-11-26T17:07:05.482056] [INFO ] [sig ] BB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:05.641277] [INFO ] [LOCAL ] Saved forecast: BB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BB.txt [2025-11-26T17:07:05.641455] [INFO ] [sig ] [351/3639] Completed BB in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.2m [2025-11-26T17:07:05.641506] [INFO ] [sig ] [352/3639] Forecasting BBAI... [2025-11-26T17:07:05.641540] [INFO ] [sig ] Generating forecast for: BBAI [2025-11-26T17:07:05.641574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-11-26T17:07:05.654180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBAI'. [2025-11-26T17:07:05.654697] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-11-26T17:07:05.655798] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-11-26T17:07:05.655902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:05.655945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:05.655976] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:05.656038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:05.715499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:05.716489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:05.716777] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:05.716830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:05.841700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:05.841873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:05.841915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:05.841947] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:05.845513] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=17.97%) [2025-11-26T17:07:05.845848] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-11-26T17:07:05.845990] [INFO ] [sig ] BBAI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:05.990377] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBAI.txt [2025-11-26T17:07:05.990549] [INFO ] [sig ] [352/3639] Completed BBAI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:05.990789] [INFO ] [sig ] [353/3639] Forecasting BBCP... [2025-11-26T17:07:05.990828] [INFO ] [sig ] Generating forecast for: BBCP [2025-11-26T17:07:05.990863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'. [2025-11-26T17:07:06.007870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBCP'. [2025-11-26T17:07:06.008346] [INFO ] [FORECASTER] Starting predict_future for BBCP [2025-11-26T17:07:06.009273] [DEBUG] [LOCAL ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt [2025-11-26T17:07:06.009331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:06.009366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:06.009395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:06.009456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:06.072495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:06.073517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:06.073607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:06.073664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:06.205078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:06.205235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:06.205276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:06.205309] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:06.208760] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=10.57%) [2025-11-26T17:07:06.209039] [INFO ] [FORECASTER] Completed predict_future for BBCP [2025-11-26T17:07:06.209171] [INFO ] [sig ] BBCP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:06.351857] [INFO ] [LOCAL ] Saved forecast: BBCP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBCP.txt [2025-11-26T17:07:06.352015] [INFO ] [sig ] [353/3639] Completed BBCP in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:06.352056] [INFO ] [sig ] [354/3639] Forecasting BBD... [2025-11-26T17:07:06.352103] [INFO ] [sig ] Generating forecast for: BBD [2025-11-26T17:07:06.352146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-11-26T17:07:06.365227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBD'. [2025-11-26T17:07:06.365805] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-11-26T17:07:06.366778] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-11-26T17:07:06.366841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:06.366880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:06.366918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:06.366987] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:06.425590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:06.426683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:06.426786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:06.426822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:06.565915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:06.566100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:06.566143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:06.566174] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:06.569697] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-11-26T17:07:06.569980] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-11-26T17:07:06.570116] [INFO ] [sig ] BBD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:06.711250] [INFO ] [LOCAL ] Saved forecast: BBD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBD.txt [2025-11-26T17:07:06.711388] [INFO ] [sig ] [354/3639] Completed BBD in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:06.711431] [INFO ] [sig ] [355/3639] Forecasting BBDO... [2025-11-26T17:07:06.711462] [INFO ] [sig ] Generating forecast for: BBDO [2025-11-26T17:07:06.711496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-11-26T17:07:06.722333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBDO'. [2025-11-26T17:07:06.722686] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-11-26T17:07:06.723483] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-11-26T17:07:06.723538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:06.723572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:06.723602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:06.723681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:06.779225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:06.779879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:06.779964] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:06.779999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:06.901094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:06.901286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:06.901328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:06.901361] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:06.904855] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=17.43%) [2025-11-26T17:07:06.905134] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-11-26T17:07:06.905264] [INFO ] [sig ] BBDO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:07.047769] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBDO.txt [2025-11-26T17:07:07.047941] [INFO ] [sig ] [355/3639] Completed BBDO in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:07.047984] [INFO ] [sig ] [356/3639] Forecasting BBH... [2025-11-26T17:07:07.048019] [INFO ] [sig ] Generating forecast for: BBH [2025-11-26T17:07:07.048052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'. [2025-11-26T17:07:07.058783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBH'. [2025-11-26T17:07:07.059072] [INFO ] [FORECASTER] Starting predict_future for BBH [2025-11-26T17:07:07.059883] [DEBUG] [LOCAL ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt [2025-11-26T17:07:07.059937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:07.059972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:07.060001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:07.060062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:07.117026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:07.117761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:07.117846] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:07.117882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:07.224576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:07.224784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:07.224826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:07.224857] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:07.228385] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=87.83%) [2025-11-26T17:07:07.228737] [INFO ] [FORECASTER] Completed predict_future for BBH [2025-11-26T17:07:07.228882] [INFO ] [sig ] BBH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:07.368921] [INFO ] [LOCAL ] Saved forecast: BBH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BBH.txt [2025-11-26T17:07:07.369075] [INFO ] [sig ] [356/3639] Completed BBH in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:07.369120] [INFO ] [sig ] [357/3639] Forecasting BBIO... [2025-11-26T17:07:07.369151] [INFO ] [sig ] Generating forecast for: BBIO [2025-11-26T17:07:07.369184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'. [2025-11-26T17:07:07.382498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBIO'. [2025-11-26T17:07:07.382872] [INFO ] [FORECASTER] Starting predict_future for BBIO [2025-11-26T17:07:07.383735] [DEBUG] [LOCAL ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt [2025-11-26T17:07:07.383791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:07.383824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:07.383853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:07.383912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:07.441053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:07.441755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:07.441840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:07.441874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:07.565416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:07.565548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:07.565588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:07.565619] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:07.568938] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=88.24%) [2025-11-26T17:07:07.569227] [INFO ] [FORECASTER] Completed predict_future for BBIO [2025-11-26T17:07:07.569359] [INFO ] [sig ] BBIO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:07.710317] [INFO ] [LOCAL ] Saved forecast: BBIO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BBIO.txt [2025-11-26T17:07:07.710464] [INFO ] [sig ] [357/3639] Completed BBIO in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:07.710514] [INFO ] [sig ] [358/3639] Forecasting BBLG... [2025-11-26T17:07:07.710557] [INFO ] [sig ] Generating forecast for: BBLG [2025-11-26T17:07:07.710589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'. [2025-11-26T17:07:07.720867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBLG'. [2025-11-26T17:07:07.721203] [INFO ] [FORECASTER] Starting predict_future for BBLG [2025-11-26T17:07:07.722013] [DEBUG] [LOCAL ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt [2025-11-26T17:07:07.722068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:07.722102] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:07.722131] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:07.722189] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:07.778429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:07.779192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:07.779274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:07.779310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:07.897689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:07.897806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:07.897846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:07.897877] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:07.901195] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=7.19%) [2025-11-26T17:07:07.901471] [INFO ] [FORECASTER] Completed predict_future for BBLG [2025-11-26T17:07:07.901599] [INFO ] [sig ] BBLG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:08.042742] [INFO ] [LOCAL ] Saved forecast: BBLG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBLG.txt [2025-11-26T17:07:08.042905] [INFO ] [sig ] [358/3639] Completed BBLG in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:08.042948] [INFO ] [sig ] [359/3639] Forecasting BBN... [2025-11-26T17:07:08.042982] [INFO ] [sig ] Generating forecast for: BBN [2025-11-26T17:07:08.043018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-11-26T17:07:08.053589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBN'. [2025-11-26T17:07:08.053947] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-11-26T17:07:08.054791] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-11-26T17:07:08.054849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:08.054883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:08.054911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:08.054971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:08.111411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:08.112146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:08.112231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:08.112265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:08.228804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:08.228992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:08.229033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:08.229063] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:08.232403] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=55.45%) [2025-11-26T17:07:08.232707] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-11-26T17:07:08.232840] [INFO ] [sig ] BBN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:08.373439] [INFO ] [LOCAL ] Saved forecast: BBN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BBN.txt [2025-11-26T17:07:08.373581] [INFO ] [sig ] [359/3639] Completed BBN in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:08.373624] [INFO ] [sig ] [360/3639] Forecasting BBSI... [2025-11-26T17:07:08.373676] [INFO ] [sig ] Generating forecast for: BBSI [2025-11-26T17:07:08.373710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'. [2025-11-26T17:07:08.383990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBSI'. [2025-11-26T17:07:08.384292] [INFO ] [FORECASTER] Starting predict_future for BBSI [2025-11-26T17:07:08.385107] [DEBUG] [LOCAL ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt [2025-11-26T17:07:08.385162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:08.385196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:08.385227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:08.385287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:08.441524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:08.442162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:08.442271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:08.442308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:08.561259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:08.561365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:08.561406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:08.561436] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:08.564767] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-11-26T17:07:08.565042] [INFO ] [FORECASTER] Completed predict_future for BBSI [2025-11-26T17:07:08.565171] [INFO ] [sig ] BBSI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:08.705065] [INFO ] [LOCAL ] Saved forecast: BBSI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBSI.txt [2025-11-26T17:07:08.705185] [INFO ] [sig ] [360/3639] Completed BBSI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:08.705226] [INFO ] [sig ] [361/3639] Forecasting BBUC... [2025-11-26T17:07:08.705258] [INFO ] [sig ] Generating forecast for: BBUC [2025-11-26T17:07:08.705290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-11-26T17:07:08.715388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBUC'. [2025-11-26T17:07:08.715726] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-11-26T17:07:08.716517] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-11-26T17:07:08.716572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:08.716605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:08.716634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:08.716717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:08.773129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:08.773872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:08.773957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:08.773991] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:08.891754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:08.891907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:08.891948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:08.891978] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:08.895245] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=96.21%) [2025-11-26T17:07:08.895523] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-11-26T17:07:08.895684] [INFO ] [sig ] BBUC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:09.036235] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BBUC.txt [2025-11-26T17:07:09.036368] [INFO ] [sig ] [361/3639] Completed BBUC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:09.036410] [INFO ] [sig ] [362/3639] Forecasting BBVA... [2025-11-26T17:07:09.036440] [INFO ] [sig ] Generating forecast for: BBVA [2025-11-26T17:07:09.036505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-11-26T17:07:09.046523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBVA'. [2025-11-26T17:07:09.046816] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-11-26T17:07:09.047627] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-11-26T17:07:09.047712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:09.047746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:09.047774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:09.047832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:09.103496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:09.104196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:09.104281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:09.104316] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:09.223000] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:09.223170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:09.223211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:09.223241] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:09.226593] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=21.15%) [2025-11-26T17:07:09.226884] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-11-26T17:07:09.227017] [INFO ] [sig ] BBVA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:09.367868] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BBVA.txt [2025-11-26T17:07:09.368014] [INFO ] [sig ] [362/3639] Completed BBVA in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:09.368056] [INFO ] [sig ] [363/3639] Forecasting BBWI... [2025-11-26T17:07:09.368089] [INFO ] [sig ] Generating forecast for: BBWI [2025-11-26T17:07:09.368122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-11-26T17:07:09.378515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBWI'. [2025-11-26T17:07:09.378830] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-11-26T17:07:09.379623] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-11-26T17:07:09.379697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:09.379744] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:09.379774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:09.379834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:09.436456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:09.437263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:09.437372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:09.437414] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:09.559489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:09.559687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:09.559730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:09.559762] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:09.563118] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=93.71%) [2025-11-26T17:07:09.563386] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-11-26T17:07:09.563533] [INFO ] [sig ] BBWI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:09.705965] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BBWI.txt [2025-11-26T17:07:09.706148] [INFO ] [sig ] [363/3639] Completed BBWI in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:09.706197] [INFO ] [sig ] [364/3639] Forecasting BBY... [2025-11-26T17:07:09.706231] [INFO ] [sig ] Generating forecast for: BBY [2025-11-26T17:07:09.706266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-11-26T17:07:09.717187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBY'. [2025-11-26T17:07:09.717499] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-11-26T17:07:09.718317] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-11-26T17:07:09.718373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:09.718408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:09.718437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:09.718510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:09.776311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:09.777033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:09.777115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:09.777149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:09.898062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:09.898217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:09.898258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:09.898288] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:09.901726] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=90.01%) [2025-11-26T17:07:09.902002] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-11-26T17:07:09.902135] [INFO ] [sig ] BBY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:10.044055] [INFO ] [LOCAL ] Saved forecast: BBY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BBY.txt [2025-11-26T17:07:10.044211] [INFO ] [sig ] [364/3639] Completed BBY in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:10.044252] [INFO ] [sig ] [365/3639] Forecasting BC... [2025-11-26T17:07:10.044285] [INFO ] [sig ] Generating forecast for: BC [2025-11-26T17:07:10.044317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-11-26T17:07:10.054948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BC'. [2025-11-26T17:07:10.055221] [INFO ] [FORECASTER] Starting predict_future for BC [2025-11-26T17:07:10.056026] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-11-26T17:07:10.056080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:10.056114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:10.056143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:10.056203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:10.113566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:10.114337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:10.114423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:10.114459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:10.237836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:10.237973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:10.238015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:10.238045] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:10.241393] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=7.78%) [2025-11-26T17:07:10.241721] [INFO ] [FORECASTER] Completed predict_future for BC [2025-11-26T17:07:10.241854] [INFO ] [sig ] BC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:10.383169] [INFO ] [LOCAL ] Saved forecast: BC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BC.txt [2025-11-26T17:07:10.383303] [INFO ] [sig ] [365/3639] Completed BC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.1m [2025-11-26T17:07:10.383344] [INFO ] [sig ] [366/3639] Forecasting BCAL... [2025-11-26T17:07:10.383376] [INFO ] [sig ] Generating forecast for: BCAL [2025-11-26T17:07:10.383409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'. [2025-11-26T17:07:10.393447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAL'. [2025-11-26T17:07:10.393765] [INFO ] [FORECASTER] Starting predict_future for BCAL [2025-11-26T17:07:10.394558] [DEBUG] [LOCAL ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt [2025-11-26T17:07:10.394612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:10.394667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:10.394699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:10.394760] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:10.451730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:10.452397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:10.452480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:10.452517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:10.568008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:10.568160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:10.568200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:10.568230] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:10.571614] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=52.19%) [2025-11-26T17:07:10.571907] [INFO ] [FORECASTER] Completed predict_future for BCAL [2025-11-26T17:07:10.572037] [INFO ] [sig ] BCAL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:10.714190] [INFO ] [LOCAL ] Saved forecast: BCAL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCAL.txt [2025-11-26T17:07:10.714348] [INFO ] [sig ] [366/3639] Completed BCAL in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T17:07:10.714430] [INFO ] [sig ] [367/3639] Forecasting BCAX... [2025-11-26T17:07:10.714466] [INFO ] [sig ] Generating forecast for: BCAX [2025-11-26T17:07:10.714498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'. [2025-11-26T17:07:10.725223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAX'. [2025-11-26T17:07:10.725578] [INFO ] [FORECASTER] Starting predict_future for BCAX [2025-11-26T17:07:10.726425] [DEBUG] [LOCAL ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt [2025-11-26T17:07:10.726479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:10.726541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:10.726575] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:10.726635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:10.783367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:10.784195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:10.784282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:10.784317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:10.911046] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:10.911219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:10.911263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:10.911294] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:10.914859] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=96.93%) [2025-11-26T17:07:10.915158] [INFO ] [FORECASTER] Completed predict_future for BCAX [2025-11-26T17:07:10.915297] [INFO ] [sig ] BCAX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:11.061508] [INFO ] [LOCAL ] Saved forecast: BCAX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCAX.txt [2025-11-26T17:07:11.061672] [INFO ] [sig ] [367/3639] Completed BCAX in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T17:07:11.061746] [INFO ] [sig ] [368/3639] Forecasting BCBP... [2025-11-26T17:07:11.061781] [INFO ] [sig ] Generating forecast for: BCBP [2025-11-26T17:07:11.061815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'. [2025-11-26T17:07:11.072904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCBP'. [2025-11-26T17:07:11.073282] [INFO ] [FORECASTER] Starting predict_future for BCBP [2025-11-26T17:07:11.074299] [DEBUG] [LOCAL ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt [2025-11-26T17:07:11.074372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:11.074428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:11.074478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:11.074571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:11.143724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:11.144527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:11.144671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:11.144739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:11.272346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:11.272513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:11.272561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:11.272591] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:11.275943] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=21.90%) [2025-11-26T17:07:11.276211] [INFO ] [FORECASTER] Completed predict_future for BCBP [2025-11-26T17:07:11.276358] [INFO ] [sig ] BCBP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:11.416888] [INFO ] [LOCAL ] Saved forecast: BCBP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCBP.txt [2025-11-26T17:07:11.417023] [INFO ] [sig ] [368/3639] Completed BCBP in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T17:07:11.417065] [INFO ] [sig ] [369/3639] Forecasting BCC... [2025-11-26T17:07:11.417097] [INFO ] [sig ] Generating forecast for: BCC [2025-11-26T17:07:11.417130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-11-26T17:07:11.428133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCC'. [2025-11-26T17:07:11.428476] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-11-26T17:07:11.429320] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-11-26T17:07:11.429375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:11.429410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:11.429440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:11.429503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:11.489106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:11.489971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:11.490060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:11.490098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:11.609693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:11.609867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:11.609910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:11.609942] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:11.613507] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=29.17%) [2025-11-26T17:07:11.613841] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-11-26T17:07:11.613980] [INFO ] [sig ] BCC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:11.765772] [INFO ] [LOCAL ] Saved forecast: BCC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCC.txt [2025-11-26T17:07:11.765914] [INFO ] [sig ] [369/3639] Completed BCC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T17:07:11.765956] [INFO ] [sig ] [370/3639] Forecasting BCDA... [2025-11-26T17:07:11.765987] [INFO ] [sig ] Generating forecast for: BCDA [2025-11-26T17:07:11.766022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'. [2025-11-26T17:07:11.777497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCDA'. [2025-11-26T17:07:11.777888] [INFO ] [FORECASTER] Starting predict_future for BCDA [2025-11-26T17:07:11.778782] [DEBUG] [LOCAL ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt [2025-11-26T17:07:11.778839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:11.778875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:11.778905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:11.778989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:11.839799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:11.840628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:11.840743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:11.840780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:11.962908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:11.963075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:11.963117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:11.963195] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:11.966781] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=76.55%) [2025-11-26T17:07:11.967083] [INFO ] [FORECASTER] Completed predict_future for BCDA [2025-11-26T17:07:11.967243] [INFO ] [sig ] BCDA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:12.107966] [INFO ] [LOCAL ] Saved forecast: BCDA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCDA.txt [2025-11-26T17:07:12.108138] [INFO ] [sig ] [370/3639] Completed BCDA in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:12.108218] [INFO ] [sig ] [371/3639] Forecasting BCE... [2025-11-26T17:07:12.108258] [INFO ] [sig ] Generating forecast for: BCE [2025-11-26T17:07:12.108293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-11-26T17:07:12.119308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCE'. [2025-11-26T17:07:12.119655] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-11-26T17:07:12.120537] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-11-26T17:07:12.120593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:12.120627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:12.120690] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:12.120772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:12.177252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:12.177907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:12.177992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:12.178028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:12.298466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:12.298631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:12.298696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:12.298729] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:12.302205] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=84.45%) [2025-11-26T17:07:12.302487] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-11-26T17:07:12.302630] [INFO ] [sig ] BCE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:12.451866] [INFO ] [LOCAL ] Saved forecast: BCE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCE.txt [2025-11-26T17:07:12.452038] [INFO ] [sig ] [371/3639] Completed BCE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:12.452083] [INFO ] [sig ] [372/3639] Forecasting BCH... [2025-11-26T17:07:12.452115] [INFO ] [sig ] Generating forecast for: BCH [2025-11-26T17:07:12.452148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-11-26T17:07:12.463018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCH'. [2025-11-26T17:07:12.463450] [INFO ] [FORECASTER] Starting predict_future for BCH [2025-11-26T17:07:12.464321] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-11-26T17:07:12.464377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:12.464412] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:12.464442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:12.464504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:12.523671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:12.524584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:12.524721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:12.524761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:12.648818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:12.649032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:12.649082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:12.649115] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:12.652567] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=94.72%) [2025-11-26T17:07:12.652891] [INFO ] [FORECASTER] Completed predict_future for BCH [2025-11-26T17:07:12.653032] [INFO ] [sig ] BCH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:12.797158] [INFO ] [LOCAL ] Saved forecast: BCH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCH.txt [2025-11-26T17:07:12.797310] [INFO ] [sig ] [372/3639] Completed BCH in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:12.797381] [INFO ] [sig ] [373/3639] Forecasting BCML... [2025-11-26T17:07:12.797450] [INFO ] [sig ] Generating forecast for: BCML [2025-11-26T17:07:12.797490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'. [2025-11-26T17:07:12.808218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCML'. [2025-11-26T17:07:12.808575] [INFO ] [FORECASTER] Starting predict_future for BCML [2025-11-26T17:07:12.809447] [DEBUG] [LOCAL ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt [2025-11-26T17:07:12.809505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:12.809540] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:12.809573] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:12.809637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:12.867772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:12.868486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:12.868577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:12.868614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:12.978072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:12.978230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:12.978271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:12.978302] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:12.981675] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=47.25%) [2025-11-26T17:07:12.981952] [INFO ] [FORECASTER] Completed predict_future for BCML [2025-11-26T17:07:12.982083] [INFO ] [sig ] BCML: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:13.129214] [INFO ] [LOCAL ] Saved forecast: BCML 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCML.txt [2025-11-26T17:07:13.129398] [INFO ] [sig ] [373/3639] Completed BCML in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:13.129448] [INFO ] [sig ] [374/3639] Forecasting BCO... [2025-11-26T17:07:13.129482] [INFO ] [sig ] Generating forecast for: BCO [2025-11-26T17:07:13.129515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-11-26T17:07:13.140765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCO'. [2025-11-26T17:07:13.141104] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-11-26T17:07:13.141961] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-11-26T17:07:13.142016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:13.142050] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:13.142090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:13.142152] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:13.201022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:13.201949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:13.202041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:13.202076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:13.321606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:13.321803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:13.321848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:13.321879] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:13.325368] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=6.91%) [2025-11-26T17:07:13.325704] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-11-26T17:07:13.325846] [INFO ] [sig ] BCO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:13.469921] [INFO ] [LOCAL ] Saved forecast: BCO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCO.txt [2025-11-26T17:07:13.470056] [INFO ] [sig ] [374/3639] Completed BCO in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:13.470098] [INFO ] [sig ] [375/3639] Forecasting BCPC... [2025-11-26T17:07:13.470129] [INFO ] [sig ] Generating forecast for: BCPC [2025-11-26T17:07:13.470162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'. [2025-11-26T17:07:13.481141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCPC'. [2025-11-26T17:07:13.481452] [INFO ] [FORECASTER] Starting predict_future for BCPC [2025-11-26T17:07:13.482329] [DEBUG] [LOCAL ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt [2025-11-26T17:07:13.482387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:13.482423] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:13.482453] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:13.482515] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:13.542780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:13.543523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:13.543629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:13.543703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:13.668616] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:13.668752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:13.668802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:13.668836] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:13.672679] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=20.18%) [2025-11-26T17:07:13.672975] [INFO ] [FORECASTER] Completed predict_future for BCPC [2025-11-26T17:07:13.673112] [INFO ] [sig ] BCPC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:13.819243] [INFO ] [LOCAL ] Saved forecast: BCPC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCPC.txt [2025-11-26T17:07:13.819416] [INFO ] [sig ] [375/3639] Completed BCPC in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:13.819460] [INFO ] [sig ] [376/3639] Forecasting BCRX... [2025-11-26T17:07:13.819493] [INFO ] [sig ] Generating forecast for: BCRX [2025-11-26T17:07:13.819571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'. [2025-11-26T17:07:13.830350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCRX'. [2025-11-26T17:07:13.830733] [INFO ] [FORECASTER] Starting predict_future for BCRX [2025-11-26T17:07:13.831560] [DEBUG] [LOCAL ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt [2025-11-26T17:07:13.831627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:13.831697] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:13.831735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:13.831798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:13.888977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:13.889726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:13.889813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:13.889848] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:14.008978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:14.009128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:14.009167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:14.009197] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:14.012529] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=68.15%) [2025-11-26T17:07:14.012860] [INFO ] [FORECASTER] Completed predict_future for BCRX [2025-11-26T17:07:14.012992] [INFO ] [sig ] BCRX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:14.161020] [INFO ] [LOCAL ] Saved forecast: BCRX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCRX.txt [2025-11-26T17:07:14.161165] [INFO ] [sig ] [376/3639] Completed BCRX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:14.161208] [INFO ] [sig ] [377/3639] Forecasting BCS... [2025-11-26T17:07:14.161239] [INFO ] [sig ] Generating forecast for: BCS [2025-11-26T17:07:14.161271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-11-26T17:07:14.172302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCS'. [2025-11-26T17:07:14.172734] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-11-26T17:07:14.173532] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-11-26T17:07:14.173586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:14.173620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:14.173678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:14.173741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:14.233292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:14.234123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:14.234240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:14.234279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:14.353831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:14.353996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:14.354037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:14.354067] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:14.357511] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=94.25%) [2025-11-26T17:07:14.357843] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-11-26T17:07:14.357976] [INFO ] [sig ] BCS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:14.502411] [INFO ] [LOCAL ] Saved forecast: BCS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCS.txt [2025-11-26T17:07:14.502540] [INFO ] [sig ] [377/3639] Completed BCS in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:14.502581] [INFO ] [sig ] [378/3639] Forecasting BCSF... [2025-11-26T17:07:14.502614] [INFO ] [sig ] Generating forecast for: BCSF [2025-11-26T17:07:14.502677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-11-26T17:07:14.513558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCSF'. [2025-11-26T17:07:14.513901] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-11-26T17:07:14.514705] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-11-26T17:07:14.514760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:14.514795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:14.514824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:14.514884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:14.574227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:14.575057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:14.575149] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:14.575186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:14.700994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:14.701171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:14.701222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:14.701255] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:14.705065] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=19.71%) [2025-11-26T17:07:14.705484] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-11-26T17:07:14.705733] [INFO ] [sig ] BCSF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:14.857846] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCSF.txt [2025-11-26T17:07:14.857982] [INFO ] [sig ] [378/3639] Completed BCSF in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:14.858024] [INFO ] [sig ] [379/3639] Forecasting BCTX... [2025-11-26T17:07:14.858056] [INFO ] [sig ] Generating forecast for: BCTX [2025-11-26T17:07:14.858088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'. [2025-11-26T17:07:14.868594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCTX'. [2025-11-26T17:07:14.868946] [INFO ] [FORECASTER] Starting predict_future for BCTX [2025-11-26T17:07:14.869840] [DEBUG] [LOCAL ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt [2025-11-26T17:07:14.869898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:14.869935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:14.869968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:14.870033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:14.929539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:14.930291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:14.930382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:14.930421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:15.053222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:15.053393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:15.053433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:15.053465] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:15.056865] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=33.38%) [2025-11-26T17:07:15.057141] [INFO ] [FORECASTER] Completed predict_future for BCTX [2025-11-26T17:07:15.057271] [INFO ] [sig ] BCTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:15.205094] [INFO ] [LOCAL ] Saved forecast: BCTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCTX.txt [2025-11-26T17:07:15.205244] [INFO ] [sig ] [379/3639] Completed BCTX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:15.205287] [INFO ] [sig ] [380/3639] Forecasting BCX... [2025-11-26T17:07:15.205320] [INFO ] [sig ] Generating forecast for: BCX [2025-11-26T17:07:15.205383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-11-26T17:07:15.215450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCX'. [2025-11-26T17:07:15.215764] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-11-26T17:07:15.216533] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-11-26T17:07:15.216587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:15.216622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:15.216688] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:15.216751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:15.277070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:15.277824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:15.277913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:15.277952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:15.406694] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:15.406868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:15.406919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:15.406953] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:15.410609] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=96.89%) [2025-11-26T17:07:15.410969] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-11-26T17:07:15.411119] [INFO ] [sig ] BCX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:15.552906] [INFO ] [LOCAL ] Saved forecast: BCX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BCX.txt [2025-11-26T17:07:15.553081] [INFO ] [sig ] [380/3639] Completed BCX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 19.0m [2025-11-26T17:07:15.553125] [INFO ] [sig ] [381/3639] Forecasting BCYC... [2025-11-26T17:07:15.553157] [INFO ] [sig ] Generating forecast for: BCYC [2025-11-26T17:07:15.553191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'. [2025-11-26T17:07:15.564271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCYC'. [2025-11-26T17:07:15.564610] [INFO ] [FORECASTER] Starting predict_future for BCYC [2025-11-26T17:07:15.565418] [DEBUG] [LOCAL ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt [2025-11-26T17:07:15.565473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:15.565506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:15.565535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:15.565594] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:15.622759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:15.623469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:15.623554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:15.623589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:15.744861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:15.745020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:15.745061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:15.745090] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:15.748463] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: DOWN (p=23.11%) [2025-11-26T17:07:15.748769] [INFO ] [FORECASTER] Completed predict_future for BCYC [2025-11-26T17:07:15.748900] [INFO ] [sig ] BCYC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:15.890958] [INFO ] [LOCAL ] Saved forecast: BCYC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BCYC.txt [2025-11-26T17:07:15.891100] [INFO ] [sig ] [381/3639] Completed BCYC in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:15.891141] [INFO ] [sig ] [382/3639] Forecasting BDC... [2025-11-26T17:07:15.891202] [INFO ] [sig ] Generating forecast for: BDC [2025-11-26T17:07:15.891244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-11-26T17:07:15.902560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDC'. [2025-11-26T17:07:15.902956] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-11-26T17:07:15.903839] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-11-26T17:07:15.903897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:15.903931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:15.903961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:15.904022] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:15.962312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:15.963043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:15.963133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:15.963168] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:16.083314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:16.083472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:16.083516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:16.083548] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:16.087032] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-11-26T17:07:16.087313] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-11-26T17:07:16.087470] [INFO ] [sig ] BDC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:16.231327] [INFO ] [LOCAL ] Saved forecast: BDC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BDC.txt [2025-11-26T17:07:16.231494] [INFO ] [sig ] [382/3639] Completed BDC in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:16.231539] [INFO ] [sig ] [383/3639] Forecasting BDJ... [2025-11-26T17:07:16.231573] [INFO ] [sig ] Generating forecast for: BDJ [2025-11-26T17:07:16.231609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-11-26T17:07:16.242119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDJ'. [2025-11-26T17:07:16.242514] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-11-26T17:07:16.243356] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-11-26T17:07:16.243413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:16.243449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:16.243478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:16.243538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:16.301810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:16.302747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:16.302839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:16.302876] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:16.426484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:16.426713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:16.426765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:16.426803] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:16.431202] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=88.72%) [2025-11-26T17:07:16.431552] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-11-26T17:07:16.431723] [INFO ] [sig ] BDJ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:16.576743] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BDJ.txt [2025-11-26T17:07:16.576893] [INFO ] [sig ] [383/3639] Completed BDJ in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:16.576936] [INFO ] [sig ] [384/3639] Forecasting BDN... [2025-11-26T17:07:16.576970] [INFO ] [sig ] Generating forecast for: BDN [2025-11-26T17:07:16.577034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-11-26T17:07:16.587695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDN'. [2025-11-26T17:07:16.588000] [INFO ] [FORECASTER] Starting predict_future for BDN [2025-11-26T17:07:16.588811] [DEBUG] [LOCAL ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt [2025-11-26T17:07:16.588866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:16.588928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:16.588959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:16.589019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:16.645278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:16.646116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:16.646203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:16.646239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:16.766904] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:16.767045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:16.767087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:16.767116] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:16.770510] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-11-26T17:07:16.770809] [INFO ] [FORECASTER] Completed predict_future for BDN [2025-11-26T17:07:16.770940] [INFO ] [sig ] BDN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:16.910636] [INFO ] [LOCAL ] Saved forecast: BDN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BDN.txt [2025-11-26T17:07:16.910792] [INFO ] [sig ] [384/3639] Completed BDN in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:16.910834] [INFO ] [sig ] [385/3639] Forecasting BDRX... [2025-11-26T17:07:16.910866] [INFO ] [sig ] Generating forecast for: BDRX [2025-11-26T17:07:16.910900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'. [2025-11-26T17:07:16.920676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDRX'. [2025-11-26T17:07:16.920993] [INFO ] [FORECASTER] Starting predict_future for BDRX [2025-11-26T17:07:16.921808] [DEBUG] [LOCAL ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt [2025-11-26T17:07:16.921862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:16.921897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:16.921926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:16.921989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:16.979914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:16.980622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:16.980733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:16.980771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:17.101332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:17.101489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:17.101531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:17.101562] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:17.104949] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=48.51%) [2025-11-26T17:07:17.105224] [INFO ] [FORECASTER] Completed predict_future for BDRX [2025-11-26T17:07:17.105357] [INFO ] [sig ] BDRX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:17.250836] [INFO ] [LOCAL ] Saved forecast: BDRX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BDRX.txt [2025-11-26T17:07:17.250993] [INFO ] [sig ] [385/3639] Completed BDRX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:17.251036] [INFO ] [sig ] [386/3639] Forecasting BDSX... [2025-11-26T17:07:17.251066] [INFO ] [sig ] Generating forecast for: BDSX [2025-11-26T17:07:17.251099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'. [2025-11-26T17:07:17.262321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDSX'. [2025-11-26T17:07:17.262731] [INFO ] [FORECASTER] Starting predict_future for BDSX [2025-11-26T17:07:17.263534] [DEBUG] [LOCAL ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt [2025-11-26T17:07:17.263590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:17.263626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:17.263678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:17.263744] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:17.319575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:17.320386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:17.320476] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:17.320511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:17.436530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:17.436743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:17.436803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:17.436838] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:17.440421] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=70.63%) [2025-11-26T17:07:17.440863] [INFO ] [FORECASTER] Completed predict_future for BDSX [2025-11-26T17:07:17.441008] [INFO ] [sig ] BDSX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:17.584124] [INFO ] [LOCAL ] Saved forecast: BDSX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BDSX.txt [2025-11-26T17:07:17.584274] [INFO ] [sig ] [386/3639] Completed BDSX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:17.584320] [INFO ] [sig ] [387/3639] Forecasting BDTX... [2025-11-26T17:07:17.584357] [INFO ] [sig ] Generating forecast for: BDTX [2025-11-26T17:07:17.584393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'. [2025-11-26T17:07:17.595150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDTX'. [2025-11-26T17:07:17.595443] [INFO ] [FORECASTER] Starting predict_future for BDTX [2025-11-26T17:07:17.596304] [DEBUG] [LOCAL ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt [2025-11-26T17:07:17.596371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:17.596409] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:17.596442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:17.596505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:17.655768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:17.656401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:17.656489] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:17.656527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:17.775620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:17.775756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:17.775804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:17.775866] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:17.779070] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=9.85%) [2025-11-26T17:07:17.779337] [INFO ] [FORECASTER] Completed predict_future for BDTX [2025-11-26T17:07:17.779463] [INFO ] [sig ] BDTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:17.922553] [INFO ] [LOCAL ] Saved forecast: BDTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BDTX.txt [2025-11-26T17:07:17.922690] [INFO ] [sig ] [387/3639] Completed BDTX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T17:07:17.922736] [INFO ] [sig ] [388/3639] Forecasting BDX... [2025-11-26T17:07:17.922768] [INFO ] [sig ] Generating forecast for: BDX [2025-11-26T17:07:17.922802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-11-26T17:07:17.933240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDX'. [2025-11-26T17:07:17.933518] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-11-26T17:07:17.934377] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-11-26T17:07:17.934432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:17.934466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:17.934495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:17.934554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:17.991799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:17.992378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:17.992457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:17.992491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:18.112661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:18.112773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:18.112811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:18.112841] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:18.116081] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=86.72%) [2025-11-26T17:07:18.116346] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-11-26T17:07:18.116475] [INFO ] [sig ] BDX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:18.263012] [INFO ] [LOCAL ] Saved forecast: BDX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BDX.txt [2025-11-26T17:07:18.263187] [INFO ] [sig ] [388/3639] Completed BDX in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:18.263236] [INFO ] [sig ] [389/3639] Forecasting BE... [2025-11-26T17:07:18.263274] [INFO ] [sig ] Generating forecast for: BE [2025-11-26T17:07:18.263315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-11-26T17:07:18.274745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BE'. [2025-11-26T17:07:18.275071] [INFO ] [FORECASTER] Starting predict_future for BE [2025-11-26T17:07:18.275974] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-11-26T17:07:18.276031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:18.276066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:18.276096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:18.276168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:18.335293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:18.336100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:18.336186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:18.336223] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:18.452845] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:18.453018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:18.453060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:18.453091] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:18.456474] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=71.40%) [2025-11-26T17:07:18.456798] [INFO ] [FORECASTER] Completed predict_future for BE [2025-11-26T17:07:18.456939] [INFO ] [sig ] BE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:18.603736] [INFO ] [LOCAL ] Saved forecast: BE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BE.txt [2025-11-26T17:07:18.603910] [INFO ] [sig ] [389/3639] Completed BE in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:18.603953] [INFO ] [sig ] [390/3639] Forecasting BEAM... [2025-11-26T17:07:18.603996] [INFO ] [sig ] Generating forecast for: BEAM [2025-11-26T17:07:18.604029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'. [2025-11-26T17:07:18.614342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEAM'. [2025-11-26T17:07:18.614738] [INFO ] [FORECASTER] Starting predict_future for BEAM [2025-11-26T17:07:18.615549] [DEBUG] [LOCAL ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt [2025-11-26T17:07:18.615604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:18.615657] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:18.615693] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:18.615759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:18.673159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:18.673900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:18.673984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:18.674019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:18.787974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:18.788121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:18.788161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:18.788192] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:18.791474] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=6.76%) [2025-11-26T17:07:18.791774] [INFO ] [FORECASTER] Completed predict_future for BEAM [2025-11-26T17:07:18.791904] [INFO ] [sig ] BEAM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:18.932283] [INFO ] [LOCAL ] Saved forecast: BEAM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BEAM.txt [2025-11-26T17:07:18.932429] [INFO ] [sig ] [390/3639] Completed BEAM in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:18.932482] [INFO ] [sig ] [391/3639] Forecasting BEEM... [2025-11-26T17:07:18.932516] [INFO ] [sig ] Generating forecast for: BEEM [2025-11-26T17:07:18.932548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'. [2025-11-26T17:07:18.943487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEM'. [2025-11-26T17:07:18.943843] [INFO ] [FORECASTER] Starting predict_future for BEEM [2025-11-26T17:07:18.944662] [DEBUG] [LOCAL ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt [2025-11-26T17:07:18.944719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:18.944753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:18.944781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:18.944842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:19.003351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:19.004116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:19.004218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:19.004255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:19.123072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:19.123242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:19.123283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:19.123313] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:19.127084] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=92.65%) [2025-11-26T17:07:19.127374] [INFO ] [FORECASTER] Completed predict_future for BEEM [2025-11-26T17:07:19.127502] [INFO ] [sig ] BEEM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:19.268387] [INFO ] [LOCAL ] Saved forecast: BEEM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BEEM.txt [2025-11-26T17:07:19.268497] [INFO ] [sig ] [391/3639] Completed BEEM in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:19.268538] [INFO ] [sig ] [392/3639] Forecasting BEEP... [2025-11-26T17:07:19.268568] [INFO ] [sig ] Generating forecast for: BEEP [2025-11-26T17:07:19.268599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'. [2025-11-26T17:07:19.278906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEP'. [2025-11-26T17:07:19.279266] [INFO ] [FORECASTER] Starting predict_future for BEEP [2025-11-26T17:07:19.280101] [DEBUG] [LOCAL ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt [2025-11-26T17:07:19.280156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:19.280190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:19.280219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:19.280278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:19.340405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:19.341349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:19.341442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:19.341478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:19.457692] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:19.457852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:19.457902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:19.457932] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:19.461508] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=47.82%) [2025-11-26T17:07:19.461862] [INFO ] [FORECASTER] Completed predict_future for BEEP [2025-11-26T17:07:19.462015] [INFO ] [sig ] BEEP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:19.611112] [INFO ] [LOCAL ] Saved forecast: BEEP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BEEP.txt [2025-11-26T17:07:19.611262] [INFO ] [sig ] [392/3639] Completed BEEP in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:19.611305] [INFO ] [sig ] [393/3639] Forecasting BEKE... [2025-11-26T17:07:19.611339] [INFO ] [sig ] Generating forecast for: BEKE [2025-11-26T17:07:19.611371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-11-26T17:07:19.622055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEKE'. [2025-11-26T17:07:19.622361] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-11-26T17:07:19.623170] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-11-26T17:07:19.623224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:19.623259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:19.623287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:19.623347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:19.682547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:19.683382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:19.683473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:19.683510] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:19.805618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:19.805776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:19.805827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:19.805867] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:19.809442] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=23.88%) [2025-11-26T17:07:19.809759] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-11-26T17:07:19.809911] [INFO ] [sig ] BEKE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:19.957379] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BEKE.txt [2025-11-26T17:07:19.957526] [INFO ] [sig ] [393/3639] Completed BEKE in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:19.957568] [INFO ] [sig ] [394/3639] Forecasting BELFA... [2025-11-26T17:07:19.957601] [INFO ] [sig ] Generating forecast for: BELFA [2025-11-26T17:07:19.957633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'. [2025-11-26T17:07:19.967987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFA'. [2025-11-26T17:07:19.968310] [INFO ] [FORECASTER] Starting predict_future for BELFA [2025-11-26T17:07:19.969163] [DEBUG] [LOCAL ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt [2025-11-26T17:07:19.969218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:19.969253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:19.969283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:19.969344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:20.029761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:20.030527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:20.030661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:20.030704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:20.134090] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:20.134198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:20.134255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:20.134287] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:20.137677] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=91.95%) [2025-11-26T17:07:20.137954] [INFO ] [FORECASTER] Completed predict_future for BELFA [2025-11-26T17:07:20.138083] [INFO ] [sig ] BELFA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:20.284135] [INFO ] [LOCAL ] Saved forecast: BELFA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BELFA.txt [2025-11-26T17:07:20.284275] [INFO ] [sig ] [394/3639] Completed BELFA in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.9m [2025-11-26T17:07:20.284323] [INFO ] [sig ] [395/3639] Forecasting BELFB... [2025-11-26T17:07:20.284355] [INFO ] [sig ] Generating forecast for: BELFB [2025-11-26T17:07:20.284387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'. [2025-11-26T17:07:20.294687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFB'. [2025-11-26T17:07:20.294974] [INFO ] [FORECASTER] Starting predict_future for BELFB [2025-11-26T17:07:20.295795] [DEBUG] [LOCAL ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt [2025-11-26T17:07:20.295850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:20.295885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:20.295914] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:20.295974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:20.354261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:20.354921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:20.355005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:20.355040] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:20.471067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:20.471195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:20.471237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:20.471268] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:20.474639] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=21.34%) [2025-11-26T17:07:20.474949] [INFO ] [FORECASTER] Completed predict_future for BELFB [2025-11-26T17:07:20.475081] [INFO ] [sig ] BELFB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:20.620658] [INFO ] [LOCAL ] Saved forecast: BELFB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BELFB.txt [2025-11-26T17:07:20.620797] [INFO ] [sig ] [395/3639] Completed BELFB in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:20.620840] [INFO ] [sig ] [396/3639] Forecasting BEN... [2025-11-26T17:07:20.620873] [INFO ] [sig ] Generating forecast for: BEN [2025-11-26T17:07:20.620912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-11-26T17:07:20.631485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEN'. [2025-11-26T17:07:20.631811] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-11-26T17:07:20.632601] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-11-26T17:07:20.632675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:20.632719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:20.632755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:20.632828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:20.690049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:20.690771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:20.690856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:20.690892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:20.810111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:20.810262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:20.810303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:20.810332] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:20.813625] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=74.96%) [2025-11-26T17:07:20.813946] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-11-26T17:07:20.814075] [INFO ] [sig ] BEN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:20.956394] [INFO ] [LOCAL ] Saved forecast: BEN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BEN.txt [2025-11-26T17:07:20.956528] [INFO ] [sig ] [396/3639] Completed BEN in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:20.956569] [INFO ] [sig ] [397/3639] Forecasting BEP... [2025-11-26T17:07:20.956601] [INFO ] [sig ] Generating forecast for: BEP [2025-11-26T17:07:20.956634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-11-26T17:07:20.967152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEP'. [2025-11-26T17:07:20.967476] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-11-26T17:07:20.968324] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-11-26T17:07:20.968378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:20.968413] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:20.968442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:20.968501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:21.026052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:21.026800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:21.026885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:21.026920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:21.145490] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:21.145630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:21.145690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:21.145722] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:21.149040] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=61.37%) [2025-11-26T17:07:21.149309] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-11-26T17:07:21.149436] [INFO ] [sig ] BEP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:21.291990] [INFO ] [LOCAL ] Saved forecast: BEP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BEP.txt [2025-11-26T17:07:21.292145] [INFO ] [sig ] [397/3639] Completed BEP in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:21.292189] [INFO ] [sig ] [398/3639] Forecasting BEPH... [2025-11-26T17:07:21.292222] [INFO ] [sig ] Generating forecast for: BEPH [2025-11-26T17:07:21.292256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-11-26T17:07:21.302685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPH'. [2025-11-26T17:07:21.302998] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-11-26T17:07:21.303829] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-11-26T17:07:21.303884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:21.303928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:21.303958] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:21.304018] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:21.362320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:21.363052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:21.363138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:21.363173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:21.484790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:21.484935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:21.484976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:21.485006] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:21.488390] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=89.64%) [2025-11-26T17:07:21.488691] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-11-26T17:07:21.488856] [INFO ] [sig ] BEPH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:21.678572] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BEPH.txt [2025-11-26T17:07:21.678770] [INFO ] [sig ] [398/3639] Completed BEPH in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:21.678829] [INFO ] [sig ] [399/3639] Forecasting BEPI... [2025-11-26T17:07:21.678871] [INFO ] [sig ] Generating forecast for: BEPI [2025-11-26T17:07:21.678910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-11-26T17:07:21.689634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPI'. [2025-11-26T17:07:21.690045] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-11-26T17:07:21.690907] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-11-26T17:07:21.690965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:21.690999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:21.691028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:21.691087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:21.749160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:21.750024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:21.750117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:21.750153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:21.852504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:21.852675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:21.852718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:21.852754] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:21.856093] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-11-26T17:07:21.856383] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-11-26T17:07:21.856519] [INFO ] [sig ] BEPI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:22.005409] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BEPI.txt [2025-11-26T17:07:22.005566] [INFO ] [sig ] [399/3639] Completed BEPI in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:22.005611] [INFO ] [sig ] [400/3639] Forecasting BFAM... [2025-11-26T17:07:22.005666] [INFO ] [sig ] Generating forecast for: BFAM [2025-11-26T17:07:22.005703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-11-26T17:07:22.016238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFAM'. [2025-11-26T17:07:22.016538] [INFO ] [FORECASTER] Starting predict_future for BFAM [2025-11-26T17:07:22.017510] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-11-26T17:07:22.017565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:22.017600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:22.017629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:22.017709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:22.073972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:22.074585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:22.074685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:22.074724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:22.193235] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:22.193391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:22.193432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:22.193464] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:22.196836] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=73.48%) [2025-11-26T17:07:22.197108] [INFO ] [FORECASTER] Completed predict_future for BFAM [2025-11-26T17:07:22.197234] [INFO ] [sig ] BFAM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:22.339552] [INFO ] [LOCAL ] Saved forecast: BFAM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BFAM.txt [2025-11-26T17:07:22.339702] [INFO ] [sig ] [400/3639] Completed BFAM in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:22.339750] [INFO ] [sig ] [401/3639] Forecasting BFC... [2025-11-26T17:07:22.339789] [INFO ] [sig ] Generating forecast for: BFC [2025-11-26T17:07:22.339829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'. [2025-11-26T17:07:22.350527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFC'. [2025-11-26T17:07:22.350859] [INFO ] [FORECASTER] Starting predict_future for BFC [2025-11-26T17:07:22.351655] [DEBUG] [LOCAL ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt [2025-11-26T17:07:22.351711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:22.351771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:22.351801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:22.351862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:22.408892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:22.409487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:22.409569] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:22.409603] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:22.521710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:22.521868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:22.521908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:22.521938] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:22.525424] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=96.75%) [2025-11-26T17:07:22.525737] [INFO ] [FORECASTER] Completed predict_future for BFC [2025-11-26T17:07:22.525871] [INFO ] [sig ] BFC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:22.668143] [INFO ] [LOCAL ] Saved forecast: BFC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BFC.txt [2025-11-26T17:07:22.668277] [INFO ] [sig ] [401/3639] Completed BFC in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:22.668319] [INFO ] [sig ] [402/3639] Forecasting BFH... [2025-11-26T17:07:22.668358] [INFO ] [sig ] Generating forecast for: BFH [2025-11-26T17:07:22.668393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-11-26T17:07:22.679167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFH'. [2025-11-26T17:07:22.679455] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-11-26T17:07:22.680308] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-11-26T17:07:22.680375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:22.680421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:22.680463] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:22.680549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:22.743058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:22.743820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:22.743914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:22.743960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:22.864783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:22.864937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:22.864977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:22.865006] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:22.868383] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=2.56%) [2025-11-26T17:07:22.868684] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-11-26T17:07:22.868819] [INFO ] [sig ] BFH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:23.010555] [INFO ] [LOCAL ] Saved forecast: BFH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BFH.txt [2025-11-26T17:07:23.010740] [INFO ] [sig ] [402/3639] Completed BFH in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:23.010784] [INFO ] [sig ] [403/3639] Forecasting BFIN... [2025-11-26T17:07:23.010818] [INFO ] [sig ] Generating forecast for: BFIN [2025-11-26T17:07:23.010852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'. [2025-11-26T17:07:23.021909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFIN'. [2025-11-26T17:07:23.022339] [INFO ] [FORECASTER] Starting predict_future for BFIN [2025-11-26T17:07:23.023207] [DEBUG] [LOCAL ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt [2025-11-26T17:07:23.023264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:23.023299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:23.023327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:23.023386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:23.082374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:23.083270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:23.083365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:23.083403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:23.200806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:23.200962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:23.201005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:23.201037] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:23.204445] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=93.32%) [2025-11-26T17:07:23.204745] [INFO ] [FORECASTER] Completed predict_future for BFIN [2025-11-26T17:07:23.204876] [INFO ] [sig ] BFIN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:23.353732] [INFO ] [LOCAL ] Saved forecast: BFIN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BFIN.txt [2025-11-26T17:07:23.353874] [INFO ] [sig ] [403/3639] Completed BFIN in 0.3s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:23.353916] [INFO ] [sig ] [404/3639] Forecasting BFK... [2025-11-26T17:07:23.353954] [INFO ] [sig ] Generating forecast for: BFK [2025-11-26T17:07:23.353989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-11-26T17:07:23.364692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFK'. [2025-11-26T17:07:23.365053] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-11-26T17:07:23.365873] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-11-26T17:07:23.365928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:23.365963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:23.365992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:23.366052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:23.429249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:23.430159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:23.430254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:23.430292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:23.555936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:23.556105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:23.556148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:23.556250] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:23.559695] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-11-26T17:07:23.559974] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-11-26T17:07:23.560277] [INFO ] [sig ] BFK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:23.710490] [INFO ] [LOCAL ] Saved forecast: BFK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BFK.txt [2025-11-26T17:07:23.710629] [INFO ] [sig ] [404/3639] Completed BFK in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.8m [2025-11-26T17:07:23.710698] [INFO ] [sig ] [405/3639] Forecasting BFLY... [2025-11-26T17:07:23.710731] [INFO ] [sig ] Generating forecast for: BFLY [2025-11-26T17:07:23.710764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-11-26T17:07:23.721827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFLY'. [2025-11-26T17:07:23.722353] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-11-26T17:07:23.723383] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-11-26T17:07:23.723437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:23.723472] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:23.723500] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:23.723557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:23.784038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:23.784909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:23.785001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:23.785038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:23.912096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:23.912266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:23.912309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:23.912359] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:23.915793] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=61.54%) [2025-11-26T17:07:23.916072] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-11-26T17:07:23.916204] [INFO ] [sig ] BFLY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:24.057343] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BFLY.txt [2025-11-26T17:07:24.057477] [INFO ] [sig ] [405/3639] Completed BFLY in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.8m [2025-11-26T17:07:24.057523] [INFO ] [sig ] [406/3639] Forecasting BFS... [2025-11-26T17:07:24.057558] [INFO ] [sig ] Generating forecast for: BFS [2025-11-26T17:07:24.057591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'. [2025-11-26T17:07:24.067741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFS'. [2025-11-26T17:07:24.068014] [INFO ] [FORECASTER] Starting predict_future for BFS [2025-11-26T17:07:24.068819] [DEBUG] [LOCAL ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt [2025-11-26T17:07:24.068874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:24.068908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:24.068936] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:24.068996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:24.127377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:24.127996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:24.128079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:24.128114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:24.245065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:24.245181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:24.245219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:24.245250] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:24.248730] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=3.29%) [2025-11-26T17:07:24.249009] [INFO ] [FORECASTER] Completed predict_future for BFS [2025-11-26T17:07:24.249325] [INFO ] [sig ] BFS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:24.391897] [INFO ] [LOCAL ] Saved forecast: BFS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BFS.txt [2025-11-26T17:07:24.392028] [INFO ] [sig ] [406/3639] Completed BFS in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.8m [2025-11-26T17:07:24.392069] [INFO ] [sig ] [407/3639] Forecasting BFZ... [2025-11-26T17:07:24.392102] [INFO ] [sig ] Generating forecast for: BFZ [2025-11-26T17:07:24.392145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-11-26T17:07:24.402730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFZ'. [2025-11-26T17:07:24.403091] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-11-26T17:07:24.403916] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-11-26T17:07:24.403970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:24.404005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:24.404033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:24.404093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:24.461695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:24.462469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:24.462552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:24.462588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:24.579053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:24.579220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:24.579262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:24.579292] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:24.582699] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-11-26T17:07:24.582991] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-11-26T17:07:24.583122] [INFO ] [sig ] BFZ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:24.725779] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BFZ.txt [2025-11-26T17:07:24.725914] [INFO ] [sig ] [407/3639] Completed BFZ in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.8m [2025-11-26T17:07:24.725955] [INFO ] [sig ] [408/3639] Forecasting BG... [2025-11-26T17:07:24.725988] [INFO ] [sig ] Generating forecast for: BG [2025-11-26T17:07:24.726049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-11-26T17:07:24.736153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BG'. [2025-11-26T17:07:24.736457] [INFO ] [FORECASTER] Starting predict_future for BG [2025-11-26T17:07:24.737360] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-11-26T17:07:24.737417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:24.737452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:24.737480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:24.737538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:24.794394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:24.795055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:24.795139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:24.795175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:24.912863] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:24.913015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:24.913055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:24.913085] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:24.916372] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=36.04%) [2025-11-26T17:07:24.916667] [INFO ] [FORECASTER] Completed predict_future for BG [2025-11-26T17:07:24.916797] [INFO ] [sig ] BG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:25.058447] [INFO ] [LOCAL ] Saved forecast: BG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BG.txt [2025-11-26T17:07:25.058585] [INFO ] [sig ] [408/3639] Completed BG in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.8m [2025-11-26T17:07:25.058626] [INFO ] [sig ] [409/3639] Forecasting BGB... [2025-11-26T17:07:25.058685] [INFO ] [sig ] Generating forecast for: BGB [2025-11-26T17:07:25.058752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-11-26T17:07:25.069436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGB'. [2025-11-26T17:07:25.069761] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-11-26T17:07:25.070536] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-11-26T17:07:25.070590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:25.070624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:25.070676] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:25.070740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:25.127112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:25.128017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:25.128114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:25.128150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:25.251323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:25.251503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:25.251547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:25.251577] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:25.255125] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=56.89%) [2025-11-26T17:07:25.255453] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-11-26T17:07:25.255595] [INFO ] [sig ] BGB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:25.398335] [INFO ] [LOCAL ] Saved forecast: BGB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BGB.txt [2025-11-26T17:07:25.398507] [INFO ] [sig ] [409/3639] Completed BGB in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:25.398551] [INFO ] [sig ] [410/3639] Forecasting BGC... [2025-11-26T17:07:25.398593] [INFO ] [sig ] Generating forecast for: BGC [2025-11-26T17:07:25.398628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'. [2025-11-26T17:07:25.410389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGC'. [2025-11-26T17:07:25.410937] [INFO ] [FORECASTER] Starting predict_future for BGC [2025-11-26T17:07:25.411826] [DEBUG] [LOCAL ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt [2025-11-26T17:07:25.411888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:25.411923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:25.411953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:25.412014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:25.471629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:25.472503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:25.472598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:25.472634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:25.597468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:25.597611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:25.597675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:25.597709] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:25.601243] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=82.57%) [2025-11-26T17:07:25.601544] [INFO ] [FORECASTER] Completed predict_future for BGC [2025-11-26T17:07:25.601710] [INFO ] [sig ] BGC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:25.745686] [INFO ] [LOCAL ] Saved forecast: BGC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BGC.txt [2025-11-26T17:07:25.745838] [INFO ] [sig ] [410/3639] Completed BGC in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:25.745880] [INFO ] [sig ] [411/3639] Forecasting BGH... [2025-11-26T17:07:25.745915] [INFO ] [sig ] Generating forecast for: BGH [2025-11-26T17:07:25.745949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-11-26T17:07:25.756489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGH'. [2025-11-26T17:07:25.756815] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-11-26T17:07:25.757665] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-11-26T17:07:25.757734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:25.757770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:25.757800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:25.757861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:25.816487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:25.817316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:25.817427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:25.817497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:25.934568] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:25.934725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:25.934767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:25.934797] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:25.938096] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=93.14%) [2025-11-26T17:07:25.938367] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-11-26T17:07:25.938494] [INFO ] [sig ] BGH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:26.080797] [INFO ] [LOCAL ] Saved forecast: BGH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BGH.txt [2025-11-26T17:07:26.080931] [INFO ] [sig ] [411/3639] Completed BGH in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:26.080981] [INFO ] [sig ] [412/3639] Forecasting BGLC... [2025-11-26T17:07:26.081024] [INFO ] [sig ] Generating forecast for: BGLC [2025-11-26T17:07:26.081061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'. [2025-11-26T17:07:26.091305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGLC'. [2025-11-26T17:07:26.091611] [INFO ] [FORECASTER] Starting predict_future for BGLC [2025-11-26T17:07:26.092409] [DEBUG] [LOCAL ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt [2025-11-26T17:07:26.092464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:26.092497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:26.092526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:26.092586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:26.151885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:26.152695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:26.152781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:26.152817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:26.270770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:26.270891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:26.270932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:26.270963] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:26.274770] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=88.80%) [2025-11-26T17:07:26.275054] [INFO ] [FORECASTER] Completed predict_future for BGLC [2025-11-26T17:07:26.275186] [INFO ] [sig ] BGLC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:26.418015] [INFO ] [LOCAL ] Saved forecast: BGLC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BGLC.txt [2025-11-26T17:07:26.418139] [INFO ] [sig ] [412/3639] Completed BGLC in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:26.418183] [INFO ] [sig ] [413/3639] Forecasting BGRN... [2025-11-26T17:07:26.418220] [INFO ] [sig ] Generating forecast for: BGRN [2025-11-26T17:07:26.418253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'. [2025-11-26T17:07:26.429496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGRN'. [2025-11-26T17:07:26.429827] [INFO ] [FORECASTER] Starting predict_future for BGRN [2025-11-26T17:07:26.430639] [DEBUG] [LOCAL ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt [2025-11-26T17:07:26.430716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:26.430751] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:26.430781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:26.430842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:26.494001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:26.494879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:26.494969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:26.495007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:26.620757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:26.620921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:26.620967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:26.620999] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:26.624992] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=31.95%) [2025-11-26T17:07:26.625295] [INFO ] [FORECASTER] Completed predict_future for BGRN [2025-11-26T17:07:26.625428] [INFO ] [sig ] BGRN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:26.768748] [INFO ] [LOCAL ] Saved forecast: BGRN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BGRN.txt [2025-11-26T17:07:26.768886] [INFO ] [sig ] [413/3639] Completed BGRN in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:26.768930] [INFO ] [sig ] [414/3639] Forecasting BGS... [2025-11-26T17:07:26.768962] [INFO ] [sig ] Generating forecast for: BGS [2025-11-26T17:07:26.768997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-11-26T17:07:26.779991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGS'. [2025-11-26T17:07:26.780282] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-11-26T17:07:26.781098] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-11-26T17:07:26.781152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:26.781187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:26.781217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:26.781281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:26.849466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:26.850615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:26.850755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:26.850812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:26.973460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:26.973628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:26.973692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:26.973724] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:26.977093] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=60.66%) [2025-11-26T17:07:26.977393] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-11-26T17:07:26.977524] [INFO ] [sig ] BGS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:27.120225] [INFO ] [LOCAL ] Saved forecast: BGS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BGS.txt [2025-11-26T17:07:27.120388] [INFO ] [sig ] [414/3639] Completed BGS in 0.4s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:27.120438] [INFO ] [sig ] [415/3639] Forecasting BGSF... [2025-11-26T17:07:27.120470] [INFO ] [sig ] Generating forecast for: BGSF [2025-11-26T17:07:27.120503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-11-26T17:07:27.130868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGSF'. [2025-11-26T17:07:27.131186] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-11-26T17:07:27.131992] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-11-26T17:07:27.132046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:27.132082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:27.132111] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:27.132175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:27.189318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:27.190065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:27.190149] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:27.190184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:27.305464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:27.305670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:27.305716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:27.305745] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:27.309215] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=17.46%) [2025-11-26T17:07:27.309517] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-11-26T17:07:27.309672] [INFO ] [sig ] BGSF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:27.454975] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BGSF.txt [2025-11-26T17:07:27.455111] [INFO ] [sig ] [415/3639] Completed BGSF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:27.455151] [INFO ] [sig ] [416/3639] Forecasting BGY... [2025-11-26T17:07:27.455182] [INFO ] [sig ] Generating forecast for: BGY [2025-11-26T17:07:27.455215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-11-26T17:07:27.465974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGY'. [2025-11-26T17:07:27.466349] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-11-26T17:07:27.467193] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-11-26T17:07:27.467248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:27.467282] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:27.467311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:27.467392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:27.523573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:27.524400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:27.524501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:27.524538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:27.643561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:27.643698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:27.643740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:27.643770] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:27.647061] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-11-26T17:07:27.647347] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-11-26T17:07:27.647495] [INFO ] [sig ] BGY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:27.787318] [INFO ] [LOCAL ] Saved forecast: BGY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BGY.txt [2025-11-26T17:07:27.787447] [INFO ] [sig ] [416/3639] Completed BGY in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:27.787488] [INFO ] [sig ] [417/3639] Forecasting BHC... [2025-11-26T17:07:27.787520] [INFO ] [sig ] Generating forecast for: BHC [2025-11-26T17:07:27.787552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-11-26T17:07:27.799302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHC'. [2025-11-26T17:07:27.799679] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-11-26T17:07:27.800498] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-11-26T17:07:27.800552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:27.800587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:27.800616] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:27.800694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:27.857289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:27.857993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:27.858079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:27.858114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:27.977103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:27.977290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:27.977348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:27.977382] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:27.980823] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=67.18%) [2025-11-26T17:07:27.981103] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-11-26T17:07:27.981235] [INFO ] [sig ] BHC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:28.121985] [INFO ] [LOCAL ] Saved forecast: BHC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BHC.txt [2025-11-26T17:07:28.122125] [INFO ] [sig ] [417/3639] Completed BHC in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:28.122168] [INFO ] [sig ] [418/3639] Forecasting BHE... [2025-11-26T17:07:28.122200] [INFO ] [sig ] Generating forecast for: BHE [2025-11-26T17:07:28.122233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-11-26T17:07:28.132884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHE'. [2025-11-26T17:07:28.133184] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-11-26T17:07:28.134012] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-11-26T17:07:28.134068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:28.134127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:28.134158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:28.134217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:28.191491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:28.192171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:28.192256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:28.192292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:28.310930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:28.311114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:28.311177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:28.311209] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:28.314629] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=85.17%) [2025-11-26T17:07:28.314946] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-11-26T17:07:28.315088] [INFO ] [sig ] BHE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:28.463459] [INFO ] [LOCAL ] Saved forecast: BHE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BHE.txt [2025-11-26T17:07:28.463674] [INFO ] [sig ] [418/3639] Completed BHE in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:28.463721] [INFO ] [sig ] [419/3639] Forecasting BHF... [2025-11-26T17:07:28.463754] [INFO ] [sig ] Generating forecast for: BHF [2025-11-26T17:07:28.463787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'. [2025-11-26T17:07:28.476281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHF'. [2025-11-26T17:07:28.476786] [INFO ] [FORECASTER] Starting predict_future for BHF [2025-11-26T17:07:28.477728] [DEBUG] [LOCAL ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt [2025-11-26T17:07:28.477788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:28.477822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:28.477852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:28.477912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:28.534629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:28.535561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:28.535672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:28.535711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:28.653829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:28.653998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:28.654040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:28.654074] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:28.657460] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-11-26T17:07:28.657759] [INFO ] [FORECASTER] Completed predict_future for BHF [2025-11-26T17:07:28.657889] [INFO ] [sig ] BHF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:28.801181] [INFO ] [LOCAL ] Saved forecast: BHF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BHF.txt [2025-11-26T17:07:28.801345] [INFO ] [sig ] [419/3639] Completed BHF in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:28.801388] [INFO ] [sig ] [420/3639] Forecasting BHFAL... [2025-11-26T17:07:28.801421] [INFO ] [sig ] Generating forecast for: BHFAL [2025-11-26T17:07:28.801455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'. [2025-11-26T17:07:28.811547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'. [2025-11-26T17:07:28.811961] [INFO ] [FORECASTER] Starting predict_future for BHFAL [2025-11-26T17:07:28.812784] [DEBUG] [LOCAL ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt [2025-11-26T17:07:28.812839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:28.812873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:28.812903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:28.812963] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:28.870540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:28.871412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:28.871522] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:28.871558] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:28.992992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:28.993173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:28.993214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:28.993244] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:28.996668] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=19.89%) [2025-11-26T17:07:28.996956] [INFO ] [FORECASTER] Completed predict_future for BHFAL [2025-11-26T17:07:28.997086] [INFO ] [sig ] BHFAL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:29.139663] [INFO ] [LOCAL ] Saved forecast: BHFAL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BHFAL.txt [2025-11-26T17:07:29.139799] [INFO ] [sig ] [420/3639] Completed BHFAL in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:29.139840] [INFO ] [sig ] [421/3639] Forecasting BHFAM... [2025-11-26T17:07:29.139873] [INFO ] [sig ] Generating forecast for: BHFAM [2025-11-26T17:07:29.139906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'. [2025-11-26T17:07:29.153432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'. [2025-11-26T17:07:29.153993] [INFO ] [FORECASTER] Starting predict_future for BHFAM [2025-11-26T17:07:29.154866] [DEBUG] [LOCAL ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt [2025-11-26T17:07:29.154923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:29.154959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:29.154989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:29.155050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:29.213015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:29.214070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:29.214178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:29.214215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:29.332477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:29.332686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:29.332732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:29.332830] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:29.336224] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=63.81%) [2025-11-26T17:07:29.336508] [INFO ] [FORECASTER] Completed predict_future for BHFAM [2025-11-26T17:07:29.336638] [INFO ] [sig ] BHFAM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:29.479618] [INFO ] [LOCAL ] Saved forecast: BHFAM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BHFAM.txt [2025-11-26T17:07:29.479830] [INFO ] [sig ] [421/3639] Completed BHFAM in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:29.479877] [INFO ] [sig ] [422/3639] Forecasting BHFAN... [2025-11-26T17:07:29.479911] [INFO ] [sig ] Generating forecast for: BHFAN [2025-11-26T17:07:29.479945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'. [2025-11-26T17:07:29.490800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'. [2025-11-26T17:07:29.491209] [INFO ] [FORECASTER] Starting predict_future for BHFAN [2025-11-26T17:07:29.492077] [DEBUG] [LOCAL ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt [2025-11-26T17:07:29.492131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:29.492178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:29.492208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:29.492266] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:29.548606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:29.549511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:29.549602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:29.549637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:29.668419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:29.668602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:29.668666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:29.668701] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:29.672143] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=4.53%) [2025-11-26T17:07:29.672440] [INFO ] [FORECASTER] Completed predict_future for BHFAN [2025-11-26T17:07:29.672577] [INFO ] [sig ] BHFAN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:29.820688] [INFO ] [LOCAL ] Saved forecast: BHFAN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BHFAN.txt [2025-11-26T17:07:29.820860] [INFO ] [sig ] [422/3639] Completed BHFAN in 0.3s | 2.87 sym/s | Total: 2.4m | ETA: 18.7m [2025-11-26T17:07:29.820904] [INFO ] [sig ] [423/3639] Forecasting BHFAO... [2025-11-26T17:07:29.820950] [INFO ] [sig ] Generating forecast for: BHFAO [2025-11-26T17:07:29.820997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'. [2025-11-26T17:07:29.832023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'. [2025-11-26T17:07:29.832448] [INFO ] [FORECASTER] Starting predict_future for BHFAO [2025-11-26T17:07:29.833344] [DEBUG] [LOCAL ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt [2025-11-26T17:07:29.833399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:29.833434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:29.833462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:29.833521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:29.893257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:29.894177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:29.894270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:29.894308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:30.012838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:30.013017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:30.013058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:30.013091] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:30.016591] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-11-26T17:07:30.016986] [INFO ] [FORECASTER] Completed predict_future for BHFAO [2025-11-26T17:07:30.017196] [INFO ] [sig ] BHFAO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:30.170358] [INFO ] [LOCAL ] Saved forecast: BHFAO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BHFAO.txt [2025-11-26T17:07:30.170535] [INFO ] [sig ] [423/3639] Completed BHFAO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.7m [2025-11-26T17:07:30.170578] [INFO ] [sig ] [424/3639] Forecasting BHFAP... [2025-11-26T17:07:30.170610] [INFO ] [sig ] Generating forecast for: BHFAP [2025-11-26T17:07:30.170667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'. [2025-11-26T17:07:30.181834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'. [2025-11-26T17:07:30.182189] [INFO ] [FORECASTER] Starting predict_future for BHFAP [2025-11-26T17:07:30.183030] [DEBUG] [LOCAL ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt [2025-11-26T17:07:30.183087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:30.183122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:30.183151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:30.183212] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:30.239824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:30.240482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:30.240588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:30.240627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:30.360031] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:30.360176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:30.360221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:30.360256] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:30.363626] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=58.58%) [2025-11-26T17:07:30.363932] [INFO ] [FORECASTER] Completed predict_future for BHFAP [2025-11-26T17:07:30.364060] [INFO ] [sig ] BHFAP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:30.506444] [INFO ] [LOCAL ] Saved forecast: BHFAP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BHFAP.txt [2025-11-26T17:07:30.506609] [INFO ] [sig ] [424/3639] Completed BHFAP in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:30.506669] [INFO ] [sig ] [425/3639] Forecasting BHK... [2025-11-26T17:07:30.506705] [INFO ] [sig ] Generating forecast for: BHK [2025-11-26T17:07:30.506737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-11-26T17:07:30.517028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHK'. [2025-11-26T17:07:30.517374] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-11-26T17:07:30.518229] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-11-26T17:07:30.518285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:30.518320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:30.518351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:30.518412] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:30.577228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:30.578055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:30.578143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:30.578180] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:30.703483] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:30.703634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:30.703701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:30.703734] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:30.707157] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=12.37%) [2025-11-26T17:07:30.707466] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-11-26T17:07:30.707602] [INFO ] [sig ] BHK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:30.851159] [INFO ] [LOCAL ] Saved forecast: BHK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BHK.txt [2025-11-26T17:07:30.851296] [INFO ] [sig ] [425/3639] Completed BHK in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:30.851346] [INFO ] [sig ] [426/3639] Forecasting BHP... [2025-11-26T17:07:30.851385] [INFO ] [sig ] Generating forecast for: BHP [2025-11-26T17:07:30.851419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-11-26T17:07:30.861402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHP'. [2025-11-26T17:07:30.861710] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-11-26T17:07:30.862508] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-11-26T17:07:30.862565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:30.862599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:30.862629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:30.862719] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:30.919292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:30.920083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:30.920170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:30.920205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:31.044391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:31.044563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:31.044607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:31.044638] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:31.048118] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=0.99%) [2025-11-26T17:07:31.048407] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-11-26T17:07:31.048557] [INFO ] [sig ] BHP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:31.215007] [INFO ] [LOCAL ] Saved forecast: BHP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BHP.txt [2025-11-26T17:07:31.215157] [INFO ] [sig ] [426/3639] Completed BHP in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:31.215200] [INFO ] [sig ] [427/3639] Forecasting BHRB... [2025-11-26T17:07:31.215232] [INFO ] [sig ] Generating forecast for: BHRB [2025-11-26T17:07:31.215295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'. [2025-11-26T17:07:31.225138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHRB'. [2025-11-26T17:07:31.225493] [INFO ] [FORECASTER] Starting predict_future for BHRB [2025-11-26T17:07:31.226356] [DEBUG] [LOCAL ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt [2025-11-26T17:07:31.226413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:31.226448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:31.226477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:31.226539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:31.296681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:31.297600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:31.297713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:31.297752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:31.420761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:31.420931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:31.420975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:31.421009] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:31.424569] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=17.08%) [2025-11-26T17:07:31.424880] [INFO ] [FORECASTER] Completed predict_future for BHRB [2025-11-26T17:07:31.425015] [INFO ] [sig ] BHRB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:31.570786] [INFO ] [LOCAL ] Saved forecast: BHRB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BHRB.txt [2025-11-26T17:07:31.570950] [INFO ] [sig ] [427/3639] Completed BHRB in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:31.570993] [INFO ] [sig ] [428/3639] Forecasting BHVN... [2025-11-26T17:07:31.571025] [INFO ] [sig ] Generating forecast for: BHVN [2025-11-26T17:07:31.571087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-11-26T17:07:31.586082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHVN'. [2025-11-26T17:07:31.586496] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-11-26T17:07:31.587783] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-11-26T17:07:31.587860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:31.587918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:31.587973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:31.588074] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:31.652488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:31.653423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:31.653585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:31.653636] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:31.781252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:31.781459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:31.781521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:31.781565] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:31.786242] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=98.79%) [2025-11-26T17:07:31.786729] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-11-26T17:07:31.786946] [INFO ] [sig ] BHVN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:31.954617] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BHVN.txt [2025-11-26T17:07:31.954884] [INFO ] [sig ] [428/3639] Completed BHVN in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:31.955008] [INFO ] [sig ] [429/3639] Forecasting BIAF... [2025-11-26T17:07:31.955066] [INFO ] [sig ] Generating forecast for: BIAF [2025-11-26T17:07:31.955125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'. [2025-11-26T17:07:31.971041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIAF'. [2025-11-26T17:07:31.971601] [INFO ] [FORECASTER] Starting predict_future for BIAF [2025-11-26T17:07:31.972887] [DEBUG] [LOCAL ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt [2025-11-26T17:07:31.972964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:31.973022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:31.973074] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:31.973175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:32.064569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:32.065869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:32.065993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:32.066052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:32.207156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:32.207365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:32.207412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:32.207463] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:32.211316] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=63.81%) [2025-11-26T17:07:32.211712] [INFO ] [FORECASTER] Completed predict_future for BIAF [2025-11-26T17:07:32.211872] [INFO ] [sig ] BIAF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:32.409699] [INFO ] [LOCAL ] Saved forecast: BIAF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIAF.txt [2025-11-26T17:07:32.409963] [INFO ] [sig ] [429/3639] Completed BIAF in 0.5s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:32.410030] [INFO ] [sig ] [430/3639] Forecasting BIB... [2025-11-26T17:07:32.410084] [INFO ] [sig ] Generating forecast for: BIB [2025-11-26T17:07:32.410139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'. [2025-11-26T17:07:32.425530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIB'. [2025-11-26T17:07:32.426049] [INFO ] [FORECASTER] Starting predict_future for BIB [2025-11-26T17:07:32.427230] [DEBUG] [LOCAL ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt [2025-11-26T17:07:32.427296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:32.427382] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:32.427419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:32.427503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:32.512578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:32.513958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:32.514079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:32.514137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:32.629437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:32.629637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:32.629728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:32.629781] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:32.634994] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=76.19%) [2025-11-26T17:07:32.635470] [INFO ] [FORECASTER] Completed predict_future for BIB [2025-11-26T17:07:32.635704] [INFO ] [sig ] BIB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:32.792414] [INFO ] [LOCAL ] Saved forecast: BIB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIB.txt [2025-11-26T17:07:32.792583] [INFO ] [sig ] [430/3639] Completed BIB in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:32.792628] [INFO ] [sig ] [431/3639] Forecasting BIIB... [2025-11-26T17:07:32.792705] [INFO ] [sig ] Generating forecast for: BIIB [2025-11-26T17:07:32.792742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'. [2025-11-26T17:07:32.803383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIIB'. [2025-11-26T17:07:32.803805] [INFO ] [FORECASTER] Starting predict_future for BIIB [2025-11-26T17:07:32.804661] [DEBUG] [LOCAL ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt [2025-11-26T17:07:32.804719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:32.804753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:32.804781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:32.804840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:32.862291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:32.863241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:32.863346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:32.863400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:32.988723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:32.988887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:32.988930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:32.988966] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:32.992568] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=72.54%) [2025-11-26T17:07:32.992965] [INFO ] [FORECASTER] Completed predict_future for BIIB [2025-11-26T17:07:32.993109] [INFO ] [sig ] BIIB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:33.141680] [INFO ] [LOCAL ] Saved forecast: BIIB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIIB.txt [2025-11-26T17:07:33.141888] [INFO ] [sig ] [431/3639] Completed BIIB in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:33.141983] [INFO ] [sig ] [432/3639] Forecasting BILI... [2025-11-26T17:07:33.142023] [INFO ] [sig ] Generating forecast for: BILI [2025-11-26T17:07:33.142059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'. [2025-11-26T17:07:33.153006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILI'. [2025-11-26T17:07:33.153370] [INFO ] [FORECASTER] Starting predict_future for BILI [2025-11-26T17:07:33.154262] [DEBUG] [LOCAL ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt [2025-11-26T17:07:33.154324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:33.154360] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:33.154391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:33.154453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:33.214878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:33.215736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:33.215829] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:33.215866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:33.340144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:33.340313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:33.340369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:33.340418] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:33.344050] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=28.42%) [2025-11-26T17:07:33.344349] [INFO ] [FORECASTER] Completed predict_future for BILI [2025-11-26T17:07:33.344488] [INFO ] [sig ] BILI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:33.488059] [INFO ] [LOCAL ] Saved forecast: BILI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BILI.txt [2025-11-26T17:07:33.488212] [INFO ] [sig ] [432/3639] Completed BILI in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:33.488256] [INFO ] [sig ] [433/3639] Forecasting BILL... [2025-11-26T17:07:33.488287] [INFO ] [sig ] Generating forecast for: BILL [2025-11-26T17:07:33.488320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-11-26T17:07:33.498597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILL'. [2025-11-26T17:07:33.498949] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-11-26T17:07:33.499782] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-11-26T17:07:33.499838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:33.499874] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:33.499915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:33.499978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:33.558294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:33.559081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:33.559175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:33.559216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:33.688428] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:33.688595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:33.688673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:33.688712] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:33.692092] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=74.89%) [2025-11-26T17:07:33.692375] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-11-26T17:07:33.692506] [INFO ] [sig ] BILL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:33.839776] [INFO ] [LOCAL ] Saved forecast: BILL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BILL.txt [2025-11-26T17:07:33.839927] [INFO ] [sig ] [433/3639] Completed BILL in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:33.839971] [INFO ] [sig ] [434/3639] Forecasting BIO... [2025-11-26T17:07:33.840003] [INFO ] [sig ] Generating forecast for: BIO [2025-11-26T17:07:33.840037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-11-26T17:07:33.851367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIO'. [2025-11-26T17:07:33.851768] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-11-26T17:07:33.852581] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-11-26T17:07:33.852638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:33.852705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:33.852736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:33.852798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:33.911061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:33.911877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:33.911969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:33.912006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:34.030819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:34.030974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:34.031017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:34.031050] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:34.034495] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=91.12%) [2025-11-26T17:07:34.034804] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-11-26T17:07:34.034944] [INFO ] [sig ] BIO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:34.179978] [INFO ] [LOCAL ] Saved forecast: BIO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIO.txt [2025-11-26T17:07:34.180135] [INFO ] [sig ] [434/3639] Completed BIO in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:34.180179] [INFO ] [sig ] [435/3639] Forecasting BIOX... [2025-11-26T17:07:34.180212] [INFO ] [sig ] Generating forecast for: BIOX [2025-11-26T17:07:34.180246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'. [2025-11-26T17:07:34.191231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIOX'. [2025-11-26T17:07:34.191661] [INFO ] [FORECASTER] Starting predict_future for BIOX [2025-11-26T17:07:34.192513] [DEBUG] [LOCAL ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt [2025-11-26T17:07:34.192570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:34.192635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:34.192688] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:34.192750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:34.255746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:34.256602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:34.256725] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:34.256766] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:34.376916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:34.377089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:34.377132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:34.377163] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:34.380737] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: DOWN (p=4.36%) [2025-11-26T17:07:34.381022] [INFO ] [FORECASTER] Completed predict_future for BIOX [2025-11-26T17:07:34.381165] [INFO ] [sig ] BIOX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:34.526411] [INFO ] [LOCAL ] Saved forecast: BIOX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BIOX.txt [2025-11-26T17:07:34.526554] [INFO ] [sig ] [435/3639] Completed BIOX in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:34.526597] [INFO ] [sig ] [436/3639] Forecasting BIP... [2025-11-26T17:07:34.526679] [INFO ] [sig ] Generating forecast for: BIP [2025-11-26T17:07:34.526728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-11-26T17:07:34.537437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIP'. [2025-11-26T17:07:34.537810] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-11-26T17:07:34.538670] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-11-26T17:07:34.538729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:34.538765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:34.538795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:34.538856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:34.605958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:34.606780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:34.606868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:34.606904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:34.731571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:34.731750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:34.731794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:34.731824] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:34.735225] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=9.72%) [2025-11-26T17:07:34.735506] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-11-26T17:07:34.735634] [INFO ] [sig ] BIP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:34.877915] [INFO ] [LOCAL ] Saved forecast: BIP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BIP.txt [2025-11-26T17:07:34.878055] [INFO ] [sig ] [436/3639] Completed BIP in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:34.878098] [INFO ] [sig ] [437/3639] Forecasting BIPH... [2025-11-26T17:07:34.878131] [INFO ] [sig ] Generating forecast for: BIPH [2025-11-26T17:07:34.878203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-11-26T17:07:34.889384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPH'. [2025-11-26T17:07:34.889735] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-11-26T17:07:34.890564] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-11-26T17:07:34.890621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:34.890678] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:34.890709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:34.890769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:34.950167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:34.950974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:34.951068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:34.951105] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:35.058000] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:35.058129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:35.058173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:35.058205] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:35.061694] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=93.77%) [2025-11-26T17:07:35.061995] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-11-26T17:07:35.062135] [INFO ] [sig ] BIPH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:35.210760] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIPH.txt [2025-11-26T17:07:35.210911] [INFO ] [sig ] [437/3639] Completed BIPH in 0.3s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:35.210955] [INFO ] [sig ] [438/3639] Forecasting BIPI... [2025-11-26T17:07:35.210988] [INFO ] [sig ] Generating forecast for: BIPI [2025-11-26T17:07:35.211052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-11-26T17:07:35.221719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPI'. [2025-11-26T17:07:35.222096] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-11-26T17:07:35.222977] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-11-26T17:07:35.223034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:35.223070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:35.223102] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:35.223164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:35.284026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:35.284905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:35.285003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:35.285041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:35.406799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:35.406932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:35.406980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:35.407054] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:35.410855] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=78.93%) [2025-11-26T17:07:35.411169] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-11-26T17:07:35.411312] [INFO ] [sig ] BIPI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:35.578264] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIPI.txt [2025-11-26T17:07:35.578425] [INFO ] [sig ] [438/3639] Completed BIPI in 0.4s | 2.87 sym/s | Total: 2.5m | ETA: 18.6m [2025-11-26T17:07:35.578506] [INFO ] [sig ] [439/3639] Forecasting BIRD... [2025-11-26T17:07:35.578552] [INFO ] [sig ] Generating forecast for: BIRD [2025-11-26T17:07:35.578589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'. [2025-11-26T17:07:35.590155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRD'. [2025-11-26T17:07:35.590572] [INFO ] [FORECASTER] Starting predict_future for BIRD [2025-11-26T17:07:35.591808] [DEBUG] [LOCAL ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt [2025-11-26T17:07:35.591886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:35.591947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:35.592003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:35.592113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:35.664594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:35.665710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:35.665806] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:35.665843] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:35.805754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:35.805916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:35.805961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:35.805994] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:35.809615] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=52.59%) [2025-11-26T17:07:35.809983] [INFO ] [FORECASTER] Completed predict_future for BIRD [2025-11-26T17:07:35.810140] [INFO ] [sig ] BIRD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:35.954660] [INFO ] [LOCAL ] Saved forecast: BIRD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIRD.txt [2025-11-26T17:07:35.954819] [INFO ] [sig ] [439/3639] Completed BIRD in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.6m [2025-11-26T17:07:35.954893] [INFO ] [sig ] [440/3639] Forecasting BIRK... [2025-11-26T17:07:35.954926] [INFO ] [sig ] Generating forecast for: BIRK [2025-11-26T17:07:35.954961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-11-26T17:07:35.966023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRK'. [2025-11-26T17:07:35.966339] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-11-26T17:07:35.967156] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-11-26T17:07:35.967211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:35.967245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:35.967275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:35.967359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:36.031589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:36.032477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:36.032568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:36.032606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:36.153502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:36.153616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:36.153678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:36.153714] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:36.157302] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-11-26T17:07:36.157624] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-11-26T17:07:36.157785] [INFO ] [sig ] BIRK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:36.313065] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIRK.txt [2025-11-26T17:07:36.313227] [INFO ] [sig ] [440/3639] Completed BIRK in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.6m [2025-11-26T17:07:36.313269] [INFO ] [sig ] [441/3639] Forecasting BITF... [2025-11-26T17:07:36.313300] [INFO ] [sig ] Generating forecast for: BITF [2025-11-26T17:07:36.313368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'. [2025-11-26T17:07:36.323900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BITF'. [2025-11-26T17:07:36.324190] [INFO ] [FORECASTER] Starting predict_future for BITF [2025-11-26T17:07:36.325007] [DEBUG] [LOCAL ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt [2025-11-26T17:07:36.325061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:36.325096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:36.325125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:36.325184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:36.382193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:36.382912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:36.383008] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:36.383046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:36.505898] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:36.506065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:36.506106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:36.506136] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:36.509536] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=40.84%) [2025-11-26T17:07:36.509840] [INFO ] [FORECASTER] Completed predict_future for BITF [2025-11-26T17:07:36.509973] [INFO ] [sig ] BITF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:36.650692] [INFO ] [LOCAL ] Saved forecast: BITF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BITF.txt [2025-11-26T17:07:36.650832] [INFO ] [sig ] [441/3639] Completed BITF in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.6m [2025-11-26T17:07:36.650874] [INFO ] [sig ] [442/3639] Forecasting BIVI... [2025-11-26T17:07:36.650936] [INFO ] [sig ] Generating forecast for: BIVI [2025-11-26T17:07:36.650971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'. [2025-11-26T17:07:36.661330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIVI'. [2025-11-26T17:07:36.661635] [INFO ] [FORECASTER] Starting predict_future for BIVI [2025-11-26T17:07:36.662457] [DEBUG] [LOCAL ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt [2025-11-26T17:07:36.662519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:36.662555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:36.662584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:36.662672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:36.721210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:36.722102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:36.722192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:36.722230] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:36.842337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:36.842472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:36.842512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:36.842542] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:36.845904] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=89.30%) [2025-11-26T17:07:36.846185] [INFO ] [FORECASTER] Completed predict_future for BIVI [2025-11-26T17:07:36.846316] [INFO ] [sig ] BIVI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:36.995104] [INFO ] [LOCAL ] Saved forecast: BIVI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BIVI.txt [2025-11-26T17:07:36.995244] [INFO ] [sig ] [442/3639] Completed BIVI in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.6m [2025-11-26T17:07:36.995288] [INFO ] [sig ] [443/3639] Forecasting BJ... [2025-11-26T17:07:36.995324] [INFO ] [sig ] Generating forecast for: BJ [2025-11-26T17:07:36.995356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-11-26T17:07:37.005487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJ'. [2025-11-26T17:07:37.005880] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-11-26T17:07:37.006695] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-11-26T17:07:37.006750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:37.006784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:37.006813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:37.006873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:37.062415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:37.063182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:37.063282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:37.063324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:37.187537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:37.187680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:37.187723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:37.187753] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:37.191148] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=46.30%) [2025-11-26T17:07:37.191438] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-11-26T17:07:37.191576] [INFO ] [sig ] BJ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:37.333526] [INFO ] [LOCAL ] Saved forecast: BJ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BJ.txt [2025-11-26T17:07:37.333699] [INFO ] [sig ] [443/3639] Completed BJ in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.6m [2025-11-26T17:07:37.333745] [INFO ] [sig ] [444/3639] Forecasting BJDX... [2025-11-26T17:07:37.333778] [INFO ] [sig ] Generating forecast for: BJDX [2025-11-26T17:07:37.333844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'. [2025-11-26T17:07:37.344635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJDX'. [2025-11-26T17:07:37.345090] [INFO ] [FORECASTER] Starting predict_future for BJDX [2025-11-26T17:07:37.345939] [DEBUG] [LOCAL ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt [2025-11-26T17:07:37.345995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:37.346030] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:37.346059] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:37.346120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:37.403331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:37.404254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:37.404348] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:37.404383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:37.522933] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:37.523106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:37.523147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:37.523178] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:37.526548] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=53.86%) [2025-11-26T17:07:37.526853] [INFO ] [FORECASTER] Completed predict_future for BJDX [2025-11-26T17:07:37.526989] [INFO ] [sig ] BJDX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:37.669408] [INFO ] [LOCAL ] Saved forecast: BJDX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BJDX.txt [2025-11-26T17:07:37.669581] [INFO ] [sig ] [444/3639] Completed BJDX in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.6m [2025-11-26T17:07:37.669627] [INFO ] [sig ] [445/3639] Forecasting BJRI... [2025-11-26T17:07:37.669713] [INFO ] [sig ] Generating forecast for: BJRI [2025-11-26T17:07:37.669747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'. [2025-11-26T17:07:37.680537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJRI'. [2025-11-26T17:07:37.680873] [INFO ] [FORECASTER] Starting predict_future for BJRI [2025-11-26T17:07:37.681721] [DEBUG] [LOCAL ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt [2025-11-26T17:07:37.681778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:37.681814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:37.681845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:37.681906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:37.741048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:37.741872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:37.741998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:37.742035] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:37.866253] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:37.866425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:37.866467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:37.866498] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:37.870088] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=17.42%) [2025-11-26T17:07:37.870364] [INFO ] [FORECASTER] Completed predict_future for BJRI [2025-11-26T17:07:37.870493] [INFO ] [sig ] BJRI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:38.016801] [INFO ] [LOCAL ] Saved forecast: BJRI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BJRI.txt [2025-11-26T17:07:38.016961] [INFO ] [sig ] [445/3639] Completed BJRI in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:38.017003] [INFO ] [sig ] [446/3639] Forecasting BK... [2025-11-26T17:07:38.017037] [INFO ] [sig ] Generating forecast for: BK [2025-11-26T17:07:38.017069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-11-26T17:07:38.028781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BK'. [2025-11-26T17:07:38.029233] [INFO ] [FORECASTER] Starting predict_future for BK [2025-11-26T17:07:38.030143] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-11-26T17:07:38.030218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:38.030254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:38.030285] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:38.030347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:38.090001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:38.090818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:38.090908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:38.090944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:38.215702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:38.215845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:38.215886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:38.215917] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:38.219208] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=28.86%) [2025-11-26T17:07:38.219482] [INFO ] [FORECASTER] Completed predict_future for BK [2025-11-26T17:07:38.219612] [INFO ] [sig ] BK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:38.360772] [INFO ] [LOCAL ] Saved forecast: BK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BK.txt [2025-11-26T17:07:38.360916] [INFO ] [sig ] [446/3639] Completed BK in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:38.360959] [INFO ] [sig ] [447/3639] Forecasting BKCH... [2025-11-26T17:07:38.360991] [INFO ] [sig ] Generating forecast for: BKCH [2025-11-26T17:07:38.361053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'. [2025-11-26T17:07:38.370988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKCH'. [2025-11-26T17:07:38.371269] [INFO ] [FORECASTER] Starting predict_future for BKCH [2025-11-26T17:07:38.372085] [DEBUG] [LOCAL ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt [2025-11-26T17:07:38.372141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:38.372175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:38.372204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:38.372264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:38.429406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:38.430045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:38.430128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:38.430163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:38.543500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:38.543631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:38.543692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:38.543724] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:38.547067] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=90.10%) [2025-11-26T17:07:38.547356] [INFO ] [FORECASTER] Completed predict_future for BKCH [2025-11-26T17:07:38.547489] [INFO ] [sig ] BKCH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:38.687560] [INFO ] [LOCAL ] Saved forecast: BKCH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BKCH.txt [2025-11-26T17:07:38.687705] [INFO ] [sig ] [447/3639] Completed BKCH in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:38.687748] [INFO ] [sig ] [448/3639] Forecasting BKD... [2025-11-26T17:07:38.687805] [INFO ] [sig ] Generating forecast for: BKD [2025-11-26T17:07:38.687846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-11-26T17:07:38.697763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKD'. [2025-11-26T17:07:38.698054] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-11-26T17:07:38.698875] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-11-26T17:07:38.698930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:38.698964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:38.698994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:38.699057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:38.759086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:38.759781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:38.759871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:38.759908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:38.879890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:38.880010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:38.880050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:38.880082] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:38.883424] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-11-26T17:07:38.883716] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-11-26T17:07:38.883848] [INFO ] [sig ] BKD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:39.024715] [INFO ] [LOCAL ] Saved forecast: BKD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BKD.txt [2025-11-26T17:07:39.024881] [INFO ] [sig ] [448/3639] Completed BKD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:39.024925] [INFO ] [sig ] [449/3639] Forecasting BKE... [2025-11-26T17:07:39.024957] [INFO ] [sig ] Generating forecast for: BKE [2025-11-26T17:07:39.024991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-11-26T17:07:39.035361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKE'. [2025-11-26T17:07:39.035676] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-11-26T17:07:39.036554] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-11-26T17:07:39.036612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:39.036671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:39.036705] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:39.036768] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:39.095398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:39.096062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:39.096147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:39.096184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:39.214562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:39.214731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:39.214774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:39.214805] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:39.218101] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=24.80%) [2025-11-26T17:07:39.218372] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-11-26T17:07:39.218499] [INFO ] [sig ] BKE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:39.359825] [INFO ] [LOCAL ] Saved forecast: BKE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BKE.txt [2025-11-26T17:07:39.359956] [INFO ] [sig ] [449/3639] Completed BKE in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:39.360005] [INFO ] [sig ] [450/3639] Forecasting BKH... [2025-11-26T17:07:39.360038] [INFO ] [sig ] Generating forecast for: BKH [2025-11-26T17:07:39.360070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-11-26T17:07:39.371314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKH'. [2025-11-26T17:07:39.371629] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-11-26T17:07:39.372482] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-11-26T17:07:39.372539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:39.372575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:39.372604] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:39.372688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:39.443467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:39.444238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:39.444324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:39.444359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:39.568775] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:39.568877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:39.568918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:39.568949] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:39.572245] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=58.36%) [2025-11-26T17:07:39.572522] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-11-26T17:07:39.572673] [INFO ] [sig ] BKH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:39.724690] [INFO ] [LOCAL ] Saved forecast: BKH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BKH.txt [2025-11-26T17:07:39.724885] [INFO ] [sig ] [450/3639] Completed BKH in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:39.724966] [INFO ] [sig ] [451/3639] Forecasting BKN... [2025-11-26T17:07:39.725004] [INFO ] [sig ] Generating forecast for: BKN [2025-11-26T17:07:39.725036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-11-26T17:07:39.736760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKN'. [2025-11-26T17:07:39.737171] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-11-26T17:07:39.738073] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-11-26T17:07:39.738130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:39.738167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:39.738197] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:39.738257] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:39.796420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:39.797286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:39.797396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:39.797436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:39.918347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:39.918533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:39.918583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:39.918619] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:39.922150] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=3.39%) [2025-11-26T17:07:39.922446] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-11-26T17:07:39.922603] [INFO ] [sig ] BKN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:40.071412] [INFO ] [LOCAL ] Saved forecast: BKN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BKN.txt [2025-11-26T17:07:40.071699] [INFO ] [sig ] [451/3639] Completed BKN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:40.071768] [INFO ] [sig ] [452/3639] Forecasting BKNG... [2025-11-26T17:07:40.071818] [INFO ] [sig ] Generating forecast for: BKNG [2025-11-26T17:07:40.071870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'. [2025-11-26T17:07:40.084816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKNG'. [2025-11-26T17:07:40.085342] [INFO ] [FORECASTER] Starting predict_future for BKNG [2025-11-26T17:07:40.086310] [DEBUG] [LOCAL ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt [2025-11-26T17:07:40.086369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:40.086435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:40.086465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:40.086524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:40.166003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:40.166929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:40.167023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:40.167063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:40.290459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:40.290658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:40.290712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:40.290745] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:40.294258] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=62.61%) [2025-11-26T17:07:40.294546] [INFO ] [FORECASTER] Completed predict_future for BKNG [2025-11-26T17:07:40.294706] [INFO ] [sig ] BKNG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:40.439158] [INFO ] [LOCAL ] Saved forecast: BKNG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BKNG.txt [2025-11-26T17:07:40.439330] [INFO ] [sig ] [452/3639] Completed BKNG in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:40.439375] [INFO ] [sig ] [453/3639] Forecasting BKSY... [2025-11-26T17:07:40.439409] [INFO ] [sig ] Generating forecast for: BKSY [2025-11-26T17:07:40.439443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-11-26T17:07:40.450856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKSY'. [2025-11-26T17:07:40.451285] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-11-26T17:07:40.452195] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-11-26T17:07:40.452255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:40.452296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:40.452328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:40.452391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:40.513283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:40.514204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:40.514303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:40.514342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:40.642688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:40.642894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:40.642948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:40.643000] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:40.646705] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=75.40%) [2025-11-26T17:07:40.647039] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-11-26T17:07:40.647182] [INFO ] [sig ] BKSY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:40.791908] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BKSY.txt [2025-11-26T17:07:40.792096] [INFO ] [sig ] [453/3639] Completed BKSY in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:40.792148] [INFO ] [sig ] [454/3639] Forecasting BL... [2025-11-26T17:07:40.792195] [INFO ] [sig ] Generating forecast for: BL [2025-11-26T17:07:40.792283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'. [2025-11-26T17:07:40.805350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BL'. [2025-11-26T17:07:40.805988] [INFO ] [FORECASTER] Starting predict_future for BL [2025-11-26T17:07:40.807238] [DEBUG] [LOCAL ] No optimal features file found for BL: ./output/feature-sets/BL.txt [2025-11-26T17:07:40.807309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:40.807381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:40.807423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:40.807518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:40.870694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:40.871856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:40.871965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:40.872002] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:40.995216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:40.995460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:40.995507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:40.995538] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:40.999466] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=5.67%) [2025-11-26T17:07:40.999799] [INFO ] [FORECASTER] Completed predict_future for BL [2025-11-26T17:07:40.999942] [INFO ] [sig ] BL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:41.148032] [INFO ] [LOCAL ] Saved forecast: BL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BL.txt [2025-11-26T17:07:41.148327] [INFO ] [sig ] [454/3639] Completed BL in 0.4s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:41.148383] [INFO ] [sig ] [455/3639] Forecasting BLBD... [2025-11-26T17:07:41.148420] [INFO ] [sig ] Generating forecast for: BLBD [2025-11-26T17:07:41.148458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'. [2025-11-26T17:07:41.161324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLBD'. [2025-11-26T17:07:41.161834] [INFO ] [FORECASTER] Starting predict_future for BLBD [2025-11-26T17:07:41.162698] [DEBUG] [LOCAL ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt [2025-11-26T17:07:41.162755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:41.162789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:41.162818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:41.162884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:41.220506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:41.221438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:41.221551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:41.221588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:41.343405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:41.343587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:41.343629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:41.343721] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:41.347114] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T17:07:41.347418] [INFO ] [FORECASTER] Completed predict_future for BLBD [2025-11-26T17:07:41.347549] [INFO ] [sig ] BLBD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:41.497776] [INFO ] [LOCAL ] Saved forecast: BLBD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLBD.txt [2025-11-26T17:07:41.497922] [INFO ] [sig ] [455/3639] Completed BLBD in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:41.497967] [INFO ] [sig ] [456/3639] Forecasting BLCN... [2025-11-26T17:07:41.498001] [INFO ] [sig ] Generating forecast for: BLCN [2025-11-26T17:07:41.498035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'. [2025-11-26T17:07:41.509154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCN'. [2025-11-26T17:07:41.509498] [INFO ] [FORECASTER] Starting predict_future for BLCN [2025-11-26T17:07:41.510332] [DEBUG] [LOCAL ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt [2025-11-26T17:07:41.510388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:41.510423] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:41.510452] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:41.510513] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:41.569224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:41.569954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:41.570043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:41.570081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:41.678417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:41.678605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:41.678669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:41.678705] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:41.682243] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=30.57%) [2025-11-26T17:07:41.682567] [INFO ] [FORECASTER] Completed predict_future for BLCN [2025-11-26T17:07:41.682735] [INFO ] [sig ] BLCN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:41.830460] [INFO ] [LOCAL ] Saved forecast: BLCN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLCN.txt [2025-11-26T17:07:41.830597] [INFO ] [sig ] [456/3639] Completed BLCN in 0.3s | 2.87 sym/s | Total: 2.6m | ETA: 18.5m [2025-11-26T17:07:41.830658] [INFO ] [sig ] [457/3639] Forecasting BLCO... [2025-11-26T17:07:41.830694] [INFO ] [sig ] Generating forecast for: BLCO [2025-11-26T17:07:41.830728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-11-26T17:07:41.841776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCO'. [2025-11-26T17:07:41.842111] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-11-26T17:07:41.842935] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-11-26T17:07:41.842989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:41.843024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:41.843064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:41.843127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:41.901568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:41.902244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:41.902334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:41.902374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:42.026415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:42.026581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:42.026622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:42.026675] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:42.030043] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=91.12%) [2025-11-26T17:07:42.030322] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-11-26T17:07:42.030452] [INFO ] [sig ] BLCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:42.178894] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BLCO.txt [2025-11-26T17:07:42.179065] [INFO ] [sig ] [457/3639] Completed BLCO in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.5m [2025-11-26T17:07:42.179108] [INFO ] [sig ] [458/3639] Forecasting BLD... [2025-11-26T17:07:42.179141] [INFO ] [sig ] Generating forecast for: BLD [2025-11-26T17:07:42.179175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-11-26T17:07:42.190163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLD'. [2025-11-26T17:07:42.190471] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-11-26T17:07:42.191283] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-11-26T17:07:42.191339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:42.191373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:42.191401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:42.191459] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:42.247971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:42.248588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:42.248695] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:42.248734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:42.371238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:42.371424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:42.371471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:42.371503] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:42.375018] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=7.15%) [2025-11-26T17:07:42.375308] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-11-26T17:07:42.375441] [INFO ] [sig ] BLD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:42.523337] [INFO ] [LOCAL ] Saved forecast: BLD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLD.txt [2025-11-26T17:07:42.523490] [INFO ] [sig ] [458/3639] Completed BLD in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.5m [2025-11-26T17:07:42.523545] [INFO ] [sig ] [459/3639] Forecasting BLDP... [2025-11-26T17:07:42.523584] [INFO ] [sig ] Generating forecast for: BLDP [2025-11-26T17:07:42.523617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'. [2025-11-26T17:07:42.534433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLDP'. [2025-11-26T17:07:42.534751] [INFO ] [FORECASTER] Starting predict_future for BLDP [2025-11-26T17:07:42.535556] [DEBUG] [LOCAL ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt [2025-11-26T17:07:42.535610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:42.535666] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:42.535698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:42.535758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:42.593821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:42.594497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:42.594584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:42.594622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:42.719338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:42.719507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:42.719549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:42.719580] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:42.722976] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: UP (p=59.08%) [2025-11-26T17:07:42.723249] [INFO ] [FORECASTER] Completed predict_future for BLDP [2025-11-26T17:07:42.723377] [INFO ] [sig ] BLDP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:42.883065] [INFO ] [LOCAL ] Saved forecast: BLDP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BLDP.txt [2025-11-26T17:07:42.883205] [INFO ] [sig ] [459/3639] Completed BLDP in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.5m [2025-11-26T17:07:42.883247] [INFO ] [sig ] [460/3639] Forecasting BLE... [2025-11-26T17:07:42.883279] [INFO ] [sig ] Generating forecast for: BLE [2025-11-26T17:07:42.883313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-11-26T17:07:42.893604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLE'. [2025-11-26T17:07:42.893958] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-11-26T17:07:42.894866] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-11-26T17:07:42.894921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:42.894955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:42.894984] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:42.895044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:42.952805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:42.953758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:42.953858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:42.953896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:43.073504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:43.073682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:43.073726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:43.073757] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:43.077107] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=11.01%) [2025-11-26T17:07:43.077402] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-11-26T17:07:43.077533] [INFO ] [sig ] BLE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:43.219366] [INFO ] [LOCAL ] Saved forecast: BLE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLE.txt [2025-11-26T17:07:43.219499] [INFO ] [sig ] [460/3639] Completed BLE in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.5m [2025-11-26T17:07:43.219540] [INFO ] [sig ] [461/3639] Forecasting BLFS... [2025-11-26T17:07:43.219573] [INFO ] [sig ] Generating forecast for: BLFS [2025-11-26T17:07:43.219613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'. [2025-11-26T17:07:43.230041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFS'. [2025-11-26T17:07:43.230333] [INFO ] [FORECASTER] Starting predict_future for BLFS [2025-11-26T17:07:43.231146] [DEBUG] [LOCAL ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt [2025-11-26T17:07:43.231201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:43.231234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:43.231262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:43.231321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:43.289788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:43.290530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:43.290627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:43.290684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:43.408951] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:43.409114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:43.409159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:43.409190] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:43.412630] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-11-26T17:07:43.412941] [INFO ] [FORECASTER] Completed predict_future for BLFS [2025-11-26T17:07:43.413071] [INFO ] [sig ] BLFS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:43.556312] [INFO ] [LOCAL ] Saved forecast: BLFS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BLFS.txt [2025-11-26T17:07:43.556450] [INFO ] [sig ] [461/3639] Completed BLFS in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.5m [2025-11-26T17:07:43.556492] [INFO ] [sig ] [462/3639] Forecasting BLFY... [2025-11-26T17:07:43.556524] [INFO ] [sig ] Generating forecast for: BLFY [2025-11-26T17:07:43.556556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'. [2025-11-26T17:07:43.567297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFY'. [2025-11-26T17:07:43.567673] [INFO ] [FORECASTER] Starting predict_future for BLFY [2025-11-26T17:07:43.568496] [DEBUG] [LOCAL ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt [2025-11-26T17:07:43.568550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:43.568584] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:43.568614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:43.568693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:43.626737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:43.627393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:43.627507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:43.627545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:43.746213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:43.746382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:43.746425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:43.746455] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:43.749885] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-11-26T17:07:43.750178] [INFO ] [FORECASTER] Completed predict_future for BLFY [2025-11-26T17:07:43.750310] [INFO ] [sig ] BLFY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:43.893887] [INFO ] [LOCAL ] Saved forecast: BLFY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLFY.txt [2025-11-26T17:07:43.894036] [INFO ] [sig ] [462/3639] Completed BLFY in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:43.894082] [INFO ] [sig ] [463/3639] Forecasting BLK... [2025-11-26T17:07:43.894116] [INFO ] [sig ] Generating forecast for: BLK [2025-11-26T17:07:43.894149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-11-26T17:07:43.904811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLK'. [2025-11-26T17:07:43.905109] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-11-26T17:07:43.905976] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-11-26T17:07:43.906033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:43.906068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:43.906097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:43.906157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:43.966374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:43.967052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:43.967138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:43.967178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:44.090602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:44.090807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:44.090850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:44.090881] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:44.094374] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=11.58%) [2025-11-26T17:07:44.094681] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-11-26T17:07:44.094819] [INFO ] [sig ] BLK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:44.240782] [INFO ] [LOCAL ] Saved forecast: BLK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLK.txt [2025-11-26T17:07:44.240921] [INFO ] [sig ] [463/3639] Completed BLK in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:44.240963] [INFO ] [sig ] [464/3639] Forecasting BLKB... [2025-11-26T17:07:44.240996] [INFO ] [sig ] Generating forecast for: BLKB [2025-11-26T17:07:44.241028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'. [2025-11-26T17:07:44.251580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLKB'. [2025-11-26T17:07:44.251913] [INFO ] [FORECASTER] Starting predict_future for BLKB [2025-11-26T17:07:44.252774] [DEBUG] [LOCAL ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt [2025-11-26T17:07:44.252832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:44.252866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:44.252896] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:44.252956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:44.312169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:44.313069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:44.313162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:44.313200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:44.433593] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:44.433782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:44.433825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:44.433855] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:44.437255] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=57.03%) [2025-11-26T17:07:44.437550] [INFO ] [FORECASTER] Completed predict_future for BLKB [2025-11-26T17:07:44.437703] [INFO ] [sig ] BLKB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:44.580547] [INFO ] [LOCAL ] Saved forecast: BLKB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BLKB.txt [2025-11-26T17:07:44.580740] [INFO ] [sig ] [464/3639] Completed BLKB in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:44.580800] [INFO ] [sig ] [465/3639] Forecasting BLMN... [2025-11-26T17:07:44.580840] [INFO ] [sig ] Generating forecast for: BLMN [2025-11-26T17:07:44.580886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'. [2025-11-26T17:07:44.592032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLMN'. [2025-11-26T17:07:44.592390] [INFO ] [FORECASTER] Starting predict_future for BLMN [2025-11-26T17:07:44.593239] [DEBUG] [LOCAL ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt [2025-11-26T17:07:44.593298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:44.593335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:44.593370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:44.593431] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:44.652082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:44.652805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:44.652890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:44.652927] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:44.773707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:44.773873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:44.773914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:44.773945] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:44.777300] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=44.93%) [2025-11-26T17:07:44.777609] [INFO ] [FORECASTER] Completed predict_future for BLMN [2025-11-26T17:07:44.777766] [INFO ] [sig ] BLMN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:44.925322] [INFO ] [LOCAL ] Saved forecast: BLMN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLMN.txt [2025-11-26T17:07:44.925528] [INFO ] [sig ] [465/3639] Completed BLMN in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:44.925575] [INFO ] [sig ] [466/3639] Forecasting BLND... [2025-11-26T17:07:44.925607] [INFO ] [sig ] Generating forecast for: BLND [2025-11-26T17:07:44.925660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-11-26T17:07:44.936742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLND'. [2025-11-26T17:07:44.937054] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-11-26T17:07:44.937902] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-11-26T17:07:44.937956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:44.937990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:44.938018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:44.938076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:44.998407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:44.999325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:44.999417] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:44.999455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:45.120085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:45.120248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:45.120292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:45.120326] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:45.124050] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=72.59%) [2025-11-26T17:07:45.124361] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-11-26T17:07:45.124523] [INFO ] [sig ] BLND: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:45.266802] [INFO ] [LOCAL ] Saved forecast: BLND 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BLND.txt [2025-11-26T17:07:45.266958] [INFO ] [sig ] [466/3639] Completed BLND in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:45.267001] [INFO ] [sig ] [467/3639] Forecasting BLNK... [2025-11-26T17:07:45.267033] [INFO ] [sig ] Generating forecast for: BLNK [2025-11-26T17:07:45.267066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'. [2025-11-26T17:07:45.277859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLNK'. [2025-11-26T17:07:45.278217] [INFO ] [FORECASTER] Starting predict_future for BLNK [2025-11-26T17:07:45.279065] [DEBUG] [LOCAL ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt [2025-11-26T17:07:45.279120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:45.279155] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:45.279185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:45.279247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:45.338000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:45.338742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:45.338830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:45.338868] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:45.462185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:45.462363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:45.462411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:45.462443] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:45.466022] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=6.55%) [2025-11-26T17:07:45.466314] [INFO ] [FORECASTER] Completed predict_future for BLNK [2025-11-26T17:07:45.466456] [INFO ] [sig ] BLNK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:45.614435] [INFO ] [LOCAL ] Saved forecast: BLNK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLNK.txt [2025-11-26T17:07:45.614601] [INFO ] [sig ] [467/3639] Completed BLNK in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:45.614666] [INFO ] [sig ] [468/3639] Forecasting BLRX... [2025-11-26T17:07:45.614704] [INFO ] [sig ] Generating forecast for: BLRX [2025-11-26T17:07:45.614737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'. [2025-11-26T17:07:45.625769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLRX'. [2025-11-26T17:07:45.626121] [INFO ] [FORECASTER] Starting predict_future for BLRX [2025-11-26T17:07:45.626961] [DEBUG] [LOCAL ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt [2025-11-26T17:07:45.627018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:45.627054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:45.627084] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:45.627158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:45.687383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:45.688248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:45.688342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:45.688379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:45.809469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:45.809660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:45.809705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:45.809739] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:45.813153] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=21.35%) [2025-11-26T17:07:45.813463] [INFO ] [FORECASTER] Completed predict_future for BLRX [2025-11-26T17:07:45.813605] [INFO ] [sig ] BLRX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:45.964074] [INFO ] [LOCAL ] Saved forecast: BLRX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLRX.txt [2025-11-26T17:07:45.964237] [INFO ] [sig ] [468/3639] Completed BLRX in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:45.964282] [INFO ] [sig ] [469/3639] Forecasting BLTE... [2025-11-26T17:07:45.964318] [INFO ] [sig ] Generating forecast for: BLTE [2025-11-26T17:07:45.964352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'. [2025-11-26T17:07:45.976228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLTE'. [2025-11-26T17:07:45.976685] [INFO ] [FORECASTER] Starting predict_future for BLTE [2025-11-26T17:07:45.977564] [DEBUG] [LOCAL ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt [2025-11-26T17:07:45.977622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:45.977708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:45.977741] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:45.977802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:46.040980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:46.041914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:46.042006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:46.042043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:46.173999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:46.174165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:46.174209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:46.174241] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:46.178471] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=6.94%) [2025-11-26T17:07:46.178833] [INFO ] [FORECASTER] Completed predict_future for BLTE [2025-11-26T17:07:46.178990] [INFO ] [sig ] BLTE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:46.321843] [INFO ] [LOCAL ] Saved forecast: BLTE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLTE.txt [2025-11-26T17:07:46.322009] [INFO ] [sig ] [469/3639] Completed BLTE in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:46.322052] [INFO ] [sig ] [470/3639] Forecasting BLX... [2025-11-26T17:07:46.322084] [INFO ] [sig ] Generating forecast for: BLX [2025-11-26T17:07:46.322116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-11-26T17:07:46.333190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLX'. [2025-11-26T17:07:46.333543] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-11-26T17:07:46.334408] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-11-26T17:07:46.334478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:46.334517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:46.334547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:46.334609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:46.395850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:46.396818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:46.396918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:46.396956] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:46.523207] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:46.523455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:46.523502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:46.523533] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:46.527426] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=23.98%) [2025-11-26T17:07:46.527822] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-11-26T17:07:46.527981] [INFO ] [sig ] BLX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:46.673875] [INFO ] [LOCAL ] Saved forecast: BLX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BLX.txt [2025-11-26T17:07:46.674079] [INFO ] [sig ] [470/3639] Completed BLX in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:46.674124] [INFO ] [sig ] [471/3639] Forecasting BMA... [2025-11-26T17:07:46.674197] [INFO ] [sig ] Generating forecast for: BMA [2025-11-26T17:07:46.674238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-11-26T17:07:46.686080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMA'. [2025-11-26T17:07:46.686496] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-11-26T17:07:46.687522] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-11-26T17:07:46.687581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:46.687618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:46.687668] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:46.687754] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:46.746193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:46.747359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:46.747484] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:46.747522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:46.869043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:46.869260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:46.869350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:46.869386] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:46.873427] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=99.48%) [2025-11-26T17:07:46.873817] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-11-26T17:07:46.873966] [INFO ] [sig ] BMA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:47.025213] [INFO ] [LOCAL ] Saved forecast: BMA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BMA.txt [2025-11-26T17:07:47.025434] [INFO ] [sig ] [471/3639] Completed BMA in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:47.025480] [INFO ] [sig ] [472/3639] Forecasting BMBL... [2025-11-26T17:07:47.025515] [INFO ] [sig ] Generating forecast for: BMBL [2025-11-26T17:07:47.025552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'. [2025-11-26T17:07:47.037937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMBL'. [2025-11-26T17:07:47.038475] [INFO ] [FORECASTER] Starting predict_future for BMBL [2025-11-26T17:07:47.039442] [DEBUG] [LOCAL ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt [2025-11-26T17:07:47.039500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:47.039535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:47.039564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:47.039627] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:47.099464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:47.100611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:47.100756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:47.100795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:47.226558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:47.226762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:47.226814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:47.226888] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:47.232623] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=85.29%) [2025-11-26T17:07:47.233170] [INFO ] [FORECASTER] Completed predict_future for BMBL [2025-11-26T17:07:47.233361] [INFO ] [sig ] BMBL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:47.392407] [INFO ] [LOCAL ] Saved forecast: BMBL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BMBL.txt [2025-11-26T17:07:47.392621] [INFO ] [sig ] [472/3639] Completed BMBL in 0.4s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:47.392886] [INFO ] [sig ] [473/3639] Forecasting BME... [2025-11-26T17:07:47.392927] [INFO ] [sig ] Generating forecast for: BME [2025-11-26T17:07:47.392963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-11-26T17:07:47.406233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BME'. [2025-11-26T17:07:47.407044] [INFO ] [FORECASTER] Starting predict_future for BME [2025-11-26T17:07:47.408151] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-11-26T17:07:47.408211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:47.408246] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:47.408276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:47.408339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:47.466741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:47.467954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:47.468063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:47.468108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:47.589881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:47.590105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:47.590151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:47.590182] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:47.594054] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=98.80%) [2025-11-26T17:07:47.594372] [INFO ] [FORECASTER] Completed predict_future for BME [2025-11-26T17:07:47.594516] [INFO ] [sig ] BME: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:47.741381] [INFO ] [LOCAL ] Saved forecast: BME 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BME.txt [2025-11-26T17:07:47.741615] [INFO ] [sig ] [473/3639] Completed BME in 0.3s | 2.87 sym/s | Total: 2.7m | ETA: 18.4m [2025-11-26T17:07:47.741740] [INFO ] [sig ] [474/3639] Forecasting BMEZ... [2025-11-26T17:07:47.741784] [INFO ] [sig ] Generating forecast for: BMEZ [2025-11-26T17:07:47.741821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-11-26T17:07:47.754352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'. [2025-11-26T17:07:47.754933] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-11-26T17:07:47.755878] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-11-26T17:07:47.755934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:47.755969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:47.755998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:47.756060] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:47.813983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:47.815081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:47.815186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:47.815222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:47.934818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:47.935055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:47.935100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:47.935134] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:47.939264] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=48.49%) [2025-11-26T17:07:47.939771] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-11-26T17:07:47.939958] [INFO ] [sig ] BMEZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:48.098723] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMEZ.txt [2025-11-26T17:07:48.098914] [INFO ] [sig ] [474/3639] Completed BMEZ in 0.4s | 2.87 sym/s | Total: 2.8m | ETA: 18.4m [2025-11-26T17:07:48.098959] [INFO ] [sig ] [475/3639] Forecasting BMI... [2025-11-26T17:07:48.098992] [INFO ] [sig ] Generating forecast for: BMI [2025-11-26T17:07:48.099026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-11-26T17:07:48.110422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMI'. [2025-11-26T17:07:48.110874] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-11-26T17:07:48.111753] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-11-26T17:07:48.111813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:48.111849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:48.111879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:48.111940] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:48.169660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:48.170548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:48.170674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:48.170714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:48.291923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:48.292091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:48.292133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:48.292165] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:48.295667] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=46.57%) [2025-11-26T17:07:48.295983] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-11-26T17:07:48.296120] [INFO ] [sig ] BMI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:48.441249] [INFO ] [LOCAL ] Saved forecast: BMI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMI.txt [2025-11-26T17:07:48.441418] [INFO ] [sig ] [475/3639] Completed BMI in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.4m [2025-11-26T17:07:48.441462] [INFO ] [sig ] [476/3639] Forecasting BMO... [2025-11-26T17:07:48.441529] [INFO ] [sig ] Generating forecast for: BMO [2025-11-26T17:07:48.441567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-11-26T17:07:48.452858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMO'. [2025-11-26T17:07:48.453198] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-11-26T17:07:48.454005] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-11-26T17:07:48.454060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:48.454094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:48.454122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:48.454183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:48.512590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:48.513569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:48.513687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:48.513728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:48.643611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:48.643810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:48.643853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:48.643884] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:48.647560] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=18.63%) [2025-11-26T17:07:48.647907] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-11-26T17:07:48.648055] [INFO ] [sig ] BMO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:48.789517] [INFO ] [LOCAL ] Saved forecast: BMO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMO.txt [2025-11-26T17:07:48.789695] [INFO ] [sig ] [476/3639] Completed BMO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.4m [2025-11-26T17:07:48.789755] [INFO ] [sig ] [477/3639] Forecasting BMRA... [2025-11-26T17:07:48.789802] [INFO ] [sig ] Generating forecast for: BMRA [2025-11-26T17:07:48.789838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'. [2025-11-26T17:07:48.800279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRA'. [2025-11-26T17:07:48.800629] [INFO ] [FORECASTER] Starting predict_future for BMRA [2025-11-26T17:07:48.801513] [DEBUG] [LOCAL ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt [2025-11-26T17:07:48.801568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:48.801602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:48.801631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:48.801715] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:48.861578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:48.862461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:48.862551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:48.862589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:48.976561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:48.976745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:48.976815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:48.976849] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:48.980325] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=35.92%) [2025-11-26T17:07:48.980614] [INFO ] [FORECASTER] Completed predict_future for BMRA [2025-11-26T17:07:48.980774] [INFO ] [sig ] BMRA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:49.120996] [INFO ] [LOCAL ] Saved forecast: BMRA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMRA.txt [2025-11-26T17:07:49.121139] [INFO ] [sig ] [477/3639] Completed BMRA in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.4m [2025-11-26T17:07:49.121181] [INFO ] [sig ] [478/3639] Forecasting BMRC... [2025-11-26T17:07:49.121213] [INFO ] [sig ] Generating forecast for: BMRC [2025-11-26T17:07:49.121246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'. [2025-11-26T17:07:49.132002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRC'. [2025-11-26T17:07:49.132314] [INFO ] [FORECASTER] Starting predict_future for BMRC [2025-11-26T17:07:49.133161] [DEBUG] [LOCAL ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt [2025-11-26T17:07:49.133217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:49.133251] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:49.133280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:49.133340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:49.189788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:49.190443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:49.190529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:49.190564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:49.308467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:49.308658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:49.308702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:49.308732] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:49.312078] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=42.78%) [2025-11-26T17:07:49.312351] [INFO ] [FORECASTER] Completed predict_future for BMRC [2025-11-26T17:07:49.312483] [INFO ] [sig ] BMRC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:49.452423] [INFO ] [LOCAL ] Saved forecast: BMRC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMRC.txt [2025-11-26T17:07:49.452565] [INFO ] [sig ] [478/3639] Completed BMRC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.4m [2025-11-26T17:07:49.452607] [INFO ] [sig ] [479/3639] Forecasting BMRN... [2025-11-26T17:07:49.452656] [INFO ] [sig ] Generating forecast for: BMRN [2025-11-26T17:07:49.452696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'. [2025-11-26T17:07:49.464062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRN'. [2025-11-26T17:07:49.464519] [INFO ] [FORECASTER] Starting predict_future for BMRN [2025-11-26T17:07:49.465462] [DEBUG] [LOCAL ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt [2025-11-26T17:07:49.465524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:49.465558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:49.465589] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:49.465666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:49.525013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:49.526032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:49.526179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:49.526217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:49.642605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:49.642799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:49.642844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:49.642876] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:49.646389] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=27.23%) [2025-11-26T17:07:49.646712] [INFO ] [FORECASTER] Completed predict_future for BMRN [2025-11-26T17:07:49.646855] [INFO ] [sig ] BMRN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:49.794283] [INFO ] [LOCAL ] Saved forecast: BMRN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMRN.txt [2025-11-26T17:07:49.794448] [INFO ] [sig ] [479/3639] Completed BMRN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:49.794490] [INFO ] [sig ] [480/3639] Forecasting BMY... [2025-11-26T17:07:49.794521] [INFO ] [sig ] Generating forecast for: BMY [2025-11-26T17:07:49.794557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-11-26T17:07:49.805584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMY'. [2025-11-26T17:07:49.806019] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-11-26T17:07:49.806864] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-11-26T17:07:49.806921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:49.806956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:49.806985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:49.807046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:49.863101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:49.864043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:49.864134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:49.864169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:49.990398] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:49.990573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:49.990615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:49.990668] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:49.994129] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=34.70%) [2025-11-26T17:07:49.994449] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-11-26T17:07:49.994590] [INFO ] [sig ] BMY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:50.140537] [INFO ] [LOCAL ] Saved forecast: BMY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BMY.txt [2025-11-26T17:07:50.140726] [INFO ] [sig ] [480/3639] Completed BMY in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:50.140773] [INFO ] [sig ] [481/3639] Forecasting BN... [2025-11-26T17:07:50.140804] [INFO ] [sig ] Generating forecast for: BN [2025-11-26T17:07:50.140872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-11-26T17:07:50.151713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BN'. [2025-11-26T17:07:50.152063] [INFO ] [FORECASTER] Starting predict_future for BN [2025-11-26T17:07:50.152900] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-11-26T17:07:50.152957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:50.153010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:50.153041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:50.153100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:50.209867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:50.210839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:50.210930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:50.210968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:50.329294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:50.329438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:50.329480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:50.329510] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:50.332817] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=98.76%) [2025-11-26T17:07:50.333089] [INFO ] [FORECASTER] Completed predict_future for BN [2025-11-26T17:07:50.333218] [INFO ] [sig ] BN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:50.473050] [INFO ] [LOCAL ] Saved forecast: BN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BN.txt [2025-11-26T17:07:50.473184] [INFO ] [sig ] [481/3639] Completed BN in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:50.473226] [INFO ] [sig ] [482/3639] Forecasting BND... [2025-11-26T17:07:50.473257] [INFO ] [sig ] Generating forecast for: BND [2025-11-26T17:07:50.473294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'. [2025-11-26T17:07:50.483797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BND'. [2025-11-26T17:07:50.484168] [INFO ] [FORECASTER] Starting predict_future for BND [2025-11-26T17:07:50.485008] [DEBUG] [LOCAL ] No optimal features file found for BND: ./output/feature-sets/BND.txt [2025-11-26T17:07:50.485063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:50.485097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:50.485126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:50.485184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:50.542297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:50.543189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:50.543285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:50.543321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:50.670889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:50.671063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:50.671105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:50.671136] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:50.674484] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=21.41%) [2025-11-26T17:07:50.674779] [INFO ] [FORECASTER] Completed predict_future for BND [2025-11-26T17:07:50.674908] [INFO ] [sig ] BND: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:50.817212] [INFO ] [LOCAL ] Saved forecast: BND 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BND.txt [2025-11-26T17:07:50.817394] [INFO ] [sig ] [482/3639] Completed BND in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:50.817439] [INFO ] [sig ] [483/3639] Forecasting BNDX... [2025-11-26T17:07:50.817473] [INFO ] [sig ] Generating forecast for: BNDX [2025-11-26T17:07:50.817506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'. [2025-11-26T17:07:50.828612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNDX'. [2025-11-26T17:07:50.829050] [INFO ] [FORECASTER] Starting predict_future for BNDX [2025-11-26T17:07:50.829908] [DEBUG] [LOCAL ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt [2025-11-26T17:07:50.829964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:50.829999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:50.830027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:50.830087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:50.887885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:50.888798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:50.888886] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:50.888922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:51.011135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:51.011309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:51.011351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:51.011382] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:51.014767] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=89.47%) [2025-11-26T17:07:51.015042] [INFO ] [FORECASTER] Completed predict_future for BNDX [2025-11-26T17:07:51.015170] [INFO ] [sig ] BNDX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:51.156518] [INFO ] [LOCAL ] Saved forecast: BNDX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BNDX.txt [2025-11-26T17:07:51.156671] [INFO ] [sig ] [483/3639] Completed BNDX in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:51.156715] [INFO ] [sig ] [484/3639] Forecasting BNED... [2025-11-26T17:07:51.156757] [INFO ] [sig ] Generating forecast for: BNED [2025-11-26T17:07:51.156789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-11-26T17:07:51.166789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNED'. [2025-11-26T17:07:51.167077] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-11-26T17:07:51.167935] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-11-26T17:07:51.167990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:51.168023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:51.168051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:51.168110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:51.225138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:51.225791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:51.225874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:51.225909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:51.345638] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:51.345804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:51.345843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:51.345873] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:51.349681] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=97.34%) [2025-11-26T17:07:51.349954] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-11-26T17:07:51.350080] [INFO ] [sig ] BNED: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:51.493239] [INFO ] [LOCAL ] Saved forecast: BNED 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BNED.txt [2025-11-26T17:07:51.493395] [INFO ] [sig ] [484/3639] Completed BNED in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:51.493437] [INFO ] [sig ] [485/3639] Forecasting BNGO... [2025-11-26T17:07:51.493476] [INFO ] [sig ] Generating forecast for: BNGO [2025-11-26T17:07:51.493510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'. [2025-11-26T17:07:51.503806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNGO'. [2025-11-26T17:07:51.504106] [INFO ] [FORECASTER] Starting predict_future for BNGO [2025-11-26T17:07:51.504940] [DEBUG] [LOCAL ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt [2025-11-26T17:07:51.504996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:51.505031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:51.505060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:51.505120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:51.564238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:51.565181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:51.565291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:51.565328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:51.685606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:51.685763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:51.685806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:51.685838] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:51.689235] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=82.75%) [2025-11-26T17:07:51.689515] [INFO ] [FORECASTER] Completed predict_future for BNGO [2025-11-26T17:07:51.689665] [INFO ] [sig ] BNGO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:51.836004] [INFO ] [LOCAL ] Saved forecast: BNGO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BNGO.txt [2025-11-26T17:07:51.836135] [INFO ] [sig ] [485/3639] Completed BNGO in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:51.836176] [INFO ] [sig ] [486/3639] Forecasting BNH... [2025-11-26T17:07:51.836237] [INFO ] [sig ] Generating forecast for: BNH [2025-11-26T17:07:51.836294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-11-26T17:07:51.847846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNH'. [2025-11-26T17:07:51.848197] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-11-26T17:07:51.849082] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-11-26T17:07:51.849137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:51.849199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:51.849228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:51.849287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:51.906780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:51.907488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:51.907589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:51.907631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:52.022842] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:52.023009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:52.023050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:52.023085] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:52.026525] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=78.36%) [2025-11-26T17:07:52.026822] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-11-26T17:07:52.026953] [INFO ] [sig ] BNH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:52.166718] [INFO ] [LOCAL ] Saved forecast: BNH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BNH.txt [2025-11-26T17:07:52.166871] [INFO ] [sig ] [486/3639] Completed BNH in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:52.166913] [INFO ] [sig ] [487/3639] Forecasting BNJ... [2025-11-26T17:07:52.166947] [INFO ] [sig ] Generating forecast for: BNJ [2025-11-26T17:07:52.166984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-11-26T17:07:52.177828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNJ'. [2025-11-26T17:07:52.178153] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-11-26T17:07:52.178972] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-11-26T17:07:52.179027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:52.179060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:52.179089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:52.179149] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:52.236584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:52.237248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:52.237353] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:52.237393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:52.346482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:52.346666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:52.346710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:52.346741] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:52.350144] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=65.03%) [2025-11-26T17:07:52.350418] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-11-26T17:07:52.350543] [INFO ] [sig ] BNJ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:52.494088] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BNJ.txt [2025-11-26T17:07:52.494224] [INFO ] [sig ] [487/3639] Completed BNJ in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:52.494266] [INFO ] [sig ] [488/3639] Forecasting BNL... [2025-11-26T17:07:52.494298] [INFO ] [sig ] Generating forecast for: BNL [2025-11-26T17:07:52.494330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-11-26T17:07:52.505017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNL'. [2025-11-26T17:07:52.505317] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-11-26T17:07:52.506140] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-11-26T17:07:52.506194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:52.506229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:52.506259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:52.506319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:52.563113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:52.563761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:52.563842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:52.563877] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:52.683997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:52.684166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:52.684206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:52.684256] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:52.687712] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=82.13%) [2025-11-26T17:07:52.687987] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-11-26T17:07:52.688116] [INFO ] [sig ] BNL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:52.831029] [INFO ] [LOCAL ] Saved forecast: BNL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BNL.txt [2025-11-26T17:07:52.831164] [INFO ] [sig ] [488/3639] Completed BNL in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:52.831210] [INFO ] [sig ] [489/3639] Forecasting BNRG... [2025-11-26T17:07:52.831242] [INFO ] [sig ] Generating forecast for: BNRG [2025-11-26T17:07:52.831303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'. [2025-11-26T17:07:52.841707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNRG'. [2025-11-26T17:07:52.841969] [INFO ] [FORECASTER] Starting predict_future for BNRG [2025-11-26T17:07:52.842775] [DEBUG] [LOCAL ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt [2025-11-26T17:07:52.842830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:52.842865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:52.842893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:52.842953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:52.900065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:52.900731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:52.900814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:52.900849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:53.018703] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:53.018855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:53.018895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:53.018925] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:53.022272] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=13.32%) [2025-11-26T17:07:53.022548] [INFO ] [FORECASTER] Completed predict_future for BNRG [2025-11-26T17:07:53.022697] [INFO ] [sig ] BNRG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:53.164286] [INFO ] [LOCAL ] Saved forecast: BNRG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BNRG.txt [2025-11-26T17:07:53.164444] [INFO ] [sig ] [489/3639] Completed BNRG in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:53.164488] [INFO ] [sig ] [490/3639] Forecasting BNS... [2025-11-26T17:07:53.164521] [INFO ] [sig ] Generating forecast for: BNS [2025-11-26T17:07:53.164554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-11-26T17:07:53.174929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNS'. [2025-11-26T17:07:53.175188] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-11-26T17:07:53.175992] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-11-26T17:07:53.176046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:53.176079] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:53.176108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:53.176168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:53.233005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:53.233628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:53.233728] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:53.233764] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:53.354120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:53.354284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:53.354325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:53.354355] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:53.357734] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=8.91%) [2025-11-26T17:07:53.358005] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-11-26T17:07:53.358132] [INFO ] [sig ] BNS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:53.503020] [INFO ] [LOCAL ] Saved forecast: BNS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BNS.txt [2025-11-26T17:07:53.503195] [INFO ] [sig ] [490/3639] Completed BNS in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:53.503239] [INFO ] [sig ] [491/3639] Forecasting BNTC... [2025-11-26T17:07:53.503271] [INFO ] [sig ] Generating forecast for: BNTC [2025-11-26T17:07:53.503337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'. [2025-11-26T17:07:53.514968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTC'. [2025-11-26T17:07:53.515365] [INFO ] [FORECASTER] Starting predict_future for BNTC [2025-11-26T17:07:53.516239] [DEBUG] [LOCAL ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt [2025-11-26T17:07:53.516296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:53.516330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:53.516360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:53.516442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:53.576845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:53.577800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:53.577890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:53.577926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:53.702473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:53.702671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:53.702717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:53.702749] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:53.706271] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=36.15%) [2025-11-26T17:07:53.706554] [INFO ] [FORECASTER] Completed predict_future for BNTC [2025-11-26T17:07:53.706708] [INFO ] [sig ] BNTC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:53.852256] [INFO ] [LOCAL ] Saved forecast: BNTC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BNTC.txt [2025-11-26T17:07:53.852424] [INFO ] [sig ] [491/3639] Completed BNTC in 0.3s | 2.87 sym/s | Total: 2.8m | ETA: 18.3m [2025-11-26T17:07:53.852468] [INFO ] [sig ] [492/3639] Forecasting BNTX... [2025-11-26T17:07:53.852502] [INFO ] [sig ] Generating forecast for: BNTX [2025-11-26T17:07:53.852536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'. [2025-11-26T17:07:53.864112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTX'. [2025-11-26T17:07:53.864526] [INFO ] [FORECASTER] Starting predict_future for BNTX [2025-11-26T17:07:53.865349] [DEBUG] [LOCAL ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt [2025-11-26T17:07:53.865405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:53.865439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:53.865469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:53.865557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:53.922975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:53.923877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:53.923967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:53.924004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:54.044258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:54.044434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:54.044476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:54.044506] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:54.047999] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=6.84%) [2025-11-26T17:07:54.048285] [INFO ] [FORECASTER] Completed predict_future for BNTX [2025-11-26T17:07:54.048418] [INFO ] [sig ] BNTX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:54.196751] [INFO ] [LOCAL ] Saved forecast: BNTX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BNTX.txt [2025-11-26T17:07:54.196919] [INFO ] [sig ] [492/3639] Completed BNTX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.3m [2025-11-26T17:07:54.196966] [INFO ] [sig ] [493/3639] Forecasting BNY... [2025-11-26T17:07:54.197033] [INFO ] [sig ] Generating forecast for: BNY [2025-11-26T17:07:54.197072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-11-26T17:07:54.208330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNY'. [2025-11-26T17:07:54.208744] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-11-26T17:07:54.209561] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-11-26T17:07:54.209627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:54.209698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:54.209728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:54.209787] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:54.267178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:54.267918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:54.268001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:54.268036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:54.385393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:54.385540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:54.385580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:54.385614] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:54.388900] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=1.50%) [2025-11-26T17:07:54.389173] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-11-26T17:07:54.389304] [INFO ] [sig ] BNY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:54.530301] [INFO ] [LOCAL ] Saved forecast: BNY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BNY.txt [2025-11-26T17:07:54.530438] [INFO ] [sig ] [493/3639] Completed BNY in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:54.530481] [INFO ] [sig ] [494/3639] Forecasting BNZI... [2025-11-26T17:07:54.530518] [INFO ] [sig ] Generating forecast for: BNZI [2025-11-26T17:07:54.530558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'. [2025-11-26T17:07:54.542205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNZI'. [2025-11-26T17:07:54.542597] [INFO ] [FORECASTER] Starting predict_future for BNZI [2025-11-26T17:07:54.543459] [DEBUG] [LOCAL ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt [2025-11-26T17:07:54.543529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:54.543565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:54.543598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:54.543690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:54.604130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:54.605099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:54.605193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:54.605229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:54.724681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:54.724860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:54.724906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:54.724970] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:54.728460] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=35.72%) [2025-11-26T17:07:54.728770] [INFO ] [FORECASTER] Completed predict_future for BNZI [2025-11-26T17:07:54.728906] [INFO ] [sig ] BNZI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:54.876216] [INFO ] [LOCAL ] Saved forecast: BNZI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BNZI.txt [2025-11-26T17:07:54.876376] [INFO ] [sig ] [494/3639] Completed BNZI in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:54.876418] [INFO ] [sig ] [495/3639] Forecasting BOC... [2025-11-26T17:07:54.876450] [INFO ] [sig ] Generating forecast for: BOC [2025-11-26T17:07:54.876484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-11-26T17:07:54.887612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOC'. [2025-11-26T17:07:54.888002] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-11-26T17:07:54.888854] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-11-26T17:07:54.888909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:54.888943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:54.888972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:54.889031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:54.948048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:54.948940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:54.949031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:54.949067] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:55.074292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:55.074457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:55.074497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:55.074528] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:55.081049] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=39.00%) [2025-11-26T17:07:55.081406] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-11-26T17:07:55.081560] [INFO ] [sig ] BOC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:55.226119] [INFO ] [LOCAL ] Saved forecast: BOC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BOC.txt [2025-11-26T17:07:55.226276] [INFO ] [sig ] [495/3639] Completed BOC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:55.226319] [INFO ] [sig ] [496/3639] Forecasting BOE... [2025-11-26T17:07:55.226352] [INFO ] [sig ] Generating forecast for: BOE [2025-11-26T17:07:55.226386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-11-26T17:07:55.236659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOE'. [2025-11-26T17:07:55.236952] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-11-26T17:07:55.237800] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-11-26T17:07:55.237855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:55.237888] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:55.237917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:55.237977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:55.296896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:55.297755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:55.297871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:55.297909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:55.419018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:55.419146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:55.419188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:55.419220] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:55.422697] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=19.38%) [2025-11-26T17:07:55.423004] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-11-26T17:07:55.423159] [INFO ] [sig ] BOE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:55.568459] [INFO ] [LOCAL ] Saved forecast: BOE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BOE.txt [2025-11-26T17:07:55.568616] [INFO ] [sig ] [496/3639] Completed BOE in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:55.568697] [INFO ] [sig ] [497/3639] Forecasting BOF... [2025-11-26T17:07:55.568739] [INFO ] [sig ] Generating forecast for: BOF [2025-11-26T17:07:55.568773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'. [2025-11-26T17:07:55.579413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOF'. [2025-11-26T17:07:55.579778] [INFO ] [FORECASTER] Starting predict_future for BOF [2025-11-26T17:07:55.580577] [DEBUG] [LOCAL ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt [2025-11-26T17:07:55.580632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:55.580701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:55.580732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:55.580792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:55.639789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:55.640486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:55.640582] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:55.640618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:55.766484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:55.766636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:55.766696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:55.766728] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:55.770125] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=68.27%) [2025-11-26T17:07:55.770396] [INFO ] [FORECASTER] Completed predict_future for BOF [2025-11-26T17:07:55.770523] [INFO ] [sig ] BOF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:55.916775] [INFO ] [LOCAL ] Saved forecast: BOF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BOF.txt [2025-11-26T17:07:55.916935] [INFO ] [sig ] [497/3639] Completed BOF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:55.916985] [INFO ] [sig ] [498/3639] Forecasting BOH... [2025-11-26T17:07:55.917027] [INFO ] [sig ] Generating forecast for: BOH [2025-11-26T17:07:55.917088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-11-26T17:07:55.927618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOH'. [2025-11-26T17:07:55.927945] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-11-26T17:07:55.928757] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-11-26T17:07:55.928813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:55.928847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:55.928876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:55.928936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:55.987461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:55.988098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:55.988181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:55.988216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:56.106367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:56.106526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:56.106575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:56.106612] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:56.109972] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-11-26T17:07:56.110243] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-11-26T17:07:56.110369] [INFO ] [sig ] BOH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:56.254532] [INFO ] [LOCAL ] Saved forecast: BOH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BOH.txt [2025-11-26T17:07:56.254724] [INFO ] [sig ] [498/3639] Completed BOH in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:56.254770] [INFO ] [sig ] [499/3639] Forecasting BOKF... [2025-11-26T17:07:56.254837] [INFO ] [sig ] Generating forecast for: BOKF [2025-11-26T17:07:56.254875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'. [2025-11-26T17:07:56.265273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOKF'. [2025-11-26T17:07:56.265624] [INFO ] [FORECASTER] Starting predict_future for BOKF [2025-11-26T17:07:56.266441] [DEBUG] [LOCAL ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt [2025-11-26T17:07:56.266496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:56.266531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:56.266561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:56.266625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:56.326753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:56.327639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:56.327759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:56.327796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:56.451383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:56.451545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:56.451591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:56.451623] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:56.455059] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=4.48%) [2025-11-26T17:07:56.455358] [INFO ] [FORECASTER] Completed predict_future for BOKF [2025-11-26T17:07:56.455488] [INFO ] [sig ] BOKF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:56.600297] [INFO ] [LOCAL ] Saved forecast: BOKF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BOKF.txt [2025-11-26T17:07:56.600484] [INFO ] [sig ] [499/3639] Completed BOKF in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:56.600528] [INFO ] [sig ] [500/3639] Forecasting BOLD... [2025-11-26T17:07:56.600560] [INFO ] [sig ] Generating forecast for: BOLD [2025-11-26T17:07:56.600596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'. [2025-11-26T17:07:56.611251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOLD'. [2025-11-26T17:07:56.611567] [INFO ] [FORECASTER] Starting predict_future for BOLD [2025-11-26T17:07:56.612369] [DEBUG] [LOCAL ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt [2025-11-26T17:07:56.612424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:56.612458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:56.612487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:56.612546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:56.669882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:56.670577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:56.670681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:56.670721] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:56.784937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:56.785094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:56.785134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:56.785164] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:56.788566] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=90.16%) [2025-11-26T17:07:56.788865] [INFO ] [FORECASTER] Completed predict_future for BOLD [2025-11-26T17:07:56.788995] [INFO ] [sig ] BOLD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:56.931029] [INFO ] [LOCAL ] Saved forecast: BOLD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BOLD.txt [2025-11-26T17:07:56.931176] [INFO ] [sig ] [500/3639] Completed BOLD in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:56.931218] [INFO ] [sig ] [501/3639] Forecasting BOND... [2025-11-26T17:07:56.931251] [INFO ] [sig ] Generating forecast for: BOND [2025-11-26T17:07:56.931284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-11-26T17:07:56.941586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOND'. [2025-11-26T17:07:56.941981] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-11-26T17:07:56.942939] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-11-26T17:07:56.942997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:56.943033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:56.943063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:56.943124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:57.001570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:57.002387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:57.002471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:57.002506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:57.121991] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:57.122143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:57.122199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:57.122231] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:57.125609] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-11-26T17:07:57.125920] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-11-26T17:07:57.126050] [INFO ] [sig ] BOND: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:57.268578] [INFO ] [LOCAL ] Saved forecast: BOND 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BOND.txt [2025-11-26T17:07:57.268755] [INFO ] [sig ] [501/3639] Completed BOND in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:57.268802] [INFO ] [sig ] [502/3639] Forecasting BOOM... [2025-11-26T17:07:57.268834] [INFO ] [sig ] Generating forecast for: BOOM [2025-11-26T17:07:57.268866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'. [2025-11-26T17:07:57.279271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOOM'. [2025-11-26T17:07:57.279568] [INFO ] [FORECASTER] Starting predict_future for BOOM [2025-11-26T17:07:57.280397] [DEBUG] [LOCAL ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt [2025-11-26T17:07:57.280453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:57.280488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:57.280517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:57.280577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:57.338914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:57.339619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:57.339742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:57.339779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:57.462369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:57.462536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:57.462585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:57.462619] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:57.466127] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=37.90%) [2025-11-26T17:07:57.466401] [INFO ] [FORECASTER] Completed predict_future for BOOM [2025-11-26T17:07:57.466543] [INFO ] [sig ] BOOM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:57.610858] [INFO ] [LOCAL ] Saved forecast: BOOM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BOOM.txt [2025-11-26T17:07:57.611019] [INFO ] [sig ] [502/3639] Completed BOOM in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:57.611062] [INFO ] [sig ] [503/3639] Forecasting BOTZ... [2025-11-26T17:07:57.611094] [INFO ] [sig ] Generating forecast for: BOTZ [2025-11-26T17:07:57.611127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'. [2025-11-26T17:07:57.625257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'. [2025-11-26T17:07:57.625755] [INFO ] [FORECASTER] Starting predict_future for BOTZ [2025-11-26T17:07:57.626952] [DEBUG] [LOCAL ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt [2025-11-26T17:07:57.627023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:57.627110] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:57.627161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:57.627258] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:57.689558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:57.690446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:57.690535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:57.690571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:57.811957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:57.812106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:57.812147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:57.812178] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:57.815524] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=56.74%) [2025-11-26T17:07:57.815828] [INFO ] [FORECASTER] Completed predict_future for BOTZ [2025-11-26T17:07:57.815958] [INFO ] [sig ] BOTZ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:57.957411] [INFO ] [LOCAL ] Saved forecast: BOTZ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BOTZ.txt [2025-11-26T17:07:57.957543] [INFO ] [sig ] [503/3639] Completed BOTZ in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:57.957584] [INFO ] [sig ] [504/3639] Forecasting BOX... [2025-11-26T17:07:57.957615] [INFO ] [sig ] Generating forecast for: BOX [2025-11-26T17:07:57.957667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-11-26T17:07:57.967941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOX'. [2025-11-26T17:07:57.968244] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-11-26T17:07:57.969120] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-11-26T17:07:57.969177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:57.969212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:57.969242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:57.969303] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:58.028091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:58.028862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:58.028947] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:58.028982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:58.147688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:58.147814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:58.147859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:58.147890] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:58.151211] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=71.45%) [2025-11-26T17:07:58.151489] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-11-26T17:07:58.151619] [INFO ] [sig ] BOX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:58.295559] [INFO ] [LOCAL ] Saved forecast: BOX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BOX.txt [2025-11-26T17:07:58.295727] [INFO ] [sig ] [504/3639] Completed BOX in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:58.295771] [INFO ] [sig ] [505/3639] Forecasting BP... [2025-11-26T17:07:58.295805] [INFO ] [sig ] Generating forecast for: BP [2025-11-26T17:07:58.295838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-11-26T17:07:58.306617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BP'. [2025-11-26T17:07:58.306980] [INFO ] [FORECASTER] Starting predict_future for BP [2025-11-26T17:07:58.307864] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-11-26T17:07:58.307921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:58.307966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:58.307997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:58.308057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:58.367870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:58.368574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:58.368680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:58.368721] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:58.493535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:58.493657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:58.493707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:58.493738] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:58.497158] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=87.09%) [2025-11-26T17:07:58.497463] [INFO ] [FORECASTER] Completed predict_future for BP [2025-11-26T17:07:58.497595] [INFO ] [sig ] BP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:58.640059] [INFO ] [LOCAL ] Saved forecast: BP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BP.txt [2025-11-26T17:07:58.640186] [INFO ] [sig ] [505/3639] Completed BP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:58.640229] [INFO ] [sig ] [506/3639] Forecasting BPOP... [2025-11-26T17:07:58.640262] [INFO ] [sig ] Generating forecast for: BPOP [2025-11-26T17:07:58.640297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'. [2025-11-26T17:07:58.650705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPOP'. [2025-11-26T17:07:58.651034] [INFO ] [FORECASTER] Starting predict_future for BPOP [2025-11-26T17:07:58.651916] [DEBUG] [LOCAL ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt [2025-11-26T17:07:58.651973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:58.652008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:58.652037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:58.652100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:58.710986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:58.711607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:58.711715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:58.711753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:58.828973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:58.829131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:58.829172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:58.829203] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:58.832896] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=88.86%) [2025-11-26T17:07:58.833185] [INFO ] [FORECASTER] Completed predict_future for BPOP [2025-11-26T17:07:58.833322] [INFO ] [sig ] BPOP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:58.978303] [INFO ] [LOCAL ] Saved forecast: BPOP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BPOP.txt [2025-11-26T17:07:58.978487] [INFO ] [sig ] [506/3639] Completed BPOP in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:58.978536] [INFO ] [sig ] [507/3639] Forecasting BPRN... [2025-11-26T17:07:58.978568] [INFO ] [sig ] Generating forecast for: BPRN [2025-11-26T17:07:58.978611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'. [2025-11-26T17:07:58.987875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPRN'. [2025-11-26T17:07:58.988166] [INFO ] [FORECASTER] Starting predict_future for BPRN [2025-11-26T17:07:58.989040] [DEBUG] [LOCAL ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt [2025-11-26T17:07:58.989097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:58.989131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:58.989161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:58.989230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:59.048437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:59.049318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:59.049407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:59.049444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:59.143978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:59.144144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:59.144186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:59.144219] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:59.147719] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=94.21%) [2025-11-26T17:07:59.148012] [INFO ] [FORECASTER] Completed predict_future for BPRN [2025-11-26T17:07:59.148146] [INFO ] [sig ] BPRN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:59.291102] [INFO ] [LOCAL ] Saved forecast: BPRN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BPRN.txt [2025-11-26T17:07:59.291248] [INFO ] [sig ] [507/3639] Completed BPRN in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 18.2m [2025-11-26T17:07:59.291293] [INFO ] [sig ] [508/3639] Forecasting BPYPM... [2025-11-26T17:07:59.291327] [INFO ] [sig ] Generating forecast for: BPYPM [2025-11-26T17:07:59.291361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'. [2025-11-26T17:07:59.302341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'. [2025-11-26T17:07:59.302689] [INFO ] [FORECASTER] Starting predict_future for BPYPM [2025-11-26T17:07:59.303531] [DEBUG] [LOCAL ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt [2025-11-26T17:07:59.303587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:59.303622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:59.303687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:59.303762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:59.363271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:59.363992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:59.364077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:59.364113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:59.469282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:59.469457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:59.469500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:59.469531] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:59.473054] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: UP (p=98.00%) [2025-11-26T17:07:59.473355] [INFO ] [FORECASTER] Completed predict_future for BPYPM [2025-11-26T17:07:59.473492] [INFO ] [sig ] BPYPM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:07:59.614609] [INFO ] [LOCAL ] Saved forecast: BPYPM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BPYPM.txt [2025-11-26T17:07:59.614798] [INFO ] [sig ] [508/3639] Completed BPYPM in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T17:07:59.614839] [INFO ] [sig ] [509/3639] Forecasting BPYPO... [2025-11-26T17:07:59.614878] [INFO ] [sig ] Generating forecast for: BPYPO [2025-11-26T17:07:59.614913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'. [2025-11-26T17:07:59.625507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'. [2025-11-26T17:07:59.625917] [INFO ] [FORECASTER] Starting predict_future for BPYPO [2025-11-26T17:07:59.626755] [DEBUG] [LOCAL ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt [2025-11-26T17:07:59.626810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:59.626844] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:59.626872] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:59.626931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:07:59.687291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:07:59.688266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:07:59.688360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:07:59.688398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:07:59.791526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:07:59.791717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:07:59.791768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:07:59.791801] [INFO ] [FORECASTER] Training complete [2025-11-26T17:07:59.795286] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=32.21%) [2025-11-26T17:07:59.795564] [INFO ] [FORECASTER] Completed predict_future for BPYPO [2025-11-26T17:07:59.795725] [INFO ] [sig ] BPYPO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:07:59.936681] [INFO ] [LOCAL ] Saved forecast: BPYPO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BPYPO.txt [2025-11-26T17:07:59.936852] [INFO ] [sig ] [509/3639] Completed BPYPO in 0.3s | 2.88 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T17:07:59.936899] [INFO ] [sig ] [510/3639] Forecasting BPYPP... [2025-11-26T17:07:59.936931] [INFO ] [sig ] Generating forecast for: BPYPP [2025-11-26T17:07:59.937015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'. [2025-11-26T17:07:59.947931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'. [2025-11-26T17:07:59.948369] [INFO ] [FORECASTER] Starting predict_future for BPYPP [2025-11-26T17:07:59.949278] [DEBUG] [LOCAL ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt [2025-11-26T17:07:59.949335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:07:59.949368] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:07:59.949395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:07:59.949454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:00.007460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:00.008370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:00.008465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:00.008501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:00.112625] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:00.112816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:00.112857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:00.112887] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:00.116220] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=8.43%) [2025-11-26T17:08:00.116495] [INFO ] [FORECASTER] Completed predict_future for BPYPP [2025-11-26T17:08:00.116663] [INFO ] [sig ] BPYPP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:00.255436] [INFO ] [LOCAL ] Saved forecast: BPYPP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BPYPP.txt [2025-11-26T17:08:00.255575] [INFO ] [sig ] [510/3639] Completed BPYPP in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:00.255617] [INFO ] [sig ] [511/3639] Forecasting BRAG... [2025-11-26T17:08:00.255670] [INFO ] [sig ] Generating forecast for: BRAG [2025-11-26T17:08:00.255705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'. [2025-11-26T17:08:00.266274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRAG'. [2025-11-26T17:08:00.266610] [INFO ] [FORECASTER] Starting predict_future for BRAG [2025-11-26T17:08:00.267441] [DEBUG] [LOCAL ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt [2025-11-26T17:08:00.267496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:00.267530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:00.267559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:00.267620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:00.324293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:00.325008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:00.325094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:00.325130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:00.448983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:00.449152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:00.449194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:00.449225] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:00.452822] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=12.26%) [2025-11-26T17:08:00.453103] [INFO ] [FORECASTER] Completed predict_future for BRAG [2025-11-26T17:08:00.453238] [INFO ] [sig ] BRAG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:00.609934] [INFO ] [LOCAL ] Saved forecast: BRAG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BRAG.txt [2025-11-26T17:08:00.610140] [INFO ] [sig ] [511/3639] Completed BRAG in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:00.610198] [INFO ] [sig ] [512/3639] Forecasting BRC... [2025-11-26T17:08:00.610235] [INFO ] [sig ] Generating forecast for: BRC [2025-11-26T17:08:00.610274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-11-26T17:08:00.621972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRC'. [2025-11-26T17:08:00.622446] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-11-26T17:08:00.623380] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-11-26T17:08:00.623457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:00.623510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:00.623558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:00.623674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:00.690407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:00.691428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:00.691527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:00.691565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:00.811937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:00.812111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:00.812153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:00.812203] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:00.815639] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=90.96%) [2025-11-26T17:08:00.815940] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-11-26T17:08:00.816074] [INFO ] [sig ] BRC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:00.961589] [INFO ] [LOCAL ] Saved forecast: BRC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BRC.txt [2025-11-26T17:08:00.961813] [INFO ] [sig ] [512/3639] Completed BRC in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:00.961861] [INFO ] [sig ] [513/3639] Forecasting BRCC... [2025-11-26T17:08:00.961892] [INFO ] [sig ] Generating forecast for: BRCC [2025-11-26T17:08:00.961926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-11-26T17:08:00.972947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRCC'. [2025-11-26T17:08:00.973318] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-11-26T17:08:00.974152] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-11-26T17:08:00.974207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:00.974241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:00.974270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:00.974329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:01.034771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:01.035686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:01.035823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:01.035861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:01.159839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:01.160032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:01.160074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:01.160104] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:01.163680] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=49.04%) [2025-11-26T17:08:01.163977] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-11-26T17:08:01.164114] [INFO ] [sig ] BRCC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:01.307827] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BRCC.txt [2025-11-26T17:08:01.307969] [INFO ] [sig ] [513/3639] Completed BRCC in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:01.308040] [INFO ] [sig ] [514/3639] Forecasting BRO... [2025-11-26T17:08:01.308077] [INFO ] [sig ] Generating forecast for: BRO [2025-11-26T17:08:01.308111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-11-26T17:08:01.319398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRO'. [2025-11-26T17:08:01.319746] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-11-26T17:08:01.320792] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-11-26T17:08:01.320848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:01.320882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:01.320911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:01.320971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:01.381225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:01.381916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:01.382018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:01.382057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:01.508547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:01.508691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:01.508736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:01.508766] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:01.512167] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-11-26T17:08:01.512442] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-11-26T17:08:01.512572] [INFO ] [sig ] BRO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:01.656686] [INFO ] [LOCAL ] Saved forecast: BRO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BRO.txt [2025-11-26T17:08:01.656877] [INFO ] [sig ] [514/3639] Completed BRO in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:01.656920] [INFO ] [sig ] [515/3639] Forecasting BROS... [2025-11-26T17:08:01.656954] [INFO ] [sig ] Generating forecast for: BROS [2025-11-26T17:08:01.657026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-11-26T17:08:01.670747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BROS'. [2025-11-26T17:08:01.671193] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-11-26T17:08:01.672165] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-11-26T17:08:01.672246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:01.672286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:01.672316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:01.672377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:01.732737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:01.733631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:01.733780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:01.733826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:01.857182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:01.857300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:01.857364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:01.857395] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:01.860827] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=90.18%) [2025-11-26T17:08:01.861104] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-11-26T17:08:01.861264] [INFO ] [sig ] BROS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:02.023536] [INFO ] [LOCAL ] Saved forecast: BROS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BROS.txt [2025-11-26T17:08:02.023826] [INFO ] [sig ] [515/3639] Completed BROS in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:02.023901] [INFO ] [sig ] [516/3639] Forecasting BRSP... [2025-11-26T17:08:02.023954] [INFO ] [sig ] Generating forecast for: BRSP [2025-11-26T17:08:02.023995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-11-26T17:08:02.034618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRSP'. [2025-11-26T17:08:02.034968] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-11-26T17:08:02.035826] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-11-26T17:08:02.035885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:02.035922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:02.035962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:02.036027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:02.095380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:02.096220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:02.096312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:02.096350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:02.217225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:02.217404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:02.217445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:02.217477] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:02.220847] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=44.55%) [2025-11-26T17:08:02.221120] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-11-26T17:08:02.221252] [INFO ] [sig ] BRSP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:02.376053] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BRSP.txt [2025-11-26T17:08:02.376215] [INFO ] [sig ] [516/3639] Completed BRSP in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:02.376260] [INFO ] [sig ] [517/3639] Forecasting BRX... [2025-11-26T17:08:02.376292] [INFO ] [sig ] Generating forecast for: BRX [2025-11-26T17:08:02.376325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-11-26T17:08:02.386532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRX'. [2025-11-26T17:08:02.386868] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-11-26T17:08:02.387702] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-11-26T17:08:02.387758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:02.387793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:02.387822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:02.387882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:02.455792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:02.456664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:02.456751] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:02.456788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:02.575939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:02.576103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:02.576144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:02.576175] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:02.579740] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=83.95%) [2025-11-26T17:08:02.580022] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-11-26T17:08:02.580152] [INFO ] [sig ] BRX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:02.721120] [INFO ] [LOCAL ] Saved forecast: BRX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BRX.txt [2025-11-26T17:08:02.721272] [INFO ] [sig ] [517/3639] Completed BRX in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:02.721314] [INFO ] [sig ] [518/3639] Forecasting BRY... [2025-11-26T17:08:02.721347] [INFO ] [sig ] Generating forecast for: BRY [2025-11-26T17:08:02.721379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'. [2025-11-26T17:08:02.731429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRY'. [2025-11-26T17:08:02.731745] [INFO ] [FORECASTER] Starting predict_future for BRY [2025-11-26T17:08:02.732564] [DEBUG] [LOCAL ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt [2025-11-26T17:08:02.732618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:02.732681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:02.732714] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:02.732774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:02.789375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:02.790107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:02.790192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:02.790228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:02.909913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:02.910087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:02.910132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:02.910166] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:02.913749] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=59.43%) [2025-11-26T17:08:02.914075] [INFO ] [FORECASTER] Completed predict_future for BRY [2025-11-26T17:08:02.914220] [INFO ] [sig ] BRY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:03.068695] [INFO ] [LOCAL ] Saved forecast: BRY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BRY.txt [2025-11-26T17:08:03.068857] [INFO ] [sig ] [518/3639] Completed BRY in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:03.068900] [INFO ] [sig ] [519/3639] Forecasting BRZE... [2025-11-26T17:08:03.068931] [INFO ] [sig ] Generating forecast for: BRZE [2025-11-26T17:08:03.068966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'. [2025-11-26T17:08:03.080497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRZE'. [2025-11-26T17:08:03.080952] [INFO ] [FORECASTER] Starting predict_future for BRZE [2025-11-26T17:08:03.081827] [DEBUG] [LOCAL ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt [2025-11-26T17:08:03.081892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:03.081932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:03.081963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:03.082026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:03.143396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:03.144295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:03.144388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:03.144425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:03.281371] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:03.281564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:03.281628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:03.281704] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:03.285918] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-11-26T17:08:03.286321] [INFO ] [FORECASTER] Completed predict_future for BRZE [2025-11-26T17:08:03.286507] [INFO ] [sig ] BRZE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:03.435407] [INFO ] [LOCAL ] Saved forecast: BRZE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BRZE.txt [2025-11-26T17:08:03.435577] [INFO ] [sig ] [519/3639] Completed BRZE in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:03.435619] [INFO ] [sig ] [520/3639] Forecasting BSAC... [2025-11-26T17:08:03.435676] [INFO ] [sig ] Generating forecast for: BSAC [2025-11-26T17:08:03.435751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-11-26T17:08:03.446363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSAC'. [2025-11-26T17:08:03.446816] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-11-26T17:08:03.447728] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-11-26T17:08:03.447804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:03.447887] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:03.447920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:03.447982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:03.508688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:03.509624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:03.509748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:03.509787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:03.636511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:03.636719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:03.636779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:03.636823] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:03.641314] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=94.74%) [2025-11-26T17:08:03.641748] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-11-26T17:08:03.641926] [INFO ] [sig ] BSAC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:03.793240] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSAC.txt [2025-11-26T17:08:03.793408] [INFO ] [sig ] [520/3639] Completed BSAC in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:03.793452] [INFO ] [sig ] [521/3639] Forecasting BSCP... [2025-11-26T17:08:03.793488] [INFO ] [sig ] Generating forecast for: BSCP [2025-11-26T17:08:03.793559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'. [2025-11-26T17:08:03.804374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCP'. [2025-11-26T17:08:03.804742] [INFO ] [FORECASTER] Starting predict_future for BSCP [2025-11-26T17:08:03.805563] [DEBUG] [LOCAL ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt [2025-11-26T17:08:03.805621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:03.805688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:03.805721] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:03.805788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:03.865013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:03.865890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:03.865981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:03.866018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:03.966429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:03.966594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:03.966636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:03.966689] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:03.970037] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=62.70%) [2025-11-26T17:08:03.970319] [INFO ] [FORECASTER] Completed predict_future for BSCP [2025-11-26T17:08:03.970448] [INFO ] [sig ] BSCP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:04.109956] [INFO ] [LOCAL ] Saved forecast: BSCP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSCP.txt [2025-11-26T17:08:04.110106] [INFO ] [sig ] [521/3639] Completed BSCP in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:04.110148] [INFO ] [sig ] [522/3639] Forecasting BSCQ... [2025-11-26T17:08:04.110179] [INFO ] [sig ] Generating forecast for: BSCQ [2025-11-26T17:08:04.110212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'. [2025-11-26T17:08:04.120703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'. [2025-11-26T17:08:04.121061] [INFO ] [FORECASTER] Starting predict_future for BSCQ [2025-11-26T17:08:04.121903] [DEBUG] [LOCAL ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt [2025-11-26T17:08:04.121959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:04.121993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:04.122022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:04.122082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:04.182133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:04.182947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:04.183052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:04.183090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:04.299702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:04.299855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:04.299896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:04.299926] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:04.303294] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: DOWN (p=40.88%) [2025-11-26T17:08:04.303573] [INFO ] [FORECASTER] Completed predict_future for BSCQ [2025-11-26T17:08:04.303743] [INFO ] [sig ] BSCQ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:04.444489] [INFO ] [LOCAL ] Saved forecast: BSCQ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSCQ.txt [2025-11-26T17:08:04.444635] [INFO ] [sig ] [522/3639] Completed BSCQ in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:04.444719] [INFO ] [sig ] [523/3639] Forecasting BSCS... [2025-11-26T17:08:04.444756] [INFO ] [sig ] Generating forecast for: BSCS [2025-11-26T17:08:04.444821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'. [2025-11-26T17:08:04.456201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCS'. [2025-11-26T17:08:04.456544] [INFO ] [FORECASTER] Starting predict_future for BSCS [2025-11-26T17:08:04.457420] [DEBUG] [LOCAL ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt [2025-11-26T17:08:04.457478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:04.457513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:04.457544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:04.457605] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:04.539130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:04.539935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:04.540024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:04.540059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:04.658717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:04.658889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:04.658930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:04.659019] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:04.662406] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: DOWN (p=19.78%) [2025-11-26T17:08:04.662728] [INFO ] [FORECASTER] Completed predict_future for BSCS [2025-11-26T17:08:04.662875] [INFO ] [sig ] BSCS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:04.804725] [INFO ] [LOCAL ] Saved forecast: BSCS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSCS.txt [2025-11-26T17:08:04.804903] [INFO ] [sig ] [523/3639] Completed BSCS in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:04.804946] [INFO ] [sig ] [524/3639] Forecasting BSCX... [2025-11-26T17:08:04.804978] [INFO ] [sig ] Generating forecast for: BSCX [2025-11-26T17:08:04.805042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'. [2025-11-26T17:08:04.816255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCX'. [2025-11-26T17:08:04.816661] [INFO ] [FORECASTER] Starting predict_future for BSCX [2025-11-26T17:08:04.817484] [DEBUG] [LOCAL ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt [2025-11-26T17:08:04.817539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:04.817572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:04.817600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:04.817676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:04.874681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:04.875549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:04.875664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:04.875704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:04.999906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:05.000095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:05.000138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:05.000169] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:05.003762] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=9.44%) [2025-11-26T17:08:05.004139] [INFO ] [FORECASTER] Completed predict_future for BSCX [2025-11-26T17:08:05.004293] [INFO ] [sig ] BSCX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:05.147856] [INFO ] [LOCAL ] Saved forecast: BSCX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSCX.txt [2025-11-26T17:08:05.148025] [INFO ] [sig ] [524/3639] Completed BSCX in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:05.148068] [INFO ] [sig ] [525/3639] Forecasting BSCY... [2025-11-26T17:08:05.148102] [INFO ] [sig ] Generating forecast for: BSCY [2025-11-26T17:08:05.148175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'. [2025-11-26T17:08:05.158979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCY'. [2025-11-26T17:08:05.159404] [INFO ] [FORECASTER] Starting predict_future for BSCY [2025-11-26T17:08:05.160276] [DEBUG] [LOCAL ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt [2025-11-26T17:08:05.160334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:05.160367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:05.160396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:05.160457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:05.227111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:05.228085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:05.228191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:05.228228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:05.369001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:05.369195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:05.369246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:05.369285] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:05.374001] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=10.58%) [2025-11-26T17:08:05.374519] [INFO ] [FORECASTER] Completed predict_future for BSCY [2025-11-26T17:08:05.374747] [INFO ] [sig ] BSCY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:05.542402] [INFO ] [LOCAL ] Saved forecast: BSCY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSCY.txt [2025-11-26T17:08:05.542617] [INFO ] [sig ] [525/3639] Completed BSCY in 0.4s | 2.88 sym/s | Total: 3.0m | ETA: 18.1m [2025-11-26T17:08:05.542696] [INFO ] [sig ] [526/3639] Forecasting BSJP... [2025-11-26T17:08:05.542730] [INFO ] [sig ] Generating forecast for: BSJP [2025-11-26T17:08:05.542766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'. [2025-11-26T17:08:05.555464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJP'. [2025-11-26T17:08:05.556013] [INFO ] [FORECASTER] Starting predict_future for BSJP [2025-11-26T17:08:05.556893] [DEBUG] [LOCAL ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt [2025-11-26T17:08:05.556950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:05.556984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:05.557013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:05.557072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:05.613979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:05.614923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:05.615024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:05.615060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:05.733792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:05.734325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:05.734372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:05.734403] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:05.737844] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=50.43%) [2025-11-26T17:08:05.738118] [INFO ] [FORECASTER] Completed predict_future for BSJP [2025-11-26T17:08:05.738250] [INFO ] [sig ] BSJP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:05.879952] [INFO ] [LOCAL ] Saved forecast: BSJP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSJP.txt [2025-11-26T17:08:05.880127] [INFO ] [sig ] [526/3639] Completed BSJP in 0.3s | 2.88 sym/s | Total: 3.0m | ETA: 18.0m [2025-11-26T17:08:05.880170] [INFO ] [sig ] [527/3639] Forecasting BSJQ... [2025-11-26T17:08:05.880202] [INFO ] [sig ] Generating forecast for: BSJQ [2025-11-26T17:08:05.880236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'. [2025-11-26T17:08:05.892249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'. [2025-11-26T17:08:05.892607] [INFO ] [FORECASTER] Starting predict_future for BSJQ [2025-11-26T17:08:05.893471] [DEBUG] [LOCAL ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt [2025-11-26T17:08:05.893527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:05.893561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:05.893588] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:05.893676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:05.953967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:05.954918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:05.955010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:05.955046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:06.078838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:06.079184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:06.079224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:06.079253] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:06.082975] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=76.86%) [2025-11-26T17:08:06.083262] [INFO ] [FORECASTER] Completed predict_future for BSJQ [2025-11-26T17:08:06.083392] [INFO ] [sig ] BSJQ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:06.236088] [INFO ] [LOCAL ] Saved forecast: BSJQ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSJQ.txt [2025-11-26T17:08:06.236263] [INFO ] [sig ] [527/3639] Completed BSJQ in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:06.236307] [INFO ] [sig ] [528/3639] Forecasting BSJS... [2025-11-26T17:08:06.236339] [INFO ] [sig ] Generating forecast for: BSJS [2025-11-26T17:08:06.236373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'. [2025-11-26T17:08:06.250190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJS'. [2025-11-26T17:08:06.250725] [INFO ] [FORECASTER] Starting predict_future for BSJS [2025-11-26T17:08:06.251775] [DEBUG] [LOCAL ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt [2025-11-26T17:08:06.251832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:06.251869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:06.251898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:06.251961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:06.313539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:06.314809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:06.314918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:06.314955] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:06.437082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:06.437354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:06.437406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:06.437439] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:06.441520] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-11-26T17:08:06.441896] [INFO ] [FORECASTER] Completed predict_future for BSJS [2025-11-26T17:08:06.442064] [INFO ] [sig ] BSJS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:06.595306] [INFO ] [LOCAL ] Saved forecast: BSJS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSJS.txt [2025-11-26T17:08:06.595612] [INFO ] [sig ] [528/3639] Completed BSJS in 0.4s | 2.88 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:06.595692] [INFO ] [sig ] [529/3639] Forecasting BSL... [2025-11-26T17:08:06.595732] [INFO ] [sig ] Generating forecast for: BSL [2025-11-26T17:08:06.595773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-11-26T17:08:06.608580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSL'. [2025-11-26T17:08:06.609206] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-11-26T17:08:06.610221] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-11-26T17:08:06.610293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:06.610329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:06.610358] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:06.610420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:06.668774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:06.669932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:06.670043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:06.670079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:06.793444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:06.793702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:06.793748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:06.793781] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:06.797624] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=35.60%) [2025-11-26T17:08:06.797965] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-11-26T17:08:06.798109] [INFO ] [sig ] BSL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:07.040920] [INFO ] [LOCAL ] Saved forecast: BSL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSL.txt [2025-11-26T17:08:07.041160] [INFO ] [sig ] [529/3639] Completed BSL in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:07.041207] [INFO ] [sig ] [530/3639] Forecasting BSLK... [2025-11-26T17:08:07.041278] [INFO ] [sig ] Generating forecast for: BSLK [2025-11-26T17:08:07.041320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'. [2025-11-26T17:08:07.053898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSLK'. [2025-11-26T17:08:07.054592] [INFO ] [FORECASTER] Starting predict_future for BSLK [2025-11-26T17:08:07.055799] [DEBUG] [LOCAL ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt [2025-11-26T17:08:07.055864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:07.055901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:07.055933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:07.055997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:07.116527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:07.117631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:07.117803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:07.117842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:07.235575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:07.235835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:07.235882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:07.235914] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:07.239893] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=11.47%) [2025-11-26T17:08:07.240244] [INFO ] [FORECASTER] Completed predict_future for BSLK [2025-11-26T17:08:07.240426] [INFO ] [sig ] BSLK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:07.392896] [INFO ] [LOCAL ] Saved forecast: BSLK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSLK.txt [2025-11-26T17:08:07.393146] [INFO ] [sig ] [530/3639] Completed BSLK in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:07.393263] [INFO ] [sig ] [531/3639] Forecasting BSM... [2025-11-26T17:08:07.393301] [INFO ] [sig ] Generating forecast for: BSM [2025-11-26T17:08:07.393339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-11-26T17:08:07.406373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSM'. [2025-11-26T17:08:07.406916] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-11-26T17:08:07.407977] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-11-26T17:08:07.408037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:07.408104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:07.408138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:07.408208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:07.466178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:07.467284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:07.467410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:07.467446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:07.592830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:07.593076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:07.593123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:07.593154] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:07.597383] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-11-26T17:08:07.597720] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-11-26T17:08:07.597869] [INFO ] [sig ] BSM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:07.746582] [INFO ] [LOCAL ] Saved forecast: BSM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSM.txt [2025-11-26T17:08:07.746884] [INFO ] [sig ] [531/3639] Completed BSM in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:07.746935] [INFO ] [sig ] [532/3639] Forecasting BSMP... [2025-11-26T17:08:07.746968] [INFO ] [sig ] Generating forecast for: BSMP [2025-11-26T17:08:07.747006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'. [2025-11-26T17:08:07.758978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMP'. [2025-11-26T17:08:07.759363] [INFO ] [FORECASTER] Starting predict_future for BSMP [2025-11-26T17:08:07.760247] [DEBUG] [LOCAL ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt [2025-11-26T17:08:07.760303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:07.760338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:07.760366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:07.760426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:07.816936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:07.817955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:07.818055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:07.818091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:07.932586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:07.932791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:07.932833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:07.932863] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:07.936303] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=99.12%) [2025-11-26T17:08:07.936595] [INFO ] [FORECASTER] Completed predict_future for BSMP [2025-11-26T17:08:07.936763] [INFO ] [sig ] BSMP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:08.080573] [INFO ] [LOCAL ] Saved forecast: BSMP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSMP.txt [2025-11-26T17:08:08.080780] [INFO ] [sig ] [532/3639] Completed BSMP in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:08.080856] [INFO ] [sig ] [533/3639] Forecasting BSMQ... [2025-11-26T17:08:08.080925] [INFO ] [sig ] Generating forecast for: BSMQ [2025-11-26T17:08:08.080960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'. [2025-11-26T17:08:08.096593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'. [2025-11-26T17:08:08.097373] [INFO ] [FORECASTER] Starting predict_future for BSMQ [2025-11-26T17:08:08.098599] [DEBUG] [LOCAL ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt [2025-11-26T17:08:08.098686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:08.098730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:08.098761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:08.098826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:08.168957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:08.170130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:08.170258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:08.170297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:08.300279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:08.300528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:08.300575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:08.300607] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:08.305201] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-11-26T17:08:08.305566] [INFO ] [FORECASTER] Completed predict_future for BSMQ [2025-11-26T17:08:08.305759] [INFO ] [sig ] BSMQ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:08.460669] [INFO ] [LOCAL ] Saved forecast: BSMQ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSMQ.txt [2025-11-26T17:08:08.460992] [INFO ] [sig ] [533/3639] Completed BSMQ in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:08.461042] [INFO ] [sig ] [534/3639] Forecasting BSMS... [2025-11-26T17:08:08.461075] [INFO ] [sig ] Generating forecast for: BSMS [2025-11-26T17:08:08.461112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'. [2025-11-26T17:08:08.474205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMS'. [2025-11-26T17:08:08.474817] [INFO ] [FORECASTER] Starting predict_future for BSMS [2025-11-26T17:08:08.475806] [DEBUG] [LOCAL ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt [2025-11-26T17:08:08.475866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:08.475903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:08.475936] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:08.476001] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:08.537850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:08.538940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:08.539052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:08.539090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:08.653378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:08.653632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:08.653707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:08.653741] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:08.657822] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=95.53%) [2025-11-26T17:08:08.658171] [INFO ] [FORECASTER] Completed predict_future for BSMS [2025-11-26T17:08:08.658317] [INFO ] [sig ] BSMS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:08.811972] [INFO ] [LOCAL ] Saved forecast: BSMS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSMS.txt [2025-11-26T17:08:08.812168] [INFO ] [sig ] [534/3639] Completed BSMS in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:08.812213] [INFO ] [sig ] [535/3639] Forecasting BSSX... [2025-11-26T17:08:08.812274] [INFO ] [sig ] Generating forecast for: BSSX [2025-11-26T17:08:08.812317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'. [2025-11-26T17:08:08.825095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSSX'. [2025-11-26T17:08:08.825638] [INFO ] [FORECASTER] Starting predict_future for BSSX [2025-11-26T17:08:08.826704] [DEBUG] [LOCAL ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt [2025-11-26T17:08:08.826766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:08.826805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:08.826837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:08.826903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:08.886980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:08.888150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:08.888261] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:08.888301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:08.992307] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:08.992550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:08.992597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:08.992627] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:08.996490] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=80.41%) [2025-11-26T17:08:08.996850] [INFO ] [FORECASTER] Completed predict_future for BSSX [2025-11-26T17:08:08.996996] [INFO ] [sig ] BSSX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:09.153667] [INFO ] [LOCAL ] Saved forecast: BSSX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSSX.txt [2025-11-26T17:08:09.153895] [INFO ] [sig ] [535/3639] Completed BSSX in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:09.153941] [INFO ] [sig ] [536/3639] Forecasting BSTZ... [2025-11-26T17:08:09.153975] [INFO ] [sig ] Generating forecast for: BSTZ [2025-11-26T17:08:09.154049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-11-26T17:08:09.167071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'. [2025-11-26T17:08:09.167747] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-11-26T17:08:09.168774] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-11-26T17:08:09.168833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:09.168871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:09.168902] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:09.168966] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:09.230277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:09.231410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:09.231518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:09.231555] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:09.356986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:09.357237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:09.357312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:09.357371] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:09.361370] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=77.90%) [2025-11-26T17:08:09.361731] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-11-26T17:08:09.361882] [INFO ] [sig ] BSTZ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:09.511537] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSTZ.txt [2025-11-26T17:08:09.511763] [INFO ] [sig ] [536/3639] Completed BSTZ in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:09.511814] [INFO ] [sig ] [537/3639] Forecasting BSVN... [2025-11-26T17:08:09.511847] [INFO ] [sig ] Generating forecast for: BSVN [2025-11-26T17:08:09.511881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'. [2025-11-26T17:08:09.524510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVN'. [2025-11-26T17:08:09.524956] [INFO ] [FORECASTER] Starting predict_future for BSVN [2025-11-26T17:08:09.525820] [DEBUG] [LOCAL ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt [2025-11-26T17:08:09.525876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:09.525944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:09.525974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:09.526034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:09.582840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:09.583638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:09.583747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:09.583782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:09.695778] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:09.695949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:09.695990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:09.696020] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:09.699440] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=59.76%) [2025-11-26T17:08:09.699778] [INFO ] [FORECASTER] Completed predict_future for BSVN [2025-11-26T17:08:09.699930] [INFO ] [sig ] BSVN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:09.840948] [INFO ] [LOCAL ] Saved forecast: BSVN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSVN.txt [2025-11-26T17:08:09.841113] [INFO ] [sig ] [537/3639] Completed BSVN in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:09.841156] [INFO ] [sig ] [538/3639] Forecasting BSVO... [2025-11-26T17:08:09.841221] [INFO ] [sig ] Generating forecast for: BSVO [2025-11-26T17:08:09.841259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'. [2025-11-26T17:08:09.851815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVO'. [2025-11-26T17:08:09.852277] [INFO ] [FORECASTER] Starting predict_future for BSVO [2025-11-26T17:08:09.853392] [DEBUG] [LOCAL ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt [2025-11-26T17:08:09.853460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:09.853495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:09.853525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:09.853584] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:09.911424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:09.912307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:09.912401] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:09.912438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:10.032546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:10.032769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:10.032817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:10.032849] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:10.036731] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=54.84%) [2025-11-26T17:08:10.037090] [INFO ] [FORECASTER] Completed predict_future for BSVO [2025-11-26T17:08:10.037239] [INFO ] [sig ] BSVO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:10.179628] [INFO ] [LOCAL ] Saved forecast: BSVO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BSVO.txt [2025-11-26T17:08:10.179815] [INFO ] [sig ] [538/3639] Completed BSVO in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:10.179858] [INFO ] [sig ] [539/3639] Forecasting BSX... [2025-11-26T17:08:10.179889] [INFO ] [sig ] Generating forecast for: BSX [2025-11-26T17:08:10.179955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-11-26T17:08:10.193221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSX'. [2025-11-26T17:08:10.193773] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-11-26T17:08:10.194764] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-11-26T17:08:10.194825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:10.194864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:10.194895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:10.194960] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:10.256151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:10.257391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:10.257506] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:10.257544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:10.379899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:10.380134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:10.380178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:10.380209] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:10.384128] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=16.82%) [2025-11-26T17:08:10.384455] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-11-26T17:08:10.384602] [INFO ] [sig ] BSX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:10.531567] [INFO ] [LOCAL ] Saved forecast: BSX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSX.txt [2025-11-26T17:08:10.531809] [INFO ] [sig ] [539/3639] Completed BSX in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:10.531889] [INFO ] [sig ] [540/3639] Forecasting BSY... [2025-11-26T17:08:10.531926] [INFO ] [sig ] Generating forecast for: BSY [2025-11-26T17:08:10.531965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'. [2025-11-26T17:08:10.544118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSY'. [2025-11-26T17:08:10.544696] [INFO ] [FORECASTER] Starting predict_future for BSY [2025-11-26T17:08:10.545682] [DEBUG] [LOCAL ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt [2025-11-26T17:08:10.545739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:10.545789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:10.545819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:10.545881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:10.606317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:10.607588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:10.607724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:10.607763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:10.735108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:10.735342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:10.735388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:10.735466] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:10.739343] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=27.63%) [2025-11-26T17:08:10.739680] [INFO ] [FORECASTER] Completed predict_future for BSY [2025-11-26T17:08:10.739840] [INFO ] [sig ] BSY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:10.892890] [INFO ] [LOCAL ] Saved forecast: BSY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BSY.txt [2025-11-26T17:08:10.893103] [INFO ] [sig ] [540/3639] Completed BSY in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:10.893187] [INFO ] [sig ] [541/3639] Forecasting BTA... [2025-11-26T17:08:10.893223] [INFO ] [sig ] Generating forecast for: BTA [2025-11-26T17:08:10.893262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-11-26T17:08:10.905538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTA'. [2025-11-26T17:08:10.906069] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-11-26T17:08:10.907021] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-11-26T17:08:10.907086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:10.907126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:10.907155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:10.907221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:10.965845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:10.967068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:10.967217] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:10.967261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:11.083613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:11.083871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:11.083919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:11.083951] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:11.087864] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=83.69%) [2025-11-26T17:08:11.088181] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-11-26T17:08:11.088328] [INFO ] [sig ] BTA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:11.232466] [INFO ] [LOCAL ] Saved forecast: BTA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BTA.txt [2025-11-26T17:08:11.232724] [INFO ] [sig ] [541/3639] Completed BTA in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:11.232825] [INFO ] [sig ] [542/3639] Forecasting BTAI... [2025-11-26T17:08:11.232862] [INFO ] [sig ] Generating forecast for: BTAI [2025-11-26T17:08:11.232899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'. [2025-11-26T17:08:11.245786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTAI'. [2025-11-26T17:08:11.246378] [INFO ] [FORECASTER] Starting predict_future for BTAI [2025-11-26T17:08:11.247411] [DEBUG] [LOCAL ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt [2025-11-26T17:08:11.247468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:11.247503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:11.247531] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:11.247594] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:11.306217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:11.307458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:11.307587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:11.307624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:11.430223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:11.430458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:11.430511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:11.430543] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:11.434373] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=1.74%) [2025-11-26T17:08:11.434755] [INFO ] [FORECASTER] Completed predict_future for BTAI [2025-11-26T17:08:11.434899] [INFO ] [sig ] BTAI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:11.581843] [INFO ] [LOCAL ] Saved forecast: BTAI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BTAI.txt [2025-11-26T17:08:11.582064] [INFO ] [sig ] [542/3639] Completed BTAI in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 18.0m [2025-11-26T17:08:11.582147] [INFO ] [sig ] [543/3639] Forecasting BTCS... [2025-11-26T17:08:11.582185] [INFO ] [sig ] Generating forecast for: BTCS [2025-11-26T17:08:11.582222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'. [2025-11-26T17:08:11.598091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTCS'. [2025-11-26T17:08:11.598751] [INFO ] [FORECASTER] Starting predict_future for BTCS [2025-11-26T17:08:11.600075] [DEBUG] [LOCAL ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt [2025-11-26T17:08:11.600152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:11.600214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:11.600272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:11.600379] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:11.671294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:11.672181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:11.672274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:11.672311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:11.807399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:11.807569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:11.807611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:11.807663] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:11.811540] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=15.49%) [2025-11-26T17:08:11.811858] [INFO ] [FORECASTER] Completed predict_future for BTCS [2025-11-26T17:08:11.812000] [INFO ] [sig ] BTCS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:11.974318] [INFO ] [LOCAL ] Saved forecast: BTCS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BTCS.txt [2025-11-26T17:08:11.974464] [INFO ] [sig ] [543/3639] Completed BTCS in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 18.0m [2025-11-26T17:08:11.974514] [INFO ] [sig ] [544/3639] Forecasting BTE... [2025-11-26T17:08:11.974545] [INFO ] [sig ] Generating forecast for: BTE [2025-11-26T17:08:11.974579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-11-26T17:08:11.984756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTE'. [2025-11-26T17:08:11.985050] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-11-26T17:08:11.985868] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-11-26T17:08:11.985922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:11.985956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:11.985986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:11.986046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:12.043290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:12.044233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:12.044329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:12.044365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:12.157522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:12.157692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:12.157736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:12.157766] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:12.161344] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=56.55%) [2025-11-26T17:08:12.161622] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-11-26T17:08:12.161778] [INFO ] [sig ] BTE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:12.308843] [INFO ] [LOCAL ] Saved forecast: BTE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BTE.txt [2025-11-26T17:08:12.309020] [INFO ] [sig ] [544/3639] Completed BTE in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 18.0m [2025-11-26T17:08:12.309066] [INFO ] [sig ] [545/3639] Forecasting BTF... [2025-11-26T17:08:12.309101] [INFO ] [sig ] Generating forecast for: BTF [2025-11-26T17:08:12.309176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'. [2025-11-26T17:08:12.321710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTF'. [2025-11-26T17:08:12.322204] [INFO ] [FORECASTER] Starting predict_future for BTF [2025-11-26T17:08:12.323141] [DEBUG] [LOCAL ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt [2025-11-26T17:08:12.323199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:12.323238] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:12.323276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:12.323345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:12.383419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:12.384573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:12.384697] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:12.384769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:12.505855] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:12.506109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:12.506156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:12.506188] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:12.510254] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=22.26%) [2025-11-26T17:08:12.510602] [INFO ] [FORECASTER] Completed predict_future for BTF [2025-11-26T17:08:12.510778] [INFO ] [sig ] BTF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:12.660510] [INFO ] [LOCAL ] Saved forecast: BTF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BTF.txt [2025-11-26T17:08:12.660802] [INFO ] [sig ] [545/3639] Completed BTF in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:12.660859] [INFO ] [sig ] [546/3639] Forecasting BTI... [2025-11-26T17:08:12.660895] [INFO ] [sig ] Generating forecast for: BTI [2025-11-26T17:08:12.660932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-11-26T17:08:12.674599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTI'. [2025-11-26T17:08:12.675172] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-11-26T17:08:12.676165] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-11-26T17:08:12.676225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:12.676260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:12.676290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:12.676354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:12.738249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:12.739471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:12.739590] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:12.739629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:12.878451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:12.878733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:12.878795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:12.878829] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:12.883096] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=32.94%) [2025-11-26T17:08:12.883529] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-11-26T17:08:12.883746] [INFO ] [sig ] BTI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:13.037498] [INFO ] [LOCAL ] Saved forecast: BTI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BTI.txt [2025-11-26T17:08:13.037809] [INFO ] [sig ] [546/3639] Completed BTI in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:13.037884] [INFO ] [sig ] [547/3639] Forecasting BTM... [2025-11-26T17:08:13.037925] [INFO ] [sig ] Generating forecast for: BTM [2025-11-26T17:08:13.037961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'. [2025-11-26T17:08:13.052295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTM'. [2025-11-26T17:08:13.053072] [INFO ] [FORECASTER] Starting predict_future for BTM [2025-11-26T17:08:13.054375] [DEBUG] [LOCAL ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt [2025-11-26T17:08:13.054456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:13.054494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:13.054525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:13.054590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:13.116905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:13.118097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:13.118204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:13.118286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:13.247893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:13.248140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:13.248188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:13.248250] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:13.253434] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=63.55%) [2025-11-26T17:08:13.254129] [INFO ] [FORECASTER] Completed predict_future for BTM [2025-11-26T17:08:13.254368] [INFO ] [sig ] BTM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:13.415900] [INFO ] [LOCAL ] Saved forecast: BTM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BTM.txt [2025-11-26T17:08:13.416365] [INFO ] [sig ] [547/3639] Completed BTM in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:13.416448] [INFO ] [sig ] [548/3639] Forecasting BTMD... [2025-11-26T17:08:13.416504] [INFO ] [sig ] Generating forecast for: BTMD [2025-11-26T17:08:13.416559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'. [2025-11-26T17:08:13.430667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTMD'. [2025-11-26T17:08:13.431243] [INFO ] [FORECASTER] Starting predict_future for BTMD [2025-11-26T17:08:13.432318] [DEBUG] [LOCAL ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt [2025-11-26T17:08:13.432391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:13.432446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:13.432483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:13.432562] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:13.502470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:13.503915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:13.504036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:13.504073] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:13.647494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:13.647768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:13.647818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:13.647850] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:13.652004] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=80.66%) [2025-11-26T17:08:13.652411] [INFO ] [FORECASTER] Completed predict_future for BTMD [2025-11-26T17:08:13.652579] [INFO ] [sig ] BTMD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:13.804529] [INFO ] [LOCAL ] Saved forecast: BTMD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BTMD.txt [2025-11-26T17:08:13.804805] [INFO ] [sig ] [548/3639] Completed BTMD in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:13.804902] [INFO ] [sig ] [549/3639] Forecasting BTSG... [2025-11-26T17:08:13.804937] [INFO ] [sig ] Generating forecast for: BTSG [2025-11-26T17:08:13.804975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'. [2025-11-26T17:08:13.817902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTSG'. [2025-11-26T17:08:13.818541] [INFO ] [FORECASTER] Starting predict_future for BTSG [2025-11-26T17:08:13.819632] [DEBUG] [LOCAL ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt [2025-11-26T17:08:13.819723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:13.819760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:13.819790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:13.819853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:13.895935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:13.897207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:13.897312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:13.897397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:14.045867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:14.046097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:14.046146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:14.046426] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:14.050924] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-11-26T17:08:14.051250] [INFO ] [FORECASTER] Completed predict_future for BTSG [2025-11-26T17:08:14.051398] [INFO ] [sig ] BTSG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:14.214167] [INFO ] [LOCAL ] Saved forecast: BTSG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BTSG.txt [2025-11-26T17:08:14.214411] [INFO ] [sig ] [549/3639] Completed BTSG in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:14.214498] [INFO ] [sig ] [550/3639] Forecasting BTZ... [2025-11-26T17:08:14.214534] [INFO ] [sig ] Generating forecast for: BTZ [2025-11-26T17:08:14.214571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-11-26T17:08:14.229385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTZ'. [2025-11-26T17:08:14.229941] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-11-26T17:08:14.231631] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-11-26T17:08:14.231734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:14.231778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:14.231815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:14.231901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:14.302340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:14.303433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:14.303535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:14.303571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:14.416149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:14.416332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:14.416374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:14.416405] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:14.419882] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=66.17%) [2025-11-26T17:08:14.420169] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-11-26T17:08:14.420300] [INFO ] [sig ] BTZ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:14.580213] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BTZ.txt [2025-11-26T17:08:14.580411] [INFO ] [sig ] [550/3639] Completed BTZ in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:14.580456] [INFO ] [sig ] [551/3639] Forecasting BUD... [2025-11-26T17:08:14.580488] [INFO ] [sig ] Generating forecast for: BUD [2025-11-26T17:08:14.580521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-11-26T17:08:14.592527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUD'. [2025-11-26T17:08:14.592999] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-11-26T17:08:14.593895] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-11-26T17:08:14.593951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:14.593986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:14.594014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:14.594088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:14.659569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:14.660389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:14.660479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:14.660516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:14.796680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:14.796861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:14.796904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:14.796934] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:14.800447] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=38.21%) [2025-11-26T17:08:14.800767] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-11-26T17:08:14.800905] [INFO ] [sig ] BUD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:14.967197] [INFO ] [LOCAL ] Saved forecast: BUD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BUD.txt [2025-11-26T17:08:14.967405] [INFO ] [sig ] [551/3639] Completed BUD in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:14.967458] [INFO ] [sig ] [552/3639] Forecasting BUFC... [2025-11-26T17:08:14.967527] [INFO ] [sig ] Generating forecast for: BUFC [2025-11-26T17:08:14.967565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'. [2025-11-26T17:08:14.976346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUFC'. [2025-11-26T17:08:14.976632] [INFO ] [FORECASTER] Starting predict_future for BUFC [2025-11-26T17:08:14.977522] [DEBUG] [LOCAL ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt [2025-11-26T17:08:14.977588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:14.977628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:14.977692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:14.977758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:15.040404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:15.041322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:15.041410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:15.041445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:15.132166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:15.132345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:15.132386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:15.132415] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:15.135818] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-11-26T17:08:15.136088] [INFO ] [FORECASTER] Completed predict_future for BUFC [2025-11-26T17:08:15.136220] [INFO ] [sig ] BUFC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:15.278067] [INFO ] [LOCAL ] Saved forecast: BUFC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BUFC.txt [2025-11-26T17:08:15.278228] [INFO ] [sig ] [552/3639] Completed BUFC in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:15.278272] [INFO ] [sig ] [553/3639] Forecasting BUG... [2025-11-26T17:08:15.278305] [INFO ] [sig ] Generating forecast for: BUG [2025-11-26T17:08:15.278338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'. [2025-11-26T17:08:15.289176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUG'. [2025-11-26T17:08:15.289447] [INFO ] [FORECASTER] Starting predict_future for BUG [2025-11-26T17:08:15.290259] [DEBUG] [LOCAL ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt [2025-11-26T17:08:15.290314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:15.290348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:15.290377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:15.290437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:15.351589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:15.352363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:15.352463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:15.352500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:15.469107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:15.469273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:15.469315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:15.469346] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:15.472814] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-11-26T17:08:15.473098] [INFO ] [FORECASTER] Completed predict_future for BUG [2025-11-26T17:08:15.473228] [INFO ] [sig ] BUG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:15.613396] [INFO ] [LOCAL ] Saved forecast: BUG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BUG.txt [2025-11-26T17:08:15.613523] [INFO ] [sig ] [553/3639] Completed BUG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:15.613563] [INFO ] [sig ] [554/3639] Forecasting BUI... [2025-11-26T17:08:15.613596] [INFO ] [sig ] Generating forecast for: BUI [2025-11-26T17:08:15.613628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-11-26T17:08:15.623801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUI'. [2025-11-26T17:08:15.624089] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-11-26T17:08:15.624898] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-11-26T17:08:15.624954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:15.625015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:15.625046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:15.625109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:15.681871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:15.682475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:15.682556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:15.682591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:15.795878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:15.796016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:15.796058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:15.796092] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:15.799483] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=82.25%) [2025-11-26T17:08:15.799776] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-11-26T17:08:15.799907] [INFO ] [sig ] BUI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:15.940469] [INFO ] [LOCAL ] Saved forecast: BUI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BUI.txt [2025-11-26T17:08:15.940586] [INFO ] [sig ] [554/3639] Completed BUI in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:15.940625] [INFO ] [sig ] [555/3639] Forecasting BURL... [2025-11-26T17:08:15.940679] [INFO ] [sig ] Generating forecast for: BURL [2025-11-26T17:08:15.940714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-11-26T17:08:15.951044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BURL'. [2025-11-26T17:08:15.951312] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-11-26T17:08:15.952104] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-11-26T17:08:15.952163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:15.952199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:15.952227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:15.952287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:16.009543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:16.010182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:16.010265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:16.010299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:16.135771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:16.135942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:16.135984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:16.136014] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:16.139417] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=27.84%) [2025-11-26T17:08:16.139719] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-11-26T17:08:16.139852] [INFO ] [sig ] BURL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:16.279898] [INFO ] [LOCAL ] Saved forecast: BURL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BURL.txt [2025-11-26T17:08:16.280041] [INFO ] [sig ] [555/3639] Completed BURL in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:16.280082] [INFO ] [sig ] [556/3639] Forecasting BUSE... [2025-11-26T17:08:16.280117] [INFO ] [sig ] Generating forecast for: BUSE [2025-11-26T17:08:16.280150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'. [2025-11-26T17:08:16.290817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUSE'. [2025-11-26T17:08:16.291116] [INFO ] [FORECASTER] Starting predict_future for BUSE [2025-11-26T17:08:16.291916] [DEBUG] [LOCAL ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt [2025-11-26T17:08:16.291970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:16.292006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:16.292035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:16.292096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:16.350150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:16.351049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:16.351138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:16.351173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:16.472456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:16.472691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:16.472758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:16.472808] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:16.476745] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=38.89%) [2025-11-26T17:08:16.477120] [INFO ] [FORECASTER] Completed predict_future for BUSE [2025-11-26T17:08:16.477276] [INFO ] [sig ] BUSE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:16.629738] [INFO ] [LOCAL ] Saved forecast: BUSE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BUSE.txt [2025-11-26T17:08:16.629899] [INFO ] [sig ] [556/3639] Completed BUSE in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:16.629942] [INFO ] [sig ] [557/3639] Forecasting BUXX... [2025-11-26T17:08:16.629974] [INFO ] [sig ] Generating forecast for: BUXX [2025-11-26T17:08:16.630035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-11-26T17:08:16.640915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUXX'. [2025-11-26T17:08:16.641221] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-11-26T17:08:16.642041] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-11-26T17:08:16.642097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:16.642131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:16.642160] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:16.642219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:16.699555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:16.700382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:16.700471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:16.700506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:16.815335] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:16.815509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:16.815550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:16.815616] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:16.819028] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=79.75%) [2025-11-26T17:08:16.819311] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-11-26T17:08:16.819443] [INFO ] [sig ] BUXX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:16.966882] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BUXX.txt [2025-11-26T17:08:16.967056] [INFO ] [sig ] [557/3639] Completed BUXX in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:16.967104] [INFO ] [sig ] [558/3639] Forecasting BVFL... [2025-11-26T17:08:16.967168] [INFO ] [sig ] Generating forecast for: BVFL [2025-11-26T17:08:16.967207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'. [2025-11-26T17:08:16.981457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVFL'. [2025-11-26T17:08:16.982072] [INFO ] [FORECASTER] Starting predict_future for BVFL [2025-11-26T17:08:16.983166] [DEBUG] [LOCAL ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt [2025-11-26T17:08:16.983231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:16.983269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:16.983299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:16.983362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:17.049539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:17.050800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:17.050949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:17.051001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:17.179227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:17.179467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:17.179543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:17.179595] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:17.184072] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=95.98%) [2025-11-26T17:08:17.184568] [INFO ] [FORECASTER] Completed predict_future for BVFL [2025-11-26T17:08:17.184795] [INFO ] [sig ] BVFL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:17.343049] [INFO ] [LOCAL ] Saved forecast: BVFL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BVFL.txt [2025-11-26T17:08:17.343264] [INFO ] [sig ] [558/3639] Completed BVFL in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:17.343308] [INFO ] [sig ] [559/3639] Forecasting BVN... [2025-11-26T17:08:17.343343] [INFO ] [sig ] Generating forecast for: BVN [2025-11-26T17:08:17.343378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-11-26T17:08:17.355913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVN'. [2025-11-26T17:08:17.356393] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-11-26T17:08:17.357257] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-11-26T17:08:17.357314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:17.357380] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:17.357412] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:17.357474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:17.414487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:17.415445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:17.415540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:17.415575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:17.535698] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:17.535879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:17.535920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:17.535952] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:17.539381] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=97.57%) [2025-11-26T17:08:17.539685] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-11-26T17:08:17.539824] [INFO ] [sig ] BVN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:17.684593] [INFO ] [LOCAL ] Saved forecast: BVN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BVN.txt [2025-11-26T17:08:17.684789] [INFO ] [sig ] [559/3639] Completed BVN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.9m [2025-11-26T17:08:17.684833] [INFO ] [sig ] [560/3639] Forecasting BVS... [2025-11-26T17:08:17.684866] [INFO ] [sig ] Generating forecast for: BVS [2025-11-26T17:08:17.684935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'. [2025-11-26T17:08:17.695230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVS'. [2025-11-26T17:08:17.695583] [INFO ] [FORECASTER] Starting predict_future for BVS [2025-11-26T17:08:17.696393] [DEBUG] [LOCAL ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt [2025-11-26T17:08:17.696448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:17.696482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:17.696511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:17.696571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:17.753616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:17.754557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:17.754676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:17.754715] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:17.876131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:17.876327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:17.876369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:17.876399] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:17.883402] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T17:08:17.883786] [INFO ] [FORECASTER] Completed predict_future for BVS [2025-11-26T17:08:17.883943] [INFO ] [sig ] BVS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:18.028129] [INFO ] [LOCAL ] Saved forecast: BVS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BVS.txt [2025-11-26T17:08:18.028299] [INFO ] [sig ] [560/3639] Completed BVS in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:18.028350] [INFO ] [sig ] [561/3639] Forecasting BWA... [2025-11-26T17:08:18.028385] [INFO ] [sig ] Generating forecast for: BWA [2025-11-26T17:08:18.028417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-11-26T17:08:18.038856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWA'. [2025-11-26T17:08:18.039228] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-11-26T17:08:18.040045] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-11-26T17:08:18.040099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:18.040133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:18.040162] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:18.040221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:18.097527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:18.098411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:18.098500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:18.098536] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:18.219912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:18.220087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:18.220131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:18.220162] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:18.223759] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=36.55%) [2025-11-26T17:08:18.224041] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-11-26T17:08:18.224177] [INFO ] [sig ] BWA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:18.368611] [INFO ] [LOCAL ] Saved forecast: BWA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWA.txt [2025-11-26T17:08:18.368830] [INFO ] [sig ] [561/3639] Completed BWA in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:18.368874] [INFO ] [sig ] [562/3639] Forecasting BWAY... [2025-11-26T17:08:18.368907] [INFO ] [sig ] Generating forecast for: BWAY [2025-11-26T17:08:18.368975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'. [2025-11-26T17:08:18.379392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWAY'. [2025-11-26T17:08:18.379798] [INFO ] [FORECASTER] Starting predict_future for BWAY [2025-11-26T17:08:18.380595] [DEBUG] [LOCAL ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt [2025-11-26T17:08:18.380676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:18.380714] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:18.380743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:18.380804] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:18.438428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:18.439365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:18.439455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:18.439491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:18.559614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:18.559822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:18.559865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:18.559895] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:18.563384] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=12.89%) [2025-11-26T17:08:18.563705] [INFO ] [FORECASTER] Completed predict_future for BWAY [2025-11-26T17:08:18.563845] [INFO ] [sig ] BWAY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:18.711515] [INFO ] [LOCAL ] Saved forecast: BWAY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWAY.txt [2025-11-26T17:08:18.711726] [INFO ] [sig ] [562/3639] Completed BWAY in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:18.711773] [INFO ] [sig ] [563/3639] Forecasting BWB... [2025-11-26T17:08:18.711804] [INFO ] [sig ] Generating forecast for: BWB [2025-11-26T17:08:18.711838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'. [2025-11-26T17:08:18.722885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWB'. [2025-11-26T17:08:18.723316] [INFO ] [FORECASTER] Starting predict_future for BWB [2025-11-26T17:08:18.724196] [DEBUG] [LOCAL ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt [2025-11-26T17:08:18.724258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:18.724293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:18.724322] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:18.724382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:18.782685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:18.783562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:18.783677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:18.783716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:18.909092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:18.909262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:18.909303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:18.909333] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:18.912740] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=8.07%) [2025-11-26T17:08:18.913021] [INFO ] [FORECASTER] Completed predict_future for BWB [2025-11-26T17:08:18.913151] [INFO ] [sig ] BWB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:19.058597] [INFO ] [LOCAL ] Saved forecast: BWB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWB.txt [2025-11-26T17:08:19.058796] [INFO ] [sig ] [563/3639] Completed BWB in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:19.058843] [INFO ] [sig ] [564/3639] Forecasting BWEN... [2025-11-26T17:08:19.058919] [INFO ] [sig ] Generating forecast for: BWEN [2025-11-26T17:08:19.058965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'. [2025-11-26T17:08:19.076384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWEN'. [2025-11-26T17:08:19.076900] [INFO ] [FORECASTER] Starting predict_future for BWEN [2025-11-26T17:08:19.078138] [DEBUG] [LOCAL ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt [2025-11-26T17:08:19.078213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:19.078284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:19.078339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:19.078437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:19.143634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:19.144587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:19.144738] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:19.144777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:19.264707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:19.264889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:19.264932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:19.264962] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:19.268692] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=14.21%) [2025-11-26T17:08:19.269092] [INFO ] [FORECASTER] Completed predict_future for BWEN [2025-11-26T17:08:19.269252] [INFO ] [sig ] BWEN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:19.453178] [INFO ] [LOCAL ] Saved forecast: BWEN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWEN.txt [2025-11-26T17:08:19.453433] [INFO ] [sig ] [564/3639] Completed BWEN in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:19.453555] [INFO ] [sig ] [565/3639] Forecasting BWFG... [2025-11-26T17:08:19.453612] [INFO ] [sig ] Generating forecast for: BWFG [2025-11-26T17:08:19.453697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'. [2025-11-26T17:08:19.469097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWFG'. [2025-11-26T17:08:19.469627] [INFO ] [FORECASTER] Starting predict_future for BWFG [2025-11-26T17:08:19.470886] [DEBUG] [LOCAL ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt [2025-11-26T17:08:19.470960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:19.471016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:19.471066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:19.471170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:19.557892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:19.559118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:19.559257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:19.559317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:19.702824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:19.703045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:19.703100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:19.703139] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:19.708066] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-11-26T17:08:19.708531] [INFO ] [FORECASTER] Completed predict_future for BWFG [2025-11-26T17:08:19.708753] [INFO ] [sig ] BWFG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:19.892509] [INFO ] [LOCAL ] Saved forecast: BWFG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BWFG.txt [2025-11-26T17:08:19.892715] [INFO ] [sig ] [565/3639] Completed BWFG in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:19.892761] [INFO ] [sig ] [566/3639] Forecasting BWG... [2025-11-26T17:08:19.892828] [INFO ] [sig ] Generating forecast for: BWG [2025-11-26T17:08:19.892864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-11-26T17:08:19.905285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWG'. [2025-11-26T17:08:19.905794] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-11-26T17:08:19.906792] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-11-26T17:08:19.906855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:19.906891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:19.906920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:19.906981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:19.968481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:19.969386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:19.969481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:19.969519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:20.102315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:20.102493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:20.102537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:20.102568] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:20.106786] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=40.85%) [2025-11-26T17:08:20.107187] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-11-26T17:08:20.107380] [INFO ] [sig ] BWG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:20.264320] [INFO ] [LOCAL ] Saved forecast: BWG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWG.txt [2025-11-26T17:08:20.264486] [INFO ] [sig ] [566/3639] Completed BWG in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:20.264530] [INFO ] [sig ] [567/3639] Forecasting BWIN... [2025-11-26T17:08:20.264563] [INFO ] [sig ] Generating forecast for: BWIN [2025-11-26T17:08:20.264595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'. [2025-11-26T17:08:20.275556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWIN'. [2025-11-26T17:08:20.275998] [INFO ] [FORECASTER] Starting predict_future for BWIN [2025-11-26T17:08:20.276847] [DEBUG] [LOCAL ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt [2025-11-26T17:08:20.276904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:20.276939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:20.276969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:20.277031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:20.337145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:20.338131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:20.338245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:20.338282] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:20.467128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:20.467307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:20.467375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:20.467409] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:20.471148] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-11-26T17:08:20.471472] [INFO ] [FORECASTER] Completed predict_future for BWIN [2025-11-26T17:08:20.471617] [INFO ] [sig ] BWIN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:20.628062] [INFO ] [LOCAL ] Saved forecast: BWIN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWIN.txt [2025-11-26T17:08:20.628284] [INFO ] [sig ] [567/3639] Completed BWIN in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.9m [2025-11-26T17:08:20.628364] [INFO ] [sig ] [568/3639] Forecasting BWMN... [2025-11-26T17:08:20.628404] [INFO ] [sig ] Generating forecast for: BWMN [2025-11-26T17:08:20.628439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'. [2025-11-26T17:08:20.639808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWMN'. [2025-11-26T17:08:20.640204] [INFO ] [FORECASTER] Starting predict_future for BWMN [2025-11-26T17:08:20.641054] [DEBUG] [LOCAL ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt [2025-11-26T17:08:20.641110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:20.641144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:20.641174] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:20.641234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:20.702624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:20.703569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:20.703680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:20.703723] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:20.825905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:20.826052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:20.826094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:20.826123] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:20.829557] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=49.06%) [2025-11-26T17:08:20.829859] [INFO ] [FORECASTER] Completed predict_future for BWMN [2025-11-26T17:08:20.829992] [INFO ] [sig ] BWMN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:20.989248] [INFO ] [LOCAL ] Saved forecast: BWMN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BWMN.txt [2025-11-26T17:08:20.989406] [INFO ] [sig ] [568/3639] Completed BWMN in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:20.989451] [INFO ] [sig ] [569/3639] Forecasting BXC... [2025-11-26T17:08:20.989485] [INFO ] [sig ] Generating forecast for: BXC [2025-11-26T17:08:20.989521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-11-26T17:08:21.003306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXC'. [2025-11-26T17:08:21.003770] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-11-26T17:08:21.004983] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-11-26T17:08:21.005059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:21.005118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:21.005175] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:21.005278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:21.077399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:21.078464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:21.078576] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:21.078630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:21.212894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:21.213055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:21.213097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:21.213128] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:21.216527] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=86.81%) [2025-11-26T17:08:21.216846] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-11-26T17:08:21.217006] [INFO ] [sig ] BXC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:21.357420] [INFO ] [LOCAL ] Saved forecast: BXC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BXC.txt [2025-11-26T17:08:21.357558] [INFO ] [sig ] [569/3639] Completed BXC in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:21.357600] [INFO ] [sig ] [570/3639] Forecasting BXMX... [2025-11-26T17:08:21.357632] [INFO ] [sig ] Generating forecast for: BXMX [2025-11-26T17:08:21.357719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-11-26T17:08:21.368110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXMX'. [2025-11-26T17:08:21.368459] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-11-26T17:08:21.369317] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-11-26T17:08:21.369380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:21.369415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:21.369444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:21.369503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:21.426532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:21.427179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:21.427265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:21.427301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:21.549466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:21.549618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:21.549681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:21.549716] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:21.553502] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=69.98%) [2025-11-26T17:08:21.553897] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-11-26T17:08:21.554072] [INFO ] [sig ] BXMX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:21.698498] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BXMX.txt [2025-11-26T17:08:21.698680] [INFO ] [sig ] [570/3639] Completed BXMX in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:21.698725] [INFO ] [sig ] [571/3639] Forecasting BXP... [2025-11-26T17:08:21.698756] [INFO ] [sig ] Generating forecast for: BXP [2025-11-26T17:08:21.698825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-11-26T17:08:21.709276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXP'. [2025-11-26T17:08:21.709722] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-11-26T17:08:21.710570] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-11-26T17:08:21.710628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:21.710718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:21.710751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:21.710815] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:21.770108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:21.771037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:21.771136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:21.771173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:21.898816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:21.898967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:21.899009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:21.899057] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:21.902448] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=14.38%) [2025-11-26T17:08:21.902751] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-11-26T17:08:21.902883] [INFO ] [sig ] BXP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:22.045859] [INFO ] [LOCAL ] Saved forecast: BXP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BXP.txt [2025-11-26T17:08:22.046006] [INFO ] [sig ] [571/3639] Completed BXP in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:22.046049] [INFO ] [sig ] [572/3639] Forecasting BXSL... [2025-11-26T17:08:22.046080] [INFO ] [sig ] Generating forecast for: BXSL [2025-11-26T17:08:22.046114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-11-26T17:08:22.056917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXSL'. [2025-11-26T17:08:22.057221] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-11-26T17:08:22.058053] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-11-26T17:08:22.058108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:22.058142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:22.058170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:22.058228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:22.115458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:22.116201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:22.116290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:22.116328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:22.232969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:22.233141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:22.233182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:22.233212] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:22.236630] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=80.94%) [2025-11-26T17:08:22.236953] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-11-26T17:08:22.237087] [INFO ] [sig ] BXSL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:22.380969] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BXSL.txt [2025-11-26T17:08:22.381125] [INFO ] [sig ] [572/3639] Completed BXSL in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:22.381167] [INFO ] [sig ] [573/3639] Forecasting BYD... [2025-11-26T17:08:22.381199] [INFO ] [sig ] Generating forecast for: BYD [2025-11-26T17:08:22.381265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-11-26T17:08:22.392062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYD'. [2025-11-26T17:08:22.392501] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-11-26T17:08:22.393342] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-11-26T17:08:22.393398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:22.393433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:22.393462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:22.393523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:22.453198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:22.454112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:22.454241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:22.454289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:22.575510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:22.575699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:22.575742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:22.575773] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:22.579231] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=94.47%) [2025-11-26T17:08:22.579520] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-11-26T17:08:22.579665] [INFO ] [sig ] BYD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:22.723277] [INFO ] [LOCAL ] Saved forecast: BYD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BYD.txt [2025-11-26T17:08:22.723425] [INFO ] [sig ] [573/3639] Completed BYD in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:22.723468] [INFO ] [sig ] [574/3639] Forecasting BYM... [2025-11-26T17:08:22.723501] [INFO ] [sig ] Generating forecast for: BYM [2025-11-26T17:08:22.723534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-11-26T17:08:22.736407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYM'. [2025-11-26T17:08:22.736909] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-11-26T17:08:22.738093] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-11-26T17:08:22.738163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:22.738206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:22.738252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:22.738316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:22.801409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:22.802374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:22.802469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:22.802507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:22.921005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:22.921146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:22.921186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:22.921253] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:22.924611] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=23.67%) [2025-11-26T17:08:22.924912] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-11-26T17:08:22.925045] [INFO ] [sig ] BYM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:23.075975] [INFO ] [LOCAL ] Saved forecast: BYM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BYM.txt [2025-11-26T17:08:23.076143] [INFO ] [sig ] [574/3639] Completed BYM in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:23.076188] [INFO ] [sig ] [575/3639] Forecasting BYRN... [2025-11-26T17:08:23.076222] [INFO ] [sig ] Generating forecast for: BYRN [2025-11-26T17:08:23.076288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'. [2025-11-26T17:08:23.087305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYRN'. [2025-11-26T17:08:23.087777] [INFO ] [FORECASTER] Starting predict_future for BYRN [2025-11-26T17:08:23.088601] [DEBUG] [LOCAL ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt [2025-11-26T17:08:23.088675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:23.088711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:23.088752] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:23.088812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:23.147513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:23.148283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:23.148368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:23.148403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:23.267376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:23.267508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:23.267549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:23.267580] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:23.270885] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=81.21%) [2025-11-26T17:08:23.271157] [INFO ] [FORECASTER] Completed predict_future for BYRN [2025-11-26T17:08:23.271284] [INFO ] [sig ] BYRN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:23.413701] [INFO ] [LOCAL ] Saved forecast: BYRN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BYRN.txt [2025-11-26T17:08:23.413858] [INFO ] [sig ] [575/3639] Completed BYRN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:23.413900] [INFO ] [sig ] [576/3639] Forecasting BYSI... [2025-11-26T17:08:23.413932] [INFO ] [sig ] Generating forecast for: BYSI [2025-11-26T17:08:23.413965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'. [2025-11-26T17:08:23.424465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYSI'. [2025-11-26T17:08:23.424836] [INFO ] [FORECASTER] Starting predict_future for BYSI [2025-11-26T17:08:23.425638] [DEBUG] [LOCAL ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt [2025-11-26T17:08:23.425715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:23.425749] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:23.425777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:23.425836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:23.483470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:23.484332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:23.484426] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:23.484462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:23.590712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:23.590850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:23.590891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:23.590923] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:23.594270] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-11-26T17:08:23.594558] [INFO ] [FORECASTER] Completed predict_future for BYSI [2025-11-26T17:08:23.594717] [INFO ] [sig ] BYSI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:23.741481] [INFO ] [LOCAL ] Saved forecast: BYSI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/BYSI.txt [2025-11-26T17:08:23.741691] [INFO ] [sig ] [576/3639] Completed BYSI in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.8m [2025-11-26T17:08:23.741744] [INFO ] [sig ] [577/3639] Forecasting BZH... [2025-11-26T17:08:23.741802] [INFO ] [sig ] Generating forecast for: BZH [2025-11-26T17:08:23.741840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-11-26T17:08:23.752941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZH'. [2025-11-26T17:08:23.753374] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-11-26T17:08:23.754299] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-11-26T17:08:23.754359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:23.754394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:23.754424] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:23.754498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:23.815259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:23.816087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:23.816177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:23.816215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:23.942790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:23.942986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:23.943029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:23.943060] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:23.946726] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=51.40%) [2025-11-26T17:08:23.947031] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-11-26T17:08:23.947175] [INFO ] [sig ] BZH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:24.096276] [INFO ] [LOCAL ] Saved forecast: BZH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BZH.txt [2025-11-26T17:08:24.096417] [INFO ] [sig ] [577/3639] Completed BZH in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:24.096458] [INFO ] [sig ] [578/3639] Forecasting BZUN... [2025-11-26T17:08:24.096490] [INFO ] [sig ] Generating forecast for: BZUN [2025-11-26T17:08:24.096521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'. [2025-11-26T17:08:24.107289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZUN'. [2025-11-26T17:08:24.107666] [INFO ] [FORECASTER] Starting predict_future for BZUN [2025-11-26T17:08:24.108468] [DEBUG] [LOCAL ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt [2025-11-26T17:08:24.108522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:24.108557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:24.108585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:24.108666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:24.166140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:24.166918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:24.167007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:24.167042] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:24.287443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:24.287597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:24.287655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:24.287689] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:24.291007] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-11-26T17:08:24.291294] [INFO ] [FORECASTER] Completed predict_future for BZUN [2025-11-26T17:08:24.291426] [INFO ] [sig ] BZUN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:24.435037] [INFO ] [LOCAL ] Saved forecast: BZUN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/BZUN.txt [2025-11-26T17:08:24.435177] [INFO ] [sig ] [578/3639] Completed BZUN in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:24.435219] [INFO ] [sig ] [579/3639] Forecasting C... [2025-11-26T17:08:24.435256] [INFO ] [sig ] Generating forecast for: C [2025-11-26T17:08:24.435296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-11-26T17:08:24.445329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'C'. [2025-11-26T17:08:24.445627] [INFO ] [FORECASTER] Starting predict_future for C [2025-11-26T17:08:24.446449] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-11-26T17:08:24.446505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:24.446539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:24.446568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:24.446628] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:24.504826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:24.505491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:24.505577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:24.505613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:24.625175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:24.625328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:24.625369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:24.625400] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:24.628823] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=34.97%) [2025-11-26T17:08:24.629110] [INFO ] [FORECASTER] Completed predict_future for C [2025-11-26T17:08:24.629241] [INFO ] [sig ] C: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:24.775519] [INFO ] [LOCAL ] Saved forecast: C 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/C.txt [2025-11-26T17:08:24.775675] [INFO ] [sig ] [579/3639] Completed C in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:24.775719] [INFO ] [sig ] [580/3639] Forecasting CAAP... [2025-11-26T17:08:24.775750] [INFO ] [sig ] Generating forecast for: CAAP [2025-11-26T17:08:24.775784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-11-26T17:08:24.786002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAP'. [2025-11-26T17:08:24.786305] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-11-26T17:08:24.787127] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-11-26T17:08:24.787183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:24.787217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:24.787246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:24.787309] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:24.847363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:24.848467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:24.848563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:24.848599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:24.970781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:24.970954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:24.970996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:24.971028] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:24.974514] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=16.23%) [2025-11-26T17:08:24.974817] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-11-26T17:08:24.974954] [INFO ] [sig ] CAAP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:25.117653] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CAAP.txt [2025-11-26T17:08:25.117807] [INFO ] [sig ] [580/3639] Completed CAAP in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:25.117850] [INFO ] [sig ] [581/3639] Forecasting CAAS... [2025-11-26T17:08:25.117880] [INFO ] [sig ] Generating forecast for: CAAS [2025-11-26T17:08:25.117914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'. [2025-11-26T17:08:25.128483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAS'. [2025-11-26T17:08:25.128808] [INFO ] [FORECASTER] Starting predict_future for CAAS [2025-11-26T17:08:25.129618] [DEBUG] [LOCAL ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt [2025-11-26T17:08:25.129698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:25.129735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:25.129767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:25.129828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:25.188354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:25.189032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:25.189144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:25.189182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:25.299886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:25.300033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:25.300073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:25.300103] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:25.303384] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=72.39%) [2025-11-26T17:08:25.303678] [INFO ] [FORECASTER] Completed predict_future for CAAS [2025-11-26T17:08:25.303806] [INFO ] [sig ] CAAS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:25.449008] [INFO ] [LOCAL ] Saved forecast: CAAS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CAAS.txt [2025-11-26T17:08:25.449142] [INFO ] [sig ] [581/3639] Completed CAAS in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:25.449184] [INFO ] [sig ] [582/3639] Forecasting CABA... [2025-11-26T17:08:25.449219] [INFO ] [sig ] Generating forecast for: CABA [2025-11-26T17:08:25.449252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'. [2025-11-26T17:08:25.459948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABA'. [2025-11-26T17:08:25.460284] [INFO ] [FORECASTER] Starting predict_future for CABA [2025-11-26T17:08:25.461340] [DEBUG] [LOCAL ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt [2025-11-26T17:08:25.461405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:25.461448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:25.461485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:25.461565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:25.520042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:25.520811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:25.520897] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:25.520934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:25.637550] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:25.637721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:25.637764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:25.637795] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:25.641278] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=88.26%) [2025-11-26T17:08:25.641557] [INFO ] [FORECASTER] Completed predict_future for CABA [2025-11-26T17:08:25.641715] [INFO ] [sig ] CABA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:25.783694] [INFO ] [LOCAL ] Saved forecast: CABA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CABA.txt [2025-11-26T17:08:25.783826] [INFO ] [sig ] [582/3639] Completed CABA in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:25.783869] [INFO ] [sig ] [583/3639] Forecasting CABO... [2025-11-26T17:08:25.783900] [INFO ] [sig ] Generating forecast for: CABO [2025-11-26T17:08:25.783933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-11-26T17:08:25.797283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABO'. [2025-11-26T17:08:25.797930] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-11-26T17:08:25.799044] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-11-26T17:08:25.799104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:25.799142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:25.799172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:25.799236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:25.869975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:25.871389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:25.871506] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:25.871542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:25.994468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:25.994682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:25.994729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:25.994760] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:25.998202] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=5.67%) [2025-11-26T17:08:25.998507] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-11-26T17:08:25.998670] [INFO ] [sig ] CABO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:26.140109] [INFO ] [LOCAL ] Saved forecast: CABO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CABO.txt [2025-11-26T17:08:26.140284] [INFO ] [sig ] [583/3639] Completed CABO in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.8m [2025-11-26T17:08:26.140331] [INFO ] [sig ] [584/3639] Forecasting CAC... [2025-11-26T17:08:26.140363] [INFO ] [sig ] Generating forecast for: CAC [2025-11-26T17:08:26.140395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'. [2025-11-26T17:08:26.151485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAC'. [2025-11-26T17:08:26.151915] [INFO ] [FORECASTER] Starting predict_future for CAC [2025-11-26T17:08:26.152760] [DEBUG] [LOCAL ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt [2025-11-26T17:08:26.152815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:26.152849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:26.152878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:26.152937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:26.210277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:26.211203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:26.211309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:26.211345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:26.328118] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:26.328304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:26.328351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:26.328384] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:26.331821] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=17.04%) [2025-11-26T17:08:26.332102] [INFO ] [FORECASTER] Completed predict_future for CAC [2025-11-26T17:08:26.332232] [INFO ] [sig ] CAC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:26.473891] [INFO ] [LOCAL ] Saved forecast: CAC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CAC.txt [2025-11-26T17:08:26.474069] [INFO ] [sig ] [584/3639] Completed CAC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:26.474113] [INFO ] [sig ] [585/3639] Forecasting CACC... [2025-11-26T17:08:26.474145] [INFO ] [sig ] Generating forecast for: CACC [2025-11-26T17:08:26.474177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'. [2025-11-26T17:08:26.485113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACC'. [2025-11-26T17:08:26.485556] [INFO ] [FORECASTER] Starting predict_future for CACC [2025-11-26T17:08:26.486436] [DEBUG] [LOCAL ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt [2025-11-26T17:08:26.486494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:26.486529] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:26.486558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:26.486618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:26.544885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:26.545752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:26.545844] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:26.545881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:26.670271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:26.670428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:26.670470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:26.670500] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:26.674239] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=98.28%) [2025-11-26T17:08:26.674534] [INFO ] [FORECASTER] Completed predict_future for CACC [2025-11-26T17:08:26.674723] [INFO ] [sig ] CACC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:26.822072] [INFO ] [LOCAL ] Saved forecast: CACC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CACC.txt [2025-11-26T17:08:26.822226] [INFO ] [sig ] [585/3639] Completed CACC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:26.822268] [INFO ] [sig ] [586/3639] Forecasting CACI... [2025-11-26T17:08:26.822300] [INFO ] [sig ] Generating forecast for: CACI [2025-11-26T17:08:26.822334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-11-26T17:08:26.832531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACI'. [2025-11-26T17:08:26.832894] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-11-26T17:08:26.833727] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-11-26T17:08:26.833782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:26.833817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:26.833846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:26.833906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:26.893079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:26.894003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:26.894094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:26.894129] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:27.015050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:27.015210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:27.015252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:27.015287] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:27.018811] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=91.76%) [2025-11-26T17:08:27.019097] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-11-26T17:08:27.019233] [INFO ] [sig ] CACI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:27.164308] [INFO ] [LOCAL ] Saved forecast: CACI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CACI.txt [2025-11-26T17:08:27.164468] [INFO ] [sig ] [586/3639] Completed CACI in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:27.164511] [INFO ] [sig ] [587/3639] Forecasting CADE... [2025-11-26T17:08:27.164544] [INFO ] [sig ] Generating forecast for: CADE [2025-11-26T17:08:27.164576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-11-26T17:08:27.177884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADE'. [2025-11-26T17:08:27.178458] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-11-26T17:08:27.179466] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-11-26T17:08:27.179525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:27.179563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:27.179598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:27.179705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:27.239317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:27.240423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:27.240535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:27.240574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:27.364384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:27.364557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:27.364602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:27.364634] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:27.368231] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=29.89%) [2025-11-26T17:08:27.368540] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-11-26T17:08:27.368723] [INFO ] [sig ] CADE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:27.511860] [INFO ] [LOCAL ] Saved forecast: CADE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CADE.txt [2025-11-26T17:08:27.512009] [INFO ] [sig ] [587/3639] Completed CADE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:27.512057] [INFO ] [sig ] [588/3639] Forecasting CADL... [2025-11-26T17:08:27.512125] [INFO ] [sig ] Generating forecast for: CADL [2025-11-26T17:08:27.512160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'. [2025-11-26T17:08:27.524249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADL'. [2025-11-26T17:08:27.524673] [INFO ] [FORECASTER] Starting predict_future for CADL [2025-11-26T17:08:27.525560] [DEBUG] [LOCAL ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt [2025-11-26T17:08:27.525631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:27.525728] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:27.525759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:27.525819] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:27.584607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:27.585365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:27.585457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:27.585493] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:27.705201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:27.705371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:27.705415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:27.705445] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:27.708861] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=48.84%) [2025-11-26T17:08:27.709145] [INFO ] [FORECASTER] Completed predict_future for CADL [2025-11-26T17:08:27.709281] [INFO ] [sig ] CADL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:27.851533] [INFO ] [LOCAL ] Saved forecast: CADL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CADL.txt [2025-11-26T17:08:27.851718] [INFO ] [sig ] [588/3639] Completed CADL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:27.851764] [INFO ] [sig ] [589/3639] Forecasting CAE... [2025-11-26T17:08:27.851796] [INFO ] [sig ] Generating forecast for: CAE [2025-11-26T17:08:27.851859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-11-26T17:08:27.862158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAE'. [2025-11-26T17:08:27.862476] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-11-26T17:08:27.863327] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-11-26T17:08:27.863395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:27.863435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:27.863465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:27.863527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:27.920385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:27.921170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:27.921255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:27.921291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:28.041216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:28.041374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:28.041414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:28.041444] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:28.044827] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=53.84%) [2025-11-26T17:08:28.045104] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-11-26T17:08:28.045233] [INFO ] [sig ] CAE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:28.188664] [INFO ] [LOCAL ] Saved forecast: CAE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CAE.txt [2025-11-26T17:08:28.188810] [INFO ] [sig ] [589/3639] Completed CAE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:28.188854] [INFO ] [sig ] [590/3639] Forecasting CAF... [2025-11-26T17:08:28.188917] [INFO ] [sig ] Generating forecast for: CAF [2025-11-26T17:08:28.188952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-11-26T17:08:28.200035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAF'. [2025-11-26T17:08:28.200400] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-11-26T17:08:28.201267] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-11-26T17:08:28.201326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:28.201365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:28.201395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:28.201465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:28.260362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:28.261213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:28.261303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:28.261340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:28.377697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:28.377846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:28.377888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:28.377919] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:28.381400] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=3.69%) [2025-11-26T17:08:28.381708] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-11-26T17:08:28.381861] [INFO ] [sig ] CAF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:28.526570] [INFO ] [LOCAL ] Saved forecast: CAF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CAF.txt [2025-11-26T17:08:28.526738] [INFO ] [sig ] [590/3639] Completed CAF in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:28.526799] [INFO ] [sig ] [591/3639] Forecasting CAG... [2025-11-26T17:08:28.526846] [INFO ] [sig ] Generating forecast for: CAG [2025-11-26T17:08:28.526884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-11-26T17:08:28.537482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAG'. [2025-11-26T17:08:28.537821] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-11-26T17:08:28.538669] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-11-26T17:08:28.538729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:28.538777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:28.538809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:28.538870] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:28.598518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:28.599309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:28.599406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:28.599444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:28.720654] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:28.720821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:28.720862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:28.720893] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:28.724292] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=99.40%) [2025-11-26T17:08:28.724577] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-11-26T17:08:28.724731] [INFO ] [sig ] CAG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:28.865349] [INFO ] [LOCAL ] Saved forecast: CAG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CAG.txt [2025-11-26T17:08:28.865516] [INFO ] [sig ] [591/3639] Completed CAG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:28.865565] [INFO ] [sig ] [592/3639] Forecasting CAH... [2025-11-26T17:08:28.865599] [INFO ] [sig ] Generating forecast for: CAH [2025-11-26T17:08:28.865633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-11-26T17:08:28.876960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAH'. [2025-11-26T17:08:28.877319] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-11-26T17:08:28.878289] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-11-26T17:08:28.878348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:28.878385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:28.878415] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:28.878476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:28.953389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:28.954185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:28.954271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:28.954307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:29.073960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:29.074104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:29.074145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:29.074177] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:29.077579] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=58.78%) [2025-11-26T17:08:29.077882] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-11-26T17:08:29.078019] [INFO ] [sig ] CAH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:29.223878] [INFO ] [LOCAL ] Saved forecast: CAH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CAH.txt [2025-11-26T17:08:29.224027] [INFO ] [sig ] [592/3639] Completed CAH in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:29.224070] [INFO ] [sig ] [593/3639] Forecasting CAKE... [2025-11-26T17:08:29.224103] [INFO ] [sig ] Generating forecast for: CAKE [2025-11-26T17:08:29.224137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'. [2025-11-26T17:08:29.234159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAKE'. [2025-11-26T17:08:29.234466] [INFO ] [FORECASTER] Starting predict_future for CAKE [2025-11-26T17:08:29.235279] [DEBUG] [LOCAL ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt [2025-11-26T17:08:29.235333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:29.235373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:29.235401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:29.235461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:29.292883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:29.293596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:29.293702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:29.293741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:29.417107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:29.417261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:29.417304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:29.417352] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:29.420720] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=84.02%) [2025-11-26T17:08:29.420997] [INFO ] [FORECASTER] Completed predict_future for CAKE [2025-11-26T17:08:29.421145] [INFO ] [sig ] CAKE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:29.566479] [INFO ] [LOCAL ] Saved forecast: CAKE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CAKE.txt [2025-11-26T17:08:29.566657] [INFO ] [sig ] [593/3639] Completed CAKE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:29.566705] [INFO ] [sig ] [594/3639] Forecasting CAL... [2025-11-26T17:08:29.566740] [INFO ] [sig ] Generating forecast for: CAL [2025-11-26T17:08:29.566774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-11-26T17:08:29.578028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAL'. [2025-11-26T17:08:29.578482] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-11-26T17:08:29.579510] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-11-26T17:08:29.579605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:29.579683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:29.579719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:29.579780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:29.638883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:29.639864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:29.639957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:29.639994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:29.760745] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:29.760900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:29.760943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:29.760974] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:29.764424] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=45.82%) [2025-11-26T17:08:29.764741] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-11-26T17:08:29.764883] [INFO ] [sig ] CAL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:29.907407] [INFO ] [LOCAL ] Saved forecast: CAL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CAL.txt [2025-11-26T17:08:29.907558] [INFO ] [sig ] [594/3639] Completed CAL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.7m [2025-11-26T17:08:29.907603] [INFO ] [sig ] [595/3639] Forecasting CALC... [2025-11-26T17:08:29.907634] [INFO ] [sig ] Generating forecast for: CALC [2025-11-26T17:08:29.907689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'. [2025-11-26T17:08:29.917764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALC'. [2025-11-26T17:08:29.918092] [INFO ] [FORECASTER] Starting predict_future for CALC [2025-11-26T17:08:29.918918] [DEBUG] [LOCAL ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt [2025-11-26T17:08:29.918973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:29.919007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:29.919037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:29.919096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:29.976711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:29.977545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:29.977635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:29.977696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:30.088129] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:30.088250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:30.088290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:30.088338] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:30.091669] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T17:08:30.091945] [INFO ] [FORECASTER] Completed predict_future for CALC [2025-11-26T17:08:30.092073] [INFO ] [sig ] CALC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:30.233378] [INFO ] [LOCAL ] Saved forecast: CALC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CALC.txt [2025-11-26T17:08:30.233497] [INFO ] [sig ] [595/3639] Completed CALC in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.7m [2025-11-26T17:08:30.233538] [INFO ] [sig ] [596/3639] Forecasting CALM... [2025-11-26T17:08:30.233569] [INFO ] [sig ] Generating forecast for: CALM [2025-11-26T17:08:30.233602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'. [2025-11-26T17:08:30.243759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALM'. [2025-11-26T17:08:30.244049] [INFO ] [FORECASTER] Starting predict_future for CALM [2025-11-26T17:08:30.244867] [DEBUG] [LOCAL ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt [2025-11-26T17:08:30.244922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:30.244957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:30.244986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:30.245045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:30.303764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:30.304442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:30.304527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:30.304566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:30.426138] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:30.426269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:30.426310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:30.426340] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:30.429717] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=62.37%) [2025-11-26T17:08:30.429988] [INFO ] [FORECASTER] Completed predict_future for CALM [2025-11-26T17:08:30.430120] [INFO ] [sig ] CALM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:30.571527] [INFO ] [LOCAL ] Saved forecast: CALM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CALM.txt [2025-11-26T17:08:30.571662] [INFO ] [sig ] [596/3639] Completed CALM in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.7m [2025-11-26T17:08:30.571707] [INFO ] [sig ] [597/3639] Forecasting CALX... [2025-11-26T17:08:30.571739] [INFO ] [sig ] Generating forecast for: CALX [2025-11-26T17:08:30.571795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-11-26T17:08:30.582892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALX'. [2025-11-26T17:08:30.583261] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-11-26T17:08:30.584162] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-11-26T17:08:30.584221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:30.584258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:30.584288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:30.584350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:30.645104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:30.645820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:30.645917] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:30.645954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:30.771231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:30.771358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:30.771402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:30.771434] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:30.774808] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=29.64%) [2025-11-26T17:08:30.775077] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-11-26T17:08:30.775209] [INFO ] [sig ] CALX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:30.924212] [INFO ] [LOCAL ] Saved forecast: CALX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CALX.txt [2025-11-26T17:08:30.924341] [INFO ] [sig ] [597/3639] Completed CALX in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.7m [2025-11-26T17:08:30.924383] [INFO ] [sig ] [598/3639] Forecasting CANG... [2025-11-26T17:08:30.924415] [INFO ] [sig ] Generating forecast for: CANG [2025-11-26T17:08:30.924486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-11-26T17:08:30.935317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CANG'. [2025-11-26T17:08:30.935660] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-11-26T17:08:30.936499] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-11-26T17:08:30.936555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:30.936593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:30.936624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:30.936720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:30.999293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:31.000029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:31.000156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:31.000210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:31.131387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:31.131568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:31.131619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:31.131675] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:31.135196] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=33.90%) [2025-11-26T17:08:31.135489] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-11-26T17:08:31.135626] [INFO ] [sig ] CANG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:31.293241] [INFO ] [LOCAL ] Saved forecast: CANG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CANG.txt [2025-11-26T17:08:31.293384] [INFO ] [sig ] [598/3639] Completed CANG in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.7m [2025-11-26T17:08:31.293426] [INFO ] [sig ] [599/3639] Forecasting CAPL... [2025-11-26T17:08:31.293459] [INFO ] [sig ] Generating forecast for: CAPL [2025-11-26T17:08:31.293517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-11-26T17:08:31.304045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAPL'. [2025-11-26T17:08:31.304368] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-11-26T17:08:31.305214] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-11-26T17:08:31.305272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:31.305320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:31.305352] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:31.305415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:31.362818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:31.363578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:31.363686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:31.363728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:31.483895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:31.484035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:31.484074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:31.484104] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:31.487409] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=60.09%) [2025-11-26T17:08:31.487708] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-11-26T17:08:31.487840] [INFO ] [sig ] CAPL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:31.630060] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CAPL.txt [2025-11-26T17:08:31.630199] [INFO ] [sig ] [599/3639] Completed CAPL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.7m [2025-11-26T17:08:31.630240] [INFO ] [sig ] [600/3639] Forecasting CARE... [2025-11-26T17:08:31.630271] [INFO ] [sig ] Generating forecast for: CARE [2025-11-26T17:08:31.630304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'. [2025-11-26T17:08:31.640279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARE'. [2025-11-26T17:08:31.640565] [INFO ] [FORECASTER] Starting predict_future for CARE [2025-11-26T17:08:31.641367] [DEBUG] [LOCAL ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt [2025-11-26T17:08:31.641425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:31.641461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:31.641490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:31.641549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:31.700116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:31.700935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:31.701026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:31.701064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:31.818821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:31.818946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:31.818990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:31.819022] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:31.822444] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=53.72%) [2025-11-26T17:08:31.822754] [INFO ] [FORECASTER] Completed predict_future for CARE [2025-11-26T17:08:31.822893] [INFO ] [sig ] CARE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:31.965876] [INFO ] [LOCAL ] Saved forecast: CARE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CARE.txt [2025-11-26T17:08:31.966016] [INFO ] [sig ] [600/3639] Completed CARE in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:31.966065] [INFO ] [sig ] [601/3639] Forecasting CARG... [2025-11-26T17:08:31.966111] [INFO ] [sig ] Generating forecast for: CARG [2025-11-26T17:08:31.966180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'. [2025-11-26T17:08:31.977152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARG'. [2025-11-26T17:08:31.977532] [INFO ] [FORECASTER] Starting predict_future for CARG [2025-11-26T17:08:31.978396] [DEBUG] [LOCAL ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt [2025-11-26T17:08:31.978459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:31.978495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:31.978525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:31.978587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:32.036520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:32.037439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:32.037530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:32.037568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:32.159906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:32.160052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:32.160095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:32.160128] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:32.163557] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=54.50%) [2025-11-26T17:08:32.163866] [INFO ] [FORECASTER] Completed predict_future for CARG [2025-11-26T17:08:32.164019] [INFO ] [sig ] CARG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:32.305669] [INFO ] [LOCAL ] Saved forecast: CARG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CARG.txt [2025-11-26T17:08:32.305840] [INFO ] [sig ] [601/3639] Completed CARG in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:32.305884] [INFO ] [sig ] [602/3639] Forecasting CARS... [2025-11-26T17:08:32.305915] [INFO ] [sig ] Generating forecast for: CARS [2025-11-26T17:08:32.305950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-11-26T17:08:32.316394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARS'. [2025-11-26T17:08:32.316716] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-11-26T17:08:32.317564] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-11-26T17:08:32.317621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:32.317676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:32.317709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:32.317770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:32.374717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:32.375378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:32.375463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:32.375498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:32.497400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:32.497575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:32.497616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:32.497666] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:32.501178] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=93.49%) [2025-11-26T17:08:32.501476] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-11-26T17:08:32.501630] [INFO ] [sig ] CARS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:32.643931] [INFO ] [LOCAL ] Saved forecast: CARS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CARS.txt [2025-11-26T17:08:32.644070] [INFO ] [sig ] [602/3639] Completed CARS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:32.644112] [INFO ] [sig ] [603/3639] Forecasting CASH... [2025-11-26T17:08:32.644150] [INFO ] [sig ] Generating forecast for: CASH [2025-11-26T17:08:32.644185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'. [2025-11-26T17:08:32.654227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASH'. [2025-11-26T17:08:32.654527] [INFO ] [FORECASTER] Starting predict_future for CASH [2025-11-26T17:08:32.655328] [DEBUG] [LOCAL ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt [2025-11-26T17:08:32.655383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:32.655417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:32.655446] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:32.655506] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:32.715412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:32.716313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:32.716405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:32.716441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:32.838142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:32.838322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:32.838365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:32.838402] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:32.843494] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-11-26T17:08:32.843850] [INFO ] [FORECASTER] Completed predict_future for CASH [2025-11-26T17:08:32.843999] [INFO ] [sig ] CASH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:33.009155] [INFO ] [LOCAL ] Saved forecast: CASH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CASH.txt [2025-11-26T17:08:33.009318] [INFO ] [sig ] [603/3639] Completed CASH in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:33.009361] [INFO ] [sig ] [604/3639] Forecasting CASI... [2025-11-26T17:08:33.009392] [INFO ] [sig ] Generating forecast for: CASI [2025-11-26T17:08:33.009428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'. [2025-11-26T17:08:33.020793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASI'. [2025-11-26T17:08:33.021228] [INFO ] [FORECASTER] Starting predict_future for CASI [2025-11-26T17:08:33.022100] [DEBUG] [LOCAL ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt [2025-11-26T17:08:33.022156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:33.022191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:33.022219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:33.022279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:33.079231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:33.080050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:33.080137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:33.080172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:33.190925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:33.191075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:33.191117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:33.191147] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:33.194551] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: UP (p=90.93%) [2025-11-26T17:08:33.194846] [INFO ] [FORECASTER] Completed predict_future for CASI [2025-11-26T17:08:33.194983] [INFO ] [sig ] CASI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:33.334586] [INFO ] [LOCAL ] Saved forecast: CASI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CASI.txt [2025-11-26T17:08:33.334726] [INFO ] [sig ] [604/3639] Completed CASI in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:33.334769] [INFO ] [sig ] [605/3639] Forecasting CASS... [2025-11-26T17:08:33.334799] [INFO ] [sig ] Generating forecast for: CASS [2025-11-26T17:08:33.334833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'. [2025-11-26T17:08:33.344679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASS'. [2025-11-26T17:08:33.344961] [INFO ] [FORECASTER] Starting predict_future for CASS [2025-11-26T17:08:33.345772] [DEBUG] [LOCAL ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt [2025-11-26T17:08:33.345826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:33.345887] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:33.345918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:33.345978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:33.403281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:33.404072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:33.404158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:33.404193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:33.520749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:33.520889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:33.520930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:33.520960] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:33.524312] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=39.31%) [2025-11-26T17:08:33.524592] [INFO ] [FORECASTER] Completed predict_future for CASS [2025-11-26T17:08:33.524742] [INFO ] [sig ] CASS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:33.666714] [INFO ] [LOCAL ] Saved forecast: CASS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CASS.txt [2025-11-26T17:08:33.666857] [INFO ] [sig ] [605/3639] Completed CASS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:33.666899] [INFO ] [sig ] [606/3639] Forecasting CASY... [2025-11-26T17:08:33.666931] [INFO ] [sig ] Generating forecast for: CASY [2025-11-26T17:08:33.666963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'. [2025-11-26T17:08:33.677462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASY'. [2025-11-26T17:08:33.677820] [INFO ] [FORECASTER] Starting predict_future for CASY [2025-11-26T17:08:33.678614] [DEBUG] [LOCAL ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt [2025-11-26T17:08:33.678689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:33.678725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:33.678754] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:33.678814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:33.736396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:33.737222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:33.737314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:33.737377] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:33.859273] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:33.859408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:33.859449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:33.859497] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:33.862827] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-11-26T17:08:33.863103] [INFO ] [FORECASTER] Completed predict_future for CASY [2025-11-26T17:08:33.863234] [INFO ] [sig ] CASY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:34.008082] [INFO ] [LOCAL ] Saved forecast: CASY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CASY.txt [2025-11-26T17:08:34.008253] [INFO ] [sig ] [606/3639] Completed CASY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:34.008296] [INFO ] [sig ] [607/3639] Forecasting CATH... [2025-11-26T17:08:34.008329] [INFO ] [sig ] Generating forecast for: CATH [2025-11-26T17:08:34.008363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'. [2025-11-26T17:08:34.018929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATH'. [2025-11-26T17:08:34.019318] [INFO ] [FORECASTER] Starting predict_future for CATH [2025-11-26T17:08:34.020190] [DEBUG] [LOCAL ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt [2025-11-26T17:08:34.020246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:34.020281] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:34.020311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:34.020372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:34.079748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:34.080609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:34.080739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:34.080824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:34.203466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:34.203627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:34.203690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:34.203723] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:34.207111] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=50.83%) [2025-11-26T17:08:34.207419] [INFO ] [FORECASTER] Completed predict_future for CATH [2025-11-26T17:08:34.207554] [INFO ] [sig ] CATH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:34.350926] [INFO ] [LOCAL ] Saved forecast: CATH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CATH.txt [2025-11-26T17:08:34.351058] [INFO ] [sig ] [607/3639] Completed CATH in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:34.351099] [INFO ] [sig ] [608/3639] Forecasting CATO... [2025-11-26T17:08:34.351130] [INFO ] [sig ] Generating forecast for: CATO [2025-11-26T17:08:34.351166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-11-26T17:08:34.361820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATO'. [2025-11-26T17:08:34.362123] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-11-26T17:08:34.362937] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-11-26T17:08:34.362991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:34.363025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:34.363054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:34.363113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:34.419369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:34.420028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:34.420130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:34.420183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:34.537180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:34.537317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:34.537373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:34.537437] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:34.540813] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=27.64%) [2025-11-26T17:08:34.541087] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-11-26T17:08:34.541216] [INFO ] [sig ] CATO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:34.681841] [INFO ] [LOCAL ] Saved forecast: CATO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CATO.txt [2025-11-26T17:08:34.681978] [INFO ] [sig ] [608/3639] Completed CATO in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:34.682019] [INFO ] [sig ] [609/3639] Forecasting CATY... [2025-11-26T17:08:34.682051] [INFO ] [sig ] Generating forecast for: CATY [2025-11-26T17:08:34.682085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'. [2025-11-26T17:08:34.696137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATY'. [2025-11-26T17:08:34.696511] [INFO ] [FORECASTER] Starting predict_future for CATY [2025-11-26T17:08:34.697398] [DEBUG] [LOCAL ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt [2025-11-26T17:08:34.697456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:34.697491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:34.697523] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:34.697608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:34.756740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:34.757560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:34.757668] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:34.757710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:34.877180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:34.877356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:34.877403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:34.877437] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:34.880960] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=6.19%) [2025-11-26T17:08:34.881253] [INFO ] [FORECASTER] Completed predict_future for CATY [2025-11-26T17:08:34.881395] [INFO ] [sig ] CATY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:35.024465] [INFO ] [LOCAL ] Saved forecast: CATY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CATY.txt [2025-11-26T17:08:35.024609] [INFO ] [sig ] [609/3639] Completed CATY in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:35.024850] [INFO ] [sig ] [610/3639] Forecasting CAVA... [2025-11-26T17:08:35.024895] [INFO ] [sig ] Generating forecast for: CAVA [2025-11-26T17:08:35.024930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-11-26T17:08:35.069316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAVA'. [2025-11-26T17:08:35.069617] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-11-26T17:08:35.070431] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-11-26T17:08:35.070499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:35.070553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:35.070603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:35.070695] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:35.128500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:35.129213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:35.129299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:35.129336] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:35.251214] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:35.251375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:35.251417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:35.251449] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:35.254999] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=38.28%) [2025-11-26T17:08:35.255289] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-11-26T17:08:35.255435] [INFO ] [sig ] CAVA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:35.399743] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CAVA.txt [2025-11-26T17:08:35.399916] [INFO ] [sig ] [610/3639] Completed CAVA in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:35.399961] [INFO ] [sig ] [611/3639] Forecasting CB... [2025-11-26T17:08:35.399993] [INFO ] [sig ] Generating forecast for: CB [2025-11-26T17:08:35.400063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-11-26T17:08:35.410520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CB'. [2025-11-26T17:08:35.410929] [INFO ] [FORECASTER] Starting predict_future for CB [2025-11-26T17:08:35.411757] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-11-26T17:08:35.411812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:35.411846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:35.411875] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:35.411936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:35.470837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:35.471735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:35.471830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:35.471867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:35.595738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:35.595874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:35.595916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:35.595946] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:35.599577] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=25.17%) [2025-11-26T17:08:35.599895] [INFO ] [FORECASTER] Completed predict_future for CB [2025-11-26T17:08:35.600027] [INFO ] [sig ] CB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:35.746333] [INFO ] [LOCAL ] Saved forecast: CB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CB.txt [2025-11-26T17:08:35.746487] [INFO ] [sig ] [611/3639] Completed CB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.6m [2025-11-26T17:08:35.746532] [INFO ] [sig ] [612/3639] Forecasting CBAN... [2025-11-26T17:08:35.746564] [INFO ] [sig ] Generating forecast for: CBAN [2025-11-26T17:08:35.746597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-11-26T17:08:35.757800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBAN'. [2025-11-26T17:08:35.758111] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-11-26T17:08:35.759020] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-11-26T17:08:35.759089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:35.759124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:35.759154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:35.759214] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:35.818093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:35.818833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:35.818921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:35.818957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:35.943247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:35.943428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:35.943481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:35.943514] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:35.947104] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=93.65%) [2025-11-26T17:08:35.947471] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-11-26T17:08:35.947670] [INFO ] [sig ] CBAN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:36.092610] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CBAN.txt [2025-11-26T17:08:36.092770] [INFO ] [sig ] [612/3639] Completed CBAN in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.6m [2025-11-26T17:08:36.092815] [INFO ] [sig ] [613/3639] Forecasting CBL... [2025-11-26T17:08:36.092847] [INFO ] [sig ] Generating forecast for: CBL [2025-11-26T17:08:36.092881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-11-26T17:08:36.104034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBL'. [2025-11-26T17:08:36.104384] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-11-26T17:08:36.105227] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-11-26T17:08:36.105284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:36.105318] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:36.105346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:36.105413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:36.162933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:36.163840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:36.163932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:36.163968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:36.284244] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:36.284412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:36.284453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:36.284482] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:36.287859] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-11-26T17:08:36.288137] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-11-26T17:08:36.288268] [INFO ] [sig ] CBL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:36.428087] [INFO ] [LOCAL ] Saved forecast: CBL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CBL.txt [2025-11-26T17:08:36.428236] [INFO ] [sig ] [613/3639] Completed CBL in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.6m [2025-11-26T17:08:36.428277] [INFO ] [sig ] [614/3639] Forecasting CBNK... [2025-11-26T17:08:36.428308] [INFO ] [sig ] Generating forecast for: CBNK [2025-11-26T17:08:36.428371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'. [2025-11-26T17:08:36.438586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBNK'. [2025-11-26T17:08:36.438915] [INFO ] [FORECASTER] Starting predict_future for CBNK [2025-11-26T17:08:36.439717] [DEBUG] [LOCAL ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt [2025-11-26T17:08:36.439771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:36.439805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:36.439834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:36.439894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:36.496940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:36.497827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:36.497919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:36.497954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:36.614416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:36.614593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:36.614634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:36.614690] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:36.618117] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=47.95%) [2025-11-26T17:08:36.618422] [INFO ] [FORECASTER] Completed predict_future for CBNK [2025-11-26T17:08:36.618571] [INFO ] [sig ] CBNK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:36.760291] [INFO ] [LOCAL ] Saved forecast: CBNK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CBNK.txt [2025-11-26T17:08:36.760450] [INFO ] [sig ] [614/3639] Completed CBNK in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.6m [2025-11-26T17:08:36.760502] [INFO ] [sig ] [615/3639] Forecasting CBRE... [2025-11-26T17:08:36.760549] [INFO ] [sig ] Generating forecast for: CBRE [2025-11-26T17:08:36.760617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-11-26T17:08:36.771359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRE'. [2025-11-26T17:08:36.771741] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-11-26T17:08:36.772576] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-11-26T17:08:36.772633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:36.772691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:36.772724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:36.772786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:36.831756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:36.832416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:36.832531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:36.832568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:36.951831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:36.952007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:36.952051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:36.952084] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:36.955614] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=84.82%) [2025-11-26T17:08:36.955934] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-11-26T17:08:36.956069] [INFO ] [sig ] CBRE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:37.099451] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CBRE.txt [2025-11-26T17:08:37.099602] [INFO ] [sig ] [615/3639] Completed CBRE in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:37.099669] [INFO ] [sig ] [616/3639] Forecasting CBRL... [2025-11-26T17:08:37.099705] [INFO ] [sig ] Generating forecast for: CBRL [2025-11-26T17:08:37.099764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'. [2025-11-26T17:08:37.110163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRL'. [2025-11-26T17:08:37.110448] [INFO ] [FORECASTER] Starting predict_future for CBRL [2025-11-26T17:08:37.111258] [DEBUG] [LOCAL ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt [2025-11-26T17:08:37.111313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:37.111347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:37.111376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:37.111436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:37.171266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:37.172037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:37.172125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:37.172163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:37.304094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:37.304232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:37.304275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:37.304308] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:37.307919] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=20.64%) [2025-11-26T17:08:37.308201] [INFO ] [FORECASTER] Completed predict_future for CBRL [2025-11-26T17:08:37.308345] [INFO ] [sig ] CBRL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:37.449699] [INFO ] [LOCAL ] Saved forecast: CBRL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CBRL.txt [2025-11-26T17:08:37.449822] [INFO ] [sig ] [616/3639] Completed CBRL in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:37.449863] [INFO ] [sig ] [617/3639] Forecasting CBUS... [2025-11-26T17:08:37.449895] [INFO ] [sig ] Generating forecast for: CBUS [2025-11-26T17:08:37.449928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'. [2025-11-26T17:08:37.460150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBUS'. [2025-11-26T17:08:37.460433] [INFO ] [FORECASTER] Starting predict_future for CBUS [2025-11-26T17:08:37.461239] [DEBUG] [LOCAL ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt [2025-11-26T17:08:37.461294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:37.461328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:37.461357] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:37.461417] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:37.519046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:37.519724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:37.519812] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:37.519847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:37.640329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:37.640488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:37.640530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:37.640562] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:37.644018] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=5.33%) [2025-11-26T17:08:37.644321] [INFO ] [FORECASTER] Completed predict_future for CBUS [2025-11-26T17:08:37.644454] [INFO ] [sig ] CBUS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:37.787167] [INFO ] [LOCAL ] Saved forecast: CBUS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CBUS.txt [2025-11-26T17:08:37.787303] [INFO ] [sig ] [617/3639] Completed CBUS in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:37.787371] [INFO ] [sig ] [618/3639] Forecasting CBZ... [2025-11-26T17:08:37.787404] [INFO ] [sig ] Generating forecast for: CBZ [2025-11-26T17:08:37.787437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-11-26T17:08:37.798140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBZ'. [2025-11-26T17:08:37.798493] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-11-26T17:08:37.799324] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-11-26T17:08:37.799380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:37.799415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:37.799444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:37.799505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:37.857084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:37.857971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:37.858060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:37.858095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:37.976731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:37.976882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:37.976922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:37.976953] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:37.980320] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-11-26T17:08:37.980597] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-11-26T17:08:37.980750] [INFO ] [sig ] CBZ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:38.125103] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CBZ.txt [2025-11-26T17:08:38.125281] [INFO ] [sig ] [618/3639] Completed CBZ in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:38.125326] [INFO ] [sig ] [619/3639] Forecasting CC... [2025-11-26T17:08:38.125358] [INFO ] [sig ] Generating forecast for: CC [2025-11-26T17:08:38.125393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-11-26T17:08:38.136056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CC'. [2025-11-26T17:08:38.136350] [INFO ] [FORECASTER] Starting predict_future for CC [2025-11-26T17:08:38.137200] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-11-26T17:08:38.137257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:38.137291] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:38.137320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:38.137396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:38.197177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:38.198019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:38.198109] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:38.198146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:38.320985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:38.321150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:38.321192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:38.321223] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:38.324538] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=11.66%) [2025-11-26T17:08:38.324833] [INFO ] [FORECASTER] Completed predict_future for CC [2025-11-26T17:08:38.324965] [INFO ] [sig ] CC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:38.473918] [INFO ] [LOCAL ] Saved forecast: CC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CC.txt [2025-11-26T17:08:38.474070] [INFO ] [sig ] [619/3639] Completed CC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:38.474112] [INFO ] [sig ] [620/3639] Forecasting CCAP... [2025-11-26T17:08:38.474144] [INFO ] [sig ] Generating forecast for: CCAP [2025-11-26T17:08:38.474176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'. [2025-11-26T17:08:38.485256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCAP'. [2025-11-26T17:08:38.485624] [INFO ] [FORECASTER] Starting predict_future for CCAP [2025-11-26T17:08:38.486481] [DEBUG] [LOCAL ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt [2025-11-26T17:08:38.486539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:38.486576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:38.486608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:38.486692] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:38.548328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:38.549344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:38.549436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:38.549474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:38.671027] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:38.671162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:38.671202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:38.671232] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:38.674819] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=93.53%) [2025-11-26T17:08:38.675133] [INFO ] [FORECASTER] Completed predict_future for CCAP [2025-11-26T17:08:38.675286] [INFO ] [sig ] CCAP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:38.825545] [INFO ] [LOCAL ] Saved forecast: CCAP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCAP.txt [2025-11-26T17:08:38.825755] [INFO ] [sig ] [620/3639] Completed CCAP in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:38.825808] [INFO ] [sig ] [621/3639] Forecasting CCB... [2025-11-26T17:08:38.825889] [INFO ] [sig ] Generating forecast for: CCB [2025-11-26T17:08:38.825943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'. [2025-11-26T17:08:38.836126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCB'. [2025-11-26T17:08:38.836435] [INFO ] [FORECASTER] Starting predict_future for CCB [2025-11-26T17:08:38.837286] [DEBUG] [LOCAL ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt [2025-11-26T17:08:38.837370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:38.837410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:38.837441] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:38.837502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:38.896921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:38.897784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:38.897874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:38.897910] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:39.019729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:39.019866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:39.019908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:39.019942] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:39.023482] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=87.94%) [2025-11-26T17:08:39.023826] [INFO ] [FORECASTER] Completed predict_future for CCB [2025-11-26T17:08:39.023965] [INFO ] [sig ] CCB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:39.170767] [INFO ] [LOCAL ] Saved forecast: CCB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCB.txt [2025-11-26T17:08:39.170924] [INFO ] [sig ] [621/3639] Completed CCB in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:39.170972] [INFO ] [sig ] [622/3639] Forecasting CCBG... [2025-11-26T17:08:39.171007] [INFO ] [sig ] Generating forecast for: CCBG [2025-11-26T17:08:39.171050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'. [2025-11-26T17:08:39.182079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCBG'. [2025-11-26T17:08:39.182410] [INFO ] [FORECASTER] Starting predict_future for CCBG [2025-11-26T17:08:39.183302] [DEBUG] [LOCAL ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt [2025-11-26T17:08:39.183360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:39.183424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:39.183464] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:39.183548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:39.247910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:39.248965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:39.249055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:39.249093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:39.369290] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:39.369422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:39.369465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:39.369495] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:39.373083] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=67.13%) [2025-11-26T17:08:39.373356] [INFO ] [FORECASTER] Completed predict_future for CCBG [2025-11-26T17:08:39.373489] [INFO ] [sig ] CCBG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:39.522457] [INFO ] [LOCAL ] Saved forecast: CCBG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCBG.txt [2025-11-26T17:08:39.522615] [INFO ] [sig ] [622/3639] Completed CCBG in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:39.522693] [INFO ] [sig ] [623/3639] Forecasting CCCC... [2025-11-26T17:08:39.522789] [INFO ] [sig ] Generating forecast for: CCCC [2025-11-26T17:08:39.522831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'. [2025-11-26T17:08:39.533819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCCC'. [2025-11-26T17:08:39.534136] [INFO ] [FORECASTER] Starting predict_future for CCCC [2025-11-26T17:08:39.535021] [DEBUG] [LOCAL ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt [2025-11-26T17:08:39.535078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:39.535132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:39.535166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:39.535230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:39.594505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:39.595301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:39.595389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:39.595426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:39.719252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:39.719401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:39.719442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:39.719472] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:39.722869] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=91.04%) [2025-11-26T17:08:39.723159] [INFO ] [FORECASTER] Completed predict_future for CCCC [2025-11-26T17:08:39.723295] [INFO ] [sig ] CCCC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:39.873686] [INFO ] [LOCAL ] Saved forecast: CCCC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCCC.txt [2025-11-26T17:08:39.873848] [INFO ] [sig ] [623/3639] Completed CCCC in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:39.873894] [INFO ] [sig ] [624/3639] Forecasting CCD... [2025-11-26T17:08:39.873957] [INFO ] [sig ] Generating forecast for: CCD [2025-11-26T17:08:39.873994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'. [2025-11-26T17:08:39.884504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCD'. [2025-11-26T17:08:39.884864] [INFO ] [FORECASTER] Starting predict_future for CCD [2025-11-26T17:08:39.885734] [DEBUG] [LOCAL ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt [2025-11-26T17:08:39.885795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:39.885833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:39.885864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:39.885927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:39.945324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:39.946241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:39.946335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:39.946373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:40.065148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:40.065322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:40.065362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:40.065393] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:40.068863] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=94.15%) [2025-11-26T17:08:40.069172] [INFO ] [FORECASTER] Completed predict_future for CCD [2025-11-26T17:08:40.069313] [INFO ] [sig ] CCD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:40.218600] [INFO ] [LOCAL ] Saved forecast: CCD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCD.txt [2025-11-26T17:08:40.218814] [INFO ] [sig ] [624/3639] Completed CCD in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:40.218859] [INFO ] [sig ] [625/3639] Forecasting CCEC... [2025-11-26T17:08:40.218891] [INFO ] [sig ] Generating forecast for: CCEC [2025-11-26T17:08:40.218962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'. [2025-11-26T17:08:40.230110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEC'. [2025-11-26T17:08:40.230441] [INFO ] [FORECASTER] Starting predict_future for CCEC [2025-11-26T17:08:40.231290] [DEBUG] [LOCAL ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt [2025-11-26T17:08:40.231347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:40.231383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:40.231412] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:40.231474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:40.292501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:40.293177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:40.293265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:40.293302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:40.404924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:40.405056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:40.405097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:40.405158] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:40.409898] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=42.22%) [2025-11-26T17:08:40.410195] [INFO ] [FORECASTER] Completed predict_future for CCEC [2025-11-26T17:08:40.410333] [INFO ] [sig ] CCEC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:40.579588] [INFO ] [LOCAL ] Saved forecast: CCEC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCEC.txt [2025-11-26T17:08:40.579797] [INFO ] [sig ] [625/3639] Completed CCEC in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:40.579841] [INFO ] [sig ] [626/3639] Forecasting CCEP... [2025-11-26T17:08:40.579871] [INFO ] [sig ] Generating forecast for: CCEP [2025-11-26T17:08:40.579906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'. [2025-11-26T17:08:40.591187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEP'. [2025-11-26T17:08:40.591537] [INFO ] [FORECASTER] Starting predict_future for CCEP [2025-11-26T17:08:40.592382] [DEBUG] [LOCAL ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt [2025-11-26T17:08:40.592439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:40.592474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:40.592503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:40.592564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:40.653262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:40.654191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:40.654288] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:40.654325] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:40.781889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:40.782059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:40.782101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:40.782131] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:40.785507] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=16.88%) [2025-11-26T17:08:40.785804] [INFO ] [FORECASTER] Completed predict_future for CCEP [2025-11-26T17:08:40.785938] [INFO ] [sig ] CCEP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:40.933412] [INFO ] [LOCAL ] Saved forecast: CCEP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCEP.txt [2025-11-26T17:08:40.933585] [INFO ] [sig ] [626/3639] Completed CCEP in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:40.933668] [INFO ] [sig ] [627/3639] Forecasting CCI... [2025-11-26T17:08:40.933715] [INFO ] [sig ] Generating forecast for: CCI [2025-11-26T17:08:40.933809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-11-26T17:08:40.946198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCI'. [2025-11-26T17:08:40.946680] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-11-26T17:08:40.947554] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-11-26T17:08:40.947611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:40.947668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:40.947701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:40.947763] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:41.005389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:41.006283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:41.006378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:41.006413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:41.123766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:41.123942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:41.123983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:41.124014] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:41.127424] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-11-26T17:08:41.127757] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-11-26T17:08:41.127895] [INFO ] [sig ] CCI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:41.272556] [INFO ] [LOCAL ] Saved forecast: CCI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCI.txt [2025-11-26T17:08:41.272720] [INFO ] [sig ] [627/3639] Completed CCI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:41.272766] [INFO ] [sig ] [628/3639] Forecasting CCIF... [2025-11-26T17:08:41.272801] [INFO ] [sig ] Generating forecast for: CCIF [2025-11-26T17:08:41.272869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-11-26T17:08:41.283632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCIF'. [2025-11-26T17:08:41.283983] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-11-26T17:08:41.284819] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-11-26T17:08:41.284877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:41.284914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:41.284945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:41.285025] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:41.345106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:41.346073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:41.346168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:41.346205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:41.467957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:41.468124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:41.468165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:41.468196] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:41.471635] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=11.51%) [2025-11-26T17:08:41.471939] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-11-26T17:08:41.472089] [INFO ] [sig ] CCIF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:41.620146] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCIF.txt [2025-11-26T17:08:41.620331] [INFO ] [sig ] [628/3639] Completed CCIF in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.5m [2025-11-26T17:08:41.620375] [INFO ] [sig ] [629/3639] Forecasting CCJ... [2025-11-26T17:08:41.620408] [INFO ] [sig ] Generating forecast for: CCJ [2025-11-26T17:08:41.620444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-11-26T17:08:41.631799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCJ'. [2025-11-26T17:08:41.632101] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-11-26T17:08:41.632966] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-11-26T17:08:41.633022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:41.633056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:41.633086] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:41.633146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:41.692247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:41.693008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:41.693097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:41.693134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:41.817577] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:41.817795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:41.817840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:41.817873] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:41.822235] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=55.82%) [2025-11-26T17:08:41.822587] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-11-26T17:08:41.822764] [INFO ] [sig ] CCJ: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:41.972689] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCJ.txt [2025-11-26T17:08:41.972852] [INFO ] [sig ] [629/3639] Completed CCJ in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.5m [2025-11-26T17:08:41.972894] [INFO ] [sig ] [630/3639] Forecasting CCK... [2025-11-26T17:08:41.972927] [INFO ] [sig ] Generating forecast for: CCK [2025-11-26T17:08:41.972961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-11-26T17:08:41.986390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCK'. [2025-11-26T17:08:41.987058] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-11-26T17:08:41.988137] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-11-26T17:08:41.988199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:41.988239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:41.988273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:41.988341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:42.050443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:42.051870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:42.052051] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:42.052100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:42.187685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:42.187950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:42.188003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:42.188067] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:42.192326] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=10.26%) [2025-11-26T17:08:42.192908] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-11-26T17:08:42.193127] [INFO ] [sig ] CCK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:42.344092] [INFO ] [LOCAL ] Saved forecast: CCK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCK.txt [2025-11-26T17:08:42.344318] [INFO ] [sig ] [630/3639] Completed CCK in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.5m [2025-11-26T17:08:42.344366] [INFO ] [sig ] [631/3639] Forecasting CCL... [2025-11-26T17:08:42.344408] [INFO ] [sig ] Generating forecast for: CCL [2025-11-26T17:08:42.344448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-11-26T17:08:42.356814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCL'. [2025-11-26T17:08:42.357398] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-11-26T17:08:42.358453] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-11-26T17:08:42.358515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:42.358552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:42.358582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:42.358676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:42.418460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:42.419693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:42.419819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:42.419857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:42.545674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:42.545916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:42.545963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:42.545995] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:42.549982] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=95.02%) [2025-11-26T17:08:42.550337] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-11-26T17:08:42.550490] [INFO ] [sig ] CCL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:42.694899] [INFO ] [LOCAL ] Saved forecast: CCL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCL.txt [2025-11-26T17:08:42.695169] [INFO ] [sig ] [631/3639] Completed CCL in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.5m [2025-11-26T17:08:42.695217] [INFO ] [sig ] [632/3639] Forecasting CCLD... [2025-11-26T17:08:42.695252] [INFO ] [sig ] Generating forecast for: CCLD [2025-11-26T17:08:42.695286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'. [2025-11-26T17:08:42.708588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCLD'. [2025-11-26T17:08:42.709151] [INFO ] [FORECASTER] Starting predict_future for CCLD [2025-11-26T17:08:42.710093] [DEBUG] [LOCAL ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt [2025-11-26T17:08:42.710150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:42.710186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:42.710218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:42.710279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:42.772115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:42.773132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:42.773265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:42.773320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:42.903986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:42.904166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:42.904210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:42.904243] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:42.907865] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=15.50%) [2025-11-26T17:08:42.908182] [INFO ] [FORECASTER] Completed predict_future for CCLD [2025-11-26T17:08:42.908327] [INFO ] [sig ] CCLD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:43.051868] [INFO ] [LOCAL ] Saved forecast: CCLD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCLD.txt [2025-11-26T17:08:43.052016] [INFO ] [sig ] [632/3639] Completed CCLD in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.5m [2025-11-26T17:08:43.052059] [INFO ] [sig ] [633/3639] Forecasting CCNE... [2025-11-26T17:08:43.052092] [INFO ] [sig ] Generating forecast for: CCNE [2025-11-26T17:08:43.052125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'. [2025-11-26T17:08:43.062403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCNE'. [2025-11-26T17:08:43.062764] [INFO ] [FORECASTER] Starting predict_future for CCNE [2025-11-26T17:08:43.063612] [DEBUG] [LOCAL ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt [2025-11-26T17:08:43.063693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:43.063731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:43.063761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:43.063822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:43.120679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:43.121345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:43.121432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:43.121469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:43.238440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:43.238618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:43.238682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:43.238716] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:43.242103] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=22.97%) [2025-11-26T17:08:43.242382] [INFO ] [FORECASTER] Completed predict_future for CCNE [2025-11-26T17:08:43.242543] [INFO ] [sig ] CCNE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:43.385975] [INFO ] [LOCAL ] Saved forecast: CCNE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCNE.txt [2025-11-26T17:08:43.386121] [INFO ] [sig ] [633/3639] Completed CCNE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:43.386162] [INFO ] [sig ] [634/3639] Forecasting CCO... [2025-11-26T17:08:43.386193] [INFO ] [sig ] Generating forecast for: CCO [2025-11-26T17:08:43.386225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-11-26T17:08:43.397597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCO'. [2025-11-26T17:08:43.397997] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-11-26T17:08:43.398827] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-11-26T17:08:43.398883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:43.398917] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:43.398959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:43.399020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:43.456040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:43.456716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:43.456821] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:43.456856] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:43.579219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:43.579387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:43.579429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:43.579460] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:43.582993] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=18.96%) [2025-11-26T17:08:43.583267] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-11-26T17:08:43.583403] [INFO ] [sig ] CCO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:43.726194] [INFO ] [LOCAL ] Saved forecast: CCO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCO.txt [2025-11-26T17:08:43.726333] [INFO ] [sig ] [634/3639] Completed CCO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:43.726374] [INFO ] [sig ] [635/3639] Forecasting CCOI... [2025-11-26T17:08:43.726406] [INFO ] [sig ] Generating forecast for: CCOI [2025-11-26T17:08:43.726439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'. [2025-11-26T17:08:43.737049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCOI'. [2025-11-26T17:08:43.737523] [INFO ] [FORECASTER] Starting predict_future for CCOI [2025-11-26T17:08:43.738354] [DEBUG] [LOCAL ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt [2025-11-26T17:08:43.738411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:43.738445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:43.738473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:43.738532] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:43.795474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:43.796218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:43.796307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:43.796343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:43.917257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:43.917448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:43.917490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:43.917521] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:43.921011] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-11-26T17:08:43.921292] [INFO ] [FORECASTER] Completed predict_future for CCOI [2025-11-26T17:08:43.921421] [INFO ] [sig ] CCOI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:44.066322] [INFO ] [LOCAL ] Saved forecast: CCOI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCOI.txt [2025-11-26T17:08:44.066506] [INFO ] [sig ] [635/3639] Completed CCOI in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:44.066549] [INFO ] [sig ] [636/3639] Forecasting CCRN... [2025-11-26T17:08:44.066581] [INFO ] [sig ] Generating forecast for: CCRN [2025-11-26T17:08:44.066614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'. [2025-11-26T17:08:44.077866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCRN'. [2025-11-26T17:08:44.078207] [INFO ] [FORECASTER] Starting predict_future for CCRN [2025-11-26T17:08:44.079107] [DEBUG] [LOCAL ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt [2025-11-26T17:08:44.079162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:44.079195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:44.079224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:44.079285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:44.137171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:44.137930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:44.138017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:44.138051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:44.258312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:44.258464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:44.258506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:44.258536] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:44.261932] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=81.15%) [2025-11-26T17:08:44.262205] [INFO ] [FORECASTER] Completed predict_future for CCRN [2025-11-26T17:08:44.262333] [INFO ] [sig ] CCRN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:44.405289] [INFO ] [LOCAL ] Saved forecast: CCRN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CCRN.txt [2025-11-26T17:08:44.405420] [INFO ] [sig ] [636/3639] Completed CCRN in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:44.405461] [INFO ] [sig ] [637/3639] Forecasting CCS... [2025-11-26T17:08:44.405492] [INFO ] [sig ] Generating forecast for: CCS [2025-11-26T17:08:44.405526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-11-26T17:08:44.416083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCS'. [2025-11-26T17:08:44.416386] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-11-26T17:08:44.417225] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-11-26T17:08:44.417281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:44.417317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:44.417375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:44.417438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:44.479743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:44.480488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:44.480576] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:44.480613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:44.599976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:44.600114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:44.600155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:44.600186] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:44.603560] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=36.77%) [2025-11-26T17:08:44.603860] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-11-26T17:08:44.603990] [INFO ] [sig ] CCS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:44.748309] [INFO ] [LOCAL ] Saved forecast: CCS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCS.txt [2025-11-26T17:08:44.748454] [INFO ] [sig ] [637/3639] Completed CCS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:44.748497] [INFO ] [sig ] [638/3639] Forecasting CCSI... [2025-11-26T17:08:44.748529] [INFO ] [sig ] Generating forecast for: CCSI [2025-11-26T17:08:44.748570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'. [2025-11-26T17:08:44.758860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCSI'. [2025-11-26T17:08:44.759182] [INFO ] [FORECASTER] Starting predict_future for CCSI [2025-11-26T17:08:44.760008] [DEBUG] [LOCAL ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt [2025-11-26T17:08:44.760063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:44.760098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:44.760127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:44.760188] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:44.817061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:44.817703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:44.817785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:44.817820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:44.930719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:44.930892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:44.930932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:44.930963] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:44.934328] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: DOWN (p=1.83%) [2025-11-26T17:08:44.934605] [INFO ] [FORECASTER] Completed predict_future for CCSI [2025-11-26T17:08:44.934753] [INFO ] [sig ] CCSI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:45.077340] [INFO ] [LOCAL ] Saved forecast: CCSI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CCSI.txt [2025-11-26T17:08:45.077470] [INFO ] [sig ] [638/3639] Completed CCSI in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:45.077513] [INFO ] [sig ] [639/3639] Forecasting CDC... [2025-11-26T17:08:45.077543] [INFO ] [sig ] Generating forecast for: CDC [2025-11-26T17:08:45.077575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'. [2025-11-26T17:08:45.087218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDC'. [2025-11-26T17:08:45.087550] [INFO ] [FORECASTER] Starting predict_future for CDC [2025-11-26T17:08:45.088366] [DEBUG] [LOCAL ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt [2025-11-26T17:08:45.088421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:45.088482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:45.088512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:45.088572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:45.145372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:45.146026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:45.146109] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:45.146143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:45.262769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:45.262913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:45.262954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:45.262986] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:45.266300] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=30.59%) [2025-11-26T17:08:45.266579] [INFO ] [FORECASTER] Completed predict_future for CDC [2025-11-26T17:08:45.266731] [INFO ] [sig ] CDC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:45.407625] [INFO ] [LOCAL ] Saved forecast: CDC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CDC.txt [2025-11-26T17:08:45.407790] [INFO ] [sig ] [639/3639] Completed CDC in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:45.407832] [INFO ] [sig ] [640/3639] Forecasting CDE... [2025-11-26T17:08:45.407862] [INFO ] [sig ] Generating forecast for: CDE [2025-11-26T17:08:45.407895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-11-26T17:08:45.418085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDE'. [2025-11-26T17:08:45.418382] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-11-26T17:08:45.419197] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-11-26T17:08:45.419251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:45.419285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:45.419314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:45.419372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:45.476389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:45.477050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:45.477133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:45.477169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:45.599765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:45.599888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:45.599930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:45.599961] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:45.603316] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T17:08:45.603590] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-11-26T17:08:45.603751] [INFO ] [sig ] CDE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:45.746418] [INFO ] [LOCAL ] Saved forecast: CDE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CDE.txt [2025-11-26T17:08:45.746558] [INFO ] [sig ] [640/3639] Completed CDE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:45.746598] [INFO ] [sig ] [641/3639] Forecasting CDIO... [2025-11-26T17:08:45.746629] [INFO ] [sig ] Generating forecast for: CDIO [2025-11-26T17:08:45.746684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'. [2025-11-26T17:08:45.757126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDIO'. [2025-11-26T17:08:45.757481] [INFO ] [FORECASTER] Starting predict_future for CDIO [2025-11-26T17:08:45.758329] [DEBUG] [LOCAL ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt [2025-11-26T17:08:45.758383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:45.758417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:45.758446] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:45.758505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:45.816735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:45.817426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:45.817515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:45.817549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:45.943218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:45.943354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:45.943403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:45.943441] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:45.946883] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-11-26T17:08:45.947155] [INFO ] [FORECASTER] Completed predict_future for CDIO [2025-11-26T17:08:45.947281] [INFO ] [sig ] CDIO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:46.090025] [INFO ] [LOCAL ] Saved forecast: CDIO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDIO.txt [2025-11-26T17:08:46.090175] [INFO ] [sig ] [641/3639] Completed CDIO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:46.090218] [INFO ] [sig ] [642/3639] Forecasting CDL... [2025-11-26T17:08:46.090278] [INFO ] [sig ] Generating forecast for: CDL [2025-11-26T17:08:46.090313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'. [2025-11-26T17:08:46.100196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDL'. [2025-11-26T17:08:46.100506] [INFO ] [FORECASTER] Starting predict_future for CDL [2025-11-26T17:08:46.101337] [DEBUG] [LOCAL ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt [2025-11-26T17:08:46.101392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:46.101425] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:46.101454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:46.101514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:46.159480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:46.160166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:46.160254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:46.160290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:46.268515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:46.268693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:46.268740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:46.268815] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:46.272140] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=9.05%) [2025-11-26T17:08:46.272420] [INFO ] [FORECASTER] Completed predict_future for CDL [2025-11-26T17:08:46.272551] [INFO ] [sig ] CDL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:46.415792] [INFO ] [LOCAL ] Saved forecast: CDL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CDL.txt [2025-11-26T17:08:46.415943] [INFO ] [sig ] [642/3639] Completed CDL in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:46.415984] [INFO ] [sig ] [643/3639] Forecasting CDNA... [2025-11-26T17:08:46.416015] [INFO ] [sig ] Generating forecast for: CDNA [2025-11-26T17:08:46.416048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'. [2025-11-26T17:08:46.426408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNA'. [2025-11-26T17:08:46.426734] [INFO ] [FORECASTER] Starting predict_future for CDNA [2025-11-26T17:08:46.427595] [DEBUG] [LOCAL ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt [2025-11-26T17:08:46.427674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:46.427714] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:46.427749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:46.427827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:46.485798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:46.486596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:46.486700] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:46.486738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:46.606656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:46.606829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:46.606870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:46.606901] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:46.610274] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=91.15%) [2025-11-26T17:08:46.610553] [INFO ] [FORECASTER] Completed predict_future for CDNA [2025-11-26T17:08:46.610702] [INFO ] [sig ] CDNA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:46.755408] [INFO ] [LOCAL ] Saved forecast: CDNA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDNA.txt [2025-11-26T17:08:46.755549] [INFO ] [sig ] [643/3639] Completed CDNA in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:46.755590] [INFO ] [sig ] [644/3639] Forecasting CDNS... [2025-11-26T17:08:46.755623] [INFO ] [sig ] Generating forecast for: CDNS [2025-11-26T17:08:46.755706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'. [2025-11-26T17:08:46.765659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNS'. [2025-11-26T17:08:46.765991] [INFO ] [FORECASTER] Starting predict_future for CDNS [2025-11-26T17:08:46.766821] [DEBUG] [LOCAL ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt [2025-11-26T17:08:46.766875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:46.766908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:46.766936] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:46.766996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:46.823907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:46.824704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:46.824790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:46.824824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:46.947570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:46.947709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:46.947752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:46.947783] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:46.951148] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=1.90%) [2025-11-26T17:08:46.951433] [INFO ] [FORECASTER] Completed predict_future for CDNS [2025-11-26T17:08:46.951565] [INFO ] [sig ] CDNS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:47.095264] [INFO ] [LOCAL ] Saved forecast: CDNS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CDNS.txt [2025-11-26T17:08:47.095399] [INFO ] [sig ] [644/3639] Completed CDNS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:47.095440] [INFO ] [sig ] [645/3639] Forecasting CDP... [2025-11-26T17:08:47.095471] [INFO ] [sig ] Generating forecast for: CDP [2025-11-26T17:08:47.095529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-11-26T17:08:47.106201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDP'. [2025-11-26T17:08:47.106522] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-11-26T17:08:47.107372] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-11-26T17:08:47.107430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:47.107463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:47.107491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:47.107549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:47.169091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:47.169982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:47.170074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:47.170112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:47.294980] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:47.295155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:47.295197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:47.295227] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:47.299241] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=69.09%) [2025-11-26T17:08:47.299559] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-11-26T17:08:47.299726] [INFO ] [sig ] CDP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:47.451356] [INFO ] [LOCAL ] Saved forecast: CDP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDP.txt [2025-11-26T17:08:47.451536] [INFO ] [sig ] [645/3639] Completed CDP in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:47.451580] [INFO ] [sig ] [646/3639] Forecasting CDRE... [2025-11-26T17:08:47.451612] [INFO ] [sig ] Generating forecast for: CDRE [2025-11-26T17:08:47.451708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-11-26T17:08:47.462974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRE'. [2025-11-26T17:08:47.463400] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-11-26T17:08:47.464323] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-11-26T17:08:47.464380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:47.464415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:47.464445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:47.464506] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:47.523905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:47.524831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:47.524924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:47.524960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:47.657927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:47.658106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:47.658150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:47.658180] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:47.662209] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=55.22%) [2025-11-26T17:08:47.662568] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-11-26T17:08:47.662757] [INFO ] [sig ] CDRE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:47.816414] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDRE.txt [2025-11-26T17:08:47.816572] [INFO ] [sig ] [646/3639] Completed CDRE in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.4m [2025-11-26T17:08:47.816615] [INFO ] [sig ] [647/3639] Forecasting CDRO... [2025-11-26T17:08:47.816709] [INFO ] [sig ] Generating forecast for: CDRO [2025-11-26T17:08:47.816749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'. [2025-11-26T17:08:47.830565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRO'. [2025-11-26T17:08:47.831171] [INFO ] [FORECASTER] Starting predict_future for CDRO [2025-11-26T17:08:47.832225] [DEBUG] [LOCAL ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt [2025-11-26T17:08:47.832305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:47.832346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:47.832377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:47.832439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:47.896955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:47.898224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:47.898346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:47.898384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:48.016880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:48.017119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:48.017170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:48.017203] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:48.021265] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=96.33%) [2025-11-26T17:08:48.021664] [INFO ] [FORECASTER] Completed predict_future for CDRO [2025-11-26T17:08:48.021861] [INFO ] [sig ] CDRO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:48.179592] [INFO ] [LOCAL ] Saved forecast: CDRO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDRO.txt [2025-11-26T17:08:48.179843] [INFO ] [sig ] [647/3639] Completed CDRO in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.4m [2025-11-26T17:08:48.179930] [INFO ] [sig ] [648/3639] Forecasting CDTX... [2025-11-26T17:08:48.179967] [INFO ] [sig ] Generating forecast for: CDTX [2025-11-26T17:08:48.180003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'. [2025-11-26T17:08:48.192336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDTX'. [2025-11-26T17:08:48.192774] [INFO ] [FORECASTER] Starting predict_future for CDTX [2025-11-26T17:08:48.193748] [DEBUG] [LOCAL ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt [2025-11-26T17:08:48.193820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:48.193891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:48.193931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:48.194002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:48.254143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:48.255050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:48.255149] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:48.255185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:48.389245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:48.389424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:48.389467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:48.389498] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:48.393055] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=88.57%) [2025-11-26T17:08:48.393426] [INFO ] [FORECASTER] Completed predict_future for CDTX [2025-11-26T17:08:48.393582] [INFO ] [sig ] CDTX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:48.541883] [INFO ] [LOCAL ] Saved forecast: CDTX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDTX.txt [2025-11-26T17:08:48.542019] [INFO ] [sig ] [648/3639] Completed CDTX in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.4m [2025-11-26T17:08:48.542060] [INFO ] [sig ] [649/3639] Forecasting CDXS... [2025-11-26T17:08:48.542092] [INFO ] [sig ] Generating forecast for: CDXS [2025-11-26T17:08:48.542125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'. [2025-11-26T17:08:48.552975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDXS'. [2025-11-26T17:08:48.553292] [INFO ] [FORECASTER] Starting predict_future for CDXS [2025-11-26T17:08:48.554183] [DEBUG] [LOCAL ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt [2025-11-26T17:08:48.554240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:48.554276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:48.554307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:48.554369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:48.612210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:48.612876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:48.613026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:48.613078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:48.734801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:48.734973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:48.735015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:48.735047] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:48.738542] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=72.73%) [2025-11-26T17:08:48.738850] [INFO ] [FORECASTER] Completed predict_future for CDXS [2025-11-26T17:08:48.738988] [INFO ] [sig ] CDXS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:48.879999] [INFO ] [LOCAL ] Saved forecast: CDXS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CDXS.txt [2025-11-26T17:08:48.880134] [INFO ] [sig ] [649/3639] Completed CDXS in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:48.880177] [INFO ] [sig ] [650/3639] Forecasting CDZI... [2025-11-26T17:08:48.880209] [INFO ] [sig ] Generating forecast for: CDZI [2025-11-26T17:08:48.880242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'. [2025-11-26T17:08:48.890334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDZI'. [2025-11-26T17:08:48.890677] [INFO ] [FORECASTER] Starting predict_future for CDZI [2025-11-26T17:08:48.891542] [DEBUG] [LOCAL ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt [2025-11-26T17:08:48.891598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:48.891633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:48.891696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:48.891764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:48.949059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:48.949686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:48.949770] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:48.949806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:49.071098] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:49.071268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:49.071308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:49.071339] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:49.074785] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=11.67%) [2025-11-26T17:08:49.075070] [INFO ] [FORECASTER] Completed predict_future for CDZI [2025-11-26T17:08:49.075202] [INFO ] [sig ] CDZI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:49.222692] [INFO ] [LOCAL ] Saved forecast: CDZI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CDZI.txt [2025-11-26T17:08:49.222880] [INFO ] [sig ] [650/3639] Completed CDZI in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:49.222930] [INFO ] [sig ] [651/3639] Forecasting CE... [2025-11-26T17:08:49.222991] [INFO ] [sig ] Generating forecast for: CE [2025-11-26T17:08:49.223027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-11-26T17:08:49.233605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CE'. [2025-11-26T17:08:49.233976] [INFO ] [FORECASTER] Starting predict_future for CE [2025-11-26T17:08:49.234876] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-11-26T17:08:49.234932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:49.234967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:49.234997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:49.235057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:49.296127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:49.296834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:49.296926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:49.296962] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:49.427547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:49.427731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:49.427788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:49.427825] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:49.431534] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=83.68%) [2025-11-26T17:08:49.431836] [INFO ] [FORECASTER] Completed predict_future for CE [2025-11-26T17:08:49.431970] [INFO ] [sig ] CE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:49.583535] [INFO ] [LOCAL ] Saved forecast: CE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CE.txt [2025-11-26T17:08:49.583692] [INFO ] [sig ] [651/3639] Completed CE in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:49.583744] [INFO ] [sig ] [652/3639] Forecasting CECO... [2025-11-26T17:08:49.583784] [INFO ] [sig ] Generating forecast for: CECO [2025-11-26T17:08:49.583816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'. [2025-11-26T17:08:49.594452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CECO'. [2025-11-26T17:08:49.594784] [INFO ] [FORECASTER] Starting predict_future for CECO [2025-11-26T17:08:49.595572] [DEBUG] [LOCAL ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt [2025-11-26T17:08:49.595626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:49.595680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:49.595722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:49.595783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:49.659067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:49.659870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:49.659955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:49.659991] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:49.776486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:49.776659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:49.776704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:49.776734] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:49.780120] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=25.14%) [2025-11-26T17:08:49.780394] [INFO ] [FORECASTER] Completed predict_future for CECO [2025-11-26T17:08:49.780543] [INFO ] [sig ] CECO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:49.923750] [INFO ] [LOCAL ] Saved forecast: CECO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CECO.txt [2025-11-26T17:08:49.923910] [INFO ] [sig ] [652/3639] Completed CECO in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:49.923953] [INFO ] [sig ] [653/3639] Forecasting CEG... [2025-11-26T17:08:49.923986] [INFO ] [sig ] Generating forecast for: CEG [2025-11-26T17:08:49.924018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'. [2025-11-26T17:08:49.934393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEG'. [2025-11-26T17:08:49.934725] [INFO ] [FORECASTER] Starting predict_future for CEG [2025-11-26T17:08:49.935780] [DEBUG] [LOCAL ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt [2025-11-26T17:08:49.935840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:49.935875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:49.935905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:49.935965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:50.000239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:50.001247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:50.001342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:50.001379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:50.127719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:50.127890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:50.127939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:50.127974] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:50.131355] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=38.77%) [2025-11-26T17:08:50.131631] [INFO ] [FORECASTER] Completed predict_future for CEG [2025-11-26T17:08:50.131780] [INFO ] [sig ] CEG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:50.274466] [INFO ] [LOCAL ] Saved forecast: CEG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CEG.txt [2025-11-26T17:08:50.274597] [INFO ] [sig ] [653/3639] Completed CEG in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:50.274655] [INFO ] [sig ] [654/3639] Forecasting CELC... [2025-11-26T17:08:50.274692] [INFO ] [sig ] Generating forecast for: CELC [2025-11-26T17:08:50.274752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'. [2025-11-26T17:08:50.286149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELC'. [2025-11-26T17:08:50.286537] [INFO ] [FORECASTER] Starting predict_future for CELC [2025-11-26T17:08:50.287413] [DEBUG] [LOCAL ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt [2025-11-26T17:08:50.287469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:50.287503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:50.287532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:50.287591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:50.356995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:50.358042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:50.358139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:50.358177] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:50.479311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:50.479495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:50.479575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:50.479611] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:50.483181] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=75.69%) [2025-11-26T17:08:50.483460] [INFO ] [FORECASTER] Completed predict_future for CELC [2025-11-26T17:08:50.483597] [INFO ] [sig ] CELC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:50.630607] [INFO ] [LOCAL ] Saved forecast: CELC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CELC.txt [2025-11-26T17:08:50.630775] [INFO ] [sig ] [654/3639] Completed CELC in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:50.630817] [INFO ] [sig ] [655/3639] Forecasting CELH... [2025-11-26T17:08:50.630850] [INFO ] [sig ] Generating forecast for: CELH [2025-11-26T17:08:50.630907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'. [2025-11-26T17:08:50.641347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELH'. [2025-11-26T17:08:50.641709] [INFO ] [FORECASTER] Starting predict_future for CELH [2025-11-26T17:08:50.642537] [DEBUG] [LOCAL ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt [2025-11-26T17:08:50.642592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:50.642626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:50.642685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:50.642748] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:50.700019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:50.700727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:50.700814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:50.700858] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:50.819041] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:50.819217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:50.819258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:50.819289] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:50.822736] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-11-26T17:08:50.823019] [INFO ] [FORECASTER] Completed predict_future for CELH [2025-11-26T17:08:50.823153] [INFO ] [sig ] CELH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:50.970715] [INFO ] [LOCAL ] Saved forecast: CELH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CELH.txt [2025-11-26T17:08:50.970873] [INFO ] [sig ] [655/3639] Completed CELH in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:50.970915] [INFO ] [sig ] [656/3639] Forecasting CELZ... [2025-11-26T17:08:50.970947] [INFO ] [sig ] Generating forecast for: CELZ [2025-11-26T17:08:50.971014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'. [2025-11-26T17:08:50.984754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELZ'. [2025-11-26T17:08:50.985135] [INFO ] [FORECASTER] Starting predict_future for CELZ [2025-11-26T17:08:50.985999] [DEBUG] [LOCAL ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt [2025-11-26T17:08:50.986054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:50.986117] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:50.986147] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:50.986207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:51.044871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:51.045770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:51.045887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:51.045923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:51.160597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:51.160783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:51.160828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:51.160865] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:51.164481] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-11-26T17:08:51.164791] [INFO ] [FORECASTER] Completed predict_future for CELZ [2025-11-26T17:08:51.164925] [INFO ] [sig ] CELZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:51.307814] [INFO ] [LOCAL ] Saved forecast: CELZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CELZ.txt [2025-11-26T17:08:51.307951] [INFO ] [sig ] [656/3639] Completed CELZ in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:51.307994] [INFO ] [sig ] [657/3639] Forecasting CENTA... [2025-11-26T17:08:51.308026] [INFO ] [sig ] Generating forecast for: CENTA [2025-11-26T17:08:51.308059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'. [2025-11-26T17:08:51.319683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENTA'. [2025-11-26T17:08:51.320163] [INFO ] [FORECASTER] Starting predict_future for CENTA [2025-11-26T17:08:51.321083] [DEBUG] [LOCAL ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt [2025-11-26T17:08:51.321142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:51.321179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:51.321209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:51.321271] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:51.381226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:51.382203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:51.382303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:51.382341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:51.503559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:51.503757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:51.503801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:51.503831] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:51.507472] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=70.89%) [2025-11-26T17:08:51.507846] [INFO ] [FORECASTER] Completed predict_future for CENTA [2025-11-26T17:08:51.508021] [INFO ] [sig ] CENTA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:51.653453] [INFO ] [LOCAL ] Saved forecast: CENTA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CENTA.txt [2025-11-26T17:08:51.653623] [INFO ] [sig ] [657/3639] Completed CENTA in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:51.653692] [INFO ] [sig ] [658/3639] Forecasting CENX... [2025-11-26T17:08:51.653726] [INFO ] [sig ] Generating forecast for: CENX [2025-11-26T17:08:51.653796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'. [2025-11-26T17:08:51.664722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENX'. [2025-11-26T17:08:51.665138] [INFO ] [FORECASTER] Starting predict_future for CENX [2025-11-26T17:08:51.665987] [DEBUG] [LOCAL ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt [2025-11-26T17:08:51.666048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:51.666098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:51.666129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:51.666189] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:51.724906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:51.725824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:51.725927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:51.725964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:51.854565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:51.854762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:51.854805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:51.854836] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:51.858321] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=3.38%) [2025-11-26T17:08:51.858625] [INFO ] [FORECASTER] Completed predict_future for CENX [2025-11-26T17:08:51.858788] [INFO ] [sig ] CENX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:52.013731] [INFO ] [LOCAL ] Saved forecast: CENX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CENX.txt [2025-11-26T17:08:52.013904] [INFO ] [sig ] [658/3639] Completed CENX in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:52.013949] [INFO ] [sig ] [659/3639] Forecasting CERS... [2025-11-26T17:08:52.014021] [INFO ] [sig ] Generating forecast for: CERS [2025-11-26T17:08:52.014062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'. [2025-11-26T17:08:52.025299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CERS'. [2025-11-26T17:08:52.025756] [INFO ] [FORECASTER] Starting predict_future for CERS [2025-11-26T17:08:52.026843] [DEBUG] [LOCAL ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt [2025-11-26T17:08:52.026922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:52.026975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:52.027017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:52.027102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:52.096623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:52.097611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:52.097733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:52.097772] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:52.215632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:52.215832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:52.215877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:52.215953] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:52.219614] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=17.26%) [2025-11-26T17:08:52.219946] [INFO ] [FORECASTER] Completed predict_future for CERS [2025-11-26T17:08:52.220116] [INFO ] [sig ] CERS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:52.367582] [INFO ] [LOCAL ] Saved forecast: CERS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CERS.txt [2025-11-26T17:08:52.367797] [INFO ] [sig ] [659/3639] Completed CERS in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:52.367847] [INFO ] [sig ] [660/3639] Forecasting CETX... [2025-11-26T17:08:52.367883] [INFO ] [sig ] Generating forecast for: CETX [2025-11-26T17:08:52.367918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'. [2025-11-26T17:08:52.378280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETX'. [2025-11-26T17:08:52.378720] [INFO ] [FORECASTER] Starting predict_future for CETX [2025-11-26T17:08:52.379592] [DEBUG] [LOCAL ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt [2025-11-26T17:08:52.379676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:52.379715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:52.379745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:52.379807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:52.438074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:52.438962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:52.439051] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:52.439088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:52.552538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:52.552734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:52.552780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:52.552812] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:52.556384] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=91.55%) [2025-11-26T17:08:52.556691] [INFO ] [FORECASTER] Completed predict_future for CETX [2025-11-26T17:08:52.556830] [INFO ] [sig ] CETX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:52.743589] [INFO ] [LOCAL ] Saved forecast: CETX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CETX.txt [2025-11-26T17:08:52.743763] [INFO ] [sig ] [660/3639] Completed CETX in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:52.743807] [INFO ] [sig ] [661/3639] Forecasting CETY... [2025-11-26T17:08:52.743840] [INFO ] [sig ] Generating forecast for: CETY [2025-11-26T17:08:52.743873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'. [2025-11-26T17:08:52.753269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETY'. [2025-11-26T17:08:52.753612] [INFO ] [FORECASTER] Starting predict_future for CETY [2025-11-26T17:08:52.754427] [DEBUG] [LOCAL ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt [2025-11-26T17:08:52.754481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:52.754515] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:52.754545] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:52.754606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:52.811626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:52.812520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:52.812613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:52.812670] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:52.924480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:52.924659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:52.924705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:52.924739] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:52.928226] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=20.12%) [2025-11-26T17:08:52.928520] [INFO ] [FORECASTER] Completed predict_future for CETY [2025-11-26T17:08:52.928679] [INFO ] [sig ] CETY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:53.075772] [INFO ] [LOCAL ] Saved forecast: CETY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CETY.txt [2025-11-26T17:08:53.075912] [INFO ] [sig ] [661/3639] Completed CETY in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:53.075953] [INFO ] [sig ] [662/3639] Forecasting CEVA... [2025-11-26T17:08:53.075993] [INFO ] [sig ] Generating forecast for: CEVA [2025-11-26T17:08:53.076027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'. [2025-11-26T17:08:53.086157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEVA'. [2025-11-26T17:08:53.086472] [INFO ] [FORECASTER] Starting predict_future for CEVA [2025-11-26T17:08:53.087299] [DEBUG] [LOCAL ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt [2025-11-26T17:08:53.087387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:53.087429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:53.087462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:53.087527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:53.147353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:53.148260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:53.148366] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:53.148405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:53.271706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:53.271844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:53.271889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:53.271923] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:53.275715] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=27.31%) [2025-11-26T17:08:53.276020] [INFO ] [FORECASTER] Completed predict_future for CEVA [2025-11-26T17:08:53.276170] [INFO ] [sig ] CEVA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:53.426138] [INFO ] [LOCAL ] Saved forecast: CEVA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CEVA.txt [2025-11-26T17:08:53.426280] [INFO ] [sig ] [662/3639] Completed CEVA in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:53.426322] [INFO ] [sig ] [663/3639] Forecasting CF... [2025-11-26T17:08:53.426356] [INFO ] [sig ] Generating forecast for: CF [2025-11-26T17:08:53.426388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-11-26T17:08:53.436334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CF'. [2025-11-26T17:08:53.436635] [INFO ] [FORECASTER] Starting predict_future for CF [2025-11-26T17:08:53.437482] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-11-26T17:08:53.437540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:53.437577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:53.437607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:53.437694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:53.495930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:53.496566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:53.496676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:53.496718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:53.615205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:53.615340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:53.615386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:53.615419] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:53.618945] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=38.01%) [2025-11-26T17:08:53.619232] [INFO ] [FORECASTER] Completed predict_future for CF [2025-11-26T17:08:53.619370] [INFO ] [sig ] CF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:53.770996] [INFO ] [LOCAL ] Saved forecast: CF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CF.txt [2025-11-26T17:08:53.771148] [INFO ] [sig ] [663/3639] Completed CF in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.3m [2025-11-26T17:08:53.771209] [INFO ] [sig ] [664/3639] Forecasting CFFN... [2025-11-26T17:08:53.771245] [INFO ] [sig ] Generating forecast for: CFFN [2025-11-26T17:08:53.771281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'. [2025-11-26T17:08:53.781708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFFN'. [2025-11-26T17:08:53.782008] [INFO ] [FORECASTER] Starting predict_future for CFFN [2025-11-26T17:08:53.782897] [DEBUG] [LOCAL ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt [2025-11-26T17:08:53.782957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:53.782993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:53.783025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:53.783089] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:53.843982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:53.844718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:53.844807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:53.844844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:53.969173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:53.969330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:53.969371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:53.969402] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:53.972801] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=17.13%) [2025-11-26T17:08:53.973077] [INFO ] [FORECASTER] Completed predict_future for CFFN [2025-11-26T17:08:53.973209] [INFO ] [sig ] CFFN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:54.123184] [INFO ] [LOCAL ] Saved forecast: CFFN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CFFN.txt [2025-11-26T17:08:54.123323] [INFO ] [sig ] [664/3639] Completed CFFN in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.3m [2025-11-26T17:08:54.123367] [INFO ] [sig ] [665/3639] Forecasting CFG... [2025-11-26T17:08:54.123402] [INFO ] [sig ] Generating forecast for: CFG [2025-11-26T17:08:54.123438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-11-26T17:08:54.133636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFG'. [2025-11-26T17:08:54.133976] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-11-26T17:08:54.134832] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-11-26T17:08:54.134890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:54.134927] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:54.134958] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:54.135021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:54.194215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:54.194890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:54.194977] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:54.195013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:54.315374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:54.315539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:54.315584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:54.315660] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:54.319204] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=2.35%) [2025-11-26T17:08:54.319494] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-11-26T17:08:54.319631] [INFO ] [sig ] CFG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:54.473541] [INFO ] [LOCAL ] Saved forecast: CFG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CFG.txt [2025-11-26T17:08:54.473698] [INFO ] [sig ] [665/3639] Completed CFG in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.3m [2025-11-26T17:08:54.473743] [INFO ] [sig ] [666/3639] Forecasting CFO... [2025-11-26T17:08:54.473806] [INFO ] [sig ] Generating forecast for: CFO [2025-11-26T17:08:54.473841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'. [2025-11-26T17:08:54.484308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFO'. [2025-11-26T17:08:54.484609] [INFO ] [FORECASTER] Starting predict_future for CFO [2025-11-26T17:08:54.485429] [DEBUG] [LOCAL ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt [2025-11-26T17:08:54.485484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:54.485518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:54.485548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:54.485608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:54.543992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:54.544721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:54.544835] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:54.544874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:54.656972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:54.657138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:54.657187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:54.657220] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:54.660770] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=7.90%) [2025-11-26T17:08:54.661060] [INFO ] [FORECASTER] Completed predict_future for CFO [2025-11-26T17:08:54.661196] [INFO ] [sig ] CFO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:54.809659] [INFO ] [LOCAL ] Saved forecast: CFO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CFO.txt [2025-11-26T17:08:54.809798] [INFO ] [sig ] [666/3639] Completed CFO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.3m [2025-11-26T17:08:54.809840] [INFO ] [sig ] [667/3639] Forecasting CG... [2025-11-26T17:08:54.809873] [INFO ] [sig ] Generating forecast for: CG [2025-11-26T17:08:54.809906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'. [2025-11-26T17:08:54.820040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CG'. [2025-11-26T17:08:54.820337] [INFO ] [FORECASTER] Starting predict_future for CG [2025-11-26T17:08:54.821151] [DEBUG] [LOCAL ] No optimal features file found for CG: ./output/feature-sets/CG.txt [2025-11-26T17:08:54.821206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:54.821240] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:54.821269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:54.821329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:54.878632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:54.879349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:54.879432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:54.879497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:54.998782] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:54.998950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:54.998997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:54.999026] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:55.002399] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=67.50%) [2025-11-26T17:08:55.002709] [INFO ] [FORECASTER] Completed predict_future for CG [2025-11-26T17:08:55.002844] [INFO ] [sig ] CG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:55.144359] [INFO ] [LOCAL ] Saved forecast: CG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CG.txt [2025-11-26T17:08:55.144498] [INFO ] [sig ] [667/3639] Completed CG in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:55.144540] [INFO ] [sig ] [668/3639] Forecasting CGABL... [2025-11-26T17:08:55.144573] [INFO ] [sig ] Generating forecast for: CGABL [2025-11-26T17:08:55.144606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'. [2025-11-26T17:08:55.156989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGABL'. [2025-11-26T17:08:55.157498] [INFO ] [FORECASTER] Starting predict_future for CGABL [2025-11-26T17:08:55.158380] [DEBUG] [LOCAL ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt [2025-11-26T17:08:55.158438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:55.158483] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:55.158523] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:55.158588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:55.219730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:55.220668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:55.220764] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:55.220801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:55.338581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:55.338765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:55.338810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:55.338842] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:55.342429] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=95.38%) [2025-11-26T17:08:55.342755] [INFO ] [FORECASTER] Completed predict_future for CGABL [2025-11-26T17:08:55.342896] [INFO ] [sig ] CGABL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:55.496512] [INFO ] [LOCAL ] Saved forecast: CGABL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CGABL.txt [2025-11-26T17:08:55.496707] [INFO ] [sig ] [668/3639] Completed CGABL in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:55.496756] [INFO ] [sig ] [669/3639] Forecasting CGBD... [2025-11-26T17:08:55.496792] [INFO ] [sig ] Generating forecast for: CGBD [2025-11-26T17:08:55.496853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'. [2025-11-26T17:08:55.508406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGBD'. [2025-11-26T17:08:55.508839] [INFO ] [FORECASTER] Starting predict_future for CGBD [2025-11-26T17:08:55.509681] [DEBUG] [LOCAL ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt [2025-11-26T17:08:55.509739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:55.509774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:55.509803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:55.509876] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:55.569581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:55.570494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:55.570592] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:55.570631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:55.689352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:55.689527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:55.689569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:55.689601] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:55.693147] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=3.54%) [2025-11-26T17:08:55.693449] [INFO ] [FORECASTER] Completed predict_future for CGBD [2025-11-26T17:08:55.693583] [INFO ] [sig ] CGBD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:55.838664] [INFO ] [LOCAL ] Saved forecast: CGBD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CGBD.txt [2025-11-26T17:08:55.838971] [INFO ] [sig ] [669/3639] Completed CGBD in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:55.839019] [INFO ] [sig ] [670/3639] Forecasting CGC... [2025-11-26T17:08:55.839053] [INFO ] [sig ] Generating forecast for: CGC [2025-11-26T17:08:55.839087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'. [2025-11-26T17:08:55.851345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGC'. [2025-11-26T17:08:55.851671] [INFO ] [FORECASTER] Starting predict_future for CGC [2025-11-26T17:08:55.852473] [DEBUG] [LOCAL ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt [2025-11-26T17:08:55.852527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:55.852561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:55.852590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:55.852668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:55.910201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:55.911019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:55.911110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:55.911148] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:56.026960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:56.027127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:56.027167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:56.027197] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:56.030588] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-11-26T17:08:56.030885] [INFO ] [FORECASTER] Completed predict_future for CGC [2025-11-26T17:08:56.031015] [INFO ] [sig ] CGC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:56.175230] [INFO ] [LOCAL ] Saved forecast: CGC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CGC.txt [2025-11-26T17:08:56.175374] [INFO ] [sig ] [670/3639] Completed CGC in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:56.175416] [INFO ] [sig ] [671/3639] Forecasting CGEM... [2025-11-26T17:08:56.175450] [INFO ] [sig ] Generating forecast for: CGEM [2025-11-26T17:08:56.175482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'. [2025-11-26T17:08:56.187222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEM'. [2025-11-26T17:08:56.187699] [INFO ] [FORECASTER] Starting predict_future for CGEM [2025-11-26T17:08:56.188604] [DEBUG] [LOCAL ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt [2025-11-26T17:08:56.188696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:56.188735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:56.188766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:56.188828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:56.252465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:56.253425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:56.253521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:56.253560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:56.376635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:56.376849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:56.376892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:56.376924] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:56.380518] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=92.07%) [2025-11-26T17:08:56.380846] [INFO ] [FORECASTER] Completed predict_future for CGEM [2025-11-26T17:08:56.381007] [INFO ] [sig ] CGEM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:56.533785] [INFO ] [LOCAL ] Saved forecast: CGEM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CGEM.txt [2025-11-26T17:08:56.533966] [INFO ] [sig ] [671/3639] Completed CGEM in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:56.534018] [INFO ] [sig ] [672/3639] Forecasting CGEN... [2025-11-26T17:08:56.534052] [INFO ] [sig ] Generating forecast for: CGEN [2025-11-26T17:08:56.534086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'. [2025-11-26T17:08:56.545360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEN'. [2025-11-26T17:08:56.545749] [INFO ] [FORECASTER] Starting predict_future for CGEN [2025-11-26T17:08:56.546562] [DEBUG] [LOCAL ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt [2025-11-26T17:08:56.546618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:56.546679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:56.546711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:56.546771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:56.603896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:56.604576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:56.604681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:56.604720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:56.722328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:56.722495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:56.722536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:56.722566] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:56.725945] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-11-26T17:08:56.726222] [INFO ] [FORECASTER] Completed predict_future for CGEN [2025-11-26T17:08:56.726352] [INFO ] [sig ] CGEN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:56.870039] [INFO ] [LOCAL ] Saved forecast: CGEN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CGEN.txt [2025-11-26T17:08:56.870178] [INFO ] [sig ] [672/3639] Completed CGEN in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:56.870220] [INFO ] [sig ] [673/3639] Forecasting CGNX... [2025-11-26T17:08:56.870251] [INFO ] [sig ] Generating forecast for: CGNX [2025-11-26T17:08:56.870284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'. [2025-11-26T17:08:56.880465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGNX'. [2025-11-26T17:08:56.880781] [INFO ] [FORECASTER] Starting predict_future for CGNX [2025-11-26T17:08:56.881567] [DEBUG] [LOCAL ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt [2025-11-26T17:08:56.881622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:56.881701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:56.881732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:56.881793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:56.939809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:56.940475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:56.940562] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:56.940598] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:57.056955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:57.057094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:57.057135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:57.057167] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:57.060618] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=98.86%) [2025-11-26T17:08:57.060916] [INFO ] [FORECASTER] Completed predict_future for CGNX [2025-11-26T17:08:57.061048] [INFO ] [sig ] CGNX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:57.203787] [INFO ] [LOCAL ] Saved forecast: CGNX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CGNX.txt [2025-11-26T17:08:57.203982] [INFO ] [sig ] [673/3639] Completed CGNX in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:57.204038] [INFO ] [sig ] [674/3639] Forecasting CGO... [2025-11-26T17:08:57.204109] [INFO ] [sig ] Generating forecast for: CGO [2025-11-26T17:08:57.204144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'. [2025-11-26T17:08:57.214706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGO'. [2025-11-26T17:08:57.215125] [INFO ] [FORECASTER] Starting predict_future for CGO [2025-11-26T17:08:57.215971] [DEBUG] [LOCAL ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt [2025-11-26T17:08:57.216028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:57.216062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:57.216091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:57.216153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:57.275007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:57.275805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:57.275892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:57.275929] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:57.388439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:57.388568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:57.388609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:57.388658] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:57.391994] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=95.82%) [2025-11-26T17:08:57.392281] [INFO ] [FORECASTER] Completed predict_future for CGO [2025-11-26T17:08:57.392415] [INFO ] [sig ] CGO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:57.533532] [INFO ] [LOCAL ] Saved forecast: CGO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CGO.txt [2025-11-26T17:08:57.533687] [INFO ] [sig ] [674/3639] Completed CGO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:57.533731] [INFO ] [sig ] [675/3639] Forecasting CGON... [2025-11-26T17:08:57.533764] [INFO ] [sig ] Generating forecast for: CGON [2025-11-26T17:08:57.533822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'. [2025-11-26T17:08:57.544206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGON'. [2025-11-26T17:08:57.544587] [INFO ] [FORECASTER] Starting predict_future for CGON [2025-11-26T17:08:57.545420] [DEBUG] [LOCAL ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt [2025-11-26T17:08:57.545476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:57.545511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:57.545540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:57.545598] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:57.606534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:57.607275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:57.607395] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:57.607435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:57.727681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:57.727833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:57.727873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:57.727903] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:57.731222] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=35.54%) [2025-11-26T17:08:57.731508] [INFO ] [FORECASTER] Completed predict_future for CGON [2025-11-26T17:08:57.731694] [INFO ] [sig ] CGON: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:57.871578] [INFO ] [LOCAL ] Saved forecast: CGON 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CGON.txt [2025-11-26T17:08:57.871732] [INFO ] [sig ] [675/3639] Completed CGON in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:57.871776] [INFO ] [sig ] [676/3639] Forecasting CGTX... [2025-11-26T17:08:57.871807] [INFO ] [sig ] Generating forecast for: CGTX [2025-11-26T17:08:57.871842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'. [2025-11-26T17:08:57.883942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGTX'. [2025-11-26T17:08:57.884316] [INFO ] [FORECASTER] Starting predict_future for CGTX [2025-11-26T17:08:57.885147] [DEBUG] [LOCAL ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt [2025-11-26T17:08:57.885202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:57.885235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:57.885264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:57.885323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:57.942355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:57.943015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:57.943103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:57.943138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:58.066876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:58.067031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:58.067075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:58.067142] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:58.070564] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=77.47%) [2025-11-26T17:08:58.070873] [INFO ] [FORECASTER] Completed predict_future for CGTX [2025-11-26T17:08:58.071006] [INFO ] [sig ] CGTX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:58.213433] [INFO ] [LOCAL ] Saved forecast: CGTX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CGTX.txt [2025-11-26T17:08:58.213569] [INFO ] [sig ] [676/3639] Completed CGTX in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:58.213611] [INFO ] [sig ] [677/3639] Forecasting CHCI... [2025-11-26T17:08:58.213668] [INFO ] [sig ] Generating forecast for: CHCI [2025-11-26T17:08:58.213704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'. [2025-11-26T17:08:58.224800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCI'. [2025-11-26T17:08:58.225172] [INFO ] [FORECASTER] Starting predict_future for CHCI [2025-11-26T17:08:58.226017] [DEBUG] [LOCAL ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt [2025-11-26T17:08:58.226076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:58.226111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:58.226140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:58.226201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:58.285912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:58.286713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:58.286800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:58.286835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:58.399929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:58.400084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:58.400127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:58.400160] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:58.403520] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=97.37%) [2025-11-26T17:08:58.403821] [INFO ] [FORECASTER] Completed predict_future for CHCI [2025-11-26T17:08:58.403956] [INFO ] [sig ] CHCI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:58.549821] [INFO ] [LOCAL ] Saved forecast: CHCI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHCI.txt [2025-11-26T17:08:58.549955] [INFO ] [sig ] [677/3639] Completed CHCI in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:58.549997] [INFO ] [sig ] [678/3639] Forecasting CHCO... [2025-11-26T17:08:58.550029] [INFO ] [sig ] Generating forecast for: CHCO [2025-11-26T17:08:58.550064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'. [2025-11-26T17:08:58.561309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCO'. [2025-11-26T17:08:58.561633] [INFO ] [FORECASTER] Starting predict_future for CHCO [2025-11-26T17:08:58.562444] [DEBUG] [LOCAL ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt [2025-11-26T17:08:58.562501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:58.562534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:58.562563] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:58.562623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:58.620113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:58.620771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:58.620855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:58.620891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:58.745093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:58.745282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:58.745325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:58.745357] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:58.748693] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=58.75%) [2025-11-26T17:08:58.748966] [INFO ] [FORECASTER] Completed predict_future for CHCO [2025-11-26T17:08:58.749100] [INFO ] [sig ] CHCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:58.889762] [INFO ] [LOCAL ] Saved forecast: CHCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHCO.txt [2025-11-26T17:08:58.889895] [INFO ] [sig ] [678/3639] Completed CHCO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:58.889937] [INFO ] [sig ] [679/3639] Forecasting CHD... [2025-11-26T17:08:58.889968] [INFO ] [sig ] Generating forecast for: CHD [2025-11-26T17:08:58.890003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-11-26T17:08:58.899958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHD'. [2025-11-26T17:08:58.900256] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-11-26T17:08:58.901061] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-11-26T17:08:58.901117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:58.901151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:58.901180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:58.901242] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:58.958830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:58.959520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:58.959606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:58.959661] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:59.085499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:59.085695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:59.085743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:59.085774] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:59.089393] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=20.13%) [2025-11-26T17:08:59.089706] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-11-26T17:08:59.089849] [INFO ] [sig ] CHD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:59.233156] [INFO ] [LOCAL ] Saved forecast: CHD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHD.txt [2025-11-26T17:08:59.233318] [INFO ] [sig ] [679/3639] Completed CHD in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:59.233363] [INFO ] [sig ] [680/3639] Forecasting CHDN... [2025-11-26T17:08:59.233397] [INFO ] [sig ] Generating forecast for: CHDN [2025-11-26T17:08:59.233431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'. [2025-11-26T17:08:59.245075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHDN'. [2025-11-26T17:08:59.245476] [INFO ] [FORECASTER] Starting predict_future for CHDN [2025-11-26T17:08:59.246314] [DEBUG] [LOCAL ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt [2025-11-26T17:08:59.246370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:59.246403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:59.246431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:59.246490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:59.303166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:59.303812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:59.303896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:59.303931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:59.423905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:59.424032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:59.424072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:59.424101] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:59.427365] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=37.51%) [2025-11-26T17:08:59.427638] [INFO ] [FORECASTER] Completed predict_future for CHDN [2025-11-26T17:08:59.427792] [INFO ] [sig ] CHDN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:08:59.574280] [INFO ] [LOCAL ] Saved forecast: CHDN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHDN.txt [2025-11-26T17:08:59.574432] [INFO ] [sig ] [680/3639] Completed CHDN in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:59.574476] [INFO ] [sig ] [681/3639] Forecasting CHE... [2025-11-26T17:08:59.574508] [INFO ] [sig ] Generating forecast for: CHE [2025-11-26T17:08:59.574540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-11-26T17:08:59.585053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHE'. [2025-11-26T17:08:59.585330] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-11-26T17:08:59.586128] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-11-26T17:08:59.586183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:59.586217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:59.586246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:59.586305] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:59.644116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:59.644764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:59.644849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:59.644884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:08:59.762523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:08:59.762699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:08:59.762742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:08:59.762773] [INFO ] [FORECASTER] Training complete [2025-11-26T17:08:59.766116] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=76.69%) [2025-11-26T17:08:59.766391] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-11-26T17:08:59.766521] [INFO ] [sig ] CHE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:08:59.907176] [INFO ] [LOCAL ] Saved forecast: CHE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHE.txt [2025-11-26T17:08:59.907316] [INFO ] [sig ] [681/3639] Completed CHE in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.2m [2025-11-26T17:08:59.907381] [INFO ] [sig ] [682/3639] Forecasting CHEF... [2025-11-26T17:08:59.907419] [INFO ] [sig ] Generating forecast for: CHEF [2025-11-26T17:08:59.907454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'. [2025-11-26T17:08:59.917974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHEF'. [2025-11-26T17:08:59.918257] [INFO ] [FORECASTER] Starting predict_future for CHEF [2025-11-26T17:08:59.919053] [DEBUG] [LOCAL ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt [2025-11-26T17:08:59.919108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:08:59.919158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:08:59.919188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:08:59.919249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:08:59.975572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:08:59.976231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:08:59.976315] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:08:59.976350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:00.091267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:00.091401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:00.091440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:00.091470] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:00.094754] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=22.89%) [2025-11-26T17:09:00.095024] [INFO ] [FORECASTER] Completed predict_future for CHEF [2025-11-26T17:09:00.095157] [INFO ] [sig ] CHEF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:00.238226] [INFO ] [LOCAL ] Saved forecast: CHEF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHEF.txt [2025-11-26T17:09:00.238351] [INFO ] [sig ] [682/3639] Completed CHEF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:00.238445] [INFO ] [sig ] [683/3639] Forecasting CHH... [2025-11-26T17:09:00.238482] [INFO ] [sig ] Generating forecast for: CHH [2025-11-26T17:09:00.238517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-11-26T17:09:00.254455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHH'. [2025-11-26T17:09:00.254797] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-11-26T17:09:00.255579] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-11-26T17:09:00.255633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:00.255698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:00.255730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:00.255790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:00.329243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:00.332117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:00.332242] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:00.332279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:00.454891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:00.455062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:00.455108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:00.455138] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:00.458511] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=22.32%) [2025-11-26T17:09:00.458810] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-11-26T17:09:00.458941] [INFO ] [sig ] CHH: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:00.617033] [INFO ] [LOCAL ] Saved forecast: CHH 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHH.txt [2025-11-26T17:09:00.617203] [INFO ] [sig ] [683/3639] Completed CHH in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:00.617246] [INFO ] [sig ] [684/3639] Forecasting CHI... [2025-11-26T17:09:00.617280] [INFO ] [sig ] Generating forecast for: CHI [2025-11-26T17:09:00.617313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'. [2025-11-26T17:09:00.628523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHI'. [2025-11-26T17:09:00.628981] [INFO ] [FORECASTER] Starting predict_future for CHI [2025-11-26T17:09:00.629829] [DEBUG] [LOCAL ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt [2025-11-26T17:09:00.629885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:00.629922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:00.629950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:00.630011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:00.687319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:00.688248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:00.688344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:00.688379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:00.810187] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:00.810371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:00.810413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:00.810443] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:00.814034] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=50.09%) [2025-11-26T17:09:00.814331] [INFO ] [FORECASTER] Completed predict_future for CHI [2025-11-26T17:09:00.814471] [INFO ] [sig ] CHI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:00.960922] [INFO ] [LOCAL ] Saved forecast: CHI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHI.txt [2025-11-26T17:09:00.961097] [INFO ] [sig ] [684/3639] Completed CHI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:00.961177] [INFO ] [sig ] [685/3639] Forecasting CHKP... [2025-11-26T17:09:00.961214] [INFO ] [sig ] Generating forecast for: CHKP [2025-11-26T17:09:00.961246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'. [2025-11-26T17:09:00.973340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHKP'. [2025-11-26T17:09:00.973749] [INFO ] [FORECASTER] Starting predict_future for CHKP [2025-11-26T17:09:00.974544] [DEBUG] [LOCAL ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt [2025-11-26T17:09:00.974598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:00.974632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:00.974688] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:00.974749] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:01.031977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:01.032909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:01.033016] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:01.033053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:01.158890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:01.159087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:01.159130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:01.159163] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:01.162638] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=94.34%) [2025-11-26T17:09:01.162994] [INFO ] [FORECASTER] Completed predict_future for CHKP [2025-11-26T17:09:01.163139] [INFO ] [sig ] CHKP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:01.310758] [INFO ] [LOCAL ] Saved forecast: CHKP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHKP.txt [2025-11-26T17:09:01.310967] [INFO ] [sig ] [685/3639] Completed CHKP in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:01.311021] [INFO ] [sig ] [686/3639] Forecasting CHMI... [2025-11-26T17:09:01.311055] [INFO ] [sig ] Generating forecast for: CHMI [2025-11-26T17:09:01.311087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-11-26T17:09:01.322351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHMI'. [2025-11-26T17:09:01.322759] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-11-26T17:09:01.323589] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-11-26T17:09:01.323669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:01.323709] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:01.323739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:01.323800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:01.382135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:01.383031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:01.383142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:01.383185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:01.506013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:01.506195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:01.506237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:01.506267] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:01.509700] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=2.43%) [2025-11-26T17:09:01.509980] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-11-26T17:09:01.510116] [INFO ] [sig ] CHMI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:01.669742] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHMI.txt [2025-11-26T17:09:01.670040] [INFO ] [sig ] [686/3639] Completed CHMI in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:01.670116] [INFO ] [sig ] [687/3639] Forecasting CHRD... [2025-11-26T17:09:01.670173] [INFO ] [sig ] Generating forecast for: CHRD [2025-11-26T17:09:01.670414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'. [2025-11-26T17:09:01.686829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRD'. [2025-11-26T17:09:01.687561] [INFO ] [FORECASTER] Starting predict_future for CHRD [2025-11-26T17:09:01.688765] [DEBUG] [LOCAL ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt [2025-11-26T17:09:01.688840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:01.688895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:01.688944] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:01.689042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:01.780839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:01.782000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:01.782133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:01.782197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:01.957395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:01.957678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:01.957730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:01.957763] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:01.961917] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=25.59%) [2025-11-26T17:09:01.962306] [INFO ] [FORECASTER] Completed predict_future for CHRD [2025-11-26T17:09:01.963456] [INFO ] [sig ] CHRD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:02.115184] [INFO ] [LOCAL ] Saved forecast: CHRD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHRD.txt [2025-11-26T17:09:02.115369] [INFO ] [sig ] [687/3639] Completed CHRD in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:02.115414] [INFO ] [sig ] [688/3639] Forecasting CHRS... [2025-11-26T17:09:02.115483] [INFO ] [sig ] Generating forecast for: CHRS [2025-11-26T17:09:02.115520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'. [2025-11-26T17:09:02.126779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRS'. [2025-11-26T17:09:02.127194] [INFO ] [FORECASTER] Starting predict_future for CHRS [2025-11-26T17:09:02.128158] [DEBUG] [LOCAL ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt [2025-11-26T17:09:02.128214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:02.128249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:02.128279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:02.128338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:02.186188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:02.187161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:02.187264] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:02.187301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:02.315598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:02.315811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:02.315862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:02.315895] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:02.319726] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=6.80%) [2025-11-26T17:09:02.320031] [INFO ] [FORECASTER] Completed predict_future for CHRS [2025-11-26T17:09:02.320189] [INFO ] [sig ] CHRS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:02.476193] [INFO ] [LOCAL ] Saved forecast: CHRS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHRS.txt [2025-11-26T17:09:02.476379] [INFO ] [sig ] [688/3639] Completed CHRS in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:02.476425] [INFO ] [sig ] [689/3639] Forecasting CHSCL... [2025-11-26T17:09:02.476458] [INFO ] [sig ] Generating forecast for: CHSCL [2025-11-26T17:09:02.476528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'. [2025-11-26T17:09:02.491794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'. [2025-11-26T17:09:02.492459] [INFO ] [FORECASTER] Starting predict_future for CHSCL [2025-11-26T17:09:02.493663] [DEBUG] [LOCAL ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt [2025-11-26T17:09:02.493738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:02.493793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:02.493842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:02.493935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:02.568507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:02.569681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:02.569794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:02.569849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:02.697613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:02.697812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:02.697887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:02.697922] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:02.701430] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=97.95%) [2025-11-26T17:09:02.701739] [INFO ] [FORECASTER] Completed predict_future for CHSCL [2025-11-26T17:09:02.701877] [INFO ] [sig ] CHSCL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:02.857793] [INFO ] [LOCAL ] Saved forecast: CHSCL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHSCL.txt [2025-11-26T17:09:02.858022] [INFO ] [sig ] [689/3639] Completed CHSCL in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:02.858112] [INFO ] [sig ] [690/3639] Forecasting CHSCM... [2025-11-26T17:09:02.858160] [INFO ] [sig ] Generating forecast for: CHSCM [2025-11-26T17:09:02.858204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'. [2025-11-26T17:09:02.869527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'. [2025-11-26T17:09:02.869957] [INFO ] [FORECASTER] Starting predict_future for CHSCM [2025-11-26T17:09:02.870821] [DEBUG] [LOCAL ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt [2025-11-26T17:09:02.870877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:02.870952] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:02.870995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:02.871083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:02.929508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:02.930336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:02.930430] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:02.930470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:03.048456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:03.048638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:03.048704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:03.048735] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:03.052297] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=89.81%) [2025-11-26T17:09:03.052594] [INFO ] [FORECASTER] Completed predict_future for CHSCM [2025-11-26T17:09:03.052767] [INFO ] [sig ] CHSCM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:03.201399] [INFO ] [LOCAL ] Saved forecast: CHSCM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHSCM.txt [2025-11-26T17:09:03.201571] [INFO ] [sig ] [690/3639] Completed CHSCM in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:03.201668] [INFO ] [sig ] [691/3639] Forecasting CHSCN... [2025-11-26T17:09:03.201721] [INFO ] [sig ] Generating forecast for: CHSCN [2025-11-26T17:09:03.201769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'. [2025-11-26T17:09:03.215483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'. [2025-11-26T17:09:03.216184] [INFO ] [FORECASTER] Starting predict_future for CHSCN [2025-11-26T17:09:03.217364] [DEBUG] [LOCAL ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt [2025-11-26T17:09:03.217430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:03.217468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:03.217500] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:03.217565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:03.278753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:03.280069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:03.280208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:03.280245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:03.409736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:03.410023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:03.410071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:03.410109] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:03.414244] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-11-26T17:09:03.414593] [INFO ] [FORECASTER] Completed predict_future for CHSCN [2025-11-26T17:09:03.414786] [INFO ] [sig ] CHSCN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:03.565150] [INFO ] [LOCAL ] Saved forecast: CHSCN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHSCN.txt [2025-11-26T17:09:03.565376] [INFO ] [sig ] [691/3639] Completed CHSCN in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:03.565463] [INFO ] [sig ] [692/3639] Forecasting CHSCO... [2025-11-26T17:09:03.565499] [INFO ] [sig ] Generating forecast for: CHSCO [2025-11-26T17:09:03.565534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'. [2025-11-26T17:09:03.578773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'. [2025-11-26T17:09:03.579245] [INFO ] [FORECASTER] Starting predict_future for CHSCO [2025-11-26T17:09:03.580144] [DEBUG] [LOCAL ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt [2025-11-26T17:09:03.580205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:03.580242] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:03.580283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:03.580356] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:03.639860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:03.640945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:03.641043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:03.641082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:03.754417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:03.754600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:03.754662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:03.754697] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:03.758215] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=23.48%) [2025-11-26T17:09:03.758505] [INFO ] [FORECASTER] Completed predict_future for CHSCO [2025-11-26T17:09:03.758687] [INFO ] [sig ] CHSCO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:03.901768] [INFO ] [LOCAL ] Saved forecast: CHSCO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHSCO.txt [2025-11-26T17:09:03.901944] [INFO ] [sig ] [692/3639] Completed CHSCO in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:03.902015] [INFO ] [sig ] [693/3639] Forecasting CHSCP... [2025-11-26T17:09:03.902048] [INFO ] [sig ] Generating forecast for: CHSCP [2025-11-26T17:09:03.902083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'. [2025-11-26T17:09:03.912891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'. [2025-11-26T17:09:03.913241] [INFO ] [FORECASTER] Starting predict_future for CHSCP [2025-11-26T17:09:03.914062] [DEBUG] [LOCAL ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt [2025-11-26T17:09:03.914118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:03.914165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:03.914195] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:03.914256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:03.970907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:03.971820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:03.971922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:03.971957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:04.077063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:04.077244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:04.077286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:04.077370] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:04.080895] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=64.39%) [2025-11-26T17:09:04.081216] [INFO ] [FORECASTER] Completed predict_future for CHSCP [2025-11-26T17:09:04.081355] [INFO ] [sig ] CHSCP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:04.226195] [INFO ] [LOCAL ] Saved forecast: CHSCP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHSCP.txt [2025-11-26T17:09:04.226367] [INFO ] [sig ] [693/3639] Completed CHSCP in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:04.226445] [INFO ] [sig ] [694/3639] Forecasting CHWY... [2025-11-26T17:09:04.226482] [INFO ] [sig ] Generating forecast for: CHWY [2025-11-26T17:09:04.226515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-11-26T17:09:04.237185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHWY'. [2025-11-26T17:09:04.237659] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-11-26T17:09:04.238473] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-11-26T17:09:04.238529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:04.238563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:04.238592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:04.238670] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:04.295090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:04.295998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:04.296093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:04.296129] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:04.419720] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:04.419890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:04.419931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:04.419961] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:04.423324] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-11-26T17:09:04.423622] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-11-26T17:09:04.423802] [INFO ] [sig ] CHWY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:04.567776] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CHWY.txt [2025-11-26T17:09:04.567963] [INFO ] [sig ] [694/3639] Completed CHWY in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:04.568006] [INFO ] [sig ] [695/3639] Forecasting CHY... [2025-11-26T17:09:04.568038] [INFO ] [sig ] Generating forecast for: CHY [2025-11-26T17:09:04.568072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'. [2025-11-26T17:09:04.579038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHY'. [2025-11-26T17:09:04.579413] [INFO ] [FORECASTER] Starting predict_future for CHY [2025-11-26T17:09:04.580238] [DEBUG] [LOCAL ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt [2025-11-26T17:09:04.580293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:04.580327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:04.580356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:04.580416] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:04.636383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:04.637246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:04.637357] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:04.637395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:04.754219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:04.754401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:04.754444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:04.754478] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:04.758049] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-11-26T17:09:04.758375] [INFO ] [FORECASTER] Completed predict_future for CHY [2025-11-26T17:09:04.758519] [INFO ] [sig ] CHY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:04.901015] [INFO ] [LOCAL ] Saved forecast: CHY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CHY.txt [2025-11-26T17:09:04.901174] [INFO ] [sig ] [695/3639] Completed CHY in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:04.901248] [INFO ] [sig ] [696/3639] Forecasting CI... [2025-11-26T17:09:04.901284] [INFO ] [sig ] Generating forecast for: CI [2025-11-26T17:09:04.901319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-11-26T17:09:04.912145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CI'. [2025-11-26T17:09:04.912542] [INFO ] [FORECASTER] Starting predict_future for CI [2025-11-26T17:09:04.913360] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-11-26T17:09:04.913416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:04.913449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:04.913478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:04.913537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:04.969663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:04.970625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:04.970748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:04.970785] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:05.088890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:05.089062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:05.089105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:05.089136] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:05.092511] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=95.11%) [2025-11-26T17:09:05.092814] [INFO ] [FORECASTER] Completed predict_future for CI [2025-11-26T17:09:05.092948] [INFO ] [sig ] CI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:05.234847] [INFO ] [LOCAL ] Saved forecast: CI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CI.txt [2025-11-26T17:09:05.235004] [INFO ] [sig ] [696/3639] Completed CI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:05.235080] [INFO ] [sig ] [697/3639] Forecasting CIA... [2025-11-26T17:09:05.235124] [INFO ] [sig ] Generating forecast for: CIA [2025-11-26T17:09:05.235161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-11-26T17:09:05.247610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIA'. [2025-11-26T17:09:05.248085] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-11-26T17:09:05.248973] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-11-26T17:09:05.249031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:05.249067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:05.249098] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:05.249161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:05.313726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:05.314619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:05.314730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:05.314767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:05.429550] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:05.429730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:05.429774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:05.429804] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:05.433245] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=18.22%) [2025-11-26T17:09:05.433728] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-11-26T17:09:05.433871] [INFO ] [sig ] CIA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:05.578358] [INFO ] [LOCAL ] Saved forecast: CIA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CIA.txt [2025-11-26T17:09:05.578500] [INFO ] [sig ] [697/3639] Completed CIA in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:05.578567] [INFO ] [sig ] [698/3639] Forecasting CIB... [2025-11-26T17:09:05.578605] [INFO ] [sig ] Generating forecast for: CIB [2025-11-26T17:09:05.578668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-11-26T17:09:05.592373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIB'. [2025-11-26T17:09:05.593088] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-11-26T17:09:05.594314] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-11-26T17:09:05.594377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:05.594415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:05.594445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:05.594513] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:05.653454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:05.654730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:05.654846] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:05.654883] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:05.783996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:05.784215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:05.784262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:05.784294] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:05.788472] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=33.79%) [2025-11-26T17:09:05.788925] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-11-26T17:09:05.789121] [INFO ] [sig ] CIB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:05.935167] [INFO ] [LOCAL ] Saved forecast: CIB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CIB.txt [2025-11-26T17:09:05.935414] [INFO ] [sig ] [698/3639] Completed CIB in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 17.1m [2025-11-26T17:09:05.935465] [INFO ] [sig ] [699/3639] Forecasting CIEN... [2025-11-26T17:09:05.935505] [INFO ] [sig ] Generating forecast for: CIEN [2025-11-26T17:09:05.935552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-11-26T17:09:05.947799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIEN'. [2025-11-26T17:09:05.948308] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-11-26T17:09:05.949237] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-11-26T17:09:05.949295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:05.949330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:05.949359] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:05.949420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:06.008501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:06.009495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:06.009685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:06.009727] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:06.135306] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:06.135535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:06.135582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:06.135614] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:06.139621] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=99.68%) [2025-11-26T17:09:06.139971] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-11-26T17:09:06.140126] [INFO ] [sig ] CIEN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:06.291626] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CIEN.txt [2025-11-26T17:09:06.291838] [INFO ] [sig ] [699/3639] Completed CIEN in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 17.1m [2025-11-26T17:09:06.291882] [INFO ] [sig ] [700/3639] Forecasting CIF... [2025-11-26T17:09:06.291913] [INFO ] [sig ] Generating forecast for: CIF [2025-11-26T17:09:06.291949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-11-26T17:09:06.304434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIF'. [2025-11-26T17:09:06.304978] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-11-26T17:09:06.305893] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-11-26T17:09:06.305948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:06.305984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:06.306041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:06.306108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:06.363924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:06.364949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:06.365102] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:06.365140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:06.474931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:06.475171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:06.475216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:06.475272] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:06.479121] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-11-26T17:09:06.479438] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-11-26T17:09:06.479580] [INFO ] [sig ] CIF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:06.627998] [INFO ] [LOCAL ] Saved forecast: CIF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CIF.txt [2025-11-26T17:09:06.628219] [INFO ] [sig ] [700/3639] Completed CIF in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.1m [2025-11-26T17:09:06.628265] [INFO ] [sig ] [701/3639] Forecasting CIG... [2025-11-26T17:09:06.628299] [INFO ] [sig ] Generating forecast for: CIG [2025-11-26T17:09:06.628334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-11-26T17:09:06.641169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIG'. [2025-11-26T17:09:06.641791] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-11-26T17:09:06.642848] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-11-26T17:09:06.642909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:06.642959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:06.643000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:06.643064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:06.703534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:06.704759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:06.704878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:06.704915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:06.827530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:06.827792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:06.827845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:06.827878] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:06.831979] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=79.12%) [2025-11-26T17:09:06.832310] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-11-26T17:09:06.832464] [INFO ] [sig ] CIG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:06.979753] [INFO ] [LOCAL ] Saved forecast: CIG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CIG.txt [2025-11-26T17:09:06.979988] [INFO ] [sig ] [701/3639] Completed CIG in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:06.980088] [INFO ] [sig ] [702/3639] Forecasting CIGI... [2025-11-26T17:09:06.980143] [INFO ] [sig ] Generating forecast for: CIGI [2025-11-26T17:09:06.980182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'. [2025-11-26T17:09:06.993030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIGI'. [2025-11-26T17:09:06.993561] [INFO ] [FORECASTER] Starting predict_future for CIGI [2025-11-26T17:09:06.994544] [DEBUG] [LOCAL ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt [2025-11-26T17:09:06.994603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:06.994661] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:06.994696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:06.994760] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:07.056004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:07.057434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:07.057567] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:07.057629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:07.185569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:07.185783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:07.185835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:07.185868] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:07.189404] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=63.17%) [2025-11-26T17:09:07.189718] [INFO ] [FORECASTER] Completed predict_future for CIGI [2025-11-26T17:09:07.189866] [INFO ] [sig ] CIGI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:07.335551] [INFO ] [LOCAL ] Saved forecast: CIGI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CIGI.txt [2025-11-26T17:09:07.335771] [INFO ] [sig ] [702/3639] Completed CIGI in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:07.335874] [INFO ] [sig ] [703/3639] Forecasting CII... [2025-11-26T17:09:07.335911] [INFO ] [sig ] Generating forecast for: CII [2025-11-26T17:09:07.335945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-11-26T17:09:07.347922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CII'. [2025-11-26T17:09:07.348392] [INFO ] [FORECASTER] Starting predict_future for CII [2025-11-26T17:09:07.349351] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-11-26T17:09:07.349421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:07.349459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:07.349505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:07.349581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:07.407453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:07.408105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:07.408188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:07.408224] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:07.530407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:07.530576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:07.530617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:07.530670] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:07.534040] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=84.55%) [2025-11-26T17:09:07.534312] [INFO ] [FORECASTER] Completed predict_future for CII [2025-11-26T17:09:07.534443] [INFO ] [sig ] CII: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:07.676241] [INFO ] [LOCAL ] Saved forecast: CII 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CII.txt [2025-11-26T17:09:07.676407] [INFO ] [sig ] [703/3639] Completed CII in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:07.676450] [INFO ] [sig ] [704/3639] Forecasting CIM... [2025-11-26T17:09:07.676516] [INFO ] [sig ] Generating forecast for: CIM [2025-11-26T17:09:07.676552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-11-26T17:09:07.687238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIM'. [2025-11-26T17:09:07.687586] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-11-26T17:09:07.688387] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-11-26T17:09:07.688443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:07.688476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:07.688505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:07.688577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:07.745300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:07.745972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:07.746055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:07.746090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:07.866797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:07.866962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:07.867003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:07.867033] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:07.870450] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=94.15%) [2025-11-26T17:09:07.870746] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-11-26T17:09:07.870879] [INFO ] [sig ] CIM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:08.016462] [INFO ] [LOCAL ] Saved forecast: CIM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CIM.txt [2025-11-26T17:09:08.016612] [INFO ] [sig ] [704/3639] Completed CIM in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:08.016696] [INFO ] [sig ] [705/3639] Forecasting CINF... [2025-11-26T17:09:08.016732] [INFO ] [sig ] Generating forecast for: CINF [2025-11-26T17:09:08.016766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'. [2025-11-26T17:09:08.027917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CINF'. [2025-11-26T17:09:08.028263] [INFO ] [FORECASTER] Starting predict_future for CINF [2025-11-26T17:09:08.029124] [DEBUG] [LOCAL ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt [2025-11-26T17:09:08.029179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:08.029213] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:08.029242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:08.029301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:08.086710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:08.087537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:08.087630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:08.087689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:08.208891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:08.209048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:08.209091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:08.209122] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:08.212777] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-11-26T17:09:08.213058] [INFO ] [FORECASTER] Completed predict_future for CINF [2025-11-26T17:09:08.213193] [INFO ] [sig ] CINF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:08.357034] [INFO ] [LOCAL ] Saved forecast: CINF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CINF.txt [2025-11-26T17:09:08.357188] [INFO ] [sig ] [705/3639] Completed CINF in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:08.357258] [INFO ] [sig ] [706/3639] Forecasting CING... [2025-11-26T17:09:08.357293] [INFO ] [sig ] Generating forecast for: CING [2025-11-26T17:09:08.357328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'. [2025-11-26T17:09:08.368688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CING'. [2025-11-26T17:09:08.369061] [INFO ] [FORECASTER] Starting predict_future for CING [2025-11-26T17:09:08.369884] [DEBUG] [LOCAL ] No optimal features file found for CING: ./output/feature-sets/CING.txt [2025-11-26T17:09:08.369952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:08.369990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:08.370019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:08.370080] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:08.432887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:08.433631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:08.433742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:08.433779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:08.556810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:08.556986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:08.557031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:08.557065] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:08.560717] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=17.71%) [2025-11-26T17:09:08.561003] [INFO ] [FORECASTER] Completed predict_future for CING [2025-11-26T17:09:08.561141] [INFO ] [sig ] CING: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:08.715570] [INFO ] [LOCAL ] Saved forecast: CING 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CING.txt [2025-11-26T17:09:08.715770] [INFO ] [sig ] [706/3639] Completed CING in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:08.715850] [INFO ] [sig ] [707/3639] Forecasting CIO... [2025-11-26T17:09:08.715885] [INFO ] [sig ] Generating forecast for: CIO [2025-11-26T17:09:08.715917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-11-26T17:09:08.726874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIO'. [2025-11-26T17:09:08.727249] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-11-26T17:09:08.728108] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-11-26T17:09:08.728164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:08.728227] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:08.728258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:08.728317] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:08.786751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:08.787705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:08.787804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:08.787839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:08.910258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:08.910447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:08.910499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:08.910531] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:08.914037] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=0.49%) [2025-11-26T17:09:08.914316] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-11-26T17:09:08.914448] [INFO ] [sig ] CIO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:09.061983] [INFO ] [LOCAL ] Saved forecast: CIO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CIO.txt [2025-11-26T17:09:09.062147] [INFO ] [sig ] [707/3639] Completed CIO in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:09.062190] [INFO ] [sig ] [708/3639] Forecasting CION... [2025-11-26T17:09:09.062259] [INFO ] [sig ] Generating forecast for: CION [2025-11-26T17:09:09.062298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-11-26T17:09:09.077468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CION'. [2025-11-26T17:09:09.077961] [INFO ] [FORECASTER] Starting predict_future for CION [2025-11-26T17:09:09.079149] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-11-26T17:09:09.079224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:09.079284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:09.079339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:09.079444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:09.157755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:09.158782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:09.158882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:09.158919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:09.301705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:09.301867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:09.301910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:09.301941] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:09.305453] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=1.34%) [2025-11-26T17:09:09.305760] [INFO ] [FORECASTER] Completed predict_future for CION [2025-11-26T17:09:09.305899] [INFO ] [sig ] CION: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:09.448831] [INFO ] [LOCAL ] Saved forecast: CION 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CION.txt [2025-11-26T17:09:09.448976] [INFO ] [sig ] [708/3639] Completed CION in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:09.449047] [INFO ] [sig ] [709/3639] Forecasting CISS... [2025-11-26T17:09:09.449083] [INFO ] [sig ] Generating forecast for: CISS [2025-11-26T17:09:09.449116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'. [2025-11-26T17:09:09.458848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CISS'. [2025-11-26T17:09:09.459249] [INFO ] [FORECASTER] Starting predict_future for CISS [2025-11-26T17:09:09.460067] [DEBUG] [LOCAL ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt [2025-11-26T17:09:09.460121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:09.460157] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:09.460186] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:09.460247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:09.516995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:09.517808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:09.517898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:09.517934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:09.631491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:09.631696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:09.631740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:09.631770] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:09.635168] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=26.35%) [2025-11-26T17:09:09.635443] [INFO ] [FORECASTER] Completed predict_future for CISS [2025-11-26T17:09:09.635576] [INFO ] [sig ] CISS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:09.778473] [INFO ] [LOCAL ] Saved forecast: CISS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CISS.txt [2025-11-26T17:09:09.778679] [INFO ] [sig ] [709/3639] Completed CISS in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:09.778735] [INFO ] [sig ] [710/3639] Forecasting CIVB... [2025-11-26T17:09:09.778768] [INFO ] [sig ] Generating forecast for: CIVB [2025-11-26T17:09:09.778802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'. [2025-11-26T17:09:09.789256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVB'. [2025-11-26T17:09:09.789576] [INFO ] [FORECASTER] Starting predict_future for CIVB [2025-11-26T17:09:09.790400] [DEBUG] [LOCAL ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt [2025-11-26T17:09:09.790455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:09.790489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:09.790518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:09.790578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:09.846928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:09.847874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:09.847967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:09.848003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:09.966413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:09.966585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:09.966627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:09.966712] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:09.970234] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=4.10%) [2025-11-26T17:09:09.970513] [INFO ] [FORECASTER] Completed predict_future for CIVB [2025-11-26T17:09:09.970667] [INFO ] [sig ] CIVB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:10.126230] [INFO ] [LOCAL ] Saved forecast: CIVB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CIVB.txt [2025-11-26T17:09:10.126390] [INFO ] [sig ] [710/3639] Completed CIVB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:10.126432] [INFO ] [sig ] [711/3639] Forecasting CIVI... [2025-11-26T17:09:10.126465] [INFO ] [sig ] Generating forecast for: CIVI [2025-11-26T17:09:10.126497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-11-26T17:09:10.137187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVI'. [2025-11-26T17:09:10.137572] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-11-26T17:09:10.138392] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-11-26T17:09:10.138447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:10.138481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:10.138510] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:10.138570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:10.196694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:10.197321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:10.197425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:10.197461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:10.315946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:10.316109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:10.316151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:10.316182] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:10.319568] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=75.33%) [2025-11-26T17:09:10.319887] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-11-26T17:09:10.320019] [INFO ] [sig ] CIVI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:10.464090] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CIVI.txt [2025-11-26T17:09:10.464236] [INFO ] [sig ] [711/3639] Completed CIVI in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:10.464281] [INFO ] [sig ] [712/3639] Forecasting CLB... [2025-11-26T17:09:10.464314] [INFO ] [sig ] Generating forecast for: CLB [2025-11-26T17:09:10.464350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-11-26T17:09:10.474929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLB'. [2025-11-26T17:09:10.475227] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-11-26T17:09:10.476053] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-11-26T17:09:10.476107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:10.476141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:10.476170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:10.476232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:10.535155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:10.535844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:10.535931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:10.535967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:10.653222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:10.653391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:10.653434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:10.653467] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:10.656948] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=63.42%) [2025-11-26T17:09:10.657227] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-11-26T17:09:10.657380] [INFO ] [sig ] CLB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:10.801657] [INFO ] [LOCAL ] Saved forecast: CLB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLB.txt [2025-11-26T17:09:10.801804] [INFO ] [sig ] [712/3639] Completed CLB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:10.801847] [INFO ] [sig ] [713/3639] Forecasting CLBK... [2025-11-26T17:09:10.801880] [INFO ] [sig ] Generating forecast for: CLBK [2025-11-26T17:09:10.801942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'. [2025-11-26T17:09:10.812784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLBK'. [2025-11-26T17:09:10.813184] [INFO ] [FORECASTER] Starting predict_future for CLBK [2025-11-26T17:09:10.814153] [DEBUG] [LOCAL ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt [2025-11-26T17:09:10.814210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:10.814261] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:10.814298] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:10.814374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:10.873684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:10.874415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:10.874503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:10.874539] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:10.990555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:10.990778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:10.990822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:10.990854] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:10.994313] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=1.86%) [2025-11-26T17:09:10.994594] [INFO ] [FORECASTER] Completed predict_future for CLBK [2025-11-26T17:09:10.994754] [INFO ] [sig ] CLBK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:11.143899] [INFO ] [LOCAL ] Saved forecast: CLBK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLBK.txt [2025-11-26T17:09:11.144119] [INFO ] [sig ] [713/3639] Completed CLBK in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:11.144169] [INFO ] [sig ] [714/3639] Forecasting CLCO... [2025-11-26T17:09:11.144204] [INFO ] [sig ] Generating forecast for: CLCO [2025-11-26T17:09:11.144271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-11-26T17:09:11.155410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLCO'. [2025-11-26T17:09:11.155851] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-11-26T17:09:11.156686] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-11-26T17:09:11.156743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:11.156777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:11.156806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:11.156874] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:11.213956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:11.214906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:11.214997] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:11.215032] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:11.334682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:11.334856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:11.334897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:11.334926] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:11.338488] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=94.07%) [2025-11-26T17:09:11.338835] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-11-26T17:09:11.338985] [INFO ] [sig ] CLCO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:11.483195] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLCO.txt [2025-11-26T17:09:11.483366] [INFO ] [sig ] [714/3639] Completed CLCO in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:11.483411] [INFO ] [sig ] [715/3639] Forecasting CLDX... [2025-11-26T17:09:11.483445] [INFO ] [sig ] Generating forecast for: CLDX [2025-11-26T17:09:11.483477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'. [2025-11-26T17:09:11.493830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLDX'. [2025-11-26T17:09:11.494208] [INFO ] [FORECASTER] Starting predict_future for CLDX [2025-11-26T17:09:11.495084] [DEBUG] [LOCAL ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt [2025-11-26T17:09:11.495141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:11.495176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:11.495206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:11.495268] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:11.554024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:11.555031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:11.555130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:11.555172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:11.698082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:11.698265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:11.698309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:11.698340] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:11.702991] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T17:09:11.703635] [INFO ] [FORECASTER] Completed predict_future for CLDX [2025-11-26T17:09:11.703864] [INFO ] [sig ] CLDX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:11.863017] [INFO ] [LOCAL ] Saved forecast: CLDX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLDX.txt [2025-11-26T17:09:11.863187] [INFO ] [sig ] [715/3639] Completed CLDX in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 17.0m [2025-11-26T17:09:11.863229] [INFO ] [sig ] [716/3639] Forecasting CLF... [2025-11-26T17:09:11.863260] [INFO ] [sig ] Generating forecast for: CLF [2025-11-26T17:09:11.863361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-11-26T17:09:11.874163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLF'. [2025-11-26T17:09:11.874603] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-11-26T17:09:11.875503] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-11-26T17:09:11.875560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:11.875595] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:11.875623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:11.875716] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:11.941850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:11.942868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:11.942971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:11.943006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:12.083052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:12.083256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:12.083299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:12.083330] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:12.088046] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=14.01%) [2025-11-26T17:09:12.088628] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-11-26T17:09:12.088896] [INFO ] [sig ] CLF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:12.317420] [INFO ] [LOCAL ] Saved forecast: CLF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLF.txt [2025-11-26T17:09:12.317625] [INFO ] [sig ] [716/3639] Completed CLF in 0.5s | 2.87 sym/s | Total: 4.2m | ETA: 17.0m [2025-11-26T17:09:12.317703] [INFO ] [sig ] [717/3639] Forecasting CLFD... [2025-11-26T17:09:12.317775] [INFO ] [sig ] Generating forecast for: CLFD [2025-11-26T17:09:12.317821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'. [2025-11-26T17:09:12.334389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLFD'. [2025-11-26T17:09:12.334903] [INFO ] [FORECASTER] Starting predict_future for CLFD [2025-11-26T17:09:12.335994] [DEBUG] [LOCAL ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt [2025-11-26T17:09:12.336062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:12.336125] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:12.336163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:12.336242] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:12.401338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:12.402467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:12.402618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:12.402678] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:12.548298] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:12.548489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:12.548534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:12.548565] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:12.552805] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=89.60%) [2025-11-26T17:09:12.553295] [INFO ] [FORECASTER] Completed predict_future for CLFD [2025-11-26T17:09:12.553493] [INFO ] [sig ] CLFD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:12.788126] [INFO ] [LOCAL ] Saved forecast: CLFD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLFD.txt [2025-11-26T17:09:12.788369] [INFO ] [sig ] [717/3639] Completed CLFD in 0.5s | 2.87 sym/s | Total: 4.2m | ETA: 17.0m [2025-11-26T17:09:12.788439] [INFO ] [sig ] [718/3639] Forecasting CLH... [2025-11-26T17:09:12.788486] [INFO ] [sig ] Generating forecast for: CLH [2025-11-26T17:09:12.788586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-11-26T17:09:12.804112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLH'. [2025-11-26T17:09:12.804673] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-11-26T17:09:12.805913] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-11-26T17:09:12.805993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:12.806045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:12.806088] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:12.806179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:12.872556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:12.873702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:12.873908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:12.873969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:13.009003] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:13.009184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:13.009228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:13.009259] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:13.013157] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=73.92%) [2025-11-26T17:09:13.013521] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-11-26T17:09:13.013701] [INFO ] [sig ] CLH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:13.176938] [INFO ] [LOCAL ] Saved forecast: CLH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLH.txt [2025-11-26T17:09:13.177086] [INFO ] [sig ] [718/3639] Completed CLH in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 17.0m [2025-11-26T17:09:13.177163] [INFO ] [sig ] [719/3639] Forecasting CLLS... [2025-11-26T17:09:13.177200] [INFO ] [sig ] Generating forecast for: CLLS [2025-11-26T17:09:13.177234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'. [2025-11-26T17:09:13.188120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLLS'. [2025-11-26T17:09:13.188580] [INFO ] [FORECASTER] Starting predict_future for CLLS [2025-11-26T17:09:13.189420] [DEBUG] [LOCAL ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt [2025-11-26T17:09:13.189476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:13.189510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:13.189539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:13.189598] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:13.248406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:13.249243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:13.249334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:13.249371] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:13.386903] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:13.387071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:13.387117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:13.387150] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:13.390833] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=20.23%) [2025-11-26T17:09:13.391167] [INFO ] [FORECASTER] Completed predict_future for CLLS [2025-11-26T17:09:13.391320] [INFO ] [sig ] CLLS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:13.541023] [INFO ] [LOCAL ] Saved forecast: CLLS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLLS.txt [2025-11-26T17:09:13.541183] [INFO ] [sig ] [719/3639] Completed CLLS in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 17.0m [2025-11-26T17:09:13.541227] [INFO ] [sig ] [720/3639] Forecasting CLMB... [2025-11-26T17:09:13.541262] [INFO ] [sig ] Generating forecast for: CLMB [2025-11-26T17:09:13.541328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'. [2025-11-26T17:09:13.552783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLMB'. [2025-11-26T17:09:13.553201] [INFO ] [FORECASTER] Starting predict_future for CLMB [2025-11-26T17:09:13.554134] [DEBUG] [LOCAL ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt [2025-11-26T17:09:13.554192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:13.554228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:13.554258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:13.554320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:13.615039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:13.615939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:13.616037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:13.616080] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:13.736017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:13.736195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:13.736236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:13.736268] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:13.739920] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=56.57%) [2025-11-26T17:09:13.740254] [INFO ] [FORECASTER] Completed predict_future for CLMB [2025-11-26T17:09:13.740401] [INFO ] [sig ] CLMB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:13.907507] [INFO ] [LOCAL ] Saved forecast: CLMB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLMB.txt [2025-11-26T17:09:13.907793] [INFO ] [sig ] [720/3639] Completed CLMB in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 17.0m [2025-11-26T17:09:13.907908] [INFO ] [sig ] [721/3639] Forecasting CLNE... [2025-11-26T17:09:13.907961] [INFO ] [sig ] Generating forecast for: CLNE [2025-11-26T17:09:13.908013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'. [2025-11-26T17:09:13.922871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNE'. [2025-11-26T17:09:13.923347] [INFO ] [FORECASTER] Starting predict_future for CLNE [2025-11-26T17:09:13.924516] [DEBUG] [LOCAL ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt [2025-11-26T17:09:13.924592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:13.924672] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:13.924727] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:13.924827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:13.987160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:13.988088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:13.988193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:13.988230] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:14.106811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:14.106988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:14.107046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:14.107090] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:14.110865] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=85.68%) [2025-11-26T17:09:14.111177] [INFO ] [FORECASTER] Completed predict_future for CLNE [2025-11-26T17:09:14.111318] [INFO ] [sig ] CLNE: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:14.279102] [INFO ] [LOCAL ] Saved forecast: CLNE 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLNE.txt [2025-11-26T17:09:14.279250] [INFO ] [sig ] [721/3639] Completed CLNE in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 17.0m [2025-11-26T17:09:14.279292] [INFO ] [sig ] [722/3639] Forecasting CLNN... [2025-11-26T17:09:14.279326] [INFO ] [sig ] Generating forecast for: CLNN [2025-11-26T17:09:14.279359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'. [2025-11-26T17:09:14.294081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNN'. [2025-11-26T17:09:14.294608] [INFO ] [FORECASTER] Starting predict_future for CLNN [2025-11-26T17:09:14.295728] [DEBUG] [LOCAL ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt [2025-11-26T17:09:14.295798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:14.295846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:14.295887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:14.295970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:14.363222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:14.364151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:14.364248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:14.364284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:14.484397] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:14.484566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:14.484608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:14.484662] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:14.488250] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=8.50%) [2025-11-26T17:09:14.488595] [INFO ] [FORECASTER] Completed predict_future for CLNN [2025-11-26T17:09:14.488789] [INFO ] [sig ] CLNN: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:14.635548] [INFO ] [LOCAL ] Saved forecast: CLNN 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLNN.txt [2025-11-26T17:09:14.635735] [INFO ] [sig ] [722/3639] Completed CLNN in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:14.635782] [INFO ] [sig ] [723/3639] Forecasting CLOA... [2025-11-26T17:09:14.635815] [INFO ] [sig ] Generating forecast for: CLOA [2025-11-26T17:09:14.635849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'. [2025-11-26T17:09:14.646231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLOA'. [2025-11-26T17:09:14.646548] [INFO ] [FORECASTER] Starting predict_future for CLOA [2025-11-26T17:09:14.647379] [DEBUG] [LOCAL ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt [2025-11-26T17:09:14.647437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:14.647473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:14.647502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:14.647561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:14.704412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:14.705274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:14.705364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:14.705400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:14.806571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:14.806756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:14.806799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:14.806832] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:14.810228] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=95.81%) [2025-11-26T17:09:14.810509] [INFO ] [FORECASTER] Completed predict_future for CLOA [2025-11-26T17:09:14.810659] [INFO ] [sig ] CLOA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:14.951229] [INFO ] [LOCAL ] Saved forecast: CLOA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLOA.txt [2025-11-26T17:09:14.951366] [INFO ] [sig ] [723/3639] Completed CLOA in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:14.951408] [INFO ] [sig ] [724/3639] Forecasting CLRB... [2025-11-26T17:09:14.951440] [INFO ] [sig ] Generating forecast for: CLRB [2025-11-26T17:09:14.951472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'. [2025-11-26T17:09:14.962304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRB'. [2025-11-26T17:09:14.962689] [INFO ] [FORECASTER] Starting predict_future for CLRB [2025-11-26T17:09:14.963485] [DEBUG] [LOCAL ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt [2025-11-26T17:09:14.963540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:14.963612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:14.963681] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:14.963778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:15.034326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:15.035155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:15.035245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:15.035281] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:15.154249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:15.154415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:15.154456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:15.154508] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:15.158042] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=91.19%) [2025-11-26T17:09:15.158327] [INFO ] [FORECASTER] Completed predict_future for CLRB [2025-11-26T17:09:15.158463] [INFO ] [sig ] CLRB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:15.303905] [INFO ] [LOCAL ] Saved forecast: CLRB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLRB.txt [2025-11-26T17:09:15.304052] [INFO ] [sig ] [724/3639] Completed CLRB in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:15.304094] [INFO ] [sig ] [725/3639] Forecasting CLRO... [2025-11-26T17:09:15.304124] [INFO ] [sig ] Generating forecast for: CLRO [2025-11-26T17:09:15.304156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'. [2025-11-26T17:09:15.316261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRO'. [2025-11-26T17:09:15.316723] [INFO ] [FORECASTER] Starting predict_future for CLRO [2025-11-26T17:09:15.317760] [DEBUG] [LOCAL ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt [2025-11-26T17:09:15.317818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:15.317853] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:15.317882] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:15.317944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:15.381184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:15.382092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:15.382184] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:15.382222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:15.489995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:15.490158] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T17:09:15.490199] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:15.490231] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:15.493611] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=19.23%) [2025-11-26T17:09:15.493910] [INFO ] [FORECASTER] Completed predict_future for CLRO [2025-11-26T17:09:15.494040] [INFO ] [sig ] CLRO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:15.638052] [INFO ] [LOCAL ] Saved forecast: CLRO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLRO.txt [2025-11-26T17:09:15.638196] [INFO ] [sig ] [725/3639] Completed CLRO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:15.638238] [INFO ] [sig ] [726/3639] Forecasting CLS... [2025-11-26T17:09:15.638270] [INFO ] [sig ] Generating forecast for: CLS [2025-11-26T17:09:15.638303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-11-26T17:09:15.648847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLS'. [2025-11-26T17:09:15.649128] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-11-26T17:09:15.649933] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-11-26T17:09:15.649989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:15.650024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:15.650054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:15.650115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:15.707454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:15.708273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:15.708381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:15.708418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:15.828582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:15.828734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:15.828775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:15.828805] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:15.832130] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: DOWN (p=16.75%) [2025-11-26T17:09:15.832429] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-11-26T17:09:15.832566] [INFO ] [sig ] CLS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:15.974391] [INFO ] [LOCAL ] Saved forecast: CLS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLS.txt [2025-11-26T17:09:15.974529] [INFO ] [sig ] [726/3639] Completed CLS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:15.974571] [INFO ] [sig ] [727/3639] Forecasting CLSD... [2025-11-26T17:09:15.974602] [INFO ] [sig ] Generating forecast for: CLSD [2025-11-26T17:09:15.974635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLSD' from 'https://tdm.silogroup.org/data/derivative_storage/CLSD.csv'. [2025-11-26T17:09:15.985471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLSD'. [2025-11-26T17:09:15.985798] [INFO ] [FORECASTER] Starting predict_future for CLSD [2025-11-26T17:09:15.986604] [DEBUG] [LOCAL ] No optimal features file found for CLSD: ./output/feature-sets/CLSD.txt [2025-11-26T17:09:15.986687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:15.986725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:15.986755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:15.986818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:16.045972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:16.046727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:16.046812] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:16.046847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:16.183175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:16.183353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:16.183402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:16.183466] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:16.187002] [DEBUG] [FORECASTER] CLSD: Forecast T+1@11:T+2@11: DOWN (p=7.45%) [2025-11-26T17:09:16.187320] [INFO ] [FORECASTER] Completed predict_future for CLSD [2025-11-26T17:09:16.187498] [INFO ] [sig ] CLSD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:16.332367] [INFO ] [LOCAL ] Saved forecast: CLSD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CLSD.txt [2025-11-26T17:09:16.332539] [INFO ] [sig ] [727/3639] Completed CLSD in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:16.332583] [INFO ] [sig ] [728/3639] Forecasting CLSM... [2025-11-26T17:09:16.332625] [INFO ] [sig ] Generating forecast for: CLSM [2025-11-26T17:09:16.332713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLSM' from 'https://tdm.silogroup.org/data/derivative_storage/CLSM.csv'. [2025-11-26T17:09:16.343689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLSM'. [2025-11-26T17:09:16.344100] [INFO ] [FORECASTER] Starting predict_future for CLSM [2025-11-26T17:09:16.344935] [DEBUG] [LOCAL ] No optimal features file found for CLSM: ./output/feature-sets/CLSM.txt [2025-11-26T17:09:16.344991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:16.345037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:16.345067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:16.345126] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:16.405796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:16.406762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:16.406856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:16.406894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:16.517285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:16.517479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:16.517523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:16.517555] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:16.521017] [DEBUG] [FORECASTER] CLSM: Forecast T+1@11:T+2@11: UP (p=96.39%) [2025-11-26T17:09:16.521312] [INFO ] [FORECASTER] Completed predict_future for CLSM [2025-11-26T17:09:16.521452] [INFO ] [sig ] CLSM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:16.664039] [INFO ] [LOCAL ] Saved forecast: CLSM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLSM.txt [2025-11-26T17:09:16.664209] [INFO ] [sig ] [728/3639] Completed CLSM in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:16.664258] [INFO ] [sig ] [729/3639] Forecasting CLX... [2025-11-26T17:09:16.664292] [INFO ] [sig ] Generating forecast for: CLX [2025-11-26T17:09:16.664363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'. [2025-11-26T17:09:16.676318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLX'. [2025-11-26T17:09:16.676698] [INFO ] [FORECASTER] Starting predict_future for CLX [2025-11-26T17:09:16.677537] [DEBUG] [LOCAL ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt [2025-11-26T17:09:16.677593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:16.677628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:16.677678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:16.677742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:16.736218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:16.737102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:16.737189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:16.737225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:16.861794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:16.861979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:16.862022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:16.862056] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:16.865745] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=74.87%) [2025-11-26T17:09:16.866074] [INFO ] [FORECASTER] Completed predict_future for CLX [2025-11-26T17:09:16.866222] [INFO ] [sig ] CLX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:17.026841] [INFO ] [LOCAL ] Saved forecast: CLX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CLX.txt [2025-11-26T17:09:17.027009] [INFO ] [sig ] [729/3639] Completed CLX in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:17.027055] [INFO ] [sig ] [730/3639] Forecasting CM... [2025-11-26T17:09:17.027088] [INFO ] [sig ] Generating forecast for: CM [2025-11-26T17:09:17.027123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-11-26T17:09:17.039390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CM'. [2025-11-26T17:09:17.039834] [INFO ] [FORECASTER] Starting predict_future for CM [2025-11-26T17:09:17.041003] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-11-26T17:09:17.041061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:17.041096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:17.041124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:17.041183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:17.099703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:17.100578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:17.100687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:17.100727] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:17.218302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:17.218467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:17.218509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:17.218540] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:17.221914] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=18.72%) [2025-11-26T17:09:17.222186] [INFO ] [FORECASTER] Completed predict_future for CM [2025-11-26T17:09:17.222314] [INFO ] [sig ] CM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:17.364100] [INFO ] [LOCAL ] Saved forecast: CM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CM.txt [2025-11-26T17:09:17.364239] [INFO ] [sig ] [730/3639] Completed CM in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:17.364280] [INFO ] [sig ] [731/3639] Forecasting CMA... [2025-11-26T17:09:17.364312] [INFO ] [sig ] Generating forecast for: CMA [2025-11-26T17:09:17.364344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-11-26T17:09:17.377441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMA'. [2025-11-26T17:09:17.377879] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-11-26T17:09:17.378852] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-11-26T17:09:17.378910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:17.378946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:17.378975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:17.379035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:17.437963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:17.438946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:17.439043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:17.439079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:17.564415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:17.564679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:17.564728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:17.564759] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:17.568726] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=82.95%) [2025-11-26T17:09:17.569047] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-11-26T17:09:17.569189] [INFO ] [sig ] CMA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:17.724114] [INFO ] [LOCAL ] Saved forecast: CMA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMA.txt [2025-11-26T17:09:17.724335] [INFO ] [sig ] [731/3639] Completed CMA in 0.4s | 2.87 sym/s | Total: 4.2m | ETA: 16.9m [2025-11-26T17:09:17.724385] [INFO ] [sig ] [732/3639] Forecasting CMC... [2025-11-26T17:09:17.724419] [INFO ] [sig ] Generating forecast for: CMC [2025-11-26T17:09:17.724466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-11-26T17:09:17.737569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMC'. [2025-11-26T17:09:17.738069] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-11-26T17:09:17.739098] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-11-26T17:09:17.739155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:17.739191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:17.739220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:17.739284] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:17.798233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:17.799421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:17.799531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:17.799566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:17.924193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:17.924438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:17.924486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:17.924519] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:17.928588] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=86.93%) [2025-11-26T17:09:17.928932] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-11-26T17:09:17.929078] [INFO ] [sig ] CMC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:18.077805] [INFO ] [LOCAL ] Saved forecast: CMC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMC.txt [2025-11-26T17:09:18.078005] [INFO ] [sig ] [732/3639] Completed CMC in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.9m [2025-11-26T17:09:18.078106] [INFO ] [sig ] [733/3639] Forecasting CMCM... [2025-11-26T17:09:18.078146] [INFO ] [sig ] Generating forecast for: CMCM [2025-11-26T17:09:18.078183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-11-26T17:09:18.090528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCM'. [2025-11-26T17:09:18.090995] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-11-26T17:09:18.091986] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-11-26T17:09:18.092044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:18.092081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:18.092115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:18.092201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:18.151809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:18.153056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:18.153158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:18.153195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:18.274022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:18.274191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:18.274234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:18.274266] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:18.277994] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=87.06%) [2025-11-26T17:09:18.278278] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-11-26T17:09:18.278412] [INFO ] [sig ] CMCM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:18.422451] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMCM.txt [2025-11-26T17:09:18.422608] [INFO ] [sig ] [733/3639] Completed CMCM in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.9m [2025-11-26T17:09:18.422671] [INFO ] [sig ] [734/3639] Forecasting CMCO... [2025-11-26T17:09:18.422705] [INFO ] [sig ] Generating forecast for: CMCO [2025-11-26T17:09:18.422739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'. [2025-11-26T17:09:18.433612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCO'. [2025-11-26T17:09:18.433978] [INFO ] [FORECASTER] Starting predict_future for CMCO [2025-11-26T17:09:18.434804] [DEBUG] [LOCAL ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt [2025-11-26T17:09:18.434859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:18.434892] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:18.434923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:18.434983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:18.493222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:18.494101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:18.494223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:18.494260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:18.614270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:18.614429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:18.614470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:18.614501] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:18.617907] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: DOWN (p=24.18%) [2025-11-26T17:09:18.618187] [INFO ] [FORECASTER] Completed predict_future for CMCO [2025-11-26T17:09:18.618323] [INFO ] [sig ] CMCO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:18.759522] [INFO ] [LOCAL ] Saved forecast: CMCO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMCO.txt [2025-11-26T17:09:18.759713] [INFO ] [sig ] [734/3639] Completed CMCO in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.9m [2025-11-26T17:09:18.759760] [INFO ] [sig ] [735/3639] Forecasting CMCSA... [2025-11-26T17:09:18.759794] [INFO ] [sig ] Generating forecast for: CMCSA [2025-11-26T17:09:18.759826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'. [2025-11-26T17:09:18.770755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'. [2025-11-26T17:09:18.771211] [INFO ] [FORECASTER] Starting predict_future for CMCSA [2025-11-26T17:09:18.772083] [DEBUG] [LOCAL ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt [2025-11-26T17:09:18.772138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:18.772172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:18.772200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:18.772260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:18.832029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:18.832739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:18.832822] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:18.832857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:18.951519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:18.951675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:18.951717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:18.951747] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:18.955053] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=30.93%) [2025-11-26T17:09:18.955327] [INFO ] [FORECASTER] Completed predict_future for CMCSA [2025-11-26T17:09:18.955458] [INFO ] [sig ] CMCSA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:19.098810] [INFO ] [LOCAL ] Saved forecast: CMCSA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMCSA.txt [2025-11-26T17:09:19.098942] [INFO ] [sig ] [735/3639] Completed CMCSA in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.9m [2025-11-26T17:09:19.098985] [INFO ] [sig ] [736/3639] Forecasting CME... [2025-11-26T17:09:19.099016] [INFO ] [sig ] Generating forecast for: CME [2025-11-26T17:09:19.099048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'. [2025-11-26T17:09:19.110533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CME'. [2025-11-26T17:09:19.110888] [INFO ] [FORECASTER] Starting predict_future for CME [2025-11-26T17:09:19.111754] [DEBUG] [LOCAL ] No optimal features file found for CME: ./output/feature-sets/CME.txt [2025-11-26T17:09:19.111810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:19.111845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:19.111873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:19.111932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:19.170413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:19.171047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:19.171131] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:19.171168] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:19.289809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:19.289920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:19.289959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:19.289989] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:19.293192] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=45.90%) [2025-11-26T17:09:19.293465] [INFO ] [FORECASTER] Completed predict_future for CME [2025-11-26T17:09:19.293606] [INFO ] [sig ] CME: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:19.435192] [INFO ] [LOCAL ] Saved forecast: CME 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CME.txt [2025-11-26T17:09:19.435308] [INFO ] [sig ] [736/3639] Completed CME in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.9m [2025-11-26T17:09:19.435349] [INFO ] [sig ] [737/3639] Forecasting CMG... [2025-11-26T17:09:19.435382] [INFO ] [sig ] Generating forecast for: CMG [2025-11-26T17:09:19.435413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-11-26T17:09:19.447604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMG'. [2025-11-26T17:09:19.447996] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-11-26T17:09:19.448909] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-11-26T17:09:19.448978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:19.449025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:19.449061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:19.449145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:19.518816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:19.519788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:19.519879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:19.519915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:19.638184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:19.638328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:19.638370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:19.638399] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:19.641970] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=7.20%) [2025-11-26T17:09:19.642254] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-11-26T17:09:19.642391] [INFO ] [sig ] CMG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:19.790202] [INFO ] [LOCAL ] Saved forecast: CMG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMG.txt [2025-11-26T17:09:19.790441] [INFO ] [sig ] [737/3639] Completed CMG in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.9m [2025-11-26T17:09:19.790490] [INFO ] [sig ] [738/3639] Forecasting CMI... [2025-11-26T17:09:19.790523] [INFO ] [sig ] Generating forecast for: CMI [2025-11-26T17:09:19.790556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-11-26T17:09:19.801352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMI'. [2025-11-26T17:09:19.801711] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-11-26T17:09:19.802508] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-11-26T17:09:19.802567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:19.802601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:19.802629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:19.802717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:19.859515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:19.860193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:19.860277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:19.860312] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:19.980502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:19.980685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:19.980733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:19.980763] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:19.984188] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-11-26T17:09:19.984474] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-11-26T17:09:19.984613] [INFO ] [sig ] CMI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:20.127271] [INFO ] [LOCAL ] Saved forecast: CMI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMI.txt [2025-11-26T17:09:20.127436] [INFO ] [sig ] [738/3639] Completed CMI in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:20.127479] [INFO ] [sig ] [739/3639] Forecasting CMMB... [2025-11-26T17:09:20.127509] [INFO ] [sig ] Generating forecast for: CMMB [2025-11-26T17:09:20.127543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'. [2025-11-26T17:09:20.138625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMMB'. [2025-11-26T17:09:20.138912] [INFO ] [FORECASTER] Starting predict_future for CMMB [2025-11-26T17:09:20.139744] [DEBUG] [LOCAL ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt [2025-11-26T17:09:20.139799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:20.139833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:20.139861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:20.139920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:20.197039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:20.197665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:20.197748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:20.197783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:20.313002] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:20.313148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:20.313188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:20.313218] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:20.316536] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=76.89%) [2025-11-26T17:09:20.316855] [INFO ] [FORECASTER] Completed predict_future for CMMB [2025-11-26T17:09:20.316988] [INFO ] [sig ] CMMB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:20.458926] [INFO ] [LOCAL ] Saved forecast: CMMB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMMB.txt [2025-11-26T17:09:20.459044] [INFO ] [sig ] [739/3639] Completed CMMB in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:20.459084] [INFO ] [sig ] [740/3639] Forecasting CMP... [2025-11-26T17:09:20.459115] [INFO ] [sig ] Generating forecast for: CMP [2025-11-26T17:09:20.459148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-11-26T17:09:20.472630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMP'. [2025-11-26T17:09:20.473199] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-11-26T17:09:20.474397] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-11-26T17:09:20.474456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:20.474494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:20.474524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:20.474587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:20.533041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:20.534284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:20.534408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:20.534447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:20.659670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:20.659910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:20.659956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:20.659989] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:20.663946] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=15.34%) [2025-11-26T17:09:20.664264] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-11-26T17:09:20.664416] [INFO ] [sig ] CMP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:20.815666] [INFO ] [LOCAL ] Saved forecast: CMP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMP.txt [2025-11-26T17:09:20.815994] [INFO ] [sig ] [740/3639] Completed CMP in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:20.816049] [INFO ] [sig ] [741/3639] Forecasting CMPO... [2025-11-26T17:09:20.816084] [INFO ] [sig ] Generating forecast for: CMPO [2025-11-26T17:09:20.816119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-11-26T17:09:20.829126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPO'. [2025-11-26T17:09:20.829676] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-11-26T17:09:20.830849] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-11-26T17:09:20.830938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:20.831024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:20.831058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:20.831125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:20.893492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:20.894633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:20.894760] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:20.894798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:21.027256] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:21.027532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:21.027581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:21.027613] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:21.031881] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=95.51%) [2025-11-26T17:09:21.032246] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-11-26T17:09:21.032411] [INFO ] [sig ] CMPO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:21.188050] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMPO.txt [2025-11-26T17:09:21.188263] [INFO ] [sig ] [741/3639] Completed CMPO in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:21.188310] [INFO ] [sig ] [742/3639] Forecasting CMPS... [2025-11-26T17:09:21.188380] [INFO ] [sig ] Generating forecast for: CMPS [2025-11-26T17:09:21.188418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'. [2025-11-26T17:09:21.200459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPS'. [2025-11-26T17:09:21.200870] [INFO ] [FORECASTER] Starting predict_future for CMPS [2025-11-26T17:09:21.201730] [DEBUG] [LOCAL ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt [2025-11-26T17:09:21.201787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:21.201821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:21.201849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:21.201909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:21.258039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:21.258670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:21.258760] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:21.258794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:21.380241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:21.380368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:21.380413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:21.380443] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:21.383745] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=79.82%) [2025-11-26T17:09:21.384016] [INFO ] [FORECASTER] Completed predict_future for CMPS [2025-11-26T17:09:21.384151] [INFO ] [sig ] CMPS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:21.526266] [INFO ] [LOCAL ] Saved forecast: CMPS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMPS.txt [2025-11-26T17:09:21.526382] [INFO ] [sig ] [742/3639] Completed CMPS in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:21.526424] [INFO ] [sig ] [743/3639] Forecasting CMPX... [2025-11-26T17:09:21.526455] [INFO ] [sig ] Generating forecast for: CMPX [2025-11-26T17:09:21.526500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'. [2025-11-26T17:09:21.539093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPX'. [2025-11-26T17:09:21.539551] [INFO ] [FORECASTER] Starting predict_future for CMPX [2025-11-26T17:09:21.540452] [DEBUG] [LOCAL ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt [2025-11-26T17:09:21.540508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:21.540550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:21.540591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:21.540691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:21.598681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:21.599689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:21.599789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:21.599825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:21.717768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:21.717967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:21.718008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:21.718038] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:21.721563] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=85.21%) [2025-11-26T17:09:21.721870] [INFO ] [FORECASTER] Completed predict_future for CMPX [2025-11-26T17:09:21.722009] [INFO ] [sig ] CMPX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:21.867788] [INFO ] [LOCAL ] Saved forecast: CMPX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMPX.txt [2025-11-26T17:09:21.867969] [INFO ] [sig ] [743/3639] Completed CMPX in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:21.868013] [INFO ] [sig ] [744/3639] Forecasting CMRE... [2025-11-26T17:09:21.868045] [INFO ] [sig ] Generating forecast for: CMRE [2025-11-26T17:09:21.868118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-11-26T17:09:21.878983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMRE'. [2025-11-26T17:09:21.879307] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-11-26T17:09:21.880143] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-11-26T17:09:21.880198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:21.880233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:21.880266] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:21.880327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:21.937354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:21.938005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:21.938087] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:21.938122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:22.058747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:22.058851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:22.058888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:22.058957] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:22.062082] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=2.63%) [2025-11-26T17:09:22.062346] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-11-26T17:09:22.062473] [INFO ] [sig ] CMRE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:22.205820] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMRE.txt [2025-11-26T17:09:22.205937] [INFO ] [sig ] [744/3639] Completed CMRE in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:22.206006] [INFO ] [sig ] [745/3639] Forecasting CMS... [2025-11-26T17:09:22.206049] [INFO ] [sig ] Generating forecast for: CMS [2025-11-26T17:09:22.206086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-11-26T17:09:22.216726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMS'. [2025-11-26T17:09:22.217024] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-11-26T17:09:22.217870] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-11-26T17:09:22.217925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:22.217958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:22.217986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:22.218045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:22.274813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:22.275397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:22.275486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:22.275523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:22.396491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:22.396619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:22.396676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:22.396708] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:22.399988] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=39.12%) [2025-11-26T17:09:22.400256] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-11-26T17:09:22.400386] [INFO ] [sig ] CMS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:22.539495] [INFO ] [LOCAL ] Saved forecast: CMS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMS.txt [2025-11-26T17:09:22.539610] [INFO ] [sig ] [745/3639] Completed CMS in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:22.539673] [INFO ] [sig ] [746/3639] Forecasting CMSA... [2025-11-26T17:09:22.539718] [INFO ] [sig ] Generating forecast for: CMSA [2025-11-26T17:09:22.539750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-11-26T17:09:22.551661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSA'. [2025-11-26T17:09:22.552117] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-11-26T17:09:22.552988] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-11-26T17:09:22.553044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:22.553078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:22.553106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:22.553166] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:22.610966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:22.611925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:22.612020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:22.612056] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:22.724334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:22.724504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:22.724545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:22.724576] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:22.728287] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=56.12%) [2025-11-26T17:09:22.728625] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-11-26T17:09:22.728831] [INFO ] [sig ] CMSA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:22.880607] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMSA.txt [2025-11-26T17:09:22.880883] [INFO ] [sig ] [746/3639] Completed CMSA in 0.3s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:22.880969] [INFO ] [sig ] [747/3639] Forecasting CMSC... [2025-11-26T17:09:22.881019] [INFO ] [sig ] Generating forecast for: CMSC [2025-11-26T17:09:22.881055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-11-26T17:09:22.893254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSC'. [2025-11-26T17:09:22.893747] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-11-26T17:09:22.895074] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-11-26T17:09:22.895141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:22.895176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:22.895205] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:22.895265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:22.956010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:22.956894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:22.956987] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:22.957025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:23.072404] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:23.072568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:23.072612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:23.072802] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:23.077469] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=67.76%) [2025-11-26T17:09:23.077912] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-11-26T17:09:23.078095] [INFO ] [sig ] CMSC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:23.231022] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMSC.txt [2025-11-26T17:09:23.231171] [INFO ] [sig ] [747/3639] Completed CMSC in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:23.231213] [INFO ] [sig ] [748/3639] Forecasting CMSD... [2025-11-26T17:09:23.231244] [INFO ] [sig ] Generating forecast for: CMSD [2025-11-26T17:09:23.231279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-11-26T17:09:23.242020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSD'. [2025-11-26T17:09:23.242361] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-11-26T17:09:23.243188] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-11-26T17:09:23.243243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:23.243277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:23.243306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:23.243366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:23.302937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:23.303852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:23.303946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:23.303984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:23.429131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:23.429312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:23.429379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:23.429412] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:23.433069] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=87.62%) [2025-11-26T17:09:23.433371] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-11-26T17:09:23.433513] [INFO ] [sig ] CMSD: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:23.583910] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CMSD.txt [2025-11-26T17:09:23.584076] [INFO ] [sig ] [748/3639] Completed CMSD in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:23.584121] [INFO ] [sig ] [749/3639] Forecasting CMTG... [2025-11-26T17:09:23.584154] [INFO ] [sig ] Generating forecast for: CMTG [2025-11-26T17:09:23.584186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-11-26T17:09:23.595414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTG'. [2025-11-26T17:09:23.595869] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-11-26T17:09:23.596686] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-11-26T17:09:23.596742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:23.596777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:23.596806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:23.596865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:23.661879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:23.662891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:23.662998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:23.663038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:23.781109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:23.781286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:23.781330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:23.781366] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:23.785372] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=0.28%) [2025-11-26T17:09:23.785717] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-11-26T17:09:23.785865] [INFO ] [sig ] CMTG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:23.935119] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMTG.txt [2025-11-26T17:09:23.935286] [INFO ] [sig ] [749/3639] Completed CMTG in 0.4s | 2.87 sym/s | Total: 4.3m | ETA: 16.8m [2025-11-26T17:09:23.935329] [INFO ] [sig ] [750/3639] Forecasting CMTL... [2025-11-26T17:09:23.935363] [INFO ] [sig ] Generating forecast for: CMTL [2025-11-26T17:09:23.935396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'. [2025-11-26T17:09:23.947132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTL'. [2025-11-26T17:09:23.947587] [INFO ] [FORECASTER] Starting predict_future for CMTL [2025-11-26T17:09:23.948483] [DEBUG] [LOCAL ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt [2025-11-26T17:09:23.948540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:23.948575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:23.948609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:23.948709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:24.008415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:24.009619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:24.009756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:24.009799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:24.134330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:24.134489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:24.134529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:24.134561] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:24.138080] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=35.55%) [2025-11-26T17:09:24.138384] [INFO ] [FORECASTER] Completed predict_future for CMTL [2025-11-26T17:09:24.138528] [INFO ] [sig ] CMTL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:24.296742] [INFO ] [LOCAL ] Saved forecast: CMTL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CMTL.txt [2025-11-26T17:09:24.296927] [INFO ] [sig ] [750/3639] Completed CMTL in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.8m [2025-11-26T17:09:24.296974] [INFO ] [sig ] [751/3639] Forecasting CNA... [2025-11-26T17:09:24.297008] [INFO ] [sig ] Generating forecast for: CNA [2025-11-26T17:09:24.297044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-11-26T17:09:24.308626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNA'. [2025-11-26T17:09:24.309063] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-11-26T17:09:24.310008] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-11-26T17:09:24.310077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:24.310127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:24.310176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:24.310268] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:24.376215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:24.377164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:24.377292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:24.377352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:24.511037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:24.511208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:24.511257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:24.511305] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:24.515276] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=24.21%) [2025-11-26T17:09:24.515634] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-11-26T17:09:24.515862] [INFO ] [sig ] CNA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:24.671086] [INFO ] [LOCAL ] Saved forecast: CNA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNA.txt [2025-11-26T17:09:24.671276] [INFO ] [sig ] [751/3639] Completed CNA in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.8m [2025-11-26T17:09:24.671331] [INFO ] [sig ] [752/3639] Forecasting CNC... [2025-11-26T17:09:24.671364] [INFO ] [sig ] Generating forecast for: CNC [2025-11-26T17:09:24.671395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-11-26T17:09:24.682616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNC'. [2025-11-26T17:09:24.683104] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-11-26T17:09:24.683952] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-11-26T17:09:24.684007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:24.684053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:24.684084] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:24.684144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:24.744833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:24.745602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:24.745730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:24.745775] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:24.867025] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:24.867175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:24.867216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:24.867247] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:24.870833] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=72.33%) [2025-11-26T17:09:24.871106] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-11-26T17:09:24.871247] [INFO ] [sig ] CNC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:25.014428] [INFO ] [LOCAL ] Saved forecast: CNC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNC.txt [2025-11-26T17:09:25.014569] [INFO ] [sig ] [752/3639] Completed CNC in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.8m [2025-11-26T17:09:25.014611] [INFO ] [sig ] [753/3639] Forecasting CNEY... [2025-11-26T17:09:25.014664] [INFO ] [sig ] Generating forecast for: CNEY [2025-11-26T17:09:25.014702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'. [2025-11-26T17:09:25.026294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNEY'. [2025-11-26T17:09:25.026678] [INFO ] [FORECASTER] Starting predict_future for CNEY [2025-11-26T17:09:25.027551] [DEBUG] [LOCAL ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt [2025-11-26T17:09:25.027609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:25.027665] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:25.027703] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:25.027762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:25.085181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:25.086065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:25.086160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:25.086195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:25.208911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:25.209087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:25.209129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:25.209160] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:25.212672] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: UP (p=55.01%) [2025-11-26T17:09:25.212951] [INFO ] [FORECASTER] Completed predict_future for CNEY [2025-11-26T17:09:25.213082] [INFO ] [sig ] CNEY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:25.358417] [INFO ] [LOCAL ] Saved forecast: CNEY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNEY.txt [2025-11-26T17:09:25.358572] [INFO ] [sig ] [753/3639] Completed CNEY in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.8m [2025-11-26T17:09:25.358614] [INFO ] [sig ] [754/3639] Forecasting CNF... [2025-11-26T17:09:25.358667] [INFO ] [sig ] Generating forecast for: CNF [2025-11-26T17:09:25.358703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-11-26T17:09:25.369215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNF'. [2025-11-26T17:09:25.369554] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-11-26T17:09:25.370397] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-11-26T17:09:25.370452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:25.370486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:25.370514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:25.370573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:25.427456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:25.428155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:25.428243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:25.428278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:25.535280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:25.535429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:25.535468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:25.535499] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:25.538883] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=64.28%) [2025-11-26T17:09:25.539152] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-11-26T17:09:25.539283] [INFO ] [sig ] CNF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:25.682878] [INFO ] [LOCAL ] Saved forecast: CNF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNF.txt [2025-11-26T17:09:25.683033] [INFO ] [sig ] [754/3639] Completed CNF in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.8m [2025-11-26T17:09:25.683075] [INFO ] [sig ] [755/3639] Forecasting CNI... [2025-11-26T17:09:25.683107] [INFO ] [sig ] Generating forecast for: CNI [2025-11-26T17:09:25.683169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-11-26T17:09:25.693505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNI'. [2025-11-26T17:09:25.693843] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-11-26T17:09:25.694614] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-11-26T17:09:25.694711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:25.694755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:25.694797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:25.694862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:25.751685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:25.752311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:25.752394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:25.752429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:25.874658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:25.874804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:25.874844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:25.874873] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:25.878273] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=37.38%) [2025-11-26T17:09:25.878542] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-11-26T17:09:25.878689] [INFO ] [sig ] CNI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:26.022812] [INFO ] [LOCAL ] Saved forecast: CNI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNI.txt [2025-11-26T17:09:26.022950] [INFO ] [sig ] [755/3639] Completed CNI in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:26.022999] [INFO ] [sig ] [756/3639] Forecasting CNK... [2025-11-26T17:09:26.023045] [INFO ] [sig ] Generating forecast for: CNK [2025-11-26T17:09:26.023080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-11-26T17:09:26.034575] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNK'. [2025-11-26T17:09:26.035046] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-11-26T17:09:26.035901] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-11-26T17:09:26.035956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:26.035990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:26.036019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:26.036077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:26.094606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:26.095526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:26.095617] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:26.095678] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:26.219538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:26.219749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:26.219801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:26.219838] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:26.223298] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=80.76%) [2025-11-26T17:09:26.223595] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-11-26T17:09:26.223775] [INFO ] [sig ] CNK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:26.367413] [INFO ] [LOCAL ] Saved forecast: CNK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNK.txt [2025-11-26T17:09:26.367574] [INFO ] [sig ] [756/3639] Completed CNK in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:26.367617] [INFO ] [sig ] [757/3639] Forecasting CNM... [2025-11-26T17:09:26.367704] [INFO ] [sig ] Generating forecast for: CNM [2025-11-26T17:09:26.367751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-11-26T17:09:26.378432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNM'. [2025-11-26T17:09:26.378856] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-11-26T17:09:26.379709] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-11-26T17:09:26.379765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:26.379803] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:26.379834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:26.379896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:26.441899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:26.442778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:26.442871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:26.442909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:26.572551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:26.572751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:26.572794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:26.572825] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:26.576200] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=30.28%) [2025-11-26T17:09:26.576486] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-11-26T17:09:26.576619] [INFO ] [sig ] CNM: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:26.722238] [INFO ] [LOCAL ] Saved forecast: CNM 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNM.txt [2025-11-26T17:09:26.722395] [INFO ] [sig ] [757/3639] Completed CNM in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:26.722438] [INFO ] [sig ] [758/3639] Forecasting CNMD... [2025-11-26T17:09:26.722471] [INFO ] [sig ] Generating forecast for: CNMD [2025-11-26T17:09:26.722504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-11-26T17:09:26.733352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNMD'. [2025-11-26T17:09:26.733760] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-11-26T17:09:26.734544] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-11-26T17:09:26.734599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:26.734679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:26.734711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:26.734771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:26.791896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:26.792773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:26.792869] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:26.792905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:26.917826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:26.918009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:26.918052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:26.918083] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:26.921500] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=37.33%) [2025-11-26T17:09:26.921809] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-11-26T17:09:26.921949] [INFO ] [sig ] CNMD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:27.069149] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNMD.txt [2025-11-26T17:09:27.069313] [INFO ] [sig ] [758/3639] Completed CNMD in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:27.069355] [INFO ] [sig ] [759/3639] Forecasting CNNE... [2025-11-26T17:09:27.069390] [INFO ] [sig ] Generating forecast for: CNNE [2025-11-26T17:09:27.069459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-11-26T17:09:27.083991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNNE'. [2025-11-26T17:09:27.084538] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-11-26T17:09:27.085436] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-11-26T17:09:27.085492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:27.085525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:27.085554] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:27.085613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:27.145234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:27.146249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:27.146342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:27.146378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:27.271313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:27.271495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:27.271540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:27.271595] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:27.275199] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=21.80%) [2025-11-26T17:09:27.275516] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-11-26T17:09:27.275695] [INFO ] [sig ] CNNE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:27.426616] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNNE.txt [2025-11-26T17:09:27.426825] [INFO ] [sig ] [759/3639] Completed CNNE in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:27.426877] [INFO ] [sig ] [760/3639] Forecasting CNO... [2025-11-26T17:09:27.426947] [INFO ] [sig ] Generating forecast for: CNO [2025-11-26T17:09:27.426986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-11-26T17:09:27.439266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNO'. [2025-11-26T17:09:27.439600] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-11-26T17:09:27.440438] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-11-26T17:09:27.440495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:27.440530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:27.440561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:27.440622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:27.500871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:27.501979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:27.502095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:27.502151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:27.628284] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:27.628454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:27.628495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:27.628526] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:27.632177] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=24.08%) [2025-11-26T17:09:27.632454] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-11-26T17:09:27.632588] [INFO ] [sig ] CNO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:27.779835] [INFO ] [LOCAL ] Saved forecast: CNO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNO.txt [2025-11-26T17:09:27.779982] [INFO ] [sig ] [760/3639] Completed CNO in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:27.780026] [INFO ] [sig ] [761/3639] Forecasting CNOB... [2025-11-26T17:09:27.780059] [INFO ] [sig ] Generating forecast for: CNOB [2025-11-26T17:09:27.780093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'. [2025-11-26T17:09:27.790821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNOB'. [2025-11-26T17:09:27.791144] [INFO ] [FORECASTER] Starting predict_future for CNOB [2025-11-26T17:09:27.792009] [DEBUG] [LOCAL ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt [2025-11-26T17:09:27.792065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:27.792099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:27.792132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:27.792200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:27.849365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:27.850357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:27.850453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:27.850490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:27.968517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:27.968757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:27.968805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:27.969228] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:27.972829] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-11-26T17:09:27.973127] [INFO ] [FORECASTER] Completed predict_future for CNOB [2025-11-26T17:09:27.973268] [INFO ] [sig ] CNOB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:28.124323] [INFO ] [LOCAL ] Saved forecast: CNOB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNOB.txt [2025-11-26T17:09:28.124529] [INFO ] [sig ] [761/3639] Completed CNOB in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:28.124582] [INFO ] [sig ] [762/3639] Forecasting CNP... [2025-11-26T17:09:28.124622] [INFO ] [sig ] Generating forecast for: CNP [2025-11-26T17:09:28.124694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-11-26T17:09:28.136085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNP'. [2025-11-26T17:09:28.136453] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-11-26T17:09:28.137415] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-11-26T17:09:28.137474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:28.137510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:28.137539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:28.137599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:28.203029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:28.204026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:28.204145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:28.204195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:28.330502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:28.330704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:28.330749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:28.330780] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:28.334167] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-11-26T17:09:28.334437] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-11-26T17:09:28.334568] [INFO ] [sig ] CNP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:28.476924] [INFO ] [LOCAL ] Saved forecast: CNP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNP.txt [2025-11-26T17:09:28.477099] [INFO ] [sig ] [762/3639] Completed CNP in 0.4s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:28.477142] [INFO ] [sig ] [763/3639] Forecasting CNQ... [2025-11-26T17:09:28.477174] [INFO ] [sig ] Generating forecast for: CNQ [2025-11-26T17:09:28.477209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-11-26T17:09:28.487950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNQ'. [2025-11-26T17:09:28.488413] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-11-26T17:09:28.489324] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-11-26T17:09:28.489381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:28.489414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:28.489443] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:28.489519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:28.549520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:28.550485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:28.550588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:28.550625] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:28.673267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:28.673417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:28.673456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:28.673488] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:28.676881] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=4.53%) [2025-11-26T17:09:28.677161] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-11-26T17:09:28.677293] [INFO ] [sig ] CNQ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:28.817572] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNQ.txt [2025-11-26T17:09:28.817719] [INFO ] [sig ] [763/3639] Completed CNQ in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:28.817789] [INFO ] [sig ] [764/3639] Forecasting CNS... [2025-11-26T17:09:28.817824] [INFO ] [sig ] Generating forecast for: CNS [2025-11-26T17:09:28.817858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-11-26T17:09:28.827997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNS'. [2025-11-26T17:09:28.828263] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-11-26T17:09:28.829064] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-11-26T17:09:28.829119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:28.829153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:28.829181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:28.829239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:28.885171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:28.886091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:28.886184] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:28.886219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:29.002020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:29.002208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:29.002251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:29.002281] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:29.005733] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-11-26T17:09:29.006014] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-11-26T17:09:29.006148] [INFO ] [sig ] CNS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:29.147845] [INFO ] [LOCAL ] Saved forecast: CNS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNS.txt [2025-11-26T17:09:29.147979] [INFO ] [sig ] [764/3639] Completed CNS in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:29.148021] [INFO ] [sig ] [765/3639] Forecasting CNSP... [2025-11-26T17:09:29.148055] [INFO ] [sig ] Generating forecast for: CNSP [2025-11-26T17:09:29.148088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'. [2025-11-26T17:09:29.158437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNSP'. [2025-11-26T17:09:29.158771] [INFO ] [FORECASTER] Starting predict_future for CNSP [2025-11-26T17:09:29.159570] [DEBUG] [LOCAL ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt [2025-11-26T17:09:29.159658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:29.159696] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:29.159725] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:29.159784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:29.217474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:29.218121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:29.218205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:29.218239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:29.344080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:29.344245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:29.344288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:29.344319] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:29.347704] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=97.85%) [2025-11-26T17:09:29.347982] [INFO ] [FORECASTER] Completed predict_future for CNSP [2025-11-26T17:09:29.348115] [INFO ] [sig ] CNSP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:29.490310] [INFO ] [LOCAL ] Saved forecast: CNSP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNSP.txt [2025-11-26T17:09:29.490472] [INFO ] [sig ] [765/3639] Completed CNSP in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:29.490516] [INFO ] [sig ] [766/3639] Forecasting CNTA... [2025-11-26T17:09:29.490547] [INFO ] [sig ] Generating forecast for: CNTA [2025-11-26T17:09:29.490581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'. [2025-11-26T17:09:29.501460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTA'. [2025-11-26T17:09:29.501859] [INFO ] [FORECASTER] Starting predict_future for CNTA [2025-11-26T17:09:29.502666] [DEBUG] [LOCAL ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt [2025-11-26T17:09:29.502721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:29.502755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:29.502785] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:29.502844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:29.559675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:29.560474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:29.560559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:29.560595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:29.675998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:29.676170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:29.676211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:29.676240] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:29.680139] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=57.67%) [2025-11-26T17:09:29.680449] [INFO ] [FORECASTER] Completed predict_future for CNTA [2025-11-26T17:09:29.680587] [INFO ] [sig ] CNTA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:29.824824] [INFO ] [LOCAL ] Saved forecast: CNTA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNTA.txt [2025-11-26T17:09:29.824981] [INFO ] [sig ] [766/3639] Completed CNTA in 0.3s | 2.87 sym/s | Total: 4.4m | ETA: 16.7m [2025-11-26T17:09:29.825025] [INFO ] [sig ] [767/3639] Forecasting CNTY... [2025-11-26T17:09:29.825056] [INFO ] [sig ] Generating forecast for: CNTY [2025-11-26T17:09:29.825091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'. [2025-11-26T17:09:29.836211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTY'. [2025-11-26T17:09:29.836516] [INFO ] [FORECASTER] Starting predict_future for CNTY [2025-11-26T17:09:29.837321] [DEBUG] [LOCAL ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt [2025-11-26T17:09:29.837405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:29.837439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:29.837468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:29.837528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:29.896544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:29.897251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:29.897500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:29.897541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:30.019772] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:30.019948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:30.019991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:30.020021] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:30.023423] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=66.00%) [2025-11-26T17:09:30.023716] [INFO ] [FORECASTER] Completed predict_future for CNTY [2025-11-26T17:09:30.023850] [INFO ] [sig ] CNTY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:30.173812] [INFO ] [LOCAL ] Saved forecast: CNTY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNTY.txt [2025-11-26T17:09:30.173944] [INFO ] [sig ] [767/3639] Completed CNTY in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.7m [2025-11-26T17:09:30.173986] [INFO ] [sig ] [768/3639] Forecasting CNVS... [2025-11-26T17:09:30.174016] [INFO ] [sig ] Generating forecast for: CNVS [2025-11-26T17:09:30.174049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'. [2025-11-26T17:09:30.184316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNVS'. [2025-11-26T17:09:30.184610] [INFO ] [FORECASTER] Starting predict_future for CNVS [2025-11-26T17:09:30.185421] [DEBUG] [LOCAL ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt [2025-11-26T17:09:30.185477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:30.185511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:30.185542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:30.185602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:30.244793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:30.245470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:30.245579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:30.245615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:30.365272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:30.365427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:30.365467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:30.365497] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:30.368945] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=91.26%) [2025-11-26T17:09:30.369230] [INFO ] [FORECASTER] Completed predict_future for CNVS [2025-11-26T17:09:30.369361] [INFO ] [sig ] CNVS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:30.513993] [INFO ] [LOCAL ] Saved forecast: CNVS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNVS.txt [2025-11-26T17:09:30.514142] [INFO ] [sig ] [768/3639] Completed CNVS in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.7m [2025-11-26T17:09:30.514185] [INFO ] [sig ] [769/3639] Forecasting CNX... [2025-11-26T17:09:30.514218] [INFO ] [sig ] Generating forecast for: CNX [2025-11-26T17:09:30.514251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-11-26T17:09:30.524539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNX'. [2025-11-26T17:09:30.524854] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-11-26T17:09:30.525629] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-11-26T17:09:30.525704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:30.525740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:30.525769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:30.525830] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:30.584289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:30.584962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:30.585044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:30.585078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:30.705600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:30.705784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:30.705835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:30.705872] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:30.709579] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=19.46%) [2025-11-26T17:09:30.709905] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-11-26T17:09:30.710041] [INFO ] [sig ] CNX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:30.858462] [INFO ] [LOCAL ] Saved forecast: CNX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNX.txt [2025-11-26T17:09:30.858605] [INFO ] [sig ] [769/3639] Completed CNX in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.7m [2025-11-26T17:09:30.858667] [INFO ] [sig ] [770/3639] Forecasting CNXC... [2025-11-26T17:09:30.858703] [INFO ] [sig ] Generating forecast for: CNXC [2025-11-26T17:09:30.858736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'. [2025-11-26T17:09:30.869152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXC'. [2025-11-26T17:09:30.869438] [INFO ] [FORECASTER] Starting predict_future for CNXC [2025-11-26T17:09:30.870244] [DEBUG] [LOCAL ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt [2025-11-26T17:09:30.870298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:30.870332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:30.870361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:30.870421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:30.928613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:30.929355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:30.929439] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:30.929475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:31.050986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:31.051166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:31.051209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:31.051240] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:31.054804] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=38.99%) [2025-11-26T17:09:31.055163] [INFO ] [FORECASTER] Completed predict_future for CNXC [2025-11-26T17:09:31.055317] [INFO ] [sig ] CNXC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:31.200468] [INFO ] [LOCAL ] Saved forecast: CNXC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CNXC.txt [2025-11-26T17:09:31.200604] [INFO ] [sig ] [770/3639] Completed CNXC in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.7m [2025-11-26T17:09:31.200732] [INFO ] [sig ] [771/3639] Forecasting CNXN... [2025-11-26T17:09:31.200772] [INFO ] [sig ] Generating forecast for: CNXN [2025-11-26T17:09:31.200805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'. [2025-11-26T17:09:31.211592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXN'. [2025-11-26T17:09:31.211929] [INFO ] [FORECASTER] Starting predict_future for CNXN [2025-11-26T17:09:31.212907] [DEBUG] [LOCAL ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt [2025-11-26T17:09:31.212961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:31.212995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:31.213024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:31.213083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:31.273212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:31.273856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:31.273941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:31.273976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:31.392300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:31.392459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:31.392499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:31.392531] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:31.396018] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-11-26T17:09:31.396289] [INFO ] [FORECASTER] Completed predict_future for CNXN [2025-11-26T17:09:31.396415] [INFO ] [sig ] CNXN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:31.551572] [INFO ] [LOCAL ] Saved forecast: CNXN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CNXN.txt [2025-11-26T17:09:31.551775] [INFO ] [sig ] [771/3639] Completed CNXN in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.7m [2025-11-26T17:09:31.551820] [INFO ] [sig ] [772/3639] Forecasting COCO... [2025-11-26T17:09:31.551853] [INFO ] [sig ] Generating forecast for: COCO [2025-11-26T17:09:31.551888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'. [2025-11-26T17:09:31.562436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COCO'. [2025-11-26T17:09:31.562794] [INFO ] [FORECASTER] Starting predict_future for COCO [2025-11-26T17:09:31.563604] [DEBUG] [LOCAL ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt [2025-11-26T17:09:31.563681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:31.563718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:31.563748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:31.563809] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:31.628431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:31.629336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:31.629438] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:31.629476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:31.752089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:31.752262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:31.752327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:31.752358] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:31.755911] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=16.35%) [2025-11-26T17:09:31.756209] [INFO ] [FORECASTER] Completed predict_future for COCO [2025-11-26T17:09:31.756346] [INFO ] [sig ] COCO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:31.924028] [INFO ] [LOCAL ] Saved forecast: COCO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COCO.txt [2025-11-26T17:09:31.924199] [INFO ] [sig ] [772/3639] Completed COCO in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:31.924242] [INFO ] [sig ] [773/3639] Forecasting CODA... [2025-11-26T17:09:31.924305] [INFO ] [sig ] Generating forecast for: CODA [2025-11-26T17:09:31.924347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'. [2025-11-26T17:09:31.934978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODA'. [2025-11-26T17:09:31.935330] [INFO ] [FORECASTER] Starting predict_future for CODA [2025-11-26T17:09:31.936168] [DEBUG] [LOCAL ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt [2025-11-26T17:09:31.936224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:31.936259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:31.936288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:31.936347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:31.994274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:31.995160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:31.995248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:31.995285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:32.111567] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:32.111761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:32.111804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:32.111834] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:32.115325] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=8.50%) [2025-11-26T17:09:32.115703] [INFO ] [FORECASTER] Completed predict_future for CODA [2025-11-26T17:09:32.115878] [INFO ] [sig ] CODA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:32.270242] [INFO ] [LOCAL ] Saved forecast: CODA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CODA.txt [2025-11-26T17:09:32.270384] [INFO ] [sig ] [773/3639] Completed CODA in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:32.270426] [INFO ] [sig ] [774/3639] Forecasting CODI... [2025-11-26T17:09:32.270457] [INFO ] [sig ] Generating forecast for: CODI [2025-11-26T17:09:32.270518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-11-26T17:09:32.282249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODI'. [2025-11-26T17:09:32.282637] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-11-26T17:09:32.283598] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-11-26T17:09:32.283690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:32.283735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:32.283771] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:32.283849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:32.347839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:32.348626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:32.348733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:32.348771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:32.475512] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:32.475697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:32.475743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:32.475775] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:32.479298] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=88.19%) [2025-11-26T17:09:32.479579] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-11-26T17:09:32.479735] [INFO ] [sig ] CODI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:32.635464] [INFO ] [LOCAL ] Saved forecast: CODI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CODI.txt [2025-11-26T17:09:32.635603] [INFO ] [sig ] [774/3639] Completed CODI in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:32.635663] [INFO ] [sig ] [775/3639] Forecasting COEP... [2025-11-26T17:09:32.635697] [INFO ] [sig ] Generating forecast for: COEP [2025-11-26T17:09:32.635731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'. [2025-11-26T17:09:32.646991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COEP'. [2025-11-26T17:09:32.647392] [INFO ] [FORECASTER] Starting predict_future for COEP [2025-11-26T17:09:32.648231] [DEBUG] [LOCAL ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt [2025-11-26T17:09:32.648287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:32.648350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:32.648380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:32.648442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:32.713771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:32.714598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:32.714729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:32.714783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:32.855514] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:32.855705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:32.855752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:32.855784] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:32.859344] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=84.27%) [2025-11-26T17:09:32.859629] [INFO ] [FORECASTER] Completed predict_future for COEP [2025-11-26T17:09:32.859791] [INFO ] [sig ] COEP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:33.010166] [INFO ] [LOCAL ] Saved forecast: COEP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COEP.txt [2025-11-26T17:09:33.010339] [INFO ] [sig ] [775/3639] Completed COEP in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:33.010381] [INFO ] [sig ] [776/3639] Forecasting COF... [2025-11-26T17:09:33.010414] [INFO ] [sig ] Generating forecast for: COF [2025-11-26T17:09:33.010497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-11-26T17:09:33.021381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COF'. [2025-11-26T17:09:33.021763] [INFO ] [FORECASTER] Starting predict_future for COF [2025-11-26T17:09:33.022563] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-11-26T17:09:33.022619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:33.022687] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:33.022720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:33.022780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:33.085702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:33.086583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:33.086695] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:33.086737] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:33.215851] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:33.216030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:33.216074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:33.216106] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:33.219726] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=39.97%) [2025-11-26T17:09:33.220032] [INFO ] [FORECASTER] Completed predict_future for COF [2025-11-26T17:09:33.220172] [INFO ] [sig ] COF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:33.372867] [INFO ] [LOCAL ] Saved forecast: COF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COF.txt [2025-11-26T17:09:33.373039] [INFO ] [sig ] [776/3639] Completed COF in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:33.373081] [INFO ] [sig ] [777/3639] Forecasting COFS... [2025-11-26T17:09:33.373112] [INFO ] [sig ] Generating forecast for: COFS [2025-11-26T17:09:33.373146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'. [2025-11-26T17:09:33.383766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COFS'. [2025-11-26T17:09:33.384093] [INFO ] [FORECASTER] Starting predict_future for COFS [2025-11-26T17:09:33.384913] [DEBUG] [LOCAL ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt [2025-11-26T17:09:33.384968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:33.385003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:33.385040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:33.385127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:33.443337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:33.444370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:33.444469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:33.444506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:33.559661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:33.559840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:33.559885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:33.559915] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:33.563463] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=31.51%) [2025-11-26T17:09:33.563797] [INFO ] [FORECASTER] Completed predict_future for COFS [2025-11-26T17:09:33.563939] [INFO ] [sig ] COFS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:33.710413] [INFO ] [LOCAL ] Saved forecast: COFS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COFS.txt [2025-11-26T17:09:33.710592] [INFO ] [sig ] [777/3639] Completed COFS in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:33.710635] [INFO ] [sig ] [778/3639] Forecasting COIN... [2025-11-26T17:09:33.710714] [INFO ] [sig ] Generating forecast for: COIN [2025-11-26T17:09:33.710753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'. [2025-11-26T17:09:33.721246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COIN'. [2025-11-26T17:09:33.721682] [INFO ] [FORECASTER] Starting predict_future for COIN [2025-11-26T17:09:33.722568] [DEBUG] [LOCAL ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt [2025-11-26T17:09:33.722625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:33.722692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:33.722728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:33.722788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:33.781446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:33.782376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:33.782467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:33.782501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:33.906146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:33.906321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:33.906362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:33.906428] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:33.911219] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=73.42%) [2025-11-26T17:09:33.911527] [INFO ] [FORECASTER] Completed predict_future for COIN [2025-11-26T17:09:33.911705] [INFO ] [sig ] COIN: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:34.054922] [INFO ] [LOCAL ] Saved forecast: COIN 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COIN.txt [2025-11-26T17:09:34.055087] [INFO ] [sig ] [778/3639] Completed COIN in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:34.055134] [INFO ] [sig ] [779/3639] Forecasting COKE... [2025-11-26T17:09:34.055166] [INFO ] [sig ] Generating forecast for: COKE [2025-11-26T17:09:34.055236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'. [2025-11-26T17:09:34.066157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COKE'. [2025-11-26T17:09:34.066531] [INFO ] [FORECASTER] Starting predict_future for COKE [2025-11-26T17:09:34.067388] [DEBUG] [LOCAL ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt [2025-11-26T17:09:34.067445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:34.067479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:34.067509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:34.067570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:34.127373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:34.128286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:34.128379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:34.128416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:34.250949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:34.251118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:34.251160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:34.251191] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:34.254588] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=25.92%) [2025-11-26T17:09:34.254929] [INFO ] [FORECASTER] Completed predict_future for COKE [2025-11-26T17:09:34.255079] [INFO ] [sig ] COKE: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:34.410524] [INFO ] [LOCAL ] Saved forecast: COKE 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COKE.txt [2025-11-26T17:09:34.410714] [INFO ] [sig ] [779/3639] Completed COKE in 0.4s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:34.410797] [INFO ] [sig ] [780/3639] Forecasting COLB... [2025-11-26T17:09:34.410862] [INFO ] [sig ] Generating forecast for: COLB [2025-11-26T17:09:34.410895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'. [2025-11-26T17:09:34.421843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLB'. [2025-11-26T17:09:34.422261] [INFO ] [FORECASTER] Starting predict_future for COLB [2025-11-26T17:09:34.423113] [DEBUG] [LOCAL ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt [2025-11-26T17:09:34.423169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:34.423204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:34.423234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:34.423296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:34.483453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:34.484355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:34.484448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:34.484486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:34.606463] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:34.606630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:34.606697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:34.606731] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:34.610314] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=1.78%) [2025-11-26T17:09:34.610615] [INFO ] [FORECASTER] Completed predict_future for COLB [2025-11-26T17:09:34.610782] [INFO ] [sig ] COLB: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:34.757155] [INFO ] [LOCAL ] Saved forecast: COLB 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COLB.txt [2025-11-26T17:09:34.757316] [INFO ] [sig ] [780/3639] Completed COLB in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:34.757387] [INFO ] [sig ] [781/3639] Forecasting COLD... [2025-11-26T17:09:34.757422] [INFO ] [sig ] Generating forecast for: COLD [2025-11-26T17:09:34.757491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-11-26T17:09:34.768210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLD'. [2025-11-26T17:09:34.768583] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-11-26T17:09:34.769401] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-11-26T17:09:34.769455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:34.769489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:34.769518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:34.769577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:34.828829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:34.829740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:34.829837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:34.829874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:34.949925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:34.950096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:34.950141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:34.950173] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:34.953689] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=14.53%) [2025-11-26T17:09:34.953983] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-11-26T17:09:34.954145] [INFO ] [sig ] COLD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:35.102023] [INFO ] [LOCAL ] Saved forecast: COLD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COLD.txt [2025-11-26T17:09:35.102179] [INFO ] [sig ] [781/3639] Completed COLD in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:35.102222] [INFO ] [sig ] [782/3639] Forecasting COLL... [2025-11-26T17:09:35.102254] [INFO ] [sig ] Generating forecast for: COLL [2025-11-26T17:09:35.102322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'. [2025-11-26T17:09:35.112712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLL'. [2025-11-26T17:09:35.113074] [INFO ] [FORECASTER] Starting predict_future for COLL [2025-11-26T17:09:35.113915] [DEBUG] [LOCAL ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt [2025-11-26T17:09:35.113973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:35.114008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:35.114039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:35.114101] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:35.172568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:35.173429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:35.173521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:35.173558] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:35.299239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:35.299414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:35.299455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:35.299485] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:35.303037] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T17:09:35.303312] [INFO ] [FORECASTER] Completed predict_future for COLL [2025-11-26T17:09:35.303440] [INFO ] [sig ] COLL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:35.451265] [INFO ] [LOCAL ] Saved forecast: COLL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COLL.txt [2025-11-26T17:09:35.451403] [INFO ] [sig ] [782/3639] Completed COLL in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:35.451447] [INFO ] [sig ] [783/3639] Forecasting COLM... [2025-11-26T17:09:35.451482] [INFO ] [sig ] Generating forecast for: COLM [2025-11-26T17:09:35.451516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'. [2025-11-26T17:09:35.462757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLM'. [2025-11-26T17:09:35.463093] [INFO ] [FORECASTER] Starting predict_future for COLM [2025-11-26T17:09:35.463912] [DEBUG] [LOCAL ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt [2025-11-26T17:09:35.463969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:35.464003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:35.464032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:35.464092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:35.522371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:35.523182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:35.523271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:35.523309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:35.638198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:35.638367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:35.638432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:35.638463] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:35.641844] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=74.97%) [2025-11-26T17:09:35.642124] [INFO ] [FORECASTER] Completed predict_future for COLM [2025-11-26T17:09:35.642256] [INFO ] [sig ] COLM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:35.794932] [INFO ] [LOCAL ] Saved forecast: COLM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COLM.txt [2025-11-26T17:09:35.795104] [INFO ] [sig ] [783/3639] Completed COLM in 0.3s | 2.87 sym/s | Total: 4.5m | ETA: 16.6m [2025-11-26T17:09:35.795181] [INFO ] [sig ] [784/3639] Forecasting COMM... [2025-11-26T17:09:35.795217] [INFO ] [sig ] Generating forecast for: COMM [2025-11-26T17:09:35.795254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'. [2025-11-26T17:09:35.806777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMM'. [2025-11-26T17:09:35.807313] [INFO ] [FORECASTER] Starting predict_future for COMM [2025-11-26T17:09:35.808371] [DEBUG] [LOCAL ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt [2025-11-26T17:09:35.808426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:35.808461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:35.808490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:35.808550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:35.868824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:35.869663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:35.869752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:35.869790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:35.998117] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:35.998285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:35.998325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:35.998356] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:36.002011] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=76.81%) [2025-11-26T17:09:36.002296] [INFO ] [FORECASTER] Completed predict_future for COMM [2025-11-26T17:09:36.002428] [INFO ] [sig ] COMM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:36.153061] [INFO ] [LOCAL ] Saved forecast: COMM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COMM.txt [2025-11-26T17:09:36.153191] [INFO ] [sig ] [784/3639] Completed COMM in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.6m [2025-11-26T17:09:36.153232] [INFO ] [sig ] [785/3639] Forecasting COMP... [2025-11-26T17:09:36.153273] [INFO ] [sig ] Generating forecast for: COMP [2025-11-26T17:09:36.153304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-11-26T17:09:36.165120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMP'. [2025-11-26T17:09:36.165451] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-11-26T17:09:36.166288] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-11-26T17:09:36.166343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:36.166377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:36.166407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:36.166467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:36.223663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:36.224416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:36.224557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:36.224593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:36.345681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:36.345838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:36.345878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:36.345907] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:36.349330] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=28.98%) [2025-11-26T17:09:36.349613] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-11-26T17:09:36.349769] [INFO ] [sig ] COMP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:36.492039] [INFO ] [LOCAL ] Saved forecast: COMP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COMP.txt [2025-11-26T17:09:36.492184] [INFO ] [sig ] [785/3639] Completed COMP in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.6m [2025-11-26T17:09:36.492226] [INFO ] [sig ] [786/3639] Forecasting CONL... [2025-11-26T17:09:36.492288] [INFO ] [sig ] Generating forecast for: CONL [2025-11-26T17:09:36.492323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'. [2025-11-26T17:09:36.503185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CONL'. [2025-11-26T17:09:36.503496] [INFO ] [FORECASTER] Starting predict_future for CONL [2025-11-26T17:09:36.504454] [DEBUG] [LOCAL ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt [2025-11-26T17:09:36.504508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:36.504541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:36.504569] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:36.504633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:36.562190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:36.562812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:36.562893] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:36.562928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:36.684227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:36.684356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:36.684396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:36.684425] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:36.687766] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=45.10%) [2025-11-26T17:09:36.688042] [INFO ] [FORECASTER] Completed predict_future for CONL [2025-11-26T17:09:36.688171] [INFO ] [sig ] CONL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:36.832520] [INFO ] [LOCAL ] Saved forecast: CONL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CONL.txt [2025-11-26T17:09:36.832738] [INFO ] [sig ] [786/3639] Completed CONL in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.6m [2025-11-26T17:09:36.832831] [INFO ] [sig ] [787/3639] Forecasting COO... [2025-11-26T17:09:36.832872] [INFO ] [sig ] Generating forecast for: COO [2025-11-26T17:09:36.832906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'. [2025-11-26T17:09:36.843848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COO'. [2025-11-26T17:09:36.844136] [INFO ] [FORECASTER] Starting predict_future for COO [2025-11-26T17:09:36.844951] [DEBUG] [LOCAL ] No optimal features file found for COO: ./output/feature-sets/COO.txt [2025-11-26T17:09:36.845006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:36.845053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:36.845084] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:36.845144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:36.904857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:36.905517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:36.905608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:36.905662] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:37.020786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:37.020942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:37.020987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:37.021017] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:37.024829] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=96.29%) [2025-11-26T17:09:37.025107] [INFO ] [FORECASTER] Completed predict_future for COO [2025-11-26T17:09:37.025419] [INFO ] [sig ] COO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:37.167107] [INFO ] [LOCAL ] Saved forecast: COO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COO.txt [2025-11-26T17:09:37.167228] [INFO ] [sig ] [787/3639] Completed COO in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.6m [2025-11-26T17:09:37.167270] [INFO ] [sig ] [788/3639] Forecasting COP... [2025-11-26T17:09:37.167301] [INFO ] [sig ] Generating forecast for: COP [2025-11-26T17:09:37.167345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-11-26T17:09:37.179073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COP'. [2025-11-26T17:09:37.179544] [INFO ] [FORECASTER] Starting predict_future for COP [2025-11-26T17:09:37.180350] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-11-26T17:09:37.180406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:37.180440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:37.180469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:37.180529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:37.242536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:37.243177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:37.243414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:37.243449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:37.361694] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:37.361830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:37.361870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:37.361900] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:37.365576] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=99.05%) [2025-11-26T17:09:37.365872] [INFO ] [FORECASTER] Completed predict_future for COP [2025-11-26T17:09:37.366002] [INFO ] [sig ] COP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:37.506736] [INFO ] [LOCAL ] Saved forecast: COP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COP.txt [2025-11-26T17:09:37.506882] [INFO ] [sig ] [788/3639] Completed COP in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.6m [2025-11-26T17:09:37.506946] [INFO ] [sig ] [789/3639] Forecasting COPP... [2025-11-26T17:09:37.506990] [INFO ] [sig ] Generating forecast for: COPP [2025-11-26T17:09:37.507022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'. [2025-11-26T17:09:37.517884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COPP'. [2025-11-26T17:09:37.518234] [INFO ] [FORECASTER] Starting predict_future for COPP [2025-11-26T17:09:37.519052] [DEBUG] [LOCAL ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt [2025-11-26T17:09:37.519107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:37.519141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:37.519171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:37.519231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:37.581935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:37.582697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:37.582794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:37.582832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:37.705801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:37.705962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:37.706026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:37.706074] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:37.709709] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=7.66%) [2025-11-26T17:09:37.710034] [INFO ] [FORECASTER] Completed predict_future for COPP [2025-11-26T17:09:37.710170] [INFO ] [sig ] COPP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:37.860775] [INFO ] [LOCAL ] Saved forecast: COPP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COPP.txt [2025-11-26T17:09:37.860912] [INFO ] [sig ] [789/3639] Completed COPP in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.6m [2025-11-26T17:09:37.860954] [INFO ] [sig ] [790/3639] Forecasting CORZ... [2025-11-26T17:09:37.860985] [INFO ] [sig ] Generating forecast for: CORZ [2025-11-26T17:09:37.861018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'. [2025-11-26T17:09:37.872177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZ'. [2025-11-26T17:09:37.872495] [INFO ] [FORECASTER] Starting predict_future for CORZ [2025-11-26T17:09:37.873489] [DEBUG] [LOCAL ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt [2025-11-26T17:09:37.873545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:37.873579] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:37.873608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:37.873686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:37.931337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:37.931999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:37.932087] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:37.932122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:38.055100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:38.055444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:38.055484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:38.055515] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:38.058855] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=37.79%) [2025-11-26T17:09:38.059133] [INFO ] [FORECASTER] Completed predict_future for CORZ [2025-11-26T17:09:38.059264] [INFO ] [sig ] CORZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:38.203089] [INFO ] [LOCAL ] Saved forecast: CORZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CORZ.txt [2025-11-26T17:09:38.203231] [INFO ] [sig ] [790/3639] Completed CORZ in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:38.203302] [INFO ] [sig ] [791/3639] Forecasting CORZZ... [2025-11-26T17:09:38.203343] [INFO ] [sig ] Generating forecast for: CORZZ [2025-11-26T17:09:38.203378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'. [2025-11-26T17:09:38.215740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'. [2025-11-26T17:09:38.216136] [INFO ] [FORECASTER] Starting predict_future for CORZZ [2025-11-26T17:09:38.216970] [DEBUG] [LOCAL ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt [2025-11-26T17:09:38.217031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:38.217067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:38.217097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:38.217157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:38.278045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:38.278730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:38.278815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:38.278851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:38.396010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:38.396199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:38.396245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:38.396290] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:38.399916] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=4.61%) [2025-11-26T17:09:38.400246] [INFO ] [FORECASTER] Completed predict_future for CORZZ [2025-11-26T17:09:38.400413] [INFO ] [sig ] CORZZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:38.595631] [INFO ] [LOCAL ] Saved forecast: CORZZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CORZZ.txt [2025-11-26T17:09:38.595798] [INFO ] [sig ] [791/3639] Completed CORZZ in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:38.595842] [INFO ] [sig ] [792/3639] Forecasting COTY... [2025-11-26T17:09:38.595875] [INFO ] [sig ] Generating forecast for: COTY [2025-11-26T17:09:38.595907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-11-26T17:09:38.606507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COTY'. [2025-11-26T17:09:38.606830] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-11-26T17:09:38.607694] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-11-26T17:09:38.607750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:38.607833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:38.607864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:38.607923] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:38.674964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:38.675732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:38.675819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:38.675855] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:38.809366] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:38.809531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:38.809585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:38.809616] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:38.813068] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=90.60%) [2025-11-26T17:09:38.813349] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-11-26T17:09:38.813482] [INFO ] [sig ] COTY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:38.962504] [INFO ] [LOCAL ] Saved forecast: COTY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COTY.txt [2025-11-26T17:09:38.962668] [INFO ] [sig ] [792/3639] Completed COTY in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:38.962740] [INFO ] [sig ] [793/3639] Forecasting COWG... [2025-11-26T17:09:38.962775] [INFO ] [sig ] Generating forecast for: COWG [2025-11-26T17:09:38.962809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'. [2025-11-26T17:09:38.973547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COWG'. [2025-11-26T17:09:38.973885] [INFO ] [FORECASTER] Starting predict_future for COWG [2025-11-26T17:09:38.974716] [DEBUG] [LOCAL ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt [2025-11-26T17:09:38.974771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:38.974805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:38.974834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:38.974895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:39.033062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:39.033735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:39.033920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:39.033957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:39.150430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:39.150580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:39.150621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:39.150671] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:39.154043] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=11.88%) [2025-11-26T17:09:39.154318] [INFO ] [FORECASTER] Completed predict_future for COWG [2025-11-26T17:09:39.154450] [INFO ] [sig ] COWG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:39.296302] [INFO ] [LOCAL ] Saved forecast: COWG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/COWG.txt [2025-11-26T17:09:39.296443] [INFO ] [sig ] [793/3639] Completed COWG in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:39.296485] [INFO ] [sig ] [794/3639] Forecasting COYA... [2025-11-26T17:09:39.296517] [INFO ] [sig ] Generating forecast for: COYA [2025-11-26T17:09:39.296550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'. [2025-11-26T17:09:39.307980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COYA'. [2025-11-26T17:09:39.308314] [INFO ] [FORECASTER] Starting predict_future for COYA [2025-11-26T17:09:39.309121] [DEBUG] [LOCAL ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt [2025-11-26T17:09:39.309176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:39.309211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:39.309239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:39.309298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:39.367847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:39.368674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:39.368761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:39.368796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:39.485962] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:39.486118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:39.486158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:39.486212] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:39.489849] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=97.94%) [2025-11-26T17:09:39.490128] [INFO ] [FORECASTER] Completed predict_future for COYA [2025-11-26T17:09:39.490263] [INFO ] [sig ] COYA: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:39.637403] [INFO ] [LOCAL ] Saved forecast: COYA 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/COYA.txt [2025-11-26T17:09:39.637558] [INFO ] [sig ] [794/3639] Completed COYA in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:39.637602] [INFO ] [sig ] [795/3639] Forecasting CP... [2025-11-26T17:09:39.637634] [INFO ] [sig ] Generating forecast for: CP [2025-11-26T17:09:39.637729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-11-26T17:09:39.648474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CP'. [2025-11-26T17:09:39.648834] [INFO ] [FORECASTER] Starting predict_future for CP [2025-11-26T17:09:39.649716] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-11-26T17:09:39.649773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:39.649809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:39.649838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:39.649900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:39.706554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:39.707236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:39.707321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:39.707366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:39.829344] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:39.829506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:39.829548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:39.829623] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:39.833021] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=43.30%) [2025-11-26T17:09:39.833296] [INFO ] [FORECASTER] Completed predict_future for CP [2025-11-26T17:09:39.833426] [INFO ] [sig ] CP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:39.974548] [INFO ] [LOCAL ] Saved forecast: CP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CP.txt [2025-11-26T17:09:39.974721] [INFO ] [sig ] [795/3639] Completed CP in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:39.974766] [INFO ] [sig ] [796/3639] Forecasting CPA... [2025-11-26T17:09:39.974798] [INFO ] [sig ] Generating forecast for: CPA [2025-11-26T17:09:39.974858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-11-26T17:09:39.985241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPA'. [2025-11-26T17:09:39.985584] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-11-26T17:09:39.986393] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-11-26T17:09:39.986448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:39.986482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:39.986511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:39.986569] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:40.042817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:40.043495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:40.043582] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:40.043617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:40.161332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:40.161492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:40.161535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:40.161565] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:40.164950] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-11-26T17:09:40.165222] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-11-26T17:09:40.165352] [INFO ] [sig ] CPA: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:40.306832] [INFO ] [LOCAL ] Saved forecast: CPA 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CPA.txt [2025-11-26T17:09:40.306989] [INFO ] [sig ] [796/3639] Completed CPA in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:40.307034] [INFO ] [sig ] [797/3639] Forecasting CPB... [2025-11-26T17:09:40.307064] [INFO ] [sig ] Generating forecast for: CPB [2025-11-26T17:09:40.307097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'. [2025-11-26T17:09:40.318559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPB'. [2025-11-26T17:09:40.318984] [INFO ] [FORECASTER] Starting predict_future for CPB [2025-11-26T17:09:40.319886] [DEBUG] [LOCAL ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt [2025-11-26T17:09:40.319943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:40.319983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:40.320025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:40.320113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:40.379241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:40.380073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:40.380166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:40.380202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:40.499848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:40.500014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:40.500055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:40.500086] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:40.503601] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=84.47%) [2025-11-26T17:09:40.503925] [INFO ] [FORECASTER] Completed predict_future for CPB [2025-11-26T17:09:40.504073] [INFO ] [sig ] CPB: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:40.648374] [INFO ] [LOCAL ] Saved forecast: CPB 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPB.txt [2025-11-26T17:09:40.648540] [INFO ] [sig ] [797/3639] Completed CPB in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:40.648591] [INFO ] [sig ] [798/3639] Forecasting CPF... [2025-11-26T17:09:40.648624] [INFO ] [sig ] Generating forecast for: CPF [2025-11-26T17:09:40.648711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-11-26T17:09:40.659158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPF'. [2025-11-26T17:09:40.659493] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-11-26T17:09:40.660329] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-11-26T17:09:40.660386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:40.660421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:40.660451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:40.660525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:40.718777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:40.719511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:40.719600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:40.719637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:40.839597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:40.839744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:40.839792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:40.839824] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:40.843390] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=7.27%) [2025-11-26T17:09:40.843693] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-11-26T17:09:40.843831] [INFO ] [sig ] CPF: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:40.989672] [INFO ] [LOCAL ] Saved forecast: CPF 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CPF.txt [2025-11-26T17:09:40.989819] [INFO ] [sig ] [798/3639] Completed CPF in 0.3s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:40.989868] [INFO ] [sig ] [799/3639] Forecasting CPIX... [2025-11-26T17:09:40.989908] [INFO ] [sig ] Generating forecast for: CPIX [2025-11-26T17:09:40.989942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'. [2025-11-26T17:09:41.003247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPIX'. [2025-11-26T17:09:41.003712] [INFO ] [FORECASTER] Starting predict_future for CPIX [2025-11-26T17:09:41.004559] [DEBUG] [LOCAL ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt [2025-11-26T17:09:41.004617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:41.004676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:41.004708] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:41.004769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:41.066987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:41.067852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:41.067945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:41.067983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:41.197321] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:41.197514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:41.197558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:41.197589] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:41.201346] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=43.22%) [2025-11-26T17:09:41.201671] [INFO ] [FORECASTER] Completed predict_future for CPIX [2025-11-26T17:09:41.201812] [INFO ] [sig ] CPIX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:41.347797] [INFO ] [LOCAL ] Saved forecast: CPIX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CPIX.txt [2025-11-26T17:09:41.347957] [INFO ] [sig ] [799/3639] Completed CPIX in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:41.348002] [INFO ] [sig ] [800/3639] Forecasting CPK... [2025-11-26T17:09:41.348036] [INFO ] [sig ] Generating forecast for: CPK [2025-11-26T17:09:41.348102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-11-26T17:09:41.359194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPK'. [2025-11-26T17:09:41.359564] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-11-26T17:09:41.360398] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-11-26T17:09:41.360469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:41.360507] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:41.360538] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:41.360600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:41.422377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:41.423215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:41.423308] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:41.423345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:41.543803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:41.543981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:41.544025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:41.544057] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:41.547604] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=96.43%) [2025-11-26T17:09:41.547910] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-11-26T17:09:41.548046] [INFO ] [sig ] CPK: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:41.702521] [INFO ] [LOCAL ] Saved forecast: CPK 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPK.txt [2025-11-26T17:09:41.702699] [INFO ] [sig ] [800/3639] Completed CPK in 0.4s | 2.87 sym/s | Total: 4.6m | ETA: 16.5m [2025-11-26T17:09:41.702745] [INFO ] [sig ] [801/3639] Forecasting CPNG... [2025-11-26T17:09:41.702777] [INFO ] [sig ] Generating forecast for: CPNG [2025-11-26T17:09:41.702808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-11-26T17:09:41.717129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPNG'. [2025-11-26T17:09:41.717771] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-11-26T17:09:41.718805] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-11-26T17:09:41.718862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:41.718899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:41.718928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:41.718989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:41.777665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:41.778924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:41.779033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:41.779070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:41.910096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:41.910349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:41.910397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:41.910428] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:41.914577] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=32.87%) [2025-11-26T17:09:41.915061] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-11-26T17:09:41.915275] [INFO ] [sig ] CPNG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:42.062175] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CPNG.txt [2025-11-26T17:09:42.062409] [INFO ] [sig ] [801/3639] Completed CPNG in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 16.5m [2025-11-26T17:09:42.062500] [INFO ] [sig ] [802/3639] Forecasting CPRI... [2025-11-26T17:09:42.062536] [INFO ] [sig ] Generating forecast for: CPRI [2025-11-26T17:09:42.062575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-11-26T17:09:42.075771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRI'. [2025-11-26T17:09:42.076316] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-11-26T17:09:42.077302] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-11-26T17:09:42.077391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:42.077429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:42.077461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:42.077524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:42.137581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:42.138797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:42.138948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:42.138986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:42.268965] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:42.269210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:42.269258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:42.269290] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:42.273243] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=63.52%) [2025-11-26T17:09:42.273564] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-11-26T17:09:42.273736] [INFO ] [sig ] CPRI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:42.421881] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPRI.txt [2025-11-26T17:09:42.422120] [INFO ] [sig ] [802/3639] Completed CPRI in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 16.5m [2025-11-26T17:09:42.422202] [INFO ] [sig ] [803/3639] Forecasting CPRX... [2025-11-26T17:09:42.422240] [INFO ] [sig ] Generating forecast for: CPRX [2025-11-26T17:09:42.422275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'. [2025-11-26T17:09:42.435236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRX'. [2025-11-26T17:09:42.435856] [INFO ] [FORECASTER] Starting predict_future for CPRX [2025-11-26T17:09:42.436854] [DEBUG] [LOCAL ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt [2025-11-26T17:09:42.436914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:42.436951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:42.436981] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:42.437045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:42.501491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:42.502929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:42.503055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:42.503090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:42.633101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:42.633342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:42.633389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:42.633422] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:42.637585] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=85.65%) [2025-11-26T17:09:42.637997] [INFO ] [FORECASTER] Completed predict_future for CPRX [2025-11-26T17:09:42.638158] [INFO ] [sig ] CPRX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:42.791718] [INFO ] [LOCAL ] Saved forecast: CPRX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPRX.txt [2025-11-26T17:09:42.792010] [INFO ] [sig ] [803/3639] Completed CPRX in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 16.5m [2025-11-26T17:09:42.792069] [INFO ] [sig ] [804/3639] Forecasting CPS... [2025-11-26T17:09:42.792121] [INFO ] [sig ] Generating forecast for: CPS [2025-11-26T17:09:42.792161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-11-26T17:09:42.806214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPS'. [2025-11-26T17:09:42.807114] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-11-26T17:09:42.808478] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-11-26T17:09:42.808537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:42.808574] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:42.808603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:42.808695] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:42.869150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:42.870350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:42.870478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:42.870517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:42.997872] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:42.998125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:42.998174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:42.998206] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:43.002497] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=69.41%) [2025-11-26T17:09:43.002946] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-11-26T17:09:43.003126] [INFO ] [sig ] CPS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:43.153855] [INFO ] [LOCAL ] Saved forecast: CPS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPS.txt [2025-11-26T17:09:43.154160] [INFO ] [sig ] [804/3639] Completed CPS in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 16.5m [2025-11-26T17:09:43.154254] [INFO ] [sig ] [805/3639] Forecasting CPSH... [2025-11-26T17:09:43.154293] [INFO ] [sig ] Generating forecast for: CPSH [2025-11-26T17:09:43.154332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'. [2025-11-26T17:09:43.167934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSH'. [2025-11-26T17:09:43.168505] [INFO ] [FORECASTER] Starting predict_future for CPSH [2025-11-26T17:09:43.169431] [DEBUG] [LOCAL ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt [2025-11-26T17:09:43.169501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:43.169547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:43.169584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:43.169686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:43.235350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:43.236425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:43.236522] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:43.236561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:43.366337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:43.366492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:43.366535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:43.366568] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:43.370513] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=95.04%) [2025-11-26T17:09:43.370848] [INFO ] [FORECASTER] Completed predict_future for CPSH [2025-11-26T17:09:43.370993] [INFO ] [sig ] CPSH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:43.515200] [INFO ] [LOCAL ] Saved forecast: CPSH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPSH.txt [2025-11-26T17:09:43.515483] [INFO ] [sig ] [805/3639] Completed CPSH in 0.4s | 2.87 sym/s | Total: 4.7m | ETA: 16.5m [2025-11-26T17:09:43.515533] [INFO ] [sig ] [806/3639] Forecasting CPSS... [2025-11-26T17:09:43.515566] [INFO ] [sig ] Generating forecast for: CPSS [2025-11-26T17:09:43.515600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'. [2025-11-26T17:09:43.526322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSS'. [2025-11-26T17:09:43.526772] [INFO ] [FORECASTER] Starting predict_future for CPSS [2025-11-26T17:09:43.527606] [DEBUG] [LOCAL ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt [2025-11-26T17:09:43.527684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:43.527719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:43.527747] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:43.527806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:43.584464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:43.585353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:43.585445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:43.585482] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:43.689146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:43.689334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:43.689376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:43.689407] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:43.693170] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=74.60%) [2025-11-26T17:09:43.693557] [INFO ] [FORECASTER] Completed predict_future for CPSS [2025-11-26T17:09:43.693736] [INFO ] [sig ] CPSS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:43.835673] [INFO ] [LOCAL ] Saved forecast: CPSS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CPSS.txt [2025-11-26T17:09:43.835837] [INFO ] [sig ] [806/3639] Completed CPSS in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.5m [2025-11-26T17:09:43.835880] [INFO ] [sig ] [807/3639] Forecasting CPZ... [2025-11-26T17:09:43.835912] [INFO ] [sig ] Generating forecast for: CPZ [2025-11-26T17:09:43.835945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'. [2025-11-26T17:09:43.846762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPZ'. [2025-11-26T17:09:43.847135] [INFO ] [FORECASTER] Starting predict_future for CPZ [2025-11-26T17:09:43.847993] [DEBUG] [LOCAL ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt [2025-11-26T17:09:43.848048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:43.848082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:43.848110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:43.848174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:43.904658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:43.905542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:43.905633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:43.905694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:44.020966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:44.021121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:44.021189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:44.021221] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:44.024733] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=33.45%) [2025-11-26T17:09:44.025022] [INFO ] [FORECASTER] Completed predict_future for CPZ [2025-11-26T17:09:44.025155] [INFO ] [sig ] CPZ: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:44.167496] [INFO ] [LOCAL ] Saved forecast: CPZ 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CPZ.txt [2025-11-26T17:09:44.167677] [INFO ] [sig ] [807/3639] Completed CPZ in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:44.167722] [INFO ] [sig ] [808/3639] Forecasting CQP... [2025-11-26T17:09:44.167761] [INFO ] [sig ] Generating forecast for: CQP [2025-11-26T17:09:44.167795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-11-26T17:09:44.177803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CQP'. [2025-11-26T17:09:44.178119] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-11-26T17:09:44.178926] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-11-26T17:09:44.178982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:44.179018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:44.179047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:44.179107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:44.235914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:44.236825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:44.236913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:44.236949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:44.355605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:44.355796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:44.355839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:44.355870] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:44.359294] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=78.61%) [2025-11-26T17:09:44.359570] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-11-26T17:09:44.359720] [INFO ] [sig ] CQP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:44.500213] [INFO ] [LOCAL ] Saved forecast: CQP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CQP.txt [2025-11-26T17:09:44.500365] [INFO ] [sig ] [808/3639] Completed CQP in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:44.500412] [INFO ] [sig ] [809/3639] Forecasting CRAI... [2025-11-26T17:09:44.500446] [INFO ] [sig ] Generating forecast for: CRAI [2025-11-26T17:09:44.500505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'. [2025-11-26T17:09:44.510906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRAI'. [2025-11-26T17:09:44.511301] [INFO ] [FORECASTER] Starting predict_future for CRAI [2025-11-26T17:09:44.512116] [DEBUG] [LOCAL ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt [2025-11-26T17:09:44.512171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:44.512231] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:44.512262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:44.512323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:44.570046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:44.570946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:44.571037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:44.571075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:44.686625] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:44.686808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:44.686851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:44.686881] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:44.690297] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=98.35%) [2025-11-26T17:09:44.690578] [INFO ] [FORECASTER] Completed predict_future for CRAI [2025-11-26T17:09:44.690727] [INFO ] [sig ] CRAI: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:44.833456] [INFO ] [LOCAL ] Saved forecast: CRAI 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRAI.txt [2025-11-26T17:09:44.833610] [INFO ] [sig ] [809/3639] Completed CRAI in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:44.833672] [INFO ] [sig ] [810/3639] Forecasting CRBG... [2025-11-26T17:09:44.833708] [INFO ] [sig ] Generating forecast for: CRBG [2025-11-26T17:09:44.833746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-11-26T17:09:44.843774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBG'. [2025-11-26T17:09:44.844132] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-11-26T17:09:44.845029] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-11-26T17:09:44.845086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:44.845122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:44.845152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:44.845214] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:44.904138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:44.905043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:44.905195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:44.905234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:45.023389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:45.023553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:45.023598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:45.023631] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:45.027142] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=73.49%) [2025-11-26T17:09:45.027457] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-11-26T17:09:45.027599] [INFO ] [sig ] CRBG: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:45.167958] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRBG.txt [2025-11-26T17:09:45.168117] [INFO ] [sig ] [810/3639] Completed CRBG in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:45.168168] [INFO ] [sig ] [811/3639] Forecasting CRBP... [2025-11-26T17:09:45.168211] [INFO ] [sig ] Generating forecast for: CRBP [2025-11-26T17:09:45.168286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'. [2025-11-26T17:09:45.178935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBP'. [2025-11-26T17:09:45.179286] [INFO ] [FORECASTER] Starting predict_future for CRBP [2025-11-26T17:09:45.180115] [DEBUG] [LOCAL ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt [2025-11-26T17:09:45.180171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:45.180219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:45.180249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:45.180308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:45.237049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:45.237888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:45.237976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:45.238054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:45.357096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:45.357242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:45.357283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:45.357313] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:45.360659] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=44.60%) [2025-11-26T17:09:45.360940] [INFO ] [FORECASTER] Completed predict_future for CRBP [2025-11-26T17:09:45.361075] [INFO ] [sig ] CRBP: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:45.501425] [INFO ] [LOCAL ] Saved forecast: CRBP 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRBP.txt [2025-11-26T17:09:45.501561] [INFO ] [sig ] [811/3639] Completed CRBP in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:45.501603] [INFO ] [sig ] [812/3639] Forecasting CRC... [2025-11-26T17:09:45.501657] [INFO ] [sig ] Generating forecast for: CRC [2025-11-26T17:09:45.501698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-11-26T17:09:45.511578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRC'. [2025-11-26T17:09:45.511884] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-11-26T17:09:45.512686] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-11-26T17:09:45.512740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:45.512774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:45.512802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:45.512861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:45.569681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:45.570397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:45.570485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:45.570521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:45.690153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:45.690313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:45.690354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:45.690423] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:45.693848] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-11-26T17:09:45.694126] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-11-26T17:09:45.694260] [INFO ] [sig ] CRC: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:45.837015] [INFO ] [LOCAL ] Saved forecast: CRC 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRC.txt [2025-11-26T17:09:45.837194] [INFO ] [sig ] [812/3639] Completed CRC in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:45.837248] [INFO ] [sig ] [813/3639] Forecasting CRDF... [2025-11-26T17:09:45.837290] [INFO ] [sig ] Generating forecast for: CRDF [2025-11-26T17:09:45.837378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'. [2025-11-26T17:09:45.847182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDF'. [2025-11-26T17:09:45.847545] [INFO ] [FORECASTER] Starting predict_future for CRDF [2025-11-26T17:09:45.848407] [DEBUG] [LOCAL ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt [2025-11-26T17:09:45.848464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:45.848499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:45.848530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:45.848591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:45.907718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:45.908475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:45.908566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:45.908604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:46.026053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:46.026197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:46.026237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:46.026269] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:46.029594] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-11-26T17:09:46.029905] [INFO ] [FORECASTER] Completed predict_future for CRDF [2025-11-26T17:09:46.030041] [INFO ] [sig ] CRDF: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:46.171744] [INFO ] [LOCAL ] Saved forecast: CRDF 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRDF.txt [2025-11-26T17:09:46.171884] [INFO ] [sig ] [813/3639] Completed CRDF in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:46.171926] [INFO ] [sig ] [814/3639] Forecasting CRDO... [2025-11-26T17:09:46.171959] [INFO ] [sig ] Generating forecast for: CRDO [2025-11-26T17:09:46.172017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'. [2025-11-26T17:09:46.182186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDO'. [2025-11-26T17:09:46.182498] [INFO ] [FORECASTER] Starting predict_future for CRDO [2025-11-26T17:09:46.183298] [DEBUG] [LOCAL ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt [2025-11-26T17:09:46.183353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:46.183388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:46.183417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:46.183478] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:46.240743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:46.241834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:46.241922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:46.241957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:46.359176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:46.359350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:46.359392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:46.359426] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:46.362931] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=20.88%) [2025-11-26T17:09:46.363211] [INFO ] [FORECASTER] Completed predict_future for CRDO [2025-11-26T17:09:46.363344] [INFO ] [sig ] CRDO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:46.502776] [INFO ] [LOCAL ] Saved forecast: CRDO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRDO.txt [2025-11-26T17:09:46.502926] [INFO ] [sig ] [814/3639] Completed CRDO in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:46.502967] [INFO ] [sig ] [815/3639] Forecasting CREG... [2025-11-26T17:09:46.503008] [INFO ] [sig ] Generating forecast for: CREG [2025-11-26T17:09:46.503070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'. [2025-11-26T17:09:46.513383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREG'. [2025-11-26T17:09:46.513788] [INFO ] [FORECASTER] Starting predict_future for CREG [2025-11-26T17:09:46.514578] [DEBUG] [LOCAL ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt [2025-11-26T17:09:46.514633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:46.514693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:46.514723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:46.514783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:46.571263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:46.572054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:46.572141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:46.572179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:46.677982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:46.678155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:46.678200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:46.678230] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:46.681591] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-11-26T17:09:46.681889] [INFO ] [FORECASTER] Completed predict_future for CREG [2025-11-26T17:09:46.682019] [INFO ] [sig ] CREG: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:46.821634] [INFO ] [LOCAL ] Saved forecast: CREG 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CREG.txt [2025-11-26T17:09:46.821793] [INFO ] [sig ] [815/3639] Completed CREG in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:46.821835] [INFO ] [sig ] [816/3639] Forecasting CRESY... [2025-11-26T17:09:46.821867] [INFO ] [sig ] Generating forecast for: CRESY [2025-11-26T17:09:46.821900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'. [2025-11-26T17:09:46.832531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRESY'. [2025-11-26T17:09:46.832856] [INFO ] [FORECASTER] Starting predict_future for CRESY [2025-11-26T17:09:46.833660] [DEBUG] [LOCAL ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt [2025-11-26T17:09:46.833715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:46.833749] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:46.833777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:46.833836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:46.889801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:46.890522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:46.890608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:46.890664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:47.013988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:47.014164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:47.014220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:47.014253] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:47.017748] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=9.08%) [2025-11-26T17:09:47.018033] [INFO ] [FORECASTER] Completed predict_future for CRESY [2025-11-26T17:09:47.018191] [INFO ] [sig ] CRESY: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:47.164697] [INFO ] [LOCAL ] Saved forecast: CRESY 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRESY.txt [2025-11-26T17:09:47.164846] [INFO ] [sig ] [816/3639] Completed CRESY in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:47.164890] [INFO ] [sig ] [817/3639] Forecasting CREX... [2025-11-26T17:09:47.164923] [INFO ] [sig ] Generating forecast for: CREX [2025-11-26T17:09:47.164957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'. [2025-11-26T17:09:47.175844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREX'. [2025-11-26T17:09:47.176202] [INFO ] [FORECASTER] Starting predict_future for CREX [2025-11-26T17:09:47.177056] [DEBUG] [LOCAL ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt [2025-11-26T17:09:47.177111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:47.177146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:47.177176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:47.177239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:47.238670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:47.239411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:47.239502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:47.239541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:47.364660] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:47.364840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:47.364885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:47.364917] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:47.368503] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=13.96%) [2025-11-26T17:09:47.368823] [INFO ] [FORECASTER] Completed predict_future for CREX [2025-11-26T17:09:47.368971] [INFO ] [sig ] CREX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:47.514739] [INFO ] [LOCAL ] Saved forecast: CREX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CREX.txt [2025-11-26T17:09:47.514877] [INFO ] [sig ] [817/3639] Completed CREX in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:47.514922] [INFO ] [sig ] [818/3639] Forecasting CRGO... [2025-11-26T17:09:47.514955] [INFO ] [sig ] Generating forecast for: CRGO [2025-11-26T17:09:47.514991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'. [2025-11-26T17:09:47.526289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGO'. [2025-11-26T17:09:47.526678] [INFO ] [FORECASTER] Starting predict_future for CRGO [2025-11-26T17:09:47.527509] [DEBUG] [LOCAL ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt [2025-11-26T17:09:47.527564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:47.527598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:47.527626] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:47.527705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:47.584204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:47.585051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:47.585142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:47.585177] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:47.704236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:47.704368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:47.704409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:47.704448] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:47.707776] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=99.35%) [2025-11-26T17:09:47.708059] [INFO ] [FORECASTER] Completed predict_future for CRGO [2025-11-26T17:09:47.708191] [INFO ] [sig ] CRGO: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:47.849536] [INFO ] [LOCAL ] Saved forecast: CRGO 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRGO.txt [2025-11-26T17:09:47.849717] [INFO ] [sig ] [818/3639] Completed CRGO in 0.3s | 2.87 sym/s | Total: 4.7m | ETA: 16.4m [2025-11-26T17:09:47.849785] [INFO ] [sig ] [819/3639] Forecasting CRGY... [2025-11-26T17:09:47.849821] [INFO ] [sig ] Generating forecast for: CRGY [2025-11-26T17:09:47.849854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-11-26T17:09:47.860084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGY'. [2025-11-26T17:09:47.860380] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-11-26T17:09:47.861194] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-11-26T17:09:47.861274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:47.861308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:47.861338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:47.861398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:47.918234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:47.919064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:47.919177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:47.919213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:48.038535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:48.038721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:48.038764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:48.038795] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:48.042125] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=65.65%) [2025-11-26T17:09:48.042404] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-11-26T17:09:48.042533] [INFO ] [sig ] CRGY: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:48.184520] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRGY.txt [2025-11-26T17:09:48.184671] [INFO ] [sig ] [819/3639] Completed CRGY in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.4m [2025-11-26T17:09:48.184716] [INFO ] [sig ] [820/3639] Forecasting CRH... [2025-11-26T17:09:48.184775] [INFO ] [sig ] Generating forecast for: CRH [2025-11-26T17:09:48.184812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-11-26T17:09:48.194911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRH'. [2025-11-26T17:09:48.195223] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-11-26T17:09:48.196033] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-11-26T17:09:48.196088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:48.196121] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:48.196151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:48.196215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:48.254176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:48.254890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:48.254986] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:48.255022] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:48.377556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:48.377721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:48.377763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:48.377794] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:48.381115] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=71.25%) [2025-11-26T17:09:48.381386] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-11-26T17:09:48.381528] [INFO ] [sig ] CRH: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:48.523151] [INFO ] [LOCAL ] Saved forecast: CRH 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRH.txt [2025-11-26T17:09:48.523288] [INFO ] [sig ] [820/3639] Completed CRH in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.4m [2025-11-26T17:09:48.523330] [INFO ] [sig ] [821/3639] Forecasting CRI... [2025-11-26T17:09:48.523362] [INFO ] [sig ] Generating forecast for: CRI [2025-11-26T17:09:48.523419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-11-26T17:09:48.534100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRI'. [2025-11-26T17:09:48.534513] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-11-26T17:09:48.535360] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-11-26T17:09:48.535416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:48.535450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:48.535478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:48.535537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:48.592206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:48.592995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:48.593083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:48.593118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:48.720980] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:48.721142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:48.721185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:48.721216] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:48.724577] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=3.28%) [2025-11-26T17:09:48.724872] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-11-26T17:09:48.725003] [INFO ] [sig ] CRI: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:48.865218] [INFO ] [LOCAL ] Saved forecast: CRI 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRI.txt [2025-11-26T17:09:48.865340] [INFO ] [sig ] [821/3639] Completed CRI in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.4m [2025-11-26T17:09:48.865384] [INFO ] [sig ] [822/3639] Forecasting CRIS... [2025-11-26T17:09:48.865415] [INFO ] [sig ] Generating forecast for: CRIS [2025-11-26T17:09:48.865477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'. [2025-11-26T17:09:48.876716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRIS'. [2025-11-26T17:09:48.877087] [INFO ] [FORECASTER] Starting predict_future for CRIS [2025-11-26T17:09:48.877986] [DEBUG] [LOCAL ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt [2025-11-26T17:09:48.878041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:48.878076] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:48.878118] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:48.878180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:48.938393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:48.939242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:48.939335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:48.939371] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:49.063873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:49.064031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:49.064071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:49.064102] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:49.067538] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.56%) [2025-11-26T17:09:49.067854] [INFO ] [FORECASTER] Completed predict_future for CRIS [2025-11-26T17:09:49.067988] [INFO ] [sig ] CRIS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:49.214695] [INFO ] [LOCAL ] Saved forecast: CRIS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRIS.txt [2025-11-26T17:09:49.214878] [INFO ] [sig ] [822/3639] Completed CRIS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.4m [2025-11-26T17:09:49.214923] [INFO ] [sig ] [823/3639] Forecasting CRK... [2025-11-26T17:09:49.214956] [INFO ] [sig ] Generating forecast for: CRK [2025-11-26T17:09:49.214990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-11-26T17:09:49.225782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRK'. [2025-11-26T17:09:49.226127] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-11-26T17:09:49.227073] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-11-26T17:09:49.227131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:49.227166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:49.227195] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:49.227261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:49.288188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:49.289044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:49.289134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:49.289171] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:49.414969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:49.415120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:49.415162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:49.415192] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:49.418773] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=35.78%) [2025-11-26T17:09:49.419095] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-11-26T17:09:49.419263] [INFO ] [sig ] CRK: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:49.567985] [INFO ] [LOCAL ] Saved forecast: CRK 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRK.txt [2025-11-26T17:09:49.568171] [INFO ] [sig ] [823/3639] Completed CRK in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:49.568237] [INFO ] [sig ] [824/3639] Forecasting CRL... [2025-11-26T17:09:49.568310] [INFO ] [sig ] Generating forecast for: CRL [2025-11-26T17:09:49.568354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-11-26T17:09:49.580288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRL'. [2025-11-26T17:09:49.580710] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-11-26T17:09:49.581557] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-11-26T17:09:49.581613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:49.581676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:49.581715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:49.581777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:49.642467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:49.643184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:49.643272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:49.643308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:49.765445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:49.765609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:49.765670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:49.765704] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:49.769078] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=56.00%) [2025-11-26T17:09:49.769355] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-11-26T17:09:49.769486] [INFO ] [sig ] CRL: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:49.908605] [INFO ] [LOCAL ] Saved forecast: CRL 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRL.txt [2025-11-26T17:09:49.908766] [INFO ] [sig ] [824/3639] Completed CRL in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:49.908809] [INFO ] [sig ] [825/3639] Forecasting CRM... [2025-11-26T17:09:49.908841] [INFO ] [sig ] Generating forecast for: CRM [2025-11-26T17:09:49.908899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-11-26T17:09:49.918657] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRM'. [2025-11-26T17:09:49.918945] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-11-26T17:09:49.919747] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-11-26T17:09:49.919801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:49.919836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:49.919865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:49.919925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:49.975981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:49.976670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:49.976756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:49.976791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:50.096205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:50.096321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:50.096362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:50.096393] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:50.099729] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=85.08%) [2025-11-26T17:09:50.100001] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-11-26T17:09:50.100131] [INFO ] [sig ] CRM: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:50.241858] [INFO ] [LOCAL ] Saved forecast: CRM 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRM.txt [2025-11-26T17:09:50.242011] [INFO ] [sig ] [825/3639] Completed CRM in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:50.242055] [INFO ] [sig ] [826/3639] Forecasting CRMD... [2025-11-26T17:09:50.242088] [INFO ] [sig ] Generating forecast for: CRMD [2025-11-26T17:09:50.242160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'. [2025-11-26T17:09:50.252633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRMD'. [2025-11-26T17:09:50.252964] [INFO ] [FORECASTER] Starting predict_future for CRMD [2025-11-26T17:09:50.253933] [DEBUG] [LOCAL ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt [2025-11-26T17:09:50.253988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:50.254048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:50.254079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:50.254139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:50.310565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:50.311246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:50.311334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:50.311369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:50.424289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:50.424432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:50.424473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:50.424504] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:50.427847] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-11-26T17:09:50.428124] [INFO ] [FORECASTER] Completed predict_future for CRMD [2025-11-26T17:09:50.428257] [INFO ] [sig ] CRMD: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:50.568034] [INFO ] [LOCAL ] Saved forecast: CRMD 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRMD.txt [2025-11-26T17:09:50.568185] [INFO ] [sig ] [826/3639] Completed CRMD in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:50.568227] [INFO ] [sig ] [827/3639] Forecasting CRML... [2025-11-26T17:09:50.568260] [INFO ] [sig ] Generating forecast for: CRML [2025-11-26T17:09:50.568296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'. [2025-11-26T17:09:50.579115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRML'. [2025-11-26T17:09:50.579559] [INFO ] [FORECASTER] Starting predict_future for CRML [2025-11-26T17:09:50.580397] [DEBUG] [LOCAL ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt [2025-11-26T17:09:50.580454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:50.580488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:50.580517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:50.580577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:50.637850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:50.638769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:50.638863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:50.638901] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:50.769688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:50.769877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:50.769926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:50.769958] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:50.774255] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=12.26%) [2025-11-26T17:09:50.774612] [INFO ] [FORECASTER] Completed predict_future for CRML [2025-11-26T17:09:50.774797] [INFO ] [sig ] CRML: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:50.938244] [INFO ] [LOCAL ] Saved forecast: CRML 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRML.txt [2025-11-26T17:09:50.938418] [INFO ] [sig ] [827/3639] Completed CRML in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:50.938464] [INFO ] [sig ] [828/3639] Forecasting CRNC... [2025-11-26T17:09:50.938497] [INFO ] [sig ] Generating forecast for: CRNC [2025-11-26T17:09:50.938560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'. [2025-11-26T17:09:50.949381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNC'. [2025-11-26T17:09:50.949795] [INFO ] [FORECASTER] Starting predict_future for CRNC [2025-11-26T17:09:50.950706] [DEBUG] [LOCAL ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt [2025-11-26T17:09:50.950763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:50.950799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:50.950831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:50.950894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:51.011988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:51.012935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:51.013039] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:51.013077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:51.137935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:51.138119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:51.138166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:51.138198] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:51.141741] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=89.33%) [2025-11-26T17:09:51.142033] [INFO ] [FORECASTER] Completed predict_future for CRNC [2025-11-26T17:09:51.142172] [INFO ] [sig ] CRNC: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:51.294200] [INFO ] [LOCAL ] Saved forecast: CRNC 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRNC.txt [2025-11-26T17:09:51.294364] [INFO ] [sig ] [828/3639] Completed CRNC in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:51.294407] [INFO ] [sig ] [829/3639] Forecasting CRNX... [2025-11-26T17:09:51.294440] [INFO ] [sig ] Generating forecast for: CRNX [2025-11-26T17:09:51.294476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'. [2025-11-26T17:09:51.307258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNX'. [2025-11-26T17:09:51.307853] [INFO ] [FORECASTER] Starting predict_future for CRNX [2025-11-26T17:09:51.308841] [DEBUG] [LOCAL ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt [2025-11-26T17:09:51.308900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:51.308939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:51.308969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:51.309034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:51.371782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:51.372978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:51.373088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:51.373125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:51.507282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:51.507564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:51.507630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:51.507742] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:51.512686] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-11-26T17:09:51.513072] [INFO ] [FORECASTER] Completed predict_future for CRNX [2025-11-26T17:09:51.513268] [INFO ] [sig ] CRNX: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:51.677158] [INFO ] [LOCAL ] Saved forecast: CRNX 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRNX.txt [2025-11-26T17:09:51.677410] [INFO ] [sig ] [829/3639] Completed CRNX in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:51.677662] [INFO ] [sig ] [830/3639] Forecasting CRON... [2025-11-26T17:09:51.677922] [INFO ] [sig ] Generating forecast for: CRON [2025-11-26T17:09:51.677990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'. [2025-11-26T17:09:51.691548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRON'. [2025-11-26T17:09:51.692175] [INFO ] [FORECASTER] Starting predict_future for CRON [2025-11-26T17:09:51.693248] [DEBUG] [LOCAL ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt [2025-11-26T17:09:51.693308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:51.693346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:51.693375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:51.693438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:51.752233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:51.753476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:51.753671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:51.753720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:51.884846] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:51.885093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:51.885142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:51.885174] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:51.889494] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=94.38%) [2025-11-26T17:09:51.889872] [INFO ] [FORECASTER] Completed predict_future for CRON [2025-11-26T17:09:51.890032] [INFO ] [sig ] CRON: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:52.066315] [INFO ] [LOCAL ] Saved forecast: CRON 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRON.txt [2025-11-26T17:09:52.066560] [INFO ] [sig ] [830/3639] Completed CRON in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:52.066672] [INFO ] [sig ] [831/3639] Forecasting CROX... [2025-11-26T17:09:52.066719] [INFO ] [sig ] Generating forecast for: CROX [2025-11-26T17:09:52.066774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'. [2025-11-26T17:09:52.080714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CROX'. [2025-11-26T17:09:52.081378] [INFO ] [FORECASTER] Starting predict_future for CROX [2025-11-26T17:09:52.082495] [DEBUG] [LOCAL ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt [2025-11-26T17:09:52.082567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:52.082625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:52.082711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:52.082788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:52.155829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:52.157253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:52.157457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:52.157513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:52.281505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:52.281765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:52.281813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:52.281845] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:52.285978] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=80.37%) [2025-11-26T17:09:52.286351] [INFO ] [FORECASTER] Completed predict_future for CROX [2025-11-26T17:09:52.286514] [INFO ] [sig ] CROX: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:52.447665] [INFO ] [LOCAL ] Saved forecast: CROX 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CROX.txt [2025-11-26T17:09:52.447883] [INFO ] [sig ] [831/3639] Completed CROX in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:52.447928] [INFO ] [sig ] [832/3639] Forecasting CRS... [2025-11-26T17:09:52.447961] [INFO ] [sig ] Generating forecast for: CRS [2025-11-26T17:09:52.447999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-11-26T17:09:52.461701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRS'. [2025-11-26T17:09:52.462247] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-11-26T17:09:52.463241] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-11-26T17:09:52.463301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:52.463339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:52.463370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:52.463434] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:52.524189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:52.525330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:52.525448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:52.525486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:52.653270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:52.653503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:52.653552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:52.653585] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:52.657717] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=23.67%) [2025-11-26T17:09:52.658088] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-11-26T17:09:52.658248] [INFO ] [sig ] CRS: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:52.800653] [INFO ] [LOCAL ] Saved forecast: CRS 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRS.txt [2025-11-26T17:09:52.800822] [INFO ] [sig ] [832/3639] Completed CRS in 0.4s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:52.800865] [INFO ] [sig ] [833/3639] Forecasting CRSP... [2025-11-26T17:09:52.800897] [INFO ] [sig ] Generating forecast for: CRSP [2025-11-26T17:09:52.800958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'. [2025-11-26T17:09:52.811357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRSP'. [2025-11-26T17:09:52.811693] [INFO ] [FORECASTER] Starting predict_future for CRSP [2025-11-26T17:09:52.812501] [DEBUG] [LOCAL ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt [2025-11-26T17:09:52.812555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:52.812589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:52.812618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:52.812696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:52.871049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:52.871894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:52.871988] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:52.872024] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:52.990219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:52.990372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:52.990414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:52.990445] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:52.993961] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=53.07%) [2025-11-26T17:09:52.994251] [INFO ] [FORECASTER] Completed predict_future for CRSP [2025-11-26T17:09:52.994389] [INFO ] [sig ] CRSP: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:53.135267] [INFO ] [LOCAL ] Saved forecast: CRSP 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRSP.txt [2025-11-26T17:09:53.135425] [INFO ] [sig ] [833/3639] Completed CRSP in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:53.135469] [INFO ] [sig ] [834/3639] Forecasting CRTO... [2025-11-26T17:09:53.135505] [INFO ] [sig ] Generating forecast for: CRTO [2025-11-26T17:09:53.135554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'. [2025-11-26T17:09:53.146405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRTO'. [2025-11-26T17:09:53.146767] [INFO ] [FORECASTER] Starting predict_future for CRTO [2025-11-26T17:09:53.147611] [DEBUG] [LOCAL ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt [2025-11-26T17:09:53.147692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:53.147730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:53.147760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:53.147821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:53.205480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:53.206237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:53.206333] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:53.206369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:53.329949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:53.330068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:53.330110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:53.330141] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:53.333525] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=46.52%) [2025-11-26T17:09:53.333832] [INFO ] [FORECASTER] Completed predict_future for CRTO [2025-11-26T17:09:53.333974] [INFO ] [sig ] CRTO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:53.476016] [INFO ] [LOCAL ] Saved forecast: CRTO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRTO.txt [2025-11-26T17:09:53.476169] [INFO ] [sig ] [834/3639] Completed CRTO in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:53.476211] [INFO ] [sig ] [835/3639] Forecasting CRUS... [2025-11-26T17:09:53.476243] [INFO ] [sig ] Generating forecast for: CRUS [2025-11-26T17:09:53.476275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'. [2025-11-26T17:09:53.486890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRUS'. [2025-11-26T17:09:53.487247] [INFO ] [FORECASTER] Starting predict_future for CRUS [2025-11-26T17:09:53.488125] [DEBUG] [LOCAL ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt [2025-11-26T17:09:53.488195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:53.488233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:53.488264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:53.488324] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:53.544861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:53.545632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:53.545741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:53.545777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:53.665516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:53.665878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:53.665921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:53.665950] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:53.669475] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=51.14%) [2025-11-26T17:09:53.669774] [INFO ] [FORECASTER] Completed predict_future for CRUS [2025-11-26T17:09:53.669909] [INFO ] [sig ] CRUS: Forecast for 2025-11-25: UP (sign=1.00) [2025-11-26T17:09:53.811902] [INFO ] [LOCAL ] Saved forecast: CRUS 2025-11-26 1 -> ./output/forecasts/individual/2025-11-26/CRUS.txt [2025-11-26T17:09:53.812052] [INFO ] [sig ] [835/3639] Completed CRUS in 0.3s | 2.87 sym/s | Total: 4.8m | ETA: 16.3m [2025-11-26T17:09:53.812095] [INFO ] [sig ] [836/3639] Forecasting CRVL... [2025-11-26T17:09:53.812128] [INFO ] [sig ] Generating forecast for: CRVL [2025-11-26T17:09:53.812160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'. [2025-11-26T17:09:53.822287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVL'. [2025-11-26T17:09:53.822630] [INFO ] [FORECASTER] Starting predict_future for CRVL [2025-11-26T17:09:53.823478] [DEBUG] [LOCAL ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt [2025-11-26T17:09:53.823535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:53.823570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:53.823601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:53.823682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:53.880606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:53.881434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:53.881558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:53.881595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:54.001751] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:54.001907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:54.001948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:54.001978] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:54.005362] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=1.44%) [2025-11-26T17:09:54.005665] [INFO ] [FORECASTER] Completed predict_future for CRVL [2025-11-26T17:09:54.005804] [INFO ] [sig ] CRVL: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:54.147890] [INFO ] [LOCAL ] Saved forecast: CRVL 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRVL.txt [2025-11-26T17:09:54.148040] [INFO ] [sig ] [836/3639] Completed CRVL in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 16.3m [2025-11-26T17:09:54.148081] [INFO ] [sig ] [837/3639] Forecasting CRVO... [2025-11-26T17:09:54.148114] [INFO ] [sig ] Generating forecast for: CRVO [2025-11-26T17:09:54.148147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'. [2025-11-26T17:09:54.159962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVO'. [2025-11-26T17:09:54.160358] [INFO ] [FORECASTER] Starting predict_future for CRVO [2025-11-26T17:09:54.161256] [DEBUG] [LOCAL ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt [2025-11-26T17:09:54.161314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:54.161349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:54.161378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:54.161439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:09:54.223571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T17:09:54.224714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T17:09:54.224810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T17:09:54.224847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T17:09:54.349314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T17:09:54.349492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T17:09:54.349535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T17:09:54.349565] [INFO ] [FORECASTER] Training complete [2025-11-26T17:09:54.353149] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=11.33%) [2025-11-26T17:09:54.353438] [INFO ] [FORECASTER] Completed predict_future for CRVO [2025-11-26T17:09:54.353575] [INFO ] [sig ] CRVO: Forecast for 2025-11-25: DOWN (sign=0.00) [2025-11-26T17:09:54.501813] [INFO ] [LOCAL ] Saved forecast: CRVO 2025-11-26 0 -> ./output/forecasts/individual/2025-11-26/CRVO.txt [2025-11-26T17:09:54.501996] [INFO ] [sig ] [837/3639] Completed CRVO in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 16.3m [2025-11-26T17:09:54.502041] [INFO ] [sig ] [838/3639] Forecasting CRVS... [2025-11-26T17:09:54.502076] [INFO ] [sig ] Generating forecast for: CRVS [2025-11-26T17:09:54.502110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'. [2025-11-26T17:09:54.513368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVS'. [2025-11-26T17:09:54.513755] [INFO ] [FORECASTER] Starting predict_future for CRVS [2025-11-26T17:09:54.514585] [DEBUG] [LOCAL ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt [2025-11-26T17:09:54.514659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T17:09:54.514697] [DEBUG] [FORECASTER] Starting train method [2025-11-26T17:09:54.514726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T17:09:54.514784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T17:13:34.321617] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-11-26T17:13:34.494835] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-11-26T17:13:34.664680] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-11-26T17:13:34.833939] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-11-26T17:13:34.834296] [WARN ] [STATE ] State set to: WAITING [2025-11-26T17:13:34.834374] [INFO ] [STATE ] Checking TDM service status... [2025-11-26T17:13:34.871122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:34.905786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:34.939605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:34.973351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:34.973444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:37.980417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:37.986780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:37.993074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:38.002447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:38.002626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:41.010433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:41.014389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:41.017913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:41.021349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:41.021445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:44.026776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:44.031316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:44.035699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:44.039237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:44.039318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:47.045883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:47.050943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:47.055624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:47.060356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:47.060462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:50.066845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:50.071418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:50.075829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:50.079708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:50.079794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:53.085049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:53.088716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:53.092107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:53.095392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:53.095471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:56.100664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:56.104967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:56.108956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:56.113276] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:56.113363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:13:59.120046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:13:59.124524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:13:59.128776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:13:59.132755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:13:59.132844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:02.139327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:02.144798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:02.150236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:02.155638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:02.155815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:05.171150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:05.181997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:05.187149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:05.193321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:05.193417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:08.198387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:08.202926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:08.207578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:08.212805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:08.212935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:11.218426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:11.223112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:11.228452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:11.233267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:11.233378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:14.239696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:14.243266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:14.248325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:14.253583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:14.253752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:17.258791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:17.263405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:17.266978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:17.270451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:17.270550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:20.276685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:20.280786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:20.284558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:20.288243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:20.288338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:23.293519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:23.297288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:23.303884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:23.307828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:23.307936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:26.312978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:26.317921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:26.322426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:26.326938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:26.327034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:29.336541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:29.342706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:29.348911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:29.355376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:29.355467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:32.360308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:32.364295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:32.368079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:32.371712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:32.371809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:35.379302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:35.384823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:35.390963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:35.396950] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:35.397127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:38.402824] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:38.406965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:38.410599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:38.414014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:38.414101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:41.419069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:41.423031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:41.426474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:41.429846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:41.429923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:44.434850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:44.439201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:44.443249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:44.447733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:44.447862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:47.452562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:47.456160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:47.459860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:47.463360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:47.463461] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:50.468136] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:50.471508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:50.474931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:50.481251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:50.481348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:53.486369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:53.490080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:53.493778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:53.497391] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:53.497484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:56.501888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:56.505517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:56.509114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:56.512564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:56.512678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:14:59.518880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:14:59.523032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:14:59.526923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:14:59.530834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:14:59.530933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:02.537560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:02.542118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:02.546443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:02.551976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:02.552187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:05.558972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:05.564547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:05.569781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:05.575327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:05.575435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:08.580543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:08.585462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:08.589456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:08.593488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:08.593605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:11.599797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:11.603718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:11.607673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:11.612695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:11.612785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:14.618850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:14.623233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:14.626832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:14.630317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:14.630387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:17.636599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:17.641984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:17.647147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:17.651141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:17.651235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:20.656228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:20.661803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:20.666975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:20.672265] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:20.672481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:23.677095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:23.681510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:23.684913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:23.688585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:23.688678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:26.694831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:26.700281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:26.704482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:26.709118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:26.709271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:29.715916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:29.720399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:29.724366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:29.728019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:29.728101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:32.733534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:32.737246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:32.740856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:32.745402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:32.745499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:35.751740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:35.756194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:35.761894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:35.766828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:35.766921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:38.773690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:38.777894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:38.781889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:38.785811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:38.785894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:41.790916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:41.795973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:41.800475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:41.804432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:41.804532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:44.809806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:44.813753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:44.817234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:44.821812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:44.821894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:47.826612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:47.830624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:47.834539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:47.838362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:47.838456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:50.843669] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:50.847581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:50.851592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:50.855401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:50.855490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:53.861726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:53.865687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:53.871099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:53.875888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:53.876004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:56.881167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:56.884868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:56.888530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:56.892206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:56.892317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:15:59.898343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:15:59.902910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:15:59.906579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:15:59.910417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:15:59.910508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:02.916422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:02.921518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:02.926156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:02.930187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:02.930290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:05.935501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:05.939497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:05.943404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:05.947345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:05.947441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:08.952667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:08.957047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:08.961291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:08.965230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:08.965326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:11.969703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:11.973462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:11.976922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:11.980368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:11.980442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:14.985457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:14.989147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:14.992572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:14.996144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:14.996222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:18.003951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:18.008059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:18.012850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:18.016986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:18.017096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:21.021989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:21.025310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:21.028573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:21.031794] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:21.031869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:24.037516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:24.041425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:24.045082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:24.048980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:24.049084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:27.056044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:27.061596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:27.067017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:27.072401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:27.072548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:30.077940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:30.082913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:30.087202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:30.090810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:30.090932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:33.096449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:33.101323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:33.105329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:33.109734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:33.109859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:36.178343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:36.212723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:36.248387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:36.283151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:36.283271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:39.287871] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:39.291563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:39.295325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:39.298806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:39.298898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:42.304941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:42.310231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:42.315331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:42.322403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:42.322574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:45.327988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:45.331790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:45.335415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:45.339157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:45.339255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:48.345297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:48.349452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:48.353893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:48.358576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:48.358733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:51.364813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:51.368818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:51.373633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:51.377616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:51.377743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:54.382430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:54.386097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:54.389900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:54.393695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:54.393798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:16:57.399117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:16:57.402935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:16:57.406587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:16:57.410215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:16:57.410292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:00.415056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:00.418585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:00.421948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:00.425217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:00.425291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:03.430462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:03.434719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:03.438897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:03.443142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:03.443259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:06.448284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:06.452119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:06.455856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:06.459602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:06.459697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:09.464758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:09.468562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:09.472488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:09.476111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:09.476186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:12.483198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:12.488141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:12.492777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:12.497277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:12.497415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:15.502076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:15.506961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:15.511082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:15.514758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:15.514848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:18.519834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:18.523386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:18.526752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:18.530381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:18.530464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:21.534891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:21.538458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:21.541909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:21.545411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:21.545502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:24.550443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:24.553950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:24.557546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:24.560947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:24.561067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:27.565922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:27.569453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:27.572828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:27.576140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:27.576211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:30.580921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:30.584603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:30.588078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:30.591534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:30.591654] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:33.596303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:33.600515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:33.604540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:33.608413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:33.608508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:36.615117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:36.620840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:36.625541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:36.630462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:36.630550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:39.634834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:39.638238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:39.641537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:39.644803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:39.644882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:42.650205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:42.654797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:42.658960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:42.662827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:42.662907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:45.667985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:45.671973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:45.675538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:45.679154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:45.679230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:48.684029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:48.687668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:48.691086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:48.694622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:48.694741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:51.700780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:51.705788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:51.710606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:51.715146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:51.715284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:54.721586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:54.727103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:54.731543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:54.736581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:54.736779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:17:57.741562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:17:57.745203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:17:57.749109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:17:57.752623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:17:57.752751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:00.757904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:00.761631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:00.765226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:00.769052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:00.769139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:03.774629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:03.778378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:03.782340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:03.785901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:03.785982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:06.791699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:06.796587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:06.801308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:06.805518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:06.805595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:09.812059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:09.818001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:09.822469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:09.826354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:09.826431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:12.831253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:12.834875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:12.838205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:12.841552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:12.841629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:15.846257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:15.849756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:15.853246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:15.856586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:15.856680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:18.861274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:18.864672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:18.867930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:18.871163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:18.871236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:21.876224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:21.882388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:21.886263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:21.889756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:21.889830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:24.894783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:24.898794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:24.902356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:24.906274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:24.906374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:27.911033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:27.914695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:27.918050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:27.921589] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:27.921686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:30.926454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:30.930766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:30.934631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:30.938463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:30.938552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:33.944596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:33.949753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:33.954841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:33.959009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:33.959169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:36.967873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:36.972590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:36.976911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:36.981960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:36.982081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:39.987542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:39.991745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:39.996028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:39.999795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:39.999876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:43.005167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:43.009823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:43.014096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:43.017986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:43.018101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:46.024176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:46.028504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:46.032454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:46.035886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:46.035967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:49.041727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:49.046458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:49.050622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:49.054687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:49.054797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:52.060749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:52.064472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:52.067972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:52.071532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:52.071682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:55.077003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:55.081132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:55.085133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:55.089023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:55.089113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:18:58.094832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:18:58.098993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:18:58.102527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:18:58.106179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:18:58.106291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:01.111746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:01.115954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:01.120026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:01.124456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:01.124665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:04.130221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:04.134000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:04.137761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:04.141320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:04.141402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:07.146991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:07.151702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:07.157181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:07.162907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:07.163035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:10.167349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:10.171196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:10.174751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:10.178402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:10.178508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:13.185682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:13.191627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:13.196819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:13.201392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:13.201532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:16.206583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:16.210204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:16.213723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:16.217460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:16.217552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:19.222163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:19.225829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:19.230061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:19.233610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:19.233762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:22.238510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:22.242489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:22.245851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:22.249317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:22.249398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:25.254215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:25.257947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:25.262994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:25.267179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:25.267261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:28.273122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:28.278131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:28.283486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:28.288101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:28.288204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:31.292970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:31.296457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:31.299887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:31.303567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:31.303690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:34.308336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:34.312231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:34.315775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:34.319409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:34.319518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:37.325675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:37.329841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:37.333582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:37.337355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:37.337455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:40.342921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:40.347074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:40.351145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:40.355323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:40.355439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:43.360687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:43.364512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:43.368383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:43.372132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:43.372228] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:46.376870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:46.380873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:46.384597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:46.388198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:46.388278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:49.393396] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:49.397671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:49.401808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:49.406532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:49.406663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:52.412235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:52.416546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:52.420512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:52.424882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:52.424996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:55.430243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:55.433729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:55.437351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:55.440919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:55.441030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:19:58.445636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:19:58.449196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:19:58.452557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:19:58.456030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:19:58.456108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:01.461517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:01.466519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:01.472077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:01.476053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:01.476264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:04.484319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:04.491158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:04.496288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:04.501516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:04.501674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:07.507702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:07.513220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:07.518629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:07.523056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:07.523141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:10.528429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:10.532481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:10.536203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:10.541035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:10.541217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:13.546592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:13.550213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:13.553574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:13.557682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:13.557831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:16.562878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:16.566341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:16.569867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:16.573303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:16.573384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:19.578053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:19.581502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:19.584933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:19.588272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:19.588347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:22.593268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:22.597166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:22.601091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:22.604622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:22.604727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:25.609368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:25.614534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:25.619025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:25.623208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:25.623334] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:28.628107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:28.632288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:28.636453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:28.641294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:28.641410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:31.646457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:31.650483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:31.654406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:31.658305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:31.658424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:34.663430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:34.667048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:34.670729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:34.674370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:34.674463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:37.680568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:37.685124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:37.689394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:37.693246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:37.693338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:40.698098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:40.702021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:40.706109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:40.709721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:40.709803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:43.714793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:43.718633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:43.722697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:43.726380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:43.726473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:46.731244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:46.734975] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:46.738466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:46.742005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:46.742098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:49.747793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:49.752395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:49.757063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:49.761163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:49.761254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:52.772374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:52.778443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:52.782623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:52.787032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:52.787132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:55.792022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:55.795860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:55.800622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:55.805979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:55.806117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:20:58.813690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:20:58.819926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:20:58.825552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:20:58.832570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:20:58.832759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:01.843409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:01.851143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:01.855904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:01.860583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:01.860767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:04.865796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:04.869618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:04.873115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:04.876452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:04.876532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:07.882146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:07.886986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:07.891179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:07.894962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:07.895042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:10.900257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:10.903758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:10.907041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:10.910355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:10.910435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:13.915187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:13.918635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:13.922072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:13.925421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:13.925502] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:16.931696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:16.936675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:16.941536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:16.946541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:16.946682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:19.951960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:19.955968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:19.960205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:19.964160] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:19.964267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:22.969936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:22.975166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:22.979739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:22.984295] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:22.984406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:25.989407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:25.993482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:25.997061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:26.004279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:26.004379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:29.009802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:29.014796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:29.019202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:29.024094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:29.024224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:32.029680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:32.033471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:32.037189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:32.040882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:32.040976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:35.045539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:35.049584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:35.053278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:35.056812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:35.056890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:38.094732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:38.100037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:38.136324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:38.141300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:38.141388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:41.148060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:41.153995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:41.158664] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:41.163774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:41.163919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:44.172548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:44.177885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:44.182560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:44.187687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:44.187806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:47.193018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:47.196974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:47.200781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:47.204716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:47.204822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:50.209800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:50.213317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:50.216875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:50.220517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:50.220618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:53.225827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:53.229388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:53.233109] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:53.236437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:53.236514] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:56.240998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:56.244629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:56.247879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:56.251122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:56.251198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:21:59.256059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:21:59.260925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:21:59.264770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:21:59.268231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:21:59.268316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:02.273545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:02.277753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:02.281735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:02.285497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:02.285601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:05.290694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:05.294801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:05.299059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:05.303050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:05.303156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:08.309767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:08.315275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:08.321003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:08.326249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:08.326377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:11.332050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:11.335955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:11.339967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:11.344981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:11.345132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:14.350301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:14.354181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:14.358167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:14.362257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:14.362377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:17.367221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:17.371374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:17.375343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:17.378989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:17.379073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:20.384547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:20.389737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:20.393538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:20.397125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:20.397219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:23.402438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:23.406048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:23.409601] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:23.413051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:23.413129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:26.418029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:26.421521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:26.424938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:26.428216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:26.428292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:29.433533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:29.437259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:29.441381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:29.445533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:29.445626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:32.451374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:32.455510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:32.459378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:32.463072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:32.463154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:35.468397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:35.472863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:35.476948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:35.482148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:35.482297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:38.488665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:38.493490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:38.497874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:38.502507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:38.502609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:41.508282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:41.512388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:41.517092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:41.521886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:41.522034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:44.526579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:44.530188] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:44.533699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:44.538375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:44.538456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:47.543632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:47.547353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:47.550901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:47.554522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:47.554612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:50.560435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:50.564577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:50.568598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:50.572497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:50.572586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:53.577936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:53.582236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:53.586058] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:53.589970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:53.590056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:56.596533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:56.602164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:56.606816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:56.611047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:56.611183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:22:59.616959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:22:59.621237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:22:59.626125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:22:59.631268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:22:59.631379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:02.638053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:02.643685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:02.648158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:02.652154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:02.652253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:05.658109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:05.662516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:05.667048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:05.671117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:05.671220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:08.676990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:08.685867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:08.691004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:08.696373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:08.696529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:11.701498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:11.705386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:11.711026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:11.716228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:11.716390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:14.722096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:14.726786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:14.730711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:14.734278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:14.734353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:17.740932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:17.746494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:17.752063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:17.757840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:17.757953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:20.764145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:20.768680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:20.773443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:20.778575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:20.778762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:23.785226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:23.790866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:23.796102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:23.801206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:23.801361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:26.806530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:26.810474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:26.814299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:26.817797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:26.817874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:29.822892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:29.828003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:29.832745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:29.836482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:29.836580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:32.841389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:32.845066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:32.848592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:32.851864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:32.851946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:35.857012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:35.861243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:35.864718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:35.867988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:35.868064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:38.873165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:38.877830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:38.882320] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:38.886377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:38.886477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:41.892290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:41.897164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:41.902362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:41.907195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:41.907336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:44.912298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:44.915919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:44.919386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:44.922812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:44.922894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:47.929068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:47.934155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:47.938767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:47.943172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:47.943274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:50.948430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:50.952168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:50.955767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:50.959733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:50.959844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:53.966800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:53.972249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:53.976494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:53.981358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:53.981457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:23:56.986065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:23:56.990091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:23:56.994338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:23:56.998613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:23:56.998763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:00.006006] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:00.010100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:00.014296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:00.018129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:00.018210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:03.023267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:03.027277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:03.031161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:03.034632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:03.034725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:06.039425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:06.043101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:06.047066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:06.050845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:06.050954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:09.056364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:09.060744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:09.064820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:09.099149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:09.099271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:12.104028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:12.108019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:12.111693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:12.115410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:12.115504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:15.120103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:15.123632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:15.127015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:15.130319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:15.130395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:18.136943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:18.143061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:18.147381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:18.152123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:18.152222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:21.156974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:21.160606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:21.164033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:21.168690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:21.168820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:24.174932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:24.180918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:24.186121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:24.191204] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:24.191331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:27.196623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:27.201070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:27.204679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:27.208539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:27.208616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:30.213468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:30.217435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:30.221436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:30.225367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:30.225498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:33.230440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:33.234494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:33.238577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:33.242105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:33.242185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:36.246409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:36.250201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:36.253727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:36.257125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:36.257206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:39.264598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:39.269087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:39.272875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:39.276838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:39.276918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:42.282460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:42.286494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:42.290586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:42.294385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:42.294479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:45.300594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:45.305386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:45.310140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:45.314315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:45.314434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:48.319541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:48.323750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:48.328055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:48.332174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:48.332293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:51.338025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:51.342295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:51.345938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:51.349521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:51.349616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:54.355124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:54.358907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:54.362553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:54.365998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:54.366077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:24:57.370852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:24:57.374589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:24:57.379045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:24:57.383222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:24:57.383322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:00.388301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:00.392196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:00.396536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:00.400101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:00.400202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:03.404867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:03.408446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:03.411794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:03.415159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:03.415243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:06.420437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:06.424363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:06.428179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:06.431796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:06.431885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:09.438166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:09.442877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:09.449256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:09.456923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:09.457152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:12.463701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:12.468294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:12.472032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:12.475939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:12.476033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:15.481043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:15.485359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:15.490427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:15.494542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:15.494665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:18.500359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:18.504325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:18.508278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:18.512308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:18.512442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:21.516987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:21.521664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:21.525328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:21.528700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:21.528775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:24.534814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:24.539563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:24.544384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:24.549188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:24.549315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:27.553766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:27.557367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:27.560752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:27.564110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:27.564197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:30.570103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:30.575300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:30.581045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:30.587139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:30.587282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:33.592091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:33.596071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:33.599813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:33.603798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:33.603925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:36.609622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:36.613687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:36.617136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:36.620502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:36.620590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:39.626081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:39.630572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:39.635290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:39.639713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:39.639806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:42.644750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:42.648535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:42.652332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:42.656040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:42.656122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:45.660292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:45.663872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:45.667365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:45.670923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:45.671009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:48.675830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:48.679805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:48.683502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:48.687315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:48.687487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:51.692023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:51.695537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:51.699116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:51.702570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:51.702674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:54.709054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:54.713999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:54.718033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:54.723226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:54.723411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:25:57.728590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:25:57.733012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:25:57.737279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:25:57.741693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:25:57.741820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:00.746779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:00.750790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:00.755132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:00.759237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:00.759352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:03.766213] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:03.771406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:03.776261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:03.781181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:03.781371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:06.787685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:06.792752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:06.797665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:06.802851] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:06.802961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:09.809844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:09.814680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:09.818723] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:09.822787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:09.822876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:12.827624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:12.831283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:12.834754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:12.838036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:12.838112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:15.843667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:15.848783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:15.853036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:15.857360] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:15.857453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:18.862930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:18.867626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:18.871996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:18.876675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:18.876792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:21.882445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:21.885996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:21.889311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:21.894356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:21.894515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:24.899367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:24.903337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:24.906832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:24.910688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:24.910809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:27.916561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:27.920194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:27.923551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:27.926923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:27.927005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:30.932288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:30.936018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:30.939702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:30.943275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:30.943357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:33.948440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:33.951970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:33.955337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:33.958751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:33.958840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:36.965042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:36.969506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:36.974213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:36.978303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:36.978407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:39.984000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:39.987819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:39.992017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:39.996461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:39.996589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:43.002665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:43.007501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:43.012094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:43.016605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:43.016718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:46.021348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:46.025087] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:46.029070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:46.032770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:46.032856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:49.038517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:49.043568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:49.048242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:49.052980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:49.053100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:52.057893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:52.061715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:52.065612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:52.069821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:52.069939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:55.075094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:55.079910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:55.084770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:55.089575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:55.089710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:26:58.094237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:26:58.098105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:26:58.101625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:26:58.105384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:26:58.105483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:01.110414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:01.114369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:01.117837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:01.121314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:01.121392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:04.125987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:04.129663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:04.133367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:04.136847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:04.136930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:07.142228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:07.145919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:07.149449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:07.152863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:07.152952] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:10.158495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:10.162504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:10.166531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:10.170660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:10.170769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:13.175976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:13.179493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:13.183097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:13.186343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:13.186417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:16.191064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:16.194624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:16.198158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:16.201547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:16.201626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:19.207267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:19.212319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:19.217521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:19.223256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:19.223401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:22.229371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:22.234416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:22.239497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:22.244411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:22.244515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:25.249752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:25.253447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:25.258338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:25.263568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:25.263730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:28.269071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:28.273831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:28.277727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:28.281042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:28.281116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:31.286290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:31.290371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:31.294322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:31.298349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:31.298473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:34.303689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:34.308109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:34.312239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:34.316267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:34.316365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:37.321135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:37.324567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:37.328159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:37.331571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:37.331693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:40.337307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:40.341291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:40.345092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:40.349004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:40.349091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:43.355722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:43.360765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:43.365041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:43.369017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:43.369106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:46.373698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:46.377523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:46.381115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:46.384745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:46.384846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:49.391428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:49.397848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:49.402269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:49.407432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:49.407548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:52.412712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:52.416316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:52.420701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:52.424852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:52.424992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:55.429971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:55.433936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:55.437699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:55.441322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:55.441404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:27:58.446293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:27:58.450399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:27:58.454595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:27:58.458843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:27:58.458961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:01.463828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:01.469001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:01.474062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:01.479120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:01.479439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:04.484175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:04.488013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:04.491779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:04.495479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:04.495568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:07.501553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:07.506921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:07.512283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:07.517379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:07.517509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:10.523930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:10.529063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:10.534201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:10.540169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:10.540339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:13.545841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:13.550105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:13.554050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:13.558343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:13.558460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:16.563988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:16.568369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:16.572607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:16.576524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:16.576631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:19.583052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:19.587050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:19.590738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:19.594437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:19.594536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:22.600273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:22.604765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:22.608436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:22.612073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:22.612163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:25.617698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:25.622448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:25.626605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:25.630108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:25.630210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:28.634847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:28.638354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:28.641752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:28.645934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:28.646080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:31.651059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:31.655770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:31.659788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:31.663823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:31.663923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:34.668498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:34.672289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:34.676066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:34.680007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:34.680115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:37.684834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:37.688473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:37.691982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:37.695456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:37.695535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:40.701187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:40.705280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:40.709417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:40.713714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:40.713808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:43.718433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:43.722005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:43.725333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:43.728688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:43.728768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:46.733717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:46.738521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:46.743288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:46.747371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:46.747489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:49.752428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:49.756327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:49.761213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:49.765986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:49.766100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:52.770906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:52.775074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:52.779066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:52.783747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:52.783832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:55.789010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:55.793599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:55.797171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:55.800512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:55.800589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:28:58.805098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:28:58.808933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:28:58.812364] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:28:58.815750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:28:58.815827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:01.821021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:01.825427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:01.829592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:01.833962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:01.834133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:04.839521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:04.843808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:04.847795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:04.851665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:04.851786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:07.856788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:07.860700] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:07.864108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:07.867398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:07.867494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:10.872610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:10.876493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:10.880265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:10.884057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:10.884143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:13.888909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:13.892844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:13.896288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:13.899935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:13.900011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:16.904890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:16.908364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:16.912676] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:16.916516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:16.916690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:19.921756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:19.925448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:19.929096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:19.932664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:19.932741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:22.937439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:22.941178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:22.944802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:22.948307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:22.948384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:25.952943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:25.956891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:25.961032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:25.964909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:25.965022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:28.969658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:28.973573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:28.977321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:28.981045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:28.981142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:31.985989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:31.990012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:31.994085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:31.998128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:31.998246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:35.002868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:35.007971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:35.012800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:35.018122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:35.018255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:38.022721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:38.026494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:38.030053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:38.033759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:38.033868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:41.072007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:41.106184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:41.140465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:41.175515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:41.175633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:44.180351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:44.184204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:44.188045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:44.191712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:44.191812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:47.197545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:47.203487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:47.208421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:47.213240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:47.213404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:50.217867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:50.221638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:50.225529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:50.229606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:50.229763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:53.234516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:53.238363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:53.242097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:53.245822] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:53.245902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:56.251206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:56.255557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:56.259553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:56.263296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:56.263374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:29:59.268614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:29:59.272290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:29:59.276218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:29:59.280425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:29:59.280505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:02.287541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:02.292668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:02.297270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:02.303420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:02.303551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:05.309287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:05.314589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:05.320127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:05.324055] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:05.324147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:08.328774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:08.332257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:08.336486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:08.340322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:08.340412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:11.347794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:11.353489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:11.358937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:11.363685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:11.363781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:14.369025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:14.372862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:14.376302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:14.379887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:14.379969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:17.385846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:17.391341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:17.395922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:17.400366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:17.400498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:20.405422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:20.409329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:20.413680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:20.417725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:20.417820] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:23.422309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:23.426090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:23.430305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:23.433805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:23.433881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:26.439810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:26.443266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:26.446543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:26.449983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:26.450069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:29.455061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:29.458560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:29.462192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:29.465455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:29.465528] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:32.471496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:32.477992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:32.484172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:32.488150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:32.488249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:35.493816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:35.498819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:35.502881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:35.508025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:35.508182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:38.512814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:38.516483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:38.520538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:38.524447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:38.524579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:41.530618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:41.535941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:41.540432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:41.544310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:41.544389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:44.549343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:44.552822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:44.556133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:44.559471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:44.559548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:47.564959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:47.569343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:47.572898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:47.576367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:47.576452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:50.581102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:50.584909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:50.588458] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:50.591901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:50.592000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:53.598475] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:53.604479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:53.609527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:53.613306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:53.613394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:56.618771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:56.623260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:56.627552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:56.632424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:56.632563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:30:59.637873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:30:59.641576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:30:59.645059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:30:59.649109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:30:59.649233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:02.655170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:02.660369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:02.665549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:02.670857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:02.671003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:05.676262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:05.680332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:05.685021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:05.689630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:05.689775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:08.695222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:08.699922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:08.703614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:08.707520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:08.707628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:11.714703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:11.718588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:11.722413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:11.727152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:11.727336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:14.733082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:14.737478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:14.741752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:14.745808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:14.745912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:17.751569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:17.756239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:17.761237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:17.765233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:17.765318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:20.771089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:20.775317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:20.779279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:20.783053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:20.783134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:23.788035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:23.791811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:23.795435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:23.799098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:23.799208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:26.804497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:26.808515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:26.812232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:26.816306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:26.816400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:29.822627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:29.827849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:29.832764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:29.837173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:29.837297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:32.843533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:32.848440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:32.853393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:32.858986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:32.859127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:35.864275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:35.867800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:35.871115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:35.874426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:35.874503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:38.880743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:38.885401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:38.890673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:38.895661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:38.895796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:41.901350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:41.905602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:41.909614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:41.913390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:41.913475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:44.919634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:44.925095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:44.930460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:44.935711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:44.935851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:47.940548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:47.944517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:47.948427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:47.952320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:47.952428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:50.960474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:50.968021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:50.974260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:50.980752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:50.980937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:53.987637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:53.994947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:54.002412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:54.009327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:54.009567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:31:57.014071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:31:57.017768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:31:57.021546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:31:57.025197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:31:57.025282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:00.030057] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:00.034003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:00.037588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:00.041501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:00.041593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:03.046807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:03.050471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:03.054140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:03.057550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:03.057636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:06.063463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:06.067727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:06.071879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:06.076091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:06.076243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:09.082123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:09.086267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:09.090679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:09.094603] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:09.094725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:12.163942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:12.198152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:12.232147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:12.265756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:12.265856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:15.270586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:15.273957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:15.277232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:15.280688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:15.280765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:18.286036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:18.289675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:18.293085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:18.296518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:18.296629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:21.301757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:21.305509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:21.309015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:21.312437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:21.312526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:24.316670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:24.320205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:24.323592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:24.326974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:24.327055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:27.332067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:27.335809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:27.339489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:27.343198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:27.343291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:30.348105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:30.351740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:30.355190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:30.358586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:30.358714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:33.364778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:33.369856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:33.374821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:33.379703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:33.379814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:36.386248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:36.390515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:36.394008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:36.397443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:36.397551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:39.402414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:39.406082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:39.409847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:39.413260] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:39.413343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:42.418830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:42.423371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:42.427760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:42.432572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:42.432703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:45.437514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:45.441216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:45.444592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:45.448088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:45.448168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:48.452751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:48.456425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:48.460057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:48.463457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:48.463541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:51.467994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:51.471719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:51.475413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:51.479356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:51.479452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:54.483881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:54.487483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:54.491093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:54.494741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:54.494827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:32:57.499722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:32:57.503198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:32:57.506627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:32:57.509975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:32:57.510052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:00.515117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:00.518890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:00.522556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:00.526579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:00.526685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:03.531205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:03.534936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:03.538690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:03.542570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:03.542699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:06.548181] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:06.553436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:06.558053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:06.562120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:06.562207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:09.566801] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:09.570793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:09.574678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:09.578837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:09.578941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:12.584882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:12.589811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:12.594465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:12.599048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:12.599166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:15.604117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:15.607735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:15.611295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:15.614888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:15.614978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:18.621359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:18.627051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:18.632302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:18.637354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:18.637515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:21.643401] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:21.648584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:21.653299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:21.657991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:21.658103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:24.663015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:24.666729] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:24.670422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:24.673891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:24.673980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:27.678579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:27.682155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:27.685663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:27.689173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:27.689262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:30.694003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:30.698131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:30.702851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:30.707184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:30.707268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:33.712331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:33.716359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:33.719922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:33.723286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:33.723359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:36.727749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:36.731570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:36.735425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:36.739242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:36.739332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:39.744497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:39.748914] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:39.753349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:39.758694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:39.758834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:42.765314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:42.771042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:42.775715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:42.779931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:42.780022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:45.784888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:45.788586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:45.792312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:45.796155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:45.796242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:48.801790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:48.805664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:48.809489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:48.813173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:48.813286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:51.817999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:51.821465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:51.824954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:51.828870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:51.828961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:54.833793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:54.837790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:54.841313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:54.844824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:54.844907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:33:57.851463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:33:57.856706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:33:57.861513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:33:57.865824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:33:57.865923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:00.871566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:00.877295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:00.882477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:00.888728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:00.888936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:03.893679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:03.897556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:03.901362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:03.905175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:03.905274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:06.909973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:06.913971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:06.917850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:06.921539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:06.921671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:09.927496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:09.931191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:09.934979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:09.938664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:09.938749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:12.944089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:12.948832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:12.953009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:12.957498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:12.957614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:15.962487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:15.967102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:15.971716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:15.975735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:15.975830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:18.981332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:18.985139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:18.988533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:18.992586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:18.992718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:21.997226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:22.001065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:22.004761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:22.009236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:22.009342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:25.013893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:25.017528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:25.021486] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:25.025696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:25.025814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:28.031083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:28.035190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:28.039667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:28.043921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:28.044054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:31.048704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:31.052442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:31.055917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:31.059516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:31.059598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:34.064571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:34.068672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:34.072314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:34.076021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:34.076124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:37.081096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:37.084968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:37.088790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:37.092614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:37.092755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:40.098241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:40.102162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:40.106055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:40.110003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:40.110109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:43.116054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:43.121519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:43.127074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:43.133178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:43.133333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:46.137914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:46.141488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:46.144884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:46.148288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:46.148380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:49.153291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:49.156846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:49.160326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:49.163830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:49.163914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:52.169140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:52.174358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:52.178739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:52.183290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:52.183400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:55.188488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:55.192440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:55.197234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:55.202751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:55.202875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:34:58.208253] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:34:58.212607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:34:58.216999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:34:58.221571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:34:58.221700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:01.230484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:01.234695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:01.238502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:01.241881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:01.242005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:04.246857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:04.251156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:04.254756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:04.258183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:04.258263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:07.265017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:07.270235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:07.275945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:07.281436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:07.281574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:10.286039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:10.289583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:10.292911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:10.296454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:10.296530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:13.301951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:13.306285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:13.310479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:13.314797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:13.314899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:16.319861] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:16.324167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:16.328274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:16.333452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:16.333576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:19.338556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:19.342256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:19.346158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:19.350073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:19.350187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:22.354887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:22.358378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:22.361891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:22.365420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:22.365500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:25.371489] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:25.376009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:25.379924] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:25.383472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:25.383580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:28.388463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:28.391937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:28.395268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:28.398686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:28.398764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:31.403881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:31.407587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:31.411018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:31.414385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:31.414459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:34.419271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:34.423045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:34.426873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:34.430592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:34.430696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:37.435552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:37.439607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:37.443314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:37.447074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:37.447162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:40.452469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:40.456181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:40.459668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:40.463021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:40.463105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:43.469583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:43.475226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:43.480181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:43.484542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:43.484632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:46.491017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:46.496067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:46.500043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:46.503674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:46.503778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:49.509747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:49.513706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:49.517159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:49.520926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:49.521009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:52.526481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:52.531680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:52.535569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:52.539203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:52.539296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:55.545544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:55.550903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:55.555855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:55.560991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:55.561134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:35:58.567178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:35:58.570767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:35:58.574149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:35:58.581138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:35:58.581253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:01.586268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:01.590664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:01.594763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:01.598511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:01.598601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:04.603289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:04.607169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:04.610861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:04.614466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:04.614550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:07.619324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:07.623398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:07.627007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:07.630532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:07.630619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:10.636802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:10.641062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:10.645160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:10.649491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:10.649593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:13.656335] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:13.662623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:13.668769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:13.674820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:13.674961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:16.679420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:16.682926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:16.686234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:16.689655] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:16.689732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:19.694869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:19.698783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:19.702675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:19.706967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:19.707112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:22.712420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:22.717761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:22.723370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:22.728812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:22.728934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:25.734507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:25.738623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:25.742256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:25.745875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:25.745972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:28.751230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:28.755195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:28.759181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:28.763316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:28.763404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:31.769279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:31.773469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:31.777290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:31.781287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:31.781364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:34.787268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:34.791600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:34.795260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:34.798994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:34.799082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:37.804406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:37.809166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:37.813142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:37.816961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:37.817053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:40.821522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:40.825082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:40.828517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:40.832075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:40.832160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:43.837143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:43.841448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:43.845559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:43.849751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:43.849854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:46.854864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:46.858676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:46.862449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:46.866143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:46.866238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:49.872731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:49.877065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:49.883051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:49.888474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:49.888587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:52.893712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:52.897495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:52.901284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:52.904945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:52.905023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:55.910792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:55.914544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:55.918029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:55.921338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:55.921409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:36:58.925843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:36:58.929265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:36:58.932596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:36:58.935857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:36:58.935931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:01.942077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:01.946613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:01.951067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:01.955342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:01.955462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:04.960420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:04.964500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:04.969093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:04.972949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:04.973027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:07.977576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:07.980981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:07.984368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:07.987782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:07.987861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:10.993472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:10.998160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:11.002665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:11.007203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:11.007295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:14.181370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:14.215323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:14.249277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:14.283446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:14.283553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:17.292047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:17.297227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:17.301691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:17.305844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:17.305954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:20.311002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:20.314915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:20.318572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:20.322351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:20.322430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:23.327279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:23.331258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:23.335284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:23.338801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:23.338877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:26.344685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:26.351416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:26.356480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:26.361538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:26.361694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:29.366832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:29.370568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:29.374069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:29.377701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:29.377798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:32.383901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:32.389347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:32.394236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:32.399304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:32.399454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:35.404250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:35.407965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:35.411435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:35.415333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:35.415417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:38.421085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:38.425864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:38.430464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:38.435119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:38.435249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:41.439683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:41.443394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:41.446945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:41.450576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:41.450700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:44.456307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:44.461169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:44.465719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:44.470328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:44.470441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:47.475003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:47.478673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:47.482278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:47.485824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:47.485913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:50.490421] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:50.494182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:50.497843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:50.501781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:50.501890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:53.507021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:53.510582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:53.513974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:53.517964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:53.518062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:56.522784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:56.526326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:56.530069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:56.533570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:56.533662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:37:59.539238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:37:59.543273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:37:59.547544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:37:59.551507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:37:59.551618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:02.558311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:02.563808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:02.567939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:02.571760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:02.571854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:05.576318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:05.579895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:05.583302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:05.586604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:05.586700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:08.592590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:08.597452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:08.602239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:08.607092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:08.607209] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:11.612030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:11.615828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:11.619591] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:11.623378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:11.623479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:14.630365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:14.635803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:14.640454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:14.644824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:14.644907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:17.650097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:17.654601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:17.658817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:17.662689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:17.662805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:20.667710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:20.671085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:20.674368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:20.677586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:20.677680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:23.682547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:23.686405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:23.690121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:23.694071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:23.694187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:26.698795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:26.702819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:26.706465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:26.710121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:26.710205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:29.716272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:29.721570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:29.726529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:29.731623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:29.731765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:32.736332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:32.740268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:32.744159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:32.748937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:32.749049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:35.753922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:35.757903] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:35.761592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:35.765151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:35.765256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:38.771066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:38.775665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:38.779480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:38.783208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:38.783301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:41.787758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:41.791317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:41.794889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:41.798580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:41.798681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:44.803773] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:44.808445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:44.813366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:44.817407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:44.817531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:47.821544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:47.825210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:47.828821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:47.832246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:47.832332] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:50.837603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:50.842226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:50.845949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:50.850027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:50.850150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:53.855434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:53.859387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:53.863154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:53.867039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:53.867132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:56.871973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:56.876506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:56.880896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:56.884824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:56.884944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:38:59.889979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:38:59.893732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:38:59.897810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:38:59.901398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:38:59.901487] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:02.906522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:02.910057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:02.913733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:02.917770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:02.917854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:05.923129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:05.927361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:05.931405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:05.935948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:05.936083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:08.944020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:08.949448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:08.954063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:08.959876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:08.960063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:11.965412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:11.969186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:11.972604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:11.975978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:11.976073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:14.982085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:14.986461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:14.991483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:14.996658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:14.996753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:18.001468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:18.005274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:18.008586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:18.012067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:18.012148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:21.018088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:21.023912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:21.028953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:21.034181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:21.034343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:24.039242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:24.042609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:24.045907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:24.049286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:24.049361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:27.055726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:27.060285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:27.065162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:27.069495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:27.069596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:30.075228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:30.079377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:30.083153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:30.086608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:30.086740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:33.091590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:33.095350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:33.098764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:33.102132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:33.102207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:36.106627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:36.110321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:36.113919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:36.117304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:36.117408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:39.121909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:39.125242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:39.128574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:39.131844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:39.131917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:42.136675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:42.140179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:42.143411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:42.146737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:42.146812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:45.151840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:45.155847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:45.159710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:45.163356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:45.163433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:48.168894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:48.172995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:48.176928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:48.181035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:48.181144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:51.186333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:51.189782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:51.193207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:51.196552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:51.196662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:54.202581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:54.206833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:54.210799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:54.214948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:54.215043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:39:57.221036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:39:57.225953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:39:57.230911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:39:57.235753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:39:57.235865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:00.240568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:00.243985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:00.247271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:00.250570] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:00.250671] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:03.256583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:03.260272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:03.264452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:03.268787] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:03.268885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:06.273874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:06.279229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:06.283665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:06.287872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:06.287995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:09.292711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:09.296972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:09.300722] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:09.304686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:09.304786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:12.309572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:12.314052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:12.319446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:12.324670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:12.324814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:15.331833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:15.337763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:15.343472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:15.348326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:15.348443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:18.352959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:18.356389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:18.359747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:18.362945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:18.363021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:21.367588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:21.371012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:21.374327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:21.377748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:21.377817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:24.383956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:24.387695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:24.391195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:24.395471] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:24.395610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:27.401548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:27.405867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:27.409619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:27.413353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:27.413464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:30.419048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:30.422930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:30.426683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:30.430275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:30.430361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:33.434803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:33.438248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:33.441494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:33.444740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:33.444812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:36.450127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:36.453928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:36.457277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:36.461270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:36.461360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:39.466945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:39.470542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:39.474041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:39.477605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:39.477708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:42.482678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:42.486600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:42.490411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:42.494016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:42.494095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:45.500133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:45.504632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:45.508836] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:45.512931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:45.513020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:48.517815] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:48.522037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:48.525690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:48.529235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:48.529325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:51.534223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:51.538135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:51.541970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:51.546288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:51.546398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:54.552975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:54.557673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:54.562594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:54.568453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:54.568593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:40:57.575547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:40:57.579965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:40:57.583616] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:40:57.588172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:40:57.588347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:00.593780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:00.597271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:00.600703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:00.604287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:00.604366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:03.609346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:03.612808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:03.616145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:03.619676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:03.619771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:06.625027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:06.628895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:06.632472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:06.635955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:06.636041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:09.640668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:09.644511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:09.648374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:09.652034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:09.652144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:12.656581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:12.660160] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:12.663683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:12.667216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:12.667299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:15.672818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:15.677051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:15.681505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:15.685613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:15.685740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:18.690600] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:18.693983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:18.697375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:18.700733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:18.700808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:21.705214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:21.708965] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:21.712684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:21.716007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:21.716082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:24.720964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:24.724468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:24.727965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:24.731477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:24.731552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:27.736364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:27.739934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:27.743268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:27.746477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:27.746548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:30.753561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:30.757938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:30.762481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:30.765972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:30.766048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:33.771267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:33.776577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:33.781994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:33.787680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:33.787808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:36.792234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:36.795562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:36.798828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:36.802012] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:36.802087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:39.808143] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:39.812371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:39.816689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:39.821357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:39.821482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:42.827271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:42.832340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:42.836703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:42.840740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:42.840863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:45.846579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:45.851803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:45.856784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:45.861394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:45.861506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:48.867321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:48.872026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:48.876665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:48.880872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:48.880987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:51.886880] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:51.891213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:51.895390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:51.900031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:51.900178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:54.904743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:54.909185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:54.913217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:54.917126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:54.917217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:41:57.922848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:41:57.926845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:41:57.930487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:41:57.934291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:41:57.934381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:00.938781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:00.942201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:00.945539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:00.948864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:00.948937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:03.954702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:03.958899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:03.962949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:03.967233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:03.967375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:06.973938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:06.978118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:06.981487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:06.984823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:06.984896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:09.990106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:09.993906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:09.997273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:10.000863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:10.000940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:13.006635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:13.010378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:13.014093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:13.017612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:13.017732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:16.023234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:16.205747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:16.241455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:16.277019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:16.277204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:19.281869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:19.285363] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:19.288636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:19.291903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:19.291976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:22.296488] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:22.299900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:22.303190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:22.306536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:22.306612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:25.311702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:25.315762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:25.319167] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:25.322468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:25.322542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:28.329410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:28.334229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:28.338434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:28.341989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:28.342065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:31.347352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:31.351415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:31.354995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:31.359027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:31.359119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:34.365032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:34.369790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:34.373932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:34.377674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:34.377789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:37.384102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:37.389045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:37.392827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:37.396489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:37.396575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:40.401458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:40.405560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:40.409366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:40.413266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:40.413375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:43.418422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:43.421894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:43.425150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:43.428395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:43.428478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:46.434504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:46.439195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:46.443721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:46.447718] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:46.447800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:49.452636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:49.456224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:49.459837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:49.463121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:49.463196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:52.467810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:52.471412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:52.474884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:52.478290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:52.478371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:55.483102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:55.487017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:55.490790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:55.494307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:55.494403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:42:58.499573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:42:58.504630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:42:58.509709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:42:58.514120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:42:58.514253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:01.519118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:01.523115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:01.527060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:01.530915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:01.531015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:04.535465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:04.539040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:04.542408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:04.545828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:04.545924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:07.550742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:07.554442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:07.558137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:07.561450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:07.561523] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:10.566960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:10.571142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:10.574968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:10.578630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:10.578734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:13.583970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:13.587976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:13.591441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:13.594955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:13.595034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:16.601102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:16.605828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:16.609873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:16.613856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:16.613948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:19.618400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:19.621944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:19.625566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:19.629269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:19.629419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:22.634207] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:22.637949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:22.641377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:22.644777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:22.644850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:25.649250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:25.652823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:25.656462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:25.659966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:25.660043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:28.664940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:28.669179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:28.672798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:28.676031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:28.676105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:31.681319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:31.686331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:31.691114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:31.695842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:31.695988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:34.702545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:34.706725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:34.710295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:34.714092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:34.714175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:37.719191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:37.722771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:37.726157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:37.729623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:37.729723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:40.735452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:40.739548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:40.743114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:40.746762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:40.746843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:43.755513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:43.759298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:43.762580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:43.765986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:43.766071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:46.772617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:46.778596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:46.783594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:46.790039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:46.790119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:49.795317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:49.799590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:49.804417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:49.809388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:49.809559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:52.814206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:52.818020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:52.821781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:52.825721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:52.825831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:55.830366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:55.834100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:55.837803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:55.841406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:55.841489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:43:58.846619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:43:58.850139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:43:58.853761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:43:58.857558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:43:58.857633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:01.862272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:01.865873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:01.872689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:01.876298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:01.876384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:04.881194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:04.884928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:04.888671] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:04.893660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:04.893769] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:07.898050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:07.901541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:07.905033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:07.908881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:07.908970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:10.914993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:10.919583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:10.924759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:10.928524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:10.928599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:13.933689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:13.937602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:13.940914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:13.944136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:13.944210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:16.950128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:16.956396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:16.962355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:16.968237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:16.968380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:19.973329] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:19.976948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:19.980232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:19.983479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:19.983553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:22.988237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:22.991885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:22.995506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:22.999126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:22.999219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:26.004528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:26.007955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:26.011434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:26.015107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:26.015197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:29.020424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:29.024573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:29.028277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:29.032600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:29.032722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:32.037362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:32.041055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:32.045155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:32.049231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:32.049367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:35.053944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:35.057404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:35.060802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:35.064122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:35.064199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:38.069666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:38.073520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:38.077094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:38.080833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:38.080915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:41.085477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:41.089428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:41.093419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:41.097910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:41.098016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:44.102811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:44.106895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:44.110716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:44.114463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:44.114562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:47.215032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:47.248862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:47.282814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:47.317322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:47.317430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:50.322898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:50.327867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:50.333072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:50.337948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:50.338068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:53.343129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:53.347427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:53.351856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:53.355282] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:53.355358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:56.360133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:56.363963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:56.367634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:56.371058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:56.371137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:44:59.377104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:44:59.380886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:44:59.384816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:44:59.390680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:44:59.390910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:02.396101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:02.400491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:02.404029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:02.407819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:02.407894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:05.412870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:05.416565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:05.419953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:05.423236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:05.423315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:08.428905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:08.432801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:08.436514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:08.440478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:08.440573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:11.445048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:11.449849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:11.454846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:11.459889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:11.460006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:14.464906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:14.468585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:14.471947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:14.475209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:14.475282] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:17.480710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:17.484717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:17.488548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:17.492223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:17.492294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:20.497328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:20.500814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:20.504071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:20.507300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:20.507375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:23.511783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:23.515231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:23.518812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:23.522325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:23.522426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:26.529251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:26.534989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:26.539754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:26.543481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:26.543570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:29.548292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:29.553007] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:29.557081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:29.560842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:29.560935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:32.565924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:32.569706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:32.573164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:32.576576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:32.576685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:35.580998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:35.584466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:35.587824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:35.591077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:35.591151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:38.595690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:38.600133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:38.603842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:38.607167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:38.607254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:41.613359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:41.618066] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:41.623169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:41.627312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:41.627431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:44.631767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:44.635320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:44.639105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:44.642659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:44.642745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:47.651603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:47.657364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:47.661787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:47.665613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:47.665712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:50.670777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:50.674543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:50.678139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:50.681975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:50.682082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:53.687108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:53.691424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:53.695794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:53.699857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:53.699986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:56.704406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:56.707924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:56.712571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:56.717232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:56.717361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:45:59.722688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:45:59.726365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:45:59.729992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:45:59.733412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:45:59.733488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:02.744531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:02.750539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:02.756590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:02.762957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:02.763114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:05.768438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:05.772150] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:05.775806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:05.779291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:05.779396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:08.785984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:08.790890] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:08.795879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:08.800859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:08.800997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:11.805460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:11.808955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:11.812317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:11.815721] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:11.815801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:14.820930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:14.825274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:14.828912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:14.832242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:14.832340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:17.837478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:17.841685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:17.845576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:17.849910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:17.849987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:20.855811] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:20.859699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:20.864099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:20.868318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:20.868408] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:23.873992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:23.878374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:23.883012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:23.886561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:23.886695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:26.891442] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:26.894881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:26.898255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:26.901732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:26.901848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:29.906610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:29.910711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:29.915449] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:29.920312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:29.920432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:32.925296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:32.928915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:32.932291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:32.935574] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:32.935669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:35.940517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:35.944106] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:35.947860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:35.951523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:35.951620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:38.956128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:38.959769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:38.963340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:38.966845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:38.966932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:41.972714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:41.978404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:41.983049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:41.987894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:41.988011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:44.992935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:44.996330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:45.000497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:45.004073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:45.004147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:48.009938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:48.077509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:48.112067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:48.146837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:48.146987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:51.152504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:51.156460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:51.159814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:51.163581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:51.163721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:54.169657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:54.173668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:54.177444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:54.183836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:54.183931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:46:57.188334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:46:57.192014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:46:57.195667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:46:57.199294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:46:57.199376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:00.204539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:00.208897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:00.213072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:00.216872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:00.216984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:03.221286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:03.225040] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:03.228476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:03.232070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:03.232170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:06.236968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:06.240634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:06.244056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:06.247419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:06.247522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:09.252434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:09.256128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:09.259633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:09.263024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:09.263109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:12.267584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:12.271143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:12.274611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:12.278053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:12.278130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:15.283909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:15.288485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:15.293275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:15.298036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:15.298144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:18.303437] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:18.308086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:18.312409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:18.317173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:18.317298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:21.322731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:21.326846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:21.334709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:21.338801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:21.338905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:24.345227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:24.350069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:24.354568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:24.358608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:24.358731] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:27.363896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:27.367791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:27.371463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:27.375273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:27.375387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:30.380022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:30.383772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:30.388272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:30.392571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:30.392693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:33.397697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:33.401828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:33.405691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:33.409592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:33.409710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:36.414899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:36.418872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:36.422434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:36.426798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:36.426965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:39.432814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:39.436469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:39.439958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:39.443366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:39.443458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:42.449379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:42.452951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:42.456335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:42.459831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:42.459908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:45.465993] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:45.469893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:45.473440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:45.477419] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:45.477529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:48.482935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:48.487380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:48.491495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:48.497743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:48.497844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:51.502603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:51.506243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:51.513153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:51.516654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:51.516727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:54.521586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:54.525095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:54.528693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:54.532288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:54.532362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:47:57.537177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:47:57.541086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:47:57.544822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:47:57.548754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:47:57.548837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:00.553260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:00.557701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:00.561605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:00.565621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:00.565714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:03.570511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:03.574264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:03.577943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:03.581513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:03.581597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:06.586031] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:06.589462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:06.592805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:06.596056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:06.596130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:09.603012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:09.608553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:09.614202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:09.620122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:09.620266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:12.627014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:12.632373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:12.636621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:12.641090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:12.641195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:15.647174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:15.651911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:15.656183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:15.661549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:15.661817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:18.669179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:18.675076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:18.681305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:18.686788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:18.686934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:21.691997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:21.696244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:21.700169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:21.703976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:21.704075] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:24.710666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:24.714747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:24.718690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:24.722681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:24.722757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:27.727271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:27.731011] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:27.734585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:27.738104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:27.738195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:30.743743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:30.747738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:30.751342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:30.755033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:30.755129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:33.760285] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:33.764348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:33.768046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:33.771442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:33.771529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:36.776208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:36.779837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:36.783268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:36.786683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:36.786764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:39.792284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:39.795834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:39.799354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:39.802910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:39.803006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:42.808910] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:42.813107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:42.817144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:42.820760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:42.820866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:45.827761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:45.832019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:45.836686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:45.840884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:45.840973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:48.848372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:48.852636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:48.856619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:48.861110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:48.861193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:51.865847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:51.873936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:51.878633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:51.882697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:51.882777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:54.887395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:54.891178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:54.894655] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:54.898098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:54.898187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:48:57.902541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:48:57.905905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:48:57.909195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:48:57.912482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:48:57.912558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:00.917164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:00.920534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:00.923794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:00.927050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:00.927125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:03.933034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:03.937683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:03.942384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:03.947087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:03.947196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:06.952090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:06.956230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:06.960071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:06.963988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:06.964100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:09.969066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:09.972777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:09.976163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:09.979599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:09.979692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:12.985091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:12.988928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:12.992338] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:12.995853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:12.995930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:16.005430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:16.010480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:16.015573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:16.020748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:16.020857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:19.025629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:19.029292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:19.033080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:19.036592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:19.036688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:22.041269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:22.044895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:22.048693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:22.052154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:22.052235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:25.056570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:25.060353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:25.063967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:25.067702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:25.067812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:28.073397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:28.076930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:28.080373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:28.083854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:28.083928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:31.088493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:31.092052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:31.095407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:31.098831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:31.098903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:34.104334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:34.109272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:34.113620] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:34.117311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:34.117390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:37.121725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:37.125508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:37.130238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:37.133989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:37.134082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:40.138688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:40.142214] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:40.145934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:40.149408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:40.149491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:43.154471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:43.158571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:43.162967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:43.166771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:43.166852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:46.171748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:46.175265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:46.178746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:46.182561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:46.182635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:49.187493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:49.191376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:49.196252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:49.227202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:49.227314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:52.233483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:52.238355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:52.243112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:52.247165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:52.247239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:55.251743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:55.256004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:55.260619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:55.265390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:55.265500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:49:58.270368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:49:58.274752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:49:58.278485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:49:58.282415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:49:58.282492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:01.287774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:01.292705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:01.296986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:01.301619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:01.301763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:04.306901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:04.311399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:04.315414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:04.319579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:04.319713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:07.324428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:07.329060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:07.333812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:07.338305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:07.338419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:10.343214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:10.346979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:10.350795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:10.354598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:10.354702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:13.359874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:13.363974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:13.367766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:13.371623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:13.371746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:16.377455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:16.382568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:16.387407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:16.391947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:16.392150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:19.397706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:19.401948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:19.405890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:19.410075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:19.410183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:22.415259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:22.418752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:22.422101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:22.425485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:22.425576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:25.430465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:25.434127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:25.437733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:25.441298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:25.441416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:28.447419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:28.452359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:28.457087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:28.461761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:28.461902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:31.466969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:31.471089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:31.474667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:31.478223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:31.478300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:34.482726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:34.486239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:34.489702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:34.493157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:34.493239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:37.498261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:37.502058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:37.506177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:37.510253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:37.510359] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:40.514844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:40.518842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:40.522545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:40.526268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:40.526368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:43.532129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:43.536408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:43.540405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:43.543964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:43.544043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:46.549167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:46.553054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:46.556861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:46.560704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:46.560802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:49.566117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:49.571687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:49.576287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:49.582175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:49.582379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:52.587144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:52.591528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:52.596057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:52.600567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:52.600719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:55.605273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:55.609059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:55.612609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:55.616099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:55.616183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:50:58.622400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:50:58.627601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:50:58.634097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:50:58.641237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:50:58.641351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:01.649237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:01.655203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:01.660678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:01.666210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:01.666328] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:04.671051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:04.674857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:04.678456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:04.682595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:04.682707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:07.687661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:07.691420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:07.695270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:07.699592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:07.699720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:10.704846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:10.708976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:10.713299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:10.717525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:10.717665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:13.723613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:13.727727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:13.731455] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:13.734966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:13.735044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:16.740147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:16.743734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:16.747136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:16.750552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:16.750633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:19.756827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:19.761041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:19.765920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:19.770628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:19.770724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:22.776847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:22.782009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:22.786116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:22.789634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:22.789750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:25.795119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:25.798742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:25.802548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:25.807132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:25.807249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:28.812202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:28.815715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:28.821274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:28.825291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:28.825375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:31.830747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:31.835095] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:31.839381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:31.843530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:31.843677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:34.848303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:34.852437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:34.856583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:34.860505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:34.860588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:37.865882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:37.870882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:37.876116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:37.880520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:37.880603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:40.886561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:40.891300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:40.895575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:40.899830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:40.899933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:43.906176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:43.911239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:43.916224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:43.921320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:43.921443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:46.928909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:46.934386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:46.940059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:46.945976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:46.946161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:49.954229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:49.959793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:49.965117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:49.969720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:49.969846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:52.975011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:52.979153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:52.983273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:52.988436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:52.988548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:55.993165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:55.996629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:56.000215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:56.004239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:56.004344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:51:59.008817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:51:59.012351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:51:59.015713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:51:59.019025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:51:59.019099] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:02.024439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:02.028938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:02.033552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:02.038063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:02.038173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:05.044038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:05.048428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:05.051798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:05.055112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:05.055190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:08.060797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:08.064413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:08.067931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:08.071869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:08.072050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:11.080273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:11.087597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:11.093561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:11.099789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:11.099960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:14.105413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:14.109457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:14.113192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:14.116957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:14.117068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:17.122102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:17.126247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:17.129852] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:17.133332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:17.133417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:20.175553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:20.238920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:20.275509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:20.310460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:20.310574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:23.315395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:23.321134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:23.326440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:23.331865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:23.331981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:26.337431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:26.341457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:26.345294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:26.349677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:26.349826] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:29.355994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:29.361164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:29.366295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:29.371268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:29.371386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:32.376225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:32.379850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:32.383914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:32.388303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:32.388409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:35.393345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:35.397131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:35.400874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:35.404676] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:35.404768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:38.409268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:38.412805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:38.416230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:38.419942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:38.420025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:41.425676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:41.430167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:41.434296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:41.438180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:41.438259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:44.443150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:44.448361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:44.454028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:44.459338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:44.459573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:47.464721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:47.468675] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:47.472200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:47.475571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:47.475677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:50.481504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:50.485987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:50.492105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:50.497657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:50.497845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:53.502868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:53.506309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:53.509745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:53.513127] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:53.513220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:56.518927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:56.523630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:56.527589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:56.531058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:56.531134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:52:59.537504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:52:59.541634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:52:59.545400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:52:59.548967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:52:59.549058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:02.553725] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:02.557258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:02.560833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:02.564442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:02.564529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:05.569348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:05.573031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:05.576493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:05.579900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:05.579979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:08.586154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:08.592156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:08.597673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:08.601795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:08.601882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:11.606141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:11.609511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:11.612833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:11.616101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:11.616175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:14.621334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:14.625108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:14.628666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:14.632379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:14.632513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:17.637761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:17.642062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:17.646514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:17.651284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:17.651396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:20.657359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:20.661684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:20.666162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:20.670249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:20.670342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:23.675135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:23.678663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:23.682206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:23.686846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:23.686949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:26.692026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:26.695893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:26.699784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:26.703783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:26.703885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:29.708682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:29.712464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:29.715871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:29.719167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:29.719243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:32.723839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:32.727525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:32.730932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:32.734317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:32.734401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:35.740630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:35.745678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:35.750299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:35.754149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:35.754249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:38.758939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:38.762882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:38.766414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:38.769916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:38.769998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:41.774776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:41.778915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:41.783265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:41.787073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:41.787170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:44.791684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:44.795602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:44.799385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:44.802910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:44.802989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:47.809420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:47.813470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:47.817097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:47.820769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:47.820865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:50.827205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:50.832816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:50.837556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:50.842200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:50.842290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:53.846983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:53.851125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:53.855067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:53.858991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:53.859110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:56.863902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:56.867540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:56.871119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:56.874744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:56.874838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:53:59.879782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:53:59.883175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:53:59.886473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:53:59.889840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:53:59.889913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:02.894413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:02.898331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:02.902224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:02.905632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:02.905724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:05.910816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:05.914282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:05.917543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:05.921355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:05.921441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:08.925843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:08.929289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:08.932617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:08.935967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:08.936044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:11.941461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:11.945884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:11.950530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:11.955015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:11.955111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:14.960572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:14.964659] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:14.969571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:14.973777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:14.973874] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:17.979606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:17.983569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:17.987694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:17.991515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:17.991630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:20.996455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:21.000503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:21.004360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:21.008372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:21.008463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:24.012923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:24.016550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:24.020136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:24.024144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:24.024237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:27.029272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:27.032694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:27.035931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:27.039155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:27.039229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:30.044806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:30.052046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:30.057163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:30.061791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:30.061891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:33.066951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:33.070587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:33.074273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:33.078665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:33.078834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:36.084110] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:36.088169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:36.092048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:36.095961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:36.096055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:39.100529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:39.104617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:39.108627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:39.112342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:39.112422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:42.117309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:42.121250] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:42.125343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:42.130102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:42.130229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:45.135270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:45.139034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:45.143151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:45.146708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:45.146787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:48.151582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:48.155290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:48.158705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:48.162002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:48.162076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:51.166991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:51.170885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:51.174618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:51.178548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:51.178627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:54.183366] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:54.187265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:54.190683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:54.194024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:54.194113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:54:57.199041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:54:57.202701] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:54:57.206201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:54:57.209821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:54:57.209897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:00.214624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:00.218609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:00.222547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:00.226542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:00.226764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:03.231356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:03.235253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:03.238866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:03.242838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:03.242957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:06.247848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:06.251547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:06.255017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:06.258469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:06.258571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:09.294066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:09.298350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:09.302456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:09.306140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:09.306220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:12.311161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:12.315917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:12.320975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:12.325457] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:12.325566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:15.330054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:15.333619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:15.337133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:15.340753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:15.340848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:18.345254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:18.348862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:18.352259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:18.355543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:18.355629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:21.361950] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:21.367355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:21.372384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:21.377704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:21.377818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:24.382698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:24.386341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:24.389931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:24.393401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:24.393486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:27.398068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:27.401894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:27.405311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:27.408836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:27.408934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:30.413573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:30.417611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:30.421759] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:30.426193] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:30.426311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:33.432333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:33.436532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:33.440207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:33.445242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:33.445397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:36.449976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:36.453290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:36.456612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:36.459961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:36.460037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:39.464987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:39.468556] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:39.471784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:39.474964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:39.475038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:42.480983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:42.485434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:42.489346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:42.493050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:42.493153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:45.499109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:45.503818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:45.508505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:45.512524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:45.512635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:48.517617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:48.521865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:48.526261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:48.530595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:48.530694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:51.536330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:51.541109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:51.546231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:51.551423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:51.551516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:54.556275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:54.560262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:54.564011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:54.567361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:54.567434] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:55:57.572256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:55:57.576062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:55:57.579876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:55:57.583910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:55:57.584020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:00.588434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:00.591798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:00.595076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:00.598328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:00.598402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:03.603231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:03.606725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:03.610130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:03.613949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:03.614051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:06.618743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:06.622786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:06.627374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:06.632256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:06.632371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:09.637976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:09.641946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:09.645885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:09.650249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:09.650362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:12.656462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:12.660901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:12.664692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:12.668255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:12.668360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:15.673314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:15.677082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:15.680766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:15.684564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:15.684668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:18.690724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:18.696421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:18.702047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:18.707575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:18.707713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:21.712662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:21.716754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:21.721056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:21.725962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:21.726050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:24.731908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:24.735931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:24.739304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:24.742720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:24.742816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:27.747687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:27.751283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:27.755097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:27.758856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:27.758940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:30.763994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:30.767793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:30.771552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:30.775306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:30.775391] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:33.780331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:33.785797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:33.789600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:33.793130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:33.793320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:36.798481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:36.803399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:36.808555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:36.813587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:36.813813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:39.818558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:39.822253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:39.825865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:39.829347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:39.829430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:42.834047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:42.837723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:42.841399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:42.845709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:42.845815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:45.850404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:45.854191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:45.858405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:45.862192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:45.862311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:48.867409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:48.871576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:48.875274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:48.878887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:48.878984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:51.884546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:51.889313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:51.893757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:51.898174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:51.898279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:54.902902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:54.906563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:54.910095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:54.913555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:54.913662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:56:57.918662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:56:57.922376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:56:57.925843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:56:57.929185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:56:57.929260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:00.934393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:00.940097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:00.944403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:00.948412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:00.948555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:03.955012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:03.960336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:03.966151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:03.971014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:03.971133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:06.976598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:06.981058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:06.985429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:06.989564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:06.989683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:09.994483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:10.029364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:10.063607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:10.097702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:10.097798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:13.103112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:13.107475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:13.111752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:13.116064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:13.116194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:16.121037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:16.124879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:16.128760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:16.132303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:16.132382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:19.137621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:19.141726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:19.145679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:19.150166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:19.150276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:22.186040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:22.221500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:22.257304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:22.293251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:22.293443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:25.298092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:25.302352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:25.307448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:25.311597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:25.311713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:28.316048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:28.319770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:28.323039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:28.326566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:28.326659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:31.331133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:31.334607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:31.338039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:31.341452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:31.341551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:34.346618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:34.350727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:34.354312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:34.357897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:34.357989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:37.362813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:37.366871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:37.370534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:37.374454] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:37.374534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:40.379113] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:40.382823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:40.386477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:40.389992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:40.390074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:43.394913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:43.398958] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:43.402763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:43.406291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:43.406366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:46.411382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:46.415566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:46.419719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:46.423521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:46.423616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:49.428169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:49.431960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:49.435503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:49.439266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:49.439370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:52.444381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:52.448311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:52.452242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:52.456372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:52.456451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:55.462371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:55.466716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:55.470733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:55.474724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:55.474835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:57:58.479675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:57:58.483676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:57:58.487076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:57:58.490401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:57:58.490478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:01.495711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:01.499732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:01.503426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:01.507343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:01.507449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:04.512558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:04.517477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:04.522344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:04.527387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:04.527515] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:07.532398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:07.535940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:07.539993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:07.543927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:07.544040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:10.550461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:10.555239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:10.559858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:10.564720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:10.564832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:13.570334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:13.575144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:13.579124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:13.582698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:13.582822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:16.588564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:16.592448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:16.596212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:16.599627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:16.599720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:19.604786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:19.608761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:19.612551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:19.616310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:19.616413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:22.622086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:22.626072] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:22.630336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:22.634294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:22.634393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:25.639579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:25.643533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:25.647582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:25.651698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:25.651798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:28.657077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:28.661606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:28.665814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:28.669944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:28.670043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:31.675247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:31.679133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:31.682907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:31.686468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:31.686553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:34.692343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:34.696231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:34.699973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:34.703511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:34.703606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:37.709223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:37.713306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:37.717128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:37.720893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:37.720988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:40.725983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:40.729796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:40.733295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:40.736807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:40.736882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:43.742723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:43.746698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:43.750142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:43.753628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:43.753732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:46.758287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:46.761872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:46.765626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:46.769447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:46.769563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:49.774463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:49.778354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:49.781904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:49.785804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:49.785939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:52.791157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:52.795135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:52.799243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:52.803163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:52.803271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:55.807739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:55.811855] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:55.815513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:55.819066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:55.819151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:58:58.823659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:58:58.827405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:58:58.831184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:58:58.834897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:58:58.834979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:01.839969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:01.843967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:01.847883] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:01.852321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:01.852453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:04.857632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:04.861521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:04.865274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:04.869163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:04.869260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:07.875365] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:07.880393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:07.885147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:07.889702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:07.889799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:10.896058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:10.899836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:10.903403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:10.906811] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:10.906891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:13.911919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:13.916013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:13.919999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:13.923886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:13.923992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:16.930427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:16.935280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:16.938997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:16.942767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:16.942856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:19.947830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:19.951583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:19.955096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:19.958714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:19.958805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:22.964234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:22.968359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:22.972493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:22.977769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:22.977866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:25.983942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:25.987628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:25.991419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:25.995703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:25.995827] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:29.001390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:29.006783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:29.011398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:29.015311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:29.015405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:32.019768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:32.023163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:32.026472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:32.029750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:32.029825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:35.034234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:35.037629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:35.040944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:35.044169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:35.044247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:38.048935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:38.052898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:38.057775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:38.061883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:38.061958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:41.067161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:41.072100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:41.076274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:41.080515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:41.080609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:44.085132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:44.088690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:44.092117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:44.095532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:44.095615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:47.100137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:47.104140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:47.107809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:47.111396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:47.111484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:50.116238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:50.119860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:50.124399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:50.129111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:50.129220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:53.135410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:53.141946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:53.212150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:53.249835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:53.249993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:56.254561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:56.258190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:56.261787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:56.265228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:56.265307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T17:59:59.270404] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T17:59:59.274131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T17:59:59.277466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T17:59:59.281097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T17:59:59.281180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:02.286595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:02.290946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:02.294937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:02.298908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:02.299033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:05.303854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:05.308038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:05.312568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:05.317066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:05.317188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:08.323026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:08.327022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:08.331497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:08.335857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:08.335960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:11.340754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:11.344327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:11.347859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:11.351355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:11.351454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:14.356906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:14.361677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:14.366278] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:14.371504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:14.371674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:17.376744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:17.381015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:17.385155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:17.390268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:17.390431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:20.395314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:20.400215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:20.405238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:20.410197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:20.410313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:23.416528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:23.420763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:23.424741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:23.429637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:23.429764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:26.434851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:26.438582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:26.442134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:26.445566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:26.445668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:29.451881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:29.456510] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:29.460627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:29.464693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:29.464828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:32.470992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:32.476101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:32.481071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:32.485735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:32.485841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:35.490945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:35.494540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:35.498856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:35.502544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:35.502626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:38.508018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:38.512003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:38.515988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:38.519954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:38.520049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:41.524983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:41.529148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:41.533392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:41.537284] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:41.537393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:44.542188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:44.545695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:44.550507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:44.555034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:44.555124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:47.560172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:47.563964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:47.567227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:47.571141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:47.571289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:50.576827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:50.581138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:50.585138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:50.588948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:50.589047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:53.594414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:53.598357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:53.602343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:53.606630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:53.606730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:56.612748] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:56.617344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:56.621370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:56.625148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:56.625225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:00:59.630760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:00:59.634674] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:00:59.638219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:00:59.641894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:00:59.641993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:02.647262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:02.651455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:02.655174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:02.659304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:02.659421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:05.664056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:05.668423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:05.672685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:05.676436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:05.676510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:08.682422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:08.686836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:08.691561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:08.696014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:08.696135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:11.700915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:11.704819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:11.708663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:11.713509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:11.713615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:14.718115] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:14.721575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:14.725069] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:14.728545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:14.728657] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:17.733017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:17.736370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:17.739726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:17.743200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:17.743276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:20.748280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:20.752109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:20.755693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:20.759292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:20.759370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:23.772562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:23.778189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:23.782625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:23.786673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:23.786779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:26.791897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:26.795757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:26.800104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:26.803909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:26.804014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:29.809104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:29.812962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:29.816827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:29.820392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:29.820484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:32.825512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:32.829544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:32.833774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:32.838147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:32.838263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:35.842833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:35.846559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:35.850204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:35.853887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:35.853978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:38.859227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:38.863171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:38.868630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:38.873624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:38.873772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:41.879556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:41.882988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:41.886296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:41.890317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:41.890430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:44.895238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:44.899189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:44.903036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:44.906480] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:44.906565] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:47.911237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:47.914799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:47.918104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:47.921342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:47.921420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:50.927745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:50.932333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:50.936494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:50.941563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:50.941702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:53.946590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:53.950616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:53.954818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:53.959021] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:53.959113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:56.964340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:56.968348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:56.971783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:56.975451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:56.975556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:01:59.982224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:01:59.987272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:01:59.990817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:01:59.995111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:01:59.995283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:02.999609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:03.003156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:03.006885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:03.011145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:03.011223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:06.016544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:06.020205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:06.024036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:06.027582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:06.027678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:09.031965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:09.035330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:09.038782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:09.043163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:09.043291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:12.047721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:12.051474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:12.055385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:12.059580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:12.059718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:15.064956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:15.068376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:15.071840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:15.075129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:15.075227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:18.081003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:18.085598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:18.090090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:18.094202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:18.094318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:21.099771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:21.103478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:21.106756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:21.110066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:21.110157] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:24.115414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:24.119900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:24.124594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:24.128959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:24.129038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:27.134954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:27.139783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:27.144509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:27.149769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:27.149885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:30.155628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:30.159466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:30.163299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:30.167226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:30.167299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:33.171594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:33.175217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:33.178796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:33.182220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:33.182299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:36.186819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:36.190427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:36.193965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:36.197568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:36.197663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:39.202609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:39.206985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:39.211184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:39.215335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:39.215450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:42.220267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:42.225137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:42.229152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:42.232657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:42.232736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:45.237173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:45.240719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:45.244104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:45.247553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:45.247686] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:48.252152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:48.256145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:48.259925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:48.263337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:48.263413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:51.268324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:51.273090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:51.277445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:51.281986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:51.282133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:54.287596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:54.291918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:54.296298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:54.300693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:54.300810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:02:57.306161] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:02:57.309523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:02:57.312819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:02:57.316068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:02:57.316143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:00.321256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:00.327280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:00.332273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:00.337430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:00.337739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:03.342173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:03.345726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:03.349843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:03.354511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:03.354636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:06.359422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:06.363436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:06.367348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:06.371520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:06.371610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:09.376813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:09.380618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:09.384212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:09.387580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:09.387676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:12.392826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:12.396326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:12.399636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:12.402877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:12.402953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:15.412508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:15.417076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:15.420866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:15.424445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:15.424544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:18.429464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:18.433305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:18.436791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:18.440237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:18.440312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:21.444778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:21.451408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:21.455039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:21.458422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:21.458506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:24.463354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:24.467059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:24.470747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:24.474301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:24.474374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:27.478865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:27.483054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:27.487334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:27.490866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:27.490946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:30.495953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:30.500236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:30.504858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:30.509509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:30.509600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:33.515493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:33.521492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:33.526470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:33.531119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:33.531273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:36.536206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:36.539746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:36.543138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:36.546462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:36.546549] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:39.550842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:39.554423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:39.557989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:39.561487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:39.561567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:42.566068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:42.569666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:42.573153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:42.576444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:42.576530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:45.581201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:45.584838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:45.588545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:45.592030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:45.592104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:48.597448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:48.601685] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:48.605504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:48.609289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:48.609393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:51.614337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:51.618050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:51.621724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:51.625370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:51.625460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:54.632469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:54.637620] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:54.642005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:54.646341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:54.646437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:03:57.651324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:03:57.655118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:03:57.658850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:03:57.662442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:03:57.662531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:00.667364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:00.671015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:00.674324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:00.677858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:00.677930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:03.682372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:03.685969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:03.689581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:03.693489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:03.693576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:06.699383] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:06.704186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:06.708697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:06.713331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:06.713429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:09.718226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:09.721706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:09.725321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:09.729448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:09.729593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:12.735227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:12.739770] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:12.744354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:12.748989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:12.749088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:15.753888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:15.757358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:15.760853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:15.764218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:15.764302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:18.771131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:18.776691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:18.782361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:18.788508] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:18.788693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:21.795619] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:21.800084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:21.805308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:21.810814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:21.810962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:24.816170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:24.820438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:24.824285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:24.828112] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:24.828211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:27.833296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:27.836697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:27.839989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:27.843872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:27.844009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:30.848876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:30.852324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:30.856020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:30.859353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:30.859429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:33.864273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:33.867904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:33.871287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:33.874623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:33.874712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:36.879199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:36.883064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:36.886599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:36.889951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:36.890029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:39.895673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:39.900163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:39.904724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:39.909150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:39.909252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:42.915033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:42.920544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:42.926371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:42.932257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:42.932421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:45.937137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:45.940847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:45.944586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:45.948123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:45.948206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:48.952607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:48.956471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:48.959997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:48.963451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:48.963537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:51.968310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:51.972168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:51.977125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:51.980961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:51.981056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:54.986678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:54.991029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:54.995978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:55.000452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:55.000546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:04:58.005684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:04:58.009264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:04:58.012890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:04:58.016698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:04:58.016812] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:01.022346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:01.026976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:01.032203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:01.037567] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:01.037717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:04.042376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:04.046436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:04.050541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:04.054616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:04.054760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:07.060056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:07.064291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:07.068478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:07.072757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:07.072858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:10.108381] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:10.112342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:10.116300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:10.120087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:10.120179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:13.125073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:13.128494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:13.131847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:13.135163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:13.135240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:16.140399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:16.144881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:16.148609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:16.151903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:16.151978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:19.156716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:19.161463] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:19.165110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:19.168746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:19.168858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:22.174603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:22.178450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:22.182016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:22.185572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:22.185670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:25.193120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:25.197867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:25.201783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:25.205897] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:25.205977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:28.212001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:28.215923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:28.219390] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:28.223156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:28.223234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:31.228007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:31.232255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:31.235801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:31.240464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:31.240574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:34.245027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:34.248479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:34.251803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:34.255037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:34.255108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:37.259629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:37.263493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:37.267199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:37.270870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:37.270976] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:40.275546] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:40.279723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:40.283417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:40.287120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:40.287219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:43.291897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:43.295658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:43.301079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:43.305776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:43.305902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:46.310559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:46.314419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:46.318147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:46.321813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:46.321947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:49.327467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:49.331050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:49.334497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:49.338458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:49.338586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:52.343496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:52.347063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:52.350520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:52.353804] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:52.353885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:55.359284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:55.363382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:55.367224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:55.371150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:55.371238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:05:58.377602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:05:58.382383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:05:58.387115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:05:58.391853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:05:58.391954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:01.398819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:01.403604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:01.408316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:01.412796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:01.412911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:04.418257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:04.422869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:04.426440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:04.430037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:04.430182] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:07.434700] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:07.438470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:07.442091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:07.445745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:07.445843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:10.450313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:10.454028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:10.457444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:10.461349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:10.461455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:13.466223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:13.470563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:13.475015] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:13.478819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:13.478919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:16.483800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:16.488875] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:16.493559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:16.497948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:16.498083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:19.504047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:19.509147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:19.514209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:19.519293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:19.519404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:22.524469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:22.528249] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:22.532018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:22.535492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:22.535596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:25.541314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:25.546312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:25.551001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:25.555241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:25.555338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:28.560686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:28.564530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:28.568123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:28.571856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:28.571941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:31.577853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:31.581885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:31.585370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:31.588923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:31.589005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:34.594053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:34.597536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:34.600862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:34.604583] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:34.604734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:37.609626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:37.613306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:37.616962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:37.620532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:37.620619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:40.626886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:40.632465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:40.636841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:40.641385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:40.641507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:43.646496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:43.650426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:43.654190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:43.657678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:43.657766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:46.662407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:46.666487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:46.670456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:46.674455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:46.674571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:49.679400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:49.683288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:49.687166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:49.691085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:49.691171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:52.698517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:52.704099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:52.708623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:52.712288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:52.712379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:55.718406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:55.723173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:55.727567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:55.731680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:55.731766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:06:58.736762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:06:58.741049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:06:58.745324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:06:58.749426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:06:58.749525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:01.754258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:01.757712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:01.761019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:01.764346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:01.764441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:04.769802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:04.773856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:04.777159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:04.780510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:04.780582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:07.786051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:07.791480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:07.796454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:07.801485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:07.801605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:10.806148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:10.810108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:10.813898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:10.817673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:10.817751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:13.823282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:13.827548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:13.831834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:13.835476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:13.835548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:16.840962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:16.844380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:16.848287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:16.851996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:16.852079] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:19.856699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:19.860397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:19.863866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:19.867229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:19.867320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:22.872283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:22.876317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:22.879962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:22.883401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:22.883507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:25.890339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:25.895753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:25.900599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:25.905776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:25.905904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:28.910733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:28.914776] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:28.919066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:28.923095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:28.923210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:31.928528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:31.932209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:31.935698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:31.939210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:31.939304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:34.944477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:34.948206] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:34.951558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:34.954928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:34.955005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:37.960081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:37.963976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:37.967972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:37.971763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:37.971869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:40.977012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:40.981929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:40.986277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:40.990202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:40.990283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:43.994946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:43.998611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:44.002165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:44.005937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:44.006026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:47.010551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:47.014209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:47.017740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:47.021253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:47.021336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:50.025765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:50.029151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:50.032874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:50.036069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:50.036146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:53.042529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:53.048148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:53.053563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:53.058601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:53.058743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:56.127680] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:56.161821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:56.196227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:56.230633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:56.230752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:07:59.236166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:07:59.240735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:07:59.245104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:07:59.249986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:07:59.250106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:02.254895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:02.258744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:02.262421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:02.266117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:02.266201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:05.271338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:05.275036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:05.278517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:05.282150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:05.282233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:08.288954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:08.294793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:08.299200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:08.304542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:08.304741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:11.311238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:11.315506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:11.319743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:11.324000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:11.324138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:14.328879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:14.332572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:14.336727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:14.341378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:14.341512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:17.346447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:17.351019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:17.356598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:17.361165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:17.361290] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:20.367133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:20.372807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:20.377045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:20.381775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:20.381965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:23.386506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:23.390088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:23.393448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:23.396877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:23.396955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:26.403670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:26.409294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:26.413610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:26.417773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:26.417889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:29.422385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:29.426049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:29.429709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:29.433255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:29.433345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:32.440814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:32.445173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:32.449186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:32.452867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:32.452970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:35.457362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:35.460849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:35.464100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:35.467350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:35.467424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:38.473668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:38.479056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:38.483886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:38.488862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:38.488973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:41.494038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:41.497509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:41.502115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:41.506519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:41.506637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:44.511487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:44.515055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:44.518410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:44.521838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:44.521919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:47.527312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:47.531227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:47.534693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:47.537977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:47.538052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:50.542431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:50.545981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:50.549891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:50.553661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:50.553744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:53.558095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:53.561491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:53.564775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:53.568051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:53.568128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:56.573473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:56.579094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:56.584355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:56.589432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:56.589551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:08:59.594264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:08:59.597721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:08:59.601129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:08:59.604796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:08:59.604868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:02.609992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:02.614354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:02.618842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:02.623597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:02.623720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:05.629315] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:05.633046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:05.636747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:05.640483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:05.640562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:08.645716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:08.649617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:08.653730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:08.657485] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:08.657609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:11.662874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:11.666422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:11.669921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:11.673339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:11.673421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:14.678665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:14.683058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:14.687411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:14.691873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:14.692010] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:17.696523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:17.700219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:17.703688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:17.707315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:17.707404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:20.711689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:20.715284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:20.719283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:20.723033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:20.723126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:23.728018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:23.731789] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:23.735428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:23.739182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:23.739298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:26.745951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:26.750636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:26.754605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:26.758343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:26.758431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:29.763226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:29.767139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:29.770797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:29.774572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:29.774707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:32.780254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:32.783824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:32.787187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:32.791177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:32.791294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:35.796256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:35.802948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:35.806899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:35.811114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:35.811212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:38.815992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:38.819946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:38.823631] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:38.827369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:38.827475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:41.832512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:41.836394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:41.839911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:41.843442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:41.843521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:44.848330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:44.852418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:44.856266] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:44.859932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:44.860046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:47.865037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:47.868752] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:47.872633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:47.876178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:47.876253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:50.881393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:50.885204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:50.889665] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:50.894041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:50.894154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:53.899019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:53.903004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:53.907115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:53.911491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:53.911581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:56.916402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:56.920698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:56.924889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:56.929532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:56.929681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:09:59.934838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:09:59.938294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:09:59.941584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:09:59.944845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:09:59.944920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:02.949916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:02.954032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:02.957967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:02.961710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:02.961799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:05.966231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:05.969782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:05.973082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:05.976409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:05.976492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:08.982298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:08.987459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:08.992548] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:08.996847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:08.996955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:12.002704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:12.006709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:12.010714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:12.014369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:12.014526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:15.019267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:15.023024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:15.026403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:15.029839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:15.029918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:18.034526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:18.038148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:18.041525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:18.045005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:18.045085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:21.050310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:21.054489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:21.058114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:21.061817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:21.061908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:24.066585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:24.070211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:24.073911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:24.077746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:24.077849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:27.119372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:27.154425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:27.189462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:27.231918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:27.232090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:30.238069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:30.242503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:30.246692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:30.250262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:30.250364] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:33.256116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:33.260790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:33.265872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:33.270522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:33.270680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:36.275804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:36.279298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:36.282720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:36.286060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:36.286158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:39.291049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:39.294528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:39.298174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:39.301516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:39.301589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:42.305997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:42.309567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:42.312985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:42.316345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:42.316421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:45.322538] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:45.328404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:45.333387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:45.338365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:45.338498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:48.343279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:48.347349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:48.351038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:48.354895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:48.354995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:51.361242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:51.364955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:51.368904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:51.372704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:51.372785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:54.377180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:54.382931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:54.386403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:54.389887] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:54.389966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:10:57.394443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:10:57.398374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:10:57.402152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:10:57.405901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:10:57.405979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:00.410559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:00.414295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:00.417887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:00.421462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:00.421560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:03.427380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:03.432148] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:03.436561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:03.441428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:03.441559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:06.446066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:06.449499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:06.452947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:06.456441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:06.456538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:09.461511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:09.466428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:09.470238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:09.474051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:09.474179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:12.479132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:12.482558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:12.486350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:12.490884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:12.491000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:15.498585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:15.503083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:15.506956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:15.510859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:15.510962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:18.515695] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:18.519119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:18.522609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:18.525946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:18.526021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:21.531457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:21.535527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:21.539915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:21.544138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:21.544260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:24.549290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:24.553597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:24.557501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:24.561338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:24.561464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:27.566593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:27.570385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:27.574166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:27.578805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:27.578934] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:30.583598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:30.587282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:30.590827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:30.594218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:30.594293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:33.599567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:33.603440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:33.606860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:33.610779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:33.610899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:36.617466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:36.622300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:36.625922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:36.632226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:36.632324] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:39.637029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:39.640942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:39.644673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:39.649405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:39.649510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:42.655945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:42.661169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:42.665559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:42.669759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:42.669880] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:45.675747] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:45.680184] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:45.684846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:45.689549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:45.689703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:48.694219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:48.698384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:48.702113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:48.705450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:48.705520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:51.711957] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:51.717098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:51.720969] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:51.724341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:51.724422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:54.730250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:54.734301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:54.738100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:54.741800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:54.741879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:11:57.747168] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:11:57.751117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:11:57.754849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:11:57.758771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:11:57.758846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:00.764686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:00.770247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:00.775396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:00.780746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:00.780875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:03.786166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:03.789951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:03.795091] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:03.800259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:03.800363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:06.805364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:06.809204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:06.812945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:06.816388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:06.816466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:09.821048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:09.824715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:09.828359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:09.832030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:09.832142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:12.836727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:12.840166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:12.843595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:12.846914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:12.846995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:15.851666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:15.855354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:15.858823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:15.862257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:15.862339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:18.866682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:18.872571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:18.875891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:18.879233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:18.879308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:21.885380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:21.889433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:21.893043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:21.896556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:21.896684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:24.901326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:24.905213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:24.908902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:24.912451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:24.912535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:27.918451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:27.923699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:27.928315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:27.933456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:27.933558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:30.939701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:30.943426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:30.946922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:30.950535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:30.950613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:33.955295] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:33.958898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:33.963110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:33.967691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:33.967781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:36.974294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:36.978591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:36.982716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:36.986657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:36.986761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:39.991287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:39.994979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:39.999895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:40.004099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:40.004265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:43.008828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:43.012493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:43.016513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:43.020614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:43.020721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:46.026391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:46.030348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:46.033946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:46.037432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:46.037556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:49.042215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:49.045608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:49.048926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:49.052711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:49.052784] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:52.057927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:52.062828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:52.066814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:52.070556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:52.070689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:55.075991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:55.080571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:55.084689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:55.089093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:55.089245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:12:58.188518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:12:58.223847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:12:58.258244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:12:58.291818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:12:58.291943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:01.296629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:01.300488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:01.303821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:01.307592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:01.307692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:04.312854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:04.316664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:04.320225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:04.323678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:04.323762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:07.328459] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:07.332133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:07.335663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:07.339465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:07.339557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:10.346241] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:10.350905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:10.355098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:10.358791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:10.358870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:13.363432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:13.367545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:13.372334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:13.376447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:13.376532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:16.381226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:16.384967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:16.388483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:16.392114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:16.392186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:19.397658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:19.401472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:19.405079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:19.408553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:19.408631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:22.414558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:22.419779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:22.424950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:22.429992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:22.430140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:25.435208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:25.439099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:25.442784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:25.446489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:25.446591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:28.453498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:28.458052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:28.463623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:28.469102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:28.469200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:31.474097] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:31.477860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:31.481532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:31.485363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:31.485456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:34.492144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:34.496772] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:34.501028] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:34.504997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:34.505112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:37.509511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:37.513159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:37.516725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:37.520315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:37.520414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:40.524960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:40.528908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:40.532872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:40.536813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:40.536921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:43.541638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:43.545943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:43.550131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:43.554211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:43.554344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:46.559334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:46.563462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:46.567152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:46.570995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:46.571081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:49.577165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:49.581933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:49.586739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:49.591394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:49.591488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:52.596938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:52.602000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:52.606880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:52.611814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:52.611919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:55.616587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:55.620398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:55.624925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:55.628555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:55.628674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:13:58.633836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:13:58.637962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:13:58.642157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:13:58.647018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:13:58.647102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:01.653629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:01.659060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:01.663310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:01.667156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:01.667280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:04.673759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:04.678795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:04.683376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:04.688097] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:04.688181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:07.692783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:07.696585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:07.703891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:07.707704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:07.707803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:10.712320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:10.715843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:10.719349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:10.722771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:10.722848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:13.727944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:13.731880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:13.735581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:13.739180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:13.739269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:16.744492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:16.748392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:16.751888] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:16.755168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:16.755243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:19.759778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:19.763401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:19.767734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:19.771216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:19.771289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:22.776460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:22.781802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:22.786826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:22.791964] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:22.792073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:25.797077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:25.801357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:25.805297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:25.809475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:25.809589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:28.815484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:28.820002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:28.823903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:28.827935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:28.828025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:31.832952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:31.836503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:31.839954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:31.843512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:31.843608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:34.848724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:34.852376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:34.856049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:34.859460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:34.859539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:37.864129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:37.867501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:37.871035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:37.874290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:37.874367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:40.878799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:40.882159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:40.885426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:40.888726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:40.888804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:43.893355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:43.897121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:43.900666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:43.904036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:43.904114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:46.909297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:46.913391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:46.917289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:46.921248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:46.921370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:49.926482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:49.930560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:49.934305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:49.937969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:49.938065] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:52.943780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:52.947982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:52.952054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:52.955427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:52.955499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:55.960943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:55.966627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:55.970981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:55.974830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:55.974935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:14:58.981512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:14:58.986665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:14:58.991367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:14:58.995294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:14:58.995376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:02.000548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:02.005626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:02.011619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:02.018093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:02.018305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:05.022703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:05.026324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:05.029998] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:05.033716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:05.033822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:08.038781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:08.042417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:08.045936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:08.049738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:08.049819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:11.084947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:11.089889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:11.095161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:11.100521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:11.100685] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:14.105343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:14.108837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:14.112317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:14.115786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:14.115870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:17.120438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:17.124220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:17.127839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:17.131255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:17.131336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:20.137155] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:20.142030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:20.146864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:20.151563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:20.151690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:23.158539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:23.164542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:23.170627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:23.175670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:23.175770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:26.181551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:26.186483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:26.191702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:26.197089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:26.197215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:29.202933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:29.207324] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:29.212300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:29.216978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:29.217090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:32.221859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:32.226234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:32.229977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:32.233297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:32.233371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:35.238311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:35.241852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:35.245134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:35.249141] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:35.249266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:38.253744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:38.257136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:38.260425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:38.263703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:38.263779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:41.269205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:41.272818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:41.276205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:41.280036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:41.280146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:44.284878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:44.288893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:44.292692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:44.296963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:44.297080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:47.302398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:47.307065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:47.311492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:47.315745] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:47.315875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:50.320848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:50.324465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:50.328135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:50.331661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:50.331751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:53.337925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:53.343672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:53.348710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:53.352932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:53.353018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:56.359179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:56.362953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:56.366302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:56.369673] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:56.369749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:15:59.376195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:15:59.380236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:15:59.384137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:15:59.388014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:15:59.388185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:02.392491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:02.396089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:02.399485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:02.402960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:02.403044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:05.407869] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:05.411966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:05.415791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:05.420135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:05.420232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:08.424310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:08.428676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:08.432442] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:08.435925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:08.436001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:11.440464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:11.444288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:11.448236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:11.451903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:11.451981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:14.456804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:14.460433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:14.463813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:14.467168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:14.467265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:17.472344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:17.476015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:17.479290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:17.483150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:17.483284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:20.489870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:20.494639] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:20.499238] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:20.503923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:20.504026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:23.508931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:23.513152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:23.517386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:23.521903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:23.522026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:26.526554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:26.530270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:26.533586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:26.537198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:26.537284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:29.544251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:29.552283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:29.557281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:29.562046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:29.562177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:32.567289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:32.571170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:32.574726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:32.578494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:32.578581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:35.583280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:35.587196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:35.591071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:35.594879] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:35.594982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:38.600726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:38.605307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:38.610155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:38.615248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:38.615376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:41.620230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:41.625337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:41.630164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:41.633683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:41.633791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:44.638362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:44.641976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:44.645352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:44.648756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:44.648833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:47.653354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:47.656764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:47.660904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:47.665007] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:47.665107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:50.669807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:50.673298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:50.676603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:50.681016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:50.681240] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:53.686362] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:53.690277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:53.695951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:53.701426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:53.701524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:56.707425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:56.712615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:56.718187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:56.723944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:56.724085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:16:59.728891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:16:59.732936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:16:59.736531] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:16:59.740383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:16:59.740457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:02.744911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:02.748726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:02.752497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:02.756307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:02.756410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:05.761019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:05.764808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:05.768484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:05.772129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:05.772237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:08.777309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:08.781519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:08.785542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:08.789448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:08.789535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:11.795510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:11.830742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:11.865122] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:11.899965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:11.900105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:14.906809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:14.912229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:14.917311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:14.922356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:14.922475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:17.928516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:17.932464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:17.936005] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:17.939607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:17.939716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:20.946309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:20.951368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:20.955344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:20.959005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:20.959105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:23.965227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:23.970064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:23.974487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:23.978411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:23.978508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:26.983179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:26.986636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:26.990155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:26.993625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:26.993732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:29.999410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:30.003904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:30.037915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:30.072126] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:30.072239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:33.076784] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:33.080262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:33.083557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:33.087955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:33.088175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:36.093974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:36.097508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:36.101133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:36.104773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:36.104848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:39.111106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:39.115483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:39.119999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:39.124172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:39.124252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:42.131069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:42.135601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:42.139558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:42.143100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:42.143181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:45.147764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:45.151340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:45.154919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:45.158996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:45.159074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:48.165922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:48.171083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:48.175810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:48.180573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:48.180704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:51.186825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:51.192193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:51.196236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:51.200605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:51.200742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:54.205260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:54.208854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:54.212796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:54.217124] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:54.217400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:17:57.222356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:17:57.226533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:17:57.230326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:17:57.233893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:17:57.233987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:00.241094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:00.246949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:00.253149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:00.257741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:00.257879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:03.262524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:03.265917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:03.269219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:03.272462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:03.272552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:06.277666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:06.281562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:06.285416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:06.289202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:06.289305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:09.293872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:09.297271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:09.300535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:09.303817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:09.303892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:12.310624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:12.315470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:12.319706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:12.323705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:12.323802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:15.331440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:15.336782] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:15.341769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:15.346670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:15.346800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:18.352924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:18.357481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:18.361104] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:18.364604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:18.364703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:21.370623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:21.375376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:21.380137] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:21.384561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:21.384679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:24.390052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:24.394506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:24.398873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:24.403332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:24.403458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:27.409698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:27.414252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:27.417652] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:27.420923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:27.420998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:30.426418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:30.430483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:30.434500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:30.438495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:30.438571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:33.443521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:33.447969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:33.451893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:33.455397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:33.455484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:36.460162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:36.464049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:36.468089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:36.472120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:36.472246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:39.477222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:39.480967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:39.484422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:39.488131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:39.488223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:42.492876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:42.496372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:42.499894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:42.503243] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:42.503322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:45.508502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:45.513158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:45.516732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:45.520246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:45.520321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:48.524881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:48.528680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:48.532514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:48.536200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:48.536288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:51.541024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:51.544840] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:51.548696] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:51.553315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:51.553429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:54.558441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:54.563453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:54.568019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:54.572597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:54.572736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:18:57.578286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:18:57.583841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:18:57.588835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:18:57.593333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:18:57.593504] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:00.601743] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:00.606076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:00.610149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:00.614313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:00.614403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:03.619682] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:03.623357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:03.626819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:03.630443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:03.630521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:06.635734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:06.639388] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:06.642886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:06.646345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:06.646432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:09.652290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:09.657392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:09.662106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:09.666868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:09.666974] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:12.671709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:12.675340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:12.678718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:12.681972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:12.682053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:15.686936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:15.691812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:15.695882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:15.700068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:15.700191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:18.705457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:18.709684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:18.713379] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:18.717009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:18.717103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:21.723461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:21.727804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:21.732051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:21.736011] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:21.736125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:24.741030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:24.745425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:24.750760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:24.755064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:24.755168] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:27.761053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:27.764769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:27.768279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:27.771761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:27.771838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:30.777139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:30.781735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:30.786112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:30.790439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:30.790539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:33.796479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:33.800790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:33.804189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:33.807528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:33.807603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:36.812227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:36.815554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:36.818828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:36.822132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:36.822205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:39.827558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:39.831100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:39.834328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:39.837678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:39.837751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:42.843140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:42.847548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:42.852189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:42.856762] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:42.856858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:45.861657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:45.865306] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:45.869059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:45.873379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:45.873518] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:48.878386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:48.882145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:48.886156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:48.889429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:48.889507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:51.894697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:51.899013] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:51.903473] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:51.907835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:51.907951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:54.912932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:54.916507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:54.920057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:54.923829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:54.923938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:19:57.929627] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:19:57.935216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:19:57.940420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:19:57.945486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:19:57.945618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:00.953884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:00.958591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:00.963967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:00.968431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:00.968545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:03.974774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:03.979262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:03.982921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:03.986348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:03.986427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:06.990920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:06.994781] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:06.998208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:07.001715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:07.001834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:10.006819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:10.010392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:10.013798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:10.017207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:10.017286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:13.021934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:13.025331] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:13.028628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:13.031928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:13.032002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:16.038243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:16.042445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:16.045887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:16.049247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:16.049323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:19.054616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:19.058192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:19.061522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:19.065503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:19.065632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:22.070840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:22.075015] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:22.078429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:22.081807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:22.081905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:25.087343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:25.091438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:25.095022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:25.098889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:25.099004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:28.104149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:28.110933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:28.114839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:28.118440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:28.118527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:31.125126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:31.224234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:31.260400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:31.294754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:31.294858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:34.300053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:34.303716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:34.307019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:34.310633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:34.310733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:37.315370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:37.319099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:37.322420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:37.325907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:37.325984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:40.330733] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:40.334418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:40.338397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:40.342596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:40.342719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:43.347685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:43.351178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:43.354929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:43.358513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:43.358593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:46.363350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:46.367601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:46.372400] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:46.376080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:46.376179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:49.381230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:49.384936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:49.388459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:49.391869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:49.391950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:52.398085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:52.402767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:52.406659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:52.411026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:52.411131] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:55.416022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:55.419821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:55.423415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:55.427205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:55.427284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:20:58.432094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:20:58.435509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:20:58.438835] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:20:58.442078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:20:58.442158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:01.448689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:01.454307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:01.459905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:01.465769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:01.465920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:04.471995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:04.475950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:04.479518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:04.483981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:04.484107] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:07.489065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:07.492631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:07.496211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:07.499898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:07.499978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:10.505080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:10.509091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:10.512689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:10.516517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:10.516615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:13.522686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:13.526472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:13.529976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:13.533468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:13.533554] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:16.538992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:16.542796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:16.546573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:16.550274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:16.550372] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:19.554757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:19.558158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:19.561474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:19.564711] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:19.564788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:22.569757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:22.573769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:22.577553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:22.581541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:22.581678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:25.586476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:25.590186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:25.593464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:25.596947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:25.597018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:28.601524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:28.605247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:28.609275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:28.612767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:28.612852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:31.621255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:31.626537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:31.631973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:31.636342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:31.636435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:34.640888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:34.644854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:34.648685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:34.652266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:34.652353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:37.658518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:37.663176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:37.668231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:37.673026] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:37.673167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:40.677852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:40.681543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:40.685267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:40.689050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:40.689150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:43.694069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:43.698159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:43.701800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:43.705500] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:43.705587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:46.710060] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:46.713507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:46.717204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:46.720715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:46.720804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:49.725541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:49.728946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:49.732155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:49.735560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:49.735661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:52.741626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:52.746269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:52.750731] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:52.755268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:52.755370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:55.764089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:55.768170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:55.772298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:55.776158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:55.776281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:21:58.781836] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:21:58.785807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:21:58.789446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:21:58.793145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:21:58.793234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:01.799074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:01.803381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:01.807911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:01.812607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:01.812741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:04.818827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:04.823681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:04.827781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:04.831431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:04.831529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:07.836190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:07.840093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:07.843908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:07.847683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:07.847790] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:10.852553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:10.856330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:10.859740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:10.863045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:10.863122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:13.867918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:13.871799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:13.876052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:13.880881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:13.881034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:16.886256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:16.890239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:16.894041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:16.897936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:16.898052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:19.903863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:19.909053] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:19.914755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:19.919630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:19.919778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:22.924776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:22.928927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:22.932563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:22.936868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:22.936993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:25.942147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:25.945935] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:25.949511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:25.952977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:25.953062] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:28.958423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:28.962473] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:28.966097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:28.971814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:28.971939] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:31.978212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:31.982494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:31.987138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:31.991460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:31.991583] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:34.996447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:35.000143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:35.003798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:35.008852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:35.009004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:38.014109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:38.018707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:38.022314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:38.025869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:38.025948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:41.030785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:41.034856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:41.038980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:41.043174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:41.043306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:44.047812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:44.051727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:44.055298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:44.059280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:44.059375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:47.064740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:47.069409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:47.075211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:47.080810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:47.081033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:50.086107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:50.090158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:50.093572] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:50.096941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:50.097015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:53.101699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:53.105765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:53.109862] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:53.113983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:53.114064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:56.119067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:56.122993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:56.128025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:56.131902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:56.132023] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:22:59.138794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:22:59.143597] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:22:59.150158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:22:59.157569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:22:59.157822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:02.163424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:02.167437] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:02.175025] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:02.179748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:02.179854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:05.185628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:05.189831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:05.194633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:05.202892] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:05.203032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:08.209550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:08.215348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:08.221632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:08.227401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:08.227575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:11.233949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:11.237983] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:11.244816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:11.248596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:11.248700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:14.253196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:14.257000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:14.260577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:14.265147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:14.265249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:17.270289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:17.274043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:17.277724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:17.281102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:17.281185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:20.286199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:20.290131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:20.293518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:20.296970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:20.297055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:23.302374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:23.305886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:23.309271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:23.312613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:23.312717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:26.318287] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:26.322462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:26.326282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:26.329839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:26.329937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:29.334186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:29.337778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:29.341189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:29.344599] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:29.344700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:32.351050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:32.355950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:32.360815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:32.365594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:32.365743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:35.372139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:35.377131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:35.381958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:35.386827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:35.386940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:38.392344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:38.397264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:38.401193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:38.405105] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:38.405193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:41.409842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:41.413398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:41.416750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:41.420197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:41.420279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:44.425240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:44.429246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:44.433136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:44.436753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:44.436829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:47.441876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:47.445426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:47.448701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:47.451938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:47.452015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:50.456427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:50.460945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:50.464928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:50.468632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:50.468746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:53.473763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:53.478035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:53.482124] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:53.486068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:53.486169] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:56.492541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:56.498133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:56.504047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:56.509602] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:56.509757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:23:59.514624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:23:59.518803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:23:59.522252] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:23:59.526144] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:23:59.526254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:02.531344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:02.535297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:02.539229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:02.543275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:02.543368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:05.548316] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:05.552656] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:05.557291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:05.561659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:05.561773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:08.567093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:08.571390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:08.575474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:08.579371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:08.579488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:11.585210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:11.589314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:11.593421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:11.598068] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:11.598199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:14.604692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:14.608947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:14.612782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:14.616772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:14.616885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:17.621469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:17.624994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:17.628681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:17.632526] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:17.632615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:20.637114] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:20.640669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:20.644353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:20.647904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:20.647992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:23.652701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:23.656604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:23.660450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:23.664319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:23.664433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:26.669741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:26.673498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:26.677411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:26.680894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:26.680992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:29.685594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:29.689189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:29.692557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:29.695813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:29.695888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:32.701127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:32.705834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:32.710667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:32.715444] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:32.715577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:35.720166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:35.724211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:35.727913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:35.731495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:35.731582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:38.735979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:38.739532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:38.742937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:38.746325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:38.746406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:41.753064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:41.758430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:41.762966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:41.766553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:41.766633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:44.771439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:44.775195] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:44.779193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:44.783222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:44.783325] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:47.788260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:47.792221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:47.796230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:47.800147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:47.800237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:50.805354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:50.808947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:50.812682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:50.817187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:50.817313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:53.822937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:53.826783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:53.830406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:53.833826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:53.833905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:56.839237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:56.843163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:56.846911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:56.850735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:56.850822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:24:59.856022] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:24:59.860310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:24:59.864813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:24:59.869140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:24:59.869260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:02.875547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:02.881057] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:02.886219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:02.891696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:02.891853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:05.896837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:05.900592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:05.903989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:05.908121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:05.908222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:08.912776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:08.916665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:08.920435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:08.924381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:08.924482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:11.930111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:11.933778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:11.937428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:11.941544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:11.941689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:14.945817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:14.949285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:14.952600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:14.955882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:14.955956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:17.960807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:17.965113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:17.969423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:17.974706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:17.974853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:20.979482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:20.983401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:20.987353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:20.991084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:20.991297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:23.996745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:24.002260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:24.007387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:24.012401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:24.012550] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:27.018800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:27.023442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:27.028570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:27.033524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:27.033634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:30.040139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:30.046199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:30.051633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:30.057447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:30.057662] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:33.126138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:33.161275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:33.165608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:33.199971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:33.200093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:36.204395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:36.207810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:36.211420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:36.214754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:36.214829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:39.219949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:39.223391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:39.226840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:39.230389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:39.230483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:42.236454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:42.241107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:42.245632] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:42.250203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:42.250298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:45.256106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:45.260844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:45.264776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:45.269087] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:45.269227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:48.274409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:48.278459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:48.282218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:48.285848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:48.285933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:51.290994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:51.294779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:51.298589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:51.302687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:51.302798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:54.307499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:54.311284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:54.314832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:54.318768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:54.318907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:25:57.323433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:25:57.327101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:25:57.330766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:25:57.334361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:25:57.334453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:00.339430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:00.343802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:00.347704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:00.351420] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:00.351506] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:03.357246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:03.361663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:03.366226] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:03.370985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:03.371100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:06.376462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:06.380376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:06.384111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:06.388506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:06.388697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:09.393915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:09.399348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:09.404330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:09.408294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:09.408413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:12.413039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:12.416933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:12.420817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:12.424535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:12.424624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:15.430703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:15.435660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:15.440610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:15.445398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:15.445520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:18.450727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:18.454424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:18.458120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:18.461753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:18.461853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:21.467593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:21.471257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:21.474865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:21.478348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:21.478427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:24.483558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:24.487925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:24.491805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:24.496227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:24.496323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:27.502291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:27.505873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:27.509381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:27.512777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:27.512858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:30.517578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:30.521225] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:30.524637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:30.528285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:30.528371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:33.533154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:33.537327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:33.541414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:33.545490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:33.545574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:36.550407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:36.554158] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:36.557740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:36.561229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:36.561312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:39.567325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:39.572031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:39.576506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:39.581032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:39.581126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:42.586472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:42.590077] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:42.593414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:42.596639] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:42.596735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:45.602508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:45.606280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:45.610479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:45.614751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:45.614868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:48.620197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:48.623664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:48.627045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:48.630375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:48.630454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:51.635674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:51.639590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:51.643793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:51.648993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:51.649100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:54.654658] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:54.658773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:54.662250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:54.667017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:54.667139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:26:57.672243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:26:57.675764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:26:57.679186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:26:57.682571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:26:57.682672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:00.688555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:00.693515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:00.698216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:00.702585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:00.702757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:03.708529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:03.713054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:03.717334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:03.721392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:03.721486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:06.726079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:06.729663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:06.732999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:06.736315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:06.736393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:09.741237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:09.745334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:09.750443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:09.755181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:09.755327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:12.760623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:12.803610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:12.839555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:12.878837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:12.878962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:15.884544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:15.888797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:15.893012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:15.897020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:15.897119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:18.902462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:18.906376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:18.910064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:18.914426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:18.914542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:21.919169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:21.922854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:21.926296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:21.929723] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:21.929802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:24.934123] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:24.937747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:24.941295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:24.944978] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:24.945073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:27.949776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:27.953312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:27.956720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:27.960331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:27.960419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:30.965122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:30.969137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:30.973038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:30.977148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:30.977260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:33.984294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:33.989779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:33.994330] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:33.998840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:33.998922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:37.003717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:37.007178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:37.010811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:37.014082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:37.014156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:40.018551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:40.022162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:40.025720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:40.029408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:40.029511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:43.035190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:43.039281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:43.043501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:43.047696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:43.047908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:46.053099] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:46.057163] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:46.061329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:46.064977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:46.065070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:49.069983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:49.073825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:49.077325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:49.080973] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:49.081050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:52.086519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:52.090164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:52.093670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:52.097139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:52.097219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:55.101681] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:55.105065] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:55.108366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:55.111670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:55.111746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:27:58.118746] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:27:58.124634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:27:58.130681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:27:58.136330] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:27:58.136494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:01.141934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:01.146219] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:01.150272] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:01.154338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:01.154430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:04.160167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:04.164455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:04.168515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:04.173982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:04.174114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:07.178970] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:07.182907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:07.186934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:07.191240] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:07.191373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:10.195823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:10.199386] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:10.202700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:10.206016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:10.206094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:13.210884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:13.214457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:13.217896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:13.221329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:13.221419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:16.227431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:16.232267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:16.236850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:16.241806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:16.241917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:19.246610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:19.250555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:19.254281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:19.258337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:19.258418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:22.263137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:22.266889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:22.270618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:22.274272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:22.274356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:25.278968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:25.282621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:25.286279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:25.289932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:25.290019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:28.294091] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:28.297684] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:28.301541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:28.305009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:28.305088] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:31.310089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:31.313852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:31.317434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:31.321040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:31.321139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:34.326032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:34.329936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:34.333869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:34.337824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:34.337902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:37.342536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:37.346631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:37.350741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:37.354740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:37.354848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:40.359568] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:40.363488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:40.368186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:40.373305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:40.373401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:43.379423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:43.383207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:43.387116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:43.391032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:43.391154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:46.396087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:46.399694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:46.403318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:46.406662] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:46.406739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:49.411461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:49.414908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:49.418304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:49.421953] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:49.422035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:52.427414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:52.431948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:52.436515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:52.440791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:52.440912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:55.445542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:55.450796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:55.454420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:55.458174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:55.458259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:28:58.463349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:28:58.467563] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:28:58.471262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:28:58.474527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:28:58.474603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:01.481967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:01.488048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:01.493045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:01.501403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:01.501595] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:04.507326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:04.511939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:04.516350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:04.520285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:04.520360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:07.525208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:07.529078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:07.532901] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:07.536283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:07.536363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:10.541199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:10.544757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:10.548178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:10.551452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:10.551527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:13.556160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:13.559528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:13.562804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:13.566958] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:13.567044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:16.571694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:16.575132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:16.578661] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:16.582135] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:16.582247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:19.586883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:19.590321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:19.593776] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:19.597182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:19.597261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:22.601721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:22.605304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:22.608800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:22.612058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:22.612134] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:25.617205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:25.621494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:25.625989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:25.629623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:25.629735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:28.634701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:28.638947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:28.642527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:28.646049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:28.646130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:31.651263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:31.655401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:31.658913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:31.662212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:31.662286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:34.668157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:34.672469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:34.676542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:34.680535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:34.680610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:37.685492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:37.689293] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:37.692801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:37.696238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:37.696313] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:40.701943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:40.706566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:40.710754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:40.714853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:40.714953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:43.719848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:43.723627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:43.727565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:43.731545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:43.731668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:46.736832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:46.741583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:46.745517] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:46.748972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:46.749046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:49.754087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:49.758375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:49.762004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:49.765403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:49.765493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:52.770516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:52.775031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:52.779115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:52.782979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:52.783105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:55.787979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:55.791753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:55.795475] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:55.799078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:55.799181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:29:58.804111] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:29:58.807940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:29:58.811296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:29:58.814681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:29:58.814796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:01.821897] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:01.826496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:01.831995] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:01.837280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:01.837529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:04.843191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:04.847765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:04.852017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:04.856348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:04.856442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:07.861386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:07.865144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:07.868833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:07.872405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:07.872511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:10.877402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:10.881490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:10.885356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:10.888913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:10.888999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:13.894847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:13.898530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:13.902721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:13.906521] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:13.906608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:16.912851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:16.917953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:16.922505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:16.926173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:16.926255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:19.930668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:19.934252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:19.937801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:19.941184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:19.941263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:22.946562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:22.951427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:22.954884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:22.958729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:22.958808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:25.964793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:25.969506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:25.974904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:25.979688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:25.979818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:28.984995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:28.988865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:28.992622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:28.996285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:28.996381] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:32.001620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:32.005901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:32.009954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:32.013756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:32.013849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:35.082548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:35.116893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:35.150257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:35.185766] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:35.185892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:38.190782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:38.194541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:38.198600] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:38.202949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:38.203191] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:41.207530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:41.211023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:41.214405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:41.217764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:41.217845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:44.222990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:44.226309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:44.229552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:44.232740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:44.232829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:47.237560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:47.241396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:47.244889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:47.249291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:47.249403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:50.254453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:50.258029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:50.261335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:50.264656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:50.264733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:53.269705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:53.273377] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:53.276801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:53.280186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:53.280261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:56.285128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:56.289328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:56.293614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:56.297597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:56.297744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:30:59.302476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:30:59.306348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:30:59.310466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:30:59.314441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:30:59.314540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:02.320202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:02.324859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:02.328878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:02.332692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:02.332780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:05.338064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:05.342236] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:05.346389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:05.350469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:05.350559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:08.355727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:08.359828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:08.363242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:08.366832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:08.366931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:11.371868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:11.375580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:11.379424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:11.382930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:11.383011] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:14.387612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:14.391245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:14.394735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:14.398157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:14.398255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:17.402729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:17.406202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:17.409822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:17.413380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:17.413464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:20.418443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:20.422241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:20.425839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:20.429534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:20.429637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:23.434877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:23.439212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:23.443147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:23.446909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:23.447037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:26.452703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:26.457232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:26.461332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:26.465297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:26.465382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:29.470040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:29.474315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:29.478804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:29.483619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:29.484477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:32.491165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:32.496189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:32.500889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:32.505735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:32.505851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:35.512005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:35.516617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:35.520956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:35.525286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:35.525413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:38.530139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:38.533450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:38.536674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:38.539868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:38.539940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:41.544493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:41.548310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:41.551985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:41.555760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:41.555857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:44.560887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:44.564728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:44.569000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:44.573169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:44.573303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:47.577540] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:47.581274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:47.585785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:47.589778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:47.589894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:50.594673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:50.598759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:50.602810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:50.606891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:50.607006] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:53.612122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:53.615971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:53.619838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:53.623597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:53.623704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:56.628763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:56.632336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:56.635817] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:56.639368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:56.639458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:31:59.644311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:31:59.648477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:31:59.652414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:31:59.656158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:31:59.656260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:02.660879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:02.664496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:02.668098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:02.671765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:02.671857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:05.678090] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:05.682905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:05.687172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:05.691514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:05.691603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:08.696431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:08.700104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:08.703707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:08.707202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:08.707283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:11.711358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:11.715181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:11.719060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:11.722895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:11.722984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:14.727804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:14.732142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:14.736484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:14.740482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:14.740600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:17.747246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:17.751440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:17.755075] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:17.758779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:17.758884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:20.763905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:20.767576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:20.771255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:20.774812] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:20.774898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:23.779877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:23.783591] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:23.787250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:23.790754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:23.790836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:26.795833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:26.799294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:26.802604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:26.805903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:26.805977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:29.812761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:29.819064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:29.825331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:29.831773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:29.831951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:32.837059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:32.840749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:32.844341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:32.848509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:32.848627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:35.855174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:35.860713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:35.865254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:35.870187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:35.870281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:38.874872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:38.878670] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:38.882212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:38.885791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:38.885867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:41.890256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:41.893978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:41.897561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:41.900983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:41.901063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:44.905864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:44.909392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:44.912949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:44.916305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:44.916378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:47.921238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:47.925392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:47.929308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:47.932756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:47.932831] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:50.937373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:50.941715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:50.946899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:50.950947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:50.951051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:53.955706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:53.959879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:53.964037] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:53.967713] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:53.967873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:56.972593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:56.976719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:56.980451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:56.984122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:56.984214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:32:59.988409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:32:59.991913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:32:59.995301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:32:59.998916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:32:59.999012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:03.003325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:03.006767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:03.010115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:03.013479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:03.013557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:06.018124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:06.074471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:06.079180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:06.113313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:06.113494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:09.118225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:09.121925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:09.125628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:09.129256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:09.129339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:12.134162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:12.138814] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:12.142534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:12.146107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:12.146207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:15.151894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:15.157503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:15.161528] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:15.165476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:15.165682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:18.171706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:18.176766] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:18.181748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:18.186016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:18.186101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:21.190735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:21.194267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:21.198317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:21.202223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:21.202327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:24.207266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:24.210993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:24.214597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:24.218371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:24.218469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:27.224098] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:27.228036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:27.231768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:27.235631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:27.235760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:30.241778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:30.247394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:30.256508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:30.260494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:30.260613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:33.266853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:33.272182] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:33.277377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:33.282903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:33.283040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:36.288157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:36.291571] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:36.294875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:36.298476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:36.298548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:39.303220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:39.306788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:39.310202] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:39.313539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:39.313622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:42.319876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:42.324601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:42.328920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:42.333192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:42.333288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:45.337986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:45.341744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:45.345389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:45.348990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:45.349069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:48.353946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:48.358183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:48.362144] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:48.366836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:48.366991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:51.372972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:51.376528] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:51.381017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:51.384828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:51.384926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:54.389909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:54.393605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:54.397689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:54.402054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:54.402193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:33:57.408005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:33:57.412727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:33:57.417254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:33:57.421873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:33:57.421981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:00.426623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:00.430010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:00.433263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:00.436609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:00.436715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:03.441706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:03.445372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:03.448754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:03.452131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:03.452207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:06.457138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:06.461174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:06.464994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:06.468702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:06.468800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:09.473363] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:09.477450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:09.481284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:09.485216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:09.485312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:12.490572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:12.494046] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:12.497437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:12.500842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:12.500935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:15.505731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:15.509351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:15.512871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:15.516339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:15.516435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:18.521349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:18.525449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:18.529404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:18.532961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:18.533042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:21.538302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:21.541796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:21.545177] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:21.549261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:21.549401] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:24.553683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:24.557101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:24.560447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:24.563850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:24.563926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:27.568822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:27.572811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:27.576589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:27.580294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:27.580385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:30.585420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:30.589309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:30.593117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:30.596888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:30.596979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:33.602012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:33.605555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:33.609045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:33.612680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:33.612786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:36.618519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:36.622333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:36.625700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:36.629048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:36.629130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:39.634313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:39.638209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:39.642054] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:39.646000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:39.646119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:42.650896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:42.654706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:42.658293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:42.661835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:42.661945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:45.666616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:45.670181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:45.673459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:45.676740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:45.676815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:48.681210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:48.684532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:48.687812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:48.691080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:48.691158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:51.695607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:51.699268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:51.703085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:51.706698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:51.706786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:54.711177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:54.715030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:54.718472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:54.721864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:54.721945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:34:57.726391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:34:57.729831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:34:57.733067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:34:57.736294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:34:57.736367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:00.746320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:00.752418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:00.758155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:00.764104] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:00.764223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:03.770169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:03.774055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:03.777946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:03.782101] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:03.782244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:06.786709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:06.790329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:06.794110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:06.797595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:06.797714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:09.803606] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:09.808677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:09.813305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:09.817023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:09.817105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:12.822052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:12.825430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:12.828734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:12.831944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:12.832019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:15.836533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:15.840224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:15.843746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:15.847686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:15.847796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:18.852569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:18.856430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:18.860334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:18.863914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:18.864020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:21.869766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:21.873400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:21.876740] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:21.880062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:21.880142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:24.886206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:24.891235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:24.896129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:24.900428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:24.900516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:27.905825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:27.909595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:27.913231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:27.916909] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:27.916986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:30.921855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:30.925697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:30.929708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:30.933378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:30.933476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:33.938210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:33.942058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:33.945872] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:33.949768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:33.949871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:36.954767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:36.958361] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:36.961931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:36.965342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:36.965431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:39.970327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:39.973733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:39.976940] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:39.980354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:39.980455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:42.985382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:42.989706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:42.993796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:42.997629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:42.997786] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:46.003596] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:46.007734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:46.011526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:46.015331] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:46.015454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:49.022101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:49.027573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:49.032303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:49.037033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:49.037229] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:52.045494] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:52.049516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:52.053472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:52.057544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:52.057691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:55.062202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:55.066090] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:55.069763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:55.073279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:55.073361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:35:58.077766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:35:58.081289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:35:58.084577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:35:58.089200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:35:58.089311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:01.095876] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:01.101495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:01.105908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:01.110072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:01.110163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:04.115740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:04.119876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:04.125059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:04.129280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:04.129412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:07.136707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:07.143459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:07.151845] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:07.162540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:07.162729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:10.167688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:10.171471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:10.176556] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:10.181346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:10.181458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:13.186526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:13.190194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:13.193718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:13.197064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:13.197164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:16.202270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:16.206146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:16.210533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:16.214935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:16.215040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:19.219866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:19.223780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:19.227393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:19.230985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:19.231069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:22.236058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:22.239518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:22.242823] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:22.246040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:22.246115] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:25.250879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:25.254726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:25.261675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:25.265621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:25.265770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:28.270967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:28.274537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:28.277918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:28.282335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:28.282456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:31.287525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:31.291316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:31.295013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:31.298342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:31.298421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:34.303433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:34.307418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:34.310875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:34.314534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:34.314618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:37.320522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:37.325253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:37.329414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:37.334064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:37.334156] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:40.339397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:40.343551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:40.347164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:40.351261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:40.351397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:43.356039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:43.359621] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:43.363206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:43.366908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:43.367008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:46.371633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:46.375429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:46.379088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:46.382527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:46.382603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:49.387351] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:49.391024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:49.394331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:49.397687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:49.397768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:52.402736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:52.406256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:52.409561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:52.413119] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:52.413200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:55.418567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:55.423016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:55.427792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:55.432130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:55.432254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:36:58.437042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:36:58.440862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:36:58.444438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:36:58.448246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:36:58.448355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:01.453134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:01.456872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:01.460240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:01.463536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:01.463626] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:04.468171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:04.471811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:04.475716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:04.480182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:04.480289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:07.484877] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:07.488779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:07.492794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:07.496588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:07.496722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:10.503229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:10.507121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:10.510444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:10.514409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:10.514531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:13.519974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:13.553912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:13.588157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:13.622191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:13.622283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:16.627197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:16.631207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:16.634881] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:16.638410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:16.638497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:19.643344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:19.647575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:19.651843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:19.655271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:19.655349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:22.660279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:22.664526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:22.668687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:22.672988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:22.673106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:25.677679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:25.681445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:25.685484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:25.689194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:25.689308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:28.693959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:28.697779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:28.701316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:28.704852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:28.704933] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:31.709275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:31.713199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:31.716894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:31.720537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:31.720620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:34.725249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:34.728891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:34.732751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:34.737263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:34.737368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:37.741991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:37.745586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:37.749292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:37.752859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:37.752960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:40.759047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:40.764448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:40.770018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:40.775334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:40.775478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:43.780106] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:43.783443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:43.786875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:43.790378] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:43.790466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:46.795028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:46.799835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:46.804056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:46.808932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:46.809035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:49.813921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:49.817681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:49.820970] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:49.824252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:49.824339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:52.828691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:52.832292] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:52.835971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:52.839619] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:52.839733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:55.844776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:55.848315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:55.851915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:55.855291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:55.855369] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:37:58.861038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:37:58.865301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:37:58.869348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:37:58.873531] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:37:58.873635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:01.878452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:01.881939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:01.885208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:01.888614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:01.888713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:04.894441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:04.898847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:04.903331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:04.907121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:04.907210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:07.913122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:07.917268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:07.922962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:07.928114] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:07.928274] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:10.932781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:10.936305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:10.939792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:10.943227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:10.943329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:13.948188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:13.951559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:13.954832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:13.958118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:13.958195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:16.962483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:16.965844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:16.969132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:16.972344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:16.972422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:19.977938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:19.982677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:19.987149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:19.990819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:19.990895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:22.995889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:23.000135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:23.004791] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:23.009512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:23.009630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:26.014434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:26.019218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:26.023323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:26.026984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:26.027071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:29.032844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:29.037710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:29.042129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:29.046838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:29.046937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:32.052119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:32.057101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:32.062301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:32.067122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:32.067247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:35.072050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:35.075666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:35.079138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:35.082703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:35.082807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:38.087369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:38.091295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:38.095029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:38.098733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:38.098811] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:41.103502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:41.107179] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:41.110561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:41.113903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:41.113984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:44.119135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:44.123443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:44.128292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:44.132732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:44.132840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:47.138702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:47.142494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:47.146213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:47.150081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:47.150166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:50.154946] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:50.158407] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:50.161788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:50.165080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:50.165153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:53.172727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:53.178580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:53.184212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:53.189761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:53.189918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:56.194915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:56.199350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:56.203485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:56.207004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:56.207096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:38:59.211571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:38:59.215097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:38:59.219592] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:38:59.223801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:38:59.223879] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:02.229883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:02.234154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:02.238436] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:02.243005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:02.243147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:05.248178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:05.252738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:05.257459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:05.261824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:05.261919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:08.267318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:08.271488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:08.275225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:08.279214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:08.279294] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:11.283766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:11.288517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:11.291968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:11.295246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:11.295319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:14.301833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:14.306229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:14.310164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:14.313566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:14.313667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:17.318919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:17.323368] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:17.327100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:17.330612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:17.330708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:20.335244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:20.338732] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:20.342778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:20.346669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:20.346753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:23.351760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:23.355526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:23.358860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:23.362208] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:23.362284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:26.367255] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:26.370954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:26.374284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:26.378211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:26.378289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:29.383112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:29.386876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:29.390193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:29.393720] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:29.393797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:32.400443] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:32.404340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:32.407727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:32.411199] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:32.411285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:35.416146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:35.419751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:35.423209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:35.426507] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:35.426605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:38.431122] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:38.434833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:38.438435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:38.441903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:38.441986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:41.446696] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:41.450539] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:41.454576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:41.458600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:41.458728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:44.463218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:44.467055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:44.470474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:44.473838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:44.473919] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:47.479056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:47.483702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:47.487233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:47.490862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:47.490942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:50.495444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:50.498944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:50.502268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:50.505582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:50.505681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:53.510677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:53.514029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:53.517766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:53.521060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:53.521133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:56.527118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:56.531045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:56.534866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:56.539350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:56.539547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:39:59.544304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:39:59.548054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:39:59.551858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:39:59.555557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:39:59.555668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:02.562433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:02.567668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:02.572415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:02.576956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:02.577045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:05.581530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:05.585310] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:05.588748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:05.592738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:05.592847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:08.601299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:08.605307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:08.609204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:08.613009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:08.613108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:11.617841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:11.621569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:11.625100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:11.628452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:11.628527] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:14.633276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:14.637167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:14.641253] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:14.644725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:14.644801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:17.649339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:17.652876] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:17.656249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:17.659579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:17.659673] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:20.665952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:20.670574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:20.674339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:20.678030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:20.678114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:23.682840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:23.686350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:23.693308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:23.697663] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:23.697783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:26.703371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:26.707189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:26.711161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:26.714661] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:26.714736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:29.719667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:29.723351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:29.726814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:29.730379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:29.730479] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:32.735785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:32.739790] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:32.743191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:32.746510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:32.746579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:35.752807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:35.757229] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:35.762247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:35.765933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:35.766009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:38.770955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:38.774900] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:38.778431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:38.781705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:38.781782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:41.787120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:41.790549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:41.793989] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:41.798154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:41.798231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:44.804907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:44.809314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:44.812814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:44.816901] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:44.817013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:47.821833] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:47.825572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:47.829133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:47.832873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:47.832978] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:50.837730] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:50.841604] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:50.845367] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:50.849802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:50.849956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:53.854542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:53.858488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:53.861976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:53.865609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:53.865740] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:56.871323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:56.875136] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:56.878906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:56.882591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:56.882712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:40:59.887485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:40:59.891052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:40:59.894563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:40:59.898077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:40:59.898173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:02.903893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:02.907999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:02.911726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:02.915705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:02.915798] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:05.921109] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:05.925721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:05.930993] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:05.936255] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:05.936368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:08.941456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:08.945873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:08.949296] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:08.952717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:08.952830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:11.957305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:11.960952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:11.964378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:11.967802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:11.967888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:14.972927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:14.977018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:14.981467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:14.985131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:14.985211] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:17.989949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:17.993720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:17.997152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:18.000918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:18.001012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:21.006512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:21.011226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:21.016679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:21.021885] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:21.021997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:24.026589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:24.030130] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:24.033575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:24.037310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:24.037409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:27.042185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:27.046071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:27.049773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:27.053168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:27.053243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:30.058041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:30.061904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:30.065412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:30.069337] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:30.069418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:33.075020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:33.078833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:33.082433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:33.086714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:33.086803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:36.092637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:36.096690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:36.100032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:36.103422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:36.103492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:39.108318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:39.112392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:39.116347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:39.119870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:39.119944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:42.124314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:42.128031] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:42.131584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:42.135049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:42.135127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:45.139929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:45.143785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:45.147810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:45.151967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:45.152069] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:48.156624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:48.160227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:48.164793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:48.168690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:48.168787] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:51.173102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:51.176513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:51.179893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:51.183164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:51.183244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:54.188208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:54.191687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:54.195027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:54.199069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:54.199164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:41:57.204395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:41:57.208391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:41:57.211854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:41:57.215120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:41:57.215197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:00.219755] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:00.223393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:00.227689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:00.232019] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:00.232122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:03.236701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:03.240411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:03.244000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:03.247519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:03.247620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:06.252441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:06.256258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:06.260004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:06.263409] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:06.263482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:09.268470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:09.273580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:09.277956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:09.281710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:09.281799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:12.286612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:12.290169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:12.293557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:12.296854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:12.296969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:15.301992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:15.305846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:15.309250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:15.312558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:15.312630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:18.318020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:18.321751] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:18.325216] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:18.328707] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:18.328789] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:21.334423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:21.339369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:21.343979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:21.348220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:21.348348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:24.353416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:24.356896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:24.360494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:24.364065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:24.364155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:27.369364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:27.372985] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:27.376422] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:27.379921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:27.379999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:30.385699] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:30.389757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:30.393220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:30.397077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:30.397199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:33.402405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:33.406022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:33.409657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:33.412988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:33.413068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:36.419397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:36.424519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:36.428340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:36.431820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:36.431895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:39.436370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:39.439895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:39.444322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:39.448052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:39.448129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:42.454441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:42.460271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:42.464586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:42.468488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:42.468570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:45.473816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:45.478008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:45.481953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:45.485813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:45.485921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:48.490246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:48.493723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:48.497065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:48.500455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:48.500530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:51.505153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:51.508810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:51.512156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:51.515426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:51.515503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:54.520054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:54.523712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:54.526999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:54.530968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:54.531111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:42:57.536014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:42:57.541497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:42:57.545944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:42:57.550533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:42:57.550637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:00.556417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:00.562197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:00.567413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:00.571983] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:00.572136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:03.576771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:03.580330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:03.583679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:03.587014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:03.587104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:06.591605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:06.595364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:06.599021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:06.602914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:06.603029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:09.608503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:09.611897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:09.615342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:09.618700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:09.618773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:12.623314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:12.626819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:12.630471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:12.634446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:12.634521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:15.640908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:15.645850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:15.650188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:15.654803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:15.654966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:18.661100] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:18.665812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:18.669870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:18.674990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:18.675146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:21.681001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:21.685558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:21.689967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:21.694180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:21.694284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:24.700063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:24.705427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:24.710828] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:24.716209] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:24.716373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:27.721691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:27.725613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:27.728997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:27.732423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:27.732509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:30.738196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:30.741996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:30.745946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:30.749494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:30.749592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:33.755405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:33.759805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:33.763851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:33.767755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:33.767830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:36.772963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:36.776912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:36.780341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:36.783605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:36.783697] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:39.788493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:39.792156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:39.795621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:39.799197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:39.799326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:42.804422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:42.808115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:42.811568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:42.815033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:42.815108] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:45.820095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:45.823788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:45.827234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:45.830664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:45.830759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:48.835529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:48.839156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:48.842407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:48.846222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:48.846345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:51.851414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:51.855498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:51.860068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:51.863900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:51.864002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:54.868764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:54.872447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:54.876020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:54.879668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:54.879755] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:43:57.884244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:43:57.887897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:43:57.891373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:43:57.894974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:43:57.895070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:00.900854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:00.905972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:00.910891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:00.915939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:00.916094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:03.920961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:03.924980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:03.929102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:03.933877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:03.933988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:06.939798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:06.943316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:06.946543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:06.950527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:06.950622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:09.955289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:09.959037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:09.962766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:09.966403] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:09.966501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:12.971399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:12.975051] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:12.979002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:12.982900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:12.982993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:15.988706] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:15.994858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:16.001035] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:16.006562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:16.006723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:19.011139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:19.014614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:19.018048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:19.021319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:19.021395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:22.026051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:22.029576] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:22.033185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:22.037697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:22.037795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:25.042041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:25.045352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:25.048682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:25.052264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:25.052337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:28.057034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:28.060828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:28.064461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:28.068449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:28.068553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:31.073036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:31.076600] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:31.080096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:31.083540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:31.083617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:34.088768] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:34.092988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:34.097004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:34.101865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:34.102000] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:37.107983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:37.114374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:37.118355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:37.122502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:37.122703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:40.128081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:40.132466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:40.136211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:40.140305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:40.140432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:43.145713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:43.150085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:43.154525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:43.158890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:43.159003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:46.164218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:46.168314] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:46.172471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:46.176431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:46.176557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:49.182185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:49.186632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:49.190951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:49.194830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:49.194942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:52.199529] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:52.203238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:52.207206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:52.210573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:52.210667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:55.215470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:55.219126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:55.222841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:55.226292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:55.226390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:44:58.230937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:44:58.234370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:44:58.237762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:44:58.241237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:44:58.241320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:01.245771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:01.249162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:01.252417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:01.255609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:01.255699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:04.260185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:04.263919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:04.267414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:04.270716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:04.270792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:07.275618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:07.279730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:07.283557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:07.287376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:07.287494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:10.292948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:10.296767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:10.301469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:10.306054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:10.306152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:13.311317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:13.315168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:13.318827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:13.322172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:13.322250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:16.327237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:16.331740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:16.335898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:16.339992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:16.340109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:19.344941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:19.348464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:19.353045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:19.358186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:19.358319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:22.365015] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:22.371012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:22.375396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:22.379568] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:22.379676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:25.384230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:25.388003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:25.391770] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:25.395740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:25.395858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:28.400552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:28.404398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:28.407739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:28.411120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:28.411196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:31.416269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:31.420267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:31.423688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:31.427056] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:31.427142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:34.433059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:34.437285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:34.441590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:34.445938] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:34.446061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:37.450164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:37.453518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:37.456824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:37.460132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:37.460207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:40.465726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:40.469133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:40.472582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:40.475917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:40.475994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:43.481376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:43.485385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:43.489207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:43.493158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:43.493278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:46.497996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:46.501468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:46.505168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:46.508518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:46.508594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:49.513129] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:49.516802] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:49.520820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:49.524872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:49.524994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:52.529347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:52.532705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:52.536223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:52.539691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:52.539768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:55.545492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:55.549464] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:55.553402] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:55.557390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:55.557493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:45:58.562218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:45:58.566085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:45:58.569678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:45:58.573147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:45:58.573246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:01.578673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:01.583126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:01.587586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:01.591952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:01.592085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:04.596866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:04.600602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:04.604102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:04.607522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:04.607600] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:07.613716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:07.617694] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:07.621236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:07.624510] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:07.624589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:10.629175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:10.632718] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:10.636022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:10.639325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:10.639403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:13.644138] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:13.648416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:13.652639] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:13.656412] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:13.656508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:16.661309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:16.665666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:16.669958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:16.674167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:16.674292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:19.679951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:19.683822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:19.687334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:19.691186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:19.691268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:22.696216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:22.699697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:22.703072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:22.706445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:22.706576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:25.711563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:25.715533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:25.718984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:25.723130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:25.723306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:28.729393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:28.733787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:28.737803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:28.741753] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:28.741870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:31.746373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:31.750086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:31.754248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:31.758006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:31.758092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:34.763179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:34.766989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:34.771111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:34.774624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:34.774720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:37.780818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:37.785344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:37.790048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:37.793880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:37.793965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:40.798265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:40.801809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:40.805291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:40.808780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:40.808864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:43.813470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:43.817224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:43.821118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:43.825157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:43.825263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:46.829803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:46.833702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:46.837434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:46.841686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:46.841778] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:49.846462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:49.850569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:49.854472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:49.858317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:49.858415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:52.864173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:52.868882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:52.872667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:52.876868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:52.877009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:55.882990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:55.888038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:55.892333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:55.896387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:55.896537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:46:58.901263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:46:58.905119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:46:58.908785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:46:58.912348] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:46:58.912431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:01.918376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:01.922453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:01.927148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:01.931792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:01.932081] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:04.936516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:04.940254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:04.943868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:04.947384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:04.947484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:07.953350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:07.957660] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:07.961686] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:07.965684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:07.965775] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:10.971541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:10.975998] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:10.980249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:10.984216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:10.984320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:13.989000] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:13.994084] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:13.999441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:14.004587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:14.004728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:17.009628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:17.014724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:17.019529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:17.024191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:17.024293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:20.030266] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:20.035930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:20.041790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:20.047716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:20.047877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:23.054171] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:23.059009] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:23.063437] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:23.067099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:23.067174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:26.073256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:26.077036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:26.080504] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:26.085215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:26.085370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:29.090186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:29.093668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:29.096920] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:29.100205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:29.100295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:32.105576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:32.110395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:32.114876] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:32.119172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:32.119276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:35.123789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:35.127487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:35.131242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:35.134986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:35.135061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:38.141128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:38.146499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:38.150448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:38.154476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:38.154551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:41.159821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:41.163765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:41.167370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:41.171773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:41.171843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:44.176775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:44.181330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:44.185325] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:44.189432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:44.189539] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:47.194478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:47.198550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:47.202294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:47.206462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:47.206613] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:50.212841] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:50.217418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:50.223094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:50.229084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:50.229237] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:53.233930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:53.237663] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:53.241149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:53.244863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:53.244980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:56.252116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:56.257695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:56.263263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:56.268288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:56.268425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:47:59.272928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:47:59.276519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:47:59.280113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:47:59.283543] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:47:59.283625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:02.288735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:02.294316] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:02.299351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:02.304006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:02.304145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:05.309889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:05.313841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:05.317346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:05.320853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:05.320937] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:08.325403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:08.328858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:08.332135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:08.335395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:08.335472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:11.340050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:11.343703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:11.347106] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:11.354109] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:11.354199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:14.360310] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:14.365509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:14.369520] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:14.373388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:14.373556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:17.379420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:17.383102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:17.386892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:17.390390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:17.390472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:20.396102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:20.400964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:20.405319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:20.408869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:20.408946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:23.414553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:23.419526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:23.424360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:23.429411] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:23.429510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:26.434011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:26.437429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:26.441376] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:26.445701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:26.445799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:29.450491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:29.453920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:29.457309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:29.460609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:29.460714] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:32.465938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:32.470101] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:32.474201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:32.478317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:32.478436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:35.482837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:35.486385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:35.489710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:35.493103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:35.493178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:38.499259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:38.505296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:38.510183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:38.514618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:38.514768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:41.520557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:41.525191] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:41.530110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:41.533785] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:41.533866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:44.538392] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:44.542201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:44.545678] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:44.549059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:44.549135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:47.553902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:47.557336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:47.560807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:47.564158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:47.564234] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:50.569244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:50.572978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:50.576599] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:50.580492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:50.580582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:53.585224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:53.588907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:53.592466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:53.595949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:53.596054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:56.600965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:56.604805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:56.608490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:56.612005] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:56.612090] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:48:59.617409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:48:59.621894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:48:59.626051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:48:59.631043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:48:59.631227] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:02.636023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:02.640203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:02.645114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:02.650314] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:02.650436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:05.655560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:05.659818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:05.663393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:05.666631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:05.666720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:08.671896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:08.675912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:08.679356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:08.682844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:08.682916] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:11.688675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:11.692800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:11.696314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:11.701014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:11.701119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:14.706370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:14.710344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:14.713706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:14.717145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:14.717223] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:17.722423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:17.727172] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:17.731008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:17.734698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:17.734782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:20.739356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:20.742932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:20.746607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:20.750332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:20.750416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:23.756338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:23.760545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:23.764781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:23.768681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:23.768780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:26.772990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:26.776426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:26.779709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:26.782941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:26.783015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:29.788028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:29.792028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:29.795775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:29.799356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:29.799450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:32.803923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:32.808003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:32.811868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:32.815790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:32.815910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:35.820737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:35.824420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:35.828051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:35.831671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:35.831752] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:38.837390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:38.842014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:38.846683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:38.851273] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:38.851403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:41.857159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:41.861797] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:41.865396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:41.868997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:41.869092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:44.873763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:44.877585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:44.881409] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:44.885025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:44.885122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:47.890856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:47.896010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:47.901227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:47.906927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:47.907063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:50.911558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:50.915258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:50.919384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:50.923107] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:50.923200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:53.928469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:53.932145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:53.935408] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:53.938777] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:53.938854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:56.943330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:56.946912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:56.950485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:56.953880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:56.953955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:49:59.958621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:49:59.962120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:49:59.965516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:49:59.969202] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:49:59.969285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:02.973929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:02.977612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:02.981463] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:02.986008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:02.986142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:05.994735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:05.998693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:06.002777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:06.006914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:06.006995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:09.011686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:09.015614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:09.019535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:09.023541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:09.023629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:12.028037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:12.031355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:12.034638] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:12.037922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:12.037995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:15.042599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:15.046016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:15.049909] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:15.053993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:15.054074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:18.059403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:18.063019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:18.066630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:18.070139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:18.070213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:21.075180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:21.079284] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:21.083314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:21.087322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:21.087433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:24.092831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:24.096508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:24.099937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:24.103366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:24.103450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:27.109636] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:27.113964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:27.117484] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:27.121808] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:27.121969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:30.128058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:30.132107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:30.136053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:30.140095] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:30.140188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:33.146621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:33.153548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:33.159967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:33.165464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:33.165677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:36.172050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:36.176431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:36.180951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:36.184432] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:36.184517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:39.189030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:39.192952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:39.198043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:39.201504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:39.201580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:42.206068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:42.210044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:42.213568] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:42.217248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:42.217348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:45.222063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:45.225449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:45.228826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:45.233462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:45.233558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:48.238477] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:48.243480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:48.247922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:48.253632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:48.253818] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:51.258713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:51.262098] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:51.265684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:51.269211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:51.269306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:54.273777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:54.277294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:54.281199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:54.285998] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:54.286114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:50:57.291453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:50:57.295681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:50:57.299534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:50:57.304429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:50:57.304545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:00.311173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:00.316929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:00.323031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:00.328963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:00.329048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:03.334756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:03.338974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:03.342843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:03.346546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:03.346624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:06.351304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:06.354836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:06.358311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:06.361669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:06.361743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:09.366301] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:09.370209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:09.374089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:09.377863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:09.377940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:12.383626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:12.388257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:12.393088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:12.397817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:12.397941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:15.403078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:15.406534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:15.409907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:15.413231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:15.413305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:18.418183] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:18.422050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:18.427097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:18.431747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:18.431856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:21.437397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:21.441485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:21.445494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:21.449024] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:21.449098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:24.456024] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:24.460083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:24.464581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:24.468945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:24.469025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:27.473936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:27.477378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:27.480705] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:27.484180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:27.484270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:30.488942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:30.492982] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:30.496915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:30.500657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:30.500753] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:33.505975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:33.509886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:33.513941] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:33.517441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:33.517569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:36.522197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:36.526565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:36.530586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:36.534561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:36.534659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:39.539228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:39.542873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:39.546259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:39.549601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:39.549693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:42.554092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:42.557709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:42.561166] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:42.564617] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:42.564727] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:45.569322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:45.573128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:45.576903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:45.580688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:45.580779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:48.586928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:48.591672] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:48.595961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:48.600752] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:48.600918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:51.606994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:51.612821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:51.617977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:51.621778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:51.621867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:54.627961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:54.632995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:54.637741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:54.642469] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:54.642581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:51:57.649261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:51:57.654308] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:51:57.658561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:51:57.664728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:51:57.664816] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:00.670007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:00.674257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:00.678714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:00.682607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:00.682748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:03.687997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:03.691784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:03.695093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:03.698504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:03.698601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:06.704377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:06.708583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:06.712751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:06.716538] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:06.716637] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:09.721275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:09.725175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:09.729032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:09.732704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:09.732804] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:12.738548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:12.742981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:12.746712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:12.750241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:12.750318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:15.755813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:15.760501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:15.765419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:15.769831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:15.769918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:18.775825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:18.779749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:18.783529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:18.787556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:18.787700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:21.792444] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:21.796088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:21.799794] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:21.803703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:21.803783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:24.808952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:24.812974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:24.817363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:24.821249] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:24.821339] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:27.826273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:27.830390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:27.834381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:27.837882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:27.837956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:30.844063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:30.848071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:30.851418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:30.854840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:30.854962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:33.860939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:33.864845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:33.868830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:33.872404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:33.872478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:36.878631] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:36.883611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:36.887370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:36.891317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:36.891413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:39.896554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:39.901100] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:39.905239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:39.909452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:39.909551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:42.915034] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:42.920047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:42.924265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:42.927936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:42.928020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:45.934346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:45.940135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:45.944630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:45.949085] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:45.949273] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:48.955912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:48.959822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:48.964537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:48.969791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:48.969932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:51.974466] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:51.978074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:51.981412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:51.984839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:51.984918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:54.990814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:54.995619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:54.999790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:55.003612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:55.003726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:52:58.008336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:52:58.012138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:52:58.015578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:52:58.019070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:52:58.019149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:01.024359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:01.029963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:01.035964] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:01.040115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:01.040346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:04.044921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:04.048555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:04.051988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:04.055388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:04.055466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:07.060257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:07.063723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:07.067188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:07.070660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:07.070747] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:10.075063] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:10.078535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:10.081889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:10.085220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:10.085298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:13.090018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:13.093542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:13.097324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:13.101835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:13.101941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:16.107002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:16.112222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:16.116055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:16.119576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:16.119672] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:19.124040] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:19.127555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:19.131107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:19.134431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:19.134508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:22.139036] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:22.143045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:22.147239] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:22.151460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:22.151589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:25.157219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:25.161693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:25.167094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:25.171963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:25.172106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:28.176505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:28.180121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:28.183550] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:28.186955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:28.187031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:31.192882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:31.197507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:31.202055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:31.206669] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:31.206771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:34.212047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:34.215703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:34.219061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:34.222375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:34.222465] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:37.227152] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:37.230953] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:37.234522] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:37.238173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:37.238355] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:40.243117] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:40.247107] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:40.250820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:40.254940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:40.255046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:43.260254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:43.264442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:43.268294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:43.271820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:43.271893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:46.277032] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:46.280608] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:46.284263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:46.288528] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:46.288627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:49.293245] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:49.296783] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:49.301575] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:49.305362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:49.305438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:52.310257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:52.313820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:52.317289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:52.320758] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:52.320840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:55.326450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:55.331139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:55.334634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:55.338047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:55.338127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:53:58.342780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:53:58.346586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:53:58.350304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:53:58.353907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:53:58.354016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:01.359180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:01.363178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:01.367323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:01.371945] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:01.372186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:04.378356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:04.382309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:04.386007] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:04.390261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:04.390367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:07.395662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:07.399427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:07.402748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:07.406050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:07.406129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:10.410559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:10.414213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:10.417839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:10.421716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:10.421817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:13.426272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:13.429981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:13.433553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:13.437367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:13.437454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:16.442398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:16.445941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:16.449414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:16.452872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:16.452963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:19.457533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:19.461180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:19.464802] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:19.468287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:19.468365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:22.474923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:22.483461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:22.487919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:22.491633] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:22.491743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:25.496496] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:25.500131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:25.503514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:25.506944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:25.507015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:28.511971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:28.515939] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:28.520060] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:28.524176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:28.524286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:31.529001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:31.532812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:31.536434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:31.540198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:31.540291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:34.546084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:34.550338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:34.554355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:34.558443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:34.558537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:37.565280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:37.570680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:37.574407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:37.578305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:37.578398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:40.583190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:40.587120] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:40.590950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:40.594309] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:40.594385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:43.599628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:43.603665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:43.607140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:43.610515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:43.610591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:46.616630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:46.621317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:46.626356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:46.633487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:46.633591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:49.638276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:49.642047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:49.645560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:49.649564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:49.649689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:52.653855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:52.657169] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:52.660478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:52.664250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:52.664323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:55.669144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:55.672549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:55.676107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:55.679458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:55.679533] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:54:58.684116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:54:58.687699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:54:58.691003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:54:58.694263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:54:58.694336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:01.699754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:01.703907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:01.707445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:01.711136] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:01.711213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:04.717258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:04.721350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:04.725511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:04.729518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:04.729682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:07.736259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:07.740545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:07.744444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:07.748893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:07.749031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:10.753672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:10.757522] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:10.762679] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:10.767050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:10.767183] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:13.772762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:13.776570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:13.780873] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:13.784670] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:13.784761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:16.789843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:16.793455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:16.796885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:16.800342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:16.800417] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:19.805473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:19.809469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:19.813790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:19.817778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:19.817885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:22.823717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:22.827451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:22.831236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:22.834832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:22.834930] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:25.839512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:25.843254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:25.846896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:25.850506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:25.850610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:28.856273] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:28.861477] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:28.866704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:28.871177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:28.871310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:31.875796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:31.879713] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:31.883417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:31.887338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:31.887449] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:34.893119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:34.897384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:34.901598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:34.906083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:34.906217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:37.912412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:37.916374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:37.920549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:37.924672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:37.924764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:40.929470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:40.933529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:40.937518] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:40.941498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:40.941590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:43.945854] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:43.949818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:43.953683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:43.957418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:43.957546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:46.961932] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:46.965524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:46.969068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:46.972595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:46.972691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:49.978192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:49.982061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:49.985416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:49.988869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:49.988941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:52.992988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:52.996749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:53.000502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:53.004281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:53.004387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:56.008786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:56.012494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:56.015798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:56.019559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:56.019630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:55:59.023813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:55:59.028691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:55:59.032498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:55:59.036262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:55:59.036428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:02.041330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:02.045955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:02.050157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:02.054048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:02.054138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:05.058698] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:05.062705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:05.066406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:05.070815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:05.070909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:08.075607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:08.080233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:08.084059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:08.088554] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:08.088710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:11.093414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:11.098192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:11.102300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:11.106576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:11.106668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:14.111470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:14.115118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:14.118985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:14.123052] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:14.123330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:17.128153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:17.132404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:17.136350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:17.140474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:17.140585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:20.145498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:20.149559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:20.153346] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:20.157220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:20.157308] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:23.163468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:23.167978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:23.172149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:23.175781] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:23.175856] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:26.180708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:26.184736] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:26.188704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:26.192536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:26.192670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:29.197395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:29.200864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:29.204193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:29.207487] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:29.207580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:32.212623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:32.216994] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:32.220588] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:32.223961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:32.224035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:35.228661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:35.232971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:35.236847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:35.241148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:35.241233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:38.245660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:38.249264] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:38.252777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:38.256129] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:38.256207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:41.261506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:41.265263] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:41.268718] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:41.272059] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:41.272146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:44.276214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:44.279584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:44.282963] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:44.286477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:44.286567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:47.291186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:47.295320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:47.299157] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:47.302793] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:47.302902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:50.307557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:50.311334] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:50.314868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:50.318405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:50.318505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:53.323302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:53.327177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:53.330867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:53.334345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:53.334422] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:56.338967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:56.342296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:56.345617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:56.348919] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:56.348996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:56:59.353908] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:56:59.357560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:56:59.361127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:56:59.364496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:56:59.364591] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:02.369249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:02.373450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:02.378799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:02.384368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:02.384516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:05.389191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:05.393823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:05.397702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:05.401283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:05.401358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:08.406205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:08.410301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:08.413948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:08.417190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:08.417264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:11.421931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:11.425379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:11.428710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:11.432292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:11.432366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:14.437530] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:14.442350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:14.446481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:14.450525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:14.450633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:17.455668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:17.459886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:17.463948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:17.468205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:17.468283] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:20.472909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:20.476618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:20.480121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:20.483775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:20.483866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:23.488753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:23.493325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:23.497452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:23.501893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:23.501987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:26.507240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:26.513078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:26.516760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:26.520505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:26.520587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:29.525406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:29.529006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:29.532690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:29.535957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:29.536032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:32.541242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:32.544575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:32.548051] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:32.551803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:32.551878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:35.556485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:35.560171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:35.563815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:35.567235] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:35.567312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:38.571990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:38.575658] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:38.580220] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:38.584064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:38.584141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:41.589085] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:41.592538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:41.595952] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:41.599609] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:41.599735] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:44.604589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:44.608918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:44.614543] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:44.619782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:44.619901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:47.624507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:47.628343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:47.632066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:47.635387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:47.635485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:50.640144] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:50.644211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:50.648145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:50.652623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:50.652794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:53.657766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:53.661712] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:53.665462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:53.669039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:53.669127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:56.675159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:56.680155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:56.684999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:56.689917] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:56.690030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:57:59.695230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:57:59.700108] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:57:59.704175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:57:59.708792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:57:59.708906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:02.713385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:02.717312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:02.721173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:02.724744] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:02.724824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:05.729527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:05.733271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:05.736702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:05.740138] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:05.740219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:08.745107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:08.748825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:08.753866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:08.758286] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:08.758395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:11.762924] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:11.766514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:11.770188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:11.773632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:11.773729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:14.778969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:14.782949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:14.786476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:14.790032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:14.790111] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:17.795919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:17.800592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:17.804372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:17.808368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:17.808451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:20.813830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:20.818435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:20.822697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:20.826225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:20.826315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:23.831339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:23.835415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:23.839466] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:23.843509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:23.843597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:26.848455] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:26.851933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:26.855371] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:26.859392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:26.859508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:29.865472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:29.869359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:29.873687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:29.878250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:29.878350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:32.883519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:32.887307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:32.890825] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:32.894145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:32.894220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:35.898842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:35.902559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:35.906154] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:35.909992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:35.910095] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:38.914453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:38.918019] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:38.921414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:38.924735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:38.924815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:41.929379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:41.932803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:41.936117] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:41.939747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:41.939837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:44.946166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:44.952945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:44.960485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:44.966332] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:44.966478] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:47.971268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:47.975383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:47.980258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:47.984130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:47.984245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:50.988960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:50.992861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:50.996608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:51.000362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:51.000463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:54.005133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:54.008922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:54.012819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:54.016416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:54.016505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:58:57.021326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:58:57.025348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:58:57.029203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:58:57.033349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:58:57.033453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:00.042339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:00.046387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:00.049893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:00.053997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:00.054072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:03.058668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:03.062312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:03.066526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:03.070679] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:03.070766] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:06.075883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:06.079996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:06.084692] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:06.088389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:06.088482] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:09.093741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:09.098010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:09.102792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:09.107353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:09.107460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:12.112061] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:12.115894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:12.119688] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:12.123288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:12.123363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:15.128858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:15.132623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:15.136236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:15.139803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:15.139876] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:18.144807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:18.149269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:18.153673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:18.157751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:18.157833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:21.162752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:21.166676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:21.170472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:21.174173] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:21.174253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:24.179454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:24.183489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:24.187622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:24.191921] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:24.192043] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:27.197087] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:27.201896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:27.206725] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:27.211775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:27.211891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:30.216967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:30.221831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:30.226713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:30.231336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:30.231446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:33.236554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:33.240434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:33.244388] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:33.248121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:33.248216] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:36.253146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:36.256553] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:36.259866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:36.263142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:36.263218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:39.269666] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:39.273711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:39.277921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:39.282494] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:39.282588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:42.287352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:42.291699] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:42.296352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:42.301080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:42.301200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:45.305831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:45.309238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:45.312505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:45.315770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:45.315862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:48.320541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:48.324238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:48.328165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:48.331942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:48.332031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:51.336732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:51.341359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:51.346242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:51.351257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:51.351370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:54.358081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:54.363858] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:54.369148] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:54.374146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:54.374277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T18:59:57.378555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T18:59:57.382376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T18:59:57.386003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T18:59:57.389681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T18:59:57.389767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:00.394154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:00.397603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:00.400948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:00.404226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:00.404303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:03.409937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:03.414938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:03.420041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:03.424874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:03.424987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:06.430047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:06.434313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:06.438309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:06.442067] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:06.442162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:09.446814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:09.450933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:09.454916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:09.458628] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:09.458738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:12.464026] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:12.467691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:12.471414] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:12.474865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:12.474941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:15.479425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:15.482880] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:15.486229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:15.489560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:15.489634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:18.494201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:18.497897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:18.501739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:18.505216] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:18.505299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:21.510048] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:21.514683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:21.519352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:21.523408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:21.523489] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:24.528557] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:24.532247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:24.535732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:24.539636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:24.539734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:27.544605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:27.548369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:27.552004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:27.555593] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:27.555716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:30.560893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:30.566048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:30.570470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:30.574535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:30.574675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:33.580665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:33.585497] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:33.590477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:33.595925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:33.596064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:36.600714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:36.604213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:36.607443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:36.610692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:36.610765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:39.616761] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:39.621864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:39.627570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:39.632923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:39.633070] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:42.638418] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:42.643288] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:42.647982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:42.652714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:42.652858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:45.657377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:45.661153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:45.665160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:45.669013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:45.669122] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:48.673945] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:48.677509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:48.681112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:48.684660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:48.684748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:51.689900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:51.693624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:51.697184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:51.700709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:51.700810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:54.705704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:54.709690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:54.713387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:54.717031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:54.717114] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:00:57.721926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:00:57.725848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:00:57.729634] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:00:57.733686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:00:57.733777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:00.738828] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:00.742784] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:00.748155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:00.751918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:00.751997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:03.756987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:03.760924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:03.764787] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:03.768701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:03.768808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:06.773925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:06.778022] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:06.782429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:06.787222] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:06.787340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:09.792020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:09.796244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:09.799919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:09.803410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:09.803516] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:12.808709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:12.813534] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:12.818217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:12.822915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:12.823018] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:15.827534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:15.831654] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:15.835276] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:15.838848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:15.838949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:18.843956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:18.847624] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:18.850912] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:18.854221] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:18.854295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:21.859789] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:21.863734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:21.868088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:21.873281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:21.873402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:24.879367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:24.884706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:24.889284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:24.893690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:24.893794] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:27.900017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:27.905202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:27.910706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:27.914956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:27.915060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:30.920052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:30.923978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:30.927785] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:30.932050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:30.932151] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:33.937194] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:33.941183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:33.945120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:33.949272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:33.949416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:36.953919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:36.957544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:36.961076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:36.964597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:36.964720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:39.969721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:39.974068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:39.977897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:39.981657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:39.981748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:42.987223] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:42.992210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:42.996842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:43.001099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:43.001271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:46.007428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:46.012683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:46.016987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:46.022045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:46.022177] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:49.027539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:49.031954] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:49.036362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:49.040621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:49.040780] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:52.046086] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:52.050762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:52.055199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:52.059227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:52.059352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:55.064498] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:55.068475] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:55.072111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:55.075565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:55.075659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:01:58.080324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:01:58.084311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:01:58.087986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:01:58.092404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:01:58.092564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:01.097634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:01.101856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:01.105369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:01.108975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:01.109051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:04.114150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:04.119322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:04.124746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:04.129434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:04.129575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:07.133997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:07.137623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:07.141171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:07.144845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:07.144936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:10.151369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:10.156865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:10.162036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:10.167259] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:10.167375] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:13.173196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:13.178276] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:13.182582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:13.186792] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:13.186915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:16.192196] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:16.197570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:16.203126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:16.208637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:16.208814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:19.213485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:19.217325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:19.220878] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:19.224353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:19.224457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:22.230902] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:22.236456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:22.242265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:22.248375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:22.248540] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:25.253829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:25.258047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:25.261854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:25.265634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:25.265739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:28.270855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:28.274986] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:28.279003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:28.283246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:28.283384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:31.288420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:31.292078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:31.295549] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:31.299116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:31.299217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:34.304894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:34.308889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:34.312444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:34.316168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:34.316291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:37.322300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:37.327247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:37.332385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:37.337850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:37.337979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:40.342810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:40.346735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:40.350465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:40.354285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:40.354389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:43.358889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:43.362385] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:43.365790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:43.369205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:43.369286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:46.373829] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:46.378039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:46.382135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:46.387139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:46.387263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:49.392694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:49.396979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:49.400886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:49.404870] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:49.404972] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:52.409612] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:52.413512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:52.417097] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:52.420594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:52.420696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:55.426179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:55.430431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:55.434196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:55.437686] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:55.437767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:02:58.442757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:02:58.446607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:02:58.450389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:02:58.453829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:02:58.453913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:01.458797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:01.462881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:01.466512] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:01.470708] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:01.470822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:04.475548] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:04.479260] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:04.482918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:04.486492] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:04.486589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:07.490977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:07.494399] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:07.498098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:07.501549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:07.501633] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:10.506317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:10.510023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:10.513500] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:10.517156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:10.517262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:13.521827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:13.525420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:13.528848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:13.532213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:13.532305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:16.536930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:16.540500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:16.544440] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:16.548342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:16.548448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:19.553539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:19.557599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:19.561365] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:19.565254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:19.565342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:22.570505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:22.574583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:22.578513] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:22.582388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:22.582497] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:25.588261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:25.593059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:25.597915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:25.602767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:25.602893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:28.607709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:28.611918] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:28.616290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:28.620540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:28.620908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:31.627300] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:31.633020] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:31.638447] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:31.643541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:31.643705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:34.650338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:34.655915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:34.660559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:34.664217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:34.664300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:37.668774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:37.672251] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:37.675523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:37.678856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:37.678940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:40.683752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:40.688246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:40.691953] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:40.695347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:40.695425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:43.700786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:43.704469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:43.707954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:43.711354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:43.711430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:46.717379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:46.721470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:46.725831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:46.729660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:46.729737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:49.734116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:49.737928] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:49.741298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:49.744782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:49.744863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:52.749778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:52.753529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:52.758138] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:52.763094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:52.763197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:55.767873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:55.771426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:55.775859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:55.779984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:55.780083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:03:58.784873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:03:58.788669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:03:58.792778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:03:58.796443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:03:58.796520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:01.802822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:01.808104] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:01.812859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:01.817461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:01.817579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:04.823096] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:04.827820] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:04.832126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:04.836344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:04.836470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:07.842448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:07.847405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:07.851840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:07.856504] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:07.856678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:10.863166] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:10.868885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:10.874380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:10.879623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:10.879806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:13.886793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:13.892076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:13.897351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:13.902613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:13.902776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:16.909690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:16.914526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:16.918771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:16.923468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:16.923627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:19.930616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:19.936436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:19.943178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:19.949440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:19.949589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:22.954120] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:22.957706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:22.961349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:22.964850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:22.964942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:25.970419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:25.974139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:25.977557] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:25.980871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:25.980945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:28.986135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:28.990813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:28.995204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:29.000379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:29.000529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:32.005628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:32.009947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:32.014170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:32.018443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:32.018564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:35.023511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:35.027558] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:35.031300] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:35.035191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:35.035298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:38.040458] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:38.045012] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:38.049496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:38.053907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:38.054054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:41.060108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:41.064207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:41.067800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:41.071565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:41.071667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:44.076750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:44.081173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:44.085420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:44.089724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:44.089851] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:47.094656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:47.098750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:47.102521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:47.106558] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:47.106693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:50.111162] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:50.114750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:50.118354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:50.121971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:50.122061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:53.126928] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:53.131033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:53.134911] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:53.138963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:53.139096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:56.143572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:56.147058] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:56.150445] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:56.153820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:56.153902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:04:59.158922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:04:59.163131] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:04:59.167277] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:04:59.171045] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:04:59.171143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:02.177558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:02.182352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:02.187003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:02.191846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:02.191996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:05.196889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:05.200710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:05.204747] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:05.208747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:05.208838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:08.213853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:08.218253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:08.222595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:08.226956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:08.227092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:11.232170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:11.236341] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:11.240393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:11.244262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:11.244363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:14.278958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:14.282980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:14.286777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:14.290693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:14.290796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:17.295963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:17.299848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:17.304052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:17.307774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:17.307864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:20.312911] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:20.316730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:20.320470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:20.324443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:20.324577] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:23.329296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:23.333155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:23.337243] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:23.341268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:23.341366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:26.346764] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:26.350572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:26.355441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:26.360575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:26.360720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:29.366609] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:29.371329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:29.376031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:29.380741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:29.380849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:32.385817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:32.390059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:32.394813] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:32.400166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:32.400314] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:35.407960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:35.414220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:35.419841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:35.424779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:35.424959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:38.429879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:38.434043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:38.439029] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:38.444430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:38.444568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:41.449308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:41.453074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:41.456771] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:41.460450] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:41.460560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:44.466859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:44.472088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:44.476163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:44.480523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:44.480670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:47.485629] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:47.489725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:47.493310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:47.497746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:47.497828] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:50.502608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:50.506365] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:50.510063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:50.513875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:50.513957] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:53.518657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:53.522425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:53.526047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:53.529631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:53.529728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:56.534263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:56.538024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:56.541478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:56.544960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:56.545046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:05:59.549915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:05:59.554070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:05:59.559427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:05:59.564782] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:05:59.564897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:02.569849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:02.573623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:02.577609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:02.581335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:02.581418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:05.585944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:05.589432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:05.592790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:05.596116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:05.596198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:08.601049] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:08.604978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:08.609032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:08.612980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:08.613087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:11.617947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:11.621957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:11.625711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:11.629488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:11.629586] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:14.634506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:14.638481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:14.642351] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:14.646058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:14.646137] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:17.651139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:17.654996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:17.658483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:17.662074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:17.662170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:20.666556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:20.671500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:20.675687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:20.679356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:20.679438] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:23.685426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:23.689204] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:23.692938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:23.697293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:23.697419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:26.702481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:26.706511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:26.710826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:26.714434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:26.714520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:29.719018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:29.722523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:29.725955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:29.729530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:29.729628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:32.734722] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:32.738702] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:32.742099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:32.745693] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:32.745765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:35.751165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:35.755758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:35.760020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:35.763724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:35.763825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:38.768201] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:38.772049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:38.775907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:38.779458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:38.779563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:41.784068] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:41.787746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:41.791318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:41.794992] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:41.795072] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:44.799464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:44.803097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:44.806755] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:44.810540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:44.810625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:47.815240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:47.819327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:47.822866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:47.826575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:47.826678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:50.831482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:50.835482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:50.839170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:50.843070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:50.843179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:53.849131] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:53.854505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:53.858382] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:53.862443] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:53.862580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:56.868605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:56.873745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:56.878579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:56.883275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:56.883413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:06:59.888689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:06:59.893016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:06:59.896807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:06:59.900430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:06:59.900606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:02.905119] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:02.908734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:02.912101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:02.915490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:02.915571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:05.920108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:05.923499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:05.926734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:05.929981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:05.930055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:08.935572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:08.940404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:08.945116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:08.950518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:08.950670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:11.955438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:11.960498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:11.965760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:11.969935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:11.970050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:14.974367] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:14.978322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:14.982260] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:14.986022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:14.986100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:17.990684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:17.994677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:17.999023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:18.004151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:18.004245] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:21.009118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:21.012874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:21.016563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:21.021556] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:21.021711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:24.026377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:24.030189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:24.034143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:24.037951] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:24.038040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:27.042692] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:27.046482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:27.050116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:27.053689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:27.053777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:30.059914] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:30.063681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:30.066934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:30.070188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:30.070263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:33.075318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:33.079369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:33.083443] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:33.087198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:33.087279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:36.092983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:36.097227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:36.101116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:36.104544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:36.104666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:39.109541] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:39.113165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:39.117323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:39.121406] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:39.121508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:42.126355] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:42.130006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:42.133430] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:42.137044] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:42.137155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:45.142702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:45.146228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:45.149607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:45.153162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:45.153247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:48.158051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:48.161669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:48.165011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:48.168423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:48.168519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:51.173298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:51.177116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:51.180938] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:51.184573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:51.184687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:54.189604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:54.194129] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:54.197763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:54.201319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:54.201400] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:07:57.208297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:07:57.214618] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:07:57.221232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:07:57.227425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:07:57.227631] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:00.232763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:00.236747] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:00.240992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:00.244294] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:00.244370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:03.250325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:03.255196] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:03.259809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:03.263749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:03.263872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:06.270741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:06.275941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:06.280375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:06.284168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:06.284254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:09.288848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:09.292968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:09.297076] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:09.301142] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:09.301251] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:12.305675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:12.309115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:12.312361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:12.316843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:12.317025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:15.321628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:15.325592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:15.329229] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:15.333466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:15.333571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:18.338688] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:18.342580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:18.346792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:18.350402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:18.350494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:21.354987] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:21.358937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:21.362691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:21.366094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:21.366172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:24.370694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:24.374223] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:24.377738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:24.381797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:24.381891] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:27.386389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:27.389837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:27.393120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:27.396436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:27.396511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:30.401172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:30.405157] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:30.409164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:30.412991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:30.413087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:33.417983] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:33.421634] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:33.425332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:33.428733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:33.428819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:36.433953] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:36.438948] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:36.443020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:36.446775] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:36.446885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:39.452996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:39.458220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:39.463431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:39.468312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:39.468445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:42.473054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:42.477445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:42.481788] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:42.485334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:42.485411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:45.490158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:45.494027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:45.497314] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:45.500667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:45.500741] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:48.506236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:48.509922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:48.513537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:48.518638] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:48.518808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:51.523500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:51.527154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:51.530681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:51.534077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:51.534254] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:54.539042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:54.543116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:54.546997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:54.550385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:54.550459] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:08:57.555417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:08:57.559068] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:08:57.562488] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:08:57.565810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:08:57.565886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:00.570248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:00.574105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:00.577608] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:00.581033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:00.581113] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:03.585447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:03.588837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:03.592048] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:03.595281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:03.595358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:06.600023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:06.603530] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:06.606986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:06.610361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:06.610457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:09.615265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:09.619295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:09.624707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:09.629544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:09.629674] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:12.634495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:12.638487] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:12.642290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:12.646009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:12.646110] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:15.651274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:15.654937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:15.658489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:15.661884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:15.661960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:18.666402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:18.670972] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:18.674777] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:18.679106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:18.679215] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:21.685436] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:21.689992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:21.694061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:21.698066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:21.698143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:24.703189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:24.708177] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:24.712796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:24.717219] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:24.717311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:27.723545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:27.728632] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:27.733527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:27.738572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:27.738722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:30.743126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:30.746569] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:30.749950] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:30.753325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:30.753405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:33.758361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:33.762099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:33.766479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:33.770601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:33.770721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:36.775156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:36.778720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:36.782067] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:36.786051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:36.786148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:39.790515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:39.793957] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:39.797313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:39.800654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:39.800764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:42.805484] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:42.809496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:42.813303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:42.817111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:42.817201] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:45.822082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:45.825967] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:45.830017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:45.833731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:45.833815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:48.838888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:48.843014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:48.846853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:48.850629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:48.850743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:51.855561] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:51.860393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:51.864328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:51.868729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:51.868824] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:54.873214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:54.876720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:54.880149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:54.883565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:54.883665] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:09:57.888193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:09:57.891778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:09:57.895133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:09:57.898546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:09:57.898627] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:00.905141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:00.910036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:00.914169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:00.918626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:00.918815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:03.924597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:03.928349] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:03.932250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:03.935702] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:03.935783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:06.940840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:06.944514] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:06.948092] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:06.951691] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:06.951788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:09.956599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:09.960838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:09.964698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:09.968400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:09.968477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:12.972819] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:12.976309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:12.979729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:12.983089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:12.983167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:15.988121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:15.992512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:15.996971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:16.001192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:16.001281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:19.006697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:19.011207] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:19.014979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:19.018660] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:19.018768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:22.023679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:22.027400] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:22.030937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:22.034731] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:22.034850] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:25.039912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:25.044305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:25.047894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:25.051518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:25.051605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:28.057620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:28.062564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:28.066706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:28.072064] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:28.072188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:31.078414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:31.083369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:31.088055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:31.092397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:31.092494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:34.097923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:34.101793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:34.105306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:34.108993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:34.109097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:37.116579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:37.125076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:37.130421] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:37.135065] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:37.135192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:40.139974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:40.143706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:40.147205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:40.150975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:40.151071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:43.156042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:43.160018] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:43.163837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:43.168866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:43.169031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:46.173697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:46.177266] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:46.180690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:46.184066] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:46.184145] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:49.189229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:49.192606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:49.195843] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:49.199541] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:49.199616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:52.204218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:52.207860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:52.212399] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:52.216969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:52.217064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:55.221598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:55.225321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:55.233080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:55.236867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:55.236969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:10:58.243230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:10:58.247572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:10:58.252055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:10:58.256474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:10:58.256579] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:01.261331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:01.264964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:01.269142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:01.272772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:01.272855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:04.278891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:04.284173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:04.289783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:04.294301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:04.294418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:07.299145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:07.302991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:07.306460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:07.309786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:07.309860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:10.315875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:10.321028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:10.325283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:10.329084] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:10.329181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:13.333687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:13.337259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:13.340618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:13.343882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:13.343955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:16.348810] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:16.352244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:16.355621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:16.359110] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:16.359200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:19.364005] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:19.367595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:19.371130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:19.374748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:19.374819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:22.379286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:22.382730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:22.386195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:22.389685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:22.389762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:25.394490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:25.398585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:25.403271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:25.406883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:25.406983] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:28.411521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:28.415167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:28.419011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:28.423042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:28.423172] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:31.429504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:31.434357] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:31.439322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:31.444150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:31.444260] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:34.449873] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:34.454687] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:34.459683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:34.464080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:34.464220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:37.470361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:37.475074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:37.479467] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:37.484895] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:37.485032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:40.490411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:40.494971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:40.499077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:40.502996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:40.503106] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:43.508662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:43.513809] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:43.518627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:43.522749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:43.522855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:46.528038] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:46.532771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:46.537168] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:46.541551] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:46.541698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:49.546393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:49.549764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:49.553018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:49.556272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:49.556346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:52.561224] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:52.565270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:52.569282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:52.573562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:52.573691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:55.578766] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:55.582848] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:55.586583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:55.590456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:55.590566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:11:58.595093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:11:58.598911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:11:58.602757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:11:58.609832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:11:58.609969] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:01.614617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:01.618117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:01.621450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:01.624942] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:01.625019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:04.630023] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:04.633638] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:04.637034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:04.640733] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:04.640825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:07.646604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:07.651025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:07.655102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:07.658996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:07.659112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:10.663572] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:10.667786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:10.671662] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:10.674981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:10.675055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:13.680718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:13.685358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:13.689910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:13.693764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:13.693853] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:16.699029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:16.702927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:16.706435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:16.709925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:16.709999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:19.715189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:19.718759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:19.722082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:19.725498] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:19.725575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:22.730660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:22.734299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:22.737821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:22.741351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:22.741426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:25.747676] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:25.752001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:25.756271] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:25.760146] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:25.760246] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:28.765886] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:28.771330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:28.776596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:28.780542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:28.780632] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:31.786786] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:31.791726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:31.796774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:31.800544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:31.800691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:34.805942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:34.809433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:34.812819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:34.816408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:34.816483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:37.821325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:37.824853] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:37.828380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:37.831772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:37.831848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:40.837411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:40.841262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:40.844706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:40.848115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:40.848192] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:43.852931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:43.856375] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:43.859724] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:43.863032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:43.863105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:46.867657] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:46.872248] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:46.877056] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:46.881596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:46.881728] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:49.886481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:49.890201] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:49.894096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:49.898689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:49.898774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:52.903352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:52.907382] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:52.913637] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:52.918932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:52.919066] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:55.923618] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:55.927451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:55.931537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:55.935162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:55.935243] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:12:58.939832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:12:58.943897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:12:58.947702] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:12:58.951350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:12:58.951460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:01.957225] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:01.962695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:01.967377] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:01.971916] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:01.972012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:04.976926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:04.981793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:04.986077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:04.989585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:04.989684] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:07.994995] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:07.999366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:08.003324] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:08.007310] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:08.007446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:11.011901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:11.015262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:11.018562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:11.021898] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:11.021973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:14.026847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:14.030943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:14.034450] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:14.037956] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:14.038034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:17.043551] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:17.048518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:17.053494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:17.057976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:17.058076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:20.062553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:20.065945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:20.069485] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:20.072923] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:20.073003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:23.079952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:23.085132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:23.088822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:23.092220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:23.092320] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:26.098354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:26.102441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:26.106006] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:26.110358] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:26.110499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:29.114858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:29.118354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:29.121879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:29.125311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:29.125387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:32.129853] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:32.133159] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:32.136370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:32.139624] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:32.139719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:35.144130] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:35.147657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:35.150955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:35.154186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:35.154265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:38.158610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:38.162033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:38.165736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:38.169803] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:38.169912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:41.175708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:41.179868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:41.184268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:41.189030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:41.189109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:44.194157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:44.198088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:44.201716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:44.205168] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:44.205244] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:47.209963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:47.214466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:47.218683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:47.222875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:47.222962] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:50.227767] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:50.232806] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:50.237521] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:50.242980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:50.243057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:53.247623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:53.251025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:53.254349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:53.257867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:53.257943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:56.262849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:56.266930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:56.270730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:56.274618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:56.274737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:13:59.279870] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:13:59.283564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:13:59.286827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:13:59.290196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:13:59.290276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:02.296894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:02.301417] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:02.306332] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:02.311368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:02.311500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:05.315942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:05.319343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:05.322633] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:05.325980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:05.326057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:08.330672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:08.334133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:08.337501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:08.340834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:08.340912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:11.345251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:11.348823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:11.352358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:11.357186] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:11.357293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:14.361973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:14.365281] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:14.368511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:14.371786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:14.371862] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:17.377560] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:17.381447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:17.386149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:17.390017] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:17.390093] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:20.395230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:20.398877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:20.402481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:20.405965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:20.406052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:23.411121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:23.414535] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:23.417936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:23.421565] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:23.421656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:26.426021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:26.429526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:26.432949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:26.436297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:26.436374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:29.441257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:29.445346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:29.448999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:29.452771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:29.452871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:32.457905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:32.462038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:32.466153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:32.470271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:32.470357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:35.475150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:35.478927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:35.482956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:35.487239] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:35.487330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:38.491827] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:38.495312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:38.498780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:38.502217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:38.502299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:41.508164] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:41.513079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:41.517762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:41.522248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:41.522356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:44.528052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:44.532884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:44.537459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:44.545996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:44.546086] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:47.553288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:47.556955] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:47.560582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:47.563869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:47.563944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:50.569126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:50.573326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:50.576974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:50.580522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:50.580598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:53.585283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:53.589014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:53.592756] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:53.596227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:53.596335] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:56.601348] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:56.605313] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:56.608745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:56.612008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:56.612085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:14:59.616814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:14:59.620402] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:14:59.624101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:14:59.627453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:14:59.627546] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:02.632249] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:02.635988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:02.639569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:02.643308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:02.643414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:05.648184] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:05.652162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:05.656039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:05.659743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:05.659852] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:08.665630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:08.669865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:08.673864] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:08.677975] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:08.678089] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:11.683772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:11.688302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:11.692566] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:11.696316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:11.696397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:14.702145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:14.706231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:14.710023] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:14.713694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:14.713800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:17.718771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:17.722401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:17.726292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:17.730227] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:17.730354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:20.736010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:20.740146] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:20.743410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:20.746591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:20.746681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:23.751884] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:23.755458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:23.758923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:23.762177] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:23.762253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:26.766673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:26.770073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:26.773299] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:26.776658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:26.776758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:29.781690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:29.785466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:29.790001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:29.795061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:29.795190] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:32.799997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:32.803799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:32.807607] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:32.811479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:32.811598] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:35.815996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:35.819401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:35.822780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:35.826093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:35.826176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:38.830866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:38.835083] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:38.839228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:38.843573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:38.843725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:41.848472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:41.852273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:41.856201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:41.860213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:41.860301] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:44.865760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:44.870045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:44.873695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:44.877046] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:44.877121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:47.881236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:47.884668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:47.888070] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:47.891459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:47.891538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:50.896137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:50.899774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:50.903132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:50.906431] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:50.906509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:53.912416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:53.916896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:53.921675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:53.925552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:53.925872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:56.932260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:56.936846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:56.940270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:56.943503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:56.943576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:15:59.948515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:15:59.953542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:15:59.958046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:15:59.962317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:15:59.962394] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:02.967951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:02.972580] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:02.977206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:02.981736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:02.981849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:05.988892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:05.994183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:05.998789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:06.007413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:06.007605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:09.013470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:09.019111] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:09.024734] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:09.030407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:09.030544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:12.035192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:12.040287] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:12.045413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:12.050477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:12.050590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:15.056052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:15.060452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:15.064059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:15.067906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:15.067981] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:18.072632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:18.076307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:18.079928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:18.083459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:18.083537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:21.088104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:21.092741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:21.097533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:21.101226] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:21.101304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:24.105812] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:24.109846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:24.113293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:24.117088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:24.117164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:27.121847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:27.125925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:27.129947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:27.133623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:27.133717] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:30.139305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:30.144456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:30.149403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:30.154132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:30.154238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:33.158938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:33.162371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:33.165727] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:33.169719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:33.169815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:36.174590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:36.178364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:36.181750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:36.185009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:36.185085] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:39.189613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:39.193833] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:39.197925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:39.201962] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:39.202063] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:42.206749] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:42.210458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:42.213990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:42.217573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:42.217690] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:45.222614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:45.227462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:45.232187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:45.236949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:45.237059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:48.241583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:48.245255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:48.248990] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:48.253002] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:48.253084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:51.257634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:51.261370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:51.265215] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:51.268806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:51.268886] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:54.273621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:54.277771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:54.281789] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:54.285484] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:54.285576] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:16:57.289860] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:16:57.293616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:16:57.297372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:16:57.300924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:16:57.301024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:00.305705] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:00.309927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:00.314046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:00.318080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:00.318180] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:03.322777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:03.326716] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:03.330401] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:03.334206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:03.334312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:06.339092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:06.343133] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:06.347207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:06.352001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:06.352278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:09.356679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:09.360218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:09.363800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:09.367162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:09.367238] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:12.371818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:12.375440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:12.378987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:12.382365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:12.382446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:15.386976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:15.390664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:15.394131] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:15.397672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:15.397764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:18.402547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:18.406373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:18.410036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:18.413404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:18.413501] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:21.418470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:21.421832] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:21.425987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:21.429868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:21.429942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:24.434581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:24.438137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:24.441476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:24.444813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:24.444892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:27.449752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:27.454067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:27.458077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:27.461623] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:27.461742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:30.467723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:30.471877] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:30.475779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:30.479489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:30.479603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:33.483962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:33.487456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:33.491018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:33.494493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:33.494587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:36.499056] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:36.502952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:36.506496] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:36.510167] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:36.510258] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:39.514697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:39.518282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:39.522031] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:39.525605] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:39.525715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:42.530683] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:42.535199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:42.539922] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:42.544833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:42.544988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:45.549422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:45.552961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:45.556308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:45.559572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:45.559669] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:48.564377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:48.567893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:48.571258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:48.574534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:48.574622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:51.579980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:51.583689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:51.586979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:51.590672] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:51.590806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:54.595515] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:54.599295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:54.603036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:54.606933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:54.607024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:17:57.611292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:17:57.614921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:17:57.618684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:17:57.622513] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:17:57.622596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:00.626998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:00.630867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:00.634372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:00.638325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:00.638416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:03.642949] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:03.646387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:03.649816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:03.653194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:03.653291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:06.658288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:06.662453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:06.666527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:06.670093] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:06.670193] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:09.675199] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:09.678976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:09.682668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:09.686324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:09.686412] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:12.691064] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:12.694536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:12.698489] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:12.702905] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:12.703002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:15.707378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:15.710843] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:15.714208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:15.717680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:15.717781] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:18.724066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:18.728097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:18.733511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:18.738345] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:18.738496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:21.743580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:21.748125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:21.751814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:21.755187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:21.755267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:24.759803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:24.763393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:24.766856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:24.770266] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:24.770345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:27.774803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:27.778818] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:27.782541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:27.786569] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:27.786705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:30.792519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:30.797450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:30.802248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:30.806434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:30.806517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:33.811814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:33.816745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:33.821384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:33.825797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:33.825922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:36.830774] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:36.834517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:36.838027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:36.841451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:36.841548] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:39.847137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:39.852185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:39.857234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:39.861637] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:39.861765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:42.866567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:42.871165] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:42.876348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:42.880512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:42.880593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:45.886614] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:45.890872] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:45.894590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:45.898453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:45.898562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:48.904186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:48.909478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:48.914841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:48.919988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:48.920096] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:51.927736] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:51.933088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:51.938049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:51.943038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:51.943184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:54.948240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:54.952526] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:54.956425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:54.960977] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:54.961109] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:18:57.965809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:18:57.969509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:18:57.973617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:18:57.977821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:18:57.977912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:00.985587] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:00.989813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:00.995027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:00.999074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:00.999158] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:04.003710] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:04.008692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:04.013356] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:04.017796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:04.017887] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:07.023879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:07.028585] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:07.033110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:07.037824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:07.037926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:10.042715] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:10.046329] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:10.049913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:10.053433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:10.053534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:13.059028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:13.063187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:13.067062] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:13.070933] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:13.071035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:16.075891] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:16.079990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:16.084047] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:16.088361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:16.088470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:19.094331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:19.099387] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:19.104360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:19.108768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:19.108863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:22.113514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:22.117453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:22.120980] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:22.124415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:22.124486] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:25.129054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:25.132551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:25.136071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:25.139959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:25.140041] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:28.144523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:28.148662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:28.152509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:28.156118] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:28.156207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:31.160714] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:31.164255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:31.167820] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:31.171238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:31.171333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:34.175962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:34.179448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:34.182778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:34.186116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:34.186207] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:37.191856] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:37.197282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:37.201869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:37.206425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:37.206529] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:40.211721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:40.215911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:40.219604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:40.223413] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:40.223547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:43.228660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:43.232532] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:43.237719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:43.242357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:43.242500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:46.247187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:46.250881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:46.254506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:46.257866] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:46.257946] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:49.262321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:49.266536] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:49.270219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:49.273536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:49.273618] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:52.280083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:52.285511] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:52.290919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:52.295530] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:52.295634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:55.300262] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:55.303978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:55.307630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:55.311029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:55.311124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:19:58.316535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:19:58.321186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:19:58.325806] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:19:58.329481] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:19:58.329588] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:01.335547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:01.341061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:01.345703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:01.350214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:01.350356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:04.355626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:04.360128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:04.364769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:04.369636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:04.369754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:07.374996] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:07.378911] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:07.382547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:07.387631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:07.387825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:10.392708] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:10.396488] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:10.400012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:10.403404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:10.403494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:13.408601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:13.412715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:13.416342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:13.419912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:13.419994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:16.424940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:16.429183] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:16.433617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:16.437290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:16.437377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:19.442391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:19.445791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:19.449803] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:19.453611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:19.453760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:22.458261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:22.462845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:22.466685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:22.470388] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:22.470477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:25.475242] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:25.478989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:25.482420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:25.486162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:25.486261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:28.491395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:28.495415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:28.499680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:28.503886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:28.503965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:31.513379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:31.521063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:31.526972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:31.535232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:31.535425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:34.540258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:34.544128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:34.547885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:34.552100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:34.552217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:37.557124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:37.560763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:37.564800] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:37.568795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:37.568890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:40.573526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:40.577746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:40.581919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:40.585931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:40.586050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:43.590555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:43.594788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:43.598960] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:43.602473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:43.602585] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:46.607292] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:46.611411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:46.615182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:46.618907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:46.619026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:49.623240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:49.626735] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:49.630090] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:49.633329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:49.633403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:52.638153] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:52.641866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:52.645739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:52.650463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:52.650567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:55.655077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:55.658676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:55.662204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:55.665734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:55.665817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:20:58.670542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:20:58.673991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:20:58.677358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:20:58.680875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:20:58.680947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:01.685599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:01.689606] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:01.693142] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:01.696790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:01.696865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:04.701980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:04.705778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:04.709921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:04.714231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:04.714362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:07.719842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:07.723337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:07.726831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:07.730352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:07.730464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:10.735622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:10.740564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:10.745184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:10.750171] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:10.750307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:13.755228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:13.758587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:13.761816] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:13.765075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:13.765152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:16.773369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:16.777315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:16.780609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:16.783880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:16.783951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:19.788394] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:19.792538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:19.797297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:19.802148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:19.802287] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:22.806878] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:22.814256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:22.818156] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:22.822614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:22.822764] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:25.827182] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:25.830625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:25.833957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:25.837299] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:25.837367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:28.843283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:28.848717] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:28.854716] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:28.860269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:28.860414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:31.865134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:31.868906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:31.872715] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:31.876509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:31.876699] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:34.884149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:34.890325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:34.895373] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:34.900461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:34.900562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:37.907012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:37.911429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:37.916129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:37.920555] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:37.920667] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:40.926779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:40.931518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:40.936617] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:40.941948] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:40.942078] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:43.946907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:43.951006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:43.955198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:43.959296] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:43.959419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:46.965347] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:46.969397] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:46.973198] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:46.977039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:46.977116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:49.981991] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:49.986577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:49.991497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:49.996140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:49.996232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:53.001424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:53.005938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:53.010326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:53.013949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:53.014025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:56.018846] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:56.022552] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:56.026234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:56.029858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:56.029951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:21:59.034430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:21:59.038088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:21:59.041530] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:21:59.044972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:21:59.045057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:02.050592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:02.054465] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:02.058657] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:02.062091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:02.062167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:05.066985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:05.072257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:05.076118] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:05.081262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:05.081389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:08.086605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:08.090905] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:08.094766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:08.098890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:08.099009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:11.103737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:11.107804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:11.111832] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:11.115926] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:11.116050] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:14.121066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:14.125246] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:14.129308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:14.133254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:14.133331] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:17.138156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:17.142538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:17.146882] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:17.151244] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:17.151370] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:20.156233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:20.160416] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:20.164322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:20.168211] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:20.168317] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:23.172735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:23.176294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:23.179693] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:23.183108] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:23.183188] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:26.187850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:26.191743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:26.195366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:26.198922] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:26.199005] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:29.205215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:29.210827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:29.216357] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:29.221461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:29.221574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:32.226247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:32.230059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:32.233564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:32.237428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:32.237560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:35.242012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:35.245738] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:35.249658] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:35.253179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:35.253255] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:38.257941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:38.261956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:38.266134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:38.270213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:38.270333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:41.274912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:41.278731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:41.282479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:41.286197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:41.286280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:44.292059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:44.297003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:44.301954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:44.306764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:44.306889] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:47.311844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:47.317358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:47.322695] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:47.327476] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:47.327813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:50.332533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:50.337000] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:50.341606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:50.345746] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:50.345858] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:53.350793] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:53.354418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:53.358203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:53.361606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:53.361704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:56.366416] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:56.369974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:56.373335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:56.377220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:56.377300] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:22:59.381964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:22:59.385728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:22:59.389322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:22:59.393051] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:22:59.393176] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:02.398483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:02.404008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:02.408786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:02.414536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:02.414733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:05.421929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:05.427892] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:05.433533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:05.438749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:05.438866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:08.444408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:08.447941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:08.451303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:08.454717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:08.454797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:11.460432] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:11.465042] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:11.469930] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:11.474861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:11.474993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:14.480270] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:14.485501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:14.490523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:14.494217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:14.494323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:17.499780] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:17.503963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:17.507699] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:17.511346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:17.511474] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:20.517066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:20.521241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:20.525392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:20.529373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:20.529469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:23.534744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:23.538761] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:23.542573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:23.546452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:23.546541] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:26.551309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:26.555076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:26.559171] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:26.562801] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:26.562901] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:29.568777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:29.573340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:29.577354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:29.581220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:29.581321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:32.585998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:32.589773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:32.593627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:32.597437] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:32.597542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:35.602503] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:35.606203] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:35.610360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:35.614882] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:35.614980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:38.621172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:38.626616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:38.631614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:38.636740] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:38.636873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:41.641690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:41.645538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:41.649125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:41.652655] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:41.652751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:44.657611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:44.661176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:44.664626] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:44.668004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:44.668082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:47.672976] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:47.677289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:47.680670] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:47.683957] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:47.684031] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:50.688595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:50.692118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:50.695537] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:50.698960] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:50.699037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:53.703738] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:53.707268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:53.714282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:53.717939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:53.718029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:56.723234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:56.726727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:56.730615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:56.734548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:56.734660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:23:59.739776] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:23:59.744099] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:23:59.748829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:23:59.753415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:23:59.753544] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:02.758603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:02.763350] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:02.767354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:02.771092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:02.771206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:05.776528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:05.781480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:05.786027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:05.790585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:05.790703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:08.797317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:08.803322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:08.808870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:08.814399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:08.814560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:11.820434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:11.825824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:11.830604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:11.835789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:11.835908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:14.840762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:14.845200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:14.849366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:14.853472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:14.853592] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:17.858839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:17.862404] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:17.866059] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:17.870689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:17.870796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:20.875202] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:20.878811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:20.882128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:20.885473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:20.885558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:23.890051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:23.893595] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:23.897001] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:23.900381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:23.900458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:26.905440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:26.909154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:26.913709] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:26.918675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:26.918777] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:29.923434] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:29.926940] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:29.930453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:29.933874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:29.933950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:32.940217] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:32.945502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:32.949393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:32.952967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:32.953049] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:35.958025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:35.961693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:35.965976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:35.969952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:35.970027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:38.974508] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:38.977889] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:38.981103] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:38.984289] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:38.984362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:41.989108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:41.992870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:41.996682] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:42.000594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:42.000715] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:45.006277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:45.010601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:45.014490] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:45.018361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:45.018468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:48.024324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:48.029429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:48.033280] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:48.036827] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:48.036908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:51.041980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:51.045423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:51.048750] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:51.052027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:51.052126] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:54.057001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:54.060459] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:54.063782] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:54.067088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:54.067165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:24:57.071852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:24:57.075821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:24:57.079317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:24:57.082654] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:24:57.082733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:00.088506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:00.092573] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:00.096425] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:00.100737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:00.100841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:03.105677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:03.109467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:03.113372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:03.117290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:03.117390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:06.122104] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:06.126173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:06.130089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:06.133533] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:06.133610] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:09.139405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:09.144211] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:09.148482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:09.152082] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:09.152187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:12.156583] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:12.160901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:12.164898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:12.168232] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:12.168306] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:15.173003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:15.176490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:15.180002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:15.183375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:15.183451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:18.189067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:18.193280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:18.198668] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:18.203690] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:18.203829] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:21.209379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:21.213333] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:21.216870] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:21.220329] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:21.220445] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:24.225203] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:24.229440] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:24.233465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:24.237517] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:24.237625] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:27.242140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:27.245727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:27.249211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:27.252780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:27.252865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:30.257318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:30.261043] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:30.264476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:30.268245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:30.268322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:33.274389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:33.279307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:33.283217] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:33.286858] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:33.286943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:36.291511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:36.294941] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:36.298407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:36.302767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:36.302863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:39.307579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:39.312078] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:39.316030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:39.319761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:39.319834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:42.325456] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:42.329808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:42.333804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:42.337815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:42.337917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:45.343055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:45.347050] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:45.350967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:45.355062] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:45.355175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:48.360615] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:48.365109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:48.369974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:48.374253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:48.374345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:51.379320] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:51.383913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:51.387610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:51.391230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:51.391311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:54.396044] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:54.399746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:54.403461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:54.407189] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:54.407279] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:25:57.411721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:25:57.415197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:25:57.418685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:25:57.422074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:25:57.422171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:00.427020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:00.431121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:00.434951] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:00.438592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:00.438751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:03.443299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:03.446934] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:03.450460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:03.454187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:03.454285] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:06.461077] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:06.466873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:06.472913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:06.478459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:06.478606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:09.482958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:09.486424] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:09.489900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:09.493247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:09.493326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:12.497994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:12.501906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:12.505385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:12.509060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:12.509133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:15.513483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:15.517190] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:15.521160] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:15.524675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:15.524754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:18.529760] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:18.533398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:18.536985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:18.540668] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:18.540761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:21.545239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:21.549073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:21.553627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:21.558776] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:21.558888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:24.564763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:24.568625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:24.572230] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:24.575584] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:24.575681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:27.580309] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:27.583974] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:27.587797] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:27.591767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:27.591868] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:30.598424] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:30.603297] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:30.608762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:30.613236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:30.613316] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:33.618189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:33.621715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:33.625290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:33.629421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:33.629531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:36.634035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:36.637987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:36.641454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:36.645000] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:36.645083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:39.650306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:39.653804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:39.657336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:39.660774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:39.660871] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:42.666333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:42.671420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:42.676080] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:42.680656] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:42.680751] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:45.685678] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:45.689460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:45.692749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:45.696185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:45.696261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:48.701751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:48.705342] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:48.709065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:48.712564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:48.712659] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:51.717003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:51.720667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:51.724139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:51.727664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:51.727749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:54.732124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:54.735469] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:54.738833] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:54.742071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:54.742143] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:26:57.746922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:26:57.750786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:26:57.754451] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:26:57.757904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:26:57.757995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:00.763783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:00.768420] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:00.772590] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:00.776607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:00.776729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:03.781520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:03.786230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:03.790349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:03.794596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:03.794793] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:06.800272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:06.805149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:06.811019] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:06.817272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:06.817418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:09.823586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:09.827438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:09.831481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:09.835091] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:09.835175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:12.840346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:12.844456] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:12.848358] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:12.852749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:12.852888] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:15.857517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:15.860950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:15.864971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:15.869461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:15.869557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:18.874180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:18.878299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:18.882258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:18.886028] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:18.886119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:21.890689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:21.894450] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:21.898307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:21.901899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:21.901993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:24.906461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:24.910319] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:24.914036] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:24.917788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:24.917917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:27.922413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:27.925871] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:27.929258] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:27.932544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:27.932621] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:30.937002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:30.940570] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:30.943958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:30.947319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:30.947403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:33.951958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:33.955908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:33.959563] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:33.962914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:33.962993] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:36.968408] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:36.972393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:36.975889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:36.979355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:36.979428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:39.984218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:39.988369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:39.991984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:39.995590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:39.995705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:43.001267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:43.005272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:43.008957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:43.013748] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:43.013870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:46.018405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:46.022173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:46.025895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:46.029582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:46.029704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:49.034179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:49.037868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:49.041344] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:49.044729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:49.044825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:52.049140] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:52.052616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:52.056003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:52.059453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:52.059534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:55.064128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:55.068060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:55.071786] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:55.075800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:55.075911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:27:58.080882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:27:58.084807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:27:58.089181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:27:58.093995] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:27:58.094098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:01.099094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:01.104134] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:01.108717] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:01.112440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:01.112509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:04.117672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:04.122666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:04.127456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:04.131710] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:04.131822] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:07.136159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:07.139728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:07.143046] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:07.146397] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:07.146476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:10.152016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:10.156307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:10.161213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:10.164816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:10.164897] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:13.169602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:13.173155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:13.176523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:13.179859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:13.179931] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:16.185081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:16.189771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:16.193827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:16.198054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:16.198149] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:19.202802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:19.206259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:19.209674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:19.212984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:19.213061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:22.217386] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:22.220773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:22.224415] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:22.228372] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:22.228451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:25.233258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:25.238140] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:25.243113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:25.247924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:25.248020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:28.252765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:28.256321] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:28.259769] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:28.263452] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:28.263530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:31.268312] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:31.272093] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:31.275555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:31.278873] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:31.278948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:34.283562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:34.287166] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:34.290790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:34.294218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:34.294295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:37.299174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:37.302727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:37.306111] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:37.309613] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:37.309711] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:40.314218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:40.317722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:40.321027] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:40.324626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:40.324713] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:43.329319] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:43.333193] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:43.337303] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:43.341410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:43.341520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:46.345879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:46.349358] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:46.352707] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:46.356009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:46.356087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:49.360611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:49.364594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:49.368236] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:49.371928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:49.372012] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:52.376399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:52.379894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:52.383361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:52.386632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:52.386723] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:55.391116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:55.394623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:55.397944] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:55.401418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:55.401512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:28:58.405978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:28:58.409566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:28:58.413249] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:28:58.416675] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:28:58.416774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:01.421393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:01.425014] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:01.428526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:01.432884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:01.433021] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:04.437778] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:04.441301] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:04.444765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:04.448230] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:04.448304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:07.452518] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:07.455926] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:07.459369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:07.462754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:07.462832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:10.467313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:10.470837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:10.474135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:10.477425] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:10.477535] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:13.482327] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:13.486332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:13.490112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:13.493598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:13.493725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:16.498552] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:16.502198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:16.505994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:16.509634] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:16.509748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:19.514393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:19.517865] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:19.521227] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:19.524464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:19.524536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:22.529332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:22.534017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:22.538432] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:22.543246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:22.543345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:25.549084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:25.553001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:25.556714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:25.560380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:25.560471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:28.566083] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:28.571545] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:28.576251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:28.581182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:28.581357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:31.586317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:31.590462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:31.594949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:31.600078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:31.600170] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:34.606294] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:34.611695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:34.615866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:34.619847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:34.619950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:37.625342] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:37.629391] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:37.633287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:37.637069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:37.637171] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:40.643334] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:40.648152] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:40.653155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:40.657732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:40.657842] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:43.662428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:43.666374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:43.671130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:43.675116] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:43.675208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:46.679732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:46.684778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:46.689240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:46.693252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:46.693336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:49.697845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:49.701317] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:49.704579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:49.707997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:49.708076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:52.712613] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:52.716594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:52.720460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:52.724039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:52.724139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:55.728834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:55.732453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:55.736730] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:55.741206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:55.741303] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:29:58.746041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:29:58.750067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:29:58.754003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:29:58.757840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:29:58.757920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:01.762517] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:01.766109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:01.770341] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:01.774847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:01.774948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:04.779848] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:04.783493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:04.787169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:04.790891] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:04.790977] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:07.795578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:07.799515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:07.803074] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:07.806841] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:07.806936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:10.813599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:10.818864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:10.823121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:10.827060] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:10.827179] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:13.831637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:13.835272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:13.838962] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:13.842548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:13.842653] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:16.847448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:16.851401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:16.856248] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:16.860285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:16.860388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:19.865354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:19.869052] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:19.872337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:19.875667] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:19.875745] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:22.880506] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:22.883870] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:22.887083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:22.890377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:22.890455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:25.896220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:25.900085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:25.903594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:25.907210] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:25.907297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:28.912003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:28.915548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:28.918987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:28.922460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:28.922557] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:31.927569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:31.931369] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:31.936398] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:31.940736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:31.940847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:34.945391] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:34.949026] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:34.952539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:34.956042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:34.956142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:37.962892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:37.967803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:37.972997] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:37.979890] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:37.980046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:40.985901] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:40.990124] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:40.994190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:40.998037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:40.998138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:44.004191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:44.008032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:44.013153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:44.017961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:44.018084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:47.022921] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:47.026533] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:47.030204] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:47.033985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:47.034074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:50.038601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:50.042272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:50.046012] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:50.049489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:50.049561] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:53.054072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:53.057746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:53.061235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:53.064826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:53.064905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:56.069553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:56.073371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:56.078002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:56.082784] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:56.082885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:30:59.087867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:30:59.091434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:30:59.094846] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:30:59.098115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:30:59.098189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:02.103116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:02.107239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:02.111247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:02.115629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:02.115744] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:05.120412] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:05.124265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:05.128125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:05.131843] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:05.131922] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:08.136623] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:08.140233] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:08.143690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:08.147151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:08.147233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:11.152058] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:11.156384] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:11.160659] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:11.164966] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:11.165076] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:14.170485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:14.175398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:14.180041] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:14.183871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:14.183944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:17.188464] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:17.191970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:17.195375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:17.198877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:17.198956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:20.203271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:20.206916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:20.210342] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:20.213685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:20.213785] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:23.219918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:23.224024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:23.227619] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:23.231754] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:23.231903] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:26.236608] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:26.240666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:26.244206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:26.247705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:26.247810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:29.253277] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:29.257764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:29.261456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:29.265076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:29.265165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:32.269694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:32.273380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:32.277306] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:32.281041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:32.281139] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:35.285988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:35.290224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:35.294247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:35.297932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:35.298009] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:38.302677] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:38.306428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:38.310532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:38.314503] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:38.314593] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:41.319308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:41.323245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:41.327264] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:41.331106] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:41.331202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:44.335867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:44.339390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:44.342780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:44.346197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:44.346272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:47.350864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:47.355063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:47.358781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:47.362392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:47.362499] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:50.367121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:50.370769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:50.374396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:50.377886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:50.377970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:53.382963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:53.386683] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:53.390151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:53.393692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:53.393772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:56.398521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:56.402422] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:56.406135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:56.410033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:56.410129] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:31:59.414626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:31:59.418428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:31:59.422855] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:31:59.426359] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:31:59.426437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:02.431029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:02.434577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:02.438302] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:02.441915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:02.442007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:05.446483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:05.450525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:05.454487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:05.458363] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:05.458446] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:08.462978] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:08.466951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:08.472319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:08.477763] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:08.477940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:11.482240] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:11.485773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:11.489194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:11.492482] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:11.492558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:14.497101] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:14.500810] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:14.504191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:14.508383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:14.508511] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:17.513935] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:17.518723] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:17.522698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:17.526577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:17.526689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:20.532303] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:20.536964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:20.540871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:20.544473] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:20.544570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:23.550234] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:23.555094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:23.559851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:23.564795] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:23.564914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:26.570915] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:26.575707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:26.581336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:26.587272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:26.587532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:29.592413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:29.595817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:29.599194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:29.602439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:29.602522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:32.607216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:32.610923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:32.614796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:32.618300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:32.618377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:35.623956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:35.628371] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:35.632322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:35.636772] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:35.636883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:38.641533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:38.645346] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:38.649211] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:38.652847] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:38.652948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:41.656913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:41.660741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:41.664181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:41.667863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:41.667959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:44.672180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:44.676311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:44.680170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:44.683612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:44.683719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:47.687919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:47.691575] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:47.695290] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:47.699575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:47.699718] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:50.703573] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:50.706991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:50.710343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:50.713658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:50.713734] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:53.718014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:53.722290] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:53.726083] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:53.730368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:53.730508] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:56.735193] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:56.739930] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:56.743558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:56.746939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:56.747083] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:32:59.752942] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:32:59.757743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:32:59.762853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:32:59.767258] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:32:59.767547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:02.772702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:02.777245] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:02.781535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:02.785238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:02.785352] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:05.790882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:05.796151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:05.801474] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:05.806934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:05.807208] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:08.811806] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:08.815768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:08.819428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:08.822797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:08.822877] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:11.827284] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:11.830793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:11.834289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:11.838278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:11.838386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:14.843126] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:14.847426] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:14.851145] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:14.854564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:14.854656] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:17.859176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:17.863884] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:17.868893] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:17.874174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:17.874297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:20.878832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:20.882252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:20.885674] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:20.889115] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:20.889194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:23.894318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:23.898748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:23.902928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:23.907027] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:23.907159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:26.911958] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:26.916071] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:26.919865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:26.923532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:26.923616] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:29.929261] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:29.933444] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:29.937261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:29.941275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:29.941387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:32.947406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:32.952467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:32.957413] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:32.961477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:32.961564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:35.966775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:35.971023] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:35.974536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:35.978042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:35.978116] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:38.983661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:38.987844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:38.991541] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:38.995214] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:38.995309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:42.000125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:42.003605] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:42.007112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:42.010495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:42.010570] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:45.017592] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:45.022347] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:45.026153] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:45.029478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:45.029552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:48.035009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:48.039142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:48.044172] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:48.049076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:48.049199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:51.055821] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:51.061607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:51.067094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:51.071423] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:51.071566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:54.076229] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:54.079952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:54.083597] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:54.088015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:54.088119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:33:57.093510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:33:57.097579] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:33:57.101116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:33:57.104737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:33:57.104848] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:00.109895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:00.113379] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:00.117667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:00.121361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:00.121469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:03.126268] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:03.129852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:03.133223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:03.136852] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:03.136963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:06.141460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:06.144995] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:06.148918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:06.153187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:06.153297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:09.158179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:09.161857] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:09.166478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:09.171287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:09.171393] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:12.175813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:12.179525] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:12.183068] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:12.187327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:12.187425] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:15.192081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:15.195852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:15.199386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:15.202955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:15.203045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:18.210089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:18.214438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:18.218269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:18.222798] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:18.222948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:21.228107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:21.232725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:21.238107] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:21.242900] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:21.243029] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:24.249792] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:24.254438] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:24.258621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:24.262453] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:24.262572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:27.267845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:27.272029] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:27.275630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:27.279341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:27.279428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:30.284807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:30.289004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:30.293554] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:30.297317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:30.297431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:33.304146] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:33.308412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:33.311896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:33.315288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:33.315366] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:36.321165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:36.326125] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:36.332372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:36.336582] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:36.336700] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:39.341478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:39.345145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:39.349045] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:39.352618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:39.352725] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:42.357134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:42.360588] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:42.364623] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:42.369370] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:42.369512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:45.375177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:45.380401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:45.385331] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:45.390351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:45.390476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:48.396469] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:48.400561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:48.404471] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:48.408148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:48.408224] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:51.413933] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:51.418258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:51.422349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:51.427155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:51.427264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:54.431794] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:54.435960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:54.439814] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:54.443313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:54.443388] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:34:57.447939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:34:57.451491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:34:57.454821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:34:57.458120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:34:57.458195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:00.462721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:00.466472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:00.470396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:00.474704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:00.474814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:03.479783] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:03.484669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:03.489043] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:03.493630] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:03.493739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:06.501286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:06.505478] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:06.509611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:06.513505] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:06.513603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:09.518847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:09.523851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:09.528906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:09.532805] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:09.532917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:12.538943] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:12.542807] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:12.546677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:12.550274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:12.550362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:15.588007] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:15.591829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:15.595224] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:15.598722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:15.598814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:18.604200] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:18.608562] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:18.613263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:18.617524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:18.617682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:21.622825] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:21.626370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:21.629849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:21.633433] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:21.633510] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:24.638369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:24.642080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:24.645796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:24.649207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:24.649281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:27.654236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:27.658243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:27.662183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:27.666037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:27.666135] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:30.671490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:30.675501] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:30.679519] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:30.683207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:30.683284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:33.688081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:33.692144] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:33.695981] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:33.699682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:33.699791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:36.704438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:36.708247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:36.711892] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:36.715383] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:36.715470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:39.720397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:39.724151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:39.728375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:39.732305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:39.732405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:42.737016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:42.740971] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:42.744630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:42.748159] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:42.748257] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:45.752787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:45.756787] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:45.760902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:45.765179] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:45.765296] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:48.771465] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:48.775862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:48.779923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:48.783381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:48.783457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:51.787964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:51.792001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:51.795628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:51.799074] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:51.799148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:54.804279] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:54.809088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:54.813927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:54.818268] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:54.818361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:35:57.822973] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:35:57.826785] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:35:57.830701] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:35:57.834315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:35:57.834399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:00.843660] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:00.848719] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:00.853509] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:00.858174] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:00.858265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:03.865045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:03.870946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:03.876228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:03.882015] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:03.882160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:06.887662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:06.891454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:06.894733] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:06.898356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:06.898430] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:09.903102] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:09.906726] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:09.910335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:09.914156] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:09.914239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:12.922053] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:12.928275] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:12.933978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:12.939347] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:12.939490] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:15.944520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:15.948554] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:15.952894] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:15.956728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:15.956835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:18.961544] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:18.965631] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:18.969898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:18.973830] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:18.973944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:21.978417] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:21.982089] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:21.985310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:21.988539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:21.988612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:24.993411] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:24.996944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:25.000434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:25.003959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:25.004038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:28.009179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:28.012978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:28.016578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:28.020324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:28.020421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:31.024977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:31.028897] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:31.032139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:31.035561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:31.035630] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:34.041994] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:34.047549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:34.052613] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:34.057709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:34.057809] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:37.062473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:37.066428] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:37.070369] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:37.074247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:37.074345] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:40.079577] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:40.083326] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:40.087279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:40.090838] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:40.090917] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:43.096664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:43.101079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:43.104552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:43.109054] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:43.109199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:46.113702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:46.117392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:46.121130] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:46.124737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:46.124840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:49.129558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:49.132969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:49.136254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:49.139525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:49.139599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:52.144369] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:52.149027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:52.153510] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:52.157463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:52.157587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:55.162306] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:55.165799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:55.169815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:55.174325] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:55.174399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:36:58.179082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:36:58.182933] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:36:58.187219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:36:58.191756] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:36:58.191854] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:01.198717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:01.204851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:01.211275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:01.217449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:01.217802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:04.224702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:04.230174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:04.235251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:04.240687] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:04.240817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:07.245275] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:07.249085] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:07.252460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:07.256223] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:07.256318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:10.261889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:10.266549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:10.271155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:10.275236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:10.275365] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:13.282028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:13.286285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:13.290481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:13.294354] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:13.294472] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:16.299882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:16.304198] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:16.308261] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:16.311936] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:16.312037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:19.316941] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:19.351088] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:19.385405] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:19.420253] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:19.420407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:22.425121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:22.428698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:22.432546] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:22.435828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:22.435902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:25.440937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:25.444669] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:25.447994] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:25.451362] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:25.451436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:28.456763] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:28.460278] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:28.464345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:28.468657] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:28.468768] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:31.474668] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:31.478950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:31.482427] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:31.486188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:31.486307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:34.493324] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:34.497932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:34.501628] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:34.505233] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:34.505307] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:37.512435] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:37.516421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:37.520441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:37.524089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:37.524198] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:40.528875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:40.532845] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:40.536448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:40.540070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:40.540187] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:43.545512] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:43.549194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:43.553312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:43.557726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:43.557843] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:46.562701] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:46.566056] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:46.569355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:46.572561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:46.572634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:49.578533] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:49.583359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:49.588100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:49.592732] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:49.592832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:52.597894] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:52.601549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:52.604830] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:52.608063] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:52.608136] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:55.612925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:55.617253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:55.622667] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:55.627622] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:55.627772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:37:58.632716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:37:58.636901] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:37:58.640818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:37:58.644868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:37:58.644956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:01.650709] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:01.654623] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:01.658526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:01.662813] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:01.662968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:04.670875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:04.676492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:04.681161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:04.686148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:04.686305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:07.691304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:07.694682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:07.697967] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:07.701267] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:07.701344] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:10.707956] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:10.712141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:10.715955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:10.719859] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:10.719932] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:13.724703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:13.728628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:13.732743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:13.736499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:13.736599] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:16.742685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:16.746560] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:16.750301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:16.754008] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:16.754094] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:19.760331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:19.764472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:19.770267] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:19.775914] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:19.776068] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:22.782368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:22.787988] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:22.792203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:22.795880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:22.795959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:25.801965] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:25.806258] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:25.810136] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:25.814277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:25.814380] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:28.819254] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:28.823493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:28.827560] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:28.831544] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:28.831726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:31.836697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:31.840633] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:31.844139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:31.847596] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:31.847703] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:34.852078] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:34.855449] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:34.858748] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:34.861990] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:34.862064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:37.867159] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:37.871662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:37.875851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:37.879606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:37.879743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:40.884514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:40.888688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:40.892340] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:40.895728] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:40.895814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:43.901384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:43.905574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:43.910561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:43.915743] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:43.915836] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:46.921896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:46.926025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:46.929737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:46.933417] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:46.933505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:49.938531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:49.942110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:49.945483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:49.948884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:49.948958] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:52.954553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:52.958340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:52.962327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:52.966025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:52.966127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:55.971740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:55.975298] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:55.978585] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:55.981849] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:55.981920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:38:58.987427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:38:58.991517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:38:58.995675] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:38:58.999965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:38:59.000092] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:02.007602] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:02.013446] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:02.019515] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:02.024490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:02.024609] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:05.030570] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:05.035999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:05.040140] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:05.043678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:05.043905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:08.048419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:08.051868] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:08.055082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:08.058458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:08.058534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:11.063066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:11.066442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:11.069809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:11.073952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:11.074045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:14.082228] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:14.086447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:14.090428] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:14.094539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:14.094668] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:17.100990] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:17.105527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:17.109123] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:17.112692] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:17.112791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:20.117808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:20.121627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:20.125208] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:20.128833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:20.128924] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:23.133852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:23.137458] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:23.140906] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:23.144703] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:23.144915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:26.149759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:26.154067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:26.159567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:26.163765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:26.163893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:29.170296] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:29.175866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:29.181581] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:29.187014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:29.187144] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:32.191907] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:32.195743] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:32.199403] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:32.202659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:32.202730] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:35.208887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:35.212885] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:35.217222] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:35.221353] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:35.221462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:38.226174] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:38.230304] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:38.234311] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:38.237952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:38.238056] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:41.244321] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:41.248919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:41.252562] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:41.256550] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:41.256676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:44.262030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:44.266128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:44.270576] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:44.275862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:44.276008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:47.281440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:47.285410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:47.289710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:47.293385] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:47.293468] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:50.298971] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:50.302745] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:50.306150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:50.309491] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:50.309563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:53.314939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:53.319395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:53.324114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:53.327606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:53.327706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:56.333832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:56.338896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:56.342545] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:56.345876] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:56.345951] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:39:59.350732] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:39:59.354409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:39:59.357947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:39:59.361398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:39:59.361484] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:02.366818] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:02.371220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:02.376199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:02.381946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:02.382117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:05.386930] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:05.390771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:05.394304] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:05.397961] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:05.398054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:08.404288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:08.409064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:08.413317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:08.417070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:08.417162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:11.421875] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:11.425419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:11.428879] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:11.432275] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:11.432356] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:14.437230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:14.440916] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:14.444185] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:14.447674] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:14.447770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:17.453585] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:17.457559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:17.461066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:17.464767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:17.464845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:20.470603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:20.474121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:20.477926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:20.481999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:20.482087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:23.488964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:23.493768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:23.498441] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:23.503145] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:23.503236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:26.508269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:26.512074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:26.515714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:26.519836] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:26.519954] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:29.525352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:29.529436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:29.533397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:29.537100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:29.537173] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:32.542045] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:32.545705] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:32.549534] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:32.553371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:32.553456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:35.559170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:35.563228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:35.567752] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:35.572497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:35.572698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:38.580887] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:38.586951] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:38.593761] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:38.599313] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:38.599442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:41.604361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:41.608259] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:41.611978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:41.615659] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:41.615763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:44.620963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:44.625097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:44.630385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:44.634695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:44.634814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:47.639467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:47.643221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:47.646916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:47.650629] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:47.650750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:50.655272] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:50.659367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:50.663002] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:50.666536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:50.666676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:53.671454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:53.675135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:53.678738] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:53.682248] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:53.682351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:56.688384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:56.693518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:56.698283] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:56.703343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:56.703452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:40:59.708403] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:40:59.712596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:40:59.716328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:40:59.720256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:40:59.720347] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:02.725305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:02.729731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:02.734010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:02.738212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:02.738336] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:05.742772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:05.746283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:05.749928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:05.753571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:05.753683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:08.758637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:08.762192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:08.765867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:08.769342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:08.769421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:11.773803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:11.777315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:11.780886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:11.784257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:11.784333] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:14.789514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:14.793455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:14.796854] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:14.800225] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:14.800297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:17.804916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:17.808421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:17.811910] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:17.815270] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:17.815353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:20.820354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:20.824383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:20.828393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:20.832349] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:20.832444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:23.838787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:23.843593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:23.847739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:23.851449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:23.851524] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:26.857121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:26.861451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:26.865758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:26.869523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:26.869605] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:29.876246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:29.881610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:29.886622] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:29.890147] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:29.890226] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:32.895937] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:32.900410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:32.904899] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:32.909472] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:32.909628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:35.915042] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:35.918774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:35.922121] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:35.925317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:35.925389] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:38.929964] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:38.933673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:38.937407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:38.941279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:38.941414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:41.947293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:41.956126] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:41.961061] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:41.965880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:41.965994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:44.970830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:44.974881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:44.978505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:44.982078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:44.982196] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:47.987339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:47.990764] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:47.993996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:47.997215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:47.997288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:51.001888] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:51.005792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:51.009435] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:51.013148] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:51.013233] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:54.018039] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:54.021816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:54.026189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:54.029941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:54.030051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:41:57.034988] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:41:57.038851] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:41:57.042431] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:41:57.045937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:41:57.046016] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:00.050779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:00.054513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:00.058339] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:00.062070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:00.062178] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:03.067148] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:03.071495] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:03.075201] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:03.079427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:03.079545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:06.084622] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:06.088531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:06.091905] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:06.095163] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:06.095236] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:09.099874] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:09.104005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:09.108584] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:09.112832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:09.112927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:12.117593] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:12.121681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:12.125763] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:12.129881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:12.129988] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:15.135046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:15.139919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:15.145085] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:15.149552] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:15.149628] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:18.155440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:18.159502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:18.163141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:18.166598] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:18.166710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:21.172594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:21.177932] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:21.182479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:21.186939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:21.187040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:24.191798] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:24.195520] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:24.199316] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:24.202999] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:24.203084] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:27.208670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:27.212145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:27.215567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:27.218971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:27.219047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:30.223632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:30.227408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:30.231856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:30.235468] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:30.235566] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:33.240089] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:33.243614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:33.247013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:33.250490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:33.250573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:36.255325] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:36.259527] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:36.263192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:36.266712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:36.266792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:39.273176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:39.278224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:39.283205] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:39.288220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:39.288348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:42.294029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:42.297874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:42.301453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:42.304980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:42.305064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:45.314137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:45.319226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:45.323460] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:45.328271] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:45.328384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:48.333693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:48.338151] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:48.342780] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:48.347080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:48.347165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:51.353071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:51.357328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:51.361084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:51.365034] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:51.365141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:54.370500] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:54.374861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:54.378559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:54.382377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:54.382456] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:42:57.387072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:42:57.391771] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:42:57.396945] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:42:57.401367] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:42:57.401460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:00.406336] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:00.410677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:00.414100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:00.417586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:00.417702] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:03.422142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:03.425677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:03.428977] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:03.432252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:03.432327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:06.437345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:06.441531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:06.445737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:06.450477] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:06.450624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:09.455582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:09.459327] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:09.463063] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:09.466632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:09.466761] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:12.471449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:12.475073] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:12.478710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:12.482187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:12.482270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:15.487065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:15.490666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:15.494110] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:15.497464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:15.497559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:18.502617] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:18.506830] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:18.510844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:18.514451] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:18.514547] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:21.522330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:21.526048] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:21.529305] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:21.532549] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:21.532622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:24.537813] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:24.541636] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:24.545152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:24.548611] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:24.548736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:27.553135] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:27.556468] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:27.559751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:27.562949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:27.563024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:30.569142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:30.574118] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:30.579038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:30.583448] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:30.583589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:33.588872] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:33.592635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:33.596353] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:33.600094] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:33.600181] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:36.604974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:36.609002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:36.613192] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:36.616755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:36.616835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:39.621624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:39.625496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:39.629024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:39.632726] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:39.632819] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:42.638470] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:42.642372] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:42.645933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:42.649415] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:42.649492] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:45.655359] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:45.660280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:45.664162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:45.667580] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:45.667677] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:48.672728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:48.677238] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:48.681329] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:48.685121] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:48.685204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:51.690968] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:51.694854] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:51.698477] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:51.702536] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:51.702636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:54.709323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:54.713816] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:54.718587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:54.722560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:54.722678] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:43:57.727558] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:43:57.730929] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:43:57.734112] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:43:57.737290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:43:57.737362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:00.745621] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:00.751779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:00.755896] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:00.759694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:00.759806] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:03.764402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:03.768049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:03.771497] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:03.774912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:03.774994] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:06.779909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:06.783662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:06.786985] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:06.790308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:06.790383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:09.795259] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:09.799226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:09.802889] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:09.806600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:09.806708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:12.811690] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:12.815257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:12.818900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:12.822300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:12.822386] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:15.827141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:15.830792] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:15.834293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:15.838971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:15.839073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:18.843632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:18.848596] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:18.853328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:18.858100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:18.858222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:21.862823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:21.866769] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:21.870625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:21.874566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:21.874693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:24.880896] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:24.885924] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:24.890735] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:24.895518] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:24.895622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:27.900318] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:27.904635] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:27.908935] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:27.913884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:27.914001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:30.919232] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:30.923112] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:30.926798] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:30.930435] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:30.930513] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:33.936414] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:33.941311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:33.944996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:33.948373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:33.948452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:36.952975] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:36.956577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:36.960244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:36.963790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:36.963867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:39.968686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:39.972415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:39.975728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:39.979242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:39.979341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:42.984611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:42.988432] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:42.992294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:42.996301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:42.996404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:46.001076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:46.005966] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:46.010053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:46.013940] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:46.014025] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:49.019291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:49.022709] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:49.026595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:49.029980] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:49.030052] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:52.035731] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:52.039799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:52.043614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:52.047390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:52.047471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:55.053703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:55.057805] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:55.062514] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:55.067447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:55.067601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:44:58.072035] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:44:58.075498] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:44:58.078890] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:44:58.082346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:44:58.082443] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:01.086882] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:01.090544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:01.094538] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:01.098134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:01.098219] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:04.102842] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:04.106483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:04.110129] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:04.113516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:04.113614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:07.119264] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:07.124962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:07.129071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:07.133181] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:07.133396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:10.138449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:10.142542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:10.146392] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:10.150254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:10.150387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:13.156013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:13.160602] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:13.166456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:13.171250] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:13.171341] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:16.207772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:16.213502] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:16.218703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:16.225408] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:16.225563] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:19.230739] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:19.234904] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:19.238753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:19.242281] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:19.242392] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:22.248330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:22.253523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:22.258095] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:22.262496] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:22.262604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:25.268419] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:25.272931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:25.276913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:25.280571] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:25.280689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:28.285167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:28.288976] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:28.292567] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:28.296256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:28.296351] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:31.301280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:31.305509] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:31.309710] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:31.313750] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:31.313870] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:34.318377] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:34.322024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:34.325470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:34.328943] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:34.329027] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:37.333711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:37.337262] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:37.340897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:37.344327] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:37.344414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:40.349720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:40.353472] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:40.357033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:40.360592] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:40.360687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:43.365900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:43.370143] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:43.374384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:43.378290] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:43.378361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:46.384051] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:46.388044] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:46.391976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:46.395862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:46.395935] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:49.400962] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:49.405289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:49.409653] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:49.413585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:49.413720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:52.419611] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:52.423666] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:52.427310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:52.430845] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:52.430944] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:55.435984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:55.439566] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:55.442867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:55.446292] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:55.446367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:45:58.451737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:45:58.456328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:45:58.460824] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:45:58.465865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:45:58.466035] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:01.472093] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:01.478915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:01.484976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:01.490100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:01.490220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:04.494634] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:04.498466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:04.501948] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:04.505671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:04.505757] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:07.510445] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:07.514155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:07.517580] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:07.520867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:07.520940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:10.526400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:10.530744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:10.535916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:10.539696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:10.539776] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:13.544665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:13.548964] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:13.553173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:13.557083] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:13.557202] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:16.562550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:16.566888] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:16.570706] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:16.574460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:16.574553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:19.580890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:19.585737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:19.589928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:19.595410] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:19.595558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:22.600172] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:22.604199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:22.607856] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:22.611621] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:22.611763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:25.616967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:25.620434] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:25.623753] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:25.627303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:25.627384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:28.632108] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:28.635691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:28.639223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:28.642709] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:28.642802] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:31.647961] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:31.651993] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:31.655928] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:31.659899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:31.660064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:34.665667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:34.670132] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:34.674627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:34.679217] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:34.679363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:37.684280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:37.687863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:37.691680] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:37.696321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:37.696410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:40.701258] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:40.704821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:40.709173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:40.713140] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:40.713277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:43.717919] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:43.721777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:43.725127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:43.728463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:43.728537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:46.733393] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:46.737049] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:46.744004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:46.747806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:46.747890] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:49.752305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:49.755824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:49.759335] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:49.762706] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:49.762807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:52.767852] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:52.771567] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:52.775034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:52.778441] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:52.778536] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:55.783175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:55.786866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:55.790559] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:55.794678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:55.794795] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:46:58.799052] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:46:58.802364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:46:58.805807] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:46:58.809237] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:46:58.809312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:01.814992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:01.820282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:01.823586] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:01.826844] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:01.826915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:04.832195] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:04.837254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:04.841858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:04.846303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:04.846435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:07.853354] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:07.859355] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:07.864954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:07.870712] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:07.870861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:10.875913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:10.879899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:10.885225] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:10.890722] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:10.890865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:13.895857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:13.899283] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:13.902594] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:13.905968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:13.906235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:16.911002] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:16.914734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:16.918383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:16.922013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:16.922104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:19.927337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:19.931393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:19.935247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:19.939595] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:19.939719] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:22.944628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:22.948610] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:22.952282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:22.956564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:22.956688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:25.961816] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:25.966309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:25.970318] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:25.973759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:25.973834] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:28.979433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:28.984074] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:28.988805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:28.993976] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:28.994146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:31.999025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:32.002601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:32.006247] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:32.009698] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:32.009770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:35.014389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:35.019759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:35.024596] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:35.028997] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:35.029121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:38.034221] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:38.038035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:38.041483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:38.045029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:38.045103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:41.050526] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:41.055852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:41.060295] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:41.064311] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:41.064440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:44.070495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:44.074664] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:44.079604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:44.083416] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:44.083494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:47.088156] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:47.091956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:47.095526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:47.099548] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:47.099636] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:50.104626] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:50.109047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:50.112837] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:50.116169] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:50.116242] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:53.121360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:53.125376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:53.128887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:53.132677] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:53.132773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:56.141563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:56.146401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:56.150064] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:56.153981] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:56.154125] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:47:59.164322] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:47:59.169210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:47:59.172781] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:47:59.177572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:47:59.177758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:02.182917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:02.186680] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:02.190262] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:02.194278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:02.194368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:05.199067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:05.203008] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:05.206499] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:05.209927] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:05.210007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:08.216185] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:08.220445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:08.224212] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:08.227800] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:08.227900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:11.232374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:11.236299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:11.240143] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:11.243886] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:11.243998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:14.249750] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:14.253584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:14.257170] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:14.260778] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:14.260883] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:17.265528] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:17.269462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:17.272946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:17.277324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:17.277427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:20.281939] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:20.285413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:20.289082] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:20.293401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:20.293551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:23.298269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:23.301961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:23.305764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:23.309117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:23.309197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:26.314066] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:26.317825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:26.321363] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:26.324682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:26.324771] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:29.330237] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:29.334268] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:29.337860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:29.341191] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:29.341264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:32.346927] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:32.351671] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:32.355265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:32.358824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:32.358904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:35.363697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:35.368027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:35.371547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:35.374993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:35.375071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:38.380904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:38.385823] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:38.390936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:38.394806] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:38.394899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:41.400187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:41.404228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:41.407799] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:41.411915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:41.411989] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:44.417799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:44.421490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:44.424916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:44.428880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:44.428980] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:47.433566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:47.437230] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:47.441020] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:47.444747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:47.444840] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:50.449775] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:50.453586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:50.457540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:50.461117] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:50.461194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:53.467410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:53.472741] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:53.477929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:53.483004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:53.483112] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:56.489290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:56.493280] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:56.496942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:56.500495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:56.500571] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:48:59.506382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:48:59.510925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:48:59.515094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:48:59.519120] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:48:59.519266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:02.525116] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:02.530515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:02.536150] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:02.541516] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:02.541705] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:05.547197] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:05.551037] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:05.554720] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:05.558125] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:05.558197] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:08.563142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:08.567750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:08.573294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:08.577320] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:08.577414] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:11.582073] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:11.586577] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:11.590420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:11.593944] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:11.594026] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:14.598865] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:14.603516] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:14.607987] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:14.611939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:14.612037] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:17.617010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:17.620829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:17.624424] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:17.627828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:17.627926] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:20.633566] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:20.637273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:20.640811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:20.644366] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:20.644442] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:23.649597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:23.653555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:23.656965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:23.660404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:23.660485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:26.665559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:26.669835] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:26.673259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:26.676741] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:26.676817] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:29.681704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:29.685180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:29.688498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:29.691831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:29.691907] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:32.698581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:32.704115] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:32.709016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:32.714252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:32.714427] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:35.721190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:35.726662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:35.732128] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:35.736788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:35.736893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:38.741879] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:38.745895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:38.750209] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:38.754407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:38.754530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:41.759160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:41.762607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:41.765923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:41.769587] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:41.769681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:44.774451] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:44.777968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:44.781929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:44.785352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:44.785433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:47.791012] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:47.794794] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:47.801766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:47.805486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:47.805580] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:50.812189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:50.817366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:50.825337] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:50.830165] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:50.830271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:53.835923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:53.840689] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:53.844818] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:53.848365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:53.848475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:56.853771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:56.859028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:56.864072] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:56.869529] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:56.869694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:49:59.875283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:49:59.880154] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:49:59.884842] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:49:59.889560] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:49:59.889709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:02.894716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:02.901881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:02.906757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:02.911821] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:02.911918] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:05.916703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:05.920503] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:05.924199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:05.927955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:05.928061] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:08.932744] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:08.936849] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:08.940615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:08.944535] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:08.944660] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:11.949461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:11.954515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:11.959703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:11.964478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:11.964596] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:14.969387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:14.974105] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:14.977685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:14.981023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:14.981098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:17.987004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:17.991390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:17.994961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:17.998829] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:17.998967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:21.004082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:21.008826] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:21.012569] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:21.016339] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:21.016451] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:24.021349] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:24.025460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:24.028933] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:24.032196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:24.032272] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:27.036929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:27.040720] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:27.044275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:27.047988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:27.048080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:30.053190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:30.056581] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:30.060089] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:30.063884] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:30.064007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:33.068704] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:33.072500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:33.076182] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:33.079714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:33.079791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:36.084476] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:36.087925] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:36.091174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:36.094405] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:36.094477] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:39.099497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:39.103811] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:39.107983] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:39.111704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:39.111838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:42.117072] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:42.121222] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:42.124955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:42.129100] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:42.129222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:45.133726] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:45.137332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:45.141009] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:45.144683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:45.144774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:48.149471] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:48.152996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:48.156931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:48.160540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:48.160624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:51.167046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:51.172082] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:51.176796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:51.180949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:51.181055] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:54.186610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:54.191145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:54.196495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:54.201532] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:54.201682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:50:57.208542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:50:57.213403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:50:57.218073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:50:57.223184] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:50:57.223349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:00.229547] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:00.235141] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:00.240860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:00.246398] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:00.246762] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:03.251564] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:03.255202] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:03.258801] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:03.262229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:03.262302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:06.267173] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:06.271038] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:06.274472] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:06.278460] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:06.278562] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:09.283227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:09.287609] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:09.291582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:09.295770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:09.295884] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:12.302177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:12.307996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:12.313704] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:12.318906] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:12.319033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:15.323513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:15.327205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:15.330767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:15.334133] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:15.334214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:18.340796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:18.345137] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:18.349161] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:18.352856] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:18.352950] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:21.358379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:21.361842] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:21.365105] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:21.368394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:21.368466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:24.374492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:24.379798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:24.383760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:24.387122] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:24.387200] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:27.391922] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:27.395383] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:27.398660] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:27.401929] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:27.402001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:30.406785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:30.410406] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:30.413961] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:30.417700] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:30.417803] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:33.422298] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:33.427626] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:33.431965] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:33.435911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:33.436074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:36.441909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:36.446962] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:36.451874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:36.455902] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:36.455995] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:39.460672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:39.464102] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:39.467732] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:39.471816] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:39.471953] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:42.476892] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:42.480673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:42.484207] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:42.487878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:42.487987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:45.494454] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:45.499366] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:45.503865] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:45.507719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:45.507800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:48.513862] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:48.518837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:48.524073] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:48.529949] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:48.530133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:51.535030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:51.538448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:51.541834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:51.545576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:51.545666] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:54.550805] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:54.554791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:54.558423] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:54.562075] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:54.562163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:51:57.566985] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:51:57.571213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:51:57.575146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:51:57.579016] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:51:57.579118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:00.583954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:00.587481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:00.590973] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:00.594907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:00.595014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:03.600452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:03.604353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:03.608974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:03.613665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:03.613791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:06.619513] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:06.625142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:06.629250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:06.634128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:06.634286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:09.639379] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:09.643461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:09.648309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:09.652564] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:09.652681] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:12.657429] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:12.661443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:12.665315] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:12.669047] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:12.669159] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:15.673670] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:15.677272] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:15.681016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:15.684967] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:15.685067] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:18.689555] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:18.692981] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:18.697146] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:18.700971] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:18.701044] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:21.706220] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:21.710110] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:21.714270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:21.718759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:21.718882] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:24.723857] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:24.728415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:24.732265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:24.735824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:24.735915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:27.744482] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:27.750949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:27.755811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:27.760334] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:27.760436] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:30.765236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:30.768960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:30.772464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:30.775911] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:30.775991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:33.782771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:33.787039] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:33.791275] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:33.795180] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:33.795262] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:36.799771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:36.803121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:36.806348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:36.810092] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:36.810189] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:39.814912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:39.819128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:39.822900] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:39.827868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:39.827999] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:42.832499] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:42.836076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:42.840374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:42.844407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:42.844496] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:45.849069] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:45.852763] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:45.856199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:45.859755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:45.859866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:48.864707] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:48.868447] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:48.871805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:48.875285] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:48.875361] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:51.880357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:51.884113] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:51.887685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:51.891207] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:51.891304] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:54.896305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:54.899891] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:54.903991] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:54.908374] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:54.908503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:52:57.913141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:52:57.916968] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:52:57.920677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:52:57.924678] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:52:57.924760] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:00.929250] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:00.933010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:00.936483] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:00.940033] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:00.940119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:03.944601] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:03.948256] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:03.951986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:03.955705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:03.955797] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:06.962137] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:06.967392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:06.972086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:06.977463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:06.977622] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:09.982463] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:09.985869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:09.989119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:09.992305] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:09.992378] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:12.999472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:13.004696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:13.009476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:13.014041] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:13.014142] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:16.019103] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:16.023917] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:16.028737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:16.033474] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:16.033594] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:19.039531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:19.045429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:19.050698] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:19.055418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:19.055584] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:22.060371] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:22.065016] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:22.068570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:22.072187] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:22.072268] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:25.076728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:25.080490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:25.083886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:25.087274] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:25.087357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:28.092400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:28.096413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:28.100259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:28.104680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:28.104808] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:31.110147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:31.113808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:31.118429] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:31.122447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:31.122525] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:34.127858] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:34.131508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:34.135242] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:34.139043] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:34.139117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:37.145288] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:37.152354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:37.158867] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:37.164955] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:37.165077] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:40.170917] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:40.175780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:40.179681] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:40.184278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:40.184431] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:43.190222] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:43.194216] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:43.197711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:43.201261] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:43.201349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:46.207124] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:46.210960] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:46.214180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:46.218993] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:46.219165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:49.225951] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:49.230589] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:49.234279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:49.238418] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:49.238534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:52.243687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:52.247665] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:52.251235] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:52.254665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:52.254748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:55.260588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:55.264893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:55.268666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:55.273377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:55.273495] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:53:58.278952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:53:58.282881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:53:58.287726] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:53:58.291770] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:53:58.291905] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:01.296777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:01.300367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:01.303975] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:01.307586] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:01.307693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:04.313257] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:04.316692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:04.320039] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:04.323293] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:04.323367] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:07.328620] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:07.332138] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:07.335469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:07.338819] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:07.338894] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:10.343802] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:10.347791] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:10.351120] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:10.354666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:10.354748] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:13.359832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:13.363353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:13.366834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:13.370279] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:13.370357] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:16.375178] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:16.379599] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:16.384270] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:16.389228] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:16.389387] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:19.393830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:19.397710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:19.401470] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:19.405298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:19.405396] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:22.410772] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:22.415997] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:22.420232] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:22.424382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:22.424500] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:25.429438] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:25.433121] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:25.436926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:25.440483] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:25.440564] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:28.446337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:28.452170] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:28.457010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:28.462308] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:28.462454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:31.469280] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:31.474758] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:31.479943] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:31.484188] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:31.484277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:34.488847] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:34.492213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:34.495851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:34.499658] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:34.499739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:37.504605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:37.508305] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:37.511891] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:37.515725] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:37.515857] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:40.521070] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:40.525181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:40.529038] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:40.532539] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:40.532624] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:43.537595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:43.542867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:43.548544] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:43.552988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:43.553073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:46.558428] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:46.562493] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:46.565741] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:46.568979] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:46.569051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:49.574368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:49.578515] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:49.582516] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:49.586499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:49.586607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:52.592905] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:52.598322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:52.602565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:52.606303] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:52.606385] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:55.611440] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:55.615069] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:55.618407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:55.621694] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:55.621770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:54:58.626189] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:54:58.630034] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:54:58.633627] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:54:58.637335] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:54:58.637420] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:01.643788] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:01.650270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:01.656319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:01.660486] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:01.660587] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:04.666339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:04.670662] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:04.674743] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:04.678572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:04.678749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:07.683523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:07.688257] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:07.692547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:07.697134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:07.697264] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:10.704088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:10.708944] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:10.712840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:10.716527] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:10.716612] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:13.722485] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:13.727381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:13.731457] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:13.735058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:13.735153] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:16.741142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:16.745435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:16.749289] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:16.754312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:16.754440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:19.759050] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:19.762773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:19.767362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:19.771373] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:19.771448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:22.777567] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:22.781410] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:22.785768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:22.790389] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:22.790494] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:25.795584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:25.800001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:25.804155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:25.808338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:25.808455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:28.813330] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:28.817740] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:28.821426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:28.825143] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:28.825225] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:31.831439] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:31.836343] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:31.840958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:31.845464] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:31.845568] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:34.851628] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:34.856442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:34.861237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:34.866185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:34.866292] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:37.872154] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:37.876408] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:37.880694] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:37.884627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:37.884772] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:40.891231] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:40.894883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:40.898480] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:40.902872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:40.903017] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:43.907808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:43.911686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:43.915417] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:43.920287] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:43.920426] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:46.924960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:46.928550] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:46.931976] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:46.935346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:46.935432] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:49.940020] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:49.943841] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:49.947737] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:49.951439] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:49.951522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:52.956791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:52.961413] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:52.967017] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:52.971572] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:52.971750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:55.976720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:55.980748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:55.984189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:55.987695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:55.987773] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:55:58.992837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:55:58.996861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:55:59.000808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:55:59.004833] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:55:59.004923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:02.010398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:02.014989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:02.019434] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:02.023241] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:02.023407] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:05.029190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:05.034452] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:05.040444] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:05.046759] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:05.046912] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:08.052399] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:08.056199] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:08.060151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:08.064616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:08.064743] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:11.070501] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:11.074518] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:11.078293] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:11.081869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:11.081966] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:14.086581] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:14.090228] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:14.093841] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:14.097236] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:14.097350] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:17.101845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:17.105403] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:17.108954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:17.112384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:17.112467] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:20.117179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:20.120906] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:20.124609] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:20.128427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:20.128542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:23.133960] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:23.138629] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:23.142256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:23.145534] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:23.145607] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:26.150493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:26.154307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:26.158251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:26.162150] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:26.162253] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:29.167598] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:29.171923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:29.175903] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:29.180475] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:29.180619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:32.186785] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:32.191421] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:32.195387] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:32.198883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:32.198955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:35.203754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:35.207920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:35.211492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:35.215006] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:35.215103] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:38.221054] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:38.226322] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:38.230744] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:38.234456] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:38.234542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:41.239542] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:41.243529] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:41.247254] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:41.250963] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:41.251042] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:44.257150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:44.261243] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:44.265164] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:44.269037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:44.269132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:47.274180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:47.277630] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:47.280919] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:47.284449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:47.284526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:50.290314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:50.294006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:50.297282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:50.300835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:50.300908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:53.305624] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:53.309657] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:53.313687] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:53.318039] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:53.318146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:56.323047] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:56.326922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:56.330719] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:56.334738] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:56.334844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:56:59.339822] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:56:59.343679] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:56:59.347179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:56:59.351426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:56:59.351543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:02.357903] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:02.363952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:02.369827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:02.375519] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:02.375712] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:05.382256] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:05.386945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:05.391438] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:05.396050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:05.396146] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:08.401112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:08.405024] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:08.409478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:08.413835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:08.413968] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:11.419328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:11.423989] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:11.428244] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:11.432559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:11.432707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:14.437333] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:14.441300] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:14.444829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:14.448288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:14.448373] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:17.452984] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:17.456467] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:17.459917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:17.463392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:17.463476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:20.468311] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:20.503318] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:20.538406] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:20.574035] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:20.574218] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:23.578719] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:23.583460] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:23.587393] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:23.590952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:23.591058] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:26.596867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:26.601773] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:26.606345] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:26.610681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:26.610906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:29.615691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:29.619517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:29.623410] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:29.627078] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:29.627163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:32.633084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:32.637541] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:32.641291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:32.644954] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:32.645045] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:35.651571] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:35.655825] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:35.659492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:35.663254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:35.663327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:38.670041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:38.674757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:38.678336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:38.681842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:38.681913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:41.687239] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:41.691859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:41.695618] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:41.699192] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:41.699270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:44.705157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:44.709677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:44.713492] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:44.716946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:44.717024] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:47.723398] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:47.727548] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:47.731764] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:47.735447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:47.735532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:50.740481] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:50.744667] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:50.748673] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:50.752025] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:50.752097] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:53.757554] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:53.761490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:53.764902] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:53.768701] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:53.768814] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:56.773712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:56.777060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:56.780372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:56.783616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:56.783704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:57:59.788407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:57:59.792221] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:57:59.795809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:57:59.799297] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:57:59.799377] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:02.805799] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:02.810418] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:02.814790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:02.818697] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:02.818783] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:05.823248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:05.826813] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:05.830412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:05.833853] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:05.833938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:08.838372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:08.841942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:08.845310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:08.850251] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:08.850371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:11.855491] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:11.859291] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:11.862958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:11.866559] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:11.866682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:14.872105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:14.876227] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:14.879957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:14.883840] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:14.883943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:17.889313] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:17.894080] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:17.899407] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:17.904426] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:17.904572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:20.909226] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:20.912668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:20.916317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:20.920128] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:20.920247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:23.925065] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:23.928887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:23.932739] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:23.936365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:23.936471] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:26.942433] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:26.946593] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:26.950384] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:26.954014] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:26.954101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:29.958948] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:29.962549] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:29.965908] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:29.969247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:29.969321] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:32.976337] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:32.980466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:32.983986] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:32.987390] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:32.987466] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:35.991974] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:35.995392] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:35.999319] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:36.002789] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:36.002867] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:39.007575] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:39.011185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:39.014511] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:39.017937] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:39.018014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:42.024308] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:42.029856] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:42.035040] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:42.039635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:42.039779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:45.046510] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:45.051001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:45.055691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:45.060817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:45.060990] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:48.066127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:48.070677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:48.074758] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:48.078865] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:48.078967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:51.083751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:51.087970] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:51.091703] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:51.095463] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:51.095569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:54.099938] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:54.103395] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:54.106677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:54.110130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:54.110210] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:58:57.114989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:58:57.118483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:58:57.122529] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:58:57.125871] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:58:57.125945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:00.132180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:00.136808] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:00.141810] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:00.146908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:00.147071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:03.154765] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:03.158617] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:03.162498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:03.165854] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:03.165928] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:06.170728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:06.174517] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:06.178190] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:06.181768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:06.181861] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:09.186837] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:09.190836] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:09.196326] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:09.202404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:09.202545] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:12.208067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:12.213269] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:12.216982] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:12.220393] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:12.220498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:15.226282] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:15.230710] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:15.234199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:15.237591] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:15.237692] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:18.242385] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:18.246161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:18.250313] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:18.253837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:18.253915] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:21.259009] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:21.263949] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:21.267615] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:21.271166] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:21.271256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:24.276150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:24.279788] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:24.283268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:24.286749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:24.286833] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:27.292462] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:27.297551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:27.302448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:27.307346] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:27.307551] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:30.312405] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:30.316217] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:30.320004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:30.323277] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:30.323353] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:33.328112] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:33.332523] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:33.336971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:33.341317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:33.341505] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:36.346511] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:36.349973] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:36.354008] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:36.357749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:36.357839] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:39.363427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:39.367153] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:39.371251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:39.374783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:39.374865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:42.381358] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:42.386873] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:42.392162] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:42.396928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:42.397051] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:45.401967] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:45.406902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:45.412188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:45.417077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:45.417212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:48.423260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:48.428746] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:48.433915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:48.439203] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:48.439338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:51.443986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:51.447819] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:51.451604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:51.457071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:51.457277] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:54.462230] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:54.466067] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:54.469779] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:54.473546] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:54.473670] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T19:59:57.478947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T19:59:57.482923] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T19:59:57.486361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T19:59:57.489862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T19:59:57.489943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:00.494497] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:00.498309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:00.502194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:00.506195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:00.506288] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:03.510796] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:03.514714] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:03.518433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:03.521982] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:03.522071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:06.528520] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:06.532829] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:06.536762] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:06.540575] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:06.540676] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:09.545599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:09.549688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:09.553507] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:09.557326] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:09.557437] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:12.562460] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:12.566812] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:12.570469] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:12.574058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:12.574141] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:15.579214] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:15.582612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:15.585886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:15.589200] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:15.589289] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:18.594447] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:18.598500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:18.602848] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:18.606796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:18.606899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:21.612895] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:21.618060] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:21.621774] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:21.625396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:21.625470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:24.631586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:24.635559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:24.639257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:24.643102] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:24.643186] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:27.649467] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:27.654691] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:27.659108] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:27.663003] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:27.663087] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:30.669286] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:30.680145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:30.686418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:30.692342] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:30.692519] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:33.697711] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:33.702218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:33.706795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:33.710867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:33.710960] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:36.716175] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:36.721430] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:36.725552] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:36.730288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:36.730433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:39.736431] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:39.741390] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:39.745564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:39.750387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:39.750589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:42.755340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:42.759419] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:42.763629] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:42.767705] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:42.767845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:45.772441] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:45.776176] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:45.779898] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:45.783604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:45.783726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:48.788331] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:48.791850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:48.795139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:48.798594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:48.798709] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:51.803803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:51.807492] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:51.811487] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:51.815343] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:51.815491] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:54.821043] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:54.825521] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:54.830348] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:54.834716] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:54.834875] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:00:57.839297] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:00:57.842748] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:00:57.846088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:00:57.849395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:00:57.849475] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:00.856133] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:00.863462] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:00.867751] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:00.871291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:00.871368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:03.877247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:03.882378] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:03.887297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:03.891729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:03.891823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:06.896590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:06.900064] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:06.903482] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:06.906880] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:06.906964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:09.912004] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:09.915696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:09.919100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:09.922352] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:09.922435] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:12.926893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:12.931409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:12.935524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:12.940072] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:12.940222] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:15.946661] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:15.951394] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:15.955385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:15.960561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:15.960732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:18.966977] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:18.972312] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:18.976583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:18.981070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:18.981249] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:21.986374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:21.990431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:21.994200] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:21.997965] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:21.998082] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:25.003238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:25.006859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:25.010746] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:25.014298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:25.014374] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:28.019323] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:28.023927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:28.028240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:28.032090] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:28.032165] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:31.036687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:31.040887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:31.044955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:31.048381] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:31.048458] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:34.053449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:34.057194] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:34.060804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:34.064322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:34.064395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:37.070344] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:37.074396] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:37.078273] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:37.082049] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:37.082127] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:40.088737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:40.094912] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:40.101088] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:40.107053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:40.107217] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:43.111851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:43.115398] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:43.119053] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:43.122344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:43.122421] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:46.127019] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:46.131374] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:46.135188] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:46.139616] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:46.139736] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:49.145422] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:49.149512] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:49.153181] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:49.156610] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:49.156729] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:52.162448] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:52.166242] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:52.169885] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:52.173195] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:52.173271] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:55.178525] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:55.182270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:55.186022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:55.190371] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:55.190457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:01:58.196505] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:01:58.202524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:01:58.209256] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:01:58.214894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:01:58.215046] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:01.221128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:01.225568] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:01.230126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:01.235618] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:01.235869] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:04.241079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:04.246864] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:04.253219] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:04.258040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:04.258213] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:07.263420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:07.267311] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:07.271093] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:07.275625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:07.275758] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:10.281179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:10.285754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:10.289783] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:10.293888] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:10.294001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:13.300211] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:13.304531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:13.309257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:13.313991] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:13.314102] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:16.318889] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:16.323070] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:16.327127] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:16.331278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:16.331413] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:19.337656] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:19.342614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:19.346829] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:19.350761] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:19.350881] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:22.357338] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:22.362483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:22.368462] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:22.374512] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:22.374767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:25.379632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:25.384779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:25.390094] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:25.395031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:25.395138] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:28.399881] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:28.403690] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:28.407251] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:28.410597] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:28.410693] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:31.415368] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:31.419362] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:31.423505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:31.427514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:31.427634] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:34.432145] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:34.435652] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:34.440308] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:34.445037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:34.445147] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:37.450757] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:37.454947] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:37.458479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:37.462037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:37.462119] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:40.466727] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:40.470303] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:40.473932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:40.477302] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:40.477384] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:43.482449] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:43.486226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:43.490411] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:43.494198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:43.494297] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:46.500373] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:46.503996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:46.507578] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:46.511183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:46.511265] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:49.515452] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:49.518952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:49.522274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:49.525590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:49.525682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:52.530216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:52.533504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:52.536708] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:52.539925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:52.539998] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:55.546081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:55.551186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:55.555907] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:55.561941] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:55.562150] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:02:58.567001] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:02:58.571309] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:02:58.575195] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:02:58.578972] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:02:58.579053] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:01.585160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:01.589208] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:01.592558] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:01.595864] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:01.595940] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:04.601855] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:04.605822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:04.609323] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:04.613001] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:04.613124] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:07.618372] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:07.622061] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:07.625416] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:07.629238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:07.629376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:10.633820] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:10.637707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:10.641285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:10.644594] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:10.644687] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:13.649603] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:13.653612] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:13.656917] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:13.660635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:13.660754] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:16.665550] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:16.669156] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:16.672691] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:16.676130] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:16.676212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:19.684545] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:19.690984] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:19.697464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:19.704155] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:19.704337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:22.709718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:22.714004] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:22.717493] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:22.721231] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:22.721309] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:25.726014] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:25.729909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:25.733605] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:25.737182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:25.737299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:28.742756] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:28.746779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:28.750389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:28.753607] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:28.753698] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:31.760094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:31.764603] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:31.768523] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:31.772246] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:31.772322] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:34.779734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:34.785587] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:34.790972] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:34.794540] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:34.794614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:37.800350] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:37.805695] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:37.811119] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:37.815994] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:37.816098] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:40.821998] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:40.826777] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:40.830284] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:40.833684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:40.833763] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:43.838426] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:43.841878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:43.845196] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:43.848547] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:43.848629] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:46.853299] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:46.856943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:46.860565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:46.864212] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:46.864302] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:49.869205] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:49.873030] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:49.876849] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:49.880585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:49.880707] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:52.885473] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:52.890232] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:52.895077] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:52.900103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:52.900204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:55.906281] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:55.910681] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:55.914096] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:55.918501] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:55.918658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:03:58.923238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:03:58.926883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:03:58.930956] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:03:58.934684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:03:58.934943] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:01.940461] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:01.944898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:01.949049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:01.953361] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:01.953483] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:04.958157] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:04.961742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:04.965155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:04.968470] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:04.968553] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:07.976289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:07.983582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:07.989630] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:07.994878] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:07.995013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:11.000425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:11.004945] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:11.009065] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:11.012715] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:11.012796] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:14.017384] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:14.020969] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:14.024343] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:14.027664] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:14.027738] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:17.032479] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:17.036240] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:17.040066] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:17.043931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:17.044048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:20.048492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:20.052035] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:20.055446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:20.058908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:20.059004] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:23.063674] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:23.067205] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:23.070573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:23.073915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:23.073992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:26.078514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:26.082122] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:26.085728] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:26.089161] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:26.089241] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:29.096553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:29.103189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:29.108926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:29.114402] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:29.114560] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:32.120003] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:32.124455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:32.128700] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:32.132262] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:32.132338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:35.136737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:35.140828] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:35.144294] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:35.147735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:35.147815] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:38.153556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:38.158519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:38.163237] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:38.168013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:38.168132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:41.172979] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:41.176859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:41.180768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:41.184671] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:41.184779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:44.189779] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:44.194274] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:44.198426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:44.202283] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:44.202382] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:47.206787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:47.210481] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:47.213874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:47.217869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:47.217942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:50.222302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:50.225887] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:50.229349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:50.232832] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:50.232911] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:53.238850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:53.243698] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:53.248583] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:53.253545] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:53.253688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:56.258361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:56.262175] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:56.265942] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:56.269424] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:56.269538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:04:59.274339] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:04:59.277798] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:04:59.281165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:04:59.285153] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:04:59.285293] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:02.291740] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:02.297779] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:02.302821] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:02.307636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:02.307859] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:05.312453] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:05.316164] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:05.320292] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:05.324301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:05.324383] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:08.328866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:08.332704] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:08.336713] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:08.340291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:08.340376] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:11.345095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:11.348505] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:11.352539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:11.356608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:11.356732] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:14.361630] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:14.365307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:14.368775] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:14.372190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:14.372267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:17.377092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:17.381572] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:17.385524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:17.389172] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:17.389286] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:20.394025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:20.397755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:20.401433] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:20.404908] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:20.404997] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:23.409735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:23.413862] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:23.417826] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:23.421767] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:23.421855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:26.426493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:26.430282] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:26.433815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:26.437680] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:26.437807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:29.446904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:29.450425] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:29.453690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:29.456935] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:29.457020] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:32.463198] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:32.467409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:32.471179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:32.475061] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:32.475152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:35.479844] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:35.483470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:35.487116] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:35.490724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:35.490825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:38.495823] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:38.499859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:38.504988] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:38.509018] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:38.509148] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:41.513667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:41.517574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:41.521199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:41.524717] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:41.524801] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:44.529814] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:44.533942] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:44.537978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:44.541947] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:44.542040] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:47.548071] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:47.553754] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:47.558551] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:47.563404] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:47.563559] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:50.567986] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:50.571455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:50.574834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:50.578198] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:50.578276] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:53.583762] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:53.587734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:53.591381] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:53.595537] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:53.595617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:56.601206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:56.606171] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:56.610927] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:56.615578] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:56.615721] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:05:59.621830] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:05:59.626213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:05:59.630536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:05:59.634823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:05:59.634921] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:02.641188] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:02.646427] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:02.650689] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:02.654735] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:02.654838] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:05.659576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:05.663351] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:05.666792] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:05.670321] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:05.670406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:08.674980] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:08.678677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:08.682132] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:08.686190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:08.686315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:11.692741] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:11.697289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:11.702259] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:11.707298] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:11.707390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:14.712413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:14.716504] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:14.721396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:14.725828] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:14.725961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:17.730831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:17.734466] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:17.739452] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:17.744455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:17.744542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:20.749483] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:20.753821] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:20.758033] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:20.761831] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:20.761938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:23.766838] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:23.770938] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:23.774805] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:23.778928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:23.779033] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:26.785076] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:26.789564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:26.793666] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:26.797786] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:26.797904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:29.802356] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:29.805824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:29.809141] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:29.812375] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:29.812447] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:32.818582] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:32.823952] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:32.829263] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:32.834488] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:32.834635] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:35.839893] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:35.844628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:35.849155] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:35.853257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:35.853399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:38.858176] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:38.862294] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:38.865895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:38.869377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:38.869450] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:41.876149] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:41.881032] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:41.885669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:41.889324] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:41.889403] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:44.894685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:44.899271] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:44.904231] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:44.909355] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:44.909480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:47.916357] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:47.921686] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:47.925778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:47.929810] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:47.929904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:50.935141] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:50.938756] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:50.942228] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:50.945681] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:50.945791] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:53.952370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:53.958613] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:53.965808] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:53.971577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:53.972014] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:06:56.979376] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:06:56.985564] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:06:56.990795] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:06:56.995585] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:06:56.995737] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:00.000843] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:00.004978] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:00.008685] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:00.012479] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:00.012601] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:03.017909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:03.021881] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:03.025448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:03.029318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:03.029418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:06.035190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:06.039325] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:06.043621] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:06.047751] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:06.047832] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:09.052352] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:09.055801] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:09.059279] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:09.062780] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:09.062942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:12.067900] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:12.071540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:12.074913] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:12.078264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:12.078371] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:15.084569] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:15.089977] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:15.094307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:15.098467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:15.098543] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:18.103151] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:18.106800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:18.110115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:18.113306] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:18.113379] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:21.119302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:21.124433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:21.129465] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:21.134401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:21.134534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:24.139074] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:24.143033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:24.147853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:24.152139] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:24.152256] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:27.157219] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:27.161192] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:27.165018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:27.168934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:27.169038] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:30.173754] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:30.177519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:30.181003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:30.184376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:30.184473] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:33.189215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:33.192678] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:33.195971] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:33.199264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:33.199337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:36.204088] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:36.207847] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:36.211494] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:36.215111] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:36.215214] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:39.221289] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:39.225405] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:39.228844] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:39.232247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:39.232326] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:42.237186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:42.241409] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:42.245125] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:42.248747] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:42.248847] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:45.253920] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:45.257270] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:45.260539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:45.263848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:45.263920] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:48.268992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:48.272519] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:48.275839] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:48.279365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:48.279439] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:51.285969] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:51.290496] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:51.294858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:51.300573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:51.300720] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:54.305446] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:54.309795] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:54.313860] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:54.317666] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:54.317765] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:07:57.323831] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:07:57.329289] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:07:57.334539] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:07:57.340164] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:07:57.340312] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:00.346082] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:00.350267] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:00.354328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:00.359278] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:00.359415] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:03.365208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:03.368737] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:03.373327] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:03.377797] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:03.377902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:06.382694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:06.386767] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:06.390683] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:06.394577] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:06.394710] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:09.400684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:09.405336] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:09.410291] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:09.415894] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:09.416057] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:12.420839] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:12.424627] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:12.428282] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:12.431875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:12.431986] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:15.436607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:15.440725] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:15.444086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:15.447499] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:15.447604] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:18.453863] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:18.459800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:18.465773] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:18.471524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:18.471716] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:21.476997] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:21.480990] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:21.486158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:21.491704] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:21.491909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:24.496742] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:24.500874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:24.504884] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:24.509057] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:24.509167] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:27.514046] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:27.517796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:27.521372] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:27.524989] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:27.525100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:30.529926] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:30.533494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:30.537113] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:30.541079] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:30.541154] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:33.546163] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:33.549778] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:33.553561] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:33.557256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:33.557330] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:36.562539] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:36.566715] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:36.570598] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:36.574318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:36.574405] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:39.579267] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:39.583389] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:39.587223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:39.590814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:39.590899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:42.595410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:42.599145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:42.602790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:42.606272] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:42.606349] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:45.611632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:45.615883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:45.620098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:45.623515] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:45.623589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:48.628866] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:48.632673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:48.636149] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:48.640317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:48.640444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:51.646724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:51.650574] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:51.654183] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:51.657600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:51.657701] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:54.664179] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:54.670010] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:54.675606] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:54.681399] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:54.681569] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:08:57.687029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:08:57.691116] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:08:57.695426] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:08:57.699601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:08:57.699724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:00.705290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:00.709036] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:00.712396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:00.715796] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:00.715873] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:03.720637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:03.724414] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:03.727926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:03.732076] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:03.732164] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:06.736795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:06.740479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:06.743926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:06.747336] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:06.747441] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:09.752092] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:09.755824] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:09.759362] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:09.762802] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:09.762895] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:12.769536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:12.774708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:12.778957] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:12.783031] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:12.783152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:15.787868] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:15.791200] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:15.794464] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:15.798058] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:15.798130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:18.803180] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:18.807059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:18.810996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:18.815009] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:18.815101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:21.822559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:21.827489] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:21.832478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:21.836612] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:21.836742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:24.841850] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:24.845555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:24.849000] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:24.854080] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:24.854252] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:27.859407] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:27.863956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:27.869052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:27.873815] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:27.873929] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:30.880235] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:30.884844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:30.889827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:30.894257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:30.894452] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:33.900247] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:33.905149] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:33.909955] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:33.914837] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:33.914955] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:36.919675] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:36.923540] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:36.928268] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:36.932447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:36.932555] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:39.937553] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:39.941254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:39.944611] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:39.949280] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:39.949406] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:42.955150] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:42.959531] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:42.963206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:42.966912] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:42.967002] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:45.971535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:45.975441] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:45.979491] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:45.983773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:45.983893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:48.988537] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:48.992185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:48.996024] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:48.999422] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:48.999507] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:52.004522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:52.008174] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:52.011754] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:52.015175] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:52.015278] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:55.020121] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:55.023668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:55.027079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:55.031048] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:55.031128] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:09:58.035495] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:09:58.039594] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:09:58.043784] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:09:58.048040] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:09:58.048166] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:01.055055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:01.063837] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:01.071165] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:01.077839] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:01.078019] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:04.082514] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:04.085991] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:04.089505] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:04.093194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:04.093298] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:07.098293] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:07.102555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:07.106624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:07.110625] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:07.110750] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:10.116599] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:10.120330] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:10.123796] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:10.127224] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:10.127342] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:13.133457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:13.138583] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:13.142697] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:13.146458] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:13.146558] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:16.154694] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:16.160197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:16.164366] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:16.168790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:16.168896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:19.175595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:19.180075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:19.183540] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:19.188077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:19.188232] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:22.193291] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:22.197340] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:22.200918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:22.204379] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:22.204463] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:25.209834] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:25.214559] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:25.219099] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:25.222774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:25.222849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:28.229493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:28.234348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:28.240175] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:28.244514] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:28.244749] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:31.249562] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:31.253173] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:31.257133] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:31.262323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:31.262470] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:34.269370] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:34.273883] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:34.277604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:34.281407] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:34.281488] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:37.286260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:37.290167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:37.294100] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:37.299185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:37.299305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:40.304132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:40.308555] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:40.312790] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:40.316205] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:40.316280] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:43.320931] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:43.324457] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:43.327819] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:43.331497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:43.331573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:46.337380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:46.342212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:46.346926] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:46.352131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:46.352269] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:49.357210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:49.361139] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:49.364461] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:49.367820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:49.367896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:52.372734] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:52.376817] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:52.381159] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:52.385760] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:52.385909] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:55.391904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:55.396021] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:55.399729] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:55.403566] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:55.403708] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:10:58.408410] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:10:58.411898] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:10:58.415476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:10:58.418764] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:10:58.418835] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:01.423925] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:01.428607] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:01.432309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:01.435737] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:01.435813] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:04.440685] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:04.444226] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:04.447916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:04.451341] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:04.451418] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:07.456883] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:07.461235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:07.465757] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:07.469749] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:07.469837] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:10.474378] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:10.478485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:10.482760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:10.486455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:10.486573] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:13.492233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:13.496017] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:13.499804] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:13.503465] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:13.503574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:16.508595] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:16.512508] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:16.516481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:16.520196] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:16.520284] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:19.525929] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:19.530435] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:19.535448] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:19.540036] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:19.540163] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:22.546999] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:22.553273] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:22.558370] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:22.563123] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:22.563261] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:25.567753] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:25.571722] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:25.575495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:25.579030] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:25.579120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:28.584107] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:28.589237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:28.593868] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:28.597771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:28.597914] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:31.602521] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:31.606055] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:31.610087] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:31.613447] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:31.613520] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:34.618041] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:34.621762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:34.625084] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:34.628350] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:34.628419] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:37.633679] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:37.637909] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:37.643453] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:37.647846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:37.647948] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:40.652713] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:40.656445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:40.660003] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:40.663632] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:40.663746] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:43.670075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:43.674796] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:43.678502] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:43.682834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:43.683032] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:46.687425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:46.691220] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:46.694793] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:46.698229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:46.698310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:49.702845] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:49.706544] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:49.710169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:49.713988] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:49.714074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:52.718686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:52.722551] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:52.725831] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:52.729132] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:52.729206] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:55.735147] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:55.740895] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:55.747321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:55.752436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:55.752556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:11:58.758269] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:11:58.763059] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:11:58.767712] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:11:58.772344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:11:58.772454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:01.777158] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:01.781045] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:01.784742] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:01.788269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:01.788363] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:04.793075] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:04.796461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:04.799851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:04.803149] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:04.803230] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:07.808227] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:07.813682] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:07.819086] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:07.824601] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:07.824767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:10.829374] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:10.833117] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:10.836745] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:10.840247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:10.840354] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:13.845304] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:13.849936] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:13.854815] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:13.859328] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:13.859455] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:16.863771] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:16.868168] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:16.871851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:16.875459] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:16.875534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:19.879972] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:19.884027] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:19.887915] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:19.891727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:19.891844] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:22.896208] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:22.899757] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:22.903115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:22.906490] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:22.906581] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:25.910504] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:25.914878] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:25.918179] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:25.921869] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:25.921945] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:28.927729] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:28.933234] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:28.937999] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:28.942729] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:28.942825] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:31.947808] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:31.952431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:31.957394] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:31.961857] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:31.961959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:34.967105] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:34.971537] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:34.975255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:34.979264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:34.979398] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:37.984210] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:37.989047] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:37.993714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:37.998401] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:37.998526] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:41.003492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:41.007859] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:41.011765] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:41.016322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:41.016409] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:44.021389] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:44.024915] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:44.028383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:44.033182] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:44.033299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:47.039604] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:47.045147] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:47.050191] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:47.055317] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:47.055440] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:50.060580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:50.064676] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:50.068456] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:50.073088] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:50.073340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:53.078735] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:53.082320] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:53.085625] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:53.088904] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:53.088984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:56.093936] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:56.098135] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:56.102115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:56.107445] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:56.107582] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:12:59.113265] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:12:59.117253] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:12:59.120936] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:12:59.124573] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:12:59.124682] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:02.129909] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:02.134359] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:02.138684] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:02.142970] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:02.143101] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:05.148094] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:05.151780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:05.155233] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:05.158807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:05.158892] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:08.164283] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:08.168668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:08.172501] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:08.176032] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:08.176174] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:11.182478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:11.186244] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:11.190184] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:11.193604] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:11.193695] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:14.198536] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:14.202668] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:14.206359] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:14.210053] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:14.210140] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:17.215029] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:17.218586] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:17.221880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:17.225846] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:17.225941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:20.232904] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:20.239155] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:20.244866] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:20.250826] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:20.250991] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:23.255671] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:23.259241] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:23.262937] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:23.266774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:23.266872] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:26.271543] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:26.276075] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:26.279954] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:26.283524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:26.283619] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:29.288787] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:29.292822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:29.296624] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:29.300421] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:29.300522] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:32.305081] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:32.308780] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:32.312297] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:32.315719] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:32.315800] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:35.320276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:35.324376] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:35.328147] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:35.331893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:35.331987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:38.336507] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:38.340081] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:38.343419] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:38.347365] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:38.347552] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:41.352667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:41.356197] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:41.360265] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:41.364152] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:41.364231] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:44.369409] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:44.373299] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:44.377677] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:44.382023] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:44.382162] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:47.389027] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:47.394337] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:47.399317] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:47.403868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:47.403964] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:50.408395] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:50.412003] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:50.416102] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:50.419695] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:50.419788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:53.424800] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:53.428759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:53.432446] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:53.436183] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:53.436259] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:56.442532] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:56.447119] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:56.451589] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:56.456969] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:56.457117] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:13:59.462584] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:13:59.466127] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:13:59.469564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:13:59.472868] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:13:59.472941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:02.477963] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:02.481753] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:02.485286] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:02.488867] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:02.488956] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:05.494531] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:05.498711] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:05.502577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:05.507561] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:05.507675] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:08.512673] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:08.516265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:08.519721] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:08.523178] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:08.523263] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:11.528328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:11.532028] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:11.535577] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:11.538913] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:11.538992] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:14.543728] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:14.547500] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:14.551218] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:14.554862] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:14.554941] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:17.559380] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:17.563373] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:17.567214] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:17.571242] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:17.571329] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:20.577586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:20.582693] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:20.586958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:20.593924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:20.594073] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:23.599271] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:23.603302] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:23.607526] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:23.611387] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:23.611485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:26.616080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:26.621860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:26.626767] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:26.631263] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:26.631362] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:29.635803] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:29.639412] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:29.642966] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:29.646377] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:29.646457] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:32.652033] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:32.655979] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:32.659979] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:32.663974] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:32.664074] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:35.669586] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:35.673744] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:35.679135] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:35.684683] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:35.684830] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:38.689864] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:38.693451] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:38.697081] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:38.700427] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:38.700498] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:41.705236] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:41.709210] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:41.712946] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:41.716757] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:41.716841] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:44.721346] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:44.724765] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:44.728412] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:44.731684] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:44.731759] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:47.737215] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:47.741429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:47.745071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:47.748557] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:47.748658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:50.753702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:50.757344] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:50.760669] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:50.763939] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:50.764015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:53.771703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:53.775411] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:53.778914] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:53.782376] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:53.782503] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:56.787885] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:56.791804] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:56.795352] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:56.799338] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:56.799416] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:14:59.804702] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:14:59.808615] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:14:59.812347] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:14:59.815889] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:14:59.815984] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:02.821402] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:02.825480] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:02.829939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:02.834206] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:02.834311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:05.838899] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:05.842697] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:05.846178] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:05.849626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:05.849722] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:08.854851] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:08.858927] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:08.862749] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:08.867004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:08.867100] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:11.871697] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:11.875295] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:11.878949] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:11.882430] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:11.882512] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:14.887080] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:14.890742] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:14.894368] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:14.897863] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:14.897949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:17.933307] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:17.937354] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:17.941052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:17.944881] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:17.944987] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:20.949406] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:20.952721] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:20.956032] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:20.959588] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:20.959696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:23.964804] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:23.968352] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:23.971603] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:23.974855] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:23.974925] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:26.979959] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:26.984455] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:26.988690] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:26.993098] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:26.993220] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:29.998134] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:30.002706] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:30.007057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:30.011384] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:30.011531] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:33.016397] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:33.020086] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:33.023570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:33.027020] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:33.027105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:36.032290] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:36.035860] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:36.039206] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:36.042524] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:36.042603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:39.047353] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:39.051724] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:39.055916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:39.059931] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:39.060034] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:42.065021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:42.068538] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:42.071932] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:42.075319] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:42.075402] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:45.080468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:45.084863] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:45.089079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:45.092959] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:45.093054] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:48.098580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:48.102348] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:48.105880] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:48.109256] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:48.109327] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:51.114638] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:51.119252] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:51.123044] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:51.126875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:51.126982] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:54.132625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:54.136547] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:54.140115] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:54.143689] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:54.143779] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:15:57.148637] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:15:57.152332] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:15:57.156555] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:15:57.160176] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:15:57.160267] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:00.164859] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:00.168296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:00.171570] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:00.175300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:00.175395] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:03.179934] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:03.183996] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:03.188152] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:03.192814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:03.192947] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:06.197777] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:06.201277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:06.204869] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:06.208264] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:06.208338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:09.213360] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:09.217896] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:09.222180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:09.226318] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:09.226448] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:12.231314] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:12.235755] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:12.239454] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:12.243247] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:12.243358] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:15.249340] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:15.253103] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:15.256934] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:15.260442] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:15.260521] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:18.265413] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:18.268894] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:18.272194] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:18.275462] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:18.275534] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:21.281302] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:21.285893] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:21.290383] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:21.293907] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:21.294008] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:24.298912] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:24.302565] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:24.306827] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:24.310791] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:24.310959] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:27.315989] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:27.320185] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:27.323587] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:27.326984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:27.327060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:30.333632] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:30.337673] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:30.341274] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:30.344883] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:30.344963] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:33.349490] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:33.353483] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:33.357298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:33.361022] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:33.361130] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:36.365659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:36.370749] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:36.374525] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:36.378134] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:36.378239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:39.382923] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:39.386867] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:39.390506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:39.394151] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:39.394247] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:42.400687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:42.406167] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:42.411385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:42.416636] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:42.416788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:45.421809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:45.425431] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:45.429052] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:45.432872] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:45.432967] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:48.438084] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:48.441922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:48.445582] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:48.449081] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:48.449160] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:51.454662] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:51.458921] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:51.462478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:51.465928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:51.466001] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:54.471576] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:54.475727] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:54.479532] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:54.483190] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:54.483270] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:16:57.488139] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:16:57.492218] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:16:57.496847] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:16:57.501440] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:16:57.501590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:00.506278] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:00.510470] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:00.514079] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:00.518154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:00.518337] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:03.523160] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:03.527861] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:03.532018] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:03.536392] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:03.536517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:06.542212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:06.546494] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:06.550250] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:06.554103] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:06.554205] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:09.558752] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:09.562750] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:09.566604] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:09.570315] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:09.570404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:12.575605] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:12.580277] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:12.584850] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:12.589069] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:12.589195] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:15.594127] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:15.597601] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:15.601223] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:15.604467] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:15.604542] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:18.609737] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:18.613692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:18.618050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:18.621771] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:18.621864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:21.627502] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:21.661950] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:21.696874] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:21.732455] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:21.732611] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:24.737563] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:24.741142] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:24.745055] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:24.749300] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:24.749453] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:27.754170] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:27.757987] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:27.762355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:27.766038] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:27.766152] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:30.771607] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:30.775584] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:30.779385] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:30.783996] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:30.784132] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:33.789212] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:33.793370] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:33.796923] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:33.800394] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:33.800485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:36.806233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:36.811380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:36.816309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:36.820774] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:36.820896] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:39.826387] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:39.830963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:39.834636] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:39.838581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:39.838739] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:42.843216] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:42.846852] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:42.852349] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:42.858434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:42.858663] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:45.863364] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:45.867079] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:45.870851] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:45.874506] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:45.874620] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:48.879468] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:48.882980] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:48.886287] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:48.889600] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:48.889694] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:51.894832] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:51.899247] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:51.903476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:51.907158] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:51.907250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:54.912276] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:54.916429] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:54.920396] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:54.924245] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:54.924340] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:17:57.929016] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:17:57.932582] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:17:57.936030] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:17:57.939525] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:17:57.939615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:00.945686] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:00.950899] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:00.955506] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:00.960071] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:00.960250] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:03.965018] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:03.968931] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:03.972498] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:03.976070] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:03.976155] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:06.981251] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:06.984946] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:06.988535] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:06.992131] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:06.992235] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:09.998427] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:10.003822] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:10.011321] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:10.015626] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:10.015733] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:13.020519] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:13.024353] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:13.028114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:13.031765] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:13.031860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:16.037206] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:16.040910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:16.044508] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:16.048029] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:16.048104] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:19.053597] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:19.057454] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:19.061174] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:19.064918] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:19.065022] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:22.070128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:22.073557] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:22.077307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:22.081089] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:22.081175] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:25.085625] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:25.089145] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:25.092564] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:25.095893] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:25.095970] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:28.102534] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:28.107215] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:28.112916] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:28.117946] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:28.118091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:31.123487] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:31.128033] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:31.132213] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:31.136773] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:31.136865] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:34.141940] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:34.146768] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:34.151134] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:34.156685] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:34.156849] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:37.162186] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:37.165908] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:37.169859] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:37.173522] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:37.173606] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:40.178420] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:40.183005] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:40.187958] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:40.192509] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:40.192617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:43.198263] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:43.203323] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:43.207478] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:43.212077] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:43.212212] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:46.218243] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:46.222799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:46.226547] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:46.230968] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:46.231105] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:49.236790] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:49.241999] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:49.246322] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:49.250213] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:49.250305] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:52.255017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:52.258866] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:52.262904] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:52.266874] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:52.266979] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:55.271665] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:55.275239] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:55.278838] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:55.282229] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:55.282310] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:18:58.291190] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:18:58.298479] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:18:58.303809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:18:58.309542] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:18:58.309782] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:01.314559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:01.318189] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:01.321886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:01.325356] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:01.325462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:04.330578] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:04.334265] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:04.338234] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:04.342301] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:04.342404] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:07.348013] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:07.352730] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:07.356929] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:07.361073] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:07.361161] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:10.367492] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:10.374907] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:10.380610] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:10.385386] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:10.385460] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:13.391167] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:13.395109] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:13.398992] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:13.402436] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:13.402509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:16.407955] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:16.411850] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:16.415203] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:16.418727] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:16.418799] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:19.423589] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:19.426937] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:19.430861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:19.434511] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:19.434597] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:22.439328] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:22.442760] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:22.446126] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:22.449696] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:22.449770] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:25.456343] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:25.460692] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:25.464612] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:25.468818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:25.468949] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:28.475037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:28.479542] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:28.483336] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:28.487218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:28.487319] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:31.493782] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:31.497963] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:31.501871] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:31.505688] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:31.505767] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:34.510580] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:34.514381] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:34.518255] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:34.522323] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:34.522462] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:37.527522] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:37.531364] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:37.535010] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:37.538714] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:37.538792] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:40.543667] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:40.547453] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:40.551098] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:40.554724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:40.554810] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:43.559817] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:43.563423] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:43.566974] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:43.570835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:43.570938] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:46.577030] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:46.581506] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:46.585766] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:46.590910] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:46.591047] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:49.598345] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:49.604598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:49.610187] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:49.615013] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:49.615120] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:52.621274] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:52.626443] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:52.631022] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:52.635380] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:52.635481] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:55.640867] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:55.644619] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:55.648354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:55.651952] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:55.652039] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:19:58.657361] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:19:58.661393] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:19:58.664921] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:19:58.668934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:19:58.669060] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:01.675478] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:01.680448] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:01.684931] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:01.689986] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:01.690323] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:04.695390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:04.699703] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:04.704503] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:04.710220] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:04.710567] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:07.715400] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:07.719838] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:07.723553] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:07.727099] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:07.727199] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:10.731791] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:10.735436] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:10.738939] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:10.742449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:10.742530] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:13.746524] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:13.750123] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:13.753925] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:13.757357] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:13.757444] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:16.762382] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:16.766092] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:16.770013] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:16.773734] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:16.773823] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:19.779795] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:19.785161] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:19.789158] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:19.792818] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:19.792927] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:22.798840] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:22.802688] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:22.806139] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:22.809783] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:22.809864] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:25.816095] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:25.821592] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:25.826389] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:25.831627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:25.831774] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:28.836759] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:28.842491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:28.847481] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:28.852446] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:28.852572] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:31.857826] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:31.862178] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:31.867180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:31.872351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:31.872493] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:34.877721] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:34.882006] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:34.886380] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:34.890382] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:34.890480] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:37.897055] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:37.901328] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:37.905947] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:37.910875] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:37.911007] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:40.916472] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:40.920759] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:40.924573] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:40.929037] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:40.929194] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:43.934523] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:43.938827] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:43.942495] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:43.946042] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:43.946121] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:46.952252] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:46.956677] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:46.961163] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:46.964823] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:46.964898] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:49.969913] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:49.973879] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:49.977834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:49.983985] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:49.984204] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:52.989192] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:52.993546] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:52.998527] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:53.002790] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:53.002893] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:56.007797] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:56.011902] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:56.016004] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:56.019820] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:56.019906] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:20:59.027059] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:20:59.031956] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:20:59.036199] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:20:59.040269] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:20:59.040360] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:02.046248] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:02.050799] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:02.055014] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:02.059461] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:02.059608] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:05.065565] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:05.069910] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:05.073760] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:05.077682] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:05.077866] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:08.083712] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:08.087874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:08.092026] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:08.096814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:08.096910] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:11.102687] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:11.108076] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:11.113334] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:11.118817] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:11.118965] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:14.126246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:14.130590] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:14.134189] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:14.137635] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:14.137726] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:17.143191] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:17.147734] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:17.151374] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:17.154834] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:17.154908] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:20.159684] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:20.163062] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:20.166858] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:20.170984] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:20.171059] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:23.176021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:23.179762] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:23.183404] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:23.186934] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:23.187015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:26.192559] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:26.197524] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:26.201476] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:26.206736] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:26.206846] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:29.214118] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:29.218920] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:29.225193] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:29.230154] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:29.230299] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:32.237716] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:32.243162] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:32.248309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:32.252252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:32.252368] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:35.258703] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:35.264224] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:35.270350] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:35.275699] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:35.275860] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:38.280672] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:38.284786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:38.289101] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:38.293495] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:38.293615] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:41.298944] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:41.302499] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:41.305897] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:41.309312] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:41.309410] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:44.314025] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:44.317561] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:44.320996] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:44.324396] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:44.324476] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:47.330664] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:47.334707] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:47.338524] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:47.342252] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:47.342343] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:50.347028] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:50.354231] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:50.357853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:50.361333] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:50.361433] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:53.367132] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:53.371442] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:53.376459] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:53.380238] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:53.380315] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:56.385390] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:56.389513] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:56.393328] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:56.397194] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:56.397311] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:21:59.403169] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:21:59.407616] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:21:59.412011] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:21:59.416368] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:21:59.416464] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:02.422218] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:02.428097] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:02.433021] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:02.437304] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:02.437429] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:05.442918] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:05.446943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:05.450840] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:05.454307] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:05.454390] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:08.460260] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:08.464213] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:08.468418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:08.472288] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:08.472399] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:11.477659] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:11.482961] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:11.488861] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:11.495428] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:11.495661] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:14.502125] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:14.507846] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:14.513420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:14.518369] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:14.518517] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:17.523898] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:17.527731] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:17.531579] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:17.535848] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:17.535942] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:20.540890] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:20.544490] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:20.548034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:20.551553] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:20.551658] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:23.556807] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:23.561041] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:23.565034] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:23.569050] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:23.569185] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:26.575493] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:26.580831] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:26.586071] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:26.595850] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:26.596003] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:29.600992] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:29.604874] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:29.608281] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:29.611563] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:29.611664] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:32.616724] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:32.620869] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:32.624285] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:32.627631] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:32.627742] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:35.633430] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:35.638482] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:35.643360] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:35.648157] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:35.648266] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:38.652954] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:38.656543] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:38.660049] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:38.663429] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:38.663509] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:41.668425] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:41.672485] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:41.676240] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:41.679924] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:41.680013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:44.684906] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:44.689001] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:44.692418] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:44.696291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:44.696428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:47.701849] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:47.706235] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:47.710310] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:47.714322] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:47.714454] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:50.721916] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:50.729296] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:50.735050] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:50.740814] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:50.740961] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:53.747010] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:53.751913] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:53.755614] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:53.760291] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:53.760411] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:56.765751] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:56.770401] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:56.775288] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:56.779899] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:56.780030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:22:59.785952] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:22:59.790237] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:22:59.794479] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:22:59.799915] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:22:59.800091] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:02.805244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:02.809614] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:02.813595] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:02.817724] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:02.817845] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:05.822616] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:05.826471] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:05.830333] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:05.834185] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:05.834281] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:08.840067] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:08.844919] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:08.848834] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:08.853004] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:08.853118] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:11.859177] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:11.864338] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:11.869016] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:11.872877] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:11.872975] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:14.877691] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:14.881803] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:14.885809] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:14.889344] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:14.889428] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:17.895326] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:17.900054] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:17.904269] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:17.908665] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:17.908788] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:20.913781] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:20.917598] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:20.921533] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:20.925197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:20.925295] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:23.930079] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:23.934002] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:23.937822] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:23.941576] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:23.941689] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:26.948017] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:26.953733] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:26.959355] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:26.964925] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:26.965080] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:29.969809] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:29.973844] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:29.977361] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:29.980930] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:29.981015] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:32.986011] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:32.989708] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:32.993386] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:32.997788] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:32.997902] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:36.002535] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:36.006439] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:36.010714] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:36.014257] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:36.014338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:39.020423] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:39.024380] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:39.027736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:39.031351] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:39.031424] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:42.036579] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:42.044091] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:42.048663] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:42.052497] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:42.052589] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:45.058594] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:45.063415] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:45.067257] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:45.071502] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:45.071614] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:48.077527] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:48.082212] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:48.085811] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:48.089162] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:48.089239] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:51.095142] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:51.098943] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:51.102312] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:51.105581] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:51.105691] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:54.111209] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:54.115800] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:54.120853] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:54.124835] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:54.124913] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:23:57.129718] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:23:57.133625] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:23:57.137180] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:23:57.140824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:23:57.140899] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:00.145588] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:00.149507] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:00.153397] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:00.157466] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:00.157574] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:03.162128] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:03.165474] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:03.169536] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:03.174434] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:03.174556] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:06.179556] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:06.184367] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:06.188984] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:06.194489] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:06.194683] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:09.199635] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:09.203025] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:09.206574] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:09.209920] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:09.209996] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:12.214689] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:12.218094] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:12.221354] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:12.224606] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:12.224696] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:15.229450] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:15.233696] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:15.238169] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:15.242520] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:15.242688] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:18.247187] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:18.250922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:18.254375] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:18.257861] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:18.257936] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:21.262516] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:21.266335] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:21.269778] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:21.273215] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:21.273291] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:24.278165] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:24.281992] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:24.286078] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:24.289807] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:24.289904] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:27.295633] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:27.300186] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:27.304887] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:27.309197] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:27.309348] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:30.314693] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:30.318433] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:30.322298] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:30.326449] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:30.326532] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:33.335947] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:33.340491] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:33.345420] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:33.350842] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:33.351064] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:36.356238] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:36.360180] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:36.364151] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:36.368523] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:36.368617] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:39.374332] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:39.378611] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:39.382768] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:39.386608] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:39.386724] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:42.392233] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:42.396461] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:42.400571] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:42.404478] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:42.404575] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:45.410317] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:45.414774] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:45.419895] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:45.424493] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:45.424590] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:48.430246] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:48.434307] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:48.438186] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:48.441755] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:48.441863] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:51.447717] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:51.452882] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:51.456711] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:51.460395] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:51.460538] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:54.465720] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:54.470181] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:54.478565] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:54.483928] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:54.484048] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:24:57.492474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:24:57.498187] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:24:57.503301] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:24:57.508779] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:24:57.508923] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:00.513590] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:00.517285] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:00.520875] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:00.524400] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:00.524485] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:03.531610] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:03.536628] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:03.541968] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:03.546218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:03.546318] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:06.553305] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:06.559209] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:06.565542] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:06.571627] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:06.571805] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:09.576723] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:09.580315] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:09.583812] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:09.587254] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:09.587346] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:12.593341] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:12.597793] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:12.602173] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:12.607316] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:12.607397] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:15.612457] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:15.616445] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:15.620114] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:15.623614] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:15.623706] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:18.659758] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:18.664063] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:18.668307] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:18.672903] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:18.673028] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:21.677745] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:21.681254] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:21.684978] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:21.688590] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:21.688704] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:24.694021] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:24.697786] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:24.701309] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:24.704932] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:24.705013] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:27.710037] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:27.713834] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:27.717246] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:27.720579] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:27.720680] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:30.725244] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:30.728922] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:30.732378] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:30.735769] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:30.735855] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:33.741474] [WARN ] [tdm-status] Service 'tdm' is currently running and is a dependency of this service. [2025-11-26T20:25:33.745128] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:33.748886] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:33.752562] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:33.752679] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-11-26T20:25:36.757763] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-26T20:25:36.761347] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service. [2025-11-26T20:25:36.764728] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:25:36.769057] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:25:36.772824] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:25:36.773110] [WARN ] [STATE ] State set to: RUNNING [2025-11-26T20:25:36.773208] [INFO ] [CACHE ] Starting cache update [2025-11-26T20:25:36.773269] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-11-26T20:25:36.776750] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-11-26T20:25:36.777113] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-11-26T20:25:36.777174] [INFO ] [CACHE ] Cache update completed successfully [2025-11-26T20:25:36.777229] [INFO ] [sig ] Resuming configuration (only processing symbols without existing configuration) [2025-11-26T20:25:36.777290] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T20:25:36.845634] [DEBUG] [REMOTE ] Fetched 3599 unique symbols from directory listing. [2025-11-26T20:25:36.854272] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BTMD [2025-11-26T20:25:36.854590] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: EUDA [2025-11-26T20:25:36.854734] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: FMHI [2025-11-26T20:25:36.854847] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AMH [2025-11-26T20:25:36.854952] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: FDS [2025-11-26T20:25:36.855062] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BDN [2025-11-26T20:25:36.856069] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MMLP [2025-11-26T20:25:36.856209] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: FN [2025-11-26T20:25:36.856329] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GBIO [2025-11-26T20:25:36.856517] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AQN [2025-11-26T20:25:36.856680] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CURI [2025-11-26T20:25:36.856819] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ASX [2025-11-26T20:25:36.856941] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AEHL [2025-11-26T20:25:36.857038] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GP [2025-11-26T20:25:36.857175] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ANNX [2025-11-26T20:25:36.857369] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BCTX [2025-11-26T20:25:36.857474] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: DIBS [2025-11-26T20:25:36.857670] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: KTOS [2025-11-26T20:25:36.857827] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HELE [2025-11-26T20:25:36.857951] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BFS [2025-11-26T20:25:36.858116] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HTD [2025-11-26T20:25:36.858250] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ABUS [2025-11-26T20:25:36.858419] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GNK [2025-11-26T20:25:36.858523] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ATHA [2025-11-26T20:25:36.858634] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ASTE [2025-11-26T20:25:36.858744] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BMBL [2025-11-26T20:25:36.858881] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: FEMB [2025-11-26T20:25:36.858991] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AFCG [2025-11-26T20:25:36.859742] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: SGML [2025-11-26T20:25:36.859876] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AFG [2025-11-26T20:25:36.859979] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: COYA [2025-11-26T20:25:36.860068] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GCBC [2025-11-26T20:25:36.860169] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ARCO [2025-11-26T20:25:36.860259] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: IOVA [2025-11-26T20:25:36.860384] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLX [2025-11-26T20:25:36.860497] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AOD [2025-11-26T20:25:36.860581] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GFI [2025-11-26T20:25:36.860704] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CLSD [2025-11-26T20:25:36.860787] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: GWRE [2025-11-26T20:25:36.860867] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AVDL [2025-11-26T20:25:36.860946] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HWM [2025-11-26T20:25:36.861063] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: IBTM [2025-11-26T20:25:36.861148] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: KMI [2025-11-26T20:25:36.861253] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: LAD [2025-11-26T20:25:36.861335] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: FNKO [2025-11-26T20:25:36.861422] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AOSL [2025-11-26T20:25:36.861546] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BTE [2025-11-26T20:25:36.861685] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HERO [2025-11-26T20:25:36.861777] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: EVTC [2025-11-26T20:25:36.861872] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: ARLP [2025-11-26T20:25:36.861978] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BATRA [2025-11-26T20:25:36.862101] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: LUCD [2025-11-26T20:25:36.862202] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AESI [2025-11-26T20:25:36.862296] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CCNE [2025-11-26T20:25:36.862435] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HRZN [2025-11-26T20:25:36.862530] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: MCO [2025-11-26T20:25:36.862633] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BLNK [2025-11-26T20:25:36.862736] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: HHH [2025-11-26T20:25:36.862825] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BAM [2025-11-26T20:25:36.862910] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: KFS [2025-11-26T20:25:36.862989] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: CMS [2025-11-26T20:25:36.863074] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: BKNG [2025-11-26T20:25:36.863167] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: IHD [2025-11-26T20:25:36.863276] [DEBUG] [LOCAL ] Pruned configuration for invalid symbol: AAPD [2025-11-26T20:25:36.863396] [INFO ] [LOCAL ] Pruned 64 configuration files [2025-11-26T20:25:36.866176] [INFO ] [sig ] Skipping 3575 symbols with existing configuration [2025-11-26T20:25:36.867769] [INFO ] [sig ] Found 24 active symbols to configure [2025-11-26T20:25:36.867960] [INFO ] [sig ] [1/24] Configuring ABOS... [2025-11-26T20:25:36.868023] [INFO ] [CONFIGURE ] ABOS: Configurate test run. [2025-11-26T20:25:36.868072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'. [2025-11-26T20:25:36.883335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABOS'. [2025-11-26T20:25:36.883763] [INFO ] [CONFIGURE ] ABOS: Testing with 29 available features [2025-11-26T20:25:36.883828] [INFO ] [CONFIGURE ] ABOS: Establishing baseline with no features... [2025-11-26T20:25:37.134769] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:37.324726] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:37.509963] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:25:37.696536] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:37.879751] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:38.065377] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:38.252072] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:38.441880] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:25:38.628769] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:38.814908] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:38.815071] [INFO ] [CONFIGURE ] ABOS: Baseline score (no features): 90.00% [2025-11-26T20:25:38.815130] [INFO ] [CONFIGURE ] ABOS: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:25:38.815176] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:25:39.041034] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:39.277984] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:39.512670] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:25:39.787600] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:40.013708] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:40.237964] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:40.464133] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:40.693738] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:25:40.917264] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:41.141755] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:41.141949] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-26T20:25:41.142024] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 2/720 | Remaining: 718 | Rate: 28.2/min [2025-11-26T20:25:41.142090] [INFO ] [CONFIGURE ] ABOS: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:25:41.142152] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:25:41.376898] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:41.616729] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:41.857706] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:25:42.100754] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:42.338967] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:42.592601] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:42.822196] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:43.054184] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:25:43.286293] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:43.517809] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:43.517997] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-26T20:25:43.518067] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Tests: 3/720 | Remaining: 717 | Rate: 27.1/min [2025-11-26T20:25:43.518155] [INFO ] [CONFIGURE ] ABOS: Testing feature 3/29: add_daily_returns [2025-11-26T20:25:43.518202] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_daily_returns'] [2025-11-26T20:25:43.715121] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:43.906871] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:44.103426] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:25:44.317877] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:44.528869] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:44.730900] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:44.931799] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:45.142075] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:25:45.341919] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:45.542186] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:45.542354] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_daily_returns (score: 90.00%) [2025-11-26T20:25:45.542418] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Tests: 4/720 | Remaining: 716 | Rate: 27.7/min [2025-11-26T20:25:45.542488] [INFO ] [CONFIGURE ] ABOS: Testing feature 4/29: add_ema [2025-11-26T20:25:45.542548] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_ema'] [2025-11-26T20:25:45.784852] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:46.026146] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:46.266305] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:25:46.507398] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:46.747716] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:46.987452] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:47.227452] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:25:47.471619] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:25:47.711053] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:47.954853] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:47.955034] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_ema (score: 70.00%) [2025-11-26T20:25:47.955092] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Tests: 5/720 | Remaining: 715 | Rate: 27.1/min [2025-11-26T20:25:47.955135] [INFO ] [CONFIGURE ] ABOS: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:25:47.955204] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:25:48.199928] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:48.440693] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:25:48.682008] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:25:48.922596] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:49.162526] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:25:49.403138] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:49.646374] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:49.890590] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:25:50.138611] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:50.411120] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:50.411314] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-26T20:25:50.411375] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Tests: 6/720 | Remaining: 714 | Rate: 26.6/min [2025-11-26T20:25:50.411426] [INFO ] [CONFIGURE ] ABOS: Testing feature 6/29: add_failed_moves [2025-11-26T20:25:50.411471] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_failed_moves'] [2025-11-26T20:25:50.598707] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:50.783361] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:50.973047] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:25:51.163486] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:51.352174] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:25:51.538604] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:51.726230] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:51.917909] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:25:52.107325] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:52.294208] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:52.294375] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:25:52.294430] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Tests: 7/720 | Remaining: 713 | Rate: 27.3/min [2025-11-26T20:25:52.294477] [INFO ] [CONFIGURE ] ABOS: Testing feature 7/29: add_lag_shelf [2025-11-26T20:25:52.294517] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_lag_shelf'] [2025-11-26T20:25:52.469491] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:52.645023] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:52.821089] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:25:52.996104] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:53.171580] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:53.348718] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:53.532828] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:53.723709] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:25:53.909282] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:54.107693] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:54.107884] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-26T20:25:54.107946] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 8/720 | Remaining: 712 | Rate: 27.9/min [2025-11-26T20:25:54.108019] [INFO ] [CONFIGURE ] ABOS: Testing feature 8/29: add_macd [2025-11-26T20:25:54.108115] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:25:54.475236] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:54.837391] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:25:55.155034] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:25:55.463104] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:55.760979] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:25:56.055212] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:56.347225] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:56.641742] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:25:56.933993] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:57.248133] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:25:57.248357] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_macd (score: 60.00%) [2025-11-26T20:25:57.248450] [INFO ] [CONFIGURE ] JOB ETA: 26.8m | Tests: 9/720 | Remaining: 711 | Rate: 26.5/min [2025-11-26T20:25:57.248527] [INFO ] [CONFIGURE ] ABOS: Testing feature 9/29: add_mfi [2025-11-26T20:25:57.248597] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_mfi'] [2025-11-26T20:25:57.453127] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:57.657818] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:25:57.865154] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:25:58.068328] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:25:58.282510] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:25:58.482434] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:25:58.684318] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:25:58.880908] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:25:59.077746] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:25:59.278818] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:25:59.279022] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_mfi (score: 90.00%) [2025-11-26T20:25:59.279086] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Tests: 10/720 | Remaining: 710 | Rate: 26.8/min [2025-11-26T20:25:59.279137] [INFO ] [CONFIGURE ] ABOS: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:25:59.279183] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:25:59.556160] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:25:59.841510] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:00.123317] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:00.404233] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:00.684819] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:00.966173] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:01.260201] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:01.547495] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:01.849626] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:02.156774] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:02.156998] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-26T20:26:02.157081] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Tests: 11/720 | Remaining: 709 | Rate: 26.1/min [2025-11-26T20:26:02.157157] [INFO ] [CONFIGURE ] ABOS: Testing feature 11/29: add_obv_daily [2025-11-26T20:26:02.157223] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_obv_daily'] [2025-11-26T20:26:02.387149] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:02.616477] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:02.840518] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:03.071765] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:03.305672] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:03.532953] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:03.765568] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:03.997180] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:04.228242] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:04.462372] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:04.462541] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_obv_daily (score: 80.00%) [2025-11-26T20:26:04.462601] [INFO ] [CONFIGURE ] JOB ETA: 27.1m | Tests: 12/720 | Remaining: 708 | Rate: 26.1/min [2025-11-26T20:26:04.462689] [INFO ] [CONFIGURE ] ABOS: Testing feature 12/29: add_obv_interval [2025-11-26T20:26:04.462738] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_obv_interval'] [2025-11-26T20:26:04.674035] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:04.878610] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:05.079800] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:05.286736] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:05.487113] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:05.706732] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:05.922345] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:06.122503] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:06.323401] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:06.525973] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:06.526155] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_obv_interval (score: 60.00%) [2025-11-26T20:26:06.526230] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Tests: 13/720 | Remaining: 707 | Rate: 26.3/min [2025-11-26T20:26:06.526297] [INFO ] [CONFIGURE ] ABOS: Testing feature 13/29: add_opening_strength [2025-11-26T20:26:06.526358] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:26:06.755633] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:06.985633] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:07.222998] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:07.466732] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:07.711814] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:07.962815] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:08.213434] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:08.460832] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:08.708194] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:08.952506] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:08.952684] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:26:08.952768] [INFO ] [CONFIGURE ] JOB ETA: 27.0m | Tests: 14/720 | Remaining: 706 | Rate: 26.2/min [2025-11-26T20:26:08.952817] [INFO ] [CONFIGURE ] ABOS: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:26:08.952859] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:26:09.174352] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:09.413936] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:09.646035] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:09.879942] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:10.103989] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:10.321790] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:10.542740] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:10.790781] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:11.018790] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:11.236956] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:11.237146] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-26T20:26:11.237207] [INFO ] [CONFIGURE ] JOB ETA: 26.9m | Tests: 15/720 | Remaining: 705 | Rate: 26.2/min [2025-11-26T20:26:11.237256] [INFO ] [CONFIGURE ] ABOS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:26:11.237301] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:26:11.436598] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:11.643861] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:26:11.856454] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:12.061471] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:12.259394] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:12.452974] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:12.646291] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:12.838938] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:13.031450] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:13.246550] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:13.246753] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_morning_momentum (score: 90.00%) [2025-11-26T20:26:13.246827] [INFO ] [CONFIGURE ] JOB ETA: 26.7m | Tests: 16/720 | Remaining: 704 | Rate: 26.4/min [2025-11-26T20:26:13.246889] [INFO ] [CONFIGURE ] ABOS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:26:13.246959] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_pbf_overnight_gap'] [2025-11-26T20:26:13.452464] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:13.653892] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:13.865093] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:14.069389] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:14.287146] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:14.493530] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:14.698288] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:14.907829] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:15.118210] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:15.329487] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:15.329730] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:26:15.329818] [INFO ] [CONFIGURE ] JOB ETA: 26.5m | Tests: 17/720 | Remaining: 703 | Rate: 26.5/min [2025-11-26T20:26:15.329892] [INFO ] [CONFIGURE ] ABOS: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:26:15.329948] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_pbf_return_2d'] [2025-11-26T20:26:15.538736] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:15.752437] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:15.967627] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:16.181857] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:16.395153] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:16.605664] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:16.820327] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:17.043215] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:17.266053] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:17.481572] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:17.481812] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:26:17.481940] [INFO ] [CONFIGURE ] JOB ETA: 26.4m | Tests: 18/720 | Remaining: 702 | Rate: 26.6/min [2025-11-26T20:26:17.482014] [INFO ] [CONFIGURE ] ABOS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:26:17.482096] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_pbf_volatility_5d'] [2025-11-26T20:26:17.671592] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:17.857391] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:18.045995] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:18.239426] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:18.433993] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:18.631172] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:26:18.818087] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:19.007163] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:19.198675] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:19.391052] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:19.391220] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:26:19.391297] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Tests: 19/720 | Remaining: 701 | Rate: 26.8/min [2025-11-26T20:26:19.391362] [INFO ] [CONFIGURE ] ABOS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:26:19.391426] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-26T20:26:19.573027] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:19.762343] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:19.949901] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:20.135879] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:20.322589] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:20.506626] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:20.692568] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:20.876466] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:21.061226] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:21.248284] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:21.248456] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-26T20:26:21.248528] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Tests: 20/720 | Remaining: 700 | Rate: 27.1/min [2025-11-26T20:26:21.248589] [INFO ] [CONFIGURE ] ABOS: Testing feature 20/29: add_price_rejection [2025-11-26T20:26:21.248667] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_price_rejection'] [2025-11-26T20:26:21.458630] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:21.670076] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:21.882950] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:22.098176] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:22.307680] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:22.516940] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:22.729704] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:22.948161] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:23.162072] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:23.377272] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:23.377420] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_price_rejection (score: 70.00%) [2025-11-26T20:26:23.377492] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Tests: 21/720 | Remaining: 699 | Rate: 27.1/min [2025-11-26T20:26:23.377566] [INFO ] [CONFIGURE ] ABOS: Testing feature 21/29: add_range_position [2025-11-26T20:26:23.377626] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_range_position'] [2025-11-26T20:26:23.606447] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:23.829502] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:24.053417] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:24.283448] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:24.514384] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:24.752317] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:24.991685] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:25.234504] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:25.467396] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:25.691274] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:25.691440] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_range_position (score: 80.00%) [2025-11-26T20:26:25.691498] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Tests: 22/720 | Remaining: 698 | Rate: 27.0/min [2025-11-26T20:26:25.691547] [INFO ] [CONFIGURE ] ABOS: Testing feature 22/29: add_realized_volatility [2025-11-26T20:26:25.691592] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_realized_volatility'] [2025-11-26T20:26:25.996068] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:26.298481] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:26.611814] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:26.926432] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:27.238599] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:27.557506] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:27.858017] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:28.145352] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:28.454483] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:28.772165] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:28.772359] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:26:28.772421] [INFO ] [CONFIGURE ] JOB ETA: 26.2m | Tests: 23/720 | Remaining: 697 | Rate: 26.6/min [2025-11-26T20:26:28.772471] [INFO ] [CONFIGURE ] ABOS: Testing feature 23/29: add_recent_range_context [2025-11-26T20:26:28.772518] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_recent_range_context'] [2025-11-26T20:26:28.983460] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:29.198349] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:29.412948] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:29.643131] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:29.867006] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:30.083984] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:30.302255] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:30.526558] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:30.748473] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:30.970608] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:30.970820] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:26:30.970883] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Tests: 24/720 | Remaining: 696 | Rate: 26.6/min [2025-11-26T20:26:30.970935] [INFO ] [CONFIGURE ] ABOS: Testing feature 24/29: add_rsi [2025-11-26T20:26:30.971005] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_ema', 'add_rsi'] [2025-11-26T20:26:31.248486] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:31.518280] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:26:31.769480] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:32.023340] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:32.277636] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:32.532311] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:32.788958] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:33.049873] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:33.334258] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:33.623404] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:33.623588] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_rsi (score: 90.00%) [2025-11-26T20:26:33.623689] [INFO ] [CONFIGURE ] JOB ETA: 26.3m | Tests: 25/720 | Remaining: 695 | Rate: 26.4/min [2025-11-26T20:26:33.623758] [INFO ] [CONFIGURE ] ABOS: Testing feature 25/29: add_tick_distribution [2025-11-26T20:26:33.623883] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_tick_distribution'] [2025-11-26T20:26:33.835178] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:34.038441] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:34.236566] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:34.428723] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:34.619721] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:34.811137] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:35.005118] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:35.201106] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:35.392690] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:35.584384] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:35.584548] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_tick_distribution (score: 90.00%) [2025-11-26T20:26:35.584605] [INFO ] [CONFIGURE ] JOB ETA: 26.1m | Tests: 26/720 | Remaining: 694 | Rate: 26.6/min [2025-11-26T20:26:35.584670] [INFO ] [CONFIGURE ] ABOS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:26:35.584722] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-26T20:26:35.786979] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:36.001997] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:36.200149] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:26:36.401950] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:36.603119] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:36.804747] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:37.008706] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:37.209384] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:37.411032] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:37.615097] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:37.615263] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-26T20:26:37.615340] [INFO ] [CONFIGURE ] JOB ETA: 26.0m | Tests: 27/720 | Remaining: 693 | Rate: 26.7/min [2025-11-26T20:26:37.615409] [INFO ] [CONFIGURE ] ABOS: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:26:37.615475] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_volume_price_divergence'] [2025-11-26T20:26:37.826174] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:38.045489] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:26:38.260695] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:38.483334] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:38.700891] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:38.920585] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:26:39.137927] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:39.354409] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:39.570369] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:39.788295] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:39.788464] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-26T20:26:39.788521] [INFO ] [CONFIGURE ] JOB ETA: 25.9m | Tests: 28/720 | Remaining: 692 | Rate: 26.7/min [2025-11-26T20:26:39.788569] [INFO ] [CONFIGURE ] ABOS: Testing feature 28/29: add_volume_profile [2025-11-26T20:26:39.788619] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_volume_profile'] [2025-11-26T20:26:39.996151] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:40.206902] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:40.410424] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:40.621211] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:40.828755] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:41.038214] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:41.256144] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:41.462872] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:26:41.674423] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:41.885438] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:41.885621] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_volume_profile (score: 90.00%) [2025-11-26T20:26:41.885724] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Tests: 29/720 | Remaining: 691 | Rate: 26.8/min [2025-11-26T20:26:41.885820] [INFO ] [CONFIGURE ] ABOS: Testing feature 29/29: add_vwap [2025-11-26T20:26:41.885888] [INFO ] [CONFIGURE ] ABOS: Testing with features: ['add_vwap'] [2025-11-26T20:26:42.106120] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:26:42.319272] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:42.532312] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:26:42.741787] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:42.955405] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:43.173516] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:26:43.391410] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:43.610611] [DEBUG] [FORECASTER] ABOS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:43.824081] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:26:44.041137] [DEBUG] [FORECASTER] ABOS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:44.041303] [INFO ] [CONFIGURE ] ABOS: DISCARDED add_vwap (score: 60.00%) [2025-11-26T20:26:44.041367] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Tests: 30/720 | Remaining: 690 | Rate: 26.8/min [2025-11-26T20:26:44.041426] [INFO ] [CONFIGURE ] ABOS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:26:44.041472] [INFO ] [CONFIGURE ] ABOS: Best accuracy: 90.00% [2025-11-26T20:26:44.041509] [INFO ] [CONFIGURE ] ABOS: Best feature set (0 features): [] [2025-11-26T20:26:44.041542] [INFO ] [CONFIGURE ] ABOS: Improvement over baseline: 0.00% [2025-11-26T20:26:44.041574] [INFO ] [CONFIGURE ] ABOS: Total time: 1.1 minutes [2025-11-26T20:26:44.041659] [INFO ] [CONFIGURE ] ABOS: Average time per feature: 2.2 seconds [2025-11-26T20:26:44.041705] [INFO ] [CONFIGURE ] ABOS: Average speed: 0.44 features/sec [2025-11-26T20:26:44.042150] [INFO ] [LOCAL ] Saved configuration for ABOS: 0 features, 90.00% accuracy -> ./output/feature-sets/ABOS.json [2025-11-26T20:26:44.042212] [INFO ] [CONFIGURE ] ABOS: Configuration saved successfully: 0 features, 90.00% accuracy. [2025-11-26T20:26:44.042267] [INFO ] [sig ] [1/24] Successfully configured ABOS | 0.01 sym/s | Total: 1.1m | ETA: 25.8m [2025-11-26T20:26:44.042317] [INFO ] [sig ] [2/24] Configuring AGNCP... [2025-11-26T20:26:44.042362] [INFO ] [CONFIGURE ] AGNCP: Configurate test run. [2025-11-26T20:26:44.042414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'. [2025-11-26T20:26:44.054050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'. [2025-11-26T20:26:44.054413] [INFO ] [CONFIGURE ] AGNCP: Testing with 29 available features [2025-11-26T20:26:44.054479] [INFO ] [CONFIGURE ] AGNCP: Establishing baseline with no features... [2025-11-26T20:26:44.234522] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:44.407891] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:44.583207] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:44.758965] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:44.935590] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:45.118736] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:45.299092] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:45.479723] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:45.672295] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:45.870740] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:45.870904] [INFO ] [CONFIGURE ] AGNCP: Baseline score (no features): 30.00% [2025-11-26T20:26:45.870981] [INFO ] [CONFIGURE ] AGNCP: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:26:45.871029] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:26:46.095756] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:26:46.321490] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:46.548558] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:46.776469] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:47.000043] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:47.224250] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:47.446517] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:47.682242] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:47.920159] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:48.147241] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:48.147429] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_bollinger_bands (score: 30.00%) [2025-11-26T20:26:48.147502] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 32/720 | Remaining: 688 | Rate: 26.9/min [2025-11-26T20:26:48.147579] [INFO ] [CONFIGURE ] AGNCP: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:26:48.147637] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:26:48.381484] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:48.617302] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:48.854392] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:49.090764] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:49.325898] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:49.587433] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:49.851309] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:50.115702] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:50.377884] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:50.615241] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:50.615409] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-26T20:26:50.615466] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Tests: 33/720 | Remaining: 687 | Rate: 26.9/min [2025-11-26T20:26:50.615538] [INFO ] [CONFIGURE ] AGNCP: Testing feature 3/29: add_daily_returns [2025-11-26T20:26:50.615587] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns'] [2025-11-26T20:26:50.808089] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:51.005610] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:51.201330] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:51.396868] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:51.593098] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:51.789984] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:51.986777] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:52.185175] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:52.383609] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:52.586412] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:52.586635] [INFO ] [CONFIGURE ] AGNCP: KEPT add_daily_returns (score: 50.00%) [2025-11-26T20:26:52.586711] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 34/720 | Remaining: 686 | Rate: 27.0/min [2025-11-26T20:26:52.586761] [INFO ] [CONFIGURE ] AGNCP: Testing feature 4/29: add_ema [2025-11-26T20:26:52.586814] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-26T20:26:52.839772] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:26:53.096277] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:53.348396] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:53.608213] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:53.864173] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:54.119701] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:54.378309] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:54.633565] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:54.890009] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:55.151845] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:55.152019] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_ema (score: 20.00%) [2025-11-26T20:26:55.152078] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 35/720 | Remaining: 685 | Rate: 26.8/min [2025-11-26T20:26:55.152122] [INFO ] [CONFIGURE ] AGNCP: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:26:55.152171] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:26:55.414685] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:55.675561] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:55.934850] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:56.201991] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:56.465369] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:26:56.727917] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:56.993162] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:26:57.258927] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:57.522964] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:57.788042] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:26:57.788208] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-26T20:26:57.788292] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Tests: 36/720 | Remaining: 684 | Rate: 26.7/min [2025-11-26T20:26:57.788341] [INFO ] [CONFIGURE ] AGNCP: Testing feature 6/29: add_failed_moves [2025-11-26T20:26:57.788386] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_failed_moves'] [2025-11-26T20:26:57.991929] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:26:58.196026] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:26:58.407719] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:26:58.617122] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:26:58.827037] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:26:59.035221] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:26:59.243918] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:26:59.461321] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:26:59.682887] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:26:59.912053] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:26:59.912221] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_failed_moves (score: 50.00%) [2025-11-26T20:26:59.912286] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 37/720 | Remaining: 683 | Rate: 26.7/min [2025-11-26T20:26:59.912335] [INFO ] [CONFIGURE ] AGNCP: Testing feature 7/29: add_lag_shelf [2025-11-26T20:26:59.912396] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_lag_shelf'] [2025-11-26T20:27:00.106546] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:00.320281] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:00.518589] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:00.723543] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:00.921494] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:01.119573] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:01.317402] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:01.521557] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:01.721545] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:01.927358] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:01.927525] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-26T20:27:01.927609] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Tests: 38/720 | Remaining: 682 | Rate: 26.8/min [2025-11-26T20:27:01.927699] [INFO ] [CONFIGURE ] AGNCP: Testing feature 8/29: add_macd [2025-11-26T20:27:01.927846] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-26T20:27:02.237260] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:02.541034] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:27:02.847106] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:03.155613] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:03.459882] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:03.768105] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:04.077668] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:04.391948] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:04.697948] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:05.044275] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:05.044491] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_macd (score: 40.00%) [2025-11-26T20:27:05.044552] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Tests: 39/720 | Remaining: 681 | Rate: 26.5/min [2025-11-26T20:27:05.044602] [INFO ] [CONFIGURE ] AGNCP: Testing feature 9/29: add_mfi [2025-11-26T20:27:05.044748] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_mfi'] [2025-11-26T20:27:05.281762] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:05.560463] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:05.839957] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:06.074548] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:06.319757] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:06.539162] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:06.751536] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:06.962486] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:07.179150] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:07.392543] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:07.392864] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_mfi (score: 50.00%) [2025-11-26T20:27:07.392931] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Tests: 40/720 | Remaining: 680 | Rate: 26.5/min [2025-11-26T20:27:07.392986] [INFO ] [CONFIGURE ] AGNCP: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:27:07.393041] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:27:07.678319] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:07.965272] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:08.263756] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:08.557310] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:08.850525] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:09.148855] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:09.445314] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:09.743611] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:10.041060] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:10.340773] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:10.340986] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_momentum_acceleration (score: 20.00%) [2025-11-26T20:27:10.341083] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Tests: 41/720 | Remaining: 679 | Rate: 26.3/min [2025-11-26T20:27:10.341172] [INFO ] [CONFIGURE ] AGNCP: Testing feature 11/29: add_obv_daily [2025-11-26T20:27:10.341284] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_obv_daily'] [2025-11-26T20:27:10.567238] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:10.794967] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:11.027388] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:11.259274] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:11.491628] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:11.723876] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:11.962589] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:12.198545] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:12.437474] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:12.673221] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:12.673389] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_obv_daily (score: 20.00%) [2025-11-26T20:27:12.673473] [INFO ] [CONFIGURE ] JOB ETA: 25.8m | Tests: 42/720 | Remaining: 678 | Rate: 26.3/min [2025-11-26T20:27:12.673542] [INFO ] [CONFIGURE ] AGNCP: Testing feature 12/29: add_obv_interval [2025-11-26T20:27:12.673597] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_obv_interval'] [2025-11-26T20:27:12.889588] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:13.103882] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:13.314936] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:13.540099] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:13.759807] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:13.978684] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:14.212208] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:14.438760] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:14.658703] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:14.877148] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:27:14.877344] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:27:14.877419] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Tests: 43/720 | Remaining: 677 | Rate: 26.3/min [2025-11-26T20:27:14.877484] [INFO ] [CONFIGURE ] AGNCP: Testing feature 13/29: add_opening_strength [2025-11-26T20:27:14.877571] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:27:15.112127] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:15.350398] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:15.603846] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:15.838959] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:16.074615] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:16.310637] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:16.547065] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:16.787776] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:17.027013] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:17.268987] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:17.269186] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_opening_strength (score: 40.00%) [2025-11-26T20:27:17.269274] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Tests: 44/720 | Remaining: 676 | Rate: 26.3/min [2025-11-26T20:27:17.269343] [INFO ] [CONFIGURE ] AGNCP: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:27:17.269406] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance'] [2025-11-26T20:27:17.505920] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:17.736244] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:17.969902] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:18.207790] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:18.445162] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:18.681716] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:18.914778] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:19.154462] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:19.391466] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:19.630941] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:19.631107] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-26T20:27:19.631165] [INFO ] [CONFIGURE ] JOB ETA: 25.7m | Tests: 45/720 | Remaining: 675 | Rate: 26.3/min [2025-11-26T20:27:19.631214] [INFO ] [CONFIGURE ] AGNCP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:27:19.631257] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-26T20:27:19.842564] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:20.051379] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:20.261235] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:20.470351] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:20.686568] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:20.900553] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:21.112391] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:21.325123] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:21.548287] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:21.762026] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:21.762189] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_pbf_morning_momentum (score: 10.00%) [2025-11-26T20:27:21.762246] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Tests: 46/720 | Remaining: 674 | Rate: 26.3/min [2025-11-26T20:27:21.762292] [INFO ] [CONFIGURE ] AGNCP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:27:21.762330] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-26T20:27:21.990712] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:22.218280] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:22.443256] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:22.664524] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:22.886262] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:23.110887] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:23.338597] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:23.569175] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:23.801621] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:24.033702] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:24.033887] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_pbf_overnight_gap (score: 30.00%) [2025-11-26T20:27:24.033948] [INFO ] [CONFIGURE ] JOB ETA: 25.6m | Tests: 47/720 | Remaining: 673 | Rate: 26.3/min [2025-11-26T20:27:24.033993] [INFO ] [CONFIGURE ] AGNCP: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:27:24.034038] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_pbf_return_2d'] [2025-11-26T20:27:24.266940] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:24.503498] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:24.746138] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:24.975067] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:25.209150] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:25.440015] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:25.674896] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:25.910245] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:26.143106] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:26.386352] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:26.386577] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_pbf_return_2d (score: 30.00%) [2025-11-26T20:27:26.386672] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 48/720 | Remaining: 672 | Rate: 26.3/min [2025-11-26T20:27:26.386738] [INFO ] [CONFIGURE ] AGNCP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:27:26.386795] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-26T20:27:26.596693] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:26.799847] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:27.001348] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:27.205722] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:27.411061] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:27.615383] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:27.820342] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:28.024043] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:28.230676] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:28.438228] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:28.438399] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-26T20:27:28.438482] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 49/720 | Remaining: 671 | Rate: 26.4/min [2025-11-26T20:27:28.438557] [INFO ] [CONFIGURE ] AGNCP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:27:28.438626] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-26T20:27:28.644477] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:28.848152] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:29.048613] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:29.253374] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:29.461374] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:29.671125] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:29.874425] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:30.079632] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:30.285964] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:30.505437] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:30.505629] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-26T20:27:30.505705] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Tests: 50/720 | Remaining: 670 | Rate: 26.4/min [2025-11-26T20:27:30.505758] [INFO ] [CONFIGURE ] AGNCP: Testing feature 20/29: add_price_rejection [2025-11-26T20:27:30.505804] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_price_rejection'] [2025-11-26T20:27:30.742751] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:30.978216] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:31.212314] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:31.458473] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:31.684121] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:31.912945] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:32.140828] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:32.367449] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:32.603402] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:32.832504] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:32.832741] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_price_rejection (score: 20.00%) [2025-11-26T20:27:32.832803] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Tests: 51/720 | Remaining: 669 | Rate: 26.4/min [2025-11-26T20:27:32.832851] [INFO ] [CONFIGURE ] AGNCP: Testing feature 21/29: add_range_position [2025-11-26T20:27:32.832894] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_range_position'] [2025-11-26T20:27:33.078467] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:33.315553] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:33.564938] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:33.814182] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:34.058255] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:34.316754] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:34.557460] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:34.798050] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:35.039619] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:35.279199] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:35.279393] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_range_position (score: 30.00%) [2025-11-26T20:27:35.279454] [INFO ] [CONFIGURE ] JOB ETA: 25.3m | Tests: 52/720 | Remaining: 668 | Rate: 26.4/min [2025-11-26T20:27:35.279496] [INFO ] [CONFIGURE ] AGNCP: Testing feature 22/29: add_realized_volatility [2025-11-26T20:27:35.279547] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_realized_volatility'] [2025-11-26T20:27:35.585113] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:35.886274] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:36.187395] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:36.494865] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:36.803162] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:37.107968] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:37.419731] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:37.732710] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:38.045988] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:38.356523] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:38.356740] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_realized_volatility (score: 20.00%) [2025-11-26T20:27:38.356802] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 53/720 | Remaining: 667 | Rate: 26.2/min [2025-11-26T20:27:38.356851] [INFO ] [CONFIGURE ] AGNCP: Testing feature 23/29: add_recent_range_context [2025-11-26T20:27:38.356897] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_recent_range_context'] [2025-11-26T20:27:38.573530] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:38.791853] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:39.007076] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:39.238834] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:39.466434] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:39.695557] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:39.918694] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:40.137614] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:40.362224] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:40.584372] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:40.584541] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-26T20:27:40.584599] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Tests: 54/720 | Remaining: 666 | Rate: 26.2/min [2025-11-26T20:27:40.584682] [INFO ] [CONFIGURE ] AGNCP: Testing feature 24/29: add_rsi [2025-11-26T20:27:40.584736] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-26T20:27:40.858084] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:41.126746] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:41.393148] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:41.662844] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:41.941602] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:42.229926] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:42.507006] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:42.786334] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:43.076178] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:43.360392] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:43.360567] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_rsi (score: 40.00%) [2025-11-26T20:27:43.360681] [INFO ] [CONFIGURE ] JOB ETA: 25.5m | Tests: 55/720 | Remaining: 665 | Rate: 26.1/min [2025-11-26T20:27:43.360741] [INFO ] [CONFIGURE ] AGNCP: Testing feature 25/29: add_tick_distribution [2025-11-26T20:27:43.360788] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_tick_distribution'] [2025-11-26T20:27:43.576600] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:43.793110] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:44.010337] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:44.226974] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:44.441691] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:44.655712] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:44.871000] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:45.090019] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:45.304055] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:45.515666] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:27:45.515831] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-26T20:27:45.515890] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Tests: 56/720 | Remaining: 664 | Rate: 26.1/min [2025-11-26T20:27:45.515939] [INFO ] [CONFIGURE ] AGNCP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:27:45.515984] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation'] [2025-11-26T20:27:45.730120] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:45.950063] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:46.167786] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:46.396278] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:46.630628] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:46.855936] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:47.083093] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:27:47.307301] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:47.533638] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:47.758842] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:47.759073] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-26T20:27:47.759136] [INFO ] [CONFIGURE ] JOB ETA: 25.4m | Tests: 57/720 | Remaining: 663 | Rate: 26.1/min [2025-11-26T20:27:47.759187] [INFO ] [CONFIGURE ] AGNCP: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:27:47.759232] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_volume_price_divergence'] [2025-11-26T20:27:47.903067] [FATAL] [FORECASTER] Failed to test lookback=11: [20:27:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:47.985319] [FATAL] [FORECASTER] Failed to test lookback=10: [20:27:47] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.066212] [FATAL] [FORECASTER] Failed to test lookback=9: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.148306] [FATAL] [FORECASTER] Failed to test lookback=8: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.230028] [FATAL] [FORECASTER] Failed to test lookback=7: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.317119] [FATAL] [FORECASTER] Failed to test lookback=6: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.402119] [FATAL] [FORECASTER] Failed to test lookback=5: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.486607] [FATAL] [FORECASTER] Failed to test lookback=4: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.570470] [FATAL] [FORECASTER] Failed to test lookback=3: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.657006] [FATAL] [FORECASTER] Failed to test lookback=2: [20:27:48] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:27:48.657256] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-26T20:27:48.657326] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 58/720 | Remaining: 662 | Rate: 26.4/min [2025-11-26T20:27:48.657377] [INFO ] [CONFIGURE ] AGNCP: Testing feature 28/29: add_volume_profile [2025-11-26T20:27:48.657422] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_volume_profile'] [2025-11-26T20:27:48.884926] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:49.114400] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:49.339228] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:49.566622] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:49.794101] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:50.024000] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:50.257258] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:50.494269] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:50.729925] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:27:50.980221] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:50.980429] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_volume_profile (score: 40.00%) [2025-11-26T20:27:50.980495] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Tests: 59/720 | Remaining: 661 | Rate: 26.4/min [2025-11-26T20:27:50.980545] [INFO ] [CONFIGURE ] AGNCP: Testing feature 29/29: add_vwap [2025-11-26T20:27:50.980591] [INFO ] [CONFIGURE ] AGNCP: Testing with features: ['add_daily_returns', 'add_vwap'] [2025-11-26T20:27:51.214907] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:51.449660] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:27:51.679748] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:27:51.915505] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:27:52.148863] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:52.380185] [DEBUG] [FORECASTER] AGNCP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:27:52.623902] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:52.898556] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:27:53.258746] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:53.546148] [DEBUG] [FORECASTER] AGNCP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:27:53.546393] [INFO ] [CONFIGURE ] AGNCP: DISCARDED add_vwap (score: 30.00%) [2025-11-26T20:27:53.546486] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 60/720 | Remaining: 660 | Rate: 26.3/min [2025-11-26T20:27:53.546570] [INFO ] [CONFIGURE ] AGNCP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:27:53.546636] [INFO ] [CONFIGURE ] AGNCP: Best accuracy: 50.00% [2025-11-26T20:27:53.546720] [INFO ] [CONFIGURE ] AGNCP: Best feature set (1 features): ['add_daily_returns'] [2025-11-26T20:27:53.546839] [INFO ] [CONFIGURE ] AGNCP: Improvement over baseline: 20.00% [2025-11-26T20:27:53.546896] [INFO ] [CONFIGURE ] AGNCP: Total time: 1.1 minutes [2025-11-26T20:27:53.546953] [INFO ] [CONFIGURE ] AGNCP: Average time per feature: 2.3 seconds [2025-11-26T20:27:53.547023] [INFO ] [CONFIGURE ] AGNCP: Average speed: 0.43 features/sec [2025-11-26T20:27:53.547715] [INFO ] [LOCAL ] Saved configuration for AGNCP: 1 features, 50.00% accuracy -> ./output/feature-sets/AGNCP.json [2025-11-26T20:27:53.547797] [INFO ] [CONFIGURE ] AGNCP: Configuration saved successfully: 1 features, 50.00% accuracy. [2025-11-26T20:27:53.547913] [INFO ] [sig ] [2/24] Successfully configured AGNCP | 0.01 sym/s | Total: 2.3m | ETA: 25.1m [2025-11-26T20:27:53.547987] [INFO ] [sig ] [3/24] Configuring ALDX... [2025-11-26T20:27:53.548064] [INFO ] [CONFIGURE ] ALDX: Configurate test run. [2025-11-26T20:27:53.548131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'. [2025-11-26T20:27:53.563107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALDX'. [2025-11-26T20:27:53.565106] [INFO ] [CONFIGURE ] ALDX: Testing with 29 available features [2025-11-26T20:27:53.565213] [INFO ] [CONFIGURE ] ALDX: Establishing baseline with no features... [2025-11-26T20:27:53.788800] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:53.975289] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:27:54.202444] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:27:54.418825] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:54.622150] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:54.809271] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:27:54.993345] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:55.181713] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:27:55.372461] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:55.566067] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:27:55.566257] [INFO ] [CONFIGURE ] ALDX: Baseline score (no features): 60.00% [2025-11-26T20:27:55.566324] [INFO ] [CONFIGURE ] ALDX: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:27:55.566387] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:27:55.813600] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:27:56.043226] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:27:56.277985] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:27:56.512129] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:56.739838] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:27:56.970780] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:27:57.203006] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:57.434507] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:27:57.662191] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:27:57.896934] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:27:57.897130] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-26T20:27:57.897198] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 62/720 | Remaining: 658 | Rate: 26.4/min [2025-11-26T20:27:57.897246] [INFO ] [CONFIGURE ] ALDX: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:27:57.897288] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:27:58.126687] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:27:58.361564] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:27:58.591236] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:27:58.821582] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:27:59.051611] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:27:59.282127] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:27:59.526664] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:27:59.761667] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:27:59.996211] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:00.236887] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:00.237075] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-26T20:28:00.237134] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 63/720 | Remaining: 657 | Rate: 26.4/min [2025-11-26T20:28:00.237182] [INFO ] [CONFIGURE ] ALDX: Testing feature 3/29: add_daily_returns [2025-11-26T20:28:00.237227] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_daily_returns'] [2025-11-26T20:28:00.436852] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:00.646118] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:00.837021] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:01.029394] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:01.224966] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:01.422240] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:01.621392] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:01.841313] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:02.037415] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:02.233879] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:02.234052] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_daily_returns (score: 50.00%) [2025-11-26T20:28:02.234108] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 64/720 | Remaining: 656 | Rate: 26.4/min [2025-11-26T20:28:02.234156] [INFO ] [CONFIGURE ] ALDX: Testing feature 4/29: add_ema [2025-11-26T20:28:02.234200] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema'] [2025-11-26T20:28:02.478970] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:02.746920] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:03.000917] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:03.269195] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:03.508033] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:03.741952] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:03.979768] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:04.220990] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:04.460570] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:04.700814] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:04.701001] [INFO ] [CONFIGURE ] ALDX: KEPT add_ema (score: 70.00%) [2025-11-26T20:28:04.701064] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 65/720 | Remaining: 655 | Rate: 26.4/min [2025-11-26T20:28:04.701113] [INFO ] [CONFIGURE ] ALDX: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:28:04.701160] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:28:04.984358] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:05.265213] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:05.548576] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:05.837837] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:06.122013] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:06.407253] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:06.696820] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:06.991571] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:07.295173] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:07.592504] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:07.592707] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:28:07.592771] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 66/720 | Remaining: 654 | Rate: 26.3/min [2025-11-26T20:28:07.592820] [INFO ] [CONFIGURE ] ALDX: Testing feature 6/29: add_failed_moves [2025-11-26T20:28:07.592866] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_failed_moves'] [2025-11-26T20:28:07.833509] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:08.071985] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:08.318072] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:08.563329] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:08.807753] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:28:09.051444] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:09.292661] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:09.530495] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:09.773153] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:10.017032] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:10.017238] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:28:10.017301] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 67/720 | Remaining: 653 | Rate: 26.3/min [2025-11-26T20:28:10.017355] [INFO ] [CONFIGURE ] ALDX: Testing feature 7/29: add_lag_shelf [2025-11-26T20:28:10.017400] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_lag_shelf'] [2025-11-26T20:28:10.246403] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:10.478975] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:10.715425] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:10.950252] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:11.184546] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:11.436569] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:11.687401] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:11.926169] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:12.165525] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:12.405466] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:12.405744] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:28:12.405818] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 68/720 | Remaining: 652 | Rate: 26.2/min [2025-11-26T20:28:12.405879] [INFO ] [CONFIGURE ] ALDX: Testing feature 8/29: add_macd [2025-11-26T20:28:12.405936] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_vwap', 'add_macd'] [2025-11-26T20:28:12.766590] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:13.115117] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:13.454328] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:13.808019] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:14.154045] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:14.505113] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:14.862746] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:15.209156] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:15.556959] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:28:15.908790] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:15.908978] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:28:15.909039] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Tests: 69/720 | Remaining: 651 | Rate: 26.0/min [2025-11-26T20:28:15.909090] [INFO ] [CONFIGURE ] ALDX: Testing feature 9/29: add_mfi [2025-11-26T20:28:15.909134] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_mfi'] [2025-11-26T20:28:16.159177] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:16.407696] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:16.659242] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:16.909377] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:17.160497] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:17.417616] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:17.668572] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:17.933904] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:18.215444] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:18.470292] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:18.470501] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_mfi (score: 60.00%) [2025-11-26T20:28:18.470583] [INFO ] [CONFIGURE ] JOB ETA: 25.0m | Tests: 70/720 | Remaining: 650 | Rate: 26.0/min [2025-11-26T20:28:18.470633] [INFO ] [CONFIGURE ] ALDX: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:28:18.470696] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:28:18.789073] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:19.109412] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:19.432093] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:19.758238] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:20.086135] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:20.413377] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:20.737882] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:21.064117] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:21.388323] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:21.715562] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:21.715802] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-26T20:28:21.715862] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 71/720 | Remaining: 649 | Rate: 25.9/min [2025-11-26T20:28:21.715911] [INFO ] [CONFIGURE ] ALDX: Testing feature 11/29: add_obv_daily [2025-11-26T20:28:21.715956] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_obv_daily'] [2025-11-26T20:28:21.979408] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:22.239392] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:22.504129] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:22.767061] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:23.031996] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:23.296969] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:23.559953] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:23.822905] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:24.089890] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:24.356826] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:24.356991] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:28:24.357048] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 72/720 | Remaining: 648 | Rate: 25.8/min [2025-11-26T20:28:24.357096] [INFO ] [CONFIGURE ] ALDX: Testing feature 12/29: add_obv_interval [2025-11-26T20:28:24.357139] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_obv_interval'] [2025-11-26T20:28:24.608132] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:24.867578] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:25.121337] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:25.385663] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:25.638332] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:25.890285] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:26.143088] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:26.395683] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:26.660686] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:26.919372] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:26.919551] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:28:26.919632] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 73/720 | Remaining: 647 | Rate: 25.8/min [2025-11-26T20:28:26.919710] [INFO ] [CONFIGURE ] ALDX: Testing feature 13/29: add_opening_strength [2025-11-26T20:28:26.919766] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:28:27.201114] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:27.480770] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:28:27.760788] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:28.043927] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:28.333172] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:28.621783] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:28.911081] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:29.201302] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:29.485732] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:29.769705] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:29.769891] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:28:29.769950] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 74/720 | Remaining: 646 | Rate: 25.7/min [2025-11-26T20:28:29.769997] [INFO ] [CONFIGURE ] ALDX: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:28:29.770043] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_order_flow_imbalance'] [2025-11-26T20:28:30.034326] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:30.298245] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:30.564976] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:30.834976] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:31.117604] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:31.390155] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:31.662893] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:31.933307] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:32.205229] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:28:32.477747] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:32.477939] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-26T20:28:32.478014] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Tests: 75/720 | Remaining: 645 | Rate: 25.6/min [2025-11-26T20:28:32.478072] [INFO ] [CONFIGURE ] ALDX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:28:32.478160] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_pbf_morning_momentum'] [2025-11-26T20:28:32.712576] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:32.951219] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:33.194834] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:33.437270] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:33.674806] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:33.913323] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:34.153914] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:34.391306] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:34.635819] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:34.877615] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:34.877812] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-26T20:28:34.877871] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 76/720 | Remaining: 644 | Rate: 25.6/min [2025-11-26T20:28:34.877918] [INFO ] [CONFIGURE ] ALDX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:28:34.877962] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_pbf_overnight_gap'] [2025-11-26T20:28:35.129460] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:35.387994] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:35.645183] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:28:35.900615] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:36.154952] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:36.411038] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:36.669841] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:36.932526] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:37.196406] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:37.467300] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:37.467529] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-26T20:28:37.467622] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 77/720 | Remaining: 643 | Rate: 25.6/min [2025-11-26T20:28:37.467692] [INFO ] [CONFIGURE ] ALDX: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:28:37.467741] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_pbf_return_2d'] [2025-11-26T20:28:37.720401] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:37.977351] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:38.241611] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:38.502309] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:38.765522] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:28:39.027946] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:39.290913] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:39.549978] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:39.824072] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:40.102638] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:40.102844] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:28:40.102903] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 78/720 | Remaining: 642 | Rate: 25.5/min [2025-11-26T20:28:40.102954] [INFO ] [CONFIGURE ] ALDX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:28:40.103000] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_pbf_volatility_5d'] [2025-11-26T20:28:40.342798] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:40.580681] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:40.813830] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:41.052560] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:41.289460] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:41.528296] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:41.768058] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:42.008564] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:42.251102] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:28:42.493241] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:42.493413] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-26T20:28:42.493469] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 79/720 | Remaining: 641 | Rate: 25.5/min [2025-11-26T20:28:42.493517] [INFO ] [CONFIGURE ] ALDX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:28:42.493560] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_pbf_vs_sma_5'] [2025-11-26T20:28:42.722317] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:42.953293] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:43.184947] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:43.417382] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:43.655416] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:43.890975] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:44.129864] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:44.384086] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:44.624069] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:44.858161] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:44.858318] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-26T20:28:44.858376] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 80/720 | Remaining: 640 | Rate: 25.5/min [2025-11-26T20:28:44.858423] [INFO ] [CONFIGURE ] ALDX: Testing feature 20/29: add_price_rejection [2025-11-26T20:28:44.858467] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_price_rejection'] [2025-11-26T20:28:45.107279] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:45.358126] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:28:45.621940] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:45.950790] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:46.265608] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:46.553888] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:46.820133] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:47.084035] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:47.342032] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:47.604400] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:47.604602] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_price_rejection (score: 40.00%) [2025-11-26T20:28:47.604703] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 81/720 | Remaining: 639 | Rate: 25.5/min [2025-11-26T20:28:47.604772] [INFO ] [CONFIGURE ] ALDX: Testing feature 21/29: add_range_position [2025-11-26T20:28:47.604835] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_range_position'] [2025-11-26T20:28:47.874443] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:48.144814] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:48.412407] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:48.685236] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:48.959602] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:49.236069] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:49.510846] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:49.786660] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:50.065471] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:50.346933] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:50.347155] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_range_position (score: 50.00%) [2025-11-26T20:28:50.347240] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 82/720 | Remaining: 638 | Rate: 25.4/min [2025-11-26T20:28:50.347310] [INFO ] [CONFIGURE ] ALDX: Testing feature 22/29: add_realized_volatility [2025-11-26T20:28:50.347363] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_realized_volatility'] [2025-11-26T20:28:50.701565] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:28:51.038215] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:51.384371] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:51.734351] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:52.082066] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:52.445514] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:52.797271] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:53.140468] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:53.486305] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:53.846637] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:53.846855] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-26T20:28:53.846919] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Tests: 83/720 | Remaining: 637 | Rate: 25.3/min [2025-11-26T20:28:53.846970] [INFO ] [CONFIGURE ] ALDX: Testing feature 23/29: add_recent_range_context [2025-11-26T20:28:53.847018] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_recent_range_context'] [2025-11-26T20:28:54.088951] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:54.339812] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:54.589514] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:54.838541] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:55.089531] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:55.337577] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:55.587739] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:55.840022] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:56.091828] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:28:56.343238] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:28:56.343404] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_recent_range_context (score: 50.00%) [2025-11-26T20:28:56.343465] [INFO ] [CONFIGURE ] JOB ETA: 25.2m | Tests: 84/720 | Remaining: 636 | Rate: 25.3/min [2025-11-26T20:28:56.343515] [INFO ] [CONFIGURE ] ALDX: Testing feature 24/29: add_rsi [2025-11-26T20:28:56.343555] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_rsi'] [2025-11-26T20:28:56.596076] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:56.846944] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:57.099150] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:28:57.352451] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:28:57.605492] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:28:57.857961] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:28:58.112850] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:28:58.370437] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:28:58.650446] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:28:58.912931] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:28:58.913158] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_rsi (score: 50.00%) [2025-11-26T20:28:58.913233] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 85/720 | Remaining: 635 | Rate: 25.2/min [2025-11-26T20:28:58.913297] [INFO ] [CONFIGURE ] ALDX: Testing feature 25/29: add_tick_distribution [2025-11-26T20:28:58.913354] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_tick_distribution'] [2025-11-26T20:28:59.172074] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:28:59.417334] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:28:59.681606] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:28:59.939543] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:00.229606] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:00.486354] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:00.745170] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:01.011056] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:01.277415] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:01.536791] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:29:01.536991] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:29:01.537058] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 86/720 | Remaining: 634 | Rate: 25.2/min [2025-11-26T20:29:01.537108] [INFO ] [CONFIGURE ] ALDX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:29:01.537154] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_volume_momentum_confirmation'] [2025-11-26T20:29:01.792582] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:02.077106] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:29:02.330022] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:02.586668] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:02.839244] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:03.097951] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:03.350760] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:03.619304] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:03.870722] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:04.125261] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:29:04.125437] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-26T20:29:04.125494] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 87/720 | Remaining: 633 | Rate: 25.2/min [2025-11-26T20:29:04.125541] [INFO ] [CONFIGURE ] ALDX: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:29:04.125593] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_volume_price_divergence'] [2025-11-26T20:29:04.387496] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:04.643893] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:29:04.903796] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:05.168565] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:05.430259] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:05.691471] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:05.955795] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:06.217281] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:06.488109] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:06.754819] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:29:06.754991] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-26T20:29:06.755093] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 88/720 | Remaining: 632 | Rate: 25.2/min [2025-11-26T20:29:06.755144] [INFO ] [CONFIGURE ] ALDX: Testing feature 28/29: add_volume_profile [2025-11-26T20:29:06.755188] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_volume_profile'] [2025-11-26T20:29:07.009897] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:07.268555] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:29:07.526038] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:07.778331] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:08.043133] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:08.305059] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:08.565020] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:08.824438] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:09.081898] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:29:09.344025] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:29:09.344213] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_volume_profile (score: 40.00%) [2025-11-26T20:29:09.344270] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 89/720 | Remaining: 631 | Rate: 25.1/min [2025-11-26T20:29:09.344319] [INFO ] [CONFIGURE ] ALDX: Testing feature 29/29: add_vwap [2025-11-26T20:29:09.344362] [INFO ] [CONFIGURE ] ALDX: Testing with features: ['add_ema', 'add_vwap'] [2025-11-26T20:29:09.599007] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:09.857361] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:29:10.118591] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:10.376722] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:10.631855] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:10.891998] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:11.151338] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:11.409240] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:11.669594] [DEBUG] [FORECASTER] ALDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:11.930841] [DEBUG] [FORECASTER] ALDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:29:11.931010] [INFO ] [CONFIGURE ] ALDX: DISCARDED add_vwap (score: 50.00%) [2025-11-26T20:29:11.931067] [INFO ] [CONFIGURE ] JOB ETA: 25.1m | Tests: 90/720 | Remaining: 630 | Rate: 25.1/min [2025-11-26T20:29:11.931112] [INFO ] [CONFIGURE ] ALDX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:29:11.931149] [INFO ] [CONFIGURE ] ALDX: Best accuracy: 70.00% [2025-11-26T20:29:11.931188] [INFO ] [CONFIGURE ] ALDX: Best feature set (1 features): ['add_ema'] [2025-11-26T20:29:11.931226] [INFO ] [CONFIGURE ] ALDX: Improvement over baseline: 10.00% [2025-11-26T20:29:11.931261] [INFO ] [CONFIGURE ] ALDX: Total time: 1.3 minutes [2025-11-26T20:29:11.931292] [INFO ] [CONFIGURE ] ALDX: Average time per feature: 2.6 seconds [2025-11-26T20:29:11.931329] [INFO ] [CONFIGURE ] ALDX: Average speed: 0.38 features/sec [2025-11-26T20:29:11.931707] [INFO ] [LOCAL ] Saved configuration for ALDX: 1 features, 70.00% accuracy -> ./output/feature-sets/ALDX.json [2025-11-26T20:29:11.931797] [INFO ] [CONFIGURE ] ALDX: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-26T20:29:11.931849] [INFO ] [sig ] [3/24] Successfully configured ALDX | 0.01 sym/s | Total: 3.6m | ETA: 25.1m [2025-11-26T20:29:11.931893] [INFO ] [sig ] [4/24] Configuring AMP... [2025-11-26T20:29:11.931936] [INFO ] [CONFIGURE ] AMP: Configurate test run. [2025-11-26T20:29:11.931975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-11-26T20:29:11.943391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMP'. [2025-11-26T20:29:11.943810] [INFO ] [CONFIGURE ] AMP: Testing with 29 available features [2025-11-26T20:29:11.943884] [INFO ] [CONFIGURE ] AMP: Establishing baseline with no features... [2025-11-26T20:29:12.119278] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:12.295492] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:12.471421] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:12.645112] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:12.818994] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:12.994157] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:13.168861] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:13.343514] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:13.519508] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:13.696636] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:13.696799] [INFO ] [CONFIGURE ] AMP: Baseline score (no features): 60.00% [2025-11-26T20:29:13.696860] [INFO ] [CONFIGURE ] AMP: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:29:13.696907] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:29:13.910768] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:14.127874] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:14.347122] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:14.566801] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:14.784770] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:15.005229] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:15.241303] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:15.474059] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:15.704964] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:15.934383] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:15.934622] [INFO ] [CONFIGURE ] AMP: KEPT add_bollinger_bands (score: 70.00%) [2025-11-26T20:29:15.934710] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 92/720 | Remaining: 628 | Rate: 25.2/min [2025-11-26T20:29:15.934766] [INFO ] [CONFIGURE ] AMP: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:29:15.934815] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-26T20:29:16.212786] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:16.496254] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:16.784816] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:17.064569] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:17.345047] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:17.628966] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:17.906895] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:18.222250] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:18.518925] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:18.817552] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:18.817861] [INFO ] [CONFIGURE ] AMP: DISCARDED add_cumulative_delta (score: 70.00%) [2025-11-26T20:29:18.817924] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 93/720 | Remaining: 627 | Rate: 25.1/min [2025-11-26T20:29:18.817971] [INFO ] [CONFIGURE ] AMP: Testing feature 3/29: add_daily_returns [2025-11-26T20:29:18.818021] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-26T20:29:19.066373] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:19.319970] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:19.568546] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:19.873718] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:20.129006] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:20.380499] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:20.626566] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:20.885523] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:21.148131] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:21.408697] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:21.408951] [INFO ] [CONFIGURE ] AMP: DISCARDED add_daily_returns (score: 60.00%) [2025-11-26T20:29:21.409019] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 94/720 | Remaining: 626 | Rate: 25.1/min [2025-11-26T20:29:21.409081] [INFO ] [CONFIGURE ] AMP: Testing feature 4/29: add_ema [2025-11-26T20:29:21.409138] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-26T20:29:21.696545] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:21.977495] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:22.267689] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:22.549094] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:22.844793] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:23.138081] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:23.455887] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:23.758632] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:24.050540] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:24.343427] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:24.343664] [INFO ] [CONFIGURE ] AMP: DISCARDED add_ema (score: 70.00%) [2025-11-26T20:29:24.343977] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 95/720 | Remaining: 625 | Rate: 25.1/min [2025-11-26T20:29:24.344238] [INFO ] [CONFIGURE ] AMP: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:29:24.344295] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:29:24.632381] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:24.915988] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:25.200910] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:25.492526] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:25.766669] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:26.042043] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:26.318078] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:26.595247] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:26.874022] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:27.150368] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:27.150543] [INFO ] [CONFIGURE ] AMP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:29:27.150604] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 96/720 | Remaining: 624 | Rate: 25.0/min [2025-11-26T20:29:27.150674] [INFO ] [CONFIGURE ] AMP: Testing feature 6/29: add_failed_moves [2025-11-26T20:29:27.150723] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-26T20:29:27.381281] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:27.614012] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:27.839539] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:28.068362] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:28.298352] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:28.528068] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:28.757277] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:28.988258] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:29.218176] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:29.454549] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:29.454769] [INFO ] [CONFIGURE ] AMP: DISCARDED add_failed_moves (score: 70.00%) [2025-11-26T20:29:29.454832] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 97/720 | Remaining: 623 | Rate: 25.0/min [2025-11-26T20:29:29.454888] [INFO ] [CONFIGURE ] AMP: Testing feature 7/29: add_lag_shelf [2025-11-26T20:29:29.454937] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-26T20:29:29.686358] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:29.914338] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:30.138229] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:30.362135] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:30.587836] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:30.814315] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:31.042021] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:31.270417] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:31.497376] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:31.726049] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:31.726215] [INFO ] [CONFIGURE ] AMP: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:29:31.726272] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 98/720 | Remaining: 622 | Rate: 25.0/min [2025-11-26T20:29:31.726321] [INFO ] [CONFIGURE ] AMP: Testing feature 8/29: add_macd [2025-11-26T20:29:31.726369] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-26T20:29:32.060108] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:32.389520] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:32.732529] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:33.084965] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:29:33.457271] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:33.934039] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:34.309472] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:34.653967] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:35.001666] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:35.357909] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:35.358104] [INFO ] [CONFIGURE ] AMP: DISCARDED add_macd (score: 60.00%) [2025-11-26T20:29:35.358162] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 99/720 | Remaining: 621 | Rate: 24.9/min [2025-11-26T20:29:35.358216] [INFO ] [CONFIGURE ] AMP: Testing feature 9/29: add_mfi [2025-11-26T20:29:35.358264] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-26T20:29:35.597493] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:35.838016] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:36.074939] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:36.308635] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:36.553584] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:36.796626] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:37.036763] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:37.281689] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:37.525120] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:37.761511] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:37.761718] [INFO ] [CONFIGURE ] AMP: DISCARDED add_mfi (score: 70.00%) [2025-11-26T20:29:37.761781] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 100/720 | Remaining: 620 | Rate: 24.9/min [2025-11-26T20:29:37.761833] [INFO ] [CONFIGURE ] AMP: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:29:37.761881] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:29:38.079508] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:38.402827] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:38.730212] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:39.051557] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:39.368416] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:39.695230] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:40.017248] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:40.338027] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:40.673810] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:40.996992] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:29:40.997182] [INFO ] [CONFIGURE ] AMP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:29:40.997242] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 101/720 | Remaining: 619 | Rate: 24.8/min [2025-11-26T20:29:40.997293] [INFO ] [CONFIGURE ] AMP: Testing feature 11/29: add_obv_daily [2025-11-26T20:29:40.997342] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-26T20:29:41.258875] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:41.507925] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:41.760260] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:42.016168] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:42.271529] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:42.530015] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:42.793519] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:43.058940] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:43.332067] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:43.592923] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:43.593090] [INFO ] [CONFIGURE ] AMP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:29:43.593150] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 102/720 | Remaining: 618 | Rate: 24.8/min [2025-11-26T20:29:43.593206] [INFO ] [CONFIGURE ] AMP: Testing feature 12/29: add_obv_interval [2025-11-26T20:29:43.593252] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-26T20:29:43.834126] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:44.071943] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:44.312271] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:44.550952] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:44.793993] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:45.034442] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:45.274376] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:45.525038] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:45.774617] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:46.016337] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:46.016504] [INFO ] [CONFIGURE ] AMP: DISCARDED add_obv_interval (score: 70.00%) [2025-11-26T20:29:46.016561] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 103/720 | Remaining: 617 | Rate: 24.8/min [2025-11-26T20:29:46.016607] [INFO ] [CONFIGURE ] AMP: Testing feature 13/29: add_opening_strength [2025-11-26T20:29:46.016670] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:29:46.293941] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:46.562759] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:46.833197] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:47.106875] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:47.380701] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:47.654539] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:47.928772] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:48.200370] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:48.479969] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:48.755322] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:48.755482] [INFO ] [CONFIGURE ] AMP: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:29:48.755540] [INFO ] [CONFIGURE ] JOB ETA: 24.9m | Tests: 104/720 | Remaining: 616 | Rate: 24.8/min [2025-11-26T20:29:48.755587] [INFO ] [CONFIGURE ] AMP: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:29:48.755630] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-26T20:29:49.006048] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:49.255558] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:49.516851] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:49.780080] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:50.030095] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:50.282313] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:50.538524] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:50.794765] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:51.052631] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:51.314597] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:51.314818] [INFO ] [CONFIGURE ] AMP: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-26T20:29:51.314877] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 105/720 | Remaining: 615 | Rate: 24.8/min [2025-11-26T20:29:51.314921] [INFO ] [CONFIGURE ] AMP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:29:51.314976] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-26T20:29:51.541867] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:51.770638] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:52.002106] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:52.231473] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:52.459595] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:52.689475] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:52.926279] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:53.172940] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:53.406428] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:53.642350] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:53.642525] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-26T20:29:53.642582] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 106/720 | Remaining: 614 | Rate: 24.8/min [2025-11-26T20:29:53.642629] [INFO ] [CONFIGURE ] AMP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:29:53.642697] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-26T20:29:53.895768] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:29:54.152665] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:54.401375] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:54.649095] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:54.898473] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:55.148226] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:55.401413] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:55.655167] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:55.909389] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:56.164414] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:56.164660] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-26T20:29:56.164741] [INFO ] [CONFIGURE ] JOB ETA: 24.8m | Tests: 107/720 | Remaining: 613 | Rate: 24.8/min [2025-11-26T20:29:56.164810] [INFO ] [CONFIGURE ] AMP: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:29:56.164867] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d'] [2025-11-26T20:29:56.426198] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:56.683726] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:56.931863] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:57.185064] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:57.438833] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:29:57.693563] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:29:57.948042] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:29:58.207560] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:29:58.470052] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:29:58.729390] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:29:58.729521] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-26T20:29:58.729578] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Tests: 108/720 | Remaining: 612 | Rate: 24.8/min [2025-11-26T20:29:58.729627] [INFO ] [CONFIGURE ] AMP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:29:58.729692] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d'] [2025-11-26T20:29:58.957712] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:29:59.187529] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:29:59.427286] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:29:59.664348] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:29:59.901377] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:00.133913] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:00.363490] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:00.595024] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:00.825700] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:01.059100] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:01.059292] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:30:01.059350] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Tests: 109/720 | Remaining: 611 | Rate: 24.8/min [2025-11-26T20:30:01.059398] [INFO ] [CONFIGURE ] AMP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:30:01.059441] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5'] [2025-11-26T20:30:01.302926] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:01.539884] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:01.776210] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:02.061623] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:02.303377] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:02.542504] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:02.779280] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:03.008529] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:03.233963] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:03.469764] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:03.469951] [INFO ] [CONFIGURE ] AMP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:30:03.470015] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Tests: 110/720 | Remaining: 610 | Rate: 24.8/min [2025-11-26T20:30:03.470064] [INFO ] [CONFIGURE ] AMP: Testing feature 20/29: add_price_rejection [2025-11-26T20:30:03.470111] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_price_rejection'] [2025-11-26T20:30:03.724540] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:03.980495] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:04.235486] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:04.508123] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:30:04.769702] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:05.029387] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:05.294977] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:05.559366] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:05.838260] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:06.094202] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:06.094377] [INFO ] [CONFIGURE ] AMP: DISCARDED add_price_rejection (score: 70.00%) [2025-11-26T20:30:06.094434] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Tests: 111/720 | Remaining: 609 | Rate: 24.7/min [2025-11-26T20:30:06.094486] [INFO ] [CONFIGURE ] AMP: Testing feature 21/29: add_range_position [2025-11-26T20:30:06.094533] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_range_position'] [2025-11-26T20:30:06.363472] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:06.632099] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:06.926371] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:07.215541] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:07.495750] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:07.768816] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:08.045870] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:08.328853] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:08.604500] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:08.886528] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:08.886803] [INFO ] [CONFIGURE ] AMP: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:30:08.886870] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Tests: 112/720 | Remaining: 608 | Rate: 24.7/min [2025-11-26T20:30:08.886922] [INFO ] [CONFIGURE ] AMP: Testing feature 22/29: add_realized_volatility [2025-11-26T20:30:08.886970] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_realized_volatility'] [2025-11-26T20:30:09.234927] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:09.571690] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:09.908042] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:10.236873] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:10.576967] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:10.921718] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:11.265902] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:11.606825] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:11.957830] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:12.301080] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:12.301287] [INFO ] [CONFIGURE ] AMP: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-26T20:30:12.301369] [INFO ] [CONFIGURE ] JOB ETA: 24.7m | Tests: 113/720 | Remaining: 607 | Rate: 24.6/min [2025-11-26T20:30:12.301471] [INFO ] [CONFIGURE ] AMP: Testing feature 23/29: add_recent_range_context [2025-11-26T20:30:12.301539] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_recent_range_context'] [2025-11-26T20:30:12.555067] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:12.797355] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:13.043386] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:13.284666] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:13.530513] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:13.775896] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:14.017469] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:14.265016] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:14.527038] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:14.804103] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:14.804283] [INFO ] [CONFIGURE ] AMP: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:30:14.804345] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Tests: 114/720 | Remaining: 606 | Rate: 24.6/min [2025-11-26T20:30:14.804394] [INFO ] [CONFIGURE ] AMP: Testing feature 24/29: add_rsi [2025-11-26T20:30:14.804440] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi'] [2025-11-26T20:30:15.106089] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:15.401127] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:15.701467] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:16.001263] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:16.303037] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:16.608114] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:16.909291] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:17.202947] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:17.500552] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:17.795501] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:17.795686] [INFO ] [CONFIGURE ] AMP: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:30:17.795746] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Tests: 115/720 | Remaining: 605 | Rate: 24.6/min [2025-11-26T20:30:17.795795] [INFO ] [CONFIGURE ] AMP: Testing feature 25/29: add_tick_distribution [2025-11-26T20:30:17.795841] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_tick_distribution'] [2025-11-26T20:30:18.021852] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:18.253881] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:18.483192] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:18.715852] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:30:18.947287] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:19.177252] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:19.411878] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:19.644988] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:19.878305] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:20.115289] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:20.115479] [INFO ] [CONFIGURE ] AMP: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-26T20:30:20.115547] [INFO ] [CONFIGURE ] JOB ETA: 24.6m | Tests: 116/720 | Remaining: 604 | Rate: 24.6/min [2025-11-26T20:30:20.115594] [INFO ] [CONFIGURE ] AMP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:30:20.115639] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation'] [2025-11-26T20:30:20.355725] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:20.600588] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:20.840940] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:21.078998] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:21.322746] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:21.564848] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:21.812605] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:22.059773] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:22.306280] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:22.559067] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:22.559274] [INFO ] [CONFIGURE ] AMP: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-26T20:30:22.559333] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Tests: 117/720 | Remaining: 603 | Rate: 24.6/min [2025-11-26T20:30:22.559387] [INFO ] [CONFIGURE ] AMP: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:30:22.559439] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence'] [2025-11-26T20:30:22.812860] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:23.064943] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:23.315288] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:23.568728] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:23.827343] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:24.082580] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:24.342271] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:24.599574] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:24.857029] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:25.120713] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:25.120893] [INFO ] [CONFIGURE ] AMP: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-26T20:30:25.120948] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Tests: 118/720 | Remaining: 602 | Rate: 24.6/min [2025-11-26T20:30:25.120997] [INFO ] [CONFIGURE ] AMP: Testing feature 28/29: add_volume_profile [2025-11-26T20:30:25.121040] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_volume_profile'] [2025-11-26T20:30:25.366551] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:25.618926] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:25.868320] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:26.116431] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:26.369132] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:26.616341] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:26.866703] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:27.117607] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:27.369377] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:27.620663] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:27.620841] [INFO ] [CONFIGURE ] AMP: DISCARDED add_volume_profile (score: 60.00%) [2025-11-26T20:30:27.620899] [INFO ] [CONFIGURE ] JOB ETA: 24.5m | Tests: 119/720 | Remaining: 601 | Rate: 24.6/min [2025-11-26T20:30:27.620947] [INFO ] [CONFIGURE ] AMP: Testing feature 29/29: add_vwap [2025-11-26T20:30:27.620990] [INFO ] [CONFIGURE ] AMP: Testing with features: ['add_bollinger_bands', 'add_vwap'] [2025-11-26T20:30:27.872546] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:28.126397] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:28.391911] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:30:28.658679] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:28.918003] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:29.167811] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:29.414528] [DEBUG] [FORECASTER] AMP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:29.663289] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:29.918242] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:30.169371] [DEBUG] [FORECASTER] AMP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:30.169545] [INFO ] [CONFIGURE ] AMP: DISCARDED add_vwap (score: 70.00%) [2025-11-26T20:30:30.169606] [INFO ] [CONFIGURE ] JOB ETA: 24.4m | Tests: 120/720 | Remaining: 600 | Rate: 24.6/min [2025-11-26T20:30:30.169674] [INFO ] [CONFIGURE ] AMP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:30:30.169720] [INFO ] [CONFIGURE ] AMP: Best accuracy: 70.00% [2025-11-26T20:30:30.169766] [INFO ] [CONFIGURE ] AMP: Best feature set (1 features): ['add_bollinger_bands'] [2025-11-26T20:30:30.169806] [INFO ] [CONFIGURE ] AMP: Improvement over baseline: 10.00% [2025-11-26T20:30:30.169845] [INFO ] [CONFIGURE ] AMP: Total time: 1.3 minutes [2025-11-26T20:30:30.169884] [INFO ] [CONFIGURE ] AMP: Average time per feature: 2.6 seconds [2025-11-26T20:30:30.169922] [INFO ] [CONFIGURE ] AMP: Average speed: 0.38 features/sec [2025-11-26T20:30:30.170339] [INFO ] [LOCAL ] Saved configuration for AMP: 1 features, 70.00% accuracy -> ./output/feature-sets/AMP.json [2025-11-26T20:30:30.170400] [INFO ] [CONFIGURE ] AMP: Configuration saved successfully: 1 features, 70.00% accuracy. [2025-11-26T20:30:30.170451] [INFO ] [sig ] [4/24] Successfully configured AMP | 0.01 sym/s | Total: 4.9m | ETA: 24.4m [2025-11-26T20:30:30.170498] [INFO ] [sig ] [5/24] Configuring ANGL... [2025-11-26T20:30:30.170547] [INFO ] [CONFIGURE ] ANGL: Configurate test run. [2025-11-26T20:30:30.170593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'. [2025-11-26T20:30:30.182426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGL'. [2025-11-26T20:30:30.182896] [INFO ] [CONFIGURE ] ANGL: Testing with 29 available features [2025-11-26T20:30:30.182965] [INFO ] [CONFIGURE ] ANGL: Establishing baseline with no features... [2025-11-26T20:30:30.371934] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:30.569005] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:30:30.747716] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:30.932682] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:31.113900] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:31.293996] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:31.475667] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:31.669913] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:31.867950] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:32.062957] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:32.063128] [INFO ] [CONFIGURE ] ANGL: Baseline score (no features): 70.00% [2025-11-26T20:30:32.063191] [INFO ] [CONFIGURE ] ANGL: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:30:32.063241] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:30:32.301470] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:32.539450] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:32.773381] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:33.023605] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:33.251875] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:33.479491] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:33.708519] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:33.945145] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:34.176522] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:34.410056] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:34.410233] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-26T20:30:34.410292] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Tests: 122/720 | Remaining: 598 | Rate: 24.6/min [2025-11-26T20:30:34.410340] [INFO ] [CONFIGURE ] ANGL: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:30:34.410384] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:30:34.650240] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:34.898760] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:35.137166] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:35.375175] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:35.619222] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:35.871016] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:36.118429] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:36.382443] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:36.632244] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:36.873724] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:36.873861] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-26T20:30:36.873917] [INFO ] [CONFIGURE ] JOB ETA: 24.3m | Tests: 123/720 | Remaining: 597 | Rate: 24.6/min [2025-11-26T20:30:36.873969] [INFO ] [CONFIGURE ] ANGL: Testing feature 3/29: add_daily_returns [2025-11-26T20:30:36.874013] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_daily_returns'] [2025-11-26T20:30:37.072020] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:37.271580] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:37.471215] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:37.670638] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:37.870307] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:38.070698] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:38.269842] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:38.471675] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:30:38.673889] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:38.876682] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:30:38.876831] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_daily_returns (score: 40.00%) [2025-11-26T20:30:38.876895] [INFO ] [CONFIGURE ] JOB ETA: 24.2m | Tests: 124/720 | Remaining: 596 | Rate: 24.6/min [2025-11-26T20:30:38.876942] [INFO ] [CONFIGURE ] ANGL: Testing feature 4/29: add_ema [2025-11-26T20:30:38.876984] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_ema'] [2025-11-26T20:30:39.117047] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:39.355917] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:39.595160] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:39.833355] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:40.075350] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:40.315998] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:40.559785] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:40.802589] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:30:41.045475] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:30:41.285288] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:41.285472] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_ema (score: 40.00%) [2025-11-26T20:30:41.285534] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Tests: 125/720 | Remaining: 595 | Rate: 24.6/min [2025-11-26T20:30:41.285576] [INFO ] [CONFIGURE ] ANGL: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:30:41.285665] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:30:41.520976] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:41.763403] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:42.081130] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:42.414016] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:42.733336] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:42.991401] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:30:43.230524] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:43.470363] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:30:43.710244] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:43.951743] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:30:43.951908] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-26T20:30:43.951972] [INFO ] [CONFIGURE ] JOB ETA: 24.1m | Tests: 126/720 | Remaining: 594 | Rate: 24.6/min [2025-11-26T20:30:43.952013] [INFO ] [CONFIGURE ] ANGL: Testing feature 6/29: add_failed_moves [2025-11-26T20:30:43.952055] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_failed_moves'] [2025-11-26T20:30:44.141182] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:44.337952] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:30:44.533835] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:44.729313] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:44.923478] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:45.120234] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:45.313209] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:45.505844] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:45.700161] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:45.895401] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:45.895548] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_failed_moves (score: 70.00%) [2025-11-26T20:30:45.895605] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Tests: 127/720 | Remaining: 593 | Rate: 24.7/min [2025-11-26T20:30:45.895668] [INFO ] [CONFIGURE ] ANGL: Testing feature 7/29: add_lag_shelf [2025-11-26T20:30:45.895714] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_lag_shelf'] [2025-11-26T20:30:46.078485] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:46.258810] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:30:46.438688] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:46.621281] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:46.801266] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:46.981919] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:47.164429] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:47.347321] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:47.532161] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:47.715791] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:47.715946] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:30:47.716002] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Tests: 128/720 | Remaining: 592 | Rate: 24.7/min [2025-11-26T20:30:47.716047] [INFO ] [CONFIGURE ] ANGL: Testing feature 8/29: add_macd [2025-11-26T20:30:47.716089] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:30:48.006573] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:30:48.297402] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:48.582635] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:48.875370] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:49.171405] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:49.463556] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:30:49.751603] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:50.045025] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:50.341329] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:50.634797] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:50.634967] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:30:50.635036] [INFO ] [CONFIGURE ] JOB ETA: 24.0m | Tests: 129/720 | Remaining: 591 | Rate: 24.7/min [2025-11-26T20:30:50.635085] [INFO ] [CONFIGURE ] ANGL: Testing feature 9/29: add_mfi [2025-11-26T20:30:50.635125] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_mfi'] [2025-11-26T20:30:50.833978] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:51.029846] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:51.225638] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:51.420394] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:51.619707] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:51.827051] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:52.029410] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:52.229128] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:52.431662] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:52.634175] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:52.634379] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_mfi (score: 50.00%) [2025-11-26T20:30:52.634438] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Tests: 130/720 | Remaining: 590 | Rate: 24.7/min [2025-11-26T20:30:52.634479] [INFO ] [CONFIGURE ] ANGL: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:30:52.634520] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:30:52.907404] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:53.179675] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:53.452912] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:30:53.727920] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:30:54.002314] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:54.283971] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:30:54.562584] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:30:54.841114] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:55.118092] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:30:55.397959] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:55.398154] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:30:55.398216] [INFO ] [CONFIGURE ] JOB ETA: 23.9m | Tests: 131/720 | Remaining: 589 | Rate: 24.7/min [2025-11-26T20:30:55.398265] [INFO ] [CONFIGURE ] ANGL: Testing feature 11/29: add_obv_daily [2025-11-26T20:30:55.398307] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_obv_daily'] [2025-11-26T20:30:55.617808] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:55.839540] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:30:56.061881] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:30:56.283148] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:56.501708] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:56.720675] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:56.941618] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:57.165490] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:57.389086] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:30:57.611518] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:57.611704] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:30:57.611766] [INFO ] [CONFIGURE ] JOB ETA: 23.8m | Tests: 132/720 | Remaining: 588 | Rate: 24.7/min [2025-11-26T20:30:57.611812] [INFO ] [CONFIGURE ] ANGL: Testing feature 12/29: add_obv_interval [2025-11-26T20:30:57.611854] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_obv_interval'] [2025-11-26T20:30:57.815372] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:30:58.018284] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:30:58.224382] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:30:58.431356] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:30:58.637502] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:30:58.842236] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:30:59.049870] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:30:59.258111] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:30:59.464201] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:30:59.671765] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:30:59.671928] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:30:59.672006] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Tests: 133/720 | Remaining: 587 | Rate: 24.7/min [2025-11-26T20:30:59.672055] [INFO ] [CONFIGURE ] ANGL: Testing feature 13/29: add_opening_strength [2025-11-26T20:30:59.672096] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:30:59.903358] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:00.134985] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:00.376754] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:00.614304] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:00.855069] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:01.093702] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:31:01.334927] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:01.581236] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:01.823173] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:02.064320] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:31:02.064527] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_opening_strength (score: 30.00%) [2025-11-26T20:31:02.064589] [INFO ] [CONFIGURE ] JOB ETA: 23.7m | Tests: 134/720 | Remaining: 586 | Rate: 24.7/min [2025-11-26T20:31:02.064659] [INFO ] [CONFIGURE ] ANGL: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:31:02.064710] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:31:02.286213] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:02.505628] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:02.728433] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:02.949925] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:03.177454] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:03.398727] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:03.633710] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:03.856264] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:31:04.079588] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:04.303546] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:04.303737] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-26T20:31:04.303796] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Tests: 135/720 | Remaining: 585 | Rate: 24.7/min [2025-11-26T20:31:04.303844] [INFO ] [CONFIGURE ] ANGL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:31:04.303887] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:31:04.506969] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:04.714117] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:04.914859] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:05.113047] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:05.310237] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:05.511118] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:05.701543] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:05.909731] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:06.125612] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:06.321068] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:06.321240] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-26T20:31:06.321299] [INFO ] [CONFIGURE ] JOB ETA: 23.6m | Tests: 136/720 | Remaining: 584 | Rate: 24.8/min [2025-11-26T20:31:06.321346] [INFO ] [CONFIGURE ] ANGL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:31:06.321389] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_pbf_overnight_gap'] [2025-11-26T20:31:06.535817] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:06.753706] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:06.979862] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:07.201959] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:07.425477] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:07.638040] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:07.855110] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:08.070831] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:31:08.287616] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:08.504856] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:08.505030] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-26T20:31:08.505089] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Tests: 137/720 | Remaining: 583 | Rate: 24.8/min [2025-11-26T20:31:08.505137] [INFO ] [CONFIGURE ] ANGL: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:31:08.505182] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_pbf_return_2d'] [2025-11-26T20:31:08.724029] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:08.959230] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:09.184855] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:09.408934] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:09.631120] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:09.863313] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:10.095433] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:10.322936] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:10.546412] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:10.770961] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:10.771155] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-26T20:31:10.771216] [INFO ] [CONFIGURE ] JOB ETA: 23.5m | Tests: 138/720 | Remaining: 582 | Rate: 24.8/min [2025-11-26T20:31:10.771259] [INFO ] [CONFIGURE ] ANGL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:31:10.771328] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_pbf_volatility_5d'] [2025-11-26T20:31:10.966228] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:11.179587] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:31:11.377384] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:31:11.578947] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:11.774380] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:11.970568] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:12.169340] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:12.366354] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:12.567866] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:31:12.768393] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:12.768574] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:31:12.768733] [INFO ] [CONFIGURE ] JOB ETA: 23.4m | Tests: 139/720 | Remaining: 581 | Rate: 24.8/min [2025-11-26T20:31:12.768795] [INFO ] [CONFIGURE ] ANGL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:31:12.768840] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-26T20:31:12.954211] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:13.140372] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:31:13.327304] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:13.516935] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:13.707744] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:13.902508] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:14.094729] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:14.295301] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:14.496455] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:31:14.687564] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:14.687775] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:31:14.687835] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Tests: 140/720 | Remaining: 580 | Rate: 24.9/min [2025-11-26T20:31:14.687882] [INFO ] [CONFIGURE ] ANGL: Testing feature 20/29: add_price_rejection [2025-11-26T20:31:14.687924] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_price_rejection'] [2025-11-26T20:31:14.901676] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:15.118465] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:15.332927] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:15.545789] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:15.760718] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:15.975993] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:16.194317] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:16.420263] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:31:16.645618] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:16.863717] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:16.863898] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_price_rejection (score: 50.00%) [2025-11-26T20:31:16.863959] [INFO ] [CONFIGURE ] JOB ETA: 23.3m | Tests: 141/720 | Remaining: 579 | Rate: 24.9/min [2025-11-26T20:31:16.864013] [INFO ] [CONFIGURE ] ANGL: Testing feature 21/29: add_range_position [2025-11-26T20:31:16.864069] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_range_position'] [2025-11-26T20:31:17.092919] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:17.323465] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:17.570449] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:17.811077] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:18.053461] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:18.291002] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:18.530084] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:18.762780] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:19.000359] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:19.233430] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:19.233620] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:31:19.233711] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Tests: 142/720 | Remaining: 578 | Rate: 24.9/min [2025-11-26T20:31:19.233772] [INFO ] [CONFIGURE ] ANGL: Testing feature 22/29: add_realized_volatility [2025-11-26T20:31:19.233825] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_realized_volatility'] [2025-11-26T20:31:19.535387] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:19.840816] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:20.152954] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:20.454236] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:20.771897] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:21.072343] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:21.372911] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:21.674466] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:21.980594] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:22.287355] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:22.287554] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_realized_volatility (score: 50.00%) [2025-11-26T20:31:22.287617] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Tests: 143/720 | Remaining: 577 | Rate: 24.8/min [2025-11-26T20:31:22.287685] [INFO ] [CONFIGURE ] ANGL: Testing feature 23/29: add_recent_range_context [2025-11-26T20:31:22.287732] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_recent_range_context'] [2025-11-26T20:31:22.492525] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:22.698856] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:22.907434] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:23.126187] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:23.341365] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:23.557589] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:23.777907] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:23.998398] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:24.212498] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:31:24.422209] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:24.422408] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-26T20:31:24.422470] [INFO ] [CONFIGURE ] JOB ETA: 23.2m | Tests: 144/720 | Remaining: 576 | Rate: 24.9/min [2025-11-26T20:31:24.422523] [INFO ] [CONFIGURE ] ANGL: Testing feature 24/29: add_rsi [2025-11-26T20:31:24.422570] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_ema', 'add_rsi'] [2025-11-26T20:31:24.682775] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:24.944742] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:25.209273] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:25.475235] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:25.736954] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:25.999398] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:26.257481] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:26.520028] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:26.778348] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:27.035743] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:27.035905] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_rsi (score: 50.00%) [2025-11-26T20:31:27.035963] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Tests: 145/720 | Remaining: 575 | Rate: 24.9/min [2025-11-26T20:31:27.036011] [INFO ] [CONFIGURE ] ANGL: Testing feature 25/29: add_tick_distribution [2025-11-26T20:31:27.036055] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_tick_distribution'] [2025-11-26T20:31:27.227869] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:27.418217] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:27.609915] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:27.803499] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:27.999828] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:28.196037] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:28.392176] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:28.591121] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:28.785822] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:28.983253] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:28.983445] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:31:28.983503] [INFO ] [CONFIGURE ] JOB ETA: 23.1m | Tests: 146/720 | Remaining: 574 | Rate: 24.9/min [2025-11-26T20:31:28.983547] [INFO ] [CONFIGURE ] ANGL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:31:28.983588] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-26T20:31:29.188959] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:29.393586] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:31:29.598190] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:31:29.812186] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:30.060369] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:30.335743] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:30.616304] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:30.924304] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:31.137740] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:31:31.346959] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:31.347140] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-26T20:31:31.347197] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Tests: 147/720 | Remaining: 573 | Rate: 24.9/min [2025-11-26T20:31:31.347245] [INFO ] [CONFIGURE ] ANGL: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:31:31.347290] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_volume_price_divergence'] [2025-11-26T20:31:31.569340] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:31.786729] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:31:32.007881] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:32.230176] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:32.447838] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:32.667178] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:32.888206] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:33.107556] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:33.328290] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:31:33.548534] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:33.548733] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-26T20:31:33.548803] [INFO ] [CONFIGURE ] JOB ETA: 23.0m | Tests: 148/720 | Remaining: 572 | Rate: 24.9/min [2025-11-26T20:31:33.548849] [INFO ] [CONFIGURE ] ANGL: Testing feature 28/29: add_volume_profile [2025-11-26T20:31:33.548894] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_volume_profile'] [2025-11-26T20:31:33.755921] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:33.964185] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:34.172343] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:31:34.385233] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:34.594060] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:34.803630] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:35.013639] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:35.223950] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:35.437711] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:35.652993] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:31:35.653171] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_volume_profile (score: 60.00%) [2025-11-26T20:31:35.653242] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 149/720 | Remaining: 571 | Rate: 24.9/min [2025-11-26T20:31:35.653302] [INFO ] [CONFIGURE ] ANGL: Testing feature 29/29: add_vwap [2025-11-26T20:31:35.653347] [INFO ] [CONFIGURE ] ANGL: Testing with features: ['add_vwap'] [2025-11-26T20:31:35.868793] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:31:36.084541] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:31:36.301582] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:36.520609] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:36.742421] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:36.962681] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:37.186905] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:37.410025] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:31:37.630677] [DEBUG] [FORECASTER] ANGL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:37.852884] [DEBUG] [FORECASTER] ANGL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:31:37.853048] [INFO ] [CONFIGURE ] ANGL: DISCARDED add_vwap (score: 50.00%) [2025-11-26T20:31:37.853105] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 150/720 | Remaining: 570 | Rate: 24.9/min [2025-11-26T20:31:37.853165] [INFO ] [CONFIGURE ] ANGL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:31:37.853215] [INFO ] [CONFIGURE ] ANGL: Best accuracy: 70.00% [2025-11-26T20:31:37.853262] [INFO ] [CONFIGURE ] ANGL: Best feature set (0 features): [] [2025-11-26T20:31:37.853309] [INFO ] [CONFIGURE ] ANGL: Improvement over baseline: 0.00% [2025-11-26T20:31:37.853348] [INFO ] [CONFIGURE ] ANGL: Total time: 1.1 minutes [2025-11-26T20:31:37.853385] [INFO ] [CONFIGURE ] ANGL: Average time per feature: 2.3 seconds [2025-11-26T20:31:37.853422] [INFO ] [CONFIGURE ] ANGL: Average speed: 0.44 features/sec [2025-11-26T20:31:37.853751] [INFO ] [LOCAL ] Saved configuration for ANGL: 0 features, 70.00% accuracy -> ./output/feature-sets/ANGL.json [2025-11-26T20:31:37.853810] [INFO ] [CONFIGURE ] ANGL: Configuration saved successfully: 0 features, 70.00% accuracy. [2025-11-26T20:31:37.853869] [INFO ] [sig ] [5/24] Successfully configured ANGL | 0.01 sym/s | Total: 6.0m | ETA: 22.9m [2025-11-26T20:31:37.853915] [INFO ] [sig ] [6/24] Configuring APEI... [2025-11-26T20:31:37.853955] [INFO ] [CONFIGURE ] APEI: Configurate test run. [2025-11-26T20:31:37.853993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'. [2025-11-26T20:31:37.864354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APEI'. [2025-11-26T20:31:37.864693] [INFO ] [CONFIGURE ] APEI: Testing with 29 available features [2025-11-26T20:31:37.864754] [INFO ] [CONFIGURE ] APEI: Establishing baseline with no features... [2025-11-26T20:31:38.039513] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:31:38.216175] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:38.390875] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:38.570787] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:38.748224] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:38.930087] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:31:39.111758] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:39.294965] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:39.474561] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:39.653165] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:39.653336] [INFO ] [CONFIGURE ] APEI: Baseline score (no features): 50.00% [2025-11-26T20:31:39.653392] [INFO ] [CONFIGURE ] APEI: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:31:39.653439] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:31:39.894813] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:31:40.112497] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:40.334554] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:40.554980] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:40.774478] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:31:40.994296] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:31:41.213706] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:41.431769] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:31:41.652619] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:41.874189] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:41.874350] [INFO ] [CONFIGURE ] APEI: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-26T20:31:41.874423] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 152/720 | Remaining: 568 | Rate: 25.0/min [2025-11-26T20:31:41.874480] [INFO ] [CONFIGURE ] APEI: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:31:41.874544] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:31:42.105791] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:31:42.334188] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:42.564456] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:42.800361] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:43.033200] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:43.265047] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:43.498415] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:31:43.731905] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:43.969630] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:44.211909] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:44.212087] [INFO ] [CONFIGURE ] APEI: KEPT add_cumulative_delta (score: 60.00%) [2025-11-26T20:31:44.212149] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 153/720 | Remaining: 567 | Rate: 25.0/min [2025-11-26T20:31:44.212199] [INFO ] [CONFIGURE ] APEI: Testing feature 3/29: add_daily_returns [2025-11-26T20:31:44.212246] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:31:44.460259] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:31:44.707628] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:44.957289] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:45.207733] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:45.473485] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:45.744440] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:45.990168] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:46.233235] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:46.482206] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:46.731091] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:46.731272] [INFO ] [CONFIGURE ] APEI: KEPT add_daily_returns (score: 70.00%) [2025-11-26T20:31:46.731330] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Tests: 154/720 | Remaining: 566 | Rate: 25.0/min [2025-11-26T20:31:46.731377] [INFO ] [CONFIGURE ] APEI: Testing feature 4/29: add_ema [2025-11-26T20:31:46.731421] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-26T20:31:47.044463] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:31:47.382821] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:47.688832] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:48.006579] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:48.317995] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:48.623338] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:48.923589] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:49.230929] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:49.537254] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:49.841837] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:49.842043] [INFO ] [CONFIGURE ] APEI: KEPT add_ema (score: 80.00%) [2025-11-26T20:31:49.842100] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 155/720 | Remaining: 565 | Rate: 24.9/min [2025-11-26T20:31:49.842150] [INFO ] [CONFIGURE ] APEI: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:31:49.842196] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:31:50.195192] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:31:50.548658] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:50.911093] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:51.302951] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:31:51.670862] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:52.063925] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:31:52.429885] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:52.802520] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:53.159773] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:53.521532] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:53.521753] [INFO ] [CONFIGURE ] APEI: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:31:53.521815] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 156/720 | Remaining: 564 | Rate: 24.9/min [2025-11-26T20:31:53.521863] [INFO ] [CONFIGURE ] APEI: Testing feature 6/29: add_failed_moves [2025-11-26T20:31:53.521908] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-26T20:31:53.820831] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:31:54.139629] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:54.462607] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:54.764796] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:55.069684] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:55.372796] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:55.675376] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:55.980352] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:56.290096] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:56.594685] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:56.594859] [INFO ] [CONFIGURE ] APEI: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:31:56.594917] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 157/720 | Remaining: 563 | Rate: 24.8/min [2025-11-26T20:31:56.594963] [INFO ] [CONFIGURE ] APEI: Testing feature 7/29: add_lag_shelf [2025-11-26T20:31:56.595005] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-26T20:31:56.884079] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:31:57.180451] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:31:57.478371] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:31:57.769454] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:31:58.069459] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:31:58.373079] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:31:58.676123] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:31:58.971722] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:31:59.282381] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:31:59.584255] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:31:59.584462] [INFO ] [CONFIGURE ] APEI: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-26T20:31:59.584536] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 158/720 | Remaining: 562 | Rate: 24.8/min [2025-11-26T20:31:59.584601] [INFO ] [CONFIGURE ] APEI: Testing feature 8/29: add_macd [2025-11-26T20:31:59.584684] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-26T20:31:59.999482] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:32:00.474313] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:00.893357] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:01.336675] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:32:01.758570] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:02.206007] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:02.640738] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:03.057102] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:03.470474] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:03.907660] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:32:03.907971] [INFO ] [CONFIGURE ] APEI: DISCARDED add_macd (score: 70.00%) [2025-11-26T20:32:03.908055] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 159/720 | Remaining: 561 | Rate: 24.7/min [2025-11-26T20:32:03.908115] [INFO ] [CONFIGURE ] APEI: Testing feature 9/29: add_mfi [2025-11-26T20:32:03.908191] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-26T20:32:04.258370] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:04.577412] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:04.900179] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:05.219931] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:05.541030] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:05.866776] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:06.187240] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:06.515467] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:06.847514] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:07.187213] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:07.187435] [INFO ] [CONFIGURE ] APEI: DISCARDED add_mfi (score: 60.00%) [2025-11-26T20:32:07.187497] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 160/720 | Remaining: 560 | Rate: 24.6/min [2025-11-26T20:32:07.187569] [INFO ] [CONFIGURE ] APEI: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:32:07.187618] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:32:07.593841] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:08.031228] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:08.437776] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:08.844516] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:09.247149] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:09.643957] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:10.063378] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:10.468057] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:10.882274] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:11.282116] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:11.282316] [INFO ] [CONFIGURE ] APEI: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:32:11.282394] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 161/720 | Remaining: 559 | Rate: 24.5/min [2025-11-26T20:32:11.282461] [INFO ] [CONFIGURE ] APEI: Testing feature 11/29: add_obv_daily [2025-11-26T20:32:11.282531] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-26T20:32:11.609667] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:32:11.937289] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:12.278001] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:12.612030] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:12.953399] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:13.294532] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:13.643752] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:32:13.981576] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:14.326349] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:14.670032] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:14.670212] [INFO ] [CONFIGURE ] APEI: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:32:14.670277] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 162/720 | Remaining: 558 | Rate: 24.4/min [2025-11-26T20:32:14.670328] [INFO ] [CONFIGURE ] APEI: Testing feature 12/29: add_obv_interval [2025-11-26T20:32:14.670378] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-26T20:32:14.987961] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:15.305389] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:15.629876] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:15.948396] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:16.270570] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:16.600618] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:32:16.926892] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:17.248512] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:17.575563] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:17.903399] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:17.903579] [INFO ] [CONFIGURE ] APEI: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:32:17.903677] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 163/720 | Remaining: 557 | Rate: 24.4/min [2025-11-26T20:32:17.903728] [INFO ] [CONFIGURE ] APEI: Testing feature 13/29: add_opening_strength [2025-11-26T20:32:17.903775] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-26T20:32:18.248845] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:32:18.587329] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:18.930676] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:19.282477] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:19.633098] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:19.978368] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:20.322165] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:32:20.665847] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:21.009590] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:21.344623] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:21.344812] [INFO ] [CONFIGURE ] APEI: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:32:21.344871] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 164/720 | Remaining: 556 | Rate: 24.3/min [2025-11-26T20:32:21.344918] [INFO ] [CONFIGURE ] APEI: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:32:21.344962] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-26T20:32:21.674824] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:22.011361] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:22.350413] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:22.818755] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:32:23.312856] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:23.714112] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:24.056047] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:32:24.398398] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:24.740375] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:25.077587] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:25.077843] [INFO ] [CONFIGURE ] APEI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-26T20:32:25.077923] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 165/720 | Remaining: 555 | Rate: 24.3/min [2025-11-26T20:32:25.077988] [INFO ] [CONFIGURE ] APEI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:32:25.078058] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-26T20:32:25.387215] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:25.705949] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:26.018868] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:26.330595] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:26.641452] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:26.949966] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:27.258224] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:27.572820] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:27.882859] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:28.199523] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:28.199788] [INFO ] [CONFIGURE ] APEI: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-26T20:32:28.199858] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 166/720 | Remaining: 554 | Rate: 24.2/min [2025-11-26T20:32:28.199905] [INFO ] [CONFIGURE ] APEI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:32:28.199948] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-26T20:32:28.520029] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:28.849579] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:29.172327] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:29.494828] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:29.814399] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:30.140633] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:30.463442] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:30.792865] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:31.122626] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:31.462876] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:31.463534] [INFO ] [CONFIGURE ] APEI: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-26T20:32:31.463598] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 167/720 | Remaining: 553 | Rate: 24.2/min [2025-11-26T20:32:31.463675] [INFO ] [CONFIGURE ] APEI: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:32:31.463722] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-26T20:32:31.795412] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:32.125962] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:32.457934] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:32.786159] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:33.124564] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:33.455924] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:32:33.815453] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:34.194545] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:34.549164] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:34.884490] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:34.884732] [INFO ] [CONFIGURE ] APEI: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:32:34.884810] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 168/720 | Remaining: 552 | Rate: 24.1/min [2025-11-26T20:32:34.884860] [INFO ] [CONFIGURE ] APEI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:32:34.884906] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-26T20:32:35.188461] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:32:35.497068] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:35.805749] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:36.111320] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:32:36.421978] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:36.727854] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:32:37.034904] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:32:37.340469] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:37.651390] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:37.957353] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:37.957546] [INFO ] [CONFIGURE ] APEI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:32:37.957608] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 169/720 | Remaining: 551 | Rate: 24.1/min [2025-11-26T20:32:37.957666] [INFO ] [CONFIGURE ] APEI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:32:37.957710] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-26T20:32:38.253858] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:38.552835] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:38.849391] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:39.152272] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:39.456198] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:39.760965] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:40.063726] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:40.363561] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:40.670049] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:40.976963] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:40.977133] [INFO ] [CONFIGURE ] APEI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:32:40.977191] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 170/720 | Remaining: 550 | Rate: 24.1/min [2025-11-26T20:32:40.977237] [INFO ] [CONFIGURE ] APEI: Testing feature 20/29: add_price_rejection [2025-11-26T20:32:40.977279] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-26T20:32:41.306341] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:41.632898] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:41.959148] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:42.284463] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:32:42.618187] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:42.945200] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:32:43.268513] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:43.596967] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:43.932557] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:44.262388] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:44.262579] [INFO ] [CONFIGURE ] APEI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-26T20:32:44.262639] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 171/720 | Remaining: 549 | Rate: 24.0/min [2025-11-26T20:32:44.262703] [INFO ] [CONFIGURE ] APEI: Testing feature 21/29: add_range_position [2025-11-26T20:32:44.262749] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_range_position'] [2025-11-26T20:32:44.607008] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:44.948628] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:45.293774] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:45.637301] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:45.983215] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:46.345583] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:32:46.686939] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:47.034773] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:47.383972] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:47.728072] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:47.728252] [INFO ] [CONFIGURE ] APEI: DISCARDED add_range_position (score: 50.00%) [2025-11-26T20:32:47.728310] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 172/720 | Remaining: 548 | Rate: 24.0/min [2025-11-26T20:32:47.728359] [INFO ] [CONFIGURE ] APEI: Testing feature 22/29: add_realized_volatility [2025-11-26T20:32:47.728402] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_realized_volatility'] [2025-11-26T20:32:48.146973] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:32:48.553594] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:48.964534] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:49.390060] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:49.796992] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:50.214438] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:50.625154] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:51.038418] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:51.451051] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:51.867293] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:51.867521] [INFO ] [CONFIGURE ] APEI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:32:51.867671] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 173/720 | Remaining: 547 | Rate: 23.9/min [2025-11-26T20:32:51.867728] [INFO ] [CONFIGURE ] APEI: Testing feature 23/29: add_recent_range_context [2025-11-26T20:32:51.867774] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_recent_range_context'] [2025-11-26T20:32:52.183697] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:32:52.499928] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:52.826313] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:53.143417] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:53.465480] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:53.788747] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:32:54.123072] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:54.455783] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:54.787780] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:55.116321] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:55.116553] [INFO ] [CONFIGURE ] APEI: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:32:55.116618] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 174/720 | Remaining: 546 | Rate: 23.8/min [2025-11-26T20:32:55.116687] [INFO ] [CONFIGURE ] APEI: Testing feature 24/29: add_rsi [2025-11-26T20:32:55.116736] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi'] [2025-11-26T20:32:55.446745] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:55.775908] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:56.102543] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:56.428737] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:56.751143] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:32:57.079470] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:32:57.401082] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:32:57.730353] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:32:58.057201] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:32:58.400937] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:32:58.401145] [INFO ] [CONFIGURE ] APEI: DISCARDED add_rsi (score: 50.00%) [2025-11-26T20:32:58.401208] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 175/720 | Remaining: 545 | Rate: 23.8/min [2025-11-26T20:32:58.401258] [INFO ] [CONFIGURE ] APEI: Testing feature 25/29: add_tick_distribution [2025-11-26T20:32:58.401307] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_tick_distribution'] [2025-11-26T20:32:58.723839] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:32:59.036918] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:32:59.347394] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:32:59.658778] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:32:59.986181] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:33:00.304005] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:33:00.616135] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:00.931420] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:33:01.262289] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:01.577842] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:33:01.578046] [INFO ] [CONFIGURE ] APEI: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:33:01.578110] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 176/720 | Remaining: 544 | Rate: 23.8/min [2025-11-26T20:33:01.578159] [INFO ] [CONFIGURE ] APEI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:33:01.578203] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation'] [2025-11-26T20:33:01.915943] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:33:02.243244] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:33:02.571544] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:33:02.893449] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:33:03.224071] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:33:03.548749] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:03.872031] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:04.200055] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:33:04.541037] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:04.864029] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:33:04.864200] [INFO ] [CONFIGURE ] APEI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-26T20:33:04.864258] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 177/720 | Remaining: 543 | Rate: 23.7/min [2025-11-26T20:33:04.864305] [INFO ] [CONFIGURE ] APEI: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:33:04.864422] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_price_divergence'] [2025-11-26T20:33:05.192016] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:33:05.534761] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:33:05.873633] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:33:06.208584] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:33:06.545003] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:33:06.895704] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:07.246177] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:07.580883] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:33:07.919747] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:08.257525] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:33:08.257737] [INFO ] [CONFIGURE ] APEI: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-26T20:33:08.257873] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 178/720 | Remaining: 542 | Rate: 23.7/min [2025-11-26T20:33:08.257925] [INFO ] [CONFIGURE ] APEI: Testing feature 28/29: add_volume_profile [2025-11-26T20:33:08.257963] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_profile'] [2025-11-26T20:33:08.575511] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:33:08.901588] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:33:09.220896] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:33:09.548854] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:33:09.871163] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:33:10.221232] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:33:10.668480] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:11.100361] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:33:11.464139] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:11.800380] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:33:11.800585] [INFO ] [CONFIGURE ] APEI: DISCARDED add_volume_profile (score: 60.00%) [2025-11-26T20:33:11.800662] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 179/720 | Remaining: 541 | Rate: 23.6/min [2025-11-26T20:33:11.800717] [INFO ] [CONFIGURE ] APEI: Testing feature 29/29: add_vwap [2025-11-26T20:33:11.800766] [INFO ] [CONFIGURE ] APEI: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap'] [2025-11-26T20:33:12.135395] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:33:12.474014] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:33:12.811625] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:33:13.140871] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:33:13.471020] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:33:13.809482] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:14.150493] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:14.495004] [DEBUG] [FORECASTER] APEI: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:33:14.826590] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:15.163935] [DEBUG] [FORECASTER] APEI: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:33:15.164153] [INFO ] [CONFIGURE ] APEI: DISCARDED add_vwap (score: 70.00%) [2025-11-26T20:33:15.164216] [INFO ] [CONFIGURE ] JOB ETA: 22.9m | Tests: 180/720 | Remaining: 540 | Rate: 23.6/min [2025-11-26T20:33:15.164268] [INFO ] [CONFIGURE ] APEI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:33:15.164314] [INFO ] [CONFIGURE ] APEI: Best accuracy: 80.00% [2025-11-26T20:33:15.164358] [INFO ] [CONFIGURE ] APEI: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-26T20:33:15.164394] [INFO ] [CONFIGURE ] APEI: Improvement over baseline: 30.00% [2025-11-26T20:33:15.164427] [INFO ] [CONFIGURE ] APEI: Total time: 1.6 minutes [2025-11-26T20:33:15.164460] [INFO ] [CONFIGURE ] APEI: Average time per feature: 3.3 seconds [2025-11-26T20:33:15.164501] [INFO ] [CONFIGURE ] APEI: Average speed: 0.30 features/sec [2025-11-26T20:33:15.164927] [INFO ] [LOCAL ] Saved configuration for APEI: 3 features, 80.00% accuracy -> ./output/feature-sets/APEI.json [2025-11-26T20:33:15.164989] [INFO ] [CONFIGURE ] APEI: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-26T20:33:15.165039] [INFO ] [sig ] [6/24] Successfully configured APEI | 0.01 sym/s | Total: 7.6m | ETA: 22.9m [2025-11-26T20:33:15.165085] [INFO ] [sig ] [7/24] Configuring ARDX... [2025-11-26T20:33:15.165125] [INFO ] [CONFIGURE ] ARDX: Configurate test run. [2025-11-26T20:33:15.165166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'. [2025-11-26T20:33:15.176013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDX'. [2025-11-26T20:33:15.176324] [INFO ] [CONFIGURE ] ARDX: Testing with 29 available features [2025-11-26T20:33:15.176387] [INFO ] [CONFIGURE ] ARDX: Establishing baseline with no features... [2025-11-26T20:33:15.352306] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:15.529438] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:15.704974] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:33:15.885675] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:16.063531] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:16.242130] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:16.436310] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:16.619251] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:33:16.798035] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:16.980371] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:16.980534] [INFO ] [CONFIGURE ] ARDX: Baseline score (no features): 60.00% [2025-11-26T20:33:16.980589] [INFO ] [CONFIGURE ] ARDX: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:33:16.980635] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:33:17.207417] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:17.433661] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:33:17.654010] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:17.874712] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:18.097380] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:18.322754] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:33:18.557437] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:18.786604] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:19.010774] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:19.236665] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:33:19.236871] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-26T20:33:19.236932] [INFO ] [CONFIGURE ] JOB ETA: 22.8m | Tests: 182/720 | Remaining: 538 | Rate: 23.6/min [2025-11-26T20:33:19.236980] [INFO ] [CONFIGURE ] ARDX: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:33:19.237024] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:33:19.475805] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:19.724298] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:19.975584] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:20.221271] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:20.469022] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:20.718519] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:20.973867] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:21.218862] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:33:21.452984] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:21.697249] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:21.697446] [INFO ] [CONFIGURE ] ARDX: KEPT add_cumulative_delta (score: 70.00%) [2025-11-26T20:33:21.697505] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 183/720 | Remaining: 537 | Rate: 23.6/min [2025-11-26T20:33:21.697592] [INFO ] [CONFIGURE ] ARDX: Testing feature 3/29: add_daily_returns [2025-11-26T20:33:21.697697] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:33:21.940336] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:22.182202] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:22.429483] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:22.674502] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:22.917295] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:23.163511] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:23.410627] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:23.659064] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:23.910703] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:24.164743] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:33:24.164939] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_daily_returns (score: 70.00%) [2025-11-26T20:33:24.164997] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 184/720 | Remaining: 536 | Rate: 23.6/min [2025-11-26T20:33:24.165044] [INFO ] [CONFIGURE ] ARDX: Testing feature 4/29: add_ema [2025-11-26T20:33:24.165096] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-26T20:33:24.459191] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:24.747741] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:33:25.033756] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:25.325929] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:25.618343] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:25.912522] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:26.205378] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:26.510051] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:26.797821] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:27.081974] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:27.082156] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_ema (score: 50.00%) [2025-11-26T20:33:27.082230] [INFO ] [CONFIGURE ] JOB ETA: 22.7m | Tests: 185/720 | Remaining: 535 | Rate: 23.6/min [2025-11-26T20:33:27.082286] [INFO ] [CONFIGURE ] ARDX: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:33:27.082339] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:33:27.367439] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:27.655508] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:27.945103] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:28.235826] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:28.525703] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:33:28.816057] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:29.104440] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:29.398151] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:29.694718] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:29.991176] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:29.991359] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-26T20:33:29.991420] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Tests: 186/720 | Remaining: 534 | Rate: 23.6/min [2025-11-26T20:33:29.991468] [INFO ] [CONFIGURE ] ARDX: Testing feature 6/29: add_failed_moves [2025-11-26T20:33:29.991507] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-26T20:33:30.232058] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:30.478455] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:30.718772] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:30.958875] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:31.200304] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:31.444402] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:31.685969] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:31.932212] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:33:32.176879] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:32.420463] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:32.420695] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-26T20:33:32.420756] [INFO ] [CONFIGURE ] JOB ETA: 22.6m | Tests: 187/720 | Remaining: 533 | Rate: 23.6/min [2025-11-26T20:33:32.420804] [INFO ] [CONFIGURE ] ARDX: Testing feature 7/29: add_lag_shelf [2025-11-26T20:33:32.420848] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-26T20:33:32.651993] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:32.882948] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:33.111382] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:33.338804] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:33.567480] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:33.799038] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:34.028685] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:34.261149] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:33:34.489538] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:34.722175] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:34.722340] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:33:34.722398] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Tests: 188/720 | Remaining: 532 | Rate: 23.6/min [2025-11-26T20:33:34.722443] [INFO ] [CONFIGURE ] ARDX: Testing feature 8/29: add_macd [2025-11-26T20:33:34.722488] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-26T20:33:35.063765] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:35.403739] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:35.748129] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:36.093896] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:36.459910] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:36.814621] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:37.173904] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:37.552962] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:33:37.911252] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:38.261148] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:38.261545] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_macd (score: 60.00%) [2025-11-26T20:33:38.261606] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Tests: 189/720 | Remaining: 531 | Rate: 23.6/min [2025-11-26T20:33:38.261674] [INFO ] [CONFIGURE ] ARDX: Testing feature 9/29: add_mfi [2025-11-26T20:33:38.261717] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-26T20:33:38.507899] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:38.756556] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:39.006297] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:39.256606] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:39.509398] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:39.766833] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:40.026439] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:40.290521] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:33:40.554986] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:40.820210] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:40.820418] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_mfi (score: 60.00%) [2025-11-26T20:33:40.820498] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Tests: 190/720 | Remaining: 530 | Rate: 23.6/min [2025-11-26T20:33:40.820551] [INFO ] [CONFIGURE ] ARDX: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:33:40.820596] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:33:41.166835] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:41.497692] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:41.819265] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:42.150333] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:42.476462] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:33:42.810961] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:43.140196] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:43.468550] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:43.807680] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:44.143904] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:33:44.144087] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:33:44.144175] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Tests: 191/720 | Remaining: 529 | Rate: 23.5/min [2025-11-26T20:33:44.144252] [INFO ] [CONFIGURE ] ARDX: Testing feature 11/29: add_obv_daily [2025-11-26T20:33:44.144323] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-26T20:33:44.412942] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:44.684852] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:44.949567] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:45.215087] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:45.481152] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:45.747418] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:46.015786] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:46.283810] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:46.554355] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:33:46.824054] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:46.824242] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_obv_daily (score: 40.00%) [2025-11-26T20:33:46.824303] [INFO ] [CONFIGURE ] JOB ETA: 22.5m | Tests: 192/720 | Remaining: 528 | Rate: 23.5/min [2025-11-26T20:33:46.824352] [INFO ] [CONFIGURE ] ARDX: Testing feature 12/29: add_obv_interval [2025-11-26T20:33:46.824395] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-26T20:33:47.071163] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:47.325285] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:47.575930] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:47.826258] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:48.081381] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:33:48.338412] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:48.588039] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:48.843945] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:49.098123] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:49.355752] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:49.355925] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:33:49.355990] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Tests: 193/720 | Remaining: 527 | Rate: 23.5/min [2025-11-26T20:33:49.356037] [INFO ] [CONFIGURE ] ARDX: Testing feature 13/29: add_opening_strength [2025-11-26T20:33:49.356082] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:33:49.646733] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:49.945215] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:50.236307] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:50.524185] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:33:50.811980] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:51.102928] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:51.393821] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:51.687486] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:51.987101] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:33:52.291278] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:52.291476] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:33:52.291538] [INFO ] [CONFIGURE ] JOB ETA: 22.4m | Tests: 194/720 | Remaining: 526 | Rate: 23.5/min [2025-11-26T20:33:52.291586] [INFO ] [CONFIGURE ] ARDX: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:33:52.291634] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-26T20:33:52.562762] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:52.832057] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:53.106025] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:53.374923] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:53.648867] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:53.920076] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:54.196770] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:33:54.470988] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:54.743542] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:55.015234] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:33:55.015403] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-26T20:33:55.015459] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Tests: 195/720 | Remaining: 525 | Rate: 23.5/min [2025-11-26T20:33:55.015525] [INFO ] [CONFIGURE ] ARDX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:33:55.015573] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-26T20:33:55.255414] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:55.496405] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:55.740629] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:55.984332] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:56.234572] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:33:56.484540] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:56.731033] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:56.973613] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:57.223139] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:33:57.477592] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:33:57.477852] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-26T20:33:57.477923] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Tests: 196/720 | Remaining: 524 | Rate: 23.5/min [2025-11-26T20:33:57.477993] [INFO ] [CONFIGURE ] ARDX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:33:57.478039] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-26T20:33:57.747579] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:33:58.016000] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:33:58.283586] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:33:58.541599] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:33:58.800695] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:33:59.074814] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:33:59.339500] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:33:59.601942] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:33:59.864135] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:00.123950] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:00.124135] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_pbf_overnight_gap (score: 40.00%) [2025-11-26T20:34:00.124196] [INFO ] [CONFIGURE ] JOB ETA: 22.3m | Tests: 197/720 | Remaining: 523 | Rate: 23.5/min [2025-11-26T20:34:00.124244] [INFO ] [CONFIGURE ] ARDX: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:34:00.124291] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-26T20:34:00.401473] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:00.662897] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:00.930364] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:01.193488] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:01.461979] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:01.726664] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:01.996819] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:02.267254] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:02.538332] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:02.805402] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:02.805575] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-26T20:34:02.805635] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Tests: 198/720 | Remaining: 522 | Rate: 23.5/min [2025-11-26T20:34:02.805705] [INFO ] [CONFIGURE ] ARDX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:34:02.805752] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d'] [2025-11-26T20:34:03.043085] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:03.280114] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:03.518042] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:03.764303] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:04.008298] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:04.249529] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:04.498589] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:04.745289] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:04.995439] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:05.243466] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:05.243666] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:34:05.243732] [INFO ] [CONFIGURE ] JOB ETA: 22.2m | Tests: 199/720 | Remaining: 521 | Rate: 23.5/min [2025-11-26T20:34:05.243783] [INFO ] [CONFIGURE ] ARDX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:34:05.243830] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5'] [2025-11-26T20:34:05.507282] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:05.752261] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:05.993128] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:06.227470] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:06.470226] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:06.704166] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:06.939794] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:34:07.183617] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:07.446370] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:07.684606] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:07.684795] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-26T20:34:07.684858] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Tests: 200/720 | Remaining: 520 | Rate: 23.5/min [2025-11-26T20:34:07.684908] [INFO ] [CONFIGURE ] ARDX: Testing feature 20/29: add_price_rejection [2025-11-26T20:34:07.684953] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_price_rejection'] [2025-11-26T20:34:07.943619] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:08.211859] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:08.494932] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:08.762973] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:09.036070] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:09.297395] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:09.560020] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:09.823720] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:10.090748] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:10.357715] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:10.357921] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_price_rejection (score: 50.00%) [2025-11-26T20:34:10.357975] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Tests: 201/720 | Remaining: 519 | Rate: 23.5/min [2025-11-26T20:34:10.358026] [INFO ] [CONFIGURE ] ARDX: Testing feature 21/29: add_range_position [2025-11-26T20:34:10.358069] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_range_position'] [2025-11-26T20:34:10.636134] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:10.917024] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:11.192034] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:11.464891] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:11.744939] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:12.032113] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:12.309454] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:34:12.602441] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:12.891733] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:13.170960] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:13.171133] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:34:13.171196] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Tests: 202/720 | Remaining: 518 | Rate: 23.5/min [2025-11-26T20:34:13.171248] [INFO ] [CONFIGURE ] ARDX: Testing feature 22/29: add_realized_volatility [2025-11-26T20:34:13.171295] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_realized_volatility'] [2025-11-26T20:34:13.521284] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:13.872375] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:14.223931] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:14.577406] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:14.933556] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:34:15.291418] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:15.644342] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:34:16.000920] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:16.357260] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:34:16.712695] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:16.712906] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-26T20:34:16.712972] [INFO ] [CONFIGURE ] JOB ETA: 22.1m | Tests: 203/720 | Remaining: 517 | Rate: 23.4/min [2025-11-26T20:34:16.713025] [INFO ] [CONFIGURE ] ARDX: Testing feature 23/29: add_recent_range_context [2025-11-26T20:34:16.713072] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_recent_range_context'] [2025-11-26T20:34:16.966946] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:17.217354] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:17.468703] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:17.720284] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:17.981063] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:18.233028] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:18.487014] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:18.748738] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:19.043251] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:19.364954] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:19.365176] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:34:19.365249] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Tests: 204/720 | Remaining: 516 | Rate: 23.4/min [2025-11-26T20:34:19.365315] [INFO ] [CONFIGURE ] ARDX: Testing feature 24/29: add_rsi [2025-11-26T20:34:19.365373] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi'] [2025-11-26T20:34:19.766281] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:20.134199] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:20.455879] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:20.779445] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:21.094902] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:34:21.404664] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:21.721266] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:22.046745] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:22.378162] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:22.686989] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:22.687159] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_rsi (score: 40.00%) [2025-11-26T20:34:22.687216] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Tests: 205/720 | Remaining: 515 | Rate: 23.4/min [2025-11-26T20:34:22.687263] [INFO ] [CONFIGURE ] ARDX: Testing feature 25/29: add_tick_distribution [2025-11-26T20:34:22.687307] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_tick_distribution'] [2025-11-26T20:34:22.926711] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:23.166617] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:23.409138] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:23.651012] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:23.897659] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:34:24.140729] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:24.393196] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:34:24.642620] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:34:24.893783] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:25.142160] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:34:25.142365] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-26T20:34:25.142426] [INFO ] [CONFIGURE ] JOB ETA: 22.0m | Tests: 206/720 | Remaining: 514 | Rate: 23.4/min [2025-11-26T20:34:25.142473] [INFO ] [CONFIGURE ] ARDX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:34:25.142583] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation'] [2025-11-26T20:34:25.396465] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:25.647356] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:25.898156] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:26.148116] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:26.400686] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:26.655117] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:26.923179] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:27.184728] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:27.442199] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:27.696227] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:27.696590] [INFO ] [CONFIGURE ] ARDX: KEPT add_volume_momentum_confirmation (score: 80.00%) [2025-11-26T20:34:27.696661] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Tests: 207/720 | Remaining: 513 | Rate: 23.4/min [2025-11-26T20:34:27.696712] [INFO ] [CONFIGURE ] ARDX: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:34:27.696758] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_price_divergence'] [2025-11-26T20:34:27.983279] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:28.269605] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:28.556222] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:28.837806] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:29.123478] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:29.407807] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:29.695588] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:29.983305] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:30.274016] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:30.564462] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:30.564691] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-26T20:34:30.564752] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Tests: 208/720 | Remaining: 512 | Rate: 23.4/min [2025-11-26T20:34:30.564800] [INFO ] [CONFIGURE ] ARDX: Testing feature 28/29: add_volume_profile [2025-11-26T20:34:30.564840] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_profile'] [2025-11-26T20:34:30.836980] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:34:31.109801] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:31.386993] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:31.661443] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:31.943388] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:32.221868] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:34:32.496920] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:32.772849] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:33.046411] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:33.323982] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:33.324150] [INFO ] [CONFIGURE ] ARDX: DISCARDED add_volume_profile (score: 80.00%) [2025-11-26T20:34:33.324207] [INFO ] [CONFIGURE ] JOB ETA: 21.9m | Tests: 209/720 | Remaining: 511 | Rate: 23.4/min [2025-11-26T20:34:33.324254] [INFO ] [CONFIGURE ] ARDX: Testing feature 29/29: add_vwap [2025-11-26T20:34:33.324297] [INFO ] [CONFIGURE ] ARDX: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-26T20:34:33.606063] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:33.885265] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:34.164794] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:34:34.475412] [DEBUG] [FORECASTER] ARDX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:34:34.755897] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:34:35.040997] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:34:35.322390] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:35.624293] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:35.928241] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:36.226461] [DEBUG] [FORECASTER] ARDX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:36.226672] [INFO ] [CONFIGURE ] ARDX: KEPT add_vwap (score: 90.00%) [2025-11-26T20:34:36.226731] [INFO ] [CONFIGURE ] JOB ETA: 21.8m | Tests: 210/720 | Remaining: 510 | Rate: 23.4/min [2025-11-26T20:34:36.226780] [INFO ] [CONFIGURE ] ARDX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:34:36.226818] [INFO ] [CONFIGURE ] ARDX: Best accuracy: 90.00% [2025-11-26T20:34:36.226862] [INFO ] [CONFIGURE ] ARDX: Best feature set (3 features): ['add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_vwap'] [2025-11-26T20:34:36.226903] [INFO ] [CONFIGURE ] ARDX: Improvement over baseline: 30.00% [2025-11-26T20:34:36.227024] [INFO ] [CONFIGURE ] ARDX: Total time: 1.3 minutes [2025-11-26T20:34:36.227071] [INFO ] [CONFIGURE ] ARDX: Average time per feature: 2.7 seconds [2025-11-26T20:34:36.227107] [INFO ] [CONFIGURE ] ARDX: Average speed: 0.37 features/sec [2025-11-26T20:34:36.227493] [INFO ] [LOCAL ] Saved configuration for ARDX: 3 features, 90.00% accuracy -> ./output/feature-sets/ARDX.json [2025-11-26T20:34:36.227569] [INFO ] [CONFIGURE ] ARDX: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-26T20:34:36.227628] [INFO ] [sig ] [7/24] Successfully configured ARDX | 0.01 sym/s | Total: 9.0m | ETA: 21.8m [2025-11-26T20:34:36.227711] [INFO ] [sig ] [8/24] Configuring ASPN... [2025-11-26T20:34:36.227780] [INFO ] [CONFIGURE ] ASPN: Configurate test run. [2025-11-26T20:34:36.227844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-11-26T20:34:36.238083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPN'. [2025-11-26T20:34:36.238399] [INFO ] [CONFIGURE ] ASPN: Testing with 29 available features [2025-11-26T20:34:36.238465] [INFO ] [CONFIGURE ] ASPN: Establishing baseline with no features... [2025-11-26T20:34:36.420453] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:36.605342] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:36.784583] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:36.963748] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:37.144893] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:37.345152] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:37.530579] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:37.715587] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:37.904871] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:38.095590] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:38.095839] [INFO ] [CONFIGURE ] ASPN: Baseline score (no features): 70.00% [2025-11-26T20:34:38.095899] [INFO ] [CONFIGURE ] ASPN: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:34:38.095948] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:34:38.330702] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:38.561472] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:38.784475] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:39.005940] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:39.233056] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:39.460292] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:39.694254] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:39.938763] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:40.175520] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:40.401752] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:40.401934] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-26T20:34:40.401991] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Tests: 212/720 | Remaining: 508 | Rate: 23.4/min [2025-11-26T20:34:40.402057] [INFO ] [CONFIGURE ] ASPN: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:34:40.402103] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:34:40.634110] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:34:40.862154] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:41.102264] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:41.348979] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:41.586377] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:34:41.834214] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:42.085059] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:42.324612] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:42.576537] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:42.839344] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:42.839541] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-26T20:34:42.839603] [INFO ] [CONFIGURE ] JOB ETA: 21.7m | Tests: 213/720 | Remaining: 507 | Rate: 23.4/min [2025-11-26T20:34:42.839673] [INFO ] [CONFIGURE ] ASPN: Testing feature 3/29: add_daily_returns [2025-11-26T20:34:42.839719] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_daily_returns'] [2025-11-26T20:34:43.046692] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:43.250399] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:43.451737] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:43.662821] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:43.866319] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:44.078543] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:44.283638] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:44.488730] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:44.701056] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:44.906499] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:44.906692] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_daily_returns (score: 60.00%) [2025-11-26T20:34:44.906751] [INFO ] [CONFIGURE ] JOB ETA: 21.6m | Tests: 214/720 | Remaining: 506 | Rate: 23.4/min [2025-11-26T20:34:44.906798] [INFO ] [CONFIGURE ] ASPN: Testing feature 4/29: add_ema [2025-11-26T20:34:44.906870] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_ema'] [2025-11-26T20:34:45.150545] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:45.393922] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:45.644119] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:45.900896] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:46.143842] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:46.383248] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:46.626563] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:34:46.866193] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:47.112299] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:47.357669] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:47.357855] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_ema (score: 50.00%) [2025-11-26T20:34:47.357917] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Tests: 215/720 | Remaining: 505 | Rate: 23.4/min [2025-11-26T20:34:47.357958] [INFO ] [CONFIGURE ] ASPN: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:34:47.358003] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:34:47.617547] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:47.883202] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:48.125098] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:48.366743] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:48.610506] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:48.852240] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:49.095155] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:49.349011] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:49.601020] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:49.849789] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:49.849970] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:34:49.850029] [INFO ] [CONFIGURE ] JOB ETA: 21.5m | Tests: 216/720 | Remaining: 504 | Rate: 23.4/min [2025-11-26T20:34:49.850076] [INFO ] [CONFIGURE ] ASPN: Testing feature 6/29: add_failed_moves [2025-11-26T20:34:49.850116] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_failed_moves'] [2025-11-26T20:34:50.046554] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:50.239176] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:50.430812] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:50.620821] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:50.810386] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:51.001324] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:51.192465] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:51.384900] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:51.585123] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:51.779698] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:51.779860] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_failed_moves (score: 70.00%) [2025-11-26T20:34:51.779916] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Tests: 217/720 | Remaining: 503 | Rate: 23.5/min [2025-11-26T20:34:51.779962] [INFO ] [CONFIGURE ] ASPN: Testing feature 7/29: add_lag_shelf [2025-11-26T20:34:51.780006] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_lag_shelf'] [2025-11-26T20:34:51.959053] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:52.139911] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:52.321251] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:52.506564] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:52.690795] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:52.874003] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:53.061946] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:53.243395] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:53.428272] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:34:53.612675] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:53.612834] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:34:53.612890] [INFO ] [CONFIGURE ] JOB ETA: 21.4m | Tests: 218/720 | Remaining: 502 | Rate: 23.5/min [2025-11-26T20:34:53.612932] [INFO ] [CONFIGURE ] ASPN: Testing feature 8/29: add_macd [2025-11-26T20:34:53.612978] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:34:53.911271] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:54.214737] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:34:54.515968] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:54.813453] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:55.119117] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:55.431614] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:55.741879] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:56.047099] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:56.350152] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:34:56.650082] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:56.650255] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:34:56.650313] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Tests: 219/720 | Remaining: 501 | Rate: 23.5/min [2025-11-26T20:34:56.650395] [INFO ] [CONFIGURE ] ASPN: Testing feature 9/29: add_mfi [2025-11-26T20:34:56.650498] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_mfi'] [2025-11-26T20:34:56.848072] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:57.047121] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:57.244838] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:57.447223] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:34:57.647142] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:34:57.846829] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:34:58.045855] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:34:58.246359] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:34:58.447877] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:34:58.650094] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:34:58.650320] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_mfi (score: 60.00%) [2025-11-26T20:34:58.650380] [INFO ] [CONFIGURE ] JOB ETA: 21.3m | Tests: 220/720 | Remaining: 500 | Rate: 23.5/min [2025-11-26T20:34:58.650421] [INFO ] [CONFIGURE ] ASPN: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:34:58.650465] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:34:58.921805] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:34:59.211987] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:34:59.488934] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:34:59.770398] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:00.050789] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:00.331310] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:00.620145] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:35:00.904573] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:01.192088] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:01.494507] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:35:01.494709] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-26T20:35:01.494770] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Tests: 221/720 | Remaining: 499 | Rate: 23.5/min [2025-11-26T20:35:01.494816] [INFO ] [CONFIGURE ] ASPN: Testing feature 11/29: add_obv_daily [2025-11-26T20:35:01.494858] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_obv_daily'] [2025-11-26T20:35:01.724455] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:01.954836] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:02.198356] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:02.422353] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:02.654046] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:02.885442] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:03.108846] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:03.344882] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:03.571490] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:03.794894] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:03.795115] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-26T20:35:03.795189] [INFO ] [CONFIGURE ] JOB ETA: 21.2m | Tests: 222/720 | Remaining: 498 | Rate: 23.5/min [2025-11-26T20:35:03.795254] [INFO ] [CONFIGURE ] ASPN: Testing feature 12/29: add_obv_interval [2025-11-26T20:35:03.795381] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_obv_interval'] [2025-11-26T20:35:03.997180] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:04.195945] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:04.396360] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:04.600786] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:04.805834] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:05.010084] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:05.214262] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:05.419560] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:05.626709] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:05.837603] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:05.837805] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:35:05.837887] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Tests: 223/720 | Remaining: 497 | Rate: 23.5/min [2025-11-26T20:35:05.837967] [INFO ] [CONFIGURE ] ASPN: Testing feature 13/29: add_opening_strength [2025-11-26T20:35:05.838047] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:35:06.081492] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:06.340815] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:06.644346] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:06.957664] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:07.249482] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:07.497245] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:07.738699] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:07.979861] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:08.220337] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:08.459899] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:08.460072] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_opening_strength (score: 50.00%) [2025-11-26T20:35:08.460127] [INFO ] [CONFIGURE ] JOB ETA: 21.1m | Tests: 224/720 | Remaining: 496 | Rate: 23.5/min [2025-11-26T20:35:08.460171] [INFO ] [CONFIGURE ] ASPN: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:35:08.460215] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:35:08.675460] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:08.891905] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:09.108195] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:09.330752] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:09.566756] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:09.795027] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:10.016545] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:10.235590] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:10.454986] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:10.673170] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:10.673340] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-26T20:35:10.673397] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Tests: 225/720 | Remaining: 495 | Rate: 23.5/min [2025-11-26T20:35:10.673461] [INFO ] [CONFIGURE ] ASPN: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:35:10.673506] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:35:10.864619] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:11.057183] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:11.248715] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:11.436903] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:11.630201] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:11.823671] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:12.016430] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:35:12.209786] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:12.407517] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:12.602973] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:35:12.603146] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_morning_momentum (score: 30.00%) [2025-11-26T20:35:12.603204] [INFO ] [CONFIGURE ] JOB ETA: 21.0m | Tests: 226/720 | Remaining: 494 | Rate: 23.6/min [2025-11-26T20:35:12.603250] [INFO ] [CONFIGURE ] ASPN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:35:12.603294] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_pbf_overnight_gap'] [2025-11-26T20:35:12.808295] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:13.013971] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:13.220841] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:13.429695] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:13.655953] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:13.867040] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:14.084564] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:14.304411] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:14.520598] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:14.741357] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:14.741527] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-26T20:35:14.741588] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Tests: 227/720 | Remaining: 493 | Rate: 23.6/min [2025-11-26T20:35:14.741636] [INFO ] [CONFIGURE ] ASPN: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:35:14.741705] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_pbf_return_2d'] [2025-11-26T20:35:14.959588] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:15.176492] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:15.395085] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:15.617906] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:15.839598] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:16.062264] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:16.282464] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:16.514623] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:16.733090] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:16.951821] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:16.952005] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-26T20:35:16.952064] [INFO ] [CONFIGURE ] JOB ETA: 20.9m | Tests: 228/720 | Remaining: 492 | Rate: 23.6/min [2025-11-26T20:35:16.952112] [INFO ] [CONFIGURE ] ASPN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:35:16.952159] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_pbf_volatility_5d'] [2025-11-26T20:35:17.140848] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:17.329637] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:17.518733] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:17.706228] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:17.896850] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:18.085670] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:18.281340] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:18.478249] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:18.675881] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:18.869599] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:18.869802] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:35:18.869864] [INFO ] [CONFIGURE ] JOB ETA: 20.8m | Tests: 229/720 | Remaining: 491 | Rate: 23.6/min [2025-11-26T20:35:18.869905] [INFO ] [CONFIGURE ] ASPN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:35:18.869951] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-26T20:35:19.057320] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:19.248820] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:19.437933] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:19.631034] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:19.823799] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:20.012088] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:20.197189] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:20.385095] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:20.574360] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:20.774136] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:20.774310] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:35:20.774379] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 230/720 | Remaining: 490 | Rate: 23.6/min [2025-11-26T20:35:20.774429] [INFO ] [CONFIGURE ] ASPN: Testing feature 20/29: add_price_rejection [2025-11-26T20:35:20.774474] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_price_rejection'] [2025-11-26T20:35:20.998549] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:21.215394] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:35:21.427850] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:21.638246] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:21.848047] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:22.055736] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:22.267384] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:22.480061] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:22.690766] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:22.907769] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:35:22.907934] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_price_rejection (score: 50.00%) [2025-11-26T20:35:22.907988] [INFO ] [CONFIGURE ] JOB ETA: 20.7m | Tests: 231/720 | Remaining: 489 | Rate: 23.7/min [2025-11-26T20:35:22.908038] [INFO ] [CONFIGURE ] ASPN: Testing feature 21/29: add_range_position [2025-11-26T20:35:22.908082] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_range_position'] [2025-11-26T20:35:23.130250] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:23.355095] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:35:23.575542] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:23.807635] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:24.034666] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:24.264177] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:24.489672] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:35:24.717961] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:24.946789] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:25.171372] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:25.171542] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:35:25.171601] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 232/720 | Remaining: 488 | Rate: 23.7/min [2025-11-26T20:35:25.171666] [INFO ] [CONFIGURE ] ASPN: Testing feature 22/29: add_realized_volatility [2025-11-26T20:35:25.171713] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility'] [2025-11-26T20:35:25.461028] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:25.751151] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:35:26.041756] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:26.333017] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:26.623401] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:35:26.917310] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:27.230080] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:27.524512] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:27.819190] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:28.113822] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:28.113983] [INFO ] [CONFIGURE ] ASPN: KEPT add_realized_volatility (score: 80.00%) [2025-11-26T20:35:28.114043] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 233/720 | Remaining: 487 | Rate: 23.7/min [2025-11-26T20:35:28.114091] [INFO ] [CONFIGURE ] ASPN: Testing feature 23/29: add_recent_range_context [2025-11-26T20:35:28.114134] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_recent_range_context'] [2025-11-26T20:35:28.425019] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:28.734465] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:29.041036] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:29.352129] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:29.664067] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:35:29.977148] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:30.289824] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:30.601449] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:30.915163] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:31.227625] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:31.227798] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:35:31.227856] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 234/720 | Remaining: 486 | Rate: 23.6/min [2025-11-26T20:35:31.227904] [INFO ] [CONFIGURE ] ASPN: Testing feature 24/29: add_rsi [2025-11-26T20:35:31.227943] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-26T20:35:31.590534] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:31.956525] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:32.319748] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:32.685494] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:33.052829] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:33.425592] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:33.797372] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:34.170030] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:34.545974] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:34.928330] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:34.928537] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_rsi (score: 50.00%) [2025-11-26T20:35:34.928600] [INFO ] [CONFIGURE ] JOB ETA: 20.6m | Tests: 235/720 | Remaining: 485 | Rate: 23.6/min [2025-11-26T20:35:34.928667] [INFO ] [CONFIGURE ] ASPN: Testing feature 25/29: add_tick_distribution [2025-11-26T20:35:34.928715] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_tick_distribution'] [2025-11-26T20:35:35.231422] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:35.534777] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:35.837479] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:36.141155] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:36.445543] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:36.751039] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:37.056599] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:35:37.369238] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:37.686051] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:37.996087] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:37.996256] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-26T20:35:37.996312] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 236/720 | Remaining: 484 | Rate: 23.6/min [2025-11-26T20:35:37.996364] [INFO ] [CONFIGURE ] ASPN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:35:37.996410] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-26T20:35:38.316368] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:38.646694] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:38.981428] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:39.307965] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:39.633320] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:39.969598] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:40.307918] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:40.660238] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:41.011612] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:41.334529] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:41.334742] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-26T20:35:41.334805] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 237/720 | Remaining: 483 | Rate: 23.5/min [2025-11-26T20:35:41.334854] [INFO ] [CONFIGURE ] ASPN: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:35:41.334900] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence'] [2025-11-26T20:35:41.663001] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:41.991782] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:42.320060] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:42.652838] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:42.983703] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:35:43.310745] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:43.652385] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:43.993495] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:44.344518] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:44.685794] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:35:44.686001] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-26T20:35:44.686080] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 238/720 | Remaining: 482 | Rate: 23.5/min [2025-11-26T20:35:44.686133] [INFO ] [CONFIGURE ] ASPN: Testing feature 28/29: add_volume_profile [2025-11-26T20:35:44.686179] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_volume_profile'] [2025-11-26T20:35:45.011521] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:45.326062] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:45.645670] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:45.971987] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:46.299106] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:46.618304] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:46.934429] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:47.258306] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:47.578581] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:47.899191] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:47.899396] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_volume_profile (score: 40.00%) [2025-11-26T20:35:47.899458] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 239/720 | Remaining: 481 | Rate: 23.5/min [2025-11-26T20:35:47.899510] [INFO ] [CONFIGURE ] ASPN: Testing feature 29/29: add_vwap [2025-11-26T20:35:47.899557] [INFO ] [CONFIGURE ] ASPN: Testing with features: ['add_realized_volatility', 'add_vwap'] [2025-11-26T20:35:48.219236] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:48.546348] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:48.865353] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:35:49.187702] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:49.517881] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:49.849307] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:35:50.176569] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:35:50.500464] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:50.826400] [DEBUG] [FORECASTER] ASPN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:35:51.154384] [DEBUG] [FORECASTER] ASPN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:35:51.154577] [INFO ] [CONFIGURE ] ASPN: DISCARDED add_vwap (score: 40.00%) [2025-11-26T20:35:51.154639] [INFO ] [CONFIGURE ] JOB ETA: 20.5m | Tests: 240/720 | Remaining: 480 | Rate: 23.4/min [2025-11-26T20:35:51.154710] [INFO ] [CONFIGURE ] ASPN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:35:51.154755] [INFO ] [CONFIGURE ] ASPN: Best accuracy: 80.00% [2025-11-26T20:35:51.154799] [INFO ] [CONFIGURE ] ASPN: Best feature set (1 features): ['add_realized_volatility'] [2025-11-26T20:35:51.154839] [INFO ] [CONFIGURE ] ASPN: Improvement over baseline: 10.00% [2025-11-26T20:35:51.154880] [INFO ] [CONFIGURE ] ASPN: Total time: 1.2 minutes [2025-11-26T20:35:51.154920] [INFO ] [CONFIGURE ] ASPN: Average time per feature: 2.5 seconds [2025-11-26T20:35:51.154960] [INFO ] [CONFIGURE ] ASPN: Average speed: 0.40 features/sec [2025-11-26T20:35:51.155293] [INFO ] [LOCAL ] Saved configuration for ASPN: 1 features, 80.00% accuracy -> ./output/feature-sets/ASPN.json [2025-11-26T20:35:51.155351] [INFO ] [CONFIGURE ] ASPN: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-26T20:35:51.155401] [INFO ] [sig ] [8/24] Successfully configured ASPN | 0.01 sym/s | Total: 10.2m | ETA: 20.5m [2025-11-26T20:35:51.155444] [INFO ] [sig ] [9/24] Configuring ATRC... [2025-11-26T20:35:51.155485] [INFO ] [CONFIGURE ] ATRC: Configurate test run. [2025-11-26T20:35:51.155526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'. [2025-11-26T20:35:51.165776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRC'. [2025-11-26T20:35:51.166072] [INFO ] [CONFIGURE ] ATRC: Testing with 29 available features [2025-11-26T20:35:51.166135] [INFO ] [CONFIGURE ] ATRC: Establishing baseline with no features... [2025-11-26T20:35:51.341730] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:51.518964] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:51.698738] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:35:51.879795] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:35:52.057012] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:52.233381] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:35:52.411101] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:35:52.594730] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:52.775278] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:52.958633] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:35:52.958815] [INFO ] [CONFIGURE ] ATRC: Baseline score (no features): 40.00% [2025-11-26T20:35:52.958883] [INFO ] [CONFIGURE ] ATRC: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:35:52.958932] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:35:53.178402] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:35:53.411029] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:53.631804] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:35:53.858388] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:35:54.085185] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:35:54.319561] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:35:54.548867] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:35:54.774846] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:55.001329] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:55.227880] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:35:55.228079] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-26T20:35:55.228152] [INFO ] [CONFIGURE ] JOB ETA: 20.4m | Tests: 242/720 | Remaining: 478 | Rate: 23.5/min [2025-11-26T20:35:55.228222] [INFO ] [CONFIGURE ] ATRC: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:35:55.228364] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:35:55.464598] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:35:55.706054] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:55.940628] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:35:56.176749] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:35:56.414331] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:56.650729] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:35:56.886145] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:35:57.123426] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:35:57.360577] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:35:57.597666] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:35:57.597853] [INFO ] [CONFIGURE ] ATRC: KEPT add_cumulative_delta (score: 50.00%) [2025-11-26T20:35:57.597912] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 243/720 | Remaining: 477 | Rate: 23.5/min [2025-11-26T20:35:57.597958] [INFO ] [CONFIGURE ] ATRC: Testing feature 3/29: add_daily_returns [2025-11-26T20:35:57.598002] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:35:57.841636] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:35:58.086732] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:35:58.330079] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:35:58.580407] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:35:58.829098] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:35:59.078602] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:35:59.330862] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:35:59.594803] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:35:59.864176] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:00.189666] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:00.189908] [INFO ] [CONFIGURE ] ATRC: KEPT add_daily_returns (score: 80.00%) [2025-11-26T20:36:00.190003] [INFO ] [CONFIGURE ] JOB ETA: 20.3m | Tests: 244/720 | Remaining: 476 | Rate: 23.5/min [2025-11-26T20:36:00.190070] [INFO ] [CONFIGURE ] ATRC: Testing feature 4/29: add_ema [2025-11-26T20:36:00.190120] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema'] [2025-11-26T20:36:00.593461] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:00.931573] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:01.255349] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:01.570364] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:01.881425] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:02.201626] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:02.515616] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:02.853698] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:03.195079] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:03.525284] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:03.525504] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_ema (score: 70.00%) [2025-11-26T20:36:03.525564] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 245/720 | Remaining: 475 | Rate: 23.5/min [2025-11-26T20:36:03.525614] [INFO ] [CONFIGURE ] ATRC: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:36:03.525679] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:36:03.840152] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:04.155374] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:04.471879] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:04.787133] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:05.099071] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:05.416860] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:05.742193] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:06.054256] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:06.375038] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:06.696638] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:06.696847] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-26T20:36:06.696917] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 246/720 | Remaining: 474 | Rate: 23.4/min [2025-11-26T20:36:06.696968] [INFO ] [CONFIGURE ] ATRC: Testing feature 6/29: add_failed_moves [2025-11-26T20:36:06.697012] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves'] [2025-11-26T20:36:06.954223] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:07.223412] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:07.493408] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:07.767361] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:08.032628] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:08.315919] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:08.582116] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:08.847219] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:09.113354] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:09.384058] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:09.384250] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:36:09.384324] [INFO ] [CONFIGURE ] JOB ETA: 20.2m | Tests: 247/720 | Remaining: 473 | Rate: 23.4/min [2025-11-26T20:36:09.384388] [INFO ] [CONFIGURE ] ATRC: Testing feature 7/29: add_lag_shelf [2025-11-26T20:36:09.384449] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf'] [2025-11-26T20:36:09.634772] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:09.897018] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:10.154815] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:10.424972] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:10.685325] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:10.938165] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:11.189266] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:11.441363] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:11.696383] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:11.955199] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:11.955365] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-26T20:36:11.955426] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 248/720 | Remaining: 472 | Rate: 23.4/min [2025-11-26T20:36:11.955496] [INFO ] [CONFIGURE ] ATRC: Testing feature 8/29: add_macd [2025-11-26T20:36:11.955562] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-26T20:36:12.320058] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:12.706873] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:13.078953] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:13.452272] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:13.814373] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:14.190786] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:14.555447] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:14.917499] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:15.278131] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:15.636912] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:15.637093] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:36:15.637155] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 249/720 | Remaining: 471 | Rate: 23.4/min [2025-11-26T20:36:15.637205] [INFO ] [CONFIGURE ] ATRC: Testing feature 9/29: add_mfi [2025-11-26T20:36:15.637251] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi'] [2025-11-26T20:36:15.899990] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:16.160011] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:16.423861] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:16.687523] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:16.951109] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:17.218253] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:17.483683] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:17.749954] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:18.019513] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:18.290749] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:18.290967] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_mfi (score: 80.00%) [2025-11-26T20:36:18.291028] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 250/720 | Remaining: 470 | Rate: 23.4/min [2025-11-26T20:36:18.291076] [INFO ] [CONFIGURE ] ATRC: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:36:18.291119] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:36:18.627174] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:18.967362] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:19.318899] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:19.663898] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:20.014234] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:20.358311] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:20.702853] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:21.052295] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:21.397480] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:21.744022] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:21.744203] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-26T20:36:21.744272] [INFO ] [CONFIGURE ] JOB ETA: 20.1m | Tests: 251/720 | Remaining: 469 | Rate: 23.4/min [2025-11-26T20:36:21.744314] [INFO ] [CONFIGURE ] ATRC: Testing feature 11/29: add_obv_daily [2025-11-26T20:36:21.744360] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily'] [2025-11-26T20:36:22.021042] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:22.304250] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:22.581916] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:22.861891] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:23.142738] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:23.427552] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:23.713335] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:23.997199] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:24.286376] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:24.571130] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:24.571274] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_obv_daily (score: 70.00%) [2025-11-26T20:36:24.571334] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 252/720 | Remaining: 468 | Rate: 23.3/min [2025-11-26T20:36:24.571383] [INFO ] [CONFIGURE ] ATRC: Testing feature 12/29: add_obv_interval [2025-11-26T20:36:24.571426] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval'] [2025-11-26T20:36:24.837615] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:25.103179] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:25.381910] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:25.649098] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:25.915493] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:26.192193] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:26.461463] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:26.731252] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:26.998584] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:27.270987] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:27.271171] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-26T20:36:27.271229] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 253/720 | Remaining: 467 | Rate: 23.3/min [2025-11-26T20:36:27.271280] [INFO ] [CONFIGURE ] ATRC: Testing feature 13/29: add_opening_strength [2025-11-26T20:36:27.271322] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:36:27.552376] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:27.833305] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:28.115271] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:28.399085] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:28.686264] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:28.972037] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:29.260615] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:29.552235] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:29.861717] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:30.147352] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:30.147547] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_opening_strength (score: 50.00%) [2025-11-26T20:36:30.147956] [INFO ] [CONFIGURE ] JOB ETA: 20.0m | Tests: 254/720 | Remaining: 466 | Rate: 23.3/min [2025-11-26T20:36:30.148038] [INFO ] [CONFIGURE ] ATRC: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:36:30.148087] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance'] [2025-11-26T20:36:30.451733] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:30.754425] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:31.049897] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:31.331332] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:31.614917] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:31.902623] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:32.187307] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:32.483370] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:36:32.781289] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:33.074817] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:33.075012] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-26T20:36:33.075093] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 255/720 | Remaining: 465 | Rate: 23.3/min [2025-11-26T20:36:33.075145] [INFO ] [CONFIGURE ] ATRC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:36:33.075190] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum'] [2025-11-26T20:36:33.335637] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:33.598099] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:33.863917] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:34.127064] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:34.396192] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:34.681092] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:34.947542] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:35.212630] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:36:35.474619] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:35.740235] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:35.740415] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-26T20:36:35.740481] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 256/720 | Remaining: 464 | Rate: 23.3/min [2025-11-26T20:36:35.740528] [INFO ] [CONFIGURE ] ATRC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:36:35.740573] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap'] [2025-11-26T20:36:36.016990] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:36.293299] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:36.568038] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:36.841297] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:37.122185] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:37.404413] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:37.678595] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:37.950550] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:38.223501] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:38.495538] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:38.495730] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:36:38.495789] [INFO ] [CONFIGURE ] JOB ETA: 19.9m | Tests: 257/720 | Remaining: 463 | Rate: 23.3/min [2025-11-26T20:36:38.495835] [INFO ] [CONFIGURE ] ATRC: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:36:38.495880] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d'] [2025-11-26T20:36:38.780570] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:39.065461] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:39.343319] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:39.622112] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:39.902766] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:40.202150] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:36:40.485076] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:40.776920] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:41.062592] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:41.349701] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:41.349888] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:36:41.349972] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 258/720 | Remaining: 462 | Rate: 23.3/min [2025-11-26T20:36:41.350037] [INFO ] [CONFIGURE ] ATRC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:36:41.350092] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d'] [2025-11-26T20:36:41.610860] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:36:41.870312] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:42.124970] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:42.383187] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:42.644412] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:42.903603] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:43.179506] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:43.440270] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:43.697553] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:43.953836] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:43.954009] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:36:43.954068] [INFO ] [CONFIGURE ] JOB ETA: 19.8m | Tests: 259/720 | Remaining: 461 | Rate: 23.3/min [2025-11-26T20:36:43.954116] [INFO ] [CONFIGURE ] ATRC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:36:43.954160] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5'] [2025-11-26T20:36:44.206195] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:44.454264] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:44.709473] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:44.988932] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:45.250096] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:45.504218] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:45.759009] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:46.014817] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:46.267396] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:46.528002] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:46.528177] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%) [2025-11-26T20:36:46.528256] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 260/720 | Remaining: 460 | Rate: 23.3/min [2025-11-26T20:36:46.528308] [INFO ] [CONFIGURE ] ATRC: Testing feature 20/29: add_price_rejection [2025-11-26T20:36:46.528351] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection'] [2025-11-26T20:36:46.808018] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:47.111579] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:47.422730] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:47.791179] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:48.147748] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:48.474307] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:48.758706] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:49.041845] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:49.322884] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:49.607706] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:49.607868] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_price_rejection (score: 70.00%) [2025-11-26T20:36:49.607927] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 261/720 | Remaining: 459 | Rate: 23.3/min [2025-11-26T20:36:49.607971] [INFO ] [CONFIGURE ] ATRC: Testing feature 21/29: add_range_position [2025-11-26T20:36:49.608017] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position'] [2025-11-26T20:36:49.901589] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:50.195248] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:50.488694] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:50.783796] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:36:51.080485] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:36:51.376039] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:51.674125] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:51.977231] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:36:52.282409] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:52.584224] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:52.584405] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_range_position (score: 50.00%) [2025-11-26T20:36:52.584466] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 262/720 | Remaining: 458 | Rate: 23.3/min [2025-11-26T20:36:52.584515] [INFO ] [CONFIGURE ] ATRC: Testing feature 22/29: add_realized_volatility [2025-11-26T20:36:52.584561] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-26T20:36:52.942978] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:53.301281] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:53.662224] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:36:54.038036] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:54.412502] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:54.790572] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:55.183498] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:55.549184] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:55.908905] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:36:56.290297] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:36:56.290501] [INFO ] [CONFIGURE ] ATRC: KEPT add_realized_volatility (score: 90.00%) [2025-11-26T20:36:56.290599] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 263/720 | Remaining: 457 | Rate: 23.2/min [2025-11-26T20:36:56.290703] [INFO ] [CONFIGURE ] ATRC: Testing feature 23/29: add_recent_range_context [2025-11-26T20:36:56.290777] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_recent_range_context'] [2025-11-26T20:36:56.687337] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:36:57.088375] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:36:57.496012] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:36:57.900506] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:36:58.306148] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:36:58.704459] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:36:59.091615] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:36:59.478932] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:36:59.863715] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:00.246553] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:00.246748] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-26T20:37:00.246808] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 264/720 | Remaining: 456 | Rate: 23.2/min [2025-11-26T20:37:00.246857] [INFO ] [CONFIGURE ] ATRC: Testing feature 24/29: add_rsi [2025-11-26T20:37:00.246903] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-26T20:37:00.675214] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:01.101539] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:01.532497] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:37:01.962455] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:02.421429] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:02.882489] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:03.331497] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:37:03.787188] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:04.248507] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:04.712350] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:04.712542] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_rsi (score: 90.00%) [2025-11-26T20:37:04.712603] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 265/720 | Remaining: 455 | Rate: 23.1/min [2025-11-26T20:37:04.712695] [INFO ] [CONFIGURE ] ATRC: Testing feature 25/29: add_tick_distribution [2025-11-26T20:37:04.712747] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_tick_distribution'] [2025-11-26T20:37:05.099740] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:05.491618] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:05.881058] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:37:06.288997] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:06.679385] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:07.070721] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:07.455586] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:37:07.850468] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:08.254391] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:08.649686] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:08.649903] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-26T20:37:08.649978] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 266/720 | Remaining: 454 | Rate: 23.1/min [2025-11-26T20:37:08.650038] [INFO ] [CONFIGURE ] ATRC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:37:08.650084] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-26T20:37:09.045327] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:09.449477] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:09.852054] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:37:10.260780] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:10.656977] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:11.059062] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:11.442785] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:37:11.837355] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:12.224210] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:12.633336] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:12.633547] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-26T20:37:12.633609] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 267/720 | Remaining: 453 | Rate: 23.0/min [2025-11-26T20:37:12.633671] [INFO ] [CONFIGURE ] ATRC: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:37:12.633717] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_volume_price_divergence'] [2025-11-26T20:37:13.035779] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:13.439447] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:13.836091] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:37:14.228362] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:37:14.621200] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:15.030706] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:15.443862] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:37:15.838000] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:16.243324] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:16.641396] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:16.641630] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-26T20:37:16.641719] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 268/720 | Remaining: 452 | Rate: 23.0/min [2025-11-26T20:37:16.641773] [INFO ] [CONFIGURE ] ATRC: Testing feature 28/29: add_volume_profile [2025-11-26T20:37:16.641818] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_volume_profile'] [2025-11-26T20:37:17.020491] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:17.408042] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:17.790253] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:37:18.171035] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:37:18.552473] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:18.932551] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:19.314861] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:37:19.701322] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:20.094562] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:20.486903] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:20.487075] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_volume_profile (score: 60.00%) [2025-11-26T20:37:20.487136] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 269/720 | Remaining: 451 | Rate: 22.9/min [2025-11-26T20:37:20.487189] [INFO ] [CONFIGURE ] ATRC: Testing feature 29/29: add_vwap [2025-11-26T20:37:20.487243] [INFO ] [CONFIGURE ] ATRC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility', 'add_vwap'] [2025-11-26T20:37:20.874888] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:21.263712] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:21.656086] [DEBUG] [FORECASTER] ATRC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:37:22.047884] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:22.445085] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:22.842428] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:23.239531] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:37:23.633633] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:24.032110] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:24.430994] [DEBUG] [FORECASTER] ATRC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:24.431197] [INFO ] [CONFIGURE ] ATRC: DISCARDED add_vwap (score: 70.00%) [2025-11-26T20:37:24.431289] [INFO ] [CONFIGURE ] JOB ETA: 19.7m | Tests: 270/720 | Remaining: 450 | Rate: 22.9/min [2025-11-26T20:37:24.431340] [INFO ] [CONFIGURE ] ATRC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:37:24.431380] [INFO ] [CONFIGURE ] ATRC: Best accuracy: 90.00% [2025-11-26T20:37:24.431423] [INFO ] [CONFIGURE ] ATRC: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility'] [2025-11-26T20:37:24.431465] [INFO ] [CONFIGURE ] ATRC: Improvement over baseline: 50.00% [2025-11-26T20:37:24.431503] [INFO ] [CONFIGURE ] ATRC: Total time: 1.5 minutes [2025-11-26T20:37:24.431541] [INFO ] [CONFIGURE ] ATRC: Average time per feature: 3.2 seconds [2025-11-26T20:37:24.431580] [INFO ] [CONFIGURE ] ATRC: Average speed: 0.32 features/sec [2025-11-26T20:37:24.431892] [INFO ] [LOCAL ] Saved configuration for ATRC: 3 features, 90.00% accuracy -> ./output/feature-sets/ATRC.json [2025-11-26T20:37:24.431952] [INFO ] [CONFIGURE ] ATRC: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-26T20:37:24.431995] [INFO ] [sig ] [9/24] Successfully configured ATRC | 0.01 sym/s | Total: 11.8m | ETA: 19.7m [2025-11-26T20:37:24.432041] [INFO ] [sig ] [10/24] Configuring AVNS... [2025-11-26T20:37:24.432088] [INFO ] [CONFIGURE ] AVNS: Configurate test run. [2025-11-26T20:37:24.432130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-11-26T20:37:24.443091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVNS'. [2025-11-26T20:37:24.443430] [INFO ] [CONFIGURE ] AVNS: Testing with 29 available features [2025-11-26T20:37:24.443491] [INFO ] [CONFIGURE ] AVNS: Establishing baseline with no features... [2025-11-26T20:37:24.620014] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:24.796993] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:24.976135] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:25.152928] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:25.329177] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:25.507131] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:25.683561] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:25.862306] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:26.038774] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:26.217262] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:26.217422] [INFO ] [CONFIGURE ] AVNS: Baseline score (no features): 60.00% [2025-11-26T20:37:26.217477] [INFO ] [CONFIGURE ] AVNS: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:37:26.217536] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:37:26.438775] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:26.664291] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:26.885720] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:27.109052] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:27.359635] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:27.592080] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:27.822309] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:37:28.052734] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:28.283490] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:28.516490] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:28.516678] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-26T20:37:28.516738] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Tests: 272/720 | Remaining: 448 | Rate: 22.9/min [2025-11-26T20:37:28.516789] [INFO ] [CONFIGURE ] AVNS: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:37:28.516835] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:37:28.755617] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:28.993026] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:37:29.234491] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:29.477086] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:29.716992] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:29.961365] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:30.204301] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:30.448566] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:30.692446] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:30.933524] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:30.933717] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-26T20:37:30.933770] [INFO ] [CONFIGURE ] JOB ETA: 19.5m | Tests: 273/720 | Remaining: 447 | Rate: 22.9/min [2025-11-26T20:37:30.933821] [INFO ] [CONFIGURE ] AVNS: Testing feature 3/29: add_daily_returns [2025-11-26T20:37:30.933864] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_daily_returns'] [2025-11-26T20:37:31.134520] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:31.329316] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:31.525021] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:31.726064] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:31.922775] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:32.119316] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:32.322887] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:37:32.520098] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:37:32.716161] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:32.913735] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:32.913898] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_daily_returns (score: 60.00%) [2025-11-26T20:37:32.913957] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Tests: 274/720 | Remaining: 446 | Rate: 23.0/min [2025-11-26T20:37:32.914005] [INFO ] [CONFIGURE ] AVNS: Testing feature 4/29: add_ema [2025-11-26T20:37:32.914044] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_ema'] [2025-11-26T20:37:33.147316] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:33.381539] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:33.617940] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:33.860430] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:34.103774] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:34.344232] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:34.581561] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:34.822994] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:35.063914] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:35.304666] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:35.304848] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_ema (score: 60.00%) [2025-11-26T20:37:35.304906] [INFO ] [CONFIGURE ] JOB ETA: 19.4m | Tests: 275/720 | Remaining: 445 | Rate: 23.0/min [2025-11-26T20:37:35.304955] [INFO ] [CONFIGURE ] AVNS: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:37:35.305000] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:37:35.548368] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:35.788768] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:36.033056] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:36.275927] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:37:36.515516] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:36.762415] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:37.009949] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:37:37.254255] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:37.497515] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:37.743601] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:37.743802] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-26T20:37:37.743861] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 276/720 | Remaining: 444 | Rate: 23.0/min [2025-11-26T20:37:37.743913] [INFO ] [CONFIGURE ] AVNS: Testing feature 6/29: add_failed_moves [2025-11-26T20:37:37.743961] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_failed_moves'] [2025-11-26T20:37:37.937778] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:38.129190] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:38.322946] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:38.516421] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:38.707616] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:38.896916] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:39.089018] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:39.284093] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:39.476732] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:39.670917] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:39.671105] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:37:39.671164] [INFO ] [CONFIGURE ] JOB ETA: 19.3m | Tests: 277/720 | Remaining: 443 | Rate: 23.0/min [2025-11-26T20:37:39.671213] [INFO ] [CONFIGURE ] AVNS: Testing feature 7/29: add_lag_shelf [2025-11-26T20:37:39.671257] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_lag_shelf'] [2025-11-26T20:37:39.851254] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:40.032695] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:40.207658] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:40.389089] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:40.568786] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:40.752259] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:40.932379] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:41.121975] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:41.299282] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:41.477478] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:41.477676] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-26T20:37:41.477734] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 278/720 | Remaining: 442 | Rate: 23.0/min [2025-11-26T20:37:41.477780] [INFO ] [CONFIGURE ] AVNS: Testing feature 8/29: add_macd [2025-11-26T20:37:41.477824] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:37:41.783165] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:42.077448] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:42.380479] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:42.686755] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:37:42.993065] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:43.318291] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:43.619484] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:43.922891] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:44.230639] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:44.538923] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:44.539140] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:37:44.539219] [INFO ] [CONFIGURE ] JOB ETA: 19.2m | Tests: 279/720 | Remaining: 441 | Rate: 23.0/min [2025-11-26T20:37:44.539295] [INFO ] [CONFIGURE ] AVNS: Testing feature 9/29: add_mfi [2025-11-26T20:37:44.539370] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_mfi'] [2025-11-26T20:37:44.736721] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:37:44.939233] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:45.135781] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:45.334430] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:45.535697] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:45.732436] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:45.928853] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:46.135140] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:46.333859] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:46.534022] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:46.534217] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_mfi (score: 60.00%) [2025-11-26T20:37:46.534275] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 280/720 | Remaining: 440 | Rate: 23.0/min [2025-11-26T20:37:46.534333] [INFO ] [CONFIGURE ] AVNS: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:37:46.534392] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:37:46.813510] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:47.090662] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:47.369157] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:47.648561] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:47.930505] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:48.210440] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:48.487788] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:48.768470] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:49.043424] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:49.323577] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:49.323773] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-26T20:37:49.323839] [INFO ] [CONFIGURE ] JOB ETA: 19.1m | Tests: 281/720 | Remaining: 439 | Rate: 23.0/min [2025-11-26T20:37:49.323881] [INFO ] [CONFIGURE ] AVNS: Testing feature 11/29: add_obv_daily [2025-11-26T20:37:49.323925] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_obv_daily'] [2025-11-26T20:37:49.537545] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:49.752508] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:49.969540] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:37:50.186574] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:50.406763] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:37:50.625042] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:50.843024] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:51.058748] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:51.276331] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:37:51.503893] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:51.504070] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_obv_daily (score: 50.00%) [2025-11-26T20:37:51.504128] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 282/720 | Remaining: 438 | Rate: 23.0/min [2025-11-26T20:37:51.504177] [INFO ] [CONFIGURE ] AVNS: Testing feature 12/29: add_obv_interval [2025-11-26T20:37:51.504274] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_obv_interval'] [2025-11-26T20:37:51.701434] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:51.898752] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:52.095685] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:52.295782] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:52.496035] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:37:52.696564] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:52.902935] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:37:53.106631] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:53.306482] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:53.508046] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:53.508215] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_obv_interval (score: 30.00%) [2025-11-26T20:37:53.508274] [INFO ] [CONFIGURE ] JOB ETA: 19.0m | Tests: 283/720 | Remaining: 437 | Rate: 23.1/min [2025-11-26T20:37:53.508322] [INFO ] [CONFIGURE ] AVNS: Testing feature 13/29: add_opening_strength [2025-11-26T20:37:53.508366] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:37:53.741934] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:53.974134] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:54.212990] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:54.447046] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:37:54.687116] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:54.923087] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:55.160369] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:37:55.401539] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:55.640500] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:55.876920] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:37:55.877104] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_opening_strength (score: 40.00%) [2025-11-26T20:37:55.877164] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 284/720 | Remaining: 436 | Rate: 23.1/min [2025-11-26T20:37:55.877214] [INFO ] [CONFIGURE ] AVNS: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:37:55.877262] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:37:56.109869] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:56.354439] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:56.677814] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:56.984283] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:57.247195] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:57.476585] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:37:57.699012] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:57.917900] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:37:58.138552] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:37:58.362755] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:37:58.362946] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-26T20:37:58.363011] [INFO ] [CONFIGURE ] JOB ETA: 18.9m | Tests: 285/720 | Remaining: 435 | Rate: 23.1/min [2025-11-26T20:37:58.363064] [INFO ] [CONFIGURE ] AVNS: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:37:58.363110] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:37:58.560204] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:37:58.753676] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:37:58.949148] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:37:59.144673] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:37:59.344759] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:37:59.536114] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:37:59.732470] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:37:59.956700] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:00.147316] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:00.343693] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:00.343875] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-26T20:38:00.343932] [INFO ] [CONFIGURE ] JOB ETA: 18.8m | Tests: 286/720 | Remaining: 434 | Rate: 23.1/min [2025-11-26T20:38:00.343980] [INFO ] [CONFIGURE ] AVNS: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:38:00.344021] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_pbf_overnight_gap'] [2025-11-26T20:38:00.554619] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:38:00.764861] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:00.971877] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:01.183897] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:01.391920] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:01.598684] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:01.814886] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:38:02.031466] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:02.250964] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:02.470793] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:02.470978] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-26T20:38:02.471037] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 287/720 | Remaining: 433 | Rate: 23.1/min [2025-11-26T20:38:02.471107] [INFO ] [CONFIGURE ] AVNS: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:38:02.471153] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_pbf_return_2d'] [2025-11-26T20:38:02.695045] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:02.913985] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:38:03.122392] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:03.334577] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:03.548345] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:03.765507] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:03.982950] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:38:04.200685] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:04.420175] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:04.639997] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:38:04.640175] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-26T20:38:04.640248] [INFO ] [CONFIGURE ] JOB ETA: 18.7m | Tests: 288/720 | Remaining: 432 | Rate: 23.1/min [2025-11-26T20:38:04.640308] [INFO ] [CONFIGURE ] AVNS: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:38:04.640360] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_pbf_volatility_5d'] [2025-11-26T20:38:04.834967] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:05.030462] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:05.220206] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:05.410322] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:05.606090] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:38:05.793499] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:05.982591] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:38:06.173335] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:06.368347] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:06.569411] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:06.569598] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-26T20:38:06.569692] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 289/720 | Remaining: 431 | Rate: 23.1/min [2025-11-26T20:38:06.569758] [INFO ] [CONFIGURE ] AVNS: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:38:06.569818] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-26T20:38:06.752074] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:06.935288] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:07.124165] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:07.310109] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:07.497109] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:07.682340] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:07.870137] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:38:08.057300] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:08.244699] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:08.432865] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:08.433088] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:38:08.433149] [INFO ] [CONFIGURE ] JOB ETA: 18.6m | Tests: 290/720 | Remaining: 430 | Rate: 23.2/min [2025-11-26T20:38:08.433196] [INFO ] [CONFIGURE ] AVNS: Testing feature 20/29: add_price_rejection [2025-11-26T20:38:08.433240] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_price_rejection'] [2025-11-26T20:38:08.644823] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:38:08.855929] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:09.079877] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:09.293736] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:09.507986] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:09.724088] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:09.938312] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:10.155512] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:10.366844] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:10.579596] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:10.579777] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_price_rejection (score: 30.00%) [2025-11-26T20:38:10.579832] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 291/720 | Remaining: 429 | Rate: 23.2/min [2025-11-26T20:38:10.579879] [INFO ] [CONFIGURE ] AVNS: Testing feature 21/29: add_range_position [2025-11-26T20:38:10.579922] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_range_position'] [2025-11-26T20:38:10.807791] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:11.035154] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:38:11.263556] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:11.488832] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:11.727693] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:11.971670] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:12.203560] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:12.429449] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:12.659202] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:12.892415] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:12.892596] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_range_position (score: 40.00%) [2025-11-26T20:38:12.892674] [INFO ] [CONFIGURE ] JOB ETA: 18.5m | Tests: 292/720 | Remaining: 428 | Rate: 23.2/min [2025-11-26T20:38:12.892718] [INFO ] [CONFIGURE ] AVNS: Testing feature 22/29: add_realized_volatility [2025-11-26T20:38:12.892764] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility'] [2025-11-26T20:38:13.185678] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:13.475548] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:13.770816] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:14.061269] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:14.355093] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:14.653371] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:14.948104] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:38:15.245336] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:15.541177] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:15.832994] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:38:15.833185] [INFO ] [CONFIGURE ] AVNS: KEPT add_realized_volatility (score: 80.00%) [2025-11-26T20:38:15.833244] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 293/720 | Remaining: 427 | Rate: 23.2/min [2025-11-26T20:38:15.833293] [INFO ] [CONFIGURE ] AVNS: Testing feature 23/29: add_recent_range_context [2025-11-26T20:38:15.833338] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_recent_range_context'] [2025-11-26T20:38:16.144195] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:38:16.454612] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:16.766511] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:17.071218] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:17.395706] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:17.714467] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:18.034432] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:18.360374] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:18.679698] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:19.013330] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:19.013510] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-26T20:38:19.013575] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 294/720 | Remaining: 426 | Rate: 23.2/min [2025-11-26T20:38:19.013625] [INFO ] [CONFIGURE ] AVNS: Testing feature 24/29: add_rsi [2025-11-26T20:38:19.013700] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_ema', 'add_rsi'] [2025-11-26T20:38:19.383728] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:38:19.757718] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:20.135134] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:20.505898] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:20.872237] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:21.238248] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:21.609870] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:21.978554] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:22.343527] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:22.712049] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:22.712278] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_rsi (score: 40.00%) [2025-11-26T20:38:22.712345] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 295/720 | Remaining: 425 | Rate: 23.1/min [2025-11-26T20:38:22.712417] [INFO ] [CONFIGURE ] AVNS: Testing feature 25/29: add_tick_distribution [2025-11-26T20:38:22.712465] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_tick_distribution'] [2025-11-26T20:38:23.014132] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:38:23.309860] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:38:23.611404] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:23.913045] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:24.216862] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:24.520122] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:24.823489] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:25.129841] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:25.436258] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:25.747797] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:38:25.747993] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_tick_distribution (score: 40.00%) [2025-11-26T20:38:25.748055] [INFO ] [CONFIGURE ] JOB ETA: 18.4m | Tests: 296/720 | Remaining: 424 | Rate: 23.1/min [2025-11-26T20:38:25.748106] [INFO ] [CONFIGURE ] AVNS: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:38:25.748151] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_volume_momentum_confirmation'] [2025-11-26T20:38:26.058190] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:26.367306] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:26.674905] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:26.990245] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:27.304263] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:27.644329] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:38:27.963893] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:28.297443] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:28.618542] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:28.943741] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:38:28.943956] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_volume_momentum_confirmation (score: 80.00%) [2025-11-26T20:38:28.944020] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 297/720 | Remaining: 423 | Rate: 23.1/min [2025-11-26T20:38:28.944065] [INFO ] [CONFIGURE ] AVNS: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:38:28.944113] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_volume_price_divergence'] [2025-11-26T20:38:29.280309] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:29.615888] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:38:29.957808] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:30.291151] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:30.638349] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:30.966289] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:31.296441] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:31.627407] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:31.956752] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:32.308758] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:32.308958] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_volume_price_divergence (score: 40.00%) [2025-11-26T20:38:32.309023] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 298/720 | Remaining: 422 | Rate: 23.1/min [2025-11-26T20:38:32.309066] [INFO ] [CONFIGURE ] AVNS: Testing feature 28/29: add_volume_profile [2025-11-26T20:38:32.309108] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_volume_profile'] [2025-11-26T20:38:32.642051] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:32.958690] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:33.275018] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:38:33.588308] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:33.907255] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:38:34.223814] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:34.548277] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:34.869057] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:35.188721] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:35.510110] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:38:35.510293] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_volume_profile (score: 60.00%) [2025-11-26T20:38:35.510352] [INFO ] [CONFIGURE ] JOB ETA: 18.3m | Tests: 299/720 | Remaining: 421 | Rate: 23.0/min [2025-11-26T20:38:35.510399] [INFO ] [CONFIGURE ] AVNS: Testing feature 29/29: add_vwap [2025-11-26T20:38:35.510442] [INFO ] [CONFIGURE ] AVNS: Testing with features: ['add_realized_volatility', 'add_vwap'] [2025-11-26T20:38:35.834022] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:36.157300] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:38:36.505783] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:36.843062] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:37.180994] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:38:37.519009] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:37.854875] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:38:38.183575] [DEBUG] [FORECASTER] AVNS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:38.519904] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:38.856399] [DEBUG] [FORECASTER] AVNS: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:38:38.856582] [INFO ] [CONFIGURE ] AVNS: DISCARDED add_vwap (score: 50.00%) [2025-11-26T20:38:38.856661] [INFO ] [CONFIGURE ] JOB ETA: 18.2m | Tests: 300/720 | Remaining: 420 | Rate: 23.0/min [2025-11-26T20:38:38.856714] [INFO ] [CONFIGURE ] AVNS: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:38:38.856879] [INFO ] [CONFIGURE ] AVNS: Best accuracy: 80.00% [2025-11-26T20:38:38.856929] [INFO ] [CONFIGURE ] AVNS: Best feature set (1 features): ['add_realized_volatility'] [2025-11-26T20:38:38.856971] [INFO ] [CONFIGURE ] AVNS: Improvement over baseline: 20.00% [2025-11-26T20:38:38.857012] [INFO ] [CONFIGURE ] AVNS: Total time: 1.2 minutes [2025-11-26T20:38:38.857050] [INFO ] [CONFIGURE ] AVNS: Average time per feature: 2.5 seconds [2025-11-26T20:38:38.857091] [INFO ] [CONFIGURE ] AVNS: Average speed: 0.40 features/sec [2025-11-26T20:38:38.857712] [INFO ] [LOCAL ] Saved configuration for AVNS: 1 features, 80.00% accuracy -> ./output/feature-sets/AVNS.json [2025-11-26T20:38:38.857778] [INFO ] [CONFIGURE ] AVNS: Configuration saved successfully: 1 features, 80.00% accuracy. [2025-11-26T20:38:38.857822] [INFO ] [sig ] [10/24] Successfully configured AVNS | 0.01 sym/s | Total: 13.0m | ETA: 18.2m [2025-11-26T20:38:38.857869] [INFO ] [sig ] [11/24] Configuring BGX... [2025-11-26T20:38:38.857911] [INFO ] [CONFIGURE ] BGX: Configurate test run. [2025-11-26T20:38:38.857951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-11-26T20:38:38.870557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGX'. [2025-11-26T20:38:38.870989] [INFO ] [CONFIGURE ] BGX: Testing with 29 available features [2025-11-26T20:38:38.871063] [INFO ] [CONFIGURE ] BGX: Establishing baseline with no features... [2025-11-26T20:38:39.046632] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:39.225178] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:39.403071] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:39.583592] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:39.761609] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:39.941830] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:40.119337] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:40.297672] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:38:40.476401] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:38:40.660082] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:38:40.660245] [INFO ] [CONFIGURE ] BGX: Baseline score (no features): 20.00% [2025-11-26T20:38:40.660301] [INFO ] [CONFIGURE ] BGX: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:38:40.660437] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:38:40.880661] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:41.110899] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:41.325685] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:38:41.546427] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:41.767774] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:41.985726] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:42.205545] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:42.429312] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:42.650808] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:42.873977] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:38:42.874199] [INFO ] [CONFIGURE ] BGX: KEPT add_bollinger_bands (score: 50.00%) [2025-11-26T20:38:42.874259] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 302/720 | Remaining: 418 | Rate: 23.1/min [2025-11-26T20:38:42.874306] [INFO ] [CONFIGURE ] BGX: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:38:42.874390] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-26T20:38:43.142793] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:43.409851] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:38:43.726257] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:44.030227] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:44.344221] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:44.655453] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:44.959771] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:45.241059] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:45.520175] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:38:45.800038] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:38:45.800209] [INFO ] [CONFIGURE ] BGX: DISCARDED add_cumulative_delta (score: 30.00%) [2025-11-26T20:38:45.800268] [INFO ] [CONFIGURE ] JOB ETA: 18.1m | Tests: 303/720 | Remaining: 417 | Rate: 23.0/min [2025-11-26T20:38:45.800314] [INFO ] [CONFIGURE ] BGX: Testing feature 3/29: add_daily_returns [2025-11-26T20:38:45.800355] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-26T20:38:46.031714] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:46.265333] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:46.501820] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:38:46.734894] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:46.969773] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:47.204823] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:47.445614] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:47.684439] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:47.928135] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:48.170145] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:38:48.170316] [INFO ] [CONFIGURE ] BGX: KEPT add_daily_returns (score: 60.00%) [2025-11-26T20:38:48.170374] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 304/720 | Remaining: 416 | Rate: 23.1/min [2025-11-26T20:38:48.170423] [INFO ] [CONFIGURE ] BGX: Testing feature 4/29: add_ema [2025-11-26T20:38:48.170465] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-26T20:38:48.459520] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:48.750494] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:49.036804] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:38:49.328474] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:49.626153] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:49.916524] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:50.206435] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:50.500828] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:50.792408] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:51.088700] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:38:51.088892] [INFO ] [CONFIGURE ] BGX: KEPT add_ema (score: 70.00%) [2025-11-26T20:38:51.088951] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 305/720 | Remaining: 415 | Rate: 23.0/min [2025-11-26T20:38:51.088997] [INFO ] [CONFIGURE ] BGX: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:38:51.089042] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:38:51.424096] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:51.765351] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:52.113459] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:38:52.454863] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:52.808074] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:53.154323] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:53.505212] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:53.850976] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:54.202700] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:38:54.560039] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:38:54.560223] [INFO ] [CONFIGURE ] BGX: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-26T20:38:54.560286] [INFO ] [CONFIGURE ] JOB ETA: 18.0m | Tests: 306/720 | Remaining: 414 | Rate: 23.0/min [2025-11-26T20:38:54.560338] [INFO ] [CONFIGURE ] BGX: Testing feature 6/29: add_failed_moves [2025-11-26T20:38:54.560410] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-26T20:38:54.859277] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:55.161201] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:55.460084] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:38:55.761830] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:38:56.077206] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:38:56.381759] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:56.680079] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:56.979843] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:38:57.275132] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:38:57.576471] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:38:57.576695] [INFO ] [CONFIGURE ] BGX: DISCARDED add_failed_moves (score: 70.00%) [2025-11-26T20:38:57.576756] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 307/720 | Remaining: 413 | Rate: 23.0/min [2025-11-26T20:38:57.576856] [INFO ] [CONFIGURE ] BGX: Testing feature 7/29: add_lag_shelf [2025-11-26T20:38:57.576905] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-26T20:38:57.860411] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:38:58.142153] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:38:58.427623] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:38:58.719631] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:38:59.008195] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:38:59.301094] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:38:59.591017] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:38:59.879148] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:00.170995] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:00.464991] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:00.465157] [INFO ] [CONFIGURE ] BGX: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-26T20:39:00.465214] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 308/720 | Remaining: 412 | Rate: 23.0/min [2025-11-26T20:39:00.465268] [INFO ] [CONFIGURE ] BGX: Testing feature 8/29: add_macd [2025-11-26T20:39:00.465313] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-26T20:39:00.872837] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:01.293097] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:39:01.710586] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:02.133530] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:39:02.556166] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:02.984170] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:03.399995] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:03.812222] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:04.230258] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:04.644986] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:04.645200] [INFO ] [CONFIGURE ] BGX: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:39:04.645262] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 309/720 | Remaining: 411 | Rate: 23.0/min [2025-11-26T20:39:04.645312] [INFO ] [CONFIGURE ] BGX: Testing feature 9/29: add_mfi [2025-11-26T20:39:04.645358] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-26T20:39:04.958330] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:05.272961] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:05.589336] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:39:05.900018] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:39:06.206169] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:06.524924] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:06.849731] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:07.163969] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:07.463128] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:07.764714] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:07.764898] [INFO ] [CONFIGURE ] BGX: DISCARDED add_mfi (score: 40.00%) [2025-11-26T20:39:07.764957] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 310/720 | Remaining: 410 | Rate: 22.9/min [2025-11-26T20:39:07.765006] [INFO ] [CONFIGURE ] BGX: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:39:07.765073] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:39:08.136098] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:08.507053] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:08.883736] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:39:09.266319] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:09.668186] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:10.070122] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:10.466535] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:10.868299] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:11.260732] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:11.642880] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:11.643098] [INFO ] [CONFIGURE ] BGX: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-26T20:39:11.643186] [INFO ] [CONFIGURE ] JOB ETA: 17.9m | Tests: 311/720 | Remaining: 409 | Rate: 22.9/min [2025-11-26T20:39:11.643247] [INFO ] [CONFIGURE ] BGX: Testing feature 11/29: add_obv_daily [2025-11-26T20:39:11.643305] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-26T20:39:11.958287] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:39:12.268787] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:12.585391] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:12.902191] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:39:13.223079] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:13.548610] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:13.865156] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:14.185151] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:14.508147] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:14.829587] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:14.829780] [INFO ] [CONFIGURE ] BGX: DISCARDED add_obv_daily (score: 40.00%) [2025-11-26T20:39:14.829843] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 312/720 | Remaining: 408 | Rate: 22.9/min [2025-11-26T20:39:14.829891] [INFO ] [CONFIGURE ] BGX: Testing feature 12/29: add_obv_interval [2025-11-26T20:39:14.829958] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-26T20:39:15.136439] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:15.446232] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:15.757723] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:39:16.068601] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:39:16.381135] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:16.697627] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:17.009725] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:17.322102] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:17.634157] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:17.948802] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:17.948970] [INFO ] [CONFIGURE ] BGX: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:39:17.949028] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 313/720 | Remaining: 407 | Rate: 22.9/min [2025-11-26T20:39:17.949075] [INFO ] [CONFIGURE ] BGX: Testing feature 13/29: add_opening_strength [2025-11-26T20:39:17.949121] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-26T20:39:18.272410] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:18.587307] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:18.903463] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:39:19.220555] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:19.535803] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:19.857988] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:20.177341] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:39:20.503447] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:20.835298] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:21.165698] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:21.165888] [INFO ] [CONFIGURE ] BGX: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:39:21.165949] [INFO ] [CONFIGURE ] JOB ETA: 17.8m | Tests: 314/720 | Remaining: 406 | Rate: 22.9/min [2025-11-26T20:39:21.166000] [INFO ] [CONFIGURE ] BGX: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:39:21.166047] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-26T20:39:21.487454] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:21.812211] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:22.157948] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:22.497948] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:22.817204] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:23.143545] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:23.464080] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:39:23.789329] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:24.123287] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:24.461295] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:24.461491] [INFO ] [CONFIGURE ] BGX: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-26T20:39:24.461554] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 315/720 | Remaining: 405 | Rate: 22.8/min [2025-11-26T20:39:24.461604] [INFO ] [CONFIGURE ] BGX: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:39:24.461671] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-26T20:39:24.802148] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:25.131459] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:25.465603] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:25.802135] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:26.142285] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:26.485870] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:26.826784] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:27.175802] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:27.510821] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:27.849323] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:27.849485] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-26T20:39:27.849551] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 316/720 | Remaining: 404 | Rate: 22.8/min [2025-11-26T20:39:27.849592] [INFO ] [CONFIGURE ] BGX: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:39:27.849632] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-26T20:39:28.196007] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:28.543534] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:28.890402] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:29.238960] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:29.597562] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:29.951805] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:30.307390] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:30.662450] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:31.015686] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:31.398934] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:31.399132] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_overnight_gap (score: 70.00%) [2025-11-26T20:39:31.399197] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 317/720 | Remaining: 403 | Rate: 22.8/min [2025-11-26T20:39:31.399256] [INFO ] [CONFIGURE ] BGX: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:39:31.399350] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-26T20:39:31.756862] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:32.121906] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:32.469549] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:32.818580] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:33.167161] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:33.522502] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:33.871079] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:39:34.227040] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:34.579517] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:34.936155] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:34.936358] [INFO ] [CONFIGURE ] BGX: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-26T20:39:34.936419] [INFO ] [CONFIGURE ] JOB ETA: 17.7m | Tests: 318/720 | Remaining: 402 | Rate: 22.8/min [2025-11-26T20:39:34.936466] [INFO ] [CONFIGURE ] BGX: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:39:34.936510] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-26T20:39:35.296516] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:35.663361] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:36.021885] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:36.385446] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:36.747256] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:37.109565] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:37.506635] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:37.951786] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:38.358319] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:38.739419] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:38.739633] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:39:38.739712] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 319/720 | Remaining: 401 | Rate: 22.7/min [2025-11-26T20:39:38.739763] [INFO ] [CONFIGURE ] BGX: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:39:38.739808] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-26T20:39:39.092588] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:39.463605] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:39.838131] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:40.220294] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:40.591750] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:40.968265] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:41.331746] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:39:41.692558] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:42.049900] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:42.405002] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:42.405167] [INFO ] [CONFIGURE ] BGX: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-26T20:39:42.405226] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 320/720 | Remaining: 400 | Rate: 22.7/min [2025-11-26T20:39:42.405273] [INFO ] [CONFIGURE ] BGX: Testing feature 20/29: add_price_rejection [2025-11-26T20:39:42.405317] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-26T20:39:42.783494] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:43.159554] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:43.536149] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:39:43.914375] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:44.290748] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:44.673464] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:45.057330] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:45.446538] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:45.846976] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:46.234341] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:46.234518] [INFO ] [CONFIGURE ] BGX: DISCARDED add_price_rejection (score: 60.00%) [2025-11-26T20:39:46.234577] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 321/720 | Remaining: 399 | Rate: 22.7/min [2025-11-26T20:39:46.234626] [INFO ] [CONFIGURE ] BGX: Testing feature 21/29: add_range_position [2025-11-26T20:39:46.234687] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_range_position'] [2025-11-26T20:39:46.632000] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:47.031485] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:47.434893] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:47.830825] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:39:48.234955] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:48.638282] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:49.042142] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:49.437537] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:49.836521] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:39:50.240499] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:50.240702] [INFO ] [CONFIGURE ] BGX: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:39:50.240809] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 322/720 | Remaining: 398 | Rate: 22.6/min [2025-11-26T20:39:50.240909] [INFO ] [CONFIGURE ] BGX: Testing feature 22/29: add_realized_volatility [2025-11-26T20:39:50.240959] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-26T20:39:50.713832] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:39:51.180957] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:51.654289] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:52.142615] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:39:52.624449] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:39:53.114727] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:53.597586] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:54.069719] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:54.554178] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:55.029101] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:55.029335] [INFO ] [CONFIGURE ] BGX: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-26T20:39:55.029396] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 323/720 | Remaining: 397 | Rate: 22.6/min [2025-11-26T20:39:55.029446] [INFO ] [CONFIGURE ] BGX: Testing feature 23/29: add_recent_range_context [2025-11-26T20:39:55.029489] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-26T20:39:55.401480] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:39:55.769848] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:56.143690] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:39:56.510396] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:39:56.877516] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:39:57.247136] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:39:57.617803] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:39:57.983506] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:39:58.350571] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:39:58.720875] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:39:58.721062] [INFO ] [CONFIGURE ] BGX: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:39:58.721131] [INFO ] [CONFIGURE ] JOB ETA: 17.6m | Tests: 324/720 | Remaining: 396 | Rate: 22.6/min [2025-11-26T20:39:58.721173] [INFO ] [CONFIGURE ] BGX: Testing feature 24/29: add_rsi [2025-11-26T20:39:58.721218] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_rsi'] [2025-11-26T20:39:59.083752] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:39:59.452871] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:39:59.826317] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:00.194387] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:00.559615] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:00.939288] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:01.328193] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:01.764414] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:02.161546] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:02.566456] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:40:02.566699] [INFO ] [CONFIGURE ] BGX: DISCARDED add_rsi (score: 70.00%) [2025-11-26T20:40:02.566779] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 325/720 | Remaining: 395 | Rate: 22.5/min [2025-11-26T20:40:02.566846] [INFO ] [CONFIGURE ] BGX: Testing feature 25/29: add_tick_distribution [2025-11-26T20:40:02.566932] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-26T20:40:02.953228] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:03.335989] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:03.708890] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:04.089428] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:04.471158] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:40:04.856947] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:05.227401] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:05.601589] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:05.978982] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:06.356333] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:40:06.356522] [INFO ] [CONFIGURE ] BGX: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:40:06.356585] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 326/720 | Remaining: 394 | Rate: 22.5/min [2025-11-26T20:40:06.356635] [INFO ] [CONFIGURE ] BGX: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:40:06.356699] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-26T20:40:06.740169] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:07.112540] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:07.487308] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:40:07.865096] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:08.244476] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:40:08.627181] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:09.008789] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:09.395921] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:09.783486] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:10.179080] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:40:10.179324] [INFO ] [CONFIGURE ] BGX: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-26T20:40:10.179387] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 327/720 | Remaining: 393 | Rate: 22.5/min [2025-11-26T20:40:10.179437] [INFO ] [CONFIGURE ] BGX: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:40:10.179482] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-26T20:40:10.575227] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:10.970147] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:11.359383] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:40:11.748925] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:12.147897] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:40:12.538454] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:12.926187] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:13.313962] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:13.706545] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:14.107676] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:40:14.107854] [INFO ] [CONFIGURE ] BGX: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-26T20:40:14.107924] [INFO ] [CONFIGURE ] JOB ETA: 17.5m | Tests: 328/720 | Remaining: 392 | Rate: 22.4/min [2025-11-26T20:40:14.107984] [INFO ] [CONFIGURE ] BGX: Testing feature 28/29: add_volume_profile [2025-11-26T20:40:14.108100] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-26T20:40:14.483260] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:14.868302] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:15.266699] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:15.656389] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:16.051998] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:40:16.436558] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:16.825846] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:17.218933] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:17.601802] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:17.983712] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:40:17.983893] [INFO ] [CONFIGURE ] BGX: DISCARDED add_volume_profile (score: 70.00%) [2025-11-26T20:40:17.983963] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Tests: 329/720 | Remaining: 391 | Rate: 22.4/min [2025-11-26T20:40:17.984017] [INFO ] [CONFIGURE ] BGX: Testing feature 29/29: add_vwap [2025-11-26T20:40:17.984063] [INFO ] [CONFIGURE ] BGX: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d', 'add_vwap'] [2025-11-26T20:40:18.369758] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:18.751113] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:19.140237] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:19.537139] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:19.918971] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:20.331068] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:20.742504] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:21.143702] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:21.540706] [DEBUG] [FORECASTER] BGX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:21.943868] [DEBUG] [FORECASTER] BGX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:40:21.944064] [INFO ] [CONFIGURE ] BGX: DISCARDED add_vwap (score: 80.00%) [2025-11-26T20:40:21.944127] [INFO ] [CONFIGURE ] JOB ETA: 17.4m | Tests: 330/720 | Remaining: 390 | Rate: 22.4/min [2025-11-26T20:40:21.944170] [INFO ] [CONFIGURE ] BGX: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:40:21.944217] [INFO ] [CONFIGURE ] BGX: Best accuracy: 90.00% [2025-11-26T20:40:21.944262] [INFO ] [CONFIGURE ] BGX: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-26T20:40:21.944304] [INFO ] [CONFIGURE ] BGX: Improvement over baseline: 70.00% [2025-11-26T20:40:21.944343] [INFO ] [CONFIGURE ] BGX: Total time: 1.7 minutes [2025-11-26T20:40:21.944383] [INFO ] [CONFIGURE ] BGX: Average time per feature: 3.5 seconds [2025-11-26T20:40:21.944422] [INFO ] [CONFIGURE ] BGX: Average speed: 0.29 features/sec [2025-11-26T20:40:21.944894] [INFO ] [LOCAL ] Saved configuration for BGX: 5 features, 90.00% accuracy -> ./output/feature-sets/BGX.json [2025-11-26T20:40:21.944955] [INFO ] [CONFIGURE ] BGX: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-26T20:40:21.944998] [INFO ] [sig ] [11/24] Successfully configured BGX | 0.01 sym/s | Total: 14.8m | ETA: 17.4m [2025-11-26T20:40:21.945042] [INFO ] [sig ] [12/24] Configuring BLZE... [2025-11-26T20:40:21.945083] [INFO ] [CONFIGURE ] BLZE: Configurate test run. [2025-11-26T20:40:21.945124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'. [2025-11-26T20:40:21.956425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLZE'. [2025-11-26T20:40:21.956783] [INFO ] [CONFIGURE ] BLZE: Testing with 29 available features [2025-11-26T20:40:21.956847] [INFO ] [CONFIGURE ] BLZE: Establishing baseline with no features... [2025-11-26T20:40:22.140744] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:40:22.323044] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:22.506441] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:40:22.692198] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:22.876887] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:23.059905] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:23.241876] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:23.427516] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:23.609337] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:23.792011] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:23.792175] [INFO ] [CONFIGURE ] BLZE: Baseline score (no features): 50.00% [2025-11-26T20:40:23.792280] [INFO ] [CONFIGURE ] BLZE: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:40:23.792325] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:40:24.014902] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:24.241453] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:24.465720] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:40:24.692535] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:24.927656] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:25.173439] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:25.422112] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:25.694272] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:25.978008] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:26.240175] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:40:26.240359] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-26T20:40:26.240419] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 332/720 | Remaining: 388 | Rate: 22.4/min [2025-11-26T20:40:26.240466] [INFO ] [CONFIGURE ] BLZE: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:40:26.240509] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:40:26.483423] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:26.728673] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:26.958971] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:27.191218] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:27.429348] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:27.669106] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:27.908809] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:28.148166] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:28.389941] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:28.636030] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:28.636221] [INFO ] [CONFIGURE ] BLZE: KEPT add_cumulative_delta (score: 70.00%) [2025-11-26T20:40:28.636278] [INFO ] [CONFIGURE ] JOB ETA: 17.3m | Tests: 333/720 | Remaining: 387 | Rate: 22.4/min [2025-11-26T20:40:28.636330] [INFO ] [CONFIGURE ] BLZE: Testing feature 3/29: add_daily_returns [2025-11-26T20:40:28.636376] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:40:28.891386] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:29.140085] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:40:29.387194] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:29.633801] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:29.884467] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:30.134264] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:30.388432] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:30.643181] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:40:30.900666] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:31.156543] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:31.156727] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_daily_returns (score: 40.00%) [2025-11-26T20:40:31.156786] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 334/720 | Remaining: 386 | Rate: 22.4/min [2025-11-26T20:40:31.156833] [INFO ] [CONFIGURE ] BLZE: Testing feature 4/29: add_ema [2025-11-26T20:40:31.156870] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-26T20:40:31.441299] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:31.724010] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:40:32.007066] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:32.290262] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:32.573668] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:32.860904] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:33.151374] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:33.444795] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:40:33.731883] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:34.022599] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:34.022806] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_ema (score: 60.00%) [2025-11-26T20:40:34.022865] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 335/720 | Remaining: 385 | Rate: 22.4/min [2025-11-26T20:40:34.022915] [INFO ] [CONFIGURE ] BLZE: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:40:34.022959] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:40:34.323402] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:34.631831] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:34.940218] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:40:35.243125] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:35.548137] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:35.845410] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:36.135189] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:36.428306] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:36.722740] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:37.018994] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:37.019211] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:40:37.019272] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 336/720 | Remaining: 384 | Rate: 22.4/min [2025-11-26T20:40:37.019322] [INFO ] [CONFIGURE ] BLZE: Testing feature 6/29: add_failed_moves [2025-11-26T20:40:37.019367] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-26T20:40:37.266887] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:37.511424] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:37.756750] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:38.011529] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:38.270399] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:38.519187] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:38.762631] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:39.006629] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:39.254799] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:39.508716] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:39.508915] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_failed_moves (score: 70.00%) [2025-11-26T20:40:39.508998] [INFO ] [CONFIGURE ] JOB ETA: 17.1m | Tests: 337/720 | Remaining: 383 | Rate: 22.4/min [2025-11-26T20:40:39.509056] [INFO ] [CONFIGURE ] BLZE: Testing feature 7/29: add_lag_shelf [2025-11-26T20:40:39.509103] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-26T20:40:39.749431] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:39.982601] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:40.216941] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:40.457327] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:40.711574] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:40.954845] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:41.195393] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:41.428439] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:41.665444] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:41.910386] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:41.910565] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:40:41.910626] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 338/720 | Remaining: 382 | Rate: 22.4/min [2025-11-26T20:40:41.910706] [INFO ] [CONFIGURE ] BLZE: Testing feature 8/29: add_macd [2025-11-26T20:40:41.910771] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-26T20:40:42.261284] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:42.608106] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:40:42.963283] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:40:43.318241] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:43.672153] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:44.023056] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:44.382703] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:44.743532] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:45.109637] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:45.474852] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:45.475057] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_macd (score: 40.00%) [2025-11-26T20:40:45.475119] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 339/720 | Remaining: 381 | Rate: 22.4/min [2025-11-26T20:40:45.475158] [INFO ] [CONFIGURE ] BLZE: Testing feature 9/29: add_mfi [2025-11-26T20:40:45.475201] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-26T20:40:45.721907] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:45.977002] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:46.227078] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:46.479849] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:46.731254] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:46.985674] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:47.238696] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:47.494739] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:47.754898] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:40:48.003280] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:48.003456] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_mfi (score: 70.00%) [2025-11-26T20:40:48.003514] [INFO ] [CONFIGURE ] JOB ETA: 17.0m | Tests: 340/720 | Remaining: 380 | Rate: 22.4/min [2025-11-26T20:40:48.003561] [INFO ] [CONFIGURE ] BLZE: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:40:48.003607] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:40:48.324169] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:48.648917] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:40:48.973097] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:49.298929] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:49.624082] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:49.957592] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:50.290393] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:50.626333] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:50.957023] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:51.288422] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:51.288622] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:40:51.288802] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 341/720 | Remaining: 379 | Rate: 22.4/min [2025-11-26T20:40:51.288855] [INFO ] [CONFIGURE ] BLZE: Testing feature 11/29: add_obv_daily [2025-11-26T20:40:51.288903] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-26T20:40:51.551482] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:51.816893] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:52.084366] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:52.351509] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:52.631350] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:52.909683] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:53.178726] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:40:53.444997] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:53.717582] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:54.002544] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:40:54.002793] [INFO ] [CONFIGURE ] BLZE: KEPT add_obv_daily (score: 80.00%) [2025-11-26T20:40:54.002858] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 342/720 | Remaining: 378 | Rate: 22.4/min [2025-11-26T20:40:54.002908] [INFO ] [CONFIGURE ] BLZE: Testing feature 12/29: add_obv_interval [2025-11-26T20:40:54.002955] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval'] [2025-11-26T20:40:54.286779] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:54.576231] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:40:54.858433] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:55.139285] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:40:55.425568] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:55.745777] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:56.036888] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:56.327793] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:56.623802] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:40:56.913805] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:40:56.914002] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_obv_interval (score: 80.00%) [2025-11-26T20:40:56.914062] [INFO ] [CONFIGURE ] JOB ETA: 16.9m | Tests: 343/720 | Remaining: 377 | Rate: 22.4/min [2025-11-26T20:40:56.914105] [INFO ] [CONFIGURE ] BLZE: Testing feature 13/29: add_opening_strength [2025-11-26T20:40:56.914150] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:40:57.243266] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:40:57.576178] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:40:57.894251] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:40:58.216916] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:40:58.541255] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:40:58.863711] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:40:59.184028] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:40:59.511005] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:40:59.838048] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:00.175215] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:41:00.175408] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:41:00.175469] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 344/720 | Remaining: 376 | Rate: 22.4/min [2025-11-26T20:41:00.175516] [INFO ] [CONFIGURE ] BLZE: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:41:00.175560] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-26T20:41:00.476284] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:00.778109] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:01.081427] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:01.383274] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:01.701631] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:02.015974] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:02.325300] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:02.642489] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:02.950310] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:03.258226] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:03.258447] [INFO ] [CONFIGURE ] BLZE: KEPT add_order_flow_imbalance (score: 90.00%) [2025-11-26T20:41:03.258507] [INFO ] [CONFIGURE ] JOB ETA: 16.8m | Tests: 345/720 | Remaining: 375 | Rate: 22.3/min [2025-11-26T20:41:03.258555] [INFO ] [CONFIGURE ] BLZE: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:41:03.258599] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-26T20:41:03.569325] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:03.882116] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:04.200731] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:04.516118] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:04.823613] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:05.135489] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:05.443940] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:05.766402] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:06.076250] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:06.390917] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:06.391078] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-26T20:41:06.391136] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 346/720 | Remaining: 374 | Rate: 22.3/min [2025-11-26T20:41:06.391183] [INFO ] [CONFIGURE ] BLZE: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:41:06.391226] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-26T20:41:06.723386] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:07.046469] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:07.384467] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:07.727927] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:08.067955] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:08.404497] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:08.726660] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:09.060908] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:09.399810] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:09.741152] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:09.741322] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:41:09.741382] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 347/720 | Remaining: 373 | Rate: 22.3/min [2025-11-26T20:41:09.741431] [INFO ] [CONFIGURE ] BLZE: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:41:09.741499] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-26T20:41:10.064779] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:10.388071] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:41:10.712758] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:11.037592] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:11.363512] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:11.693225] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:12.016892] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:12.353255] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:12.705490] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:41:13.039480] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:41:13.039684] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:41:13.039745] [INFO ] [CONFIGURE ] JOB ETA: 16.7m | Tests: 348/720 | Remaining: 372 | Rate: 22.3/min [2025-11-26T20:41:13.039792] [INFO ] [CONFIGURE ] BLZE: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:41:13.039838] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-26T20:41:13.341281] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:13.644108] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:13.947707] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:14.252965] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:14.555742] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:14.863570] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:15.170480] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:15.479822] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:15.790098] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:16.098066] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:16.098262] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:41:16.098322] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 349/720 | Remaining: 371 | Rate: 22.3/min [2025-11-26T20:41:16.098370] [INFO ] [CONFIGURE ] BLZE: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:41:16.098413] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-26T20:41:16.395077] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:16.698412] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:17.002215] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:17.299696] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:17.614339] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:17.933703] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:18.236499] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:18.541674] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:18.849012] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:19.164364] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:41:19.164570] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-26T20:41:19.164633] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 350/720 | Remaining: 370 | Rate: 22.3/min [2025-11-26T20:41:19.164697] [INFO ] [CONFIGURE ] BLZE: Testing feature 20/29: add_price_rejection [2025-11-26T20:41:19.164746] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-26T20:41:19.493598] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:19.831910] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:41:20.163019] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:20.489325] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:20.817334] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:21.148667] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:21.477767] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:21.810151] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:22.146844] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:41:22.477273] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:41:22.477440] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_price_rejection (score: 50.00%) [2025-11-26T20:41:22.477499] [INFO ] [CONFIGURE ] JOB ETA: 16.6m | Tests: 351/720 | Remaining: 369 | Rate: 22.3/min [2025-11-26T20:41:22.477555] [INFO ] [CONFIGURE ] BLZE: Testing feature 21/29: add_range_position [2025-11-26T20:41:22.477597] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-26T20:41:22.818149] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:23.162561] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:41:23.509158] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:23.858203] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:24.211460] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:24.563868] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:24.914313] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:25.261983] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:25.613823] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:25.966898] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:25.967094] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:41:25.967154] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 352/720 | Remaining: 368 | Rate: 22.3/min [2025-11-26T20:41:25.967202] [INFO ] [CONFIGURE ] BLZE: Testing feature 22/29: add_realized_volatility [2025-11-26T20:41:25.967247] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-26T20:41:26.385951] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:26.807389] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:27.230301] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:27.643752] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:28.068974] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:28.495578] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:28.916867] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:29.345375] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:29.779199] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:41:30.221273] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:30.221482] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:41:30.221544] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 353/720 | Remaining: 367 | Rate: 22.2/min [2025-11-26T20:41:30.221597] [INFO ] [CONFIGURE ] BLZE: Testing feature 23/29: add_recent_range_context [2025-11-26T20:41:30.221661] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-26T20:41:30.534511] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:30.855672] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:31.171234] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:31.487949] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:31.814946] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:32.131967] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:32.452467] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:32.772771] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:33.095625] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:33.441426] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:33.441622] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-26T20:41:33.441704] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 354/720 | Remaining: 366 | Rate: 22.2/min [2025-11-26T20:41:33.441757] [INFO ] [CONFIGURE ] BLZE: Testing feature 24/29: add_rsi [2025-11-26T20:41:33.441804] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-26T20:41:33.817625] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:34.226017] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:34.707026] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:35.192150] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:35.574039] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:35.947299] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:36.314780] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:36.685755] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:37.060931] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:37.439003] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0 [2025-11-26T20:41:37.439177] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:41:37.439233] [INFO ] [CONFIGURE ] JOB ETA: 16.5m | Tests: 355/720 | Remaining: 365 | Rate: 22.2/min [2025-11-26T20:41:37.439279] [INFO ] [CONFIGURE ] BLZE: Testing feature 25/29: add_tick_distribution [2025-11-26T20:41:37.439321] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-26T20:41:37.747963] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:38.058850] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:38.368015] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:38.675361] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:38.990043] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:39.303120] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:39.616219] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:39.932157] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:40.251073] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:40.570003] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:40.570188] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-26T20:41:40.570249] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 356/720 | Remaining: 364 | Rate: 22.2/min [2025-11-26T20:41:40.570299] [INFO ] [CONFIGURE ] BLZE: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:41:40.570343] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-26T20:41:40.889854] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:41.209813] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:41.533760] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:41.859436] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:41:42.184566] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:42.511738] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:42.839176] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:43.170255] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:43.496425] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:43.824139] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:43.824341] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-26T20:41:43.824403] [INFO ] [CONFIGURE ] JOB ETA: 16.4m | Tests: 357/720 | Remaining: 363 | Rate: 22.2/min [2025-11-26T20:41:43.824451] [INFO ] [CONFIGURE ] BLZE: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:41:43.824495] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-26T20:41:44.156525] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:44.494187] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:44.833426] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:45.183797] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:45.527961] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:45.873980] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:46.209177] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:46.540292] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:46.880193] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:41:47.219319] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:47.219491] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-26T20:41:47.219549] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 358/720 | Remaining: 362 | Rate: 22.1/min [2025-11-26T20:41:47.219596] [INFO ] [CONFIGURE ] BLZE: Testing feature 28/29: add_volume_profile [2025-11-26T20:41:47.219659] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-26T20:41:47.541534] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:47.868827] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:48.191266] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:41:48.518912] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:48.848179] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:49.179527] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:49.510479] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:49.842079] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:50.176309] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:50.510121] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:50.510284] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_volume_profile (score: 70.00%) [2025-11-26T20:41:50.510343] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 359/720 | Remaining: 361 | Rate: 22.1/min [2025-11-26T20:41:50.510390] [INFO ] [CONFIGURE ] BLZE: Testing feature 29/29: add_vwap [2025-11-26T20:41:50.510435] [INFO ] [CONFIGURE ] BLZE: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-26T20:41:50.838453] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:41:51.167538] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:51.497135] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:41:51.828280] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:52.158671] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:52.485814] [DEBUG] [FORECASTER] BLZE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:52.815549] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:41:53.150980] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:41:53.498806] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:41:53.839523] [DEBUG] [FORECASTER] BLZE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:53.839728] [INFO ] [CONFIGURE ] BLZE: DISCARDED add_vwap (score: 80.00%) [2025-11-26T20:41:53.839788] [INFO ] [CONFIGURE ] JOB ETA: 16.3m | Tests: 360/720 | Remaining: 360 | Rate: 22.1/min [2025-11-26T20:41:53.839837] [INFO ] [CONFIGURE ] BLZE: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:41:53.839883] [INFO ] [CONFIGURE ] BLZE: Best accuracy: 90.00% [2025-11-26T20:41:53.839926] [INFO ] [CONFIGURE ] BLZE: Best feature set (3 features): ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance'] [2025-11-26T20:41:53.839969] [INFO ] [CONFIGURE ] BLZE: Improvement over baseline: 40.00% [2025-11-26T20:41:53.840008] [INFO ] [CONFIGURE ] BLZE: Total time: 1.5 minutes [2025-11-26T20:41:53.840047] [INFO ] [CONFIGURE ] BLZE: Average time per feature: 3.1 seconds [2025-11-26T20:41:53.840085] [INFO ] [CONFIGURE ] BLZE: Average speed: 0.32 features/sec [2025-11-26T20:41:53.840458] [INFO ] [LOCAL ] Saved configuration for BLZE: 3 features, 90.00% accuracy -> ./output/feature-sets/BLZE.json [2025-11-26T20:41:53.840514] [INFO ] [CONFIGURE ] BLZE: Configuration saved successfully: 3 features, 90.00% accuracy. [2025-11-26T20:41:53.840564] [INFO ] [sig ] [12/24] Successfully configured BLZE | 0.01 sym/s | Total: 16.3m | ETA: 16.3m [2025-11-26T20:41:53.840607] [INFO ] [sig ] [13/24] Configuring DHIL... [2025-11-26T20:41:53.840668] [INFO ] [CONFIGURE ] DHIL: Configurate test run. [2025-11-26T20:41:53.840711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'. [2025-11-26T20:41:53.851291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHIL'. [2025-11-26T20:41:53.851666] [INFO ] [CONFIGURE ] DHIL: Testing with 29 available features [2025-11-26T20:41:53.851732] [INFO ] [CONFIGURE ] DHIL: Establishing baseline with no features... [2025-11-26T20:41:54.016346] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:41:54.180132] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:41:54.346061] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:41:54.512416] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:54.681428] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:41:54.852418] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:41:55.022395] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:55.190109] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:41:55.356731] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:41:55.524542] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:55.524719] [INFO ] [CONFIGURE ] DHIL: Baseline score (no features): 50.00% [2025-11-26T20:41:55.524781] [INFO ] [CONFIGURE ] DHIL: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:41:55.524828] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:41:55.731456] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:41:55.935871] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:41:56.142863] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:41:56.349517] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:56.559177] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:41:56.764994] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:41:56.972539] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:57.201896] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:41:57.416329] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:41:57.625408] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:41:57.625574] [INFO ] [CONFIGURE ] DHIL: KEPT add_bollinger_bands (score: 60.00%) [2025-11-26T20:41:57.625632] [INFO ] [CONFIGURE ] JOB ETA: 16.2m | Tests: 362/720 | Remaining: 358 | Rate: 22.2/min [2025-11-26T20:41:57.625700] [INFO ] [CONFIGURE ] DHIL: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:41:57.625746] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-26T20:41:57.881661] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:41:58.138056] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:41:58.391486] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:41:58.648790] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:41:58.903755] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:41:59.162386] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:41:59.429558] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:41:59.700436] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:41:59.976807] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:00.240589] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:00.240895] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-26T20:42:00.240961] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 363/720 | Remaining: 357 | Rate: 22.2/min [2025-11-26T20:42:00.241003] [INFO ] [CONFIGURE ] DHIL: Testing feature 3/29: add_daily_returns [2025-11-26T20:42:00.241065] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-26T20:42:00.466945] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:00.693703] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:42:00.916930] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:01.167502] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:01.393347] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:01.624902] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:01.858498] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:02.111788] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:02.343006] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:02.573008] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:02.573178] [INFO ] [CONFIGURE ] DHIL: KEPT add_daily_returns (score: 70.00%) [2025-11-26T20:42:02.573231] [INFO ] [CONFIGURE ] JOB ETA: 16.1m | Tests: 364/720 | Remaining: 356 | Rate: 22.2/min [2025-11-26T20:42:02.573281] [INFO ] [CONFIGURE ] DHIL: Testing feature 4/29: add_ema [2025-11-26T20:42:02.573329] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema'] [2025-11-26T20:42:02.854607] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:03.157265] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:42:03.437594] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:03.720245] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:04.002389] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:42:04.308314] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:04.587091] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:04.870889] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:05.155477] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:05.440607] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:05.440864] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_ema (score: 50.00%) [2025-11-26T20:42:05.440929] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 365/720 | Remaining: 355 | Rate: 22.2/min [2025-11-26T20:42:05.440978] [INFO ] [CONFIGURE ] DHIL: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:42:05.441023] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:42:05.721096] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:06.003306] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:06.282947] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:06.566970] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:06.853339] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:07.142113] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:42:07.449054] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:07.735866] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:42:08.025797] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:08.314862] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:08.315080] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:42:08.315165] [INFO ] [CONFIGURE ] JOB ETA: 16.0m | Tests: 366/720 | Remaining: 354 | Rate: 22.2/min [2025-11-26T20:42:08.315234] [INFO ] [CONFIGURE ] DHIL: Testing feature 6/29: add_failed_moves [2025-11-26T20:42:08.315291] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves'] [2025-11-26T20:42:08.570730] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:08.805779] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:42:09.038926] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:09.276343] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:09.535703] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:09.771699] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:42:10.006904] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:10.258028] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:10.514580] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:10.751105] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:10.751287] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:42:10.751346] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 367/720 | Remaining: 353 | Rate: 22.2/min [2025-11-26T20:42:10.751387] [INFO ] [CONFIGURE ] DHIL: Testing feature 7/29: add_lag_shelf [2025-11-26T20:42:10.751432] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf'] [2025-11-26T20:42:10.973948] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:11.199709] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:11.425532] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:11.670330] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:11.898684] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:12.126679] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:12.356458] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:42:12.593610] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:12.840960] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:13.073146] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:13.073312] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_lag_shelf (score: 70.00%) [2025-11-26T20:42:13.073369] [INFO ] [CONFIGURE ] JOB ETA: 15.9m | Tests: 368/720 | Remaining: 352 | Rate: 22.2/min [2025-11-26T20:42:13.073418] [INFO ] [CONFIGURE ] DHIL: Testing feature 8/29: add_macd [2025-11-26T20:42:13.073464] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd'] [2025-11-26T20:42:13.403226] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:13.736896] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:14.063913] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:14.390024] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:14.721725] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:15.058400] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:15.405660] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:15.749349] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:16.107585] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:16.443201] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:16.443419] [INFO ] [CONFIGURE ] DHIL: KEPT add_macd (score: 80.00%) [2025-11-26T20:42:16.443496] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 369/720 | Remaining: 351 | Rate: 22.2/min [2025-11-26T20:42:16.443563] [INFO ] [CONFIGURE ] DHIL: Testing feature 9/29: add_mfi [2025-11-26T20:42:16.443625] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_mfi'] [2025-11-26T20:42:16.790562] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:17.159712] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:17.506984] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:42:17.862400] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:18.215613] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:18.566825] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:18.926770] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:19.304475] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:19.665004] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:20.032779] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:20.033045] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_mfi (score: 80.00%) [2025-11-26T20:42:20.033136] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 370/720 | Remaining: 350 | Rate: 22.1/min [2025-11-26T20:42:20.033208] [INFO ] [CONFIGURE ] DHIL: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:42:20.033278] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:42:20.472219] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:20.900391] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:21.331159] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:21.852992] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:22.476672] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:22.978108] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:23.412387] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:23.845296] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:24.301680] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:24.748694] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:24.748884] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-26T20:42:24.748946] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 371/720 | Remaining: 349 | Rate: 22.1/min [2025-11-26T20:42:24.748994] [INFO ] [CONFIGURE ] DHIL: Testing feature 11/29: add_obv_daily [2025-11-26T20:42:24.749039] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_daily'] [2025-11-26T20:42:25.111626] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:25.489246] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:25.876020] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:26.262672] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:26.623352] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:26.980010] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:27.341161] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:42:27.708324] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:28.066839] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:28.433314] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:28.433531] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_obv_daily (score: 70.00%) [2025-11-26T20:42:28.433593] [INFO ] [CONFIGURE ] JOB ETA: 15.8m | Tests: 372/720 | Remaining: 348 | Rate: 22.1/min [2025-11-26T20:42:28.433682] [INFO ] [CONFIGURE ] DHIL: Testing feature 12/29: add_obv_interval [2025-11-26T20:42:28.433804] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_obv_interval'] [2025-11-26T20:42:28.775988] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:29.117443] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:29.456270] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:29.806221] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:30.163836] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:42:30.512702] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:30.856615] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:42:31.208887] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:31.565368] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:31.931371] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:31.931630] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:42:31.931721] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 373/720 | Remaining: 347 | Rate: 22.1/min [2025-11-26T20:42:31.931791] [INFO ] [CONFIGURE ] DHIL: Testing feature 13/29: add_opening_strength [2025-11-26T20:42:31.931857] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_opening_strength'] [2025-11-26T20:42:32.297834] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:32.659672] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:33.019684] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:33.382667] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:33.743979] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:34.138971] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:34.508956] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:42:34.882403] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:35.255190] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:35.623805] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:35.624010] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:42:35.624071] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 374/720 | Remaining: 346 | Rate: 22.0/min [2025-11-26T20:42:35.624120] [INFO ] [CONFIGURE ] DHIL: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:42:35.624188] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_order_flow_imbalance'] [2025-11-26T20:42:35.984836] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:36.346221] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:36.708708] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:37.070809] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:37.430876] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:42:37.793966] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:38.163210] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:38.536379] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:38.907326] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:39.276560] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:39.276750] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-26T20:42:39.276813] [INFO ] [CONFIGURE ] JOB ETA: 15.7m | Tests: 375/720 | Remaining: 345 | Rate: 22.0/min [2025-11-26T20:42:39.276860] [INFO ] [CONFIGURE ] DHIL: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:42:39.276920] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum'] [2025-11-26T20:42:39.614281] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:39.952333] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:42:40.298085] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:40.642804] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:40.981105] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:41.317022] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:41.660051] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:42.005188] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:42.346591] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:42.692751] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:42.692960] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_pbf_morning_momentum (score: 60.00%) [2025-11-26T20:42:42.693024] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 376/720 | Remaining: 344 | Rate: 22.0/min [2025-11-26T20:42:42.693075] [INFO ] [CONFIGURE ] DHIL: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:42:42.693124] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap'] [2025-11-26T20:42:43.045020] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:43.396681] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:43.738746] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:44.081551] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:44.426036] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:44.780798] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:45.135435] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:45.488318] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:45.843921] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:46.206119] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:46.206306] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:42:46.206377] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 377/720 | Remaining: 343 | Rate: 22.0/min [2025-11-26T20:42:46.206429] [INFO ] [CONFIGURE ] DHIL: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:42:46.206476] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_return_2d'] [2025-11-26T20:42:46.570087] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:46.932734] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:47.304347] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:47.693844] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:48.057775] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:48.420557] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:48.787285] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:49.162103] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:49.529703] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:49.900138] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:49.900332] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-26T20:42:49.900401] [INFO ] [CONFIGURE ] JOB ETA: 15.6m | Tests: 378/720 | Remaining: 342 | Rate: 22.0/min [2025-11-26T20:42:49.900452] [INFO ] [CONFIGURE ] DHIL: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:42:49.900498] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d'] [2025-11-26T20:42:50.244497] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:50.583310] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:50.936252] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:42:51.282298] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:51.626966] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:51.978513] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:52.328790] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:52.682055] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:53.039296] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:42:53.388779] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:53.389002] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-26T20:42:53.389082] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 379/720 | Remaining: 341 | Rate: 21.9/min [2025-11-26T20:42:53.389200] [INFO ] [CONFIGURE ] DHIL: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:42:53.389299] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5'] [2025-11-26T20:42:53.731189] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:54.077446] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:54.428480] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:42:54.766708] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:55.102046] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:55.438777] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:55.781103] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:56.126418] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:42:56.482442] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:42:56.830060] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:42:56.830288] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-26T20:42:56.830353] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 380/720 | Remaining: 340 | Rate: 21.9/min [2025-11-26T20:42:56.830400] [INFO ] [CONFIGURE ] DHIL: Testing feature 20/29: add_price_rejection [2025-11-26T20:42:56.830444] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-26T20:42:57.207071] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:42:57.583411] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:42:57.947344] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:42:58.313312] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:42:58.679857] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:42:59.043547] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:42:59.422574] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:42:59.797184] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:00.186485] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:43:00.562489] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:00.562705] [INFO ] [CONFIGURE ] DHIL: KEPT add_price_rejection (score: 90.00%) [2025-11-26T20:43:00.562790] [INFO ] [CONFIGURE ] JOB ETA: 15.5m | Tests: 381/720 | Remaining: 339 | Rate: 21.9/min [2025-11-26T20:43:00.562872] [INFO ] [CONFIGURE ] DHIL: Testing feature 21/29: add_range_position [2025-11-26T20:43:00.562927] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_range_position'] [2025-11-26T20:43:00.970639] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:01.367966] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:01.775478] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:43:02.196871] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:02.599996] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:43:03.020074] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:43:03.430549] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:43:03.840910] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:04.258180] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:43:04.675859] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:04.676066] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:43:04.676130] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 382/720 | Remaining: 338 | Rate: 21.9/min [2025-11-26T20:43:04.676183] [INFO ] [CONFIGURE ] DHIL: Testing feature 22/29: add_realized_volatility [2025-11-26T20:43:04.676233] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_realized_volatility'] [2025-11-26T20:43:05.156117] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:05.642179] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:06.121748] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:43:06.613317] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:07.095216] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:43:07.581743] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:43:08.058916] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:43:08.541386] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:09.030438] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:43:09.516586] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:09.516815] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:43:09.516879] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 383/720 | Remaining: 337 | Rate: 21.8/min [2025-11-26T20:43:09.516923] [INFO ] [CONFIGURE ] DHIL: Testing feature 23/29: add_recent_range_context [2025-11-26T20:43:09.516994] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_recent_range_context'] [2025-11-26T20:43:09.889852] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:10.268537] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:10.643017] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:43:11.024308] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:11.419754] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:43:11.818475] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:43:12.200938] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:43:12.577953] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:12.956398] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:43:13.331990] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:13.332160] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:43:13.332220] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 384/720 | Remaining: 336 | Rate: 21.8/min [2025-11-26T20:43:13.332268] [INFO ] [CONFIGURE ] DHIL: Testing feature 24/29: add_rsi [2025-11-26T20:43:13.332314] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_ema', 'add_rsi'] [2025-11-26T20:43:13.765991] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:14.236765] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:14.832534] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:43:15.364471] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:15.825573] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:43:16.254684] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:43:16.688728] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:43:17.118991] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0 [2025-11-26T20:43:17.555336] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:43:18.025937] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:18.026163] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:43:18.026230] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 385/720 | Remaining: 335 | Rate: 21.8/min [2025-11-26T20:43:18.026287] [INFO ] [CONFIGURE ] DHIL: Testing feature 25/29: add_tick_distribution [2025-11-26T20:43:18.026339] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_tick_distribution'] [2025-11-26T20:43:18.452519] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:18.820395] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:19.190173] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:43:19.568784] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:19.945854] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:43:20.316894] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:43:20.700147] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:43:21.078795] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:21.452178] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:43:21.834606] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:21.834821] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:43:21.834882] [INFO ] [CONFIGURE ] JOB ETA: 15.4m | Tests: 386/720 | Remaining: 334 | Rate: 21.8/min [2025-11-26T20:43:21.834932] [INFO ] [CONFIGURE ] DHIL: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:43:21.834977] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-26T20:43:22.218449] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:22.598075] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:22.974664] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:43:23.377238] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:23.763033] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:43:24.140720] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:43:24.525426] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:43:24.911979] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:25.305566] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:43:25.693364] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:25.693544] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-26T20:43:25.693604] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 387/720 | Remaining: 333 | Rate: 21.7/min [2025-11-26T20:43:25.693673] [INFO ] [CONFIGURE ] DHIL: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:43:25.693737] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-26T20:43:25.816330] [FATAL] [FORECASTER] Failed to test lookback=11: [20:43:25] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:25.939633] [FATAL] [FORECASTER] Failed to test lookback=10: [20:43:25] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.062279] [FATAL] [FORECASTER] Failed to test lookback=9: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.190063] [FATAL] [FORECASTER] Failed to test lookback=8: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.314451] [FATAL] [FORECASTER] Failed to test lookback=7: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.438905] [FATAL] [FORECASTER] Failed to test lookback=6: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.563780] [FATAL] [FORECASTER] Failed to test lookback=5: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.684416] [FATAL] [FORECASTER] Failed to test lookback=4: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.805263] [FATAL] [FORECASTER] Failed to test lookback=3: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.928450] [FATAL] [FORECASTER] Failed to test lookback=2: [20:43:26] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf` Stack trace: [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7fbeed0a6e7c] [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7fbeed3eba2d] [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7fbeed3e96cb] [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7fbeed3ea8f9] [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7fbeed37b4f1] [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7fbeecfb9378] [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7fbf15c6d056] [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7fbf15c6874d] [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7fbf15c6b64e] [2025-11-26T20:43:26.928724] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_volume_price_divergence (score: 0.00%) [2025-11-26T20:43:26.928792] [INFO ] [CONFIGURE ] JOB ETA: 15.3m | Tests: 388/720 | Remaining: 332 | Rate: 21.8/min [2025-11-26T20:43:26.928839] [INFO ] [CONFIGURE ] DHIL: Testing feature 28/29: add_volume_profile [2025-11-26T20:43:26.928882] [INFO ] [CONFIGURE ] DHIL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection', 'add_volume_profile'] [2025-11-26T20:43:27.302737] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:43:27.677770] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:43:28.048861] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:43:28.424320] [DEBUG] [FORECASTER] DHIL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:43:28.803281] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:43:29.178327] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:43:29.552450] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:43:29.931970] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:43:30.317697] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:43:30.701240] [DEBUG] [FORECASTER] DHIL: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0 [2025-11-26T20:43:30.701413] [INFO ] [CONFIGURE ] DHIL: DISCARDED add_volume_profile (score: 80.00%) [2025-11-26T20:43:30.701473] [INFO ] [CONFIGURE ] JOB ETA: 15.2m | Tests: 389/720 | Remaining: 331 | Rate: 21.7/min [2025-11-26T20:43:30.701521] [INFO ] [CONFIGURE ] DHIL: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:43:30.701561] [INFO ] [CONFIGURE ] DHIL: Best accuracy: 90.00% [2025-11-26T20:43:30.701601] [INFO ] [CONFIGURE ] DHIL: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd', 'add_price_rejection'] [2025-11-26T20:43:30.701639] [INFO ] [CONFIGURE ] DHIL: Improvement over baseline: 40.00% [2025-11-26T20:43:30.701695] [INFO ] [CONFIGURE ] DHIL: Total time: 1.6 minutes [2025-11-26T20:43:30.701728] [INFO ] [CONFIGURE ] DHIL: Average time per feature: 3.4 seconds [2025-11-26T20:43:30.701765] [INFO ] [CONFIGURE ] DHIL: Average speed: 0.30 features/sec [2025-11-26T20:43:30.702131] [INFO ] [LOCAL ] Saved configuration for DHIL: 5 features, 90.00% accuracy -> ./output/feature-sets/DHIL.json [2025-11-26T20:43:30.702196] [INFO ] [CONFIGURE ] DHIL: Configuration saved successfully: 5 features, 90.00% accuracy. [2025-11-26T20:43:30.702246] [INFO ] [sig ] [13/24] Successfully configured DHIL | 0.01 sym/s | Total: 17.9m | ETA: 15.1m [2025-11-26T20:43:30.702290] [INFO ] [sig ] [14/24] Configuring FTSM... [2025-11-26T20:43:30.702328] [INFO ] [CONFIGURE ] FTSM: Configurate test run. [2025-11-26T20:43:30.702366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'. [2025-11-26T20:43:30.713959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSM'. [2025-11-26T20:43:30.714289] [INFO ] [CONFIGURE ] FTSM: Testing with 29 available features [2025-11-26T20:43:30.714349] [INFO ] [CONFIGURE ] FTSM: Establishing baseline with no features... [2025-11-26T20:43:30.872842] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:31.027346] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:31.184214] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:31.341622] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:31.500758] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:31.663675] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:31.827066] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:31.989222] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:32.151766] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:32.312444] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:32.312601] [INFO ] [CONFIGURE ] FTSM: Baseline score (no features): 80.00% [2025-11-26T20:43:32.312675] [INFO ] [CONFIGURE ] FTSM: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:43:32.312719] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:43:32.511009] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:32.713001] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:43:32.911812] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:33.110125] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:33.309629] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:33.510593] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:33.710820] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:33.913582] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:34.115018] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:34.317016] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:34.317187] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_bollinger_bands (score: 70.00%) [2025-11-26T20:43:34.317246] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 391/720 | Remaining: 329 | Rate: 21.8/min [2025-11-26T20:43:34.317293] [INFO ] [CONFIGURE ] FTSM: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:43:34.317337] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:43:34.526936] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:34.730968] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:34.937066] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:35.146379] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:35.363438] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:35.576157] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:35.793414] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:36.010861] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:36.224913] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:36.438095] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:36.438265] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_cumulative_delta (score: 80.00%) [2025-11-26T20:43:36.438323] [INFO ] [CONFIGURE ] JOB ETA: 15.1m | Tests: 392/720 | Remaining: 328 | Rate: 21.8/min [2025-11-26T20:43:36.438370] [INFO ] [CONFIGURE ] FTSM: Testing feature 3/29: add_daily_returns [2025-11-26T20:43:36.438414] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_daily_returns'] [2025-11-26T20:43:36.613006] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:36.788456] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:36.967901] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:37.142714] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:37.320470] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:37.496948] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:37.675550] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:37.853523] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:38.039062] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:38.222960] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:38.223130] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_daily_returns (score: 80.00%) [2025-11-26T20:43:38.223191] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 393/720 | Remaining: 327 | Rate: 21.8/min [2025-11-26T20:43:38.223242] [INFO ] [CONFIGURE ] FTSM: Testing feature 4/29: add_ema [2025-11-26T20:43:38.223288] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_ema'] [2025-11-26T20:43:38.441597] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:38.698298] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:38.928375] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:39.140070] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:39.354109] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:39.573757] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:39.789421] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:40.008407] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:40.228506] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:40.437630] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:40.437905] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_ema (score: 80.00%) [2025-11-26T20:43:40.437977] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 394/720 | Remaining: 326 | Rate: 21.8/min [2025-11-26T20:43:40.438028] [INFO ] [CONFIGURE ] FTSM: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:43:40.438072] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:43:40.643302] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:40.850119] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:43:41.061008] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:41.269677] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:43:41.480766] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:41.701280] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:41.913602] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:42.123969] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:42.338210] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:42.555594] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:42.555783] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:43:42.555843] [INFO ] [CONFIGURE ] JOB ETA: 14.9m | Tests: 395/720 | Remaining: 325 | Rate: 21.8/min [2025-11-26T20:43:42.555890] [INFO ] [CONFIGURE ] FTSM: Testing feature 6/29: add_failed_moves [2025-11-26T20:43:42.555933] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_failed_moves'] [2025-11-26T20:43:42.726445] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:42.894317] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:43.079979] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:43.251805] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:43.425790] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:43.600833] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:43.777236] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:43.950476] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:44.120432] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:44.293138] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:44.293298] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:43:44.293355] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 396/720 | Remaining: 324 | Rate: 21.9/min [2025-11-26T20:43:44.293403] [INFO ] [CONFIGURE ] FTSM: Testing feature 7/29: add_lag_shelf [2025-11-26T20:43:44.293528] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_lag_shelf'] [2025-11-26T20:43:44.450696] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:44.607424] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:44.768987] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:44.928767] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:45.090215] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:45.249832] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:45.411285] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:45.571764] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:45.736151] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:45.900310] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:45.900475] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-26T20:43:45.900533] [INFO ] [CONFIGURE ] JOB ETA: 14.8m | Tests: 397/720 | Remaining: 323 | Rate: 21.9/min [2025-11-26T20:43:45.900605] [INFO ] [CONFIGURE ] FTSM: Testing feature 8/29: add_macd [2025-11-26T20:43:45.900694] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:43:46.164277] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:46.428318] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:46.683178] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:46.935895] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:47.196597] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:47.452398] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:47.712289] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:47.972495] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:48.236965] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:48.501572] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:48.501798] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_macd (score: 80.00%) [2025-11-26T20:43:48.501859] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 398/720 | Remaining: 322 | Rate: 21.9/min [2025-11-26T20:43:48.501914] [INFO ] [CONFIGURE ] FTSM: Testing feature 9/29: add_mfi [2025-11-26T20:43:48.501956] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_mfi'] [2025-11-26T20:43:48.675890] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:48.848093] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:49.026143] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:49.201903] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:49.378076] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:49.555003] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:49.736397] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:49.915257] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:50.093412] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:50.271089] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:50.271276] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_mfi (score: 80.00%) [2025-11-26T20:43:50.271333] [INFO ] [CONFIGURE ] JOB ETA: 14.7m | Tests: 399/720 | Remaining: 321 | Rate: 21.9/min [2025-11-26T20:43:50.271378] [INFO ] [CONFIGURE ] FTSM: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:43:50.271421] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:43:50.522127] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:50.769783] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:51.020822] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:51.273556] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:43:51.523062] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:51.780627] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:52.037955] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:52.294356] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:52.552085] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:52.811973] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:52.812148] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_momentum_acceleration (score: 70.00%) [2025-11-26T20:43:52.812222] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 400/720 | Remaining: 320 | Rate: 21.9/min [2025-11-26T20:43:52.812287] [INFO ] [CONFIGURE ] FTSM: Testing feature 11/29: add_obv_daily [2025-11-26T20:43:52.812349] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_obv_daily'] [2025-11-26T20:43:53.001728] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:53.200789] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:53.414834] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:53.622907] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:43:53.826190] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:54.025796] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:54.220801] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:54.414933] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:54.613376] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:54.806710] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:54.806883] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_obv_daily (score: 70.00%) [2025-11-26T20:43:54.806940] [INFO ] [CONFIGURE ] JOB ETA: 14.6m | Tests: 401/720 | Remaining: 319 | Rate: 21.9/min [2025-11-26T20:43:54.806990] [INFO ] [CONFIGURE ] FTSM: Testing feature 12/29: add_obv_interval [2025-11-26T20:43:54.807032] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_obv_interval'] [2025-11-26T20:43:54.989456] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:55.169948] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:43:55.349338] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:55.528178] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:55.708587] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:55.892067] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:56.074034] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:56.257663] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:56.441143] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:56.631351] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:43:56.631564] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_obv_interval (score: 70.00%) [2025-11-26T20:43:56.631658] [INFO ] [CONFIGURE ] JOB ETA: 14.5m | Tests: 402/720 | Remaining: 318 | Rate: 21.9/min [2025-11-26T20:43:56.631724] [INFO ] [CONFIGURE ] FTSM: Testing feature 13/29: add_opening_strength [2025-11-26T20:43:56.631787] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:43:56.840848] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:57.052704] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:57.263395] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:57.468978] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:57.675121] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:57.884558] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:43:58.093475] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:43:58.304386] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:43:58.526593] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:43:58.750532] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:43:58.750711] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:43:58.750768] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 403/720 | Remaining: 317 | Rate: 21.9/min [2025-11-26T20:43:58.750816] [INFO ] [CONFIGURE ] FTSM: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:43:58.750860] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:43:58.939331] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:43:59.129451] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:43:59.323324] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:43:59.511287] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:43:59.701675] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:43:59.894129] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:00.089104] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:00.286276] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:00.478119] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:00.675277] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:00.675479] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-26T20:44:00.675538] [INFO ] [CONFIGURE ] JOB ETA: 14.4m | Tests: 404/720 | Remaining: 316 | Rate: 22.0/min [2025-11-26T20:44:00.675585] [INFO ] [CONFIGURE ] FTSM: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:44:00.675627] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:44:00.842925] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:01.013255] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:01.183516] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:01.358220] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:01.540149] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:01.724663] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:44:01.918683] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:02.131921] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:02.356890] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:02.596596] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:02.596841] [INFO ] [CONFIGURE ] FTSM: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-11-26T20:44:02.596929] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 405/720 | Remaining: 315 | Rate: 22.0/min [2025-11-26T20:44:02.597004] [INFO ] [CONFIGURE ] FTSM: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:44:02.597119] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-26T20:44:02.871488] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:03.109254] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:03.306773] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:03.499220] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:03.691023] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:03.883132] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:04.073307] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:04.274705] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:04.484483] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:04.691944] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:04.692127] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:44:04.692189] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 406/720 | Remaining: 314 | Rate: 22.0/min [2025-11-26T20:44:04.692240] [INFO ] [CONFIGURE ] FTSM: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:44:04.692285] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-26T20:44:04.906280] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:05.114026] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:05.309518] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:05.507135] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:05.719379] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:05.937858] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:06.154368] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:06.372784] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:06.590895] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:06.802998] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:06.803195] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-26T20:44:06.803254] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 407/720 | Remaining: 313 | Rate: 22.0/min [2025-11-26T20:44:06.803305] [INFO ] [CONFIGURE ] FTSM: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:44:06.803350] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-26T20:44:06.992613] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:07.182041] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:07.374219] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:07.554047] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:07.729742] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:07.908041] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:08.086203] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:08.265633] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:08.459803] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:08.658605] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:08.658799] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-26T20:44:08.658858] [INFO ] [CONFIGURE ] JOB ETA: 14.2m | Tests: 408/720 | Remaining: 312 | Rate: 22.0/min [2025-11-26T20:44:08.658907] [INFO ] [CONFIGURE ] FTSM: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:44:08.658967] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-26T20:44:08.845352] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:09.030988] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:09.215442] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:09.401785] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:09.591477] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:09.776382] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:44:09.962734] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:10.138455] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:10.316096] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:10.494333] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:10.494501] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-26T20:44:10.494558] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 409/720 | Remaining: 311 | Rate: 22.0/min [2025-11-26T20:44:10.494605] [INFO ] [CONFIGURE ] FTSM: Testing feature 20/29: add_price_rejection [2025-11-26T20:44:10.494663] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-26T20:44:10.695405] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:10.899797] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:11.100716] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:11.296977] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:11.500521] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:11.698987] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:44:11.895453] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:12.098386] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:12.314513] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:12.512665] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:12.512818] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_price_rejection (score: 90.00%) [2025-11-26T20:44:12.512867] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 410/720 | Remaining: 310 | Rate: 22.1/min [2025-11-26T20:44:12.512916] [INFO ] [CONFIGURE ] FTSM: Testing feature 21/29: add_range_position [2025-11-26T20:44:12.512955] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_range_position'] [2025-11-26T20:44:12.719318] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:12.924945] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:13.130066] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:13.339247] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:13.546910] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:13.755982] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:13.966819] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:14.176113] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:14.386478] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:14.598345] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:14.598500] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_range_position (score: 80.00%) [2025-11-26T20:44:14.598557] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 411/720 | Remaining: 309 | Rate: 22.1/min [2025-11-26T20:44:14.598599] [INFO ] [CONFIGURE ] FTSM: Testing feature 22/29: add_realized_volatility [2025-11-26T20:44:14.598660] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-26T20:44:14.879364] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:15.158368] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:15.435482] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:15.712816] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:16.003364] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:16.291607] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:16.577715] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:16.857713] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:17.139041] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:17.427847] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:44:17.428085] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:44:17.428151] [INFO ] [CONFIGURE ] JOB ETA: 14.0m | Tests: 412/720 | Remaining: 308 | Rate: 22.1/min [2025-11-26T20:44:17.428251] [INFO ] [CONFIGURE ] FTSM: Testing feature 23/29: add_recent_range_context [2025-11-26T20:44:17.428310] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-26T20:44:17.613189] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:17.794626] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:17.979852] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:18.164113] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:18.348911] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:18.536697] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:18.725999] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:18.915553] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:19.105119] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:19.294813] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:19.295005] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_recent_range_context (score: 80.00%) [2025-11-26T20:44:19.295090] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 413/720 | Remaining: 307 | Rate: 22.1/min [2025-11-26T20:44:19.295148] [INFO ] [CONFIGURE ] FTSM: Testing feature 24/29: add_rsi [2025-11-26T20:44:19.295203] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-26T20:44:19.532219] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:19.769931] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:44:20.008822] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:20.245340] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:20.482062] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:20.730312] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:20.966746] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:21.206932] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:21.444942] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:21.680555] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:21.680742] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_rsi (score: 70.00%) [2025-11-26T20:44:21.680800] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 414/720 | Remaining: 306 | Rate: 22.1/min [2025-11-26T20:44:21.680847] [INFO ] [CONFIGURE ] FTSM: Testing feature 25/29: add_tick_distribution [2025-11-26T20:44:21.680889] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-26T20:44:21.859402] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:22.036626] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:22.216918] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:22.397488] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:22.579420] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:22.766177] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:22.952016] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:23.133804] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:23.328422] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:23.516846] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:23.517017] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-26T20:44:23.517093] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 415/720 | Remaining: 305 | Rate: 22.1/min [2025-11-26T20:44:23.517153] [INFO ] [CONFIGURE ] FTSM: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:44:23.517208] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-26T20:44:23.708061] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:23.896880] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:24.115085] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:24.313460] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:24.499471] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:24.687929] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:44:24.880493] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:25.070066] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:25.263863] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:25.464273] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:25.464474] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-26T20:44:25.464534] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 416/720 | Remaining: 304 | Rate: 22.1/min [2025-11-26T20:44:25.464582] [INFO ] [CONFIGURE ] FTSM: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:44:25.464626] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-26T20:44:25.663270] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:25.863849] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:44:26.065468] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:26.267796] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:26.465996] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:26.664769] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:26.869476] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:27.077180] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:27.279025] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:27.479951] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:27.480129] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-26T20:44:27.480190] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 417/720 | Remaining: 303 | Rate: 22.1/min [2025-11-26T20:44:27.480239] [INFO ] [CONFIGURE ] FTSM: Testing feature 28/29: add_volume_profile [2025-11-26T20:44:27.480475] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-26T20:44:27.668085] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:27.855422] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:44:28.049016] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:28.239527] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:28.429270] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:28.620854] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:44:28.810868] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:29.009912] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:29.227916] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:29.438320] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:29.438532] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_volume_profile (score: 80.00%) [2025-11-26T20:44:29.438600] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 418/720 | Remaining: 302 | Rate: 22.1/min [2025-11-26T20:44:29.438670] [INFO ] [CONFIGURE ] FTSM: Testing feature 29/29: add_vwap [2025-11-26T20:44:29.438791] [INFO ] [CONFIGURE ] FTSM: Testing with features: ['add_pbf_morning_momentum', 'add_vwap'] [2025-11-26T20:44:29.648043] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:44:29.856500] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:44:30.065828] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:44:30.277264] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:44:30.488564] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:44:30.685535] [DEBUG] [FORECASTER] FTSM: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:44:30.902184] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:31.115829] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:31.328035] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:31.543020] [DEBUG] [FORECASTER] FTSM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:31.543217] [INFO ] [CONFIGURE ] FTSM: DISCARDED add_vwap (score: 70.00%) [2025-11-26T20:44:31.543295] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 419/720 | Remaining: 301 | Rate: 22.2/min [2025-11-26T20:44:31.543363] [INFO ] [CONFIGURE ] FTSM: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:44:31.543410] [INFO ] [CONFIGURE ] FTSM: Best accuracy: 90.00% [2025-11-26T20:44:31.543468] [INFO ] [CONFIGURE ] FTSM: Best feature set (1 features): ['add_pbf_morning_momentum'] [2025-11-26T20:44:31.543518] [INFO ] [CONFIGURE ] FTSM: Improvement over baseline: 10.00% [2025-11-26T20:44:31.543554] [INFO ] [CONFIGURE ] FTSM: Total time: 59.2 seconds [2025-11-26T20:44:31.543618] [INFO ] [CONFIGURE ] FTSM: Average time per feature: 2.0 seconds [2025-11-26T20:44:31.543684] [INFO ] [CONFIGURE ] FTSM: Average speed: 0.49 features/sec [2025-11-26T20:44:31.544263] [INFO ] [LOCAL ] Saved configuration for FTSM: 1 features, 90.00% accuracy -> ./output/feature-sets/FTSM.json [2025-11-26T20:44:31.544335] [INFO ] [CONFIGURE ] FTSM: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-26T20:44:31.544386] [INFO ] [sig ] [14/24] Successfully configured FTSM | 0.01 sym/s | Total: 18.9m | ETA: 13.5m [2025-11-26T20:44:31.544454] [INFO ] [sig ] [15/24] Configuring LGIH... [2025-11-26T20:44:31.544517] [INFO ] [CONFIGURE ] LGIH: Configurate test run. [2025-11-26T20:44:31.544563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'. [2025-11-26T20:44:31.556117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGIH'. [2025-11-26T20:44:31.556483] [INFO ] [CONFIGURE ] LGIH: Testing with 29 available features [2025-11-26T20:44:31.556560] [INFO ] [CONFIGURE ] LGIH: Establishing baseline with no features... [2025-11-26T20:44:31.742393] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:31.929898] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:32.112088] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:32.286967] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:32.457996] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:32.630337] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:32.805202] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:32.989233] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:33.167096] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:33.347845] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:33.348012] [INFO ] [CONFIGURE ] LGIH: Baseline score (no features): 80.00% [2025-11-26T20:44:33.348069] [INFO ] [CONFIGURE ] LGIH: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:44:33.348117] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:44:33.572147] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:44:33.788739] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:34.001906] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:34.220605] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:34.449594] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:34.675633] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:34.905877] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:35.128728] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:35.351097] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:44:35.568961] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:35.569126] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_bollinger_bands (score: 60.00%) [2025-11-26T20:44:35.569184] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 421/720 | Remaining: 299 | Rate: 22.2/min [2025-11-26T20:44:35.569311] [INFO ] [CONFIGURE ] LGIH: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:44:35.569360] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:44:35.787007] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:36.007760] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:36.231115] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:36.455945] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:44:36.679571] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:36.922751] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:44:37.148769] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:37.371889] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:37.601215] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:37.832610] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:37.832786] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-26T20:44:37.832843] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 422/720 | Remaining: 298 | Rate: 22.2/min [2025-11-26T20:44:37.832889] [INFO ] [CONFIGURE ] LGIH: Testing feature 3/29: add_daily_returns [2025-11-26T20:44:37.832933] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_daily_returns'] [2025-11-26T20:44:38.023009] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:38.215298] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:44:38.412676] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:38.608138] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:44:38.802785] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:39.000905] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:39.198564] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:39.397604] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:39.594177] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:44:39.796341] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:39.796525] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_daily_returns (score: 80.00%) [2025-11-26T20:44:39.796598] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 423/720 | Remaining: 297 | Rate: 22.2/min [2025-11-26T20:44:39.796682] [INFO ] [CONFIGURE ] LGIH: Testing feature 4/29: add_ema [2025-11-26T20:44:39.796743] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_ema'] [2025-11-26T20:44:40.035568] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:44:40.269350] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:44:40.502082] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:40.739124] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:40.985058] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:41.224068] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:41.467443] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:41.705800] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:41.952269] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:44:42.191225] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:42.191454] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_ema (score: 80.00%) [2025-11-26T20:44:42.191525] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 424/720 | Remaining: 296 | Rate: 22.2/min [2025-11-26T20:44:42.191600] [INFO ] [CONFIGURE ] LGIH: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:44:42.191673] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:44:42.432796] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:44:42.669165] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:44:42.918795] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:43.161197] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:43.393379] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:43.628356] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:44:43.865807] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:44.110371] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:44.345416] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:44:44.588978] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:44.589155] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-26T20:44:44.589215] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 425/720 | Remaining: 295 | Rate: 22.2/min [2025-11-26T20:44:44.589264] [INFO ] [CONFIGURE ] LGIH: Testing feature 6/29: add_failed_moves [2025-11-26T20:44:44.589308] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_failed_moves'] [2025-11-26T20:44:44.773707] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:44.958172] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:45.142798] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:45.329674] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:45.515184] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:45.700882] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:45.885558] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:46.075012] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:46.260584] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:46.445773] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:46.445945] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:44:46.446003] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 426/720 | Remaining: 294 | Rate: 22.2/min [2025-11-26T20:44:46.446050] [INFO ] [CONFIGURE ] LGIH: Testing feature 7/29: add_lag_shelf [2025-11-26T20:44:46.446093] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_lag_shelf'] [2025-11-26T20:44:46.618338] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:46.792957] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:46.968702] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:47.146071] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:47.320132] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:47.497057] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:47.674034] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:47.848879] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:48.025309] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:48.212170] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:48.212326] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-26T20:44:48.212383] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 427/720 | Remaining: 293 | Rate: 22.3/min [2025-11-26T20:44:48.212428] [INFO ] [CONFIGURE ] LGIH: Testing feature 8/29: add_macd [2025-11-26T20:44:48.212473] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:44:48.499746] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:44:48.785624] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:49.079098] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:44:49.369635] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:44:49.657593] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:49.954580] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:44:50.249688] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:50.546463] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:50.842977] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:44:51.142309] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:44:51.142501] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_macd (score: 30.00%) [2025-11-26T20:44:51.142584] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 428/720 | Remaining: 292 | Rate: 22.3/min [2025-11-26T20:44:51.142674] [INFO ] [CONFIGURE ] LGIH: Testing feature 9/29: add_mfi [2025-11-26T20:44:51.142754] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_mfi'] [2025-11-26T20:44:51.333778] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:51.525235] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:44:51.716741] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:51.910537] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:52.108366] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:52.297561] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:44:52.492964] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:52.688929] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:44:52.888679] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:53.088240] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:53.088471] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_mfi (score: 80.00%) [2025-11-26T20:44:53.088551] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 429/720 | Remaining: 291 | Rate: 22.3/min [2025-11-26T20:44:53.088613] [INFO ] [CONFIGURE ] LGIH: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:44:53.088825] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:44:53.359812] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:53.633223] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:44:53.911343] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:54.185354] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:54.458172] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:54.735997] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:44:55.013331] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:55.291942] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:55.563189] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:44:55.833856] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:55.834028] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_momentum_acceleration (score: 80.00%) [2025-11-26T20:44:55.834087] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 430/720 | Remaining: 290 | Rate: 22.3/min [2025-11-26T20:44:55.834135] [INFO ] [CONFIGURE ] LGIH: Testing feature 11/29: add_obv_daily [2025-11-26T20:44:55.834180] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_obv_daily'] [2025-11-26T20:44:56.038595] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:44:56.244562] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:56.453092] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:44:56.668472] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:56.878742] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:57.090336] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:44:57.302161] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:44:57.515861] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:57.726241] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:57.941226] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:44:57.941415] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_obv_daily (score: 70.00%) [2025-11-26T20:44:57.941479] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 431/720 | Remaining: 289 | Rate: 22.3/min [2025-11-26T20:44:57.941527] [INFO ] [CONFIGURE ] LGIH: Testing feature 12/29: add_obv_interval [2025-11-26T20:44:57.941571] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_obv_interval'] [2025-11-26T20:44:58.138089] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:44:58.343974] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:44:58.547597] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:44:58.751564] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:44:58.951306] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:44:59.146771] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:44:59.340163] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:44:59.535705] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:44:59.735073] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:44:59.938926] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:44:59.939142] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_obv_interval (score: 50.00%) [2025-11-26T20:44:59.939207] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 432/720 | Remaining: 288 | Rate: 22.3/min [2025-11-26T20:44:59.939254] [INFO ] [CONFIGURE ] LGIH: Testing feature 13/29: add_opening_strength [2025-11-26T20:44:59.939297] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:45:00.165055] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:00.388953] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:00.612009] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:00.840123] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:45:01.069161] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:01.301599] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:01.531361] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:45:01.758993] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:01.993827] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:02.239993] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:02.240193] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:45:02.240252] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 433/720 | Remaining: 287 | Rate: 22.3/min [2025-11-26T20:45:02.240304] [INFO ] [CONFIGURE ] LGIH: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:45:02.240351] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:45:02.478387] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:02.701555] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:45:02.925099] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:03.143213] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:03.365806] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:03.599363] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:03.824479] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:04.045449] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:04.265822] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:45:04.502207] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:04.502505] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-26T20:45:04.502580] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 434/720 | Remaining: 286 | Rate: 22.3/min [2025-11-26T20:45:04.502661] [INFO ] [CONFIGURE ] LGIH: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:45:04.502707] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:45:04.688113] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:04.871227] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:05.056274] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:05.239697] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:05.422881] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:05.609323] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:05.808188] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:06.016475] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:06.202943] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:45:06.389277] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:06.389456] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_pbf_morning_momentum (score: 80.00%) [2025-11-26T20:45:06.389514] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 435/720 | Remaining: 285 | Rate: 22.3/min [2025-11-26T20:45:06.389561] [INFO ] [CONFIGURE ] LGIH: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:45:06.389616] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap'] [2025-11-26T20:45:06.594006] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:06.797931] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:07.000387] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:07.213260] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:07.423021] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:07.628918] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:07.835416] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:08.047626] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:08.256665] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:45:08.462984] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:08.463187] [INFO ] [CONFIGURE ] LGIH: KEPT add_pbf_overnight_gap (score: 90.00%) [2025-11-26T20:45:08.463263] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 436/720 | Remaining: 284 | Rate: 22.3/min [2025-11-26T20:45:08.463328] [INFO ] [CONFIGURE ] LGIH: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:45:08.463390] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-26T20:45:08.699902] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:08.939316] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:45:09.174815] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:09.407692] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:09.640772] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:45:09.889893] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:10.127727] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:10.363218] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:10.602701] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:10.837011] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:10.837196] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-26T20:45:10.837254] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 437/720 | Remaining: 283 | Rate: 22.3/min [2025-11-26T20:45:10.837323] [INFO ] [CONFIGURE ] LGIH: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:45:10.837370] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-26T20:45:11.047882] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:11.256257] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:45:11.465434] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:11.682193] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:11.911658] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:12.171418] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:12.438987] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:12.725967] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:12.998777] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:13.222794] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:13.222953] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:45:13.223014] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 438/720 | Remaining: 282 | Rate: 22.3/min [2025-11-26T20:45:13.223064] [INFO ] [CONFIGURE ] LGIH: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:45:13.223109] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_pbf_vs_sma_5'] [2025-11-26T20:45:13.432497] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:13.639105] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:13.860857] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:14.067174] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:14.273537] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:14.486434] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:14.716719] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:14.946591] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:15.186086] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:45:15.395534] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:15.395731] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_pbf_vs_sma_5 (score: 90.00%) [2025-11-26T20:45:15.395791] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 439/720 | Remaining: 281 | Rate: 22.4/min [2025-11-26T20:45:15.395839] [INFO ] [CONFIGURE ] LGIH: Testing feature 20/29: add_price_rejection [2025-11-26T20:45:15.395884] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_price_rejection'] [2025-11-26T20:45:15.624144] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:15.855529] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:16.085409] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:16.318639] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:16.555070] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:16.787933] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:17.018150] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:45:17.249502] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:17.481861] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:17.719004] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:17.719184] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_price_rejection (score: 80.00%) [2025-11-26T20:45:17.719244] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 440/720 | Remaining: 280 | Rate: 22.4/min [2025-11-26T20:45:17.719293] [INFO ] [CONFIGURE ] LGIH: Testing feature 21/29: add_range_position [2025-11-26T20:45:17.719339] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_range_position'] [2025-11-26T20:45:17.964732] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:18.210907] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:18.456799] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:18.698244] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:18.938842] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:19.195500] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:19.448924] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:19.694336] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:45:19.939967] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:20.184036] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:20.184207] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_range_position (score: 50.00%) [2025-11-26T20:45:20.184267] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 441/720 | Remaining: 279 | Rate: 22.4/min [2025-11-26T20:45:20.184314] [INFO ] [CONFIGURE ] LGIH: Testing feature 22/29: add_realized_volatility [2025-11-26T20:45:20.184359] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_realized_volatility'] [2025-11-26T20:45:20.513316] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:20.841441] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:21.164814] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:21.481540] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:21.804818] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:22.128626] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:22.458610] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:22.780605] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:23.107245] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:45:23.430369] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:23.430550] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:45:23.430608] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 442/720 | Remaining: 278 | Rate: 22.4/min [2025-11-26T20:45:23.430673] [INFO ] [CONFIGURE ] LGIH: Testing feature 23/29: add_recent_range_context [2025-11-26T20:45:23.430718] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_recent_range_context'] [2025-11-26T20:45:23.652894] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:23.876384] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:24.100194] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:24.333340] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:24.561047] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:24.785553] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:25.016864] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:25.236944] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:25.458899] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:25.682950] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:25.683125] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:45:25.683184] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 443/720 | Remaining: 277 | Rate: 22.4/min [2025-11-26T20:45:25.683232] [INFO ] [CONFIGURE ] LGIH: Testing feature 24/29: add_rsi [2025-11-26T20:45:25.683275] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_ema', 'add_rsi'] [2025-11-26T20:45:25.959855] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:26.235308] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:26.510303] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:26.792352] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:27.066691] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:27.349190] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:27.631786] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:45:27.912847] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:28.202992] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:28.497455] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:28.497681] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_rsi (score: 70.00%) [2025-11-26T20:45:28.497745] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 444/720 | Remaining: 276 | Rate: 22.4/min [2025-11-26T20:45:28.497794] [INFO ] [CONFIGURE ] LGIH: Testing feature 25/29: add_tick_distribution [2025-11-26T20:45:28.497839] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_tick_distribution'] [2025-11-26T20:45:28.717189] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:28.936365] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:45:29.154411] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:29.373455] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:29.592423] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:29.813474] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:30.036476] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1 [2025-11-26T20:45:30.261011] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:30.481395] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:30.701852] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:30.702069] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:45:30.702137] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 445/720 | Remaining: 275 | Rate: 22.4/min [2025-11-26T20:45:30.702192] [INFO ] [CONFIGURE ] LGIH: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:45:30.702237] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_volume_momentum_confirmation'] [2025-11-26T20:45:30.923796] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:31.149051] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:45:31.376554] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:31.621318] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:31.870899] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:45:32.098061] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:45:32.320113] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:32.543937] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:45:32.775401] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:33.005612] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:33.005809] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_volume_momentum_confirmation (score: 20.00%) [2025-11-26T20:45:33.005869] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 446/720 | Remaining: 274 | Rate: 22.4/min [2025-11-26T20:45:33.005915] [INFO ] [CONFIGURE ] LGIH: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:45:33.005958] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_volume_price_divergence'] [2025-11-26T20:45:33.230883] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:33.463825] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:45:33.696018] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:33.940370] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:34.202844] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:34.464094] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:34.726557] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:34.973430] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:35.209867] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:35.444627] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:35.444808] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_volume_price_divergence (score: 70.00%) [2025-11-26T20:45:35.444866] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 447/720 | Remaining: 273 | Rate: 22.4/min [2025-11-26T20:45:35.444918] [INFO ] [CONFIGURE ] LGIH: Testing feature 28/29: add_volume_profile [2025-11-26T20:45:35.444969] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_volume_profile'] [2025-11-26T20:45:35.675769] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:45:35.906141] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:36.135452] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:36.370059] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:36.600337] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:36.831207] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:37.062699] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:37.297560] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:37.541962] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:45:37.776483] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:45:37.776679] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_volume_profile (score: 90.00%) [2025-11-26T20:45:37.776745] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 448/720 | Remaining: 272 | Rate: 22.4/min [2025-11-26T20:45:37.776792] [INFO ] [CONFIGURE ] LGIH: Testing feature 29/29: add_vwap [2025-11-26T20:45:37.776834] [INFO ] [CONFIGURE ] LGIH: Testing with features: ['add_pbf_overnight_gap', 'add_vwap'] [2025-11-26T20:45:38.018039] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:38.265449] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:45:38.505815] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:45:38.750919] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:45:39.000168] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:45:39.245227] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:45:39.492265] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1 [2025-11-26T20:45:39.727637] [DEBUG] [FORECASTER] LGIH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:45:39.970313] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:45:40.214145] [DEBUG] [FORECASTER] LGIH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:40.214314] [INFO ] [CONFIGURE ] LGIH: DISCARDED add_vwap (score: 50.00%) [2025-11-26T20:45:40.214376] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 449/720 | Remaining: 271 | Rate: 22.4/min [2025-11-26T20:45:40.214422] [INFO ] [CONFIGURE ] LGIH: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:45:40.214466] [INFO ] [CONFIGURE ] LGIH: Best accuracy: 90.00% [2025-11-26T20:45:40.214510] [INFO ] [CONFIGURE ] LGIH: Best feature set (1 features): ['add_pbf_overnight_gap'] [2025-11-26T20:45:40.214548] [INFO ] [CONFIGURE ] LGIH: Improvement over baseline: 10.00% [2025-11-26T20:45:40.214585] [INFO ] [CONFIGURE ] LGIH: Total time: 1.1 minutes [2025-11-26T20:45:40.214621] [INFO ] [CONFIGURE ] LGIH: Average time per feature: 2.3 seconds [2025-11-26T20:45:40.214684] [INFO ] [CONFIGURE ] LGIH: Average speed: 0.43 features/sec [2025-11-26T20:45:40.214937] [INFO ] [LOCAL ] Saved configuration for LGIH: 1 features, 90.00% accuracy -> ./output/feature-sets/LGIH.json [2025-11-26T20:45:40.214995] [INFO ] [CONFIGURE ] LGIH: Configuration saved successfully: 1 features, 90.00% accuracy. [2025-11-26T20:45:40.215042] [INFO ] [sig ] [15/24] Successfully configured LGIH | 0.01 sym/s | Total: 20.1m | ETA: 12.0m [2025-11-26T20:45:40.215085] [INFO ] [sig ] [16/24] Configuring MHUA... [2025-11-26T20:45:40.215124] [INFO ] [CONFIGURE ] MHUA: Configurate test run. [2025-11-26T20:45:40.215168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'. [2025-11-26T20:45:40.225146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHUA'. [2025-11-26T20:45:40.225441] [INFO ] [CONFIGURE ] MHUA: Testing with 29 available features [2025-11-26T20:45:40.225502] [INFO ] [CONFIGURE ] MHUA: Establishing baseline with no features... [2025-11-26T20:45:40.387680] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:40.553029] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:45:40.717880] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:40.886717] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:45:41.049106] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:41.211362] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:41.374747] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:41.541826] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:41.707742] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:41.872795] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:41.872949] [INFO ] [CONFIGURE ] MHUA: Baseline score (no features): 50.00% [2025-11-26T20:45:41.873015] [INFO ] [CONFIGURE ] MHUA: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:45:41.873061] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:45:42.078825] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:42.283341] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:45:42.490700] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:42.698606] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:45:42.910325] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:43.121303] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:43.328457] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:43.537927] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:43.750381] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:43.959990] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:43.960154] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-26T20:45:43.960212] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 451/720 | Remaining: 269 | Rate: 22.4/min [2025-11-26T20:45:43.960257] [INFO ] [CONFIGURE ] MHUA: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:45:43.960293] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:45:44.176126] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:44.391625] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:45:44.607880] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:44.828932] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:45:45.046209] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:45.262630] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:45.481213] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:45.700717] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:45.922845] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:46.143891] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:46.144052] [INFO ] [CONFIGURE ] MHUA: KEPT add_cumulative_delta (score: 60.00%) [2025-11-26T20:45:46.144108] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 452/720 | Remaining: 268 | Rate: 22.4/min [2025-11-26T20:45:46.144154] [INFO ] [CONFIGURE ] MHUA: Testing feature 3/29: add_daily_returns [2025-11-26T20:45:46.144199] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:45:46.372409] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:46.605022] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:45:46.832807] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:47.061203] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:45:47.292055] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:47.523734] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:47.755984] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:47.990409] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:48.222512] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:48.457706] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:48.457875] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_daily_returns (score: 60.00%) [2025-11-26T20:45:48.457932] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 453/720 | Remaining: 267 | Rate: 22.4/min [2025-11-26T20:45:48.457977] [INFO ] [CONFIGURE ] MHUA: Testing feature 4/29: add_ema [2025-11-26T20:45:48.458028] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-26T20:45:48.728849] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:48.998617] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:45:49.269781] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:49.540924] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:45:49.813243] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:50.090087] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:50.373537] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:50.651886] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:50.932634] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:51.217003] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:51.217201] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_ema (score: 60.00%) [2025-11-26T20:45:51.217262] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 454/720 | Remaining: 266 | Rate: 22.4/min [2025-11-26T20:45:51.217311] [INFO ] [CONFIGURE ] MHUA: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:45:51.217355] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:45:51.494854] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:51.777223] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:45:52.062880] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:45:52.344349] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:45:52.637137] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:52.920092] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:53.195406] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:45:53.486062] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:53.800052] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:54.094665] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:54.094825] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-26T20:45:54.094884] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 455/720 | Remaining: 265 | Rate: 22.4/min [2025-11-26T20:45:54.094926] [INFO ] [CONFIGURE ] MHUA: Testing feature 6/29: add_failed_moves [2025-11-26T20:45:54.094968] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-26T20:45:54.324771] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:54.548941] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:45:54.771280] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:54.999358] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:45:55.225881] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:55.462141] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:55.688368] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:55.919157] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:56.144408] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:56.378954] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:56.379163] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:45:56.379229] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 456/720 | Remaining: 264 | Rate: 22.4/min [2025-11-26T20:45:56.379280] [INFO ] [CONFIGURE ] MHUA: Testing feature 7/29: add_lag_shelf [2025-11-26T20:45:56.379328] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-26T20:45:56.593395] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:56.821508] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:45:57.032260] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:45:57.245353] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:45:57.459393] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:45:57.677008] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:45:57.902299] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:45:58.117147] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:45:58.338549] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:45:58.560358] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:45:58.560564] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-26T20:45:58.560632] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 457/720 | Remaining: 263 | Rate: 22.4/min [2025-11-26T20:45:58.560712] [INFO ] [CONFIGURE ] MHUA: Testing feature 8/29: add_macd [2025-11-26T20:45:58.560758] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-26T20:45:58.891975] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:45:59.158368] [WARN ] [STATE ] Received SIGINT signal. Initiating graceful shutdown... [2025-11-26T20:45:59.158675] [WARN ] [STATE ] Operation was interrupted, setting state to COMPLETED_ERROR [2025-11-26T20:45:59.158897] [WARN ] [STATE ] State set to: COMPLETED_ERROR [2025-11-26T20:45:59.159058] [INFO ] [STATE ] Last completion updated: 2025-11-26T20:45:59.158950 [2025-11-26T20:45:59.229346] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:45:59.588300] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:34.963433] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-11-26T20:46:35.134418] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-11-26T20:46:35.303390] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-11-26T20:46:35.471248] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-11-26T20:46:35.471737] [WARN ] [STATE ] State set to: WAITING [2025-11-26T20:46:35.471800] [INFO ] [STATE ] Checking TDM service status... [2025-11-26T20:46:35.687184] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-26T20:46:35.692634] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service. [2025-11-26T20:46:35.729255] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T20:46:35.764918] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T20:46:35.799218] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T20:46:35.799483] [WARN ] [STATE ] State set to: RUNNING [2025-11-26T20:46:35.799572] [INFO ] [CACHE ] Starting cache update [2025-11-26T20:46:35.799671] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-11-26T20:46:35.803102] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-11-26T20:46:35.803394] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-11-26T20:46:35.803465] [INFO ] [CACHE ] Cache update completed successfully [2025-11-26T20:46:35.803534] [INFO ] [sig ] Resuming configuration (parallel mode, only unconfigured symbols) [2025-11-26T20:46:35.803598] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T20:46:35.872403] [DEBUG] [REMOTE ] Fetched 3599 unique symbols from directory listing. [2025-11-26T20:46:35.880763] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-26T20:46:35.883635] [INFO ] [sig ] Skipping 3590 symbols with existing configuration [2025-11-26T20:46:35.884896] [INFO ] [sig ] Found 9 active symbols to configure [2025-11-26T20:46:35.885015] [INFO ] [sig ] Starting parallel configuration with 4 worker processes [2025-11-26T20:46:35.931976] [INFO ] [CONFIGURE ] MHUA: Configurate test run. [2025-11-26T20:46:35.932273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'. [2025-11-26T20:46:35.932907] [INFO ] [CONFIGURE ] OCCI: Configurate test run. [2025-11-26T20:46:35.933148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'. [2025-11-26T20:46:35.933161] [INFO ] [CONFIGURE ] SHOP: Configurate test run. [2025-11-26T20:46:35.933438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'. [2025-11-26T20:46:35.933381] [INFO ] [CONFIGURE ] PRME: Configurate test run. [2025-11-26T20:46:35.933791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'. [2025-11-26T20:46:35.956209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHUA'. [2025-11-26T20:46:35.956209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCCI'. [2025-11-26T20:46:35.956878] [INFO ] [CONFIGURE ] OCCI: Testing with 29 available features [2025-11-26T20:46:35.956882] [INFO ] [CONFIGURE ] MHUA: Testing with 29 available features [2025-11-26T20:46:35.956950] [INFO ] [CONFIGURE ] OCCI: Establishing baseline with no features... [2025-11-26T20:46:35.956963] [INFO ] [CONFIGURE ] MHUA: Establishing baseline with no features... [2025-11-26T20:46:35.958247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOP'. [2025-11-26T20:46:35.958953] [INFO ] [CONFIGURE ] SHOP: Testing with 29 available features [2025-11-26T20:46:35.959090] [INFO ] [CONFIGURE ] SHOP: Establishing baseline with no features... [2025-11-26T20:46:35.964182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRME'. [2025-11-26T20:46:35.965208] [INFO ] [CONFIGURE ] PRME: Testing with 29 available features [2025-11-26T20:46:35.965301] [INFO ] [CONFIGURE ] PRME: Establishing baseline with no features... [2025-11-26T20:46:36.130868] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:36.150170] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.156500] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:36.166691] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.305365] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:46:36.345982] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.347135] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:36.358001] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:36.560341] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:36.614889] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.615101] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.663292] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:36.725837] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:36.789675] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.799348] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.851919] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:36.892971] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:36.964589] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:36.979856] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.041328] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:46:37.067579] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:37.141084] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.163784] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:37.235758] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:37.236761] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.316473] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:37.353079] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:37.404639] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:37.426233] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:37.493261] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.538730] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.572172] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:37.619663] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.669941] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:37.729472] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:37.741821] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:37.742141] [INFO ] [CONFIGURE ] MHUA: Baseline score (no features): 50.00% [2025-11-26T20:46:37.743508] [INFO ] [CONFIGURE ] MHUA: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:46:37.743634] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:46:37.811454] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:37.846727] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:37.847040] [INFO ] [CONFIGURE ] OCCI: Baseline score (no features): 40.00% [2025-11-26T20:46:37.848424] [INFO ] [CONFIGURE ] OCCI: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:46:37.848556] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:46:37.924308] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:37.924637] [INFO ] [CONFIGURE ] SHOP: Baseline score (no features): 40.00% [2025-11-26T20:46:37.928337] [INFO ] [CONFIGURE ] SHOP: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:46:37.928484] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:46:37.958564] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:38.013621] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:38.013915] [INFO ] [CONFIGURE ] PRME: Baseline score (no features): 50.00% [2025-11-26T20:46:38.015568] [INFO ] [CONFIGURE ] PRME: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:46:38.015685] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:46:38.064146] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.164394] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:38.175600] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:46:38.251572] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.281305] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.390022] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:38.392561] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:38.494410] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:46:38.499270] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.604016] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:46:38.622413] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.728495] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:38.733923] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.821268] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:38.855556] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.960461] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:38.966587] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:39.039514] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:39.087787] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:39.196599] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:39.210487] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:46:39.250006] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:39.320208] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:39.422541] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:39.448011] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:39.461495] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:39.549294] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:39.643454] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:39.678157] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:39.686214] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:39.784204] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:39.868556] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:39.896163] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:39.896508] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-26T20:46:39.897406] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 5/270 | Remaining: 265 | Rate: 74.8/min [2025-11-26T20:46:39.897557] [INFO ] [CONFIGURE ] MHUA: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:46:39.897682] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:46:39.929619] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:40.014291] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:40.090398] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:40.090810] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_bollinger_bands (score: 10.00%) [2025-11-26T20:46:40.091754] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 6/270 | Remaining: 264 | Rate: 85.6/min [2025-11-26T20:46:40.091929] [INFO ] [CONFIGURE ] OCCI: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:46:40.092046] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:46:40.125475] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:40.173608] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:46:40.252715] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:40.253086] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-26T20:46:40.254116] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 7/270 | Remaining: 263 | Rate: 96.1/min [2025-11-26T20:46:40.254250] [INFO ] [CONFIGURE ] SHOP: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:46:40.254363] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:46:40.338622] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:40.347831] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:40.418511] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:40.418987] [INFO ] [CONFIGURE ] PRME: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-26T20:46:40.420064] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 8/270 | Remaining: 262 | Rate: 105.8/min [2025-11-26T20:46:40.420210] [INFO ] [CONFIGURE ] PRME: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:46:40.420274] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:46:40.497019] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:40.572188] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:40.573878] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:40.668556] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:40.732366] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:40.789846] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:40.802694] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:40.914498] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:40.970068] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:41.026780] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:41.048019] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:41.169175] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:41.216041] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:41.267224] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:41.296516] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:41.413078] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:41.452156] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:41.493170] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:41.531207] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:41.649838] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:41.689999] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:41.721459] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:41.769508] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:41.912339] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:41.936431] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:41.956737] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:42.015330] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:42.172686] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:46:42.181969] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:42.189896] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:42.190107] [INFO ] [CONFIGURE ] MHUA: KEPT add_cumulative_delta (score: 60.00%) [2025-11-26T20:46:42.191029] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 9/270 | Remaining: 261 | Rate: 85.6/min [2025-11-26T20:46:42.191098] [INFO ] [CONFIGURE ] MHUA: Testing feature 3/29: add_daily_returns [2025-11-26T20:46:42.191139] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:46:42.256553] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:46:42.415845] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:42.427154] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:42.469275] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:42.495404] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:42.495793] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-26T20:46:42.496707] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 10/270 | Remaining: 260 | Rate: 90.8/min [2025-11-26T20:46:42.496837] [INFO ] [CONFIGURE ] OCCI: Testing feature 3/29: add_daily_returns [2025-11-26T20:46:42.496941] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_daily_returns'] [2025-11-26T20:46:42.662135] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:42.662380] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-26T20:46:42.663404] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 11/270 | Remaining: 259 | Rate: 97.4/min [2025-11-26T20:46:42.663527] [INFO ] [CONFIGURE ] SHOP: Testing feature 3/29: add_daily_returns [2025-11-26T20:46:42.663630] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns'] [2025-11-26T20:46:42.666939] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:42.687368] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:42.725485] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:42.878362] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:42.893446] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:42.908681] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:42.976415] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:42.976916] [INFO ] [CONFIGURE ] PRME: KEPT add_cumulative_delta (score: 80.00%) [2025-11-26T20:46:42.977918] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 12/270 | Remaining: 258 | Rate: 101.5/min [2025-11-26T20:46:42.978048] [INFO ] [CONFIGURE ] PRME: Testing feature 3/29: add_daily_returns [2025-11-26T20:46:42.978151] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_daily_returns'] [2025-11-26T20:46:43.092571] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.100573] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:43.146857] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:43.235805] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:43.286987] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.312385] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.386905] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:43.479866] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.485199] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:43.509893] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.624141] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.677586] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:43.709135] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:43.743125] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:43.869906] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.880548] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:43.908022] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:44.007264] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.083762] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.109768] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:44.112974] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:44.273778] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.299245] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.315369] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.359229] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:44.500702] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:44.501050] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_daily_returns (score: 40.00%) [2025-11-26T20:46:44.502015] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 13/270 | Remaining: 257 | Rate: 90.5/min [2025-11-26T20:46:44.502152] [INFO ] [CONFIGURE ] OCCI: Testing feature 4/29: add_ema [2025-11-26T20:46:44.502263] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_ema'] [2025-11-26T20:46:44.519411] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.533519] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:44.623777] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:44.624167] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_daily_returns (score: 60.00%) [2025-11-26T20:46:44.625155] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 14/270 | Remaining: 256 | Rate: 96.1/min [2025-11-26T20:46:44.625233] [INFO ] [CONFIGURE ] MHUA: Testing feature 4/29: add_ema [2025-11-26T20:46:44.625341] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-26T20:46:44.724189] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:44.724417] [INFO ] [CONFIGURE ] SHOP: KEPT add_daily_returns (score: 50.00%) [2025-11-26T20:46:44.725282] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 15/270 | Remaining: 255 | Rate: 101.8/min [2025-11-26T20:46:44.725362] [INFO ] [CONFIGURE ] SHOP: Testing feature 4/29: add_ema [2025-11-26T20:46:44.725412] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema'] [2025-11-26T20:46:44.745001] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:44.797087] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:44.919842] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:44.976700] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:44.979370] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:45.058186] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:45.198295] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:45.209530] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:45.227566] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:45.329870] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:45.439971] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:45.475462] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:45.481051] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:46:45.605747] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:45.606161] [INFO ] [CONFIGURE ] PRME: DISCARDED add_daily_returns (score: 70.00%) [2025-11-26T20:46:45.607266] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 16/270 | Remaining: 254 | Rate: 98.7/min [2025-11-26T20:46:45.607395] [INFO ] [CONFIGURE ] PRME: Testing feature 4/29: add_ema [2025-11-26T20:46:45.607505] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_ema'] [2025-11-26T20:46:45.673330] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:45.736117] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:45.751851] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:45.912755] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:45.914664] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:45.985202] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:46.030559] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:46.155883] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:46.242975] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:46.246913] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:46:46.307144] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:46.392041] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:46.498236] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:46.546474] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:46.582554] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:46.633631] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:46.808925] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:46.909480] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:46.912478] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:47.101775] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:47.102039] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_ema (score: 30.00%) [2025-11-26T20:46:47.105997] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 17/270 | Remaining: 253 | Rate: 90.9/min [2025-11-26T20:46:47.106088] [INFO ] [CONFIGURE ] OCCI: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:46:47.106134] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:46:47.134553] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:47.204987] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:47.386021] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:47.426353] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:47.426754] [INFO ] [CONFIGURE ] SHOP: KEPT add_ema (score: 60.00%) [2025-11-26T20:46:47.427874] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 18/270 | Remaining: 252 | Rate: 93.6/min [2025-11-26T20:46:47.428004] [INFO ] [CONFIGURE ] SHOP: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:46:47.428110] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:46:47.498447] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:47.498773] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_ema (score: 60.00%) [2025-11-26T20:46:47.499724] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 19/270 | Remaining: 251 | Rate: 98.2/min [2025-11-26T20:46:47.499842] [INFO ] [CONFIGURE ] MHUA: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:46:47.499941] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:46:47.543378] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:47.762495] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:47.799761] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:47.930306] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:48.029669] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:48.236414] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:48.258236] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:48.301127] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:48.361235] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:48.538492] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:48.543694] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:48.775107] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:48.775886] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:46:48.809567] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:48.920708] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:46:49.066265] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:49.140204] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:49.278497] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:49.312584] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:49.388211] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:49.441275] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:49.441485] [INFO ] [CONFIGURE ] PRME: DISCARDED add_ema (score: 70.00%) [2025-11-26T20:46:49.442399] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 20/270 | Remaining: 250 | Rate: 88.5/min [2025-11-26T20:46:49.442467] [INFO ] [CONFIGURE ] PRME: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:46:49.442507] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:46:49.625252] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:49.650038] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:49.669467] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:49.742492] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:49.887029] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:46:49.951719] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:49.962921] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:50.043507] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:50.154963] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:50.155264] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-26T20:46:50.156217] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 21/270 | Remaining: 249 | Rate: 88.3/min [2025-11-26T20:46:50.156351] [INFO ] [CONFIGURE ] OCCI: Testing feature 6/29: add_failed_moves [2025-11-26T20:46:50.156448] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_failed_moves'] [2025-11-26T20:46:50.234560] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:50.272933] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:50.346490] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:50.349536] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:50.520153] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:50.541026] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:50.584352] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:50.654743] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:50.729893] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:50.800784] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:50.801101] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-26T20:46:50.801992] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 22/270 | Remaining: 248 | Rate: 88.5/min [2025-11-26T20:46:50.802064] [INFO ] [CONFIGURE ] MHUA: Testing feature 6/29: add_failed_moves [2025-11-26T20:46:50.802165] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-26T20:46:50.895045] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:50.919838] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:50.960213] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.026048] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:51.109403] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:51.202963] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:51.203278] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_exhaustion_signals (score: 60.00%) [2025-11-26T20:46:51.204182] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 23/270 | Remaining: 247 | Rate: 90.1/min [2025-11-26T20:46:51.204297] [INFO ] [CONFIGURE ] SHOP: Testing feature 6/29: add_failed_moves [2025-11-26T20:46:51.204402] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_failed_moves'] [2025-11-26T20:46:51.246442] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.265609] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:51.300322] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.461865] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:51.469838] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.493398] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:51.565828] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:51.683522] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.694744] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.719588] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:51.877549] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:51.883778] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:51.931725] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:51.980835] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:46:52.073480] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:52.073828] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_failed_moves (score: 40.00%) [2025-11-26T20:46:52.074743] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 24/270 | Remaining: 246 | Rate: 88.9/min [2025-11-26T20:46:52.074858] [INFO ] [CONFIGURE ] OCCI: Testing feature 7/29: add_lag_shelf [2025-11-26T20:46:52.074955] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_lag_shelf'] [2025-11-26T20:46:52.167957] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.210215] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:52.245278] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.251793] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.415303] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.451938] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.562991] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:52.563202] [INFO ] [CONFIGURE ] PRME: DISCARDED add_exhaustion_signals (score: 70.00%) [2025-11-26T20:46:52.564217] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 25/270 | Remaining: 245 | Rate: 89.9/min [2025-11-26T20:46:52.564291] [INFO ] [CONFIGURE ] PRME: Testing feature 6/29: add_failed_moves [2025-11-26T20:46:52.564337] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_failed_moves'] [2025-11-26T20:46:52.567293] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:52.644597] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.733008] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:52.882736] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.895976] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:52.935544] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.043190] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:53.121790] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:46:53.218290] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.280173] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:53.337072] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.344761] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:53.345105] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:46:53.346148] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 26/270 | Remaining: 244 | Rate: 89.3/min [2025-11-26T20:46:53.346288] [INFO ] [CONFIGURE ] MHUA: Testing feature 7/29: add_lag_shelf [2025-11-26T20:46:53.346413] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-26T20:46:53.508397] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.536584] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:53.597231] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:53.608633] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.759362] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.786065] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.838961] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:53.898091] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:54.000289] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:54.002200] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:54.053447] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:54.182250] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:54.182585] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:46:54.183512] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 27/270 | Remaining: 243 | Rate: 88.5/min [2025-11-26T20:46:54.183634] [INFO ] [CONFIGURE ] SHOP: Testing feature 7/29: add_lag_shelf [2025-11-26T20:46:54.183773] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_lag_shelf'] [2025-11-26T20:46:54.193844] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:54.194410] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-26T20:46:54.195774] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 28/270 | Remaining: 242 | Rate: 91.8/min [2025-11-26T20:46:54.195930] [INFO ] [CONFIGURE ] OCCI: Testing feature 8/29: add_macd [2025-11-26T20:46:54.196060] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:46:54.244668] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:54.269807] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:54.452475] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:54.486843] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:54.490594] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:54.591334] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:54.701545] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:54.719582] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:46:54.733304] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:54.926069] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:54.937877] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:54.967230] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:46:54.977037] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:55.163109] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:55.216588] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:55.221517] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:55.221852] [INFO ] [CONFIGURE ] PRME: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:46:55.222705] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 29/270 | Remaining: 241 | Rate: 90.0/min [2025-11-26T20:46:55.222839] [INFO ] [CONFIGURE ] PRME: Testing feature 7/29: add_lag_shelf [2025-11-26T20:46:55.222946] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_lag_shelf'] [2025-11-26T20:46:55.232826] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:55.398316] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:55.458126] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:55.461615] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:55.545810] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:55.650192] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:55.650387] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-26T20:46:55.651313] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 30/270 | Remaining: 240 | Rate: 91.1/min [2025-11-26T20:46:55.651514] [INFO ] [CONFIGURE ] MHUA: Testing feature 8/29: add_macd [2025-11-26T20:46:55.651619] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-26T20:46:55.692870] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:55.722088] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:55.839693] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:55.929585] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:55.993020] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:55.997739] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:56.147392] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:56.169743] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:56.253476] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:56.341213] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:46:56.408929] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:56.447771] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:56.519546] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:46:56.644818] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:56.695915] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:56.753078] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:56.784096] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:56.784423] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-26T20:46:56.785262] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 31/270 | Remaining: 239 | Rate: 89.0/min [2025-11-26T20:46:56.785384] [INFO ] [CONFIGURE ] SHOP: Testing feature 8/29: add_macd [2025-11-26T20:46:56.785481] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_vwap', 'add_macd'] [2025-11-26T20:46:56.890362] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:57.043675] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:57.048128] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:46:57.125138] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:57.150088] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:46:57.347686] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:57.348017] [INFO ] [CONFIGURE ] OCCI: KEPT add_macd (score: 50.00%) [2025-11-26T20:46:57.349006] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 32/270 | Remaining: 238 | Rate: 89.5/min [2025-11-26T20:46:57.349125] [INFO ] [CONFIGURE ] OCCI: Testing feature 9/29: add_mfi [2025-11-26T20:46:57.349232] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_mfi'] [2025-11-26T20:46:57.364101] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:57.376946] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:57.533683] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:57.604129] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:46:57.604464] [INFO ] [CONFIGURE ] PRME: DISCARDED add_lag_shelf (score: 80.00%) [2025-11-26T20:46:57.605317] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 33/270 | Remaining: 237 | Rate: 91.2/min [2025-11-26T20:46:57.605454] [INFO ] [CONFIGURE ] PRME: Testing feature 8/29: add_macd [2025-11-26T20:46:57.605564] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd'] [2025-11-26T20:46:57.666479] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:57.709475] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:46:57.909945] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:57.962222] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:46:57.992060] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:46:58.047403] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:58.300783] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:58.302400] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:46:58.322480] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:58.387183] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:46:58.615298] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:46:58.681585] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:58.693851] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:46:58.733436] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:46:58.926048] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:46:59.048347] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.061287] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.071997] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:46:59.072317] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_macd (score: 40.00%) [2025-11-26T20:46:59.073254] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 34/270 | Remaining: 236 | Rate: 88.0/min [2025-11-26T20:46:59.073378] [INFO ] [CONFIGURE ] MHUA: Testing feature 9/29: add_mfi [2025-11-26T20:46:59.073495] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-26T20:46:59.244162] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.309459] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:46:59.411178] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.445593] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:46:59.541956] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.556009] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:46:59.767830] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:46:59.773237] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.810348] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:46:59.867218] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:00.003493] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:00.150701] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:00.186159] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:00.252411] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:00.271524] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:00.540416] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:00.660982] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:00.708360] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:00.708757] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_macd (score: 40.00%) [2025-11-26T20:47:00.709560] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 35/270 | Remaining: 235 | Rate: 84.6/min [2025-11-26T20:47:00.709697] [INFO ] [CONFIGURE ] SHOP: Testing feature 9/29: add_mfi [2025-11-26T20:47:00.709819] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_mfi'] [2025-11-26T20:47:00.756272] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:00.758855] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_mfi (score: 50.00%) [2025-11-26T20:47:00.762110] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 36/270 | Remaining: 234 | Rate: 86.8/min [2025-11-26T20:47:00.762263] [INFO ] [CONFIGURE ] OCCI: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:47:00.762322] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:47:00.779147] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:01.067254] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:01.069544] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:01.090748] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:01.233389] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:01.337099] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:01.356554] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:01.531861] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:01.532201] [INFO ] [CONFIGURE ] PRME: DISCARDED add_macd (score: 80.00%) [2025-11-26T20:47:01.533636] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 37/270 | Remaining: 233 | Rate: 86.6/min [2025-11-26T20:47:01.533724] [INFO ] [CONFIGURE ] PRME: Testing feature 9/29: add_mfi [2025-11-26T20:47:01.533764] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_mfi'] [2025-11-26T20:47:01.602731] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:01.602966] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_mfi (score: 60.00%) [2025-11-26T20:47:01.603991] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 38/270 | Remaining: 232 | Rate: 88.7/min [2025-11-26T20:47:01.604070] [INFO ] [CONFIGURE ] MHUA: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:47:01.604184] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:47:01.647512] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:01.658142] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:01.780426] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:01.926307] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:01.945044] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:02.029542] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:02.033998] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:02.241131] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:02.257299] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:02.277254] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:02.420457] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:02.517660] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:02.527136] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:02.585139] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:02.774083] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:02.808568] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:02.812739] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:02.906928] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:03.021600] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:03.080209] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:03.199414] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:03.224988] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:03.270600] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:03.348768] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:03.519046] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:03.559074] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:03.589129] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:03.619896] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:03.620101] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_mfi (score: 40.00%) [2025-11-26T20:47:03.620868] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 39/270 | Remaining: 231 | Rate: 84.4/min [2025-11-26T20:47:03.620948] [INFO ] [CONFIGURE ] SHOP: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:47:03.620999] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:47:03.770745] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:03.883837] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:03.967030] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:03.996722] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:04.028338] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:04.028736] [INFO ] [CONFIGURE ] PRME: DISCARDED add_mfi (score: 80.00%) [2025-11-26T20:47:04.029672] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 40/270 | Remaining: 230 | Rate: 85.3/min [2025-11-26T20:47:04.029791] [INFO ] [CONFIGURE ] PRME: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:47:04.029889] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:47:04.200278] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:04.318673] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:04.361040] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:04.385058] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:04.581296] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:04.662361] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:04.699032] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:04.773167] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:04.773467] [INFO ] [CONFIGURE ] OCCI: KEPT add_momentum_acceleration (score: 60.00%) [2025-11-26T20:47:04.774378] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 41/270 | Remaining: 229 | Rate: 85.2/min [2025-11-26T20:47:04.774495] [INFO ] [CONFIGURE ] OCCI: Testing feature 11/29: add_obv_daily [2025-11-26T20:47:04.774593] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-26T20:47:04.925084] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:04.925439] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_momentum_acceleration (score: 40.00%) [2025-11-26T20:47:04.926269] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 42/270 | Remaining: 228 | Rate: 86.8/min [2025-11-26T20:47:04.926397] [INFO ] [CONFIGURE ] MHUA: Testing feature 11/29: add_obv_daily [2025-11-26T20:47:04.926504] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-26T20:47:05.007295] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:05.041517] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:05.177269] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:05.184970] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:05.374874] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:05.384287] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:47:05.432675] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:05.602987] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:05.708415] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:05.728598] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:05.740929] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:05.982634] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:06.028323] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:06.059193] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:06.109136] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:06.260842] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:06.396350] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:06.445385] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:06.470816] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:06.535802] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:06.732744] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:06.786296] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:06.865348] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:06.883320] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:07.040536] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:07.083318] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:07.238311] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:07.238629] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:47:07.239473] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 43/270 | Remaining: 227 | Rate: 82.3/min [2025-11-26T20:47:07.239592] [INFO ] [CONFIGURE ] SHOP: Testing feature 11/29: add_obv_daily [2025-11-26T20:47:07.239712] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_daily'] [2025-11-26T20:47:07.282321] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:07.294479] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:07.436432] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:07.436820] [INFO ] [CONFIGURE ] PRME: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-26T20:47:07.437817] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 44/270 | Remaining: 226 | Rate: 83.7/min [2025-11-26T20:47:07.437946] [INFO ] [CONFIGURE ] PRME: Testing feature 11/29: add_obv_daily [2025-11-26T20:47:07.438081] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_obv_daily'] [2025-11-26T20:47:07.519306] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:07.556507] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:07.556818] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:47:07.557711] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 45/270 | Remaining: 225 | Rate: 85.2/min [2025-11-26T20:47:07.557836] [INFO ] [CONFIGURE ] MHUA: Testing feature 12/29: add_obv_interval [2025-11-26T20:47:07.557942] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-26T20:47:07.701333] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:07.726219] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:07.814099] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:07.816531] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:07.997946] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:08.054230] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.111055] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:08.128280] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.295907] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.297430] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:08.402859] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:08.547614] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.558630] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.579121] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.685057] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.803178] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:08.824564] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:08.966718] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:09.064460] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:09.092415] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:09.100827] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:09.101038] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-26T20:47:09.104676] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 46/270 | Remaining: 224 | Rate: 83.1/min [2025-11-26T20:47:09.104751] [INFO ] [CONFIGURE ] OCCI: Testing feature 12/29: add_obv_interval [2025-11-26T20:47:09.104793] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-26T20:47:09.333244] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:09.513368] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:09.554490] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:09.593370] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:09.691303] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:09.801077] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:09.831064] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:10.135660] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:10.163264] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:10.194749] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:10.272190] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:10.500043] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:10.500386] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_obv_interval (score: 60.00%) [2025-11-26T20:47:10.501264] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 47/270 | Remaining: 223 | Rate: 81.5/min [2025-11-26T20:47:10.501394] [INFO ] [CONFIGURE ] MHUA: Testing feature 13/29: add_opening_strength [2025-11-26T20:47:10.501502] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:47:10.558772] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:10.558974] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:47:10.562394] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 48/270 | Remaining: 222 | Rate: 83.1/min [2025-11-26T20:47:10.562468] [INFO ] [CONFIGURE ] SHOP: Testing feature 12/29: add_obv_interval [2025-11-26T20:47:10.562508] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_obv_interval'] [2025-11-26T20:47:10.671003] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:10.671174] [INFO ] [CONFIGURE ] PRME: DISCARDED add_obv_daily (score: 70.00%) [2025-11-26T20:47:10.672019] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 49/270 | Remaining: 221 | Rate: 84.5/min [2025-11-26T20:47:10.672085] [INFO ] [CONFIGURE ] PRME: Testing feature 12/29: add_obv_interval [2025-11-26T20:47:10.672124] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_obv_interval'] [2025-11-26T20:47:10.719780] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:10.933555] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:10.934248] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:11.006280] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:11.150276] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:11.189020] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:11.226460] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:11.278507] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:11.441659] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:11.495075] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:11.548223] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:11.566074] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:11.697076] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:47:11.769990] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:11.821112] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:11.955106] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:11.986172] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:12.044091] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:12.091747] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:12.216535] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:12.320026] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:12.361306] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:12.419491] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:12.477221] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:12.600721] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:12.640054] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:12.746635] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:12.848677] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:12.903836] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:12.916026] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:13.002991] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:13.192878] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:47:13.230358] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:13.262776] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:13.264790] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:13.265138] [INFO ] [CONFIGURE ] PRME: DISCARDED add_obv_interval (score: 70.00%) [2025-11-26T20:47:13.266013] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 50/270 | Remaining: 220 | Rate: 80.3/min [2025-11-26T20:47:13.266149] [INFO ] [CONFIGURE ] PRME: Testing feature 13/29: add_opening_strength [2025-11-26T20:47:13.266257] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:47:13.485444] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:13.485620] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_opening_strength (score: 50.00%) [2025-11-26T20:47:13.486444] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 51/270 | Remaining: 219 | Rate: 81.4/min [2025-11-26T20:47:13.486511] [INFO ] [CONFIGURE ] MHUA: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:47:13.486550] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-26T20:47:13.524671] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:13.524879] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_obv_interval (score: 60.00%) [2025-11-26T20:47:13.525897] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 52/270 | Remaining: 218 | Rate: 82.9/min [2025-11-26T20:47:13.525970] [INFO ] [CONFIGURE ] SHOP: Testing feature 13/29: add_opening_strength [2025-11-26T20:47:13.526017] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_opening_strength'] [2025-11-26T20:47:13.551407] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:13.700415] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:13.700579] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_obv_interval (score: 30.00%) [2025-11-26T20:47:13.701420] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 53/270 | Remaining: 217 | Rate: 84.1/min [2025-11-26T20:47:13.701485] [INFO ] [CONFIGURE ] OCCI: Testing feature 13/29: add_opening_strength [2025-11-26T20:47:13.701524] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:47:13.763749] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:13.837860] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:13.838349] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.018253] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.120307] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:14.121915] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:14.135030] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:14.272011] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.406732] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:14.411583] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.531892] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.575324] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:14.690932] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:14.699365] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.805760] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:14.987822] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:14.991744] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:15.022957] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:15.059709] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:15.270476] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:15.279080] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:15.314059] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:15.465618] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:15.557585] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:15.568833] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:15.571792] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:15.830489] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:15.845337] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:15.859218] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:15.913601] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:16.092889] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.093186] [INFO ] [CONFIGURE ] MHUA: KEPT add_order_flow_imbalance (score: 70.00%) [2025-11-26T20:47:16.094077] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 54/270 | Remaining: 216 | Rate: 80.6/min [2025-11-26T20:47:16.094197] [INFO ] [CONFIGURE ] MHUA: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:47:16.094294] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-26T20:47:16.141742] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.163464] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.163896] [INFO ] [CONFIGURE ] PRME: DISCARDED add_opening_strength (score: 80.00%) [2025-11-26T20:47:16.164746] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 55/270 | Remaining: 215 | Rate: 81.9/min [2025-11-26T20:47:16.164881] [INFO ] [CONFIGURE ] PRME: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:47:16.164989] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-26T20:47:16.364373] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.370201] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.433373] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:16.433662] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.434023] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_opening_strength (score: 60.00%) [2025-11-26T20:47:16.434910] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 56/270 | Remaining: 214 | Rate: 82.9/min [2025-11-26T20:47:16.435035] [INFO ] [CONFIGURE ] SHOP: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:47:16.435162] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_order_flow_imbalance'] [2025-11-26T20:47:16.645911] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:16.713676] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:16.720298] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:16.818480] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:16.914984] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:16.978190] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:17.007035] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:17.180897] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:47:17.260363] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:17.272578] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:17.296010] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:17.449504] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:17.538670] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:17.578401] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:17.716199] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:17.736234] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:17.815055] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:17.858725] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:17.982448] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:18.102828] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:18.144893] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:18.200411] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:18.200837] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-26T20:47:18.201793] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 57/270 | Remaining: 213 | Rate: 80.8/min [2025-11-26T20:47:18.201925] [INFO ] [CONFIGURE ] OCCI: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:47:18.202030] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-26T20:47:18.254217] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:18.380682] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:18.438564] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:18.529045] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:18.637245] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:18.658033] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:18.726581] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:18.796172] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:18.796503] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-26T20:47:18.797393] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 58/270 | Remaining: 212 | Rate: 81.1/min [2025-11-26T20:47:18.797507] [INFO ] [CONFIGURE ] MHUA: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:47:18.797618] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_overnight_gap'] [2025-11-26T20:47:18.947132] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:18.947593] [INFO ] [CONFIGURE ] PRME: DISCARDED add_order_flow_imbalance (score: 80.00%) [2025-11-26T20:47:18.948728] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 59/270 | Remaining: 211 | Rate: 82.2/min [2025-11-26T20:47:18.948868] [INFO ] [CONFIGURE ] PRME: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:47:18.948986] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum'] [2025-11-26T20:47:19.022840] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:19.064867] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:19.080969] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:19.227238] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:19.316793] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:19.317141] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-26T20:47:19.318142] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 60/270 | Remaining: 210 | Rate: 82.9/min [2025-11-26T20:47:19.318271] [INFO ] [CONFIGURE ] SHOP: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:47:19.318382] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_morning_momentum'] [2025-11-26T20:47:19.371711] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:19.479038] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:19.496736] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:19.592898] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:19.674067] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:19.739346] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:19.859144] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:19.934139] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:19.980325] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:19.990783] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:20.131875] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:20.249604] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:20.256742] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:20.379297] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:20.395999] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:20.505784] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:20.540716] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:20.671494] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:20.757567] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:20.813209] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:20.823024] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:20.941769] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:21.048969] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:21.114137] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:21.210529] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:21.263512] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:21.313010] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:21.396519] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:21.476860] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:21.565284] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:21.565767] [INFO ] [CONFIGURE ] PRME: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-26T20:47:21.566716] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 61/270 | Remaining: 209 | Rate: 80.1/min [2025-11-26T20:47:21.566844] [INFO ] [CONFIGURE ] PRME: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:47:21.566952] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap'] [2025-11-26T20:47:21.686911] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:21.687113] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-26T20:47:21.691595] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 62/270 | Remaining: 208 | Rate: 81.2/min [2025-11-26T20:47:21.691723] [INFO ] [CONFIGURE ] MHUA: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:47:21.691786] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_return_2d'] [2025-11-26T20:47:21.702465] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:21.743378] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:21.841965] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:21.980447] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:22.009504] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:22.009876] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-26T20:47:22.010783] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 63/270 | Remaining: 207 | Rate: 82.0/min [2025-11-26T20:47:22.010909] [INFO ] [CONFIGURE ] SHOP: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:47:22.011016] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_overnight_gap'] [2025-11-26T20:47:22.123255] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.132577] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.262337] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.292182] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:22.404216] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:22.560368] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:22.563136] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.563459] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_order_flow_imbalance (score: 40.00%) [2025-11-26T20:47:22.564335] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 64/270 | Remaining: 206 | Rate: 82.3/min [2025-11-26T20:47:22.564454] [INFO ] [CONFIGURE ] OCCI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:47:22.564551] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-26T20:47:22.578208] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:22.683482] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.860930] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.882111] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:22.962590] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:22.980509] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:23.154007] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:23.182932] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:23.233853] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:23.381101] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:23.443265] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:23.467309] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:23.505764] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:23.733144] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:23.763074] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:23.778851] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:23.781479] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:24.022383] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:24.046223] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:24.056740] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:24.186849] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:24.314798] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:24.327365] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:24.339708] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:24.340195] [INFO ] [CONFIGURE ] PRME: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:47:24.341219] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 65/270 | Remaining: 205 | Rate: 80.5/min [2025-11-26T20:47:24.341354] [INFO ] [CONFIGURE ] PRME: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:47:24.341465] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-26T20:47:24.596392] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:24.613568] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:24.613883] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:47:24.614777] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 66/270 | Remaining: 204 | Rate: 81.3/min [2025-11-26T20:47:24.614895] [INFO ] [CONFIGURE ] MHUA: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:47:24.614992] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_volatility_5d'] [2025-11-26T20:47:24.616012] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:24.619448] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:24.877223] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:24.896557] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:24.898292] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:24.898503] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-26T20:47:24.899406] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 67/270 | Remaining: 203 | Rate: 82.0/min [2025-11-26T20:47:24.899480] [INFO ] [CONFIGURE ] SHOP: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:47:24.899530] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_return_2d'] [2025-11-26T20:47:25.003137] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:25.137311] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.171904] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.182249] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:25.396179] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.408383] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:25.443589] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.471195] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:25.662425] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.723353] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.768461] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:25.829991] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:25.941057] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:26.020323] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:26.055252] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:26.202949] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:26.254215] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:26.302619] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:26.338956] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:26.463586] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:26.582086] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:26.647265] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:26.664047] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:26.664242] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-26T20:47:26.665051] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 68/270 | Remaining: 202 | Rate: 80.3/min [2025-11-26T20:47:26.665120] [INFO ] [CONFIGURE ] OCCI: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:47:26.665160] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-26T20:47:26.727669] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:26.866820] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:26.948597] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:26.994283] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:27.082999] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:27.142379] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:27.142865] [INFO ] [CONFIGURE ] PRME: KEPT add_pbf_return_2d (score: 90.00%) [2025-11-26T20:47:27.143790] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 69/270 | Remaining: 201 | Rate: 80.8/min [2025-11-26T20:47:27.143923] [INFO ] [CONFIGURE ] PRME: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:47:27.144036] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_volatility_5d'] [2025-11-26T20:47:27.253116] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:27.267279] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:27.267471] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:47:27.268403] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 70/270 | Remaining: 200 | Rate: 81.7/min [2025-11-26T20:47:27.268486] [INFO ] [CONFIGURE ] MHUA: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:47:27.268535] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5'] [2025-11-26T20:47:27.429819] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:27.500317] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:27.527963] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:27.557681] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:27.742089] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:27.784883] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:27.859067] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:27.859387] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:47:27.860346] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 71/270 | Remaining: 199 | Rate: 82.0/min [2025-11-26T20:47:27.860473] [INFO ] [CONFIGURE ] SHOP: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:47:27.860584] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_volatility_5d'] [2025-11-26T20:47:27.912799] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:28.037625] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:28.041403] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:28.129664] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:28.300741] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:28.326412] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:28.333629] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:28.394379] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:28.560513] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:28.622577] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:28.655361] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:28.740488] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:28.825256] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:28.902765] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:28.937688] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:29.087611] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:29.162761] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:29.188523] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:29.206272] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:29.350179] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:29.467180] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:29.472981] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:29.580387] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:29.615430] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:47:29.730193] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:29.752076] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:29.880984] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:29.881304] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-26T20:47:29.882196] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 72/270 | Remaining: 198 | Rate: 80.0/min [2025-11-26T20:47:29.882310] [INFO ] [CONFIGURE ] MHUA: Testing feature 20/29: add_price_rejection [2025-11-26T20:47:29.882408] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_price_rejection'] [2025-11-26T20:47:29.993240] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:29.999412] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:30.043224] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.043874] [INFO ] [CONFIGURE ] PRME: DISCARDED add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:47:30.044892] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 73/270 | Remaining: 197 | Rate: 80.9/min [2025-11-26T20:47:30.045033] [INFO ] [CONFIGURE ] PRME: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:47:30.045146] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_pbf_vs_sma_5'] [2025-11-26T20:47:30.162881] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.285272] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.337218] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:30.422146] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:30.444819] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:30.550749] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.551097] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-26T20:47:30.551994] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 74/270 | Remaining: 196 | Rate: 81.2/min [2025-11-26T20:47:30.552172] [INFO ] [CONFIGURE ] SHOP: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:47:30.552279] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5'] [2025-11-26T20:47:30.617876] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.728241] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.814439] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:30.843434] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:30.843602] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-26T20:47:30.844451] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 75/270 | Remaining: 195 | Rate: 81.9/min [2025-11-26T20:47:30.844534] [INFO ] [CONFIGURE ] OCCI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:47:30.844585] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-26T20:47:30.900503] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:31.018227] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:31.073684] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:31.176868] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:31.235682] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:31.300279] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:31.325758] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:31.457338] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:31.584475] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:31.585756] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:31.625822] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:31.743686] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:31.841924] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:31.868744] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:32.021750] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:32.054486] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:32.105484] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:32.163874] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:32.342540] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:32.368999] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:32.419392] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:32.460117] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:32.627876] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:32.633470] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:32.752545] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:32.752783] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_price_rejection (score: 60.00%) [2025-11-26T20:47:32.753596] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 76/270 | Remaining: 194 | Rate: 80.2/min [2025-11-26T20:47:32.753697] [INFO ] [CONFIGURE ] MHUA: Testing feature 21/29: add_range_position [2025-11-26T20:47:32.753895] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_range_position'] [2025-11-26T20:47:32.815557] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:32.895488] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:32.908383] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:32.908879] [INFO ] [CONFIGURE ] PRME: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-26T20:47:32.909846] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 77/270 | Remaining: 193 | Rate: 81.0/min [2025-11-26T20:47:32.909986] [INFO ] [CONFIGURE ] PRME: Testing feature 20/29: add_price_rejection [2025-11-26T20:47:32.910099] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_price_rejection'] [2025-11-26T20:47:33.052472] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-11, Predicted=1.0, Actual=1 [2025-11-26T20:47:33.157072] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:33.157263] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-26T20:47:33.158200] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 78/270 | Remaining: 192 | Rate: 81.7/min [2025-11-26T20:47:33.158325] [INFO ] [CONFIGURE ] SHOP: Testing feature 20/29: add_price_rejection [2025-11-26T20:47:33.158430] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-26T20:47:33.207216] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:33.210166] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:33.346028] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:33.433851] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:33.515806] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:33.605996] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:33.639429] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:33.714167] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:33.821524] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:33.938609] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:33.997112] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:34.007228] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:34.133133] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:34.242543] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:34.293103] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:34.434588] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:34.456065] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:34.544946] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:34.580678] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:34.769244] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:34.839344] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:34.839752] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_pbf_volatility_5d (score: 40.00%) [2025-11-26T20:47:34.840712] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 79/270 | Remaining: 191 | Rate: 80.4/min [2025-11-26T20:47:34.840831] [INFO ] [CONFIGURE ] OCCI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:47:34.840930] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-26T20:47:34.847239] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:34.859934] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:35.081527] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:35.158827] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:35.160800] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:35.240194] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:35.380583] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:35.439198] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:35.469960] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:35.635035] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:35.693969] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:35.718252] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:35.773430] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:35.773675] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:47:35.774404] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 80/270 | Remaining: 190 | Rate: 80.1/min [2025-11-26T20:47:35.774485] [INFO ] [CONFIGURE ] MHUA: Testing feature 22/29: add_realized_volatility [2025-11-26T20:47:35.774535] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_realized_volatility'] [2025-11-26T20:47:36.007721] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:36.007986] [INFO ] [CONFIGURE ] SHOP: KEPT add_price_rejection (score: 70.00%) [2025-11-26T20:47:36.008852] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 81/270 | Remaining: 189 | Rate: 80.8/min [2025-11-26T20:47:36.008979] [INFO ] [CONFIGURE ] SHOP: Testing feature 21/29: add_range_position [2025-11-26T20:47:36.009085] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_range_position'] [2025-11-26T20:47:36.024921] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:36.025306] [INFO ] [CONFIGURE ] PRME: DISCARDED add_price_rejection (score: 80.00%) [2025-11-26T20:47:36.026262] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 82/270 | Remaining: 188 | Rate: 81.8/min [2025-11-26T20:47:36.026399] [INFO ] [CONFIGURE ] PRME: Testing feature 21/29: add_range_position [2025-11-26T20:47:36.026510] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_range_position'] [2025-11-26T20:47:36.029950] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:36.145878] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:36.332311] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:36.359416] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:36.421065] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:36.515737] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:36.650962] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:36.691817] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:36.809680] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:36.880052] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:36.964195] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:37.020484] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:37.200698] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:37.242023] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:37.283577] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:37.346337] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:37.598225] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:37.602940] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:37.607007] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:37.667747] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:37.924079] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:37.973157] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:37.984367] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:38.013367] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:38.253595] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:38.311102] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:38.344606] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:38.414078] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:38.577157] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:38.633617] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:38.721157] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:38.814160] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:38.814463] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%) [2025-11-26T20:47:38.815351] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 83/270 | Remaining: 187 | Rate: 79.1/min [2025-11-26T20:47:38.815467] [INFO ] [CONFIGURE ] OCCI: Testing feature 20/29: add_price_rejection [2025-11-26T20:47:38.815566] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-26T20:47:38.897116] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:38.949007] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:39.089611] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:39.219056] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:39.219411] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_range_position (score: 50.00%) [2025-11-26T20:47:39.220259] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 84/270 | Remaining: 186 | Rate: 79.6/min [2025-11-26T20:47:39.220389] [INFO ] [CONFIGURE ] SHOP: Testing feature 22/29: add_realized_volatility [2025-11-26T20:47:39.220448] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_realized_volatility'] [2025-11-26T20:47:39.230506] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:39.274158] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:39.274382] [INFO ] [CONFIGURE ] PRME: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:47:39.275318] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 85/270 | Remaining: 185 | Rate: 80.5/min [2025-11-26T20:47:39.275449] [INFO ] [CONFIGURE ] PRME: Testing feature 22/29: add_realized_volatility [2025-11-26T20:47:39.275506] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_realized_volatility'] [2025-11-26T20:47:39.467296] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:39.467465] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:47:39.468325] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 86/270 | Remaining: 184 | Rate: 81.2/min [2025-11-26T20:47:39.468412] [INFO ] [CONFIGURE ] MHUA: Testing feature 23/29: add_recent_range_context [2025-11-26T20:47:39.468591] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_recent_range_context'] [2025-11-26T20:47:39.616465] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:39.648768] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:39.663935] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:39.750900] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:40.020512] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:40.030705] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:40.052226] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:40.077358] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:40.353922] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:40.525545] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:40.542990] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:40.577602] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:40.741932] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:41.024048] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:41.099488] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:41.108637] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:41.118631] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:41.386824] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:41.445101] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:41.530824] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:41.563122] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:41.679530] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:41.838488] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:41.937045] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:41.968465] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:41.997667] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:42.225313] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:42.251068] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:47:42.339867] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:42.453943] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:42.541565] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:42.541904] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_recent_range_context (score: 40.00%) [2025-11-26T20:47:42.542788] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 87/270 | Remaining: 183 | Rate: 78.3/min [2025-11-26T20:47:42.542918] [INFO ] [CONFIGURE ] MHUA: Testing feature 24/29: add_rsi [2025-11-26T20:47:42.543033] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_ema', 'add_rsi'] [2025-11-26T20:47:42.603957] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:42.763838] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:42.876691] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:42.877376] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:42.995356] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:43.171525] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:43.208252] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:43.306022] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:43.306341] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_price_rejection (score: 60.00%) [2025-11-26T20:47:43.307253] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 88/270 | Remaining: 182 | Rate: 78.3/min [2025-11-26T20:47:43.307372] [INFO ] [CONFIGURE ] OCCI: Testing feature 21/29: add_range_position [2025-11-26T20:47:43.307473] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-26T20:47:43.379902] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:43.380220] [INFO ] [CONFIGURE ] PRME: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:47:43.381075] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 89/270 | Remaining: 181 | Rate: 79.1/min [2025-11-26T20:47:43.381235] [INFO ] [CONFIGURE ] PRME: Testing feature 23/29: add_recent_range_context [2025-11-26T20:47:43.381315] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_recent_range_context'] [2025-11-26T20:47:43.539998] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:43.577413] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:43.577809] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:47:43.578663] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 90/270 | Remaining: 180 | Rate: 79.8/min [2025-11-26T20:47:43.578795] [INFO ] [CONFIGURE ] SHOP: Testing feature 23/29: add_recent_range_context [2025-11-26T20:47:43.578903] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_recent_range_context'] [2025-11-26T20:47:43.665228] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:43.753923] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:43.871334] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:43.873372] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:43.950779] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:44.174675] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:44.215965] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:44.234729] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:44.247548] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:44.476658] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:47:44.527430] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:47:44.577596] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:44.667913] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:44.775582] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:44.815198] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:44.911604] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:45.076808] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:45.096682] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:45.110910] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:45.252137] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:45.374703] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:45.377672] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:45.554615] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:45.591744] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:45.663848] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:45.675556] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:45.935846] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:45.936039] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:47:45.936905] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 91/270 | Remaining: 179 | Rate: 77.9/min [2025-11-26T20:47:45.936974] [INFO ] [CONFIGURE ] MHUA: Testing feature 25/29: add_tick_distribution [2025-11-26T20:47:45.937015] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_tick_distribution'] [2025-11-26T20:47:45.947948] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:45.979825] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:46.000701] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:46.209877] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:46.235175] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:46.235459] [INFO ] [CONFIGURE ] PRME: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:47:46.236280] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 92/270 | Remaining: 178 | Rate: 78.5/min [2025-11-26T20:47:46.236407] [INFO ] [CONFIGURE ] PRME: Testing feature 24/29: add_rsi [2025-11-26T20:47:46.236524] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_ema', 'add_rsi'] [2025-11-26T20:47:46.293210] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:46.433413] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:46.478463] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:46.573447] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:46.605599] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:46.605814] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:47:46.606638] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 93/270 | Remaining: 177 | Rate: 78.9/min [2025-11-26T20:47:46.606732] [INFO ] [CONFIGURE ] SHOP: Testing feature 24/29: add_rsi [2025-11-26T20:47:46.606780] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_rsi'] [2025-11-26T20:47:46.743135] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:46.866836] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:46.902358] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:46.912670] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:47.009037] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:47.213526] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:47.255449] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:47.279584] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:47.323859] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:47.516064] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:47.551824] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:47.593597] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:47.761491] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:47.761731] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_range_position (score: 30.00%) [2025-11-26T20:47:47.762711] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 94/270 | Remaining: 176 | Rate: 78.5/min [2025-11-26T20:47:47.762828] [INFO ] [CONFIGURE ] OCCI: Testing feature 22/29: add_realized_volatility [2025-11-26T20:47:47.762924] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility'] [2025-11-26T20:47:47.818389] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:47.824999] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:47.948332] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:48.092343] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:48.130530] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:48.273635] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:48.302739] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:48.363490] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:48.438842] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:48.634959] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:48.635249] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_tick_distribution (score: 60.00%) [2025-11-26T20:47:48.636220] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 95/270 | Remaining: 175 | Rate: 78.3/min [2025-11-26T20:47:48.636337] [INFO ] [CONFIGURE ] MHUA: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:47:48.636471] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation'] [2025-11-26T20:47:48.669095] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:48.750582] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:48.785035] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:48.911082] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:49.020397] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:49.053906] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:49.180918] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:49.290486] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:49.358310] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:49.371379] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:49.454987] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:47:49.667490] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:49.667739] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:47:49.668608] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 96/270 | Remaining: 174 | Rate: 78.1/min [2025-11-26T20:47:49.668708] [INFO ] [CONFIGURE ] SHOP: Testing feature 25/29: add_tick_distribution [2025-11-26T20:47:49.668920] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_tick_distribution'] [2025-11-26T20:47:49.722830] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:49.723203] [INFO ] [CONFIGURE ] PRME: DISCARDED add_rsi (score: 70.00%) [2025-11-26T20:47:49.724068] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 97/270 | Remaining: 173 | Rate: 78.8/min [2025-11-26T20:47:49.724196] [INFO ] [CONFIGURE ] PRME: Testing feature 25/29: add_tick_distribution [2025-11-26T20:47:49.724303] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_tick_distribution'] [2025-11-26T20:47:49.727747] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:49.826052] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:49.957632] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:49.999123] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:50.003600] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:50.281305] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:50.283235] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:50.290921] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:50.368567] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:50.561199] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:50.562082] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:50.624208] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:50.848483] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:50.849873] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:50.889099] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:50.919550] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:51.135201] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:51.136847] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:47:51.210263] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:51.394712] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:51.415192] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:51.415546] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_volume_momentum_confirmation (score: 40.00%) [2025-11-26T20:47:51.415480] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:51.416421] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 98/270 | Remaining: 172 | Rate: 77.8/min [2025-11-26T20:47:51.416555] [INFO ] [CONFIGURE ] MHUA: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:47:51.416671] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_price_divergence'] [2025-11-26T20:47:51.498787] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:51.698444] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:51.707188] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:51.787673] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:51.897392] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:51.978632] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:51.991949] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:52.076391] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:52.260807] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:52.277884] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:52.369413] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:52.401717] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:47:52.549993] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:52.550371] [INFO ] [CONFIGURE ] PRME: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-26T20:47:52.551233] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 99/270 | Remaining: 171 | Rate: 77.5/min [2025-11-26T20:47:52.551374] [INFO ] [CONFIGURE ] PRME: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:47:52.551484] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_momentum_confirmation'] [2025-11-26T20:47:52.564679] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:52.664734] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:52.665091] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-26T20:47:52.665928] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 100/270 | Remaining: 170 | Rate: 78.1/min [2025-11-26T20:47:52.666050] [INFO ] [CONFIGURE ] SHOP: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:47:52.666231] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_volume_momentum_confirmation'] [2025-11-26T20:47:52.844178] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:52.867293] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:52.908500] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:52.908751] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_realized_volatility (score: 60.00%) [2025-11-26T20:47:52.909746] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 101/270 | Remaining: 169 | Rate: 78.7/min [2025-11-26T20:47:52.909863] [INFO ] [CONFIGURE ] OCCI: Testing feature 23/29: add_recent_range_context [2025-11-26T20:47:52.909964] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context'] [2025-11-26T20:47:52.961748] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:53.150057] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:53.176572] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:53.275630] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:53.323514] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:53.437594] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:53.466469] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:53.575588] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:53.730369] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:53.735996] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:53.760747] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:53.876016] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:47:54.028516] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:54.059732] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:54.139977] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:54.176076] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:54.314450] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:54.356980] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:54.357307] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-26T20:47:54.359148] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 102/270 | Remaining: 168 | Rate: 78.0/min [2025-11-26T20:47:54.359279] [INFO ] [CONFIGURE ] MHUA: Testing feature 28/29: add_volume_profile [2025-11-26T20:47:54.359376] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_volume_profile'] [2025-11-26T20:47:54.479412] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:54.547305] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:54.600128] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:54.655030] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:54.793052] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:54.892185] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:54.937511] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:54.957746] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:55.096285] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:55.181632] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:55.218475] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:55.366065] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:55.411544] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:55.483995] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:47:55.484285] [INFO ] [CONFIGURE ] PRME: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-26T20:47:55.485186] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 103/270 | Remaining: 167 | Rate: 77.6/min [2025-11-26T20:47:55.485315] [INFO ] [CONFIGURE ] PRME: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:47:55.485422] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_price_divergence'] [2025-11-26T20:47:55.497869] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:47:55.721955] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:55.722315] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-26T20:47:55.723153] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 104/270 | Remaining: 166 | Rate: 78.2/min [2025-11-26T20:47:55.723281] [INFO ] [CONFIGURE ] SHOP: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:47:55.723390] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_volume_price_divergence'] [2025-11-26T20:47:55.777584] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:55.777916] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:55.794575] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:56.043080] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:47:56.072248] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:56.097746] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:56.211776] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:56.366923] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:56.373708] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:56.404395] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:56.628065] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:56.663431] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:56.675445] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:56.708963] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:56.954081] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:47:56.984157] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:57.013588] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:57.047723] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:57.048062] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_recent_range_context (score: 20.00%) [2025-11-26T20:47:57.049011] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 105/270 | Remaining: 165 | Rate: 77.6/min [2025-11-26T20:47:57.049128] [INFO ] [CONFIGURE ] OCCI: Testing feature 24/29: add_rsi [2025-11-26T20:47:57.049225] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi'] [2025-11-26T20:47:57.248259] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:57.248601] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_volume_profile (score: 40.00%) [2025-11-26T20:47:57.249573] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 106/270 | Remaining: 164 | Rate: 78.2/min [2025-11-26T20:47:57.249709] [INFO ] [CONFIGURE ] MHUA: Testing feature 29/29: add_vwap [2025-11-26T20:47:57.249811] [INFO ] [CONFIGURE ] MHUA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance', 'add_vwap'] [2025-11-26T20:47:57.293550] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:47:57.311866] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:47:57.512215] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:57.541045] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-11, Predicted=0.0, Actual=1 [2025-11-26T20:47:57.606845] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:57.610876] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:57.833466] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:47:57.917277] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:57.919888] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:47:57.972695] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:47:58.125261] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:58.224880] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:47:58.244849] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:47:58.414166] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:58.439901] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:58.531446] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:58.531837] [INFO ] [CONFIGURE ] PRME: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-26T20:47:58.532702] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 107/270 | Remaining: 163 | Rate: 77.7/min [2025-11-26T20:47:58.532833] [INFO ] [CONFIGURE ] PRME: Testing feature 28/29: add_volume_profile [2025-11-26T20:47:58.532941] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_volume_profile'] [2025-11-26T20:47:58.570053] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:47:58.708513] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:47:58.818978] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:58.888808] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:47:58.889236] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_volume_price_divergence (score: 50.00%) [2025-11-26T20:47:58.890117] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 108/270 | Remaining: 162 | Rate: 78.1/min [2025-11-26T20:47:58.890253] [INFO ] [CONFIGURE ] SHOP: Testing feature 28/29: add_volume_profile [2025-11-26T20:47:58.890377] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_volume_profile'] [2025-11-26T20:47:58.905320] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:47:59.000097] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:47:59.113270] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:47:59.205993] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:47:59.300094] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:47:59.379510] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:47:59.450341] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:47:59.512115] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:47:59.588571] [DEBUG] [FORECASTER] MHUA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0 [2025-11-26T20:47:59.773314] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:47:59.828226] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:47:59.845988] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:47:59.890231] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:00.083940] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:00.133132] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:00.185520] [DEBUG] [FORECASTER] MHUA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:00.185806] [INFO ] [CONFIGURE ] MHUA: DISCARDED add_vwap (score: 50.00%) [2025-11-26T20:48:00.186719] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 109/270 | Remaining: 161 | Rate: 77.6/min [2025-11-26T20:48:00.186837] [INFO ] [CONFIGURE ] MHUA: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:48:00.186936] [INFO ] [CONFIGURE ] MHUA: Best accuracy: 70.00% [2025-11-26T20:48:00.187030] [INFO ] [CONFIGURE ] MHUA: Best feature set (2 features): ['add_cumulative_delta', 'add_order_flow_imbalance'] [2025-11-26T20:48:00.187121] [INFO ] [CONFIGURE ] MHUA: Improvement over baseline: 20.00% [2025-11-26T20:48:00.187208] [INFO ] [CONFIGURE ] MHUA: Total time: 1.4 minutes [2025-11-26T20:48:00.187296] [INFO ] [CONFIGURE ] MHUA: Average time per feature: 2.8 seconds [2025-11-26T20:48:00.187385] [INFO ] [CONFIGURE ] MHUA: Average speed: 0.35 features/sec [2025-11-26T20:48:00.187888] [INFO ] [LOCAL ] Saved configuration for MHUA: 2 features, 70.00% accuracy -> ./output/feature-sets/MHUA.json [2025-11-26T20:48:00.188004] [INFO ] [CONFIGURE ] MHUA: Configuration saved successfully: 2 features, 70.00% accuracy. [2025-11-26T20:48:00.189924] [INFO ] [sig ] [1/9] MHUA OK in 1m 24s. ETA: 11m 14s. Rate: 0.7 sym/min [2025-11-26T20:48:00.191339] [INFO ] [CONFIGURE ] SMCI: Configurate test run. [2025-11-26T20:48:00.191440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'. [2025-11-26T20:48:00.204234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCI'. [2025-11-26T20:48:00.204821] [INFO ] [CONFIGURE ] SMCI: Testing with 29 available features [2025-11-26T20:48:00.204969] [INFO ] [CONFIGURE ] SMCI: Establishing baseline with no features... [2025-11-26T20:48:00.319556] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:00.390549] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:00.398959] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:00.455201] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:00.589833] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:00.752679] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:00.794224] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:00.842927] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:01.038775] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:01.105875] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:01.167082] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:01.171606] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:01.410083] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:01.460403] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:01.494429] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:01.547206] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:01.721716] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:01.810041] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:01.814270] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:01.814392] [INFO ] [CONFIGURE ] PRME: DISCARDED add_volume_profile (score: 80.00%) [2025-11-26T20:48:01.815215] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 110/270 | Remaining: 160 | Rate: 76.8/min [2025-11-26T20:48:01.815279] [INFO ] [CONFIGURE ] PRME: Testing feature 29/29: add_vwap [2025-11-26T20:48:01.815321] [INFO ] [CONFIGURE ] PRME: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d', 'add_vwap'] [2025-11-26T20:48:01.937032] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:02.025269] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:02.025673] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_rsi (score: 40.00%) [2025-11-26T20:48:02.026571] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 111/270 | Remaining: 159 | Rate: 77.3/min [2025-11-26T20:48:02.026709] [INFO ] [CONFIGURE ] OCCI: Testing feature 25/29: add_tick_distribution [2025-11-26T20:48:02.026817] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution'] [2025-11-26T20:48:02.113092] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:02.113266] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_volume_profile (score: 50.00%) [2025-11-26T20:48:02.113628] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:02.114035] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 112/270 | Remaining: 158 | Rate: 77.9/min [2025-11-26T20:48:02.114101] [INFO ] [CONFIGURE ] SHOP: Testing feature 29/29: add_vwap [2025-11-26T20:48:02.114141] [INFO ] [CONFIGURE ] SHOP: Testing with features: ['add_daily_returns', 'add_ema', 'add_price_rejection', 'add_vwap'] [2025-11-26T20:48:02.137222] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:02.340160] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:02.419458] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:02.425839] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:02.429380] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:48:02.539983] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:02.540284] [INFO ] [CONFIGURE ] SMCI: Baseline score (no features): 50.00% [2025-11-26T20:48:02.540843] [INFO ] [CONFIGURE ] SMCI: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:48:02.540972] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:48:02.726051] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:02.727192] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:48:02.775026] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:02.824040] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:03.020811] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:03.024081] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:48:03.031213] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:03.226399] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:03.262979] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:03.325464] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:03.338454] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:03.496124] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:03.629952] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:03.630114] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:03.647263] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:03.733281] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:03.931540] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:03.958292] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:03.964869] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:04.031260] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:04.193837] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:04.230233] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:04.268506] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:04.423048] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:04.451438] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:04.534945] [DEBUG] [FORECASTER] PRME: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:04.582008] [DEBUG] [FORECASTER] SHOP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:04.656904] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:04.839828] [DEBUG] [FORECASTER] PRME: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:04.840160] [INFO ] [CONFIGURE ] PRME: DISCARDED add_vwap (score: 60.00%) [2025-11-26T20:48:04.841102] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 114/270 | Remaining: 156 | Rate: 76.9/min [2025-11-26T20:48:04.841221] [INFO ] [CONFIGURE ] PRME: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:48:04.841322] [INFO ] [CONFIGURE ] PRME: Best accuracy: 90.00% [2025-11-26T20:48:04.841378] [INFO ] [CONFIGURE ] PRME: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_return_2d'] [2025-11-26T20:48:04.841469] [INFO ] [CONFIGURE ] PRME: Improvement over baseline: 40.00% [2025-11-26T20:48:04.841557] [INFO ] [CONFIGURE ] PRME: Total time: 1.4 minutes [2025-11-26T20:48:04.841604] [INFO ] [CONFIGURE ] PRME: Average time per feature: 3.0 seconds [2025-11-26T20:48:04.841715] [INFO ] [CONFIGURE ] PRME: Average speed: 0.33 features/sec [2025-11-26T20:48:04.842028] [INFO ] [LOCAL ] Saved configuration for PRME: 2 features, 90.00% accuracy -> ./output/feature-sets/PRME.json [2025-11-26T20:48:04.842151] [INFO ] [CONFIGURE ] PRME: Configuration saved successfully: 2 features, 90.00% accuracy. [2025-11-26T20:48:04.843865] [INFO ] [CONFIGURE ] SMTC: Configurate test run. [2025-11-26T20:48:04.843948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'. [2025-11-26T20:48:04.842947] [INFO ] [sig ] [2/9] PRME OK in 1m 29s. ETA: 5m 11s. Rate: 1.3 sym/min [2025-11-26T20:48:04.856332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTC'. [2025-11-26T20:48:04.856746] [INFO ] [CONFIGURE ] SMTC: Testing with 29 available features [2025-11-26T20:48:04.856852] [INFO ] [CONFIGURE ] SMTC: Establishing baseline with no features... [2025-11-26T20:48:04.861181] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:04.892133] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:04.893181] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:04.893589] [INFO ] [CONFIGURE ] SMCI: KEPT add_bollinger_bands (score: 60.00%) [2025-11-26T20:48:04.894510] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 115/270 | Remaining: 155 | Rate: 77.5/min [2025-11-26T20:48:04.894635] [INFO ] [CONFIGURE ] SMCI: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:48:04.894757] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-26T20:48:05.033608] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:05.174377] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:05.199252] [DEBUG] [FORECASTER] SHOP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:05.199573] [INFO ] [CONFIGURE ] SHOP: DISCARDED add_vwap (score: 40.00%) [2025-11-26T20:48:05.200520] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 116/270 | Remaining: 154 | Rate: 77.9/min [2025-11-26T20:48:05.200658] [INFO ] [CONFIGURE ] SHOP: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:48:05.200758] [INFO ] [CONFIGURE ] SHOP: Best accuracy: 70.00% [2025-11-26T20:48:05.200852] [INFO ] [CONFIGURE ] SHOP: Best feature set (3 features): ['add_daily_returns', 'add_ema', 'add_price_rejection'] [2025-11-26T20:48:05.200945] [INFO ] [CONFIGURE ] SHOP: Improvement over baseline: 30.00% [2025-11-26T20:48:05.201034] [INFO ] [CONFIGURE ] SHOP: Total time: 1.5 minutes [2025-11-26T20:48:05.201124] [INFO ] [CONFIGURE ] SHOP: Average time per feature: 3.0 seconds [2025-11-26T20:48:05.201214] [INFO ] [CONFIGURE ] SHOP: Average speed: 0.33 features/sec [2025-11-26T20:48:05.201557] [INFO ] [LOCAL ] Saved configuration for SHOP: 3 features, 70.00% accuracy -> ./output/feature-sets/SHOP.json [2025-11-26T20:48:05.201686] [INFO ] [CONFIGURE ] SHOP: Configuration saved successfully: 3 features, 70.00% accuracy. [2025-11-26T20:48:05.202739] [INFO ] [sig ] [3/9] SHOP OK in 1m 29s. ETA: 2m 59s. Rate: 2.0 sym/min [2025-11-26T20:48:05.203311] [INFO ] [CONFIGURE ] SOFI: Configurate test run. [2025-11-26T20:48:05.203382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'. [2025-11-26T20:48:05.212397] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:05.214404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOFI'. [2025-11-26T20:48:05.214762] [INFO ] [CONFIGURE ] SOFI: Testing with 29 available features [2025-11-26T20:48:05.214997] [INFO ] [CONFIGURE ] SOFI: Establishing baseline with no features... [2025-11-26T20:48:05.276699] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:05.397566] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:05.408171] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:05.459150] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:05.578517] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:05.583793] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:05.684241] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:05.736440] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:05.757552] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:05.758805] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:48:05.936059] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:05.941000] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:06.016204] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.092996] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:06.093238] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-26T20:48:06.094147] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 117/270 | Remaining: 153 | Rate: 77.8/min [2025-11-26T20:48:06.094278] [INFO ] [CONFIGURE ] OCCI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:48:06.094386] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation'] [2025-11-26T20:48:06.116182] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.123930] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.294546] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:06.298276] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:06.307635] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:06.476882] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.489518] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.499183] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:06.572781] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.657932] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:06.658108] [INFO ] [CONFIGURE ] SMTC: Baseline score (no features): 40.00% [2025-11-26T20:48:06.658584] [INFO ] [CONFIGURE ] SMTC: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:48:06.658661] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:48:06.673005] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:06.850045] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:06.856395] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:06.878895] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:06.903076] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.042418] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:07.042925] [INFO ] [CONFIGURE ] SOFI: Baseline score (no features): 40.00% [2025-11-26T20:48:07.043411] [INFO ] [CONFIGURE ] SOFI: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:48:07.043522] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:48:07.101514] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:07.138188] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:07.275584] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.313793] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.319807] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.434935] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.506421] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.538630] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.720358] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:07.737538] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:07.737927] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_cumulative_delta (score: 20.00%) [2025-11-26T20:48:07.738849] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 120/270 | Remaining: 150 | Rate: 78.4/min [2025-11-26T20:48:07.738976] [INFO ] [CONFIGURE ] SMCI: Testing feature 3/29: add_daily_returns [2025-11-26T20:48:07.739082] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-26T20:48:07.741035] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:07.756955] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:07.971155] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:07.977482] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:07.983498] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:08.127285] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:08.200843] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:08.203370] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:08.226928] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:08.437804] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:08.453840] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:08.475312] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:08.534040] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:08.668257] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:08.678464] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:08.724220] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:08.898582] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:08.902628] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:08.902854] [INFO ] [CONFIGURE ] SMTC: KEPT add_bollinger_bands (score: 50.00%) [2025-11-26T20:48:08.903869] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 121/270 | Remaining: 149 | Rate: 78.0/min [2025-11-26T20:48:08.903990] [INFO ] [CONFIGURE ] SMTC: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:48:08.904047] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-26T20:48:08.944833] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:08.970435] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:09.132381] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:09.182740] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:09.219075] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:09.356865] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:09.363624] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:09.363969] [INFO ] [CONFIGURE ] SOFI: KEPT add_bollinger_bands (score: 50.00%) [2025-11-26T20:48:09.364856] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 122/270 | Remaining: 148 | Rate: 78.3/min [2025-11-26T20:48:09.364975] [INFO ] [CONFIGURE ] SOFI: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:48:09.365070] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta'] [2025-11-26T20:48:09.460639] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:09.465749] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:09.649446] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:09.713473] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:09.741890] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:09.768250] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:09.934025] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:09.963770] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:10.024959] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:10.179078] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:10.179372] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_volume_momentum_confirmation (score: 50.00%) [2025-11-26T20:48:10.180214] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 123/270 | Remaining: 147 | Rate: 78.3/min [2025-11-26T20:48:10.180341] [INFO ] [CONFIGURE ] OCCI: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:48:10.180454] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence'] [2025-11-26T20:48:10.215716] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:10.216047] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_daily_returns (score: 60.00%) [2025-11-26T20:48:10.216960] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 124/270 | Remaining: 146 | Rate: 78.9/min [2025-11-26T20:48:10.217086] [INFO ] [CONFIGURE ] SMCI: Testing feature 4/29: add_ema [2025-11-26T20:48:10.217197] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-26T20:48:10.234568] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:10.304304] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:10.501324] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:10.517135] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:10.581539] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:10.589345] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:10.792319] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:10.811489] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:10.856753] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:11.005009] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:11.095249] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:11.128157] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:11.150670] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:11.396260] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:11.412428] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:11.421583] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:11.433294] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:11.678237] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:11.698546] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:11.711470] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:11.711662] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_cumulative_delta (score: 50.00%) [2025-11-26T20:48:11.712497] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 125/270 | Remaining: 145 | Rate: 78.3/min [2025-11-26T20:48:11.712561] [INFO ] [CONFIGURE ] SMTC: Testing feature 3/29: add_daily_returns [2025-11-26T20:48:11.712605] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-26T20:48:11.842130] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:11.946028] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:11.959101] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:11.985923] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:12.182038] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.259705] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.266184] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:12.271251] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:12.271605] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-26T20:48:12.272588] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 126/270 | Remaining: 144 | Rate: 78.4/min [2025-11-26T20:48:12.272727] [INFO ] [CONFIGURE ] SOFI: Testing feature 3/29: add_daily_returns [2025-11-26T20:48:12.272828] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns'] [2025-11-26T20:48:12.413156] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.533867] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.570184] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:12.645033] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.699712] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:12.777273] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.865110] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:12.876134] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:13.040891] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:13.111713] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:13.115830] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:13.154342] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:13.154716] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_ema (score: 50.00%) [2025-11-26T20:48:13.155506] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 127/270 | Remaining: 143 | Rate: 78.3/min [2025-11-26T20:48:13.155634] [INFO ] [CONFIGURE ] SMCI: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:48:13.155756] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:48:13.288972] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:13.347860] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:13.447773] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:13.536162] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:13.537916] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:13.585367] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:13.754564] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:13.783358] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:13.822728] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:13.963034] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:14.031992] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:14.052689] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:14.066890] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:14.067181] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_daily_returns (score: 40.00%) [2025-11-26T20:48:14.068119] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 128/270 | Remaining: 142 | Rate: 78.2/min [2025-11-26T20:48:14.068236] [INFO ] [CONFIGURE ] SMTC: Testing feature 4/29: add_ema [2025-11-26T20:48:14.068334] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-26T20:48:14.285381] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:14.344616] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:14.360028] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:14.383511] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:14.383694] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_volume_price_divergence (score: 30.00%) [2025-11-26T20:48:14.384410] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 129/270 | Remaining: 141 | Rate: 78.6/min [2025-11-26T20:48:14.384473] [INFO ] [CONFIGURE ] OCCI: Testing feature 28/29: add_volume_profile [2025-11-26T20:48:14.384515] [INFO ] [CONFIGURE ] OCCI: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile'] [2025-11-26T20:48:14.545107] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:14.614366] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:14.671501] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:14.793087] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:14.795328] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:14.795494] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_daily_returns (score: 50.00%) [2025-11-26T20:48:14.796405] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 130/270 | Remaining: 140 | Rate: 78.9/min [2025-11-26T20:48:14.796478] [INFO ] [CONFIGURE ] SOFI: Testing feature 4/29: add_ema [2025-11-26T20:48:14.796520] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_ema'] [2025-11-26T20:48:14.884773] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:14.980249] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:15.081238] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.153509] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.208536] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.290142] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:15.368814] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.425123] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:15.598835] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:15.619447] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.659415] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.701679] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:15.913059] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:15.943060] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:15.971188] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:16.041071] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:16.233182] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:16.244821] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:16.302472] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:16.302763] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-26T20:48:16.303575] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 131/270 | Remaining: 139 | Rate: 78.3/min [2025-11-26T20:48:16.303720] [INFO ] [CONFIGURE ] SMCI: Testing feature 6/29: add_failed_moves [2025-11-26T20:48:16.303831] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-26T20:48:16.457057] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:16.520909] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:16.535709] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:16.549441] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:16.795840] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:16.796235] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_ema (score: 50.00%) [2025-11-26T20:48:16.797204] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 132/270 | Remaining: 138 | Rate: 78.5/min [2025-11-26T20:48:16.797328] [INFO ] [CONFIGURE ] SMTC: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:48:16.797430] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:48:16.800434] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:16.818996] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:16.876303] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:17.045902] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.082634] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.102691] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:17.290966] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.304475] [DEBUG] [FORECASTER] OCCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:17.374082] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.419971] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:17.542153] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.655484] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:17.707848] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:17.708062] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_ema (score: 40.00%) [2025-11-26T20:48:17.708937] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 133/270 | Remaining: 137 | Rate: 78.4/min [2025-11-26T20:48:17.709005] [INFO ] [CONFIGURE ] SOFI: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:48:17.709047] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:48:17.719056] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:17.791707] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.929903] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:17.994881] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:18.042307] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:18.132711] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:18.206462] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:18.287791] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:18.300373] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:18.489733] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:18.546709] [DEBUG] [FORECASTER] OCCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:18.547067] [INFO ] [CONFIGURE ] OCCI: DISCARDED add_volume_profile (score: 50.00%) [2025-11-26T20:48:18.547990] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 134/270 | Remaining: 136 | Rate: 78.3/min [2025-11-26T20:48:18.548117] [INFO ] [CONFIGURE ] OCCI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:48:18.548222] [INFO ] [CONFIGURE ] OCCI: Best accuracy: 60.00% [2025-11-26T20:48:18.548324] [INFO ] [CONFIGURE ] OCCI: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:48:18.548423] [INFO ] [CONFIGURE ] OCCI: Improvement over baseline: 20.00% [2025-11-26T20:48:18.548518] [INFO ] [CONFIGURE ] OCCI: Total time: 1.7 minutes [2025-11-26T20:48:18.548618] [INFO ] [CONFIGURE ] OCCI: Average time per feature: 3.7 seconds [2025-11-26T20:48:18.548733] [INFO ] [CONFIGURE ] OCCI: Average speed: 0.29 features/sec [2025-11-26T20:48:18.549082] [INFO ] [LOCAL ] Saved configuration for OCCI: 4 features, 60.00% accuracy -> ./output/feature-sets/OCCI.json [2025-11-26T20:48:18.549211] [INFO ] [CONFIGURE ] OCCI: Configuration saved successfully: 4 features, 60.00% accuracy. [2025-11-26T20:48:18.550265] [INFO ] [sig ] [4/9] OCCI OK in 1m 43s. ETA: 2m 8s. Rate: 2.3 sym/min [2025-11-26T20:48:18.550856] [INFO ] [CONFIGURE ] SOUN: Configurate test run. [2025-11-26T20:48:18.550997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'. [2025-11-26T20:48:18.553251] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:18.562302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOUN'. [2025-11-26T20:48:18.562686] [INFO ] [CONFIGURE ] SOUN: Testing with 29 available features [2025-11-26T20:48:18.562913] [INFO ] [CONFIGURE ] SOUN: Establishing baseline with no features... [2025-11-26T20:48:18.584764] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:18.737095] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:18.770344] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:18.809863] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:18.810200] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:48:18.811101] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 135/270 | Remaining: 135 | Rate: 78.7/min [2025-11-26T20:48:18.811237] [INFO ] [CONFIGURE ] SMCI: Testing feature 7/29: add_lag_shelf [2025-11-26T20:48:18.811349] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-26T20:48:18.874764] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:18.912944] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:19.048634] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:19.051044] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:19.089860] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:19.165378] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:19.266515] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:19.293431] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:19.329285] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:19.444382] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:19.454590] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:19.537128] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:19.606045] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:19.606364] [INFO ] [CONFIGURE ] SMTC: KEPT add_exhaustion_signals (score: 60.00%) [2025-11-26T20:48:19.607262] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 136/270 | Remaining: 134 | Rate: 78.7/min [2025-11-26T20:48:19.607377] [INFO ] [CONFIGURE ] SMTC: Testing feature 6/29: add_failed_moves [2025-11-26T20:48:19.607475] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves'] [2025-11-26T20:48:19.623403] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:19.745488] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:19.785968] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:19.803574] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:19.891075] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:19.987587] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:20.029445] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:20.042596] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:20.173234] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:20.184983] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:20.266737] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:20.342319] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:20.370748] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:20.371140] [INFO ] [CONFIGURE ] SOUN: Baseline score (no features): 60.00% [2025-11-26T20:48:20.371797] [INFO ] [CONFIGURE ] SOUN: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:48:20.371942] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:48:20.461374] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:20.506466] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:20.599156] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:20.658110] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:20.658432] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_exhaustion_signals (score: 50.00%) [2025-11-26T20:48:20.659384] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 138/270 | Remaining: 132 | Rate: 79.0/min [2025-11-26T20:48:20.659501] [INFO ] [CONFIGURE ] SOFI: Testing feature 6/29: add_failed_moves [2025-11-26T20:48:20.659598] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_failed_moves'] [2025-11-26T20:48:20.747317] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:20.752639] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:20.825859] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:20.888446] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:21.001577] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:21.045289] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:21.065111] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:21.126635] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:21.250013] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:21.250357] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-26T20:48:21.251254] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 139/270 | Remaining: 131 | Rate: 79.2/min [2025-11-26T20:48:21.251400] [INFO ] [CONFIGURE ] SMCI: Testing feature 8/29: add_macd [2025-11-26T20:48:21.251515] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-26T20:48:21.302351] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:21.340237] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:21.370238] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:21.529824] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:21.599550] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:21.611910] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:21.629807] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:21.756347] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:21.854063] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:21.914278] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:21.946381] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:48:21.982785] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:22.091741] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:22.205028] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:22.209140] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:22.288169] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:22.328623] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:22.436639] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:22.499059] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:22.499245] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_failed_moves (score: 60.00%) [2025-11-26T20:48:22.500161] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 140/270 | Remaining: 130 | Rate: 78.8/min [2025-11-26T20:48:22.500372] [INFO ] [CONFIGURE ] SMTC: Testing feature 7/29: add_lag_shelf [2025-11-26T20:48:22.500479] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf'] [2025-11-26T20:48:22.567285] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:22.638297] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:22.665626] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:22.665991] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_bollinger_bands (score: 40.00%) [2025-11-26T20:48:22.666905] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 141/270 | Remaining: 129 | Rate: 79.2/min [2025-11-26T20:48:22.667029] [INFO ] [CONFIGURE ] SOUN: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:48:22.667136] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:48:22.790797] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:22.807279] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:22.907817] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:22.983837] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.050475] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:23.050828] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_failed_moves (score: 50.00%) [2025-11-26T20:48:23.051768] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 142/270 | Remaining: 128 | Rate: 79.5/min [2025-11-26T20:48:23.051887] [INFO ] [CONFIGURE ] SOFI: Testing feature 7/29: add_lag_shelf [2025-11-26T20:48:23.051989] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_lag_shelf'] [2025-11-26T20:48:23.072547] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.149461] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:23.280359] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:23.326682] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.350665] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:23.392347] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.509951] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:23.637778] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:23.649954] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.686959] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.742113] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:23.891638] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:23.923298] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:23.973250] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:24.048444] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:24.132376] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:24.205505] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:24.219747] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:24.378463] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:24.407409] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:24.451584] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:24.513109] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:24.619294] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:24.695408] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:24.761915] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:24.762258] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_macd (score: 50.00%) [2025-11-26T20:48:24.763100] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 143/270 | Remaining: 127 | Rate: 78.8/min [2025-11-26T20:48:24.763228] [INFO ] [CONFIGURE ] SMCI: Testing feature 9/29: add_mfi [2025-11-26T20:48:24.763334] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-26T20:48:24.804512] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:24.860417] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:24.931715] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:25.006438] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:25.104222] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:25.106929] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:25.107272] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_cumulative_delta (score: 60.00%) [2025-11-26T20:48:25.108221] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 144/270 | Remaining: 126 | Rate: 79.1/min [2025-11-26T20:48:25.108350] [INFO ] [CONFIGURE ] SOUN: Testing feature 3/29: add_daily_returns [2025-11-26T20:48:25.108455] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_daily_returns'] [2025-11-26T20:48:25.170168] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:25.252894] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:25.309033] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:25.396253] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:25.396431] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_lag_shelf (score: 50.00%) [2025-11-26T20:48:25.397263] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 145/270 | Remaining: 125 | Rate: 79.4/min [2025-11-26T20:48:25.397412] [INFO ] [CONFIGURE ] SMTC: Testing feature 8/29: add_macd [2025-11-26T20:48:25.397510] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd'] [2025-11-26T20:48:25.410756] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:25.411031] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_lag_shelf (score: 40.00%) [2025-11-26T20:48:25.411943] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 146/270 | Remaining: 124 | Rate: 80.0/min [2025-11-26T20:48:25.412058] [INFO ] [CONFIGURE ] SOFI: Testing feature 8/29: add_macd [2025-11-26T20:48:25.412182] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd'] [2025-11-26T20:48:25.501971] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:25.510034] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:25.710335] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:25.748019] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:25.756789] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:25.763955] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:25.915326] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.002692] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:26.115495] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:26.117958] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:48:26.122817] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.253599] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.320008] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:26.481825] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:26.484668] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.525118] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.527329] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.731075] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:26.771138] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:26.821755] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:26.847822] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:26.935129] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:27.018947] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:27.146900] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:27.147110] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_daily_returns (score: 50.00%) [2025-11-26T20:48:27.148089] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 147/270 | Remaining: 123 | Rate: 79.3/min [2025-11-26T20:48:27.148225] [INFO ] [CONFIGURE ] SOUN: Testing feature 4/29: add_ema [2025-11-26T20:48:27.148337] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_ema'] [2025-11-26T20:48:27.173245] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:27.214361] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:27.270110] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:27.270463] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_mfi (score: 40.00%) [2025-11-26T20:48:27.271319] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 148/270 | Remaining: 122 | Rate: 79.7/min [2025-11-26T20:48:27.271453] [INFO ] [CONFIGURE ] SMCI: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:48:27.271560] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:48:27.390865] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:27.522069] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:27.579482] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:27.619845] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:27.626096] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:27.861712] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:27.867991] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:27.928283] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:27.952428] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:28.099030] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:28.211862] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:28.276913] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:28.286912] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:28.338631] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:28.560922] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:28.580213] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:28.632086] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:28.654847] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:28.819948] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:28.922224] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:28.922525] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_macd (score: 40.00%) [2025-11-26T20:48:28.923442] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 149/270 | Remaining: 121 | Rate: 79.1/min [2025-11-26T20:48:28.923566] [INFO ] [CONFIGURE ] SOFI: Testing feature 9/29: add_mfi [2025-11-26T20:48:28.923685] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_mfi'] [2025-11-26T20:48:28.959884] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:29.019637] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:29.020022] [INFO ] [CONFIGURE ] SMTC: KEPT add_macd (score: 70.00%) [2025-11-26T20:48:29.020890] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 150/270 | Remaining: 120 | Rate: 79.6/min [2025-11-26T20:48:29.021010] [INFO ] [CONFIGURE ] SMTC: Testing feature 9/29: add_mfi [2025-11-26T20:48:29.021111] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi'] [2025-11-26T20:48:29.057780] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:29.174907] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:29.293910] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.297775] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:29.389790] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.421709] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:29.554447] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:29.554634] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_ema (score: 50.00%) [2025-11-26T20:48:29.555678] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 151/270 | Remaining: 119 | Rate: 79.7/min [2025-11-26T20:48:29.555764] [INFO ] [CONFIGURE ] SOUN: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:48:29.555827] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:48:29.631034] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.670821] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.768062] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.796552] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.931191] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:29.961042] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:30.038297] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:30.148111] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:30.181180] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:30.282852] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:30.292239] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:30.427916] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:30.530077] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:30.533682] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:30.634536] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:30.634821] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_momentum_acceleration (score: 30.00%) [2025-11-26T20:48:30.635738] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 152/270 | Remaining: 118 | Rate: 79.5/min [2025-11-26T20:48:30.635880] [INFO ] [CONFIGURE ] SMCI: Testing feature 11/29: add_obv_daily [2025-11-26T20:48:30.635991] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-26T20:48:30.679403] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:30.776672] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:30.909775] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:30.925159] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:30.933317] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:31.021060] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:31.183396] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:31.183401] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:31.263301] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:31.302780] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:31.427179] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:31.427357] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_mfi (score: 50.00%) [2025-11-26T20:48:31.428219] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 153/270 | Remaining: 117 | Rate: 79.5/min [2025-11-26T20:48:31.428286] [INFO ] [CONFIGURE ] SOFI: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:48:31.428327] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:48:31.454446] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:31.505157] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:31.678495] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:31.733480] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:31.747760] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:31.749270] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:31.996705] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:31.996870] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_exhaustion_signals (score: 40.00%) [2025-11-26T20:48:31.997727] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 154/270 | Remaining: 116 | Rate: 79.6/min [2025-11-26T20:48:31.997791] [INFO ] [CONFIGURE ] SOUN: Testing feature 6/29: add_failed_moves [2025-11-26T20:48:31.997829] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_failed_moves'] [2025-11-26T20:48:32.010610] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:32.060813] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:32.067867] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:32.183530] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:32.278639] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:32.369934] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:32.384303] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:32.436777] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:32.563620] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:32.568014] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:32.703917] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:32.754221] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:32.817148] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:32.817494] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_mfi (score: 70.00%) [2025-11-26T20:48:32.818317] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 155/270 | Remaining: 115 | Rate: 79.5/min [2025-11-26T20:48:32.818434] [INFO ] [CONFIGURE ] SMTC: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:48:32.818533] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:48:32.864557] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:32.940155] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:33.022583] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:33.126886] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:33.136385] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:33.272827] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:33.315594] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:33.349603] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:33.412636] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:33.413019] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_obv_daily (score: 40.00%) [2025-11-26T20:48:33.413947] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 156/270 | Remaining: 114 | Rate: 79.6/min [2025-11-26T20:48:33.414083] [INFO ] [CONFIGURE ] SMCI: Testing feature 12/29: add_obv_interval [2025-11-26T20:48:33.414192] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-26T20:48:33.506021] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:33.669121] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:33.671230] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:33.696535] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:33.727613] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:33.884110] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:33.884418] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_failed_moves (score: 50.00%) [2025-11-26T20:48:33.885314] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 157/270 | Remaining: 113 | Rate: 79.8/min [2025-11-26T20:48:33.885440] [INFO ] [CONFIGURE ] SOUN: Testing feature 7/29: add_lag_shelf [2025-11-26T20:48:33.885547] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_lag_shelf'] [2025-11-26T20:48:33.920451] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:33.991820] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:34.059139] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.177544] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.185955] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:34.238584] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:34.316751] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:34.418836] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.439099] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.602186] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.647084] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:34.647433] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_momentum_acceleration (score: 50.00%) [2025-11-26T20:48:34.648386] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 158/270 | Remaining: 112 | Rate: 79.8/min [2025-11-26T20:48:34.648511] [INFO ] [CONFIGURE ] SOFI: Testing feature 11/29: add_obv_daily [2025-11-26T20:48:34.648702] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_obv_daily'] [2025-11-26T20:48:34.655955] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.697240] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.783222] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:34.912792] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:34.959301] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:34.964053] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:35.122946] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:35.144873] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:35.175054] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:35.217875] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:35.325765] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:35.435888] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:35.472172] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:35.507387] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:35.602588] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:35.693875] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:35.694081] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_lag_shelf (score: 60.00%) [2025-11-26T20:48:35.695013] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 159/270 | Remaining: 111 | Rate: 79.6/min [2025-11-26T20:48:35.695146] [INFO ] [CONFIGURE ] SOUN: Testing feature 8/29: add_macd [2025-11-26T20:48:35.695202] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:48:35.712221] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:35.728639] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:35.977796] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:35.990144] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:35.990409] [INFO ] [CONFIGURE ] SMCI: KEPT add_obv_interval (score: 70.00%) [2025-11-26T20:48:35.991261] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 160/270 | Remaining: 110 | Rate: 79.9/min [2025-11-26T20:48:35.991393] [INFO ] [CONFIGURE ] SMCI: Testing feature 13/29: add_opening_strength [2025-11-26T20:48:35.991503] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:48:36.001610] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:36.081426] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:36.244171] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:36.299719] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:36.305958] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:36.514383] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:36.542852] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:36.607543] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:36.632211] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:36.789228] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:36.905266] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:36.937287] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:36.993922] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:37.061537] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:37.210445] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:37.241517] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:37.340912] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:37.341113] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_obv_daily (score: 50.00%) [2025-11-26T20:48:37.342092] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 161/270 | Remaining: 109 | Rate: 79.5/min [2025-11-26T20:48:37.342173] [INFO ] [CONFIGURE ] SOFI: Testing feature 12/29: add_obv_interval [2025-11-26T20:48:37.342238] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_obv_interval'] [2025-11-26T20:48:37.454945] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:37.455123] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:48:37.455907] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 162/270 | Remaining: 108 | Rate: 80.0/min [2025-11-26T20:48:37.455982] [INFO ] [CONFIGURE ] SMTC: Testing feature 11/29: add_obv_daily [2025-11-26T20:48:37.456030] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily'] [2025-11-26T20:48:37.515306] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:37.556869] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:37.596416] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:37.814941] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:37.840331] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:37.845361] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:37.864950] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:38.087261] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:38.121324] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:38.181949] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:38.237596] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:38.334887] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:38.429282] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:38.507327] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:38.586346] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:38.628419] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:38.738543] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:38.738914] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_macd (score: 40.00%) [2025-11-26T20:48:38.739729] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 163/270 | Remaining: 107 | Rate: 79.6/min [2025-11-26T20:48:38.739857] [INFO ] [CONFIGURE ] SOUN: Testing feature 9/29: add_mfi [2025-11-26T20:48:38.739981] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_mfi'] [2025-11-26T20:48:38.834011] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:38.846486] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:38.936484] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:39.013484] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:39.084725] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:39.133798] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:39.173752] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:39.174113] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_opening_strength (score: 50.00%) [2025-11-26T20:48:39.174969] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 164/270 | Remaining: 106 | Rate: 79.8/min [2025-11-26T20:48:39.175153] [INFO ] [CONFIGURE ] SMCI: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:48:39.175266] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance'] [2025-11-26T20:48:39.334868] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:39.339357] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:39.402670] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:39.497121] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:39.534824] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:39.594809] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:39.733354] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:48:39.792385] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:39.793077] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:39.845458] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:39.845788] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_obv_interval (score: 30.00%) [2025-11-26T20:48:39.846733] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 165/270 | Remaining: 105 | Rate: 79.9/min [2025-11-26T20:48:39.846850] [INFO ] [CONFIGURE ] SOFI: Testing feature 13/29: add_opening_strength [2025-11-26T20:48:39.846949] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:48:39.932450] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:40.092185] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:40.127151] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:40.131943] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:40.183870] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:40.331128] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:40.386936] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:40.403398] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:40.530059] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:40.589588] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:40.684199] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:40.693565] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:40.730393] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:40.730786] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_mfi (score: 40.00%) [2025-11-26T20:48:40.731605] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 166/270 | Remaining: 104 | Rate: 79.8/min [2025-11-26T20:48:40.731754] [INFO ] [CONFIGURE ] SOUN: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:48:40.731861] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:48:40.967841] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:40.993921] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:41.012822] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:41.015231] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:41.256758] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:41.313535] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:41.316342] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:41.392187] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:41.392535] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:48:41.393414] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 167/270 | Remaining: 103 | Rate: 79.8/min [2025-11-26T20:48:41.393531] [INFO ] [CONFIGURE ] SMTC: Testing feature 12/29: add_obv_interval [2025-11-26T20:48:41.393630] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval'] [2025-11-26T20:48:41.536199] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:41.595660] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:41.617766] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:41.777016] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:41.815564] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:41.876731] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:41.931190] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:42.099083] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:42.153667] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:42.156460] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:42.243883] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:42.244193] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_order_flow_imbalance (score: 60.00%) [2025-11-26T20:48:42.245035] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 168/270 | Remaining: 102 | Rate: 79.8/min [2025-11-26T20:48:42.245166] [INFO ] [CONFIGURE ] SMCI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:48:42.245276] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_morning_momentum'] [2025-11-26T20:48:42.376186] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:42.439815] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:42.515436] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:42.537629] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:42.671587] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:42.671922] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_opening_strength (score: 40.00%) [2025-11-26T20:48:42.672802] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 169/270 | Remaining: 101 | Rate: 80.0/min [2025-11-26T20:48:42.672917] [INFO ] [CONFIGURE ] SOFI: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:48:42.673013] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance'] [2025-11-26T20:48:42.724798] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:42.780502] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:42.928721] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:42.929893] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:43.005100] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:43.047054] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:43.186939] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:43.284953] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:43.313543] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:43.313608] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:43.455686] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:43.567120] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:43.567434] [INFO ] [CONFIGURE ] SOUN: KEPT add_momentum_acceleration (score: 70.00%) [2025-11-26T20:48:43.568313] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 170/270 | Remaining: 100 | Rate: 79.9/min [2025-11-26T20:48:43.568446] [INFO ] [CONFIGURE ] SOUN: Testing feature 11/29: add_obv_daily [2025-11-26T20:48:43.568553] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily'] [2025-11-26T20:48:43.597381] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:43.692340] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:43.725408] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:43.871990] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:43.884813] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:43.988118] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:44.078356] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:44.156167] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:44.206332] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:44.253803] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:44.431425] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:44.459913] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:44.519903] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:44.521427] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:44.703897] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:44.785551] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:44.839145] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:44.870893] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:44.967929] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:44.968266] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_pbf_morning_momentum (score: 50.00%) [2025-11-26T20:48:44.969099] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 171/270 | Remaining: 99 | Rate: 79.5/min [2025-11-26T20:48:44.969224] [INFO ] [CONFIGURE ] SMCI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:48:44.969330] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_overnight_gap'] [2025-11-26T20:48:45.059362] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:45.155729] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:45.243949] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:45.281286] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:45.281664] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_obv_interval (score: 60.00%) [2025-11-26T20:48:45.282547] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 172/270 | Remaining: 98 | Rate: 79.8/min [2025-11-26T20:48:45.282680] [INFO ] [CONFIGURE ] SMTC: Testing feature 13/29: add_opening_strength [2025-11-26T20:48:45.282781] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:48:45.344799] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:45.345101] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_order_flow_imbalance (score: 30.00%) [2025-11-26T20:48:45.346058] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 173/270 | Remaining: 97 | Rate: 80.2/min [2025-11-26T20:48:45.346175] [INFO ] [CONFIGURE ] SOFI: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:48:45.346281] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum'] [2025-11-26T20:48:45.473090] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:45.532049] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:45.594369] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:45.721112] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:45.801887] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:45.821093] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:45.849566] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:46.101116] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:46.111810] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:46.157148] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:46.164778] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:46.352302] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:46.410438] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:46.490666] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:46.566724] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:46.601839] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:46.695269] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:46.812163] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:46.812476] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_obv_daily (score: 40.00%) [2025-11-26T20:48:46.813286] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 174/270 | Remaining: 96 | Rate: 79.7/min [2025-11-26T20:48:46.813412] [INFO ] [CONFIGURE ] SOUN: Testing feature 12/29: add_obv_interval [2025-11-26T20:48:46.813520] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval'] [2025-11-26T20:48:46.851251] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:46.976034] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:47.004581] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:47.102172] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:47.110931] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:47.316367] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:47.352413] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:47.378091] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:47.415303] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:48:47.598058] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:47.608555] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:47.727394] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:47.807504] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:47.868237] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:47.868561] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_pbf_morning_momentum (score: 40.00%) [2025-11-26T20:48:47.869530] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 175/270 | Remaining: 95 | Rate: 79.6/min [2025-11-26T20:48:47.869678] [INFO ] [CONFIGURE ] SOFI: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:48:47.869787] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap'] [2025-11-26T20:48:47.880841] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:47.881206] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-26T20:48:47.882075] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 176/270 | Remaining: 94 | Rate: 80.0/min [2025-11-26T20:48:47.882206] [INFO ] [CONFIGURE ] SMCI: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:48:47.882312] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_return_2d'] [2025-11-26T20:48:48.027956] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:48.132589] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:48.163219] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:48.215930] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:48.327982] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:48.397017] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:48.458255] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:48.659233] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:48.663063] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:48.677139] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:48.885201] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:48.964263] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:49.028155] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:49.206576] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:49.254631] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:49.263052] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:49.457404] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:49.579700] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:49.675381] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:49.717229] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:49.717659] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:48:49.718631] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 177/270 | Remaining: 93 | Rate: 79.4/min [2025-11-26T20:48:49.718769] [INFO ] [CONFIGURE ] SMTC: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:48:49.718870] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance'] [2025-11-26T20:48:49.807846] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:49.855123] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:50.014584] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:50.125798] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:50.129464] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:50.138556] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:50.138926] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_obv_interval (score: 70.00%) [2025-11-26T20:48:50.139773] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 178/270 | Remaining: 92 | Rate: 79.6/min [2025-11-26T20:48:50.139900] [INFO ] [CONFIGURE ] SOUN: Testing feature 13/29: add_opening_strength [2025-11-26T20:48:50.140005] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength'] [2025-11-26T20:48:50.301763] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:50.396075] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:50.477200] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:50.518369] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:50.586611] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:50.658877] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:50.659767] [INFO ] [CONFIGURE ] SOFI: KEPT add_pbf_overnight_gap (score: 60.00%) [2025-11-26T20:48:50.660731] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 179/270 | Remaining: 91 | Rate: 79.7/min [2025-11-26T20:48:50.660857] [INFO ] [CONFIGURE ] SOFI: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:48:50.660967] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_return_2d'] [2025-11-26T20:48:50.817547] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:50.888729] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:50.914674] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:50.955149] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:51.170794] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:51.185468] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:51.185825] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_pbf_return_2d (score: 40.00%) [2025-11-26T20:48:51.186680] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 180/270 | Remaining: 90 | Rate: 79.8/min [2025-11-26T20:48:51.186810] [INFO ] [CONFIGURE ] SMCI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:48:51.186919] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_volatility_5d'] [2025-11-26T20:48:51.256499] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:51.316773] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:51.448154] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:51.518123] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:51.542693] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:51.708911] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:51.718941] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:51.823497] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:51.863755] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:51.979214] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:52.094928] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:52.107044] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:52.204749] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:52.241130] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:52.389259] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:52.484234] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:52.522805] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:52.550356] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:52.675797] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:52.783477] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:52.882840] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:52.893927] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:52.960056] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:53.055119] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:53.251496] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:53.258060] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:48:53.276768] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:53.318395] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:53.539839] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:53.540179] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_pbf_return_2d (score: 60.00%) [2025-11-26T20:48:53.541290] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 181/270 | Remaining: 89 | Rate: 78.9/min [2025-11-26T20:48:53.541414] [INFO ] [CONFIGURE ] SOFI: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:48:53.541719] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d'] [2025-11-26T20:48:53.582091] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:53.607711] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:53.608077] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:48:53.608906] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 182/270 | Remaining: 88 | Rate: 79.3/min [2025-11-26T20:48:53.609041] [INFO ] [CONFIGURE ] SOUN: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:48:53.609149] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance'] [2025-11-26T20:48:53.709936] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:53.710222] [INFO ] [CONFIGURE ] SMTC: KEPT add_order_flow_imbalance (score: 80.00%) [2025-11-26T20:48:53.711190] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 183/270 | Remaining: 87 | Rate: 79.7/min [2025-11-26T20:48:53.711312] [INFO ] [CONFIGURE ] SMTC: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:48:53.711418] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-26T20:48:53.805733] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:53.859950] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:53.860120] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_pbf_volatility_5d (score: 60.00%) [2025-11-26T20:48:53.860923] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 184/270 | Remaining: 86 | Rate: 80.0/min [2025-11-26T20:48:53.861005] [INFO ] [CONFIGURE ] SMCI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:48:53.861058] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_pbf_vs_sma_5'] [2025-11-26T20:48:53.939282] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.073779] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.113150] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:54.141722] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.264961] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:54.338723] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.365945] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:54.573542] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.583993] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.602769] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.627160] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.868268] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:54.887268] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.899188] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:54.987242] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:55.130211] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:55.147518] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:55.211628] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:48:55.387390] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:55.391202] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:55.407220] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:55.523513] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:55.652873] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:55.664412] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:55.789945] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:55.837630] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:55.922438] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:55.928197] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:56.157580] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:56.189846] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:56.190205] [INFO ] [CONFIGURE ] SOFI: KEPT add_pbf_volatility_5d (score: 70.00%) [2025-11-26T20:48:56.191103] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 185/270 | Remaining: 85 | Rate: 79.1/min [2025-11-26T20:48:56.191170] [INFO ] [CONFIGURE ] SOFI: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:48:56.191215] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_pbf_vs_sma_5'] [2025-11-26T20:48:56.190875] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:48:56.196635] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:56.452506] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:56.452828] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:48:56.453763] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 186/270 | Remaining: 84 | Rate: 79.4/min [2025-11-26T20:48:56.453894] [INFO ] [CONFIGURE ] SMCI: Testing feature 20/29: add_price_rejection [2025-11-26T20:48:56.454001] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_price_rejection'] [2025-11-26T20:48:56.462045] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:56.476120] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:56.602827] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:56.744245] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:56.745849] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:56.791516] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:56.791833] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_order_flow_imbalance (score: 50.00%) [2025-11-26T20:48:56.792638] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 187/270 | Remaining: 83 | Rate: 79.6/min [2025-11-26T20:48:56.792784] [INFO ] [CONFIGURE ] SOUN: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:48:56.792841] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap'] [2025-11-26T20:48:57.014958] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.018332] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:57.026433] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:57.093712] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.279926] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.306808] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.398330] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:48:57.420576] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.542484] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:48:57.591381] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.699253] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:57.808572] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:48:57.838433] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:57.838630] [INFO ] [CONFIGURE ] SMTC: KEPT add_pbf_morning_momentum (score: 90.00%) [2025-11-26T20:48:57.839569] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 188/270 | Remaining: 82 | Rate: 79.5/min [2025-11-26T20:48:57.839704] [INFO ] [CONFIGURE ] SMTC: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:48:57.839809] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap'] [2025-11-26T20:48:57.875931] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:48:58.002373] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:48:58.073031] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:58.163584] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:48:58.264035] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:48:58.317239] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:48:58.338219] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:48:58.447440] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:48:58.606151] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:58.632149] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:48:58.700460] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:48:58.730987] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:58.873010] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:48:58.873296] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:48:58.874192] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 189/270 | Remaining: 81 | Rate: 79.3/min [2025-11-26T20:48:58.874309] [INFO ] [CONFIGURE ] SOFI: Testing feature 20/29: add_price_rejection [2025-11-26T20:48:58.874407] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_price_rejection'] [2025-11-26T20:48:58.948116] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:48:59.013989] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:48:59.129239] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:48:59.166264] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:59.262127] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:48:59.301049] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:59.301422] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_price_rejection (score: 70.00%) [2025-11-26T20:48:59.302277] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 190/270 | Remaining: 80 | Rate: 79.5/min [2025-11-26T20:48:59.302408] [INFO ] [CONFIGURE ] SMCI: Testing feature 21/29: add_range_position [2025-11-26T20:48:59.302522] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_range_position'] [2025-11-26T20:48:59.462090] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:48:59.565705] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:48:59.580177] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:48:59.608110] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:48:59.757547] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:48:59.894407] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:48:59.894779] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_pbf_overnight_gap (score: 60.00%) [2025-11-26T20:48:59.895704] [INFO ] [CONFIGURE ] JOB ETA: 60s | Tests: 191/270 | Remaining: 79 | Rate: 79.6/min [2025-11-26T20:48:59.895840] [INFO ] [CONFIGURE ] SOUN: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:48:59.895900] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d'] [2025-11-26T20:48:59.925112] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:00.005585] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:00.043502] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:00.215734] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:00.218907] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:00.332552] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:00.440876] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:00.511375] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:00.524798] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:00.625275] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:00.821851] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:00.844838] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:00.898121] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:01.151505] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:01.194393] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:01.269353] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:01.479221] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:01.538564] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:01.612637] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:01.658881] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:01.886841] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:01.947813] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:01.953383] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:02.129236] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:02.188302] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:02.270293] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:02.390793] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:02.391143] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_pbf_overnight_gap (score: 80.00%) [2025-11-26T20:49:02.392097] [INFO ] [CONFIGURE ] JOB ETA: 60s | Tests: 192/270 | Remaining: 78 | Rate: 78.6/min [2025-11-26T20:49:02.392216] [INFO ] [CONFIGURE ] SMTC: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:49:02.392317] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_return_2d'] [2025-11-26T20:49:02.430451] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:02.430661] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_price_rejection (score: 30.00%) [2025-11-26T20:49:02.431508] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 193/270 | Remaining: 77 | Rate: 79.0/min [2025-11-26T20:49:02.431574] [INFO ] [CONFIGURE ] SOFI: Testing feature 21/29: add_range_position [2025-11-26T20:49:02.431614] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_range_position'] [2025-11-26T20:49:02.486434] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:02.486772] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_range_position (score: 40.00%) [2025-11-26T20:49:02.487594] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 194/270 | Remaining: 76 | Rate: 79.4/min [2025-11-26T20:49:02.487737] [INFO ] [CONFIGURE ] SMCI: Testing feature 22/29: add_realized_volatility [2025-11-26T20:49:02.487846] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_realized_volatility'] [2025-11-26T20:49:02.602216] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:02.743705] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:02.848356] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:02.859854] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:02.931477] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:49:03.077911] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:49:03.207693] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:03.261560] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:03.261766] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_pbf_return_2d (score: 50.00%) [2025-11-26T20:49:03.262542] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 195/270 | Remaining: 75 | Rate: 79.4/min [2025-11-26T20:49:03.262613] [INFO ] [CONFIGURE ] SOUN: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:49:03.262678] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d'] [2025-11-26T20:49:03.316416] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:03.384689] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:03.562894] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:03.568996] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:03.690104] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:03.771682] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:03.874348] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:03.934787] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:03.995975] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:04.178270] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:04.213471] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:49:04.301097] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:04.305912] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:04.483379] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:04.608687] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:04.657299] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:04.667794] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:04.788415] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:04.914870] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:05.025535] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:05.086843] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:05.106669] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:05.232035] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:05.386794] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:05.390048] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:05.544836] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:05.552362] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:05.552708] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_range_position (score: 40.00%) [2025-11-26T20:49:05.553612] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 196/270 | Remaining: 74 | Rate: 78.6/min [2025-11-26T20:49:05.553771] [INFO ] [CONFIGURE ] SOFI: Testing feature 22/29: add_realized_volatility [2025-11-26T20:49:05.553880] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_realized_volatility'] [2025-11-26T20:49:05.685849] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:05.754676] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:05.947224] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:05.986932] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:49:05.994325] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:06.120016] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:06.120323] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_realized_volatility (score: 40.00%) [2025-11-26T20:49:06.121226] [INFO ] [CONFIGURE ] JOB ETA: 56s | Tests: 197/270 | Remaining: 73 | Rate: 78.7/min [2025-11-26T20:49:06.121293] [INFO ] [CONFIGURE ] SMCI: Testing feature 23/29: add_recent_range_context [2025-11-26T20:49:06.121332] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_recent_range_context'] [2025-11-26T20:49:06.279309] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:06.279517] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-26T20:49:06.280540] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 198/270 | Remaining: 72 | Rate: 79.0/min [2025-11-26T20:49:06.280684] [INFO ] [CONFIGURE ] SOUN: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:49:06.280744] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5'] [2025-11-26T20:49:06.337071] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:06.386759] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:06.469596] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:06.574522] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:06.650633] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:06.736113] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:06.871187] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:06.918838] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:06.933242] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:06.933584] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_pbf_return_2d (score: 80.00%) [2025-11-26T20:49:06.934475] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 199/270 | Remaining: 71 | Rate: 79.0/min [2025-11-26T20:49:06.934595] [INFO ] [CONFIGURE ] SMTC: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:49:06.934713] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d'] [2025-11-26T20:49:07.123815] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.167805] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.186080] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.371401] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.458485] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.466385] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.499496] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:07.728345] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.757070] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:07.789999] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:07.875098] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:07.999137] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:08.053615] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:08.205131] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:08.253109] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:08.272848] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:08.350799] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:08.547569] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:08.622184] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:08.647987] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:08.651234] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:08.822392] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:08.822534] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:49:08.823392] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 200/270 | Remaining: 70 | Rate: 78.5/min [2025-11-26T20:49:08.823566] [INFO ] [CONFIGURE ] SMCI: Testing feature 24/29: add_rsi [2025-11-26T20:49:08.823700] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_ema', 'add_rsi'] [2025-11-26T20:49:08.949557] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:09.053455] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:09.078816] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:09.157382] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:09.251902] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:09.252252] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%) [2025-11-26T20:49:09.253169] [INFO ] [CONFIGURE ] JOB ETA: 53s | Tests: 201/270 | Remaining: 69 | Rate: 78.6/min [2025-11-26T20:49:09.253290] [INFO ] [CONFIGURE ] SOUN: Testing feature 20/29: add_price_rejection [2025-11-26T20:49:09.253391] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection'] [2025-11-26T20:49:09.462410] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:09.462812] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:49:09.463988] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 202/270 | Remaining: 68 | Rate: 78.9/min [2025-11-26T20:49:09.464169] [INFO ] [CONFIGURE ] SOFI: Testing feature 23/29: add_recent_range_context [2025-11-26T20:49:09.464310] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_recent_range_context'] [2025-11-26T20:49:09.475805] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:09.482201] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:09.580304] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:09.748165] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:09.802362] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:09.899192] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:09.917464] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:10.034662] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:49:10.123740] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.244327] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.337129] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.338275] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:10.443902] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.574777] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.629906] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.764970] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.765584] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:10.903953] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:10.920691] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:11.088718] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:11.187173] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:11.187443] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_pbf_volatility_5d (score: 80.00%) [2025-11-26T20:49:11.188399] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 203/270 | Remaining: 67 | Rate: 78.4/min [2025-11-26T20:49:11.188562] [INFO ] [CONFIGURE ] SMTC: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:49:11.188702] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5'] [2025-11-26T20:49:11.213983] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:11.245940] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:11.434145] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:11.509274] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:11.568388] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:11.599374] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:11.752962] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:11.799118] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:11.911128] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:12.023137] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:12.086021] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:12.086189] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:49:12.087106] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 204/270 | Remaining: 66 | Rate: 78.4/min [2025-11-26T20:49:12.087172] [INFO ] [CONFIGURE ] SMCI: Testing feature 25/29: add_tick_distribution [2025-11-26T20:49:12.087213] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_tick_distribution'] [2025-11-26T20:49:12.088748] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:12.233337] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:49:12.348089] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:12.374141] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:12.374496] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:49:12.375395] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 205/270 | Remaining: 65 | Rate: 78.6/min [2025-11-26T20:49:12.375522] [INFO ] [CONFIGURE ] SOFI: Testing feature 24/29: add_rsi [2025-11-26T20:49:12.375629] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_ema', 'add_rsi'] [2025-11-26T20:49:12.436678] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:12.563574] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:12.563885] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_price_rejection (score: 60.00%) [2025-11-26T20:49:12.564780] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 206/270 | Remaining: 64 | Rate: 78.9/min [2025-11-26T20:49:12.564899] [INFO ] [CONFIGURE ] SOUN: Testing feature 21/29: add_range_position [2025-11-26T20:49:12.565003] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-26T20:49:12.608704] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:12.720461] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:12.843708] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:49:12.871497] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:12.898203] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.057823] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:49:13.128440] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.233557] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:13.247468] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:13.391180] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.391780] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.560242] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.651733] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.652556] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:13.733017] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.887005] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:13.911802] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:14.071473] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:14.082729] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:14.175021] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:14.213085] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:14.423762] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:14.441774] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:14.487383] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:14.537830] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:14.709716] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:14.709938] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-26T20:49:14.710819] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 207/270 | Remaining: 63 | Rate: 78.2/min [2025-11-26T20:49:14.711038] [INFO ] [CONFIGURE ] SMCI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:49:14.711148] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_momentum_confirmation'] [2025-11-26T20:49:14.763020] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:14.870529] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:14.905195] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:15.003838] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:15.097046] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:15.202830] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:15.283756] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:15.315028] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:15.315349] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-26T20:49:15.316270] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 208/270 | Remaining: 62 | Rate: 78.3/min [2025-11-26T20:49:15.316390] [INFO ] [CONFIGURE ] SMTC: Testing feature 20/29: add_price_rejection [2025-11-26T20:49:15.316489] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_price_rejection'] [2025-11-26T20:49:15.436376] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:15.528500] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:15.559831] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:15.759133] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:15.773113] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:15.773319] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_rsi (score: 70.00%) [2025-11-26T20:49:15.774326] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 209/270 | Remaining: 61 | Rate: 78.4/min [2025-11-26T20:49:15.774455] [INFO ] [CONFIGURE ] SOFI: Testing feature 25/29: add_tick_distribution [2025-11-26T20:49:15.774513] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_tick_distribution'] [2025-11-26T20:49:15.844694] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:15.862455] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:15.862700] [INFO ] [CONFIGURE ] SOUN: KEPT add_range_position (score: 80.00%) [2025-11-26T20:49:15.863699] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 210/270 | Remaining: 60 | Rate: 78.8/min [2025-11-26T20:49:15.863819] [INFO ] [CONFIGURE ] SOUN: Testing feature 22/29: add_realized_volatility [2025-11-26T20:49:15.863921] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_realized_volatility'] [2025-11-26T20:49:16.063464] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:16.131800] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.216220] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.304832] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.336067] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:49:16.437422] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.615209] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.653602] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:16.710108] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.741513] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:16.896490] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:16.988870] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:17.093014] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:49:17.185609] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:17.195349] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:17.265705] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:17.467688] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:17.525522] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:49:17.544476] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:17.544843] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-26T20:49:17.545758] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 211/270 | Remaining: 59 | Rate: 78.3/min [2025-11-26T20:49:17.545887] [INFO ] [CONFIGURE ] SMCI: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:49:17.545995] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-26T20:49:17.635060] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:17.762593] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:17.850271] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:17.969720] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:18.057802] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:18.080961] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:18.166360] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:18.332131] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:18.401537] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:18.449012] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:18.523541] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:18.609226] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:18.609592] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_tick_distribution (score: 50.00%) [2025-11-26T20:49:18.610491] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 212/270 | Remaining: 58 | Rate: 78.2/min [2025-11-26T20:49:18.610615] [INFO ] [CONFIGURE ] SOFI: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:49:18.610739] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_momentum_confirmation'] [2025-11-26T20:49:18.732698] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:18.831381] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:18.890092] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:18.965626] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.012824] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.170539] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.258549] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.300329] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.410755] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:19.454581] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.601194] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.690555] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:19.690954] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_price_rejection (score: 50.00%) [2025-11-26T20:49:19.691996] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 213/270 | Remaining: 57 | Rate: 78.0/min [2025-11-26T20:49:19.692120] [INFO ] [CONFIGURE ] SMTC: Testing feature 21/29: add_range_position [2025-11-26T20:49:19.692403] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_range_position'] [2025-11-26T20:49:19.743309] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:19.850620] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:19.900232] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:20.028209] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:20.134014] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:20.191448] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:20.294919] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:20.295227] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_realized_volatility (score: 80.00%) [2025-11-26T20:49:20.296121] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 214/270 | Remaining: 56 | Rate: 78.1/min [2025-11-26T20:49:20.296237] [INFO ] [CONFIGURE ] SOUN: Testing feature 23/29: add_recent_range_context [2025-11-26T20:49:20.296335] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_recent_range_context'] [2025-11-26T20:49:20.318493] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:20.484951] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:20.485263] [INFO ] [CONFIGURE ] SMCI: KEPT add_volume_price_divergence (score: 80.00%) [2025-11-26T20:49:20.486167] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 215/270 | Remaining: 55 | Rate: 78.4/min [2025-11-26T20:49:20.486294] [INFO ] [CONFIGURE ] SMCI: Testing feature 28/29: add_volume_profile [2025-11-26T20:49:20.486403] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-26T20:49:20.572558] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:20.608427] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:20.640207] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:20.801174] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:20.909267] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:20.986147] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:21.020037] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:21.135110] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:21.196888] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:21.336187] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:21.444906] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:21.477717] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:21.482782] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:21.483122] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-26T20:49:21.484032] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 216/270 | Remaining: 54 | Rate: 78.3/min [2025-11-26T20:49:21.484157] [INFO ] [CONFIGURE ] SOFI: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:49:21.484263] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-26T20:49:21.688812] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:21.753807] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:21.805171] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:21.926183] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:22.037582] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:22.065179] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.107733] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.368532] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:22.381498] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.381807] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:22.403108] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.692413] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.699928] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.730993] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:22.817797] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:22.996504] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:23.002071] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:23.077405] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:23.262435] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:23.300188] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:23.323578] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:23.428696] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:49:23.603101] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:23.651089] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:23.651380] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_volume_profile (score: 80.00%) [2025-11-26T20:49:23.652306] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 217/270 | Remaining: 53 | Rate: 77.6/min [2025-11-26T20:49:23.652437] [INFO ] [CONFIGURE ] SMCI: Testing feature 29/29: add_vwap [2025-11-26T20:49:23.652556] [INFO ] [CONFIGURE ] SMCI: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence', 'add_vwap'] [2025-11-26T20:49:23.704451] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:23.779203] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:23.779511] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_recent_range_context (score: 70.00%) [2025-11-26T20:49:23.780412] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 218/270 | Remaining: 52 | Rate: 77.9/min [2025-11-26T20:49:23.780527] [INFO ] [CONFIGURE ] SOUN: Testing feature 24/29: add_rsi [2025-11-26T20:49:23.780624] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_ema', 'add_rsi'] [2025-11-26T20:49:23.905120] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:23.991298] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:24.147944] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:24.148299] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_range_position (score: 60.00%) [2025-11-26T20:49:24.149108] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 219/270 | Remaining: 51 | Rate: 78.1/min [2025-11-26T20:49:24.149226] [INFO ] [CONFIGURE ] SMTC: Testing feature 22/29: add_realized_volatility [2025-11-26T20:49:24.149326] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_realized_volatility'] [2025-11-26T20:49:24.182760] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:24.206270] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:24.302543] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:24.501044] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:24.501297] [INFO ] [CONFIGURE ] SOFI: KEPT add_volume_price_divergence (score: 80.00%) [2025-11-26T20:49:24.502162] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 220/270 | Remaining: 50 | Rate: 78.3/min [2025-11-26T20:49:24.502293] [INFO ] [CONFIGURE ] SOFI: Testing feature 28/29: add_volume_profile [2025-11-26T20:49:24.502402] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence', 'add_volume_profile'] [2025-11-26T20:49:24.583148] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:24.619828] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:24.669681] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:24.822267] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:24.951981] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:24.985425] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.142245] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-12, Predicted=1.0, Actual=0 [2025-11-26T20:49:25.193545] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.275799] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.387345] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.478423] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.593425] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.706127] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:25.799056] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:49:25.805144] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:25.916330] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:26.144508] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:26.213592] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:26.220859] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:26.239614] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:26.472196] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:26.567309] [DEBUG] [FORECASTER] SMCI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:26.635291] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:26.732527] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:26.793230] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:26.907561] [DEBUG] [FORECASTER] SMCI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:26.907859] [INFO ] [CONFIGURE ] SMCI: DISCARDED add_vwap (score: 70.00%) [2025-11-26T20:49:26.908763] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 221/270 | Remaining: 49 | Rate: 77.5/min [2025-11-26T20:49:26.908895] [INFO ] [CONFIGURE ] SMCI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:49:26.909003] [INFO ] [CONFIGURE ] SMCI: Best accuracy: 80.00% [2025-11-26T20:49:26.909110] [INFO ] [CONFIGURE ] SMCI: Best feature set (3 features): ['add_bollinger_bands', 'add_obv_interval', 'add_volume_price_divergence'] [2025-11-26T20:49:26.909216] [INFO ] [CONFIGURE ] SMCI: Improvement over baseline: 30.00% [2025-11-26T20:49:26.909315] [INFO ] [CONFIGURE ] SMCI: Total time: 1.4 minutes [2025-11-26T20:49:26.909413] [INFO ] [CONFIGURE ] SMCI: Average time per feature: 2.9 seconds [2025-11-26T20:49:26.909518] [INFO ] [CONFIGURE ] SMCI: Average speed: 0.34 features/sec [2025-11-26T20:49:26.909926] [INFO ] [LOCAL ] Saved configuration for SMCI: 3 features, 80.00% accuracy -> ./output/feature-sets/SMCI.json [2025-11-26T20:49:26.910054] [INFO ] [CONFIGURE ] SMCI: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-26T20:49:26.910664] [INFO ] [sig ] [5/9] SMCI OK in 1m 27s. ETA: 2m 17s. Rate: 1.8 sym/min [2025-11-26T20:49:26.912849] [INFO ] [CONFIGURE ] STTK: Configurate test run. [2025-11-26T20:49:26.912915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'. [2025-11-26T20:49:26.924439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STTK'. [2025-11-26T20:49:26.924898] [INFO ] [CONFIGURE ] STTK: Testing with 29 available features [2025-11-26T20:49:26.924965] [INFO ] [CONFIGURE ] STTK: Establishing baseline with no features... [2025-11-26T20:49:27.068370] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:27.107820] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:27.128905] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.272118] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.286276] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.460333] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:49:27.465664] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.498214] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.650271] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.784829] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:27.785988] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.786374] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_volume_profile (score: 70.00%) [2025-11-26T20:49:27.787357] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 222/270 | Remaining: 48 | Rate: 77.5/min [2025-11-26T20:49:27.787493] [INFO ] [CONFIGURE ] SOFI: Testing feature 29/29: add_vwap [2025-11-26T20:49:27.787628] [INFO ] [CONFIGURE ] SOFI: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence', 'add_vwap'] [2025-11-26T20:49:27.834450] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:27.920437] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:27.920804] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_rsi (score: 60.00%) [2025-11-26T20:49:27.921729] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 223/270 | Remaining: 47 | Rate: 77.8/min [2025-11-26T20:49:27.921849] [INFO ] [CONFIGURE ] SOUN: Testing feature 25/29: add_tick_distribution [2025-11-26T20:49:27.921949] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_tick_distribution'] [2025-11-26T20:49:28.013937] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:28.113032] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.194958] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:28.271323] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.306831] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:28.381139] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:28.433909] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.568612] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.616291] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:28.751416] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:28.751766] [INFO ] [CONFIGURE ] STTK: Baseline score (no features): 90.00% [2025-11-26T20:49:28.752247] [INFO ] [CONFIGURE ] STTK: Testing feature 1/29: add_bollinger_bands [2025-11-26T20:49:28.752317] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_bollinger_bands'] [2025-11-26T20:49:28.752103] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.823692] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.957796] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:28.979890] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:29.070261] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:29.213189] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:29.303701] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:29.343068] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:29.343357] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:49:29.344192] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 225/270 | Remaining: 45 | Rate: 77.8/min [2025-11-26T20:49:29.344315] [INFO ] [CONFIGURE ] SMTC: Testing feature 23/29: add_recent_range_context [2025-11-26T20:49:29.344414] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_recent_range_context'] [2025-11-26T20:49:29.401119] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:29.442689] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:29.641867] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:29.675790] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:49:29.723000] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:29.758976] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:29.910591] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:29.999601] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:30.068170] [DEBUG] [FORECASTER] SOFI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:30.149588] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:30.187630] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:30.367242] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:30.378516] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:30.407787] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:30.609406] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:30.613498] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:30.719885] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:30.752887] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:30.845271] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:31.034265] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:31.075435] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:31.075618] [INFO ] [CONFIGURE ] STTK: DISCARDED add_bollinger_bands (score: 50.00%) [2025-11-26T20:49:31.076561] [INFO ] [CONFIGURE ] JOB ETA: 34s | Tests: 226/270 | Remaining: 44 | Rate: 77.4/min [2025-11-26T20:49:31.076703] [INFO ] [CONFIGURE ] STTK: Testing feature 2/29: add_cumulative_delta [2025-11-26T20:49:31.076761] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_cumulative_delta'] [2025-11-26T20:49:31.077959] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:31.094679] [DEBUG] [FORECASTER] SOFI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:31.094931] [INFO ] [CONFIGURE ] SOFI: DISCARDED add_vwap (score: 80.00%) [2025-11-26T20:49:31.095752] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 227/270 | Remaining: 43 | Rate: 77.7/min [2025-11-26T20:49:31.095843] [INFO ] [CONFIGURE ] SOFI: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:49:31.095896] [INFO ] [CONFIGURE ] SOFI: Best accuracy: 80.00% [2025-11-26T20:49:31.095945] [INFO ] [CONFIGURE ] SOFI: Best feature set (4 features): ['add_bollinger_bands', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d', 'add_volume_price_divergence'] [2025-11-26T20:49:31.095992] [INFO ] [CONFIGURE ] SOFI: Improvement over baseline: 40.00% [2025-11-26T20:49:31.096035] [INFO ] [CONFIGURE ] SOFI: Total time: 1.4 minutes [2025-11-26T20:49:31.096077] [INFO ] [CONFIGURE ] SOFI: Average time per feature: 2.9 seconds [2025-11-26T20:49:31.096139] [INFO ] [CONFIGURE ] SOFI: Average speed: 0.35 features/sec [2025-11-26T20:49:31.096418] [INFO ] [LOCAL ] Saved configuration for SOFI: 4 features, 80.00% accuracy -> ./output/feature-sets/SOFI.json [2025-11-26T20:49:31.096483] [INFO ] [CONFIGURE ] SOFI: Configuration saved successfully: 4 features, 80.00% accuracy. [2025-11-26T20:49:31.097073] [INFO ] [sig ] [6/9] SOFI OK in 1m 26s. ETA: 1m 28s. Rate: 2.1 sym/min [2025-11-26T20:49:31.308987] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:31.430667] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:31.430855] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_tick_distribution (score: 70.00%) [2025-11-26T20:49:31.431616] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 228/270 | Remaining: 42 | Rate: 77.9/min [2025-11-26T20:49:31.431705] [INFO ] [CONFIGURE ] SOUN: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:49:31.431749] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_volume_momentum_confirmation'] [2025-11-26T20:49:31.448015] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:31.541159] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:31.774873] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:31.787313] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:31.876325] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:32.011499] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:49:32.144203] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:32.246462] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:32.301432] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:32.478030] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:32.491777] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:32.716138] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:32.717064] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:32.839743] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:32.955137] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:33.139587] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:33.191745] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1 [2025-11-26T20:49:33.193045] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:33.432160] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:33.432338] [INFO ] [CONFIGURE ] STTK: DISCARDED add_cumulative_delta (score: 40.00%) [2025-11-26T20:49:33.433144] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 229/270 | Remaining: 41 | Rate: 77.4/min [2025-11-26T20:49:33.433212] [INFO ] [CONFIGURE ] STTK: Testing feature 3/29: add_daily_returns [2025-11-26T20:49:33.433257] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_daily_returns'] [2025-11-26T20:49:33.549858] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:33.564269] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:33.564492] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_recent_range_context (score: 90.00%) [2025-11-26T20:49:33.565285] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 230/270 | Remaining: 40 | Rate: 77.7/min [2025-11-26T20:49:33.565353] [INFO ] [CONFIGURE ] SMTC: Testing feature 24/29: add_rsi [2025-11-26T20:49:33.565395] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi'] [2025-11-26T20:49:33.629752] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:33.828189] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:33.926113] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:34.026180] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:34.043292] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:34.223700] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:34.292839] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:34.425442] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:49:34.509947] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:34.627104] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:34.662047] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:34.828392] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:34.978250] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:35.020798] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:35.021024] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_volume_momentum_confirmation (score: 60.00%) [2025-11-26T20:49:35.022404] [INFO ] [CONFIGURE ] JOB ETA: 30s | Tests: 231/270 | Remaining: 39 | Rate: 77.4/min [2025-11-26T20:49:35.022481] [INFO ] [CONFIGURE ] SOUN: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:49:35.022541] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_volume_price_divergence'] [2025-11-26T20:49:35.034391] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:35.236309] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:35.392911] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:35.439520] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:35.439710] [INFO ] [CONFIGURE ] STTK: DISCARDED add_daily_returns (score: 70.00%) [2025-11-26T20:49:35.440538] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 232/270 | Remaining: 38 | Rate: 77.5/min [2025-11-26T20:49:35.440612] [INFO ] [CONFIGURE ] STTK: Testing feature 4/29: add_ema [2025-11-26T20:49:35.440819] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_ema'] [2025-11-26T20:49:35.443593] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:35.680963] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:35.746708] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:35.922375] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:35.922598] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:36.109328] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:36.168311] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:36.396568] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:36.414247] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:36.472831] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:36.670158] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:36.872718] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:36.926919] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:36.974834] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:37.204265] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:37.375913] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:37.539013] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:37.586879] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:37.765284] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:37.849552] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:38.094841] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:38.095020] [INFO ] [CONFIGURE ] STTK: DISCARDED add_ema (score: 70.00%) [2025-11-26T20:49:38.095804] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 233/270 | Remaining: 37 | Rate: 76.7/min [2025-11-26T20:49:38.095875] [INFO ] [CONFIGURE ] STTK: Testing feature 5/29: add_exhaustion_signals [2025-11-26T20:49:38.095920] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_vwap', 'add_exhaustion_signals'] [2025-11-26T20:49:38.101216] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:38.166964] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:38.339740] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:38.570724] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1 [2025-11-26T20:49:38.584143] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:38.598481] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:38.598706] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_rsi (score: 90.00%) [2025-11-26T20:49:38.599635] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 234/270 | Remaining: 36 | Rate: 76.8/min [2025-11-26T20:49:38.599748] [INFO ] [CONFIGURE ] SMTC: Testing feature 25/29: add_tick_distribution [2025-11-26T20:49:38.599818] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_tick_distribution'] [2025-11-26T20:49:38.826972] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:49:38.959811] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:38.960104] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_volume_price_divergence (score: 60.00%) [2025-11-26T20:49:38.961118] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 235/270 | Remaining: 35 | Rate: 77.0/min [2025-11-26T20:49:38.961203] [INFO ] [CONFIGURE ] SOUN: Testing feature 28/29: add_volume_profile [2025-11-26T20:49:38.961255] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_volume_profile'] [2025-11-26T20:49:39.010363] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:39.069071] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:39.313106] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:39.346596] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:39.433624] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:39.557084] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:39.721118] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:39.801564] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:39.856777] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:40.047852] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:40.091241] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0 [2025-11-26T20:49:40.274815] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0 [2025-11-26T20:49:40.295889] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:40.477179] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:40.555934] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:40.556218] [INFO ] [CONFIGURE ] STTK: DISCARDED add_exhaustion_signals (score: 80.00%) [2025-11-26T20:49:40.557428] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 236/270 | Remaining: 34 | Rate: 76.7/min [2025-11-26T20:49:40.557517] [INFO ] [CONFIGURE ] STTK: Testing feature 6/29: add_failed_moves [2025-11-26T20:49:40.557599] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_failed_moves'] [2025-11-26T20:49:40.704252] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:40.757136] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:40.849168] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:40.960303] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:41.131594] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:41.151382] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:49:41.209207] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:41.341585] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:49:41.547211] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:41.561846] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:41.580571] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:41.739468] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:41.928447] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:41.941413] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:42.004056] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:42.124554] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:42.311689] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:42.316001] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:42.429977] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:42.509336] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:42.509508] [INFO ] [CONFIGURE ] STTK: DISCARDED add_failed_moves (score: 80.00%) [2025-11-26T20:49:42.510385] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 237/270 | Remaining: 33 | Rate: 76.2/min [2025-11-26T20:49:42.510459] [INFO ] [CONFIGURE ] STTK: Testing feature 7/29: add_lag_shelf [2025-11-26T20:49:42.510507] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_lag_shelf'] [2025-11-26T20:49:42.676289] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:42.676479] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_volume_profile (score: 50.00%) [2025-11-26T20:49:42.677867] [INFO ] [CONFIGURE ] JOB ETA: 25s | Tests: 238/270 | Remaining: 32 | Rate: 76.4/min [2025-11-26T20:49:42.677944] [INFO ] [CONFIGURE ] SOUN: Testing feature 29/29: add_vwap [2025-11-26T20:49:42.678011] [INFO ] [CONFIGURE ] SOUN: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position', 'add_vwap'] [2025-11-26T20:49:42.689558] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:42.856198] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:42.856378] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-26T20:49:42.857350] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 239/270 | Remaining: 31 | Rate: 76.7/min [2025-11-26T20:49:42.857424] [INFO ] [CONFIGURE ] SMTC: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:49:42.857473] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation'] [2025-11-26T20:49:42.869858] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:43.047361] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:43.050891] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:49:43.233184] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:43.288484] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:43.409357] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:43.421702] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:43.606624] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:43.716910] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:43.772910] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:43.795105] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:43.998312] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:44.129108] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:44.163939] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:44.197248] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:44.389546] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:44.389905] [INFO ] [CONFIGURE ] STTK: DISCARDED add_lag_shelf (score: 90.00%) [2025-11-26T20:49:44.391075] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 240/270 | Remaining: 30 | Rate: 76.4/min [2025-11-26T20:49:44.391220] [INFO ] [CONFIGURE ] STTK: Testing feature 8/29: add_macd [2025-11-26T20:49:44.391332] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_vwap', 'add_macd'] [2025-11-26T20:49:44.489051] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:44.592235] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:44.698843] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:44.848133] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:45.007910] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:45.026710] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:45.212359] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:45.316992] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:45.475677] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:45.572759] [DEBUG] [FORECASTER] SOUN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:49:45.627385] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:45.928717] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:45.934444] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:45.937202] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1 [2025-11-26T20:49:46.242383] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:46.317011] [DEBUG] [FORECASTER] SOUN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:46.317205] [INFO ] [CONFIGURE ] SOUN: DISCARDED add_vwap (score: 60.00%) [2025-11-26T20:49:46.318667] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 241/270 | Remaining: 29 | Rate: 75.9/min [2025-11-26T20:49:46.318766] [INFO ] [CONFIGURE ] SOUN: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:49:46.318819] [INFO ] [CONFIGURE ] SOUN: Best accuracy: 80.00% [2025-11-26T20:49:46.318861] [INFO ] [CONFIGURE ] SOUN: Best feature set (3 features): ['add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position'] [2025-11-26T20:49:46.318906] [INFO ] [CONFIGURE ] SOUN: Improvement over baseline: 20.00% [2025-11-26T20:49:46.318944] [INFO ] [CONFIGURE ] SOUN: Total time: 1.4 minutes [2025-11-26T20:49:46.318982] [INFO ] [CONFIGURE ] SOUN: Average time per feature: 3.1 seconds [2025-11-26T20:49:46.319019] [INFO ] [CONFIGURE ] SOUN: Average speed: 0.34 features/sec [2025-11-26T20:49:46.319528] [INFO ] [LOCAL ] Saved configuration for SOUN: 3 features, 80.00% accuracy -> ./output/feature-sets/SOUN.json [2025-11-26T20:49:46.319607] [INFO ] [CONFIGURE ] SOUN: Configuration saved successfully: 3 features, 80.00% accuracy. [2025-11-26T20:49:46.320458] [INFO ] [sig ] [7/9] SOUN OK in 1m 28s. ETA: 54.4s. Rate: 2.2 sym/min [2025-11-26T20:49:46.373732] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:46.546243] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:46.806943] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:46.850358] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:47.163154] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:47.240519] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:47.240719] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_volume_momentum_confirmation (score: 90.00%) [2025-11-26T20:49:47.241696] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 242/270 | Remaining: 28 | Rate: 75.9/min [2025-11-26T20:49:47.241766] [INFO ] [CONFIGURE ] SMTC: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:49:47.241814] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_price_divergence'] [2025-11-26T20:49:47.478840] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:47.479035] [INFO ] [CONFIGURE ] STTK: DISCARDED add_macd (score: 60.00%) [2025-11-26T20:49:47.480299] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 243/270 | Remaining: 27 | Rate: 76.1/min [2025-11-26T20:49:47.480371] [INFO ] [CONFIGURE ] STTK: Testing feature 9/29: add_mfi [2025-11-26T20:49:47.480446] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_mfi'] [2025-11-26T20:49:47.671193] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:47.682235] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:47.887360] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:48.087063] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:48.123039] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:48.287367] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:48.486183] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:48.569075] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:48.692389] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:48.892411] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:49.016596] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:49.096524] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:49.301405] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:49.457174] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:49.505335] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:49.505517] [INFO ] [CONFIGURE ] STTK: DISCARDED add_mfi (score: 80.00%) [2025-11-26T20:49:49.506621] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 244/270 | Remaining: 26 | Rate: 75.6/min [2025-11-26T20:49:49.506708] [INFO ] [CONFIGURE ] STTK: Testing feature 10/29: add_momentum_acceleration [2025-11-26T20:49:49.506767] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration'] [2025-11-26T20:49:49.802183] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:49:49.893026] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:50.085547] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:50.334615] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:50.367046] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:50.649944] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:50.772152] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:50.933584] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:51.213398] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:51.213867] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:51.496216] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:51.649998] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:51.650214] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_volume_price_divergence (score: 90.00%) [2025-11-26T20:49:51.651352] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 245/270 | Remaining: 25 | Rate: 75.1/min [2025-11-26T20:49:51.651419] [INFO ] [CONFIGURE ] SMTC: Testing feature 28/29: add_volume_profile [2025-11-26T20:49:51.651465] [INFO ] [CONFIGURE ] SMTC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_profile'] [2025-11-26T20:49:51.787131] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:52.080428] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:52.081467] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:52.363492] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:52.363699] [INFO ] [CONFIGURE ] STTK: DISCARDED add_momentum_acceleration (score: 60.00%) [2025-11-26T20:49:52.365048] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 246/270 | Remaining: 24 | Rate: 75.1/min [2025-11-26T20:49:52.365118] [INFO ] [CONFIGURE ] STTK: Testing feature 11/29: add_obv_daily [2025-11-26T20:49:52.365177] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_obv_daily'] [2025-11-26T20:49:52.520470] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-12, Predicted=0.0, Actual=0 [2025-11-26T20:49:52.584096] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:52.803757] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:52.969526] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0 [2025-11-26T20:49:53.017861] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:53.234671] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:53.417100] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0 [2025-11-26T20:49:53.453397] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:53.675523] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:53.849413] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1 [2025-11-26T20:49:53.904996] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:49:54.124796] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:54.277634] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:54.347847] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:54.583085] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:54.583277] [INFO ] [CONFIGURE ] STTK: DISCARDED add_obv_daily (score: 60.00%) [2025-11-26T20:49:54.584433] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 247/270 | Remaining: 23 | Rate: 74.6/min [2025-11-26T20:49:54.584501] [INFO ] [CONFIGURE ] STTK: Testing feature 12/29: add_obv_interval [2025-11-26T20:49:54.584588] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_obv_interval'] [2025-11-26T20:49:54.710178] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:54.790069] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:54.991393] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:55.150932] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:55.208454] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:55.428764] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:55.596795] [DEBUG] [FORECASTER] SMTC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:55.641176] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:55.846544] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:49:56.034959] [DEBUG] [FORECASTER] SMTC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1 [2025-11-26T20:49:56.035145] [INFO ] [CONFIGURE ] SMTC: DISCARDED add_volume_profile (score: 80.00%) [2025-11-26T20:49:56.036525] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 248/270 | Remaining: 22 | Rate: 74.3/min [2025-11-26T20:49:56.036611] [INFO ] [CONFIGURE ] SMTC: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:49:56.036699] [INFO ] [CONFIGURE ] SMTC: Best accuracy: 90.00% [2025-11-26T20:49:56.036762] [INFO ] [CONFIGURE ] SMTC: Best feature set (6 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance', 'add_pbf_morning_momentum'] [2025-11-26T20:49:56.036804] [INFO ] [CONFIGURE ] SMTC: Improvement over baseline: 50.00% [2025-11-26T20:49:56.036844] [INFO ] [CONFIGURE ] SMTC: Total time: 1.8 minutes [2025-11-26T20:49:56.036887] [INFO ] [CONFIGURE ] SMTC: Average time per feature: 3.9 seconds [2025-11-26T20:49:56.036927] [INFO ] [CONFIGURE ] SMTC: Average speed: 0.27 features/sec [2025-11-26T20:49:56.037250] [INFO ] [LOCAL ] Saved configuration for SMTC: 6 features, 90.00% accuracy -> ./output/feature-sets/SMTC.json [2025-11-26T20:49:56.037313] [INFO ] [CONFIGURE ] SMTC: Configuration saved successfully: 6 features, 90.00% accuracy. [2025-11-26T20:49:56.037889] [INFO ] [sig ] [8/9] SMTC OK in 1m 51s. ETA: 25.0s. Rate: 2.4 sym/min [2025-11-26T20:49:56.052822] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:56.274921] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:56.482271] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:49:56.688381] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:56.688556] [INFO ] [CONFIGURE ] STTK: DISCARDED add_obv_interval (score: 70.00%) [2025-11-26T20:49:56.689883] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 249/270 | Remaining: 21 | Rate: 74.4/min [2025-11-26T20:49:56.689950] [INFO ] [CONFIGURE ] STTK: Testing feature 13/29: add_opening_strength [2025-11-26T20:49:56.690000] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_daily_returns', 'add_opening_strength'] [2025-11-26T20:49:56.936073] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:57.183785] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:49:57.418513] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:49:57.657896] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:49:57.912542] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:49:58.172387] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:49:58.413485] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:49:58.653497] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:49:58.897912] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:49:59.137586] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:49:59.137779] [INFO ] [CONFIGURE ] STTK: DISCARDED add_opening_strength (score: 70.00%) [2025-11-26T20:49:59.138758] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 250/270 | Remaining: 20 | Rate: 73.8/min [2025-11-26T20:49:59.138827] [INFO ] [CONFIGURE ] STTK: Testing feature 14/29: add_order_flow_imbalance [2025-11-26T20:49:59.138874] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_order_flow_imbalance'] [2025-11-26T20:49:59.353358] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:49:59.573689] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:49:59.796494] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:50:00.016637] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:00.237743] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:00.458498] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:00.678824] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:00.905018] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:01.130188] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:01.379723] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:01.379928] [INFO ] [CONFIGURE ] STTK: DISCARDED add_order_flow_imbalance (score: 70.00%) [2025-11-26T20:50:01.381402] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 251/270 | Remaining: 19 | Rate: 73.3/min [2025-11-26T20:50:01.381472] [INFO ] [CONFIGURE ] STTK: Testing feature 15/29: add_pbf_morning_momentum [2025-11-26T20:50:01.381521] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_pbf_morning_momentum'] [2025-11-26T20:50:01.575517] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:50:01.769576] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:01.968069] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:50:02.174794] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:02.387115] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:02.585201] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:02.779295] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:02.979427] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:03.185486] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:03.383547] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:03.383755] [INFO ] [CONFIGURE ] STTK: DISCARDED add_pbf_morning_momentum (score: 70.00%) [2025-11-26T20:50:03.384820] [INFO ] [CONFIGURE ] JOB ETA: 15s | Tests: 252/270 | Remaining: 18 | Rate: 72.9/min [2025-11-26T20:50:03.384885] [INFO ] [CONFIGURE ] STTK: Testing feature 16/29: add_pbf_overnight_gap [2025-11-26T20:50:03.384952] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_pbf_overnight_gap'] [2025-11-26T20:50:03.594082] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:03.800389] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:04.014456] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:04.228787] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:04.458439] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:04.673475] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:04.885942] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:05.094717] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:05.311256] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:50:05.524319] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:05.524497] [INFO ] [CONFIGURE ] STTK: DISCARDED add_pbf_overnight_gap (score: 50.00%) [2025-11-26T20:50:05.525810] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 253/270 | Remaining: 17 | Rate: 72.4/min [2025-11-26T20:50:05.525875] [INFO ] [CONFIGURE ] STTK: Testing feature 17/29: add_pbf_return_2d [2025-11-26T20:50:05.525920] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_pbf_return_2d'] [2025-11-26T20:50:05.762004] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:05.978616] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:06.196639] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:06.423268] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:06.638508] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:06.852965] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:07.075387] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:07.292204] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:07.514140] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:07.735781] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:07.735963] [INFO ] [CONFIGURE ] STTK: DISCARDED add_pbf_return_2d (score: 70.00%) [2025-11-26T20:50:07.737357] [INFO ] [CONFIGURE ] JOB ETA: 13s | Tests: 254/270 | Remaining: 16 | Rate: 71.9/min [2025-11-26T20:50:07.737428] [INFO ] [CONFIGURE ] STTK: Testing feature 18/29: add_pbf_volatility_5d [2025-11-26T20:50:07.737476] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_pbf_volatility_5d'] [2025-11-26T20:50:07.929573] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:08.122824] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:08.316817] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:08.510061] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:08.711001] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:08.900937] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:09.108212] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:09.302177] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1 [2025-11-26T20:50:09.494895] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:09.689220] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:09.689385] [INFO ] [CONFIGURE ] STTK: DISCARDED add_pbf_volatility_5d (score: 50.00%) [2025-11-26T20:50:09.690552] [INFO ] [CONFIGURE ] JOB ETA: 13s | Tests: 255/270 | Remaining: 15 | Rate: 71.6/min [2025-11-26T20:50:09.690619] [INFO ] [CONFIGURE ] STTK: Testing feature 19/29: add_pbf_vs_sma_5 [2025-11-26T20:50:09.690686] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_pbf_vs_sma_5'] [2025-11-26T20:50:09.877597] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:10.082454] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:10.275669] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:10.463900] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:10.649264] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:10.838399] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:11.028112] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:11.217678] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:11.407050] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:11.597150] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:11.597321] [INFO ] [CONFIGURE ] STTK: DISCARDED add_pbf_vs_sma_5 (score: 80.00%) [2025-11-26T20:50:11.598455] [INFO ] [CONFIGURE ] JOB ETA: 12s | Tests: 256/270 | Remaining: 14 | Rate: 71.2/min [2025-11-26T20:50:11.598523] [INFO ] [CONFIGURE ] STTK: Testing feature 20/29: add_price_rejection [2025-11-26T20:50:11.598569] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_price_rejection'] [2025-11-26T20:50:11.813137] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:50:12.026486] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:12.239097] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:12.465680] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:12.696047] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:12.911500] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:13.119094] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:13.328742] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:13.538580] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:50:13.749596] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:13.749783] [INFO ] [CONFIGURE ] STTK: DISCARDED add_price_rejection (score: 60.00%) [2025-11-26T20:50:13.751075] [INFO ] [CONFIGURE ] JOB ETA: 11s | Tests: 257/270 | Remaining: 13 | Rate: 70.8/min [2025-11-26T20:50:13.751141] [INFO ] [CONFIGURE ] STTK: Testing feature 21/29: add_range_position [2025-11-26T20:50:13.751188] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_range_position'] [2025-11-26T20:50:13.975298] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:50:14.199349] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-12, Predicted=0.0, Actual=1 [2025-11-26T20:50:14.435770] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:14.663287] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:14.890784] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:15.119721] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:15.354241] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0 [2025-11-26T20:50:15.587005] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:15.819764] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:50:16.051957] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:16.052150] [INFO ] [CONFIGURE ] STTK: DISCARDED add_range_position (score: 40.00%) [2025-11-26T20:50:16.053840] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 258/270 | Remaining: 12 | Rate: 70.3/min [2025-11-26T20:50:16.053910] [INFO ] [CONFIGURE ] STTK: Testing feature 22/29: add_realized_volatility [2025-11-26T20:50:16.053959] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_realized_volatility'] [2025-11-26T20:50:16.353181] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:16.653542] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:16.954330] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:50:17.253748] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:17.551179] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:17.854476] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:18.172738] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:18.486178] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:18.803590] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:19.108005] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:19.108197] [INFO ] [CONFIGURE ] STTK: DISCARDED add_realized_volatility (score: 70.00%) [2025-11-26T20:50:19.109298] [INFO ] [CONFIGURE ] JOB ETA: 9s | Tests: 259/270 | Remaining: 11 | Rate: 69.6/min [2025-11-26T20:50:19.109369] [INFO ] [CONFIGURE ] STTK: Testing feature 23/29: add_recent_range_context [2025-11-26T20:50:19.109410] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_recent_range_context'] [2025-11-26T20:50:19.312059] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:50:19.513307] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:19.717127] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:19.920217] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:20.133919] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:20.340615] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:20.549707] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:20.753188] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:20.957973] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:21.163031] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:21.163221] [INFO ] [CONFIGURE ] STTK: DISCARDED add_recent_range_context (score: 60.00%) [2025-11-26T20:50:21.164457] [INFO ] [CONFIGURE ] JOB ETA: 9s | Tests: 260/270 | Remaining: 10 | Rate: 69.2/min [2025-11-26T20:50:21.164529] [INFO ] [CONFIGURE ] STTK: Testing feature 24/29: add_rsi [2025-11-26T20:50:21.164576] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_ema', 'add_rsi'] [2025-11-26T20:50:21.423831] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:21.683012] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:21.945481] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:22.207510] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:22.470236] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:22.735561] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1 [2025-11-26T20:50:22.995888] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:23.260393] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:23.540273] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:23.816099] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:23.816320] [INFO ] [CONFIGURE ] STTK: DISCARDED add_rsi (score: 70.00%) [2025-11-26T20:50:23.817763] [INFO ] [CONFIGURE ] JOB ETA: 8s | Tests: 261/270 | Remaining: 9 | Rate: 68.7/min [2025-11-26T20:50:23.817837] [INFO ] [CONFIGURE ] STTK: Testing feature 25/29: add_tick_distribution [2025-11-26T20:50:23.817888] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_tick_distribution'] [2025-11-26T20:50:24.021282] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:24.226815] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:24.428867] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:50:24.636841] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:24.846385] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:25.061390] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:25.292274] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:25.491027] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:25.694684] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:25.892485] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:25.892668] [INFO ] [CONFIGURE ] STTK: DISCARDED add_tick_distribution (score: 80.00%) [2025-11-26T20:50:25.893809] [INFO ] [CONFIGURE ] JOB ETA: 7s | Tests: 262/270 | Remaining: 8 | Rate: 68.3/min [2025-11-26T20:50:25.893873] [INFO ] [CONFIGURE ] STTK: Testing feature 26/29: add_volume_momentum_confirmation [2025-11-26T20:50:25.893917] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_volume_momentum_confirmation'] [2025-11-26T20:50:26.096872] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:26.297836] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:26.519940] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:26.721739] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:26.924703] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0 [2025-11-26T20:50:27.128709] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:27.333707] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:27.537661] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:27.743056] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:27.949482] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:27.949663] [INFO ] [CONFIGURE ] STTK: DISCARDED add_volume_momentum_confirmation (score: 70.00%) [2025-11-26T20:50:27.951173] [INFO ] [CONFIGURE ] JOB ETA: 6s | Tests: 263/270 | Remaining: 7 | Rate: 68.0/min [2025-11-26T20:50:27.951239] [INFO ] [CONFIGURE ] STTK: Testing feature 27/29: add_volume_price_divergence [2025-11-26T20:50:27.951286] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_volume_price_divergence'] [2025-11-26T20:50:28.167063] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:28.382492] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:28.598968] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:28.818566] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1 [2025-11-26T20:50:29.039447] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:29.259740] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:29.485191] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:29.739456] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:30.029592] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:30.330486] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:30.330721] [INFO ] [CONFIGURE ] STTK: DISCARDED add_volume_price_divergence (score: 80.00%) [2025-11-26T20:50:30.332378] [INFO ] [CONFIGURE ] JOB ETA: 5s | Tests: 264/270 | Remaining: 6 | Rate: 67.6/min [2025-11-26T20:50:30.332488] [INFO ] [CONFIGURE ] STTK: Testing feature 28/29: add_volume_profile [2025-11-26T20:50:30.332557] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_volume_profile'] [2025-11-26T20:50:30.563810] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-11, Predicted=1.0, Actual=0 [2025-11-26T20:50:30.787989] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:31.004781] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1 [2025-11-26T20:50:31.219379] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:31.430748] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:31.639675] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:31.850559] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:32.059447] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:32.269439] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0 [2025-11-26T20:50:32.481882] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:32.482070] [INFO ] [CONFIGURE ] STTK: DISCARDED add_volume_profile (score: 50.00%) [2025-11-26T20:50:32.483268] [INFO ] [CONFIGURE ] JOB ETA: 4s | Tests: 265/270 | Remaining: 5 | Rate: 67.2/min [2025-11-26T20:50:32.483337] [INFO ] [CONFIGURE ] STTK: Testing feature 29/29: add_vwap [2025-11-26T20:50:32.483443] [INFO ] [CONFIGURE ] STTK: Testing with features: ['add_vwap'] [2025-11-26T20:50:32.697804] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-11, Predicted=0.0, Actual=0 [2025-11-26T20:50:32.914293] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-12, Predicted=1.0, Actual=1 [2025-11-26T20:50:33.146049] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1 [2025-11-26T20:50:33.363525] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1 [2025-11-26T20:50:33.580804] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0 [2025-11-26T20:50:33.800717] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1 [2025-11-26T20:50:34.022682] [DEBUG] [FORECASTER] STTK: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0 [2025-11-26T20:50:34.242462] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1 [2025-11-26T20:50:34.463005] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0 [2025-11-26T20:50:34.683886] [DEBUG] [FORECASTER] STTK: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1 [2025-11-26T20:50:34.684052] [INFO ] [CONFIGURE ] STTK: DISCARDED add_vwap (score: 80.00%) [2025-11-26T20:50:34.685224] [INFO ] [CONFIGURE ] JOB ETA: 4s | Tests: 266/270 | Remaining: 4 | Rate: 66.8/min [2025-11-26T20:50:34.685293] [INFO ] [CONFIGURE ] STTK: ===== FEATURE SELECTION COMPLETE ===== [2025-11-26T20:50:34.685339] [INFO ] [CONFIGURE ] STTK: Best accuracy: 90.00% [2025-11-26T20:50:34.685381] [INFO ] [CONFIGURE ] STTK: Best feature set (0 features): [] [2025-11-26T20:50:34.685420] [INFO ] [CONFIGURE ] STTK: Improvement over baseline: 0.00% [2025-11-26T20:50:34.685457] [INFO ] [CONFIGURE ] STTK: Total time: 1.1 minutes [2025-11-26T20:50:34.685493] [INFO ] [CONFIGURE ] STTK: Average time per feature: 2.3 seconds [2025-11-26T20:50:34.685531] [INFO ] [CONFIGURE ] STTK: Average speed: 0.44 features/sec [2025-11-26T20:50:34.685822] [INFO ] [LOCAL ] Saved configuration for STTK: 0 features, 90.00% accuracy -> ./output/feature-sets/STTK.json [2025-11-26T20:50:34.685883] [INFO ] [CONFIGURE ] STTK: Configuration saved successfully: 0 features, 90.00% accuracy. [2025-11-26T20:50:34.687119] [INFO ] [sig ] [9/9] STTK OK in 1m 8s. ETA: 0.0s. Rate: 2.3 sym/min [2025-11-26T20:50:34.711628] [INFO ] [sig ] ================================================== [2025-11-26T20:50:34.711878] [INFO ] [sig ] Parallel configuration completed in 3m 59s [2025-11-26T20:50:34.712034] [INFO ] [sig ] Success rate: 100.0% (9/9 symbols) [2025-11-26T20:50:35.435676] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)' [2025-11-26T20:50:35.435883] [INFO ] [sig ] Email notification sent [2025-11-26T20:50:35.446899] [INFO ] [sig ] Generating forecasts for all active symbols [2025-11-26T20:50:35.447037] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T20:50:35.586991] [DEBUG] [REMOTE ] Fetched 3599 unique symbols from directory listing. [2025-11-26T20:50:35.596135] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-26T20:50:35.596287] [INFO ] [sig ] Found 3599 active symbols to forecast [2025-11-26T20:50:35.597045] [INFO ] [sig ] [1/3599] Forecasting A... [2025-11-26T20:50:35.597103] [INFO ] [sig ] Generating forecast for: A [2025-11-26T20:50:35.597157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-11-26T20:50:35.610011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'A'. [2025-11-26T20:50:35.610404] [INFO ] [FORECASTER] Starting predict_future for A [2025-11-26T20:50:35.611477] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-11-26T20:50:35.611564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:35.611625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:35.611696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:35.611784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:35.669190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:35.670137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:35.670273] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:35.670325] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:35.794939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:35.795123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:35.795178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:35.795246] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:35.799146] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=19.00%) [2025-11-26T20:50:35.799491] [INFO ] [FORECASTER] Completed predict_future for A [2025-11-26T20:50:35.799695] [INFO ] [sig ] A: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:35.940308] [INFO ] [LOCAL ] Saved forecast: A 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/A.txt [2025-11-26T20:50:35.940477] [INFO ] [sig ] [1/3599] Completed A in 0.3s | 2.91 sym/s | Total: 0.3s | ETA: 20.6m [2025-11-26T20:50:35.940532] [INFO ] [sig ] [2/3599] Forecasting AA... [2025-11-26T20:50:35.940618] [INFO ] [sig ] Generating forecast for: AA [2025-11-26T20:50:35.940685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-11-26T20:50:35.951923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AA'. [2025-11-26T20:50:35.952267] [INFO ] [FORECASTER] Starting predict_future for AA [2025-11-26T20:50:35.953147] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-11-26T20:50:35.953218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:35.953266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:35.953317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:35.953446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:36.010241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:36.010998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:36.011110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:36.011169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:36.133897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:36.134060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:36.134112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:36.134167] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:36.137720] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=13.86%) [2025-11-26T20:50:36.138035] [INFO ] [FORECASTER] Completed predict_future for AA [2025-11-26T20:50:36.138206] [INFO ] [sig ] AA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:36.279668] [INFO ] [LOCAL ] Saved forecast: AA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AA.txt [2025-11-26T20:50:36.279830] [INFO ] [sig ] [2/3599] Completed AA in 0.3s | 2.93 sym/s | Total: 0.7s | ETA: 20.5m [2025-11-26T20:50:36.279884] [INFO ] [sig ] [3/3599] Forecasting AAL... [2025-11-26T20:50:36.279932] [INFO ] [sig ] Generating forecast for: AAL [2025-11-26T20:50:36.280020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'. [2025-11-26T20:50:36.291497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAL'. [2025-11-26T20:50:36.291852] [INFO ] [FORECASTER] Starting predict_future for AAL [2025-11-26T20:50:36.292723] [DEBUG] [LOCAL ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt [2025-11-26T20:50:36.292795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:36.292841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:36.292890] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:36.292968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:36.350183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:36.350909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:36.351006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:36.351064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:36.469451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:36.469667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:36.469722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:36.469766] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:36.473308] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=48.79%) [2025-11-26T20:50:36.473627] [INFO ] [FORECASTER] Completed predict_future for AAL [2025-11-26T20:50:36.473812] [INFO ] [sig ] AAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:36.612073] [INFO ] [LOCAL ] Saved forecast: AAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AAL.txt [2025-11-26T20:50:36.612227] [INFO ] [sig ] [3/3599] Completed AAL in 0.3s | 2.96 sym/s | Total: 1.0s | ETA: 20.3m [2025-11-26T20:50:36.612281] [INFO ] [sig ] [4/3599] Forecasting AAOI... [2025-11-26T20:50:36.612332] [INFO ] [sig ] Generating forecast for: AAOI [2025-11-26T20:50:36.612385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'. [2025-11-26T20:50:36.625783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAOI'. [2025-11-26T20:50:36.626211] [INFO ] [FORECASTER] Starting predict_future for AAOI [2025-11-26T20:50:36.627200] [DEBUG] [LOCAL ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt [2025-11-26T20:50:36.627277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:36.627339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:36.627396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:36.627502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:36.695568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:36.696489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:36.696594] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:36.696663] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:36.816137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:36.816316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:36.816370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:36.816413] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:36.819896] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=26.04%) [2025-11-26T20:50:36.820210] [INFO ] [FORECASTER] Completed predict_future for AAOI [2025-11-26T20:50:36.820371] [INFO ] [sig ] AAOI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:36.959799] [INFO ] [LOCAL ] Saved forecast: AAOI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AAOI.txt [2025-11-26T20:50:36.959967] [INFO ] [sig ] [4/3599] Completed AAOI in 0.3s | 2.93 sym/s | Total: 1.4s | ETA: 20.4m [2025-11-26T20:50:36.960033] [INFO ] [sig ] [5/3599] Forecasting AAON... [2025-11-26T20:50:36.960084] [INFO ] [sig ] Generating forecast for: AAON [2025-11-26T20:50:36.960126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'. [2025-11-26T20:50:36.972129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAON'. [2025-11-26T20:50:36.972482] [INFO ] [FORECASTER] Starting predict_future for AAON [2025-11-26T20:50:36.973317] [DEBUG] [LOCAL ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt [2025-11-26T20:50:36.973392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:36.973440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:36.973483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:36.973552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:37.030380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:37.031086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:37.031186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:37.031236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:37.147677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:37.147854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:37.147909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:37.147952] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:37.151403] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-11-26T20:50:37.151735] [INFO ] [FORECASTER] Completed predict_future for AAON [2025-11-26T20:50:37.151887] [INFO ] [sig ] AAON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:37.292147] [INFO ] [LOCAL ] Saved forecast: AAON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAON.txt [2025-11-26T20:50:37.292330] [INFO ] [sig ] [5/3599] Completed AAON in 0.3s | 2.95 sym/s | Total: 1.7s | ETA: 20.3m [2025-11-26T20:50:37.292388] [INFO ] [sig ] [6/3599] Forecasting AAP... [2025-11-26T20:50:37.292435] [INFO ] [sig ] Generating forecast for: AAP [2025-11-26T20:50:37.292479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-11-26T20:50:37.309631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAP'. [2025-11-26T20:50:37.310259] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-11-26T20:50:37.311491] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-11-26T20:50:37.311578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:37.311659] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:37.311709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:37.311806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:37.373849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:37.374875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:37.375003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:37.375054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:37.499526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:37.499837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:37.499900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:37.499945] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:37.503923] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=74.22%) [2025-11-26T20:50:37.504275] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-11-26T20:50:37.504492] [INFO ] [sig ] AAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:37.651388] [INFO ] [LOCAL ] Saved forecast: AAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAP.txt [2025-11-26T20:50:37.651657] [INFO ] [sig ] [6/3599] Completed AAP in 0.4s | 2.92 sym/s | Total: 2.1s | ETA: 20.5m [2025-11-26T20:50:37.651719] [INFO ] [sig ] [7/3599] Forecasting AAPB... [2025-11-26T20:50:37.651768] [INFO ] [sig ] Generating forecast for: AAPB [2025-11-26T20:50:37.651824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'. [2025-11-26T20:50:37.665498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPB'. [2025-11-26T20:50:37.665958] [INFO ] [FORECASTER] Starting predict_future for AAPB [2025-11-26T20:50:37.666950] [DEBUG] [LOCAL ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt [2025-11-26T20:50:37.667027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:37.667077] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:37.667120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:37.667194] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:37.727131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:37.728293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:37.728419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:37.728469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:37.847595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:37.847884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:37.847947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:37.847992] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:37.852155] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=38.04%) [2025-11-26T20:50:37.852618] [INFO ] [FORECASTER] Completed predict_future for AAPB [2025-11-26T20:50:37.852842] [INFO ] [sig ] AAPB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:37.996633] [INFO ] [LOCAL ] Saved forecast: AAPB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AAPB.txt [2025-11-26T20:50:37.996896] [INFO ] [sig ] [7/3599] Completed AAPB in 0.3s | 2.92 sym/s | Total: 2.4s | ETA: 20.5m [2025-11-26T20:50:37.996959] [INFO ] [sig ] [8/3599] Forecasting AAPL... [2025-11-26T20:50:37.996997] [INFO ] [sig ] Generating forecast for: AAPL [2025-11-26T20:50:37.997050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'. [2025-11-26T20:50:38.010322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPL'. [2025-11-26T20:50:38.010839] [INFO ] [FORECASTER] Starting predict_future for AAPL [2025-11-26T20:50:38.011797] [DEBUG] [LOCAL ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt [2025-11-26T20:50:38.011870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:38.011919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:38.011962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:38.012034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:38.070696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:38.071770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:38.071890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:38.071940] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:38.198170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:38.198450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:38.198513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:38.198596] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:38.202962] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=92.35%) [2025-11-26T20:50:38.203331] [INFO ] [FORECASTER] Completed predict_future for AAPL [2025-11-26T20:50:38.203501] [INFO ] [sig ] AAPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:38.351935] [INFO ] [LOCAL ] Saved forecast: AAPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAPL.txt [2025-11-26T20:50:38.352193] [INFO ] [sig ] [8/3599] Completed AAPL in 0.4s | 2.90 sym/s | Total: 2.8s | ETA: 20.6m [2025-11-26T20:50:38.352256] [INFO ] [sig ] [9/3599] Forecasting AAXJ... [2025-11-26T20:50:38.352300] [INFO ] [sig ] Generating forecast for: AAXJ [2025-11-26T20:50:38.352345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'. [2025-11-26T20:50:38.365761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'. [2025-11-26T20:50:38.366215] [INFO ] [FORECASTER] Starting predict_future for AAXJ [2025-11-26T20:50:38.367147] [DEBUG] [LOCAL ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt [2025-11-26T20:50:38.367222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:38.367270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:38.367310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:38.367383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:38.426368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:38.427312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:38.427428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:38.427480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:38.556300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:38.556509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:38.556566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:38.556611] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:38.560296] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-11-26T20:50:38.560630] [INFO ] [FORECASTER] Completed predict_future for AAXJ [2025-11-26T20:50:38.560822] [INFO ] [sig ] AAXJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:38.703972] [INFO ] [LOCAL ] Saved forecast: AAXJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAXJ.txt [2025-11-26T20:50:38.704137] [INFO ] [sig ] [9/3599] Completed AAXJ in 0.4s | 2.90 sym/s | Total: 3.1s | ETA: 20.7m [2025-11-26T20:50:38.704195] [INFO ] [sig ] [10/3599] Forecasting AB... [2025-11-26T20:50:38.704240] [INFO ] [sig ] Generating forecast for: AB [2025-11-26T20:50:38.704284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-11-26T20:50:38.715589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AB'. [2025-11-26T20:50:38.715922] [INFO ] [FORECASTER] Starting predict_future for AB [2025-11-26T20:50:38.716754] [DEBUG] [LOCAL ] No optimal features file found for AB: ./output/feature-sets/AB.txt [2025-11-26T20:50:38.716825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:38.716871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:38.716911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:38.716979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:38.773566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:38.774232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:38.774328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:38.774380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:38.894905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:38.895071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:38.895125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:38.895165] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:38.898623] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=73.07%) [2025-11-26T20:50:38.898956] [INFO ] [FORECASTER] Completed predict_future for AB [2025-11-26T20:50:38.899109] [INFO ] [sig ] AB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:39.036735] [INFO ] [LOCAL ] Saved forecast: AB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AB.txt [2025-11-26T20:50:39.036870] [INFO ] [sig ] [10/3599] Completed AB in 0.3s | 2.91 sym/s | Total: 3.4s | ETA: 20.6m [2025-11-26T20:50:39.036924] [INFO ] [sig ] [11/3599] Forecasting ABCB... [2025-11-26T20:50:39.036969] [INFO ] [sig ] Generating forecast for: ABCB [2025-11-26T20:50:39.037009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-11-26T20:50:39.048282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCB'. [2025-11-26T20:50:39.048609] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-11-26T20:50:39.049443] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-11-26T20:50:39.049515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:39.049563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:39.049603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:39.049693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:39.106768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:39.107402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:39.107500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:39.107562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:39.226985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:39.227129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:39.227178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:39.227219] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:39.230560] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=3.70%) [2025-11-26T20:50:39.230883] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-11-26T20:50:39.231049] [INFO ] [sig ] ABCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:39.369882] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABCB.txt [2025-11-26T20:50:39.370076] [INFO ] [sig ] [11/3599] Completed ABCB in 0.3s | 2.92 sym/s | Total: 3.8s | ETA: 20.5m [2025-11-26T20:50:39.370132] [INFO ] [sig ] [12/3599] Forecasting ABCL... [2025-11-26T20:50:39.370175] [INFO ] [sig ] Generating forecast for: ABCL [2025-11-26T20:50:39.370220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'. [2025-11-26T20:50:39.381217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCL'. [2025-11-26T20:50:39.381523] [INFO ] [FORECASTER] Starting predict_future for ABCL [2025-11-26T20:50:39.382349] [DEBUG] [LOCAL ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt [2025-11-26T20:50:39.382419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:39.382465] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:39.382519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:39.382590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:39.439162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:39.439846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:39.439943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:39.439990] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:39.560730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:39.560896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:39.560946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:39.560986] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:39.564406] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=37.08%) [2025-11-26T20:50:39.564734] [INFO ] [FORECASTER] Completed predict_future for ABCL [2025-11-26T20:50:39.564894] [INFO ] [sig ] ABCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:39.706222] [INFO ] [LOCAL ] Saved forecast: ABCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABCL.txt [2025-11-26T20:50:39.706399] [INFO ] [sig ] [12/3599] Completed ABCL in 0.3s | 2.92 sym/s | Total: 4.1s | ETA: 20.5m [2025-11-26T20:50:39.706455] [INFO ] [sig ] [13/3599] Forecasting ABEO... [2025-11-26T20:50:39.706499] [INFO ] [sig ] Generating forecast for: ABEO [2025-11-26T20:50:39.706541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'. [2025-11-26T20:50:39.718052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABEO'. [2025-11-26T20:50:39.718437] [INFO ] [FORECASTER] Starting predict_future for ABEO [2025-11-26T20:50:39.719359] [DEBUG] [LOCAL ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt [2025-11-26T20:50:39.719440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:39.719506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:39.719553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:39.719676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:39.777476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:39.778283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:39.778400] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:39.778473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:39.900584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:39.900884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:39.900958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:39.900996] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:39.904523] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=2.71%) [2025-11-26T20:50:39.904878] [INFO ] [FORECASTER] Completed predict_future for ABEO [2025-11-26T20:50:39.905062] [INFO ] [sig ] ABEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:40.046319] [INFO ] [LOCAL ] Saved forecast: ABEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABEO.txt [2025-11-26T20:50:40.046542] [INFO ] [sig ] [13/3599] Completed ABEO in 0.3s | 2.92 sym/s | Total: 4.4s | ETA: 20.5m [2025-11-26T20:50:40.046627] [INFO ] [sig ] [14/3599] Forecasting ABG... [2025-11-26T20:50:40.046717] [INFO ] [sig ] Generating forecast for: ABG [2025-11-26T20:50:40.046786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-11-26T20:50:40.058289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABG'. [2025-11-26T20:50:40.058659] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-11-26T20:50:40.059500] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-11-26T20:50:40.059572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:40.059659] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:40.059704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:40.059773] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:40.118081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:40.118817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:40.118920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:40.118969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:40.237571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:40.237804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:40.237865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:40.237910] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:40.241491] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-11-26T20:50:40.241819] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-11-26T20:50:40.241973] [INFO ] [sig ] ABG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:40.384025] [INFO ] [LOCAL ] Saved forecast: ABG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABG.txt [2025-11-26T20:50:40.384195] [INFO ] [sig ] [14/3599] Completed ABG in 0.3s | 2.92 sym/s | Total: 4.8s | ETA: 20.4m [2025-11-26T20:50:40.384253] [INFO ] [sig ] [15/3599] Forecasting ABL... [2025-11-26T20:50:40.384295] [INFO ] [sig ] Generating forecast for: ABL [2025-11-26T20:50:40.384332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'. [2025-11-26T20:50:40.396372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABL'. [2025-11-26T20:50:40.396781] [INFO ] [FORECASTER] Starting predict_future for ABL [2025-11-26T20:50:40.397690] [DEBUG] [LOCAL ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt [2025-11-26T20:50:40.397769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:40.397821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:40.397881] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:40.397974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:40.455246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:40.456253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:40.456390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:40.456453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:40.576064] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:40.576263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:40.576317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:40.576359] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:40.580018] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=26.09%) [2025-11-26T20:50:40.580339] [INFO ] [FORECASTER] Completed predict_future for ABL [2025-11-26T20:50:40.580497] [INFO ] [sig ] ABL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:40.724395] [INFO ] [LOCAL ] Saved forecast: ABL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABL.txt [2025-11-26T20:50:40.724579] [INFO ] [sig ] [15/3599] Completed ABL in 0.3s | 2.93 sym/s | Total: 5.1s | ETA: 20.4m [2025-11-26T20:50:40.724634] [INFO ] [sig ] [16/3599] Forecasting ABM... [2025-11-26T20:50:40.724696] [INFO ] [sig ] Generating forecast for: ABM [2025-11-26T20:50:40.724745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-11-26T20:50:40.736276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABM'. [2025-11-26T20:50:40.736595] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-11-26T20:50:40.737424] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-11-26T20:50:40.737493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:40.737557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:40.737617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:40.737731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:40.795090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:40.796039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:40.796158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:40.796206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:40.915336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:40.915527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:40.915587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:40.915633] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:40.919384] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=52.32%) [2025-11-26T20:50:40.919780] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-11-26T20:50:40.919974] [INFO ] [sig ] ABM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:41.065911] [INFO ] [LOCAL ] Saved forecast: ABM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABM.txt [2025-11-26T20:50:41.066101] [INFO ] [sig ] [16/3599] Completed ABM in 0.3s | 2.93 sym/s | Total: 5.5s | ETA: 20.4m [2025-11-26T20:50:41.066159] [INFO ] [sig ] [17/3599] Forecasting ABNB... [2025-11-26T20:50:41.066201] [INFO ] [sig ] Generating forecast for: ABNB [2025-11-26T20:50:41.066240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'. [2025-11-26T20:50:41.079269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABNB'. [2025-11-26T20:50:41.079810] [INFO ] [FORECASTER] Starting predict_future for ABNB [2025-11-26T20:50:41.080707] [DEBUG] [LOCAL ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt [2025-11-26T20:50:41.080779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:41.080824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:41.080865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:41.080936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:41.137918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:41.138725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:41.138824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:41.138866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:41.260586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:41.260810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:41.260866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:41.260909] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:41.264324] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-11-26T20:50:41.264626] [INFO ] [FORECASTER] Completed predict_future for ABNB [2025-11-26T20:50:41.264793] [INFO ] [sig ] ABNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:41.405746] [INFO ] [LOCAL ] Saved forecast: ABNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABNB.txt [2025-11-26T20:50:41.405947] [INFO ] [sig ] [17/3599] Completed ABNB in 0.3s | 2.93 sym/s | Total: 5.8s | ETA: 20.4m [2025-11-26T20:50:41.406015] [INFO ] [sig ] [18/3599] Forecasting ABOS... [2025-11-26T20:50:41.406057] [INFO ] [sig ] Generating forecast for: ABOS [2025-11-26T20:50:41.406097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'. [2025-11-26T20:50:41.416437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABOS'. [2025-11-26T20:50:41.416801] [INFO ] [FORECASTER] Starting predict_future for ABOS [2025-11-26T20:50:41.417764] [DEBUG] [LOCAL ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt [2025-11-26T20:50:41.417843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:41.417914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:41.417979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:41.418087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:41.475727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:41.476538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:41.476674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:41.476746] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:41.596405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:41.596599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:41.596704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:41.596774] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:41.600353] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=14.77%) [2025-11-26T20:50:41.600720] [INFO ] [FORECASTER] Completed predict_future for ABOS [2025-11-26T20:50:41.600900] [INFO ] [sig ] ABOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:41.744142] [INFO ] [LOCAL ] Saved forecast: ABOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABOS.txt [2025-11-26T20:50:41.744327] [INFO ] [sig ] [18/3599] Completed ABOS in 0.3s | 2.93 sym/s | Total: 6.1s | ETA: 20.4m [2025-11-26T20:50:41.744384] [INFO ] [sig ] [19/3599] Forecasting ABSI... [2025-11-26T20:50:41.744427] [INFO ] [sig ] Generating forecast for: ABSI [2025-11-26T20:50:41.744464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'. [2025-11-26T20:50:41.756269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABSI'. [2025-11-26T20:50:41.756699] [INFO ] [FORECASTER] Starting predict_future for ABSI [2025-11-26T20:50:41.757618] [DEBUG] [LOCAL ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt [2025-11-26T20:50:41.757721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:41.757781] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:41.757835] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:41.757928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:41.818090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:41.819100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:41.819221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:41.819285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:41.941509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:41.941716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:41.941785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:41.941844] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:41.945351] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-11-26T20:50:41.945690] [INFO ] [FORECASTER] Completed predict_future for ABSI [2025-11-26T20:50:41.945854] [INFO ] [sig ] ABSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:42.085415] [INFO ] [LOCAL ] Saved forecast: ABSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABSI.txt [2025-11-26T20:50:42.085590] [INFO ] [sig ] [19/3599] Completed ABSI in 0.3s | 2.93 sym/s | Total: 6.5s | ETA: 20.4m [2025-11-26T20:50:42.085678] [INFO ] [sig ] [20/3599] Forecasting ABVC... [2025-11-26T20:50:42.085742] [INFO ] [sig ] Generating forecast for: ABVC [2025-11-26T20:50:42.085793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'. [2025-11-26T20:50:42.097762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVC'. [2025-11-26T20:50:42.098100] [INFO ] [FORECASTER] Starting predict_future for ABVC [2025-11-26T20:50:42.098982] [DEBUG] [LOCAL ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt [2025-11-26T20:50:42.099064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:42.099126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:42.099182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:42.099279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:42.159694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:42.160610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:42.160758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:42.160823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:42.278352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:42.278508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:42.278560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:42.278601] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:42.282057] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-11-26T20:50:42.282353] [INFO ] [FORECASTER] Completed predict_future for ABVC [2025-11-26T20:50:42.282499] [INFO ] [sig ] ABVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:42.424812] [INFO ] [LOCAL ] Saved forecast: ABVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABVC.txt [2025-11-26T20:50:42.425020] [INFO ] [sig ] [20/3599] Completed ABVC in 0.3s | 2.93 sym/s | Total: 6.8s | ETA: 20.4m [2025-11-26T20:50:42.425095] [INFO ] [sig ] [21/3599] Forecasting ABVE... [2025-11-26T20:50:42.425163] [INFO ] [sig ] Generating forecast for: ABVE [2025-11-26T20:50:42.425228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'. [2025-11-26T20:50:42.437153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVE'. [2025-11-26T20:50:42.437599] [INFO ] [FORECASTER] Starting predict_future for ABVE [2025-11-26T20:50:42.438556] [DEBUG] [LOCAL ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt [2025-11-26T20:50:42.438636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:42.438732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:42.438799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:42.438900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:42.499075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:42.500030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:42.500148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:42.500221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:42.623028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:42.623215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:42.623296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:42.623364] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:42.627026] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=98.94%) [2025-11-26T20:50:42.627363] [INFO ] [FORECASTER] Completed predict_future for ABVE [2025-11-26T20:50:42.627561] [INFO ] [sig ] ABVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:42.777630] [INFO ] [LOCAL ] Saved forecast: ABVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABVE.txt [2025-11-26T20:50:42.777826] [INFO ] [sig ] [21/3599] Completed ABVE in 0.4s | 2.92 sym/s | Total: 7.2s | ETA: 20.4m [2025-11-26T20:50:42.777885] [INFO ] [sig ] [22/3599] Forecasting ABVX... [2025-11-26T20:50:42.777929] [INFO ] [sig ] Generating forecast for: ABVX [2025-11-26T20:50:42.777968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'. [2025-11-26T20:50:42.788565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVX'. [2025-11-26T20:50:42.788908] [INFO ] [FORECASTER] Starting predict_future for ABVX [2025-11-26T20:50:42.789736] [DEBUG] [LOCAL ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt [2025-11-26T20:50:42.789804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:42.789848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:42.789888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:42.789953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:42.847689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:42.848457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:42.848557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:42.848604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:42.975427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:42.975580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:42.975633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:42.975692] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:42.979053] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=94.54%) [2025-11-26T20:50:42.979355] [INFO ] [FORECASTER] Completed predict_future for ABVX [2025-11-26T20:50:42.979503] [INFO ] [sig ] ABVX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:43.119298] [INFO ] [LOCAL ] Saved forecast: ABVX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABVX.txt [2025-11-26T20:50:43.119457] [INFO ] [sig ] [22/3599] Completed ABVX in 0.3s | 2.92 sym/s | Total: 7.5s | ETA: 20.4m [2025-11-26T20:50:43.119512] [INFO ] [sig ] [23/3599] Forecasting ACA... [2025-11-26T20:50:43.119557] [INFO ] [sig ] Generating forecast for: ACA [2025-11-26T20:50:43.119597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-11-26T20:50:43.130892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACA'. [2025-11-26T20:50:43.131206] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-11-26T20:50:43.132066] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-11-26T20:50:43.132145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:43.132215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:43.132280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:43.132386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:43.191011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:43.191779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:43.191891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:43.191964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:43.312671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:43.312835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:43.312913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:43.312980] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:43.316484] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=83.24%) [2025-11-26T20:50:43.316845] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-11-26T20:50:43.317024] [INFO ] [sig ] ACA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:43.457228] [INFO ] [LOCAL ] Saved forecast: ACA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACA.txt [2025-11-26T20:50:43.457388] [INFO ] [sig ] [23/3599] Completed ACA in 0.3s | 2.93 sym/s | Total: 7.9s | ETA: 20.4m [2025-11-26T20:50:43.457470] [INFO ] [sig ] [24/3599] Forecasting ACAD... [2025-11-26T20:50:43.457542] [INFO ] [sig ] Generating forecast for: ACAD [2025-11-26T20:50:43.457586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'. [2025-11-26T20:50:43.468842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACAD'. [2025-11-26T20:50:43.469219] [INFO ] [FORECASTER] Starting predict_future for ACAD [2025-11-26T20:50:43.470115] [DEBUG] [LOCAL ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt [2025-11-26T20:50:43.470199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:43.470270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:43.470339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:43.470443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:43.527822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:43.528528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:43.528659] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:43.528733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:43.648183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:43.648362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:43.648438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:43.648506] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:43.652045] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=19.37%) [2025-11-26T20:50:43.652383] [INFO ] [FORECASTER] Completed predict_future for ACAD [2025-11-26T20:50:43.652563] [INFO ] [sig ] ACAD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:43.794109] [INFO ] [LOCAL ] Saved forecast: ACAD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACAD.txt [2025-11-26T20:50:43.794287] [INFO ] [sig ] [24/3599] Completed ACAD in 0.3s | 2.93 sym/s | Total: 8.2s | ETA: 20.4m [2025-11-26T20:50:43.794367] [INFO ] [sig ] [25/3599] Forecasting ACB... [2025-11-26T20:50:43.794434] [INFO ] [sig ] Generating forecast for: ACB [2025-11-26T20:50:43.794501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'. [2025-11-26T20:50:43.806081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACB'. [2025-11-26T20:50:43.806443] [INFO ] [FORECASTER] Starting predict_future for ACB [2025-11-26T20:50:43.807356] [DEBUG] [LOCAL ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt [2025-11-26T20:50:43.807449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:43.807587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:43.807671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:43.807776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:43.867367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:43.868512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:43.868621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:43.868690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:44.004377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:44.004591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:44.004665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:44.004705] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:44.008376] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=76.91%) [2025-11-26T20:50:44.008719] [INFO ] [FORECASTER] Completed predict_future for ACB [2025-11-26T20:50:44.008879] [INFO ] [sig ] ACB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:44.150506] [INFO ] [LOCAL ] Saved forecast: ACB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACB.txt [2025-11-26T20:50:44.150688] [INFO ] [sig ] [25/3599] Completed ACB in 0.4s | 2.92 sym/s | Total: 8.6s | ETA: 20.4m [2025-11-26T20:50:44.150748] [INFO ] [sig ] [26/3599] Forecasting ACCO... [2025-11-26T20:50:44.150790] [INFO ] [sig ] Generating forecast for: ACCO [2025-11-26T20:50:44.150831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-11-26T20:50:44.162189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACCO'. [2025-11-26T20:50:44.162513] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-11-26T20:50:44.163365] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-11-26T20:50:44.163435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:44.163479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:44.163519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:44.163586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:44.220551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:44.221255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:44.221354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:44.221395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:44.357300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:44.357547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:44.357629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:44.357724] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:44.362401] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=15.75%) [2025-11-26T20:50:44.362892] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-11-26T20:50:44.363096] [INFO ] [sig ] ACCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:44.509988] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACCO.txt [2025-11-26T20:50:44.510164] [INFO ] [sig ] [26/3599] Completed ACCO in 0.4s | 2.92 sym/s | Total: 8.9s | ETA: 20.4m [2025-11-26T20:50:44.510219] [INFO ] [sig ] [27/3599] Forecasting ACDC... [2025-11-26T20:50:44.510261] [INFO ] [sig ] Generating forecast for: ACDC [2025-11-26T20:50:44.510302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'. [2025-11-26T20:50:44.521779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACDC'. [2025-11-26T20:50:44.522110] [INFO ] [FORECASTER] Starting predict_future for ACDC [2025-11-26T20:50:44.522921] [DEBUG] [LOCAL ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt [2025-11-26T20:50:44.522992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:44.523039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:44.523078] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:44.523147] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:44.580511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:44.581157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:44.581255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:44.581300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:44.694428] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:44.694590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:44.694657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:44.694703] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:44.698046] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=76.67%) [2025-11-26T20:50:44.698343] [INFO ] [FORECASTER] Completed predict_future for ACDC [2025-11-26T20:50:44.698494] [INFO ] [sig ] ACDC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:44.840138] [INFO ] [LOCAL ] Saved forecast: ACDC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACDC.txt [2025-11-26T20:50:44.840288] [INFO ] [sig ] [27/3599] Completed ACDC in 0.3s | 2.92 sym/s | Total: 9.2s | ETA: 20.4m [2025-11-26T20:50:44.840342] [INFO ] [sig ] [28/3599] Forecasting ACEL... [2025-11-26T20:50:44.840384] [INFO ] [sig ] Generating forecast for: ACEL [2025-11-26T20:50:44.840423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-11-26T20:50:44.851759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACEL'. [2025-11-26T20:50:44.852087] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-11-26T20:50:44.852902] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-11-26T20:50:44.852972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:44.853020] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:44.853058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:44.853126] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:44.910875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:44.911536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:44.911633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:44.911700] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:45.025465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:45.025686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:45.025741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:45.025782] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:45.029178] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=68.23%) [2025-11-26T20:50:45.029470] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-11-26T20:50:45.029615] [INFO ] [sig ] ACEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:45.171324] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACEL.txt [2025-11-26T20:50:45.171473] [INFO ] [sig ] [28/3599] Completed ACEL in 0.3s | 2.92 sym/s | Total: 9.6s | ETA: 20.4m [2025-11-26T20:50:45.171553] [INFO ] [sig ] [29/3599] Forecasting ACGL... [2025-11-26T20:50:45.171597] [INFO ] [sig ] Generating forecast for: ACGL [2025-11-26T20:50:45.171635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'. [2025-11-26T20:50:45.182798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGL'. [2025-11-26T20:50:45.183103] [INFO ] [FORECASTER] Starting predict_future for ACGL [2025-11-26T20:50:45.183924] [DEBUG] [LOCAL ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt [2025-11-26T20:50:45.183994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:45.184050] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:45.184088] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:45.184157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:45.241234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:45.241968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:45.242069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:45.242115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:45.377182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:45.377386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:45.377440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:45.377482] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:45.381134] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=18.88%) [2025-11-26T20:50:45.381449] [INFO ] [FORECASTER] Completed predict_future for ACGL [2025-11-26T20:50:45.381607] [INFO ] [sig ] ACGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:45.531683] [INFO ] [LOCAL ] Saved forecast: ACGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACGL.txt [2025-11-26T20:50:45.531895] [INFO ] [sig ] [29/3599] Completed ACGL in 0.4s | 2.92 sym/s | Total: 9.9s | ETA: 20.4m [2025-11-26T20:50:45.531958] [INFO ] [sig ] [30/3599] Forecasting ACGLN... [2025-11-26T20:50:45.532004] [INFO ] [sig ] Generating forecast for: ACGLN [2025-11-26T20:50:45.532046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'. [2025-11-26T20:50:45.543627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'. [2025-11-26T20:50:45.544092] [INFO ] [FORECASTER] Starting predict_future for ACGLN [2025-11-26T20:50:45.545031] [DEBUG] [LOCAL ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt [2025-11-26T20:50:45.545104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:45.545152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:45.545194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:45.545266] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:45.601909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:45.602854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:45.602962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:45.603011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:45.720368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:45.720575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:45.720631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:45.720695] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:45.724138] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=9.39%) [2025-11-26T20:50:45.724442] [INFO ] [FORECASTER] Completed predict_future for ACGLN [2025-11-26T20:50:45.724611] [INFO ] [sig ] ACGLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:45.865580] [INFO ] [LOCAL ] Saved forecast: ACGLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACGLN.txt [2025-11-26T20:50:45.865785] [INFO ] [sig ] [30/3599] Completed ACGLN in 0.3s | 2.92 sym/s | Total: 10.3s | ETA: 20.4m [2025-11-26T20:50:45.865841] [INFO ] [sig ] [31/3599] Forecasting ACGLO... [2025-11-26T20:50:45.865878] [INFO ] [sig ] Generating forecast for: ACGLO [2025-11-26T20:50:45.865917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'. [2025-11-26T20:50:45.877608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'. [2025-11-26T20:50:45.878051] [INFO ] [FORECASTER] Starting predict_future for ACGLO [2025-11-26T20:50:45.878918] [DEBUG] [LOCAL ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt [2025-11-26T20:50:45.878992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:45.879046] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:45.879095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:45.879175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:45.935890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:45.936773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:45.936873] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:45.936915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:46.055015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:46.055206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:46.055259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:46.055300] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:46.058776] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=48.94%) [2025-11-26T20:50:46.059096] [INFO ] [FORECASTER] Completed predict_future for ACGLO [2025-11-26T20:50:46.059244] [INFO ] [sig ] ACGLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:46.199958] [INFO ] [LOCAL ] Saved forecast: ACGLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACGLO.txt [2025-11-26T20:50:46.200139] [INFO ] [sig ] [31/3599] Completed ACGLO in 0.3s | 2.92 sym/s | Total: 10.6s | ETA: 20.3m [2025-11-26T20:50:46.200195] [INFO ] [sig ] [32/3599] Forecasting ACHC... [2025-11-26T20:50:46.200237] [INFO ] [sig ] Generating forecast for: ACHC [2025-11-26T20:50:46.200279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'. [2025-11-26T20:50:46.212337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACHC'. [2025-11-26T20:50:46.212729] [INFO ] [FORECASTER] Starting predict_future for ACHC [2025-11-26T20:50:46.213565] [DEBUG] [LOCAL ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt [2025-11-26T20:50:46.213635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:46.213704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:46.213749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:46.213832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:46.270687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:46.271594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:46.271720] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:46.271768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:46.393019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:46.393215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:46.393289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:46.393333] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:46.396893] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=50.73%) [2025-11-26T20:50:46.397207] [INFO ] [FORECASTER] Completed predict_future for ACHC [2025-11-26T20:50:46.397371] [INFO ] [sig ] ACHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:46.540066] [INFO ] [LOCAL ] Saved forecast: ACHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACHC.txt [2025-11-26T20:50:46.540256] [INFO ] [sig ] [32/3599] Completed ACHC in 0.3s | 2.92 sym/s | Total: 10.9s | ETA: 20.3m [2025-11-26T20:50:46.540320] [INFO ] [sig ] [33/3599] Forecasting ACI... [2025-11-26T20:50:46.540367] [INFO ] [sig ] Generating forecast for: ACI [2025-11-26T20:50:46.540420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-11-26T20:50:46.551759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACI'. [2025-11-26T20:50:46.552167] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-11-26T20:50:46.553015] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-11-26T20:50:46.553085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:46.553136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:46.553178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:46.553256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:46.611004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:46.611973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:46.612088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:46.612152] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:46.734100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:46.734485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:46.734538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:46.734579] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:46.738221] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=4.20%) [2025-11-26T20:50:46.738517] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-11-26T20:50:46.738682] [INFO ] [sig ] ACI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:46.880185] [INFO ] [LOCAL ] Saved forecast: ACI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACI.txt [2025-11-26T20:50:46.880381] [INFO ] [sig ] [33/3599] Completed ACI in 0.3s | 2.92 sym/s | Total: 11.3s | ETA: 20.3m [2025-11-26T20:50:46.880440] [INFO ] [sig ] [34/3599] Forecasting ACIC... [2025-11-26T20:50:46.880483] [INFO ] [sig ] Generating forecast for: ACIC [2025-11-26T20:50:46.880525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'. [2025-11-26T20:50:46.892785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACIC'. [2025-11-26T20:50:46.893228] [INFO ] [FORECASTER] Starting predict_future for ACIC [2025-11-26T20:50:46.894073] [DEBUG] [LOCAL ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt [2025-11-26T20:50:46.894144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:46.894190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:46.894232] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:46.894302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:46.950927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:46.951886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:46.951990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:46.952038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:47.073134] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:47.073331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:47.073389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:47.073430] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:47.076874] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=68.12%) [2025-11-26T20:50:47.077172] [INFO ] [FORECASTER] Completed predict_future for ACIC [2025-11-26T20:50:47.077324] [INFO ] [sig ] ACIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:47.217573] [INFO ] [LOCAL ] Saved forecast: ACIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACIC.txt [2025-11-26T20:50:47.217775] [INFO ] [sig ] [34/3599] Completed ACIC in 0.3s | 2.93 sym/s | Total: 11.6s | ETA: 20.3m [2025-11-26T20:50:47.217837] [INFO ] [sig ] [35/3599] Forecasting ACLS... [2025-11-26T20:50:47.217878] [INFO ] [sig ] Generating forecast for: ACLS [2025-11-26T20:50:47.217920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'. [2025-11-26T20:50:47.228822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLS'. [2025-11-26T20:50:47.229195] [INFO ] [FORECASTER] Starting predict_future for ACLS [2025-11-26T20:50:47.230018] [DEBUG] [LOCAL ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt [2025-11-26T20:50:47.230091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:47.230138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:47.230178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:47.230246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:47.286962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:47.287850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:47.287954] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:47.288005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:47.408822] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:47.409013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:47.409064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:47.409103] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:47.412537] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=67.39%) [2025-11-26T20:50:47.412865] [INFO ] [FORECASTER] Completed predict_future for ACLS [2025-11-26T20:50:47.413016] [INFO ] [sig ] ACLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:47.551445] [INFO ] [LOCAL ] Saved forecast: ACLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACLS.txt [2025-11-26T20:50:47.551623] [INFO ] [sig ] [35/3599] Completed ACLS in 0.3s | 2.93 sym/s | Total: 12.0s | ETA: 20.3m [2025-11-26T20:50:47.551702] [INFO ] [sig ] [36/3599] Forecasting ACLX... [2025-11-26T20:50:47.551748] [INFO ] [sig ] Generating forecast for: ACLX [2025-11-26T20:50:47.551790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'. [2025-11-26T20:50:47.563096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLX'. [2025-11-26T20:50:47.563488] [INFO ] [FORECASTER] Starting predict_future for ACLX [2025-11-26T20:50:47.564332] [DEBUG] [LOCAL ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt [2025-11-26T20:50:47.564403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:47.564462] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:47.564503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:47.564571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:47.621928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:47.622886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:47.622990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:47.623037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:47.743315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:47.743507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:47.743563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:47.743597] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:47.747061] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=98.76%) [2025-11-26T20:50:47.747368] [INFO ] [FORECASTER] Completed predict_future for ACLX [2025-11-26T20:50:47.747543] [INFO ] [sig ] ACLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:47.887144] [INFO ] [LOCAL ] Saved forecast: ACLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACLX.txt [2025-11-26T20:50:47.887332] [INFO ] [sig ] [36/3599] Completed ACLX in 0.3s | 2.93 sym/s | Total: 12.3s | ETA: 20.3m [2025-11-26T20:50:47.887390] [INFO ] [sig ] [37/3599] Forecasting ACM... [2025-11-26T20:50:47.887435] [INFO ] [sig ] Generating forecast for: ACM [2025-11-26T20:50:47.887477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-11-26T20:50:47.899771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACM'. [2025-11-26T20:50:47.900183] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-11-26T20:50:47.901019] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-11-26T20:50:47.901090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:47.901135] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:47.901176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:47.901245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:47.958978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:47.959920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:47.960026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:47.960073] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:48.081394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:48.081588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:48.081660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:48.081706] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:48.085179] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-11-26T20:50:48.085500] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-11-26T20:50:48.085689] [INFO ] [sig ] ACM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:48.229763] [INFO ] [LOCAL ] Saved forecast: ACM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACM.txt [2025-11-26T20:50:48.229958] [INFO ] [sig ] [37/3599] Completed ACM in 0.3s | 2.93 sym/s | Total: 12.6s | ETA: 20.3m [2025-11-26T20:50:48.230012] [INFO ] [sig ] [38/3599] Forecasting ACN... [2025-11-26T20:50:48.230056] [INFO ] [sig ] Generating forecast for: ACN [2025-11-26T20:50:48.230097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-11-26T20:50:48.245196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACN'. [2025-11-26T20:50:48.245707] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-11-26T20:50:48.246569] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-11-26T20:50:48.246665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:48.246715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:48.246755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:48.246826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:48.313303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:48.314256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:48.314361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:48.314409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:48.438419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:48.438604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:48.438678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:48.438723] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:48.442226] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=76.00%) [2025-11-26T20:50:48.442541] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-11-26T20:50:48.442726] [INFO ] [sig ] ACN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:48.584542] [INFO ] [LOCAL ] Saved forecast: ACN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACN.txt [2025-11-26T20:50:48.584718] [INFO ] [sig ] [38/3599] Completed ACN in 0.4s | 2.93 sym/s | Total: 13.0s | ETA: 20.3m [2025-11-26T20:50:48.584772] [INFO ] [sig ] [39/3599] Forecasting ACNB... [2025-11-26T20:50:48.584816] [INFO ] [sig ] Generating forecast for: ACNB [2025-11-26T20:50:48.584854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'. [2025-11-26T20:50:48.596387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACNB'. [2025-11-26T20:50:48.596768] [INFO ] [FORECASTER] Starting predict_future for ACNB [2025-11-26T20:50:48.597615] [DEBUG] [LOCAL ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt [2025-11-26T20:50:48.597720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:48.597779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:48.597820] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:48.597906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:48.655365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:48.656201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:48.656302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:48.656351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:48.770833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:48.771021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:48.771078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:48.771125] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:48.774633] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=12.92%) [2025-11-26T20:50:48.774949] [INFO ] [FORECASTER] Completed predict_future for ACNB [2025-11-26T20:50:48.775097] [INFO ] [sig ] ACNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:48.915464] [INFO ] [LOCAL ] Saved forecast: ACNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACNB.txt [2025-11-26T20:50:48.915663] [INFO ] [sig ] [39/3599] Completed ACNB in 0.3s | 2.93 sym/s | Total: 13.3s | ETA: 20.3m [2025-11-26T20:50:48.915719] [INFO ] [sig ] [40/3599] Forecasting ACON... [2025-11-26T20:50:48.915773] [INFO ] [sig ] Generating forecast for: ACON [2025-11-26T20:50:48.915815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'. [2025-11-26T20:50:48.929101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACON'. [2025-11-26T20:50:48.929519] [INFO ] [FORECASTER] Starting predict_future for ACON [2025-11-26T20:50:48.930492] [DEBUG] [LOCAL ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt [2025-11-26T20:50:48.930569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:48.930619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:48.930684] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:48.930759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:48.993706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:48.994707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:48.994812] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:48.994859] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:49.108623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:49.108839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:49.108895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:49.108941] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:49.112765] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=2.97%) [2025-11-26T20:50:49.113111] [INFO ] [FORECASTER] Completed predict_future for ACON [2025-11-26T20:50:49.113297] [INFO ] [sig ] ACON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:49.260615] [INFO ] [LOCAL ] Saved forecast: ACON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACON.txt [2025-11-26T20:50:49.260798] [INFO ] [sig ] [40/3599] Completed ACON in 0.3s | 2.93 sym/s | Total: 13.7s | ETA: 20.3m [2025-11-26T20:50:49.260855] [INFO ] [sig ] [41/3599] Forecasting ACP... [2025-11-26T20:50:49.260898] [INFO ] [sig ] Generating forecast for: ACP [2025-11-26T20:50:49.260941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-11-26T20:50:49.272141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACP'. [2025-11-26T20:50:49.272475] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-11-26T20:50:49.273306] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-11-26T20:50:49.273377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:49.273422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:49.273461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:49.273528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:49.333673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:49.334413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:49.334515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:49.334563] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:49.453826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:49.454007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:49.454060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:49.454108] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:49.457690] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=12.20%) [2025-11-26T20:50:49.457990] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-11-26T20:50:49.458157] [INFO ] [sig ] ACP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:49.599945] [INFO ] [LOCAL ] Saved forecast: ACP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACP.txt [2025-11-26T20:50:49.600104] [INFO ] [sig ] [41/3599] Completed ACP in 0.3s | 2.93 sym/s | Total: 14.0s | ETA: 20.3m [2025-11-26T20:50:49.600160] [INFO ] [sig ] [42/3599] Forecasting ACRE... [2025-11-26T20:50:49.600201] [INFO ] [sig ] Generating forecast for: ACRE [2025-11-26T20:50:49.600243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-11-26T20:50:49.611386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRE'. [2025-11-26T20:50:49.611768] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-11-26T20:50:49.612581] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-11-26T20:50:49.612672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:49.612751] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:49.612802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:49.612880] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:49.671330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:49.672143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:49.672243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:49.672297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:49.791623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:49.791820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:49.791868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:49.791910] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:49.795416] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=57.73%) [2025-11-26T20:50:49.795742] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-11-26T20:50:49.795900] [INFO ] [sig ] ACRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:49.936571] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACRE.txt [2025-11-26T20:50:49.936756] [INFO ] [sig ] [42/3599] Completed ACRE in 0.3s | 2.93 sym/s | Total: 14.3s | ETA: 20.2m [2025-11-26T20:50:49.936813] [INFO ] [sig ] [43/3599] Forecasting ACRS... [2025-11-26T20:50:49.936857] [INFO ] [sig ] Generating forecast for: ACRS [2025-11-26T20:50:49.936897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'. [2025-11-26T20:50:49.948292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRS'. [2025-11-26T20:50:49.948663] [INFO ] [FORECASTER] Starting predict_future for ACRS [2025-11-26T20:50:49.949484] [DEBUG] [LOCAL ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt [2025-11-26T20:50:49.949555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:49.949601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:49.949659] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:49.949730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:50.005718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:50.006613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:50.006745] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:50.006793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:50.126779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:50.126959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:50.127013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:50.127094] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:50.130634] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=46.11%) [2025-11-26T20:50:50.130986] [INFO ] [FORECASTER] Completed predict_future for ACRS [2025-11-26T20:50:50.131152] [INFO ] [sig ] ACRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:50.272211] [INFO ] [LOCAL ] Saved forecast: ACRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACRS.txt [2025-11-26T20:50:50.272388] [INFO ] [sig ] [43/3599] Completed ACRS in 0.3s | 2.93 sym/s | Total: 14.7s | ETA: 20.2m [2025-11-26T20:50:50.272444] [INFO ] [sig ] [44/3599] Forecasting ACTG... [2025-11-26T20:50:50.272489] [INFO ] [sig ] Generating forecast for: ACTG [2025-11-26T20:50:50.272530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'. [2025-11-26T20:50:50.284591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACTG'. [2025-11-26T20:50:50.284951] [INFO ] [FORECASTER] Starting predict_future for ACTG [2025-11-26T20:50:50.285798] [DEBUG] [LOCAL ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt [2025-11-26T20:50:50.285882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:50.285940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:50.285983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:50.286055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:50.345008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:50.345994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:50.346096] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:50.346142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:50.466353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:50.466565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:50.466624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:50.466696] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:50.470290] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-11-26T20:50:50.470603] [INFO ] [FORECASTER] Completed predict_future for ACTG [2025-11-26T20:50:50.470781] [INFO ] [sig ] ACTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:50.613552] [INFO ] [LOCAL ] Saved forecast: ACTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACTG.txt [2025-11-26T20:50:50.613748] [INFO ] [sig ] [44/3599] Completed ACTG in 0.3s | 2.93 sym/s | Total: 15.0s | ETA: 20.2m [2025-11-26T20:50:50.613801] [INFO ] [sig ] [45/3599] Forecasting ACVA... [2025-11-26T20:50:50.613849] [INFO ] [sig ] Generating forecast for: ACVA [2025-11-26T20:50:50.613891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-11-26T20:50:50.626290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACVA'. [2025-11-26T20:50:50.626740] [INFO ] [FORECASTER] Starting predict_future for ACVA [2025-11-26T20:50:50.627583] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-11-26T20:50:50.627678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:50.627729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:50.627774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:50.627843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:50.685367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:50.686271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:50.686375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:50.686443] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:50.828799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:50.829005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:50.829061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:50.829109] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:50.832916] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=95.32%) [2025-11-26T20:50:50.833323] [INFO ] [FORECASTER] Completed predict_future for ACVA [2025-11-26T20:50:50.833503] [INFO ] [sig ] ACVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:50.980920] [INFO ] [LOCAL ] Saved forecast: ACVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACVA.txt [2025-11-26T20:50:50.981118] [INFO ] [sig ] [45/3599] Completed ACVA in 0.4s | 2.93 sym/s | Total: 15.4s | ETA: 20.2m [2025-11-26T20:50:50.981181] [INFO ] [sig ] [46/3599] Forecasting ACWI... [2025-11-26T20:50:50.981228] [INFO ] [sig ] Generating forecast for: ACWI [2025-11-26T20:50:50.981270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'. [2025-11-26T20:50:50.993618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWI'. [2025-11-26T20:50:50.994079] [INFO ] [FORECASTER] Starting predict_future for ACWI [2025-11-26T20:50:50.994954] [DEBUG] [LOCAL ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt [2025-11-26T20:50:50.995029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:50.995076] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:50.995118] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:50.995187] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:51.053180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:51.054101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:51.054214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:51.054263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:51.171733] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:51.171931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:51.171988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:51.172035] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:51.175705] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=15.75%) [2025-11-26T20:50:51.176132] [INFO ] [FORECASTER] Completed predict_future for ACWI [2025-11-26T20:50:51.176317] [INFO ] [sig ] ACWI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:51.319575] [INFO ] [LOCAL ] Saved forecast: ACWI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACWI.txt [2025-11-26T20:50:51.319784] [INFO ] [sig ] [46/3599] Completed ACWI in 0.3s | 2.93 sym/s | Total: 15.7s | ETA: 20.2m [2025-11-26T20:50:51.319843] [INFO ] [sig ] [47/3599] Forecasting ACWX... [2025-11-26T20:50:51.319889] [INFO ] [sig ] Generating forecast for: ACWX [2025-11-26T20:50:51.319932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'. [2025-11-26T20:50:51.332307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWX'. [2025-11-26T20:50:51.332614] [INFO ] [FORECASTER] Starting predict_future for ACWX [2025-11-26T20:50:51.333436] [DEBUG] [LOCAL ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt [2025-11-26T20:50:51.333509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:51.333557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:51.333609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:51.333702] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:51.391904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:51.392948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:51.393062] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:51.393113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:51.516850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:51.517045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:51.517101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:51.517145] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:51.520872] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=82.63%) [2025-11-26T20:50:51.521241] [INFO ] [FORECASTER] Completed predict_future for ACWX [2025-11-26T20:50:51.521402] [INFO ] [sig ] ACWX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:51.664580] [INFO ] [LOCAL ] Saved forecast: ACWX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACWX.txt [2025-11-26T20:50:51.664796] [INFO ] [sig ] [47/3599] Completed ACWX in 0.3s | 2.93 sym/s | Total: 16.1s | ETA: 20.2m [2025-11-26T20:50:51.664856] [INFO ] [sig ] [48/3599] Forecasting ACXP... [2025-11-26T20:50:51.664903] [INFO ] [sig ] Generating forecast for: ACXP [2025-11-26T20:50:51.664947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'. [2025-11-26T20:50:51.677122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACXP'. [2025-11-26T20:50:51.677561] [INFO ] [FORECASTER] Starting predict_future for ACXP [2025-11-26T20:50:51.678396] [DEBUG] [LOCAL ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt [2025-11-26T20:50:51.678469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:51.678517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:51.678558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:51.678629] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:51.735394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:51.736304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:51.736414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:51.736463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:51.854739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:51.854943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:51.854998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:51.855041] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:51.858506] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=94.54%) [2025-11-26T20:50:51.858826] [INFO ] [FORECASTER] Completed predict_future for ACXP [2025-11-26T20:50:51.858981] [INFO ] [sig ] ACXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:52.013638] [INFO ] [LOCAL ] Saved forecast: ACXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACXP.txt [2025-11-26T20:50:52.013861] [INFO ] [sig ] [48/3599] Completed ACXP in 0.3s | 2.92 sym/s | Total: 16.4s | ETA: 20.2m [2025-11-26T20:50:52.013925] [INFO ] [sig ] [49/3599] Forecasting ADBE... [2025-11-26T20:50:52.013972] [INFO ] [sig ] Generating forecast for: ADBE [2025-11-26T20:50:52.014027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'. [2025-11-26T20:50:52.026550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADBE'. [2025-11-26T20:50:52.027007] [INFO ] [FORECASTER] Starting predict_future for ADBE [2025-11-26T20:50:52.027895] [DEBUG] [LOCAL ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt [2025-11-26T20:50:52.027969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:52.028016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:52.028059] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:52.028130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:52.085562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:52.086448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:52.086551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:52.086604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:52.212675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:52.212893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:52.212950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:52.212996] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:52.217416] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=5.11%) [2025-11-26T20:50:52.217940] [INFO ] [FORECASTER] Completed predict_future for ADBE [2025-11-26T20:50:52.218132] [INFO ] [sig ] ADBE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:52.364564] [INFO ] [LOCAL ] Saved forecast: ADBE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADBE.txt [2025-11-26T20:50:52.364752] [INFO ] [sig ] [49/3599] Completed ADBE in 0.4s | 2.92 sym/s | Total: 16.8s | ETA: 20.2m [2025-11-26T20:50:52.364811] [INFO ] [sig ] [50/3599] Forecasting ADC... [2025-11-26T20:50:52.364856] [INFO ] [sig ] Generating forecast for: ADC [2025-11-26T20:50:52.364890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-11-26T20:50:52.376889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADC'. [2025-11-26T20:50:52.377204] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-11-26T20:50:52.378099] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-11-26T20:50:52.378170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:52.378222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:52.378263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:52.378332] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:52.435580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:52.436452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:52.436556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:52.436603] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:52.555727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:52.555934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:52.555995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:52.556042] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:52.560084] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=10.13%) [2025-11-26T20:50:52.560431] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-11-26T20:50:52.560599] [INFO ] [sig ] ADC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:52.701972] [INFO ] [LOCAL ] Saved forecast: ADC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADC.txt [2025-11-26T20:50:52.702143] [INFO ] [sig ] [50/3599] Completed ADC in 0.3s | 2.92 sym/s | Total: 17.1s | ETA: 20.2m [2025-11-26T20:50:52.702200] [INFO ] [sig ] [51/3599] Forecasting ADEA... [2025-11-26T20:50:52.702244] [INFO ] [sig ] Generating forecast for: ADEA [2025-11-26T20:50:52.702288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'. [2025-11-26T20:50:52.714680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADEA'. [2025-11-26T20:50:52.715088] [INFO ] [FORECASTER] Starting predict_future for ADEA [2025-11-26T20:50:52.715929] [DEBUG] [LOCAL ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt [2025-11-26T20:50:52.716001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:52.716049] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:52.716089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:52.716162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:52.772679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:52.773516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:52.773620] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:52.773691] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:52.892031] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:52.892235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:52.892290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:52.892331] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:52.895782] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=17.72%) [2025-11-26T20:50:52.896097] [INFO ] [FORECASTER] Completed predict_future for ADEA [2025-11-26T20:50:52.896257] [INFO ] [sig ] ADEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:53.040856] [INFO ] [LOCAL ] Saved forecast: ADEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADEA.txt [2025-11-26T20:50:53.041030] [INFO ] [sig ] [51/3599] Completed ADEA in 0.3s | 2.92 sym/s | Total: 17.4s | ETA: 20.2m [2025-11-26T20:50:53.041089] [INFO ] [sig ] [52/3599] Forecasting ADI... [2025-11-26T20:50:53.041134] [INFO ] [sig ] Generating forecast for: ADI [2025-11-26T20:50:53.041179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'. [2025-11-26T20:50:53.053150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADI'. [2025-11-26T20:50:53.053532] [INFO ] [FORECASTER] Starting predict_future for ADI [2025-11-26T20:50:53.054391] [DEBUG] [LOCAL ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt [2025-11-26T20:50:53.054464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:53.054513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:53.054555] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:53.054626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:53.111718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:53.112520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:53.112627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:53.112699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:53.236666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:53.236852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:53.236907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:53.236950] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:53.240429] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=54.96%) [2025-11-26T20:50:53.240762] [INFO ] [FORECASTER] Completed predict_future for ADI [2025-11-26T20:50:53.240938] [INFO ] [sig ] ADI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:53.382349] [INFO ] [LOCAL ] Saved forecast: ADI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADI.txt [2025-11-26T20:50:53.382582] [INFO ] [sig ] [52/3599] Completed ADI in 0.3s | 2.92 sym/s | Total: 17.8s | ETA: 20.2m [2025-11-26T20:50:53.382679] [INFO ] [sig ] [53/3599] Forecasting ADM... [2025-11-26T20:50:53.382738] [INFO ] [sig ] Generating forecast for: ADM [2025-11-26T20:50:53.382784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-11-26T20:50:53.395337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADM'. [2025-11-26T20:50:53.395746] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-11-26T20:50:53.396582] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-11-26T20:50:53.396681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:53.396732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:53.396774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:53.396847] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:53.457981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:53.458803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:53.458905] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:53.458954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:53.582839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:53.583048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:53.583106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:53.583148] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:53.586688] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=31.41%) [2025-11-26T20:50:53.587033] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-11-26T20:50:53.587194] [INFO ] [sig ] ADM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:53.728472] [INFO ] [LOCAL ] Saved forecast: ADM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADM.txt [2025-11-26T20:50:53.728633] [INFO ] [sig ] [53/3599] Completed ADM in 0.3s | 2.92 sym/s | Total: 18.1s | ETA: 20.2m [2025-11-26T20:50:53.728707] [INFO ] [sig ] [54/3599] Forecasting ADMA... [2025-11-26T20:50:53.728750] [INFO ] [sig ] Generating forecast for: ADMA [2025-11-26T20:50:53.728793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'. [2025-11-26T20:50:53.740861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADMA'. [2025-11-26T20:50:53.741308] [INFO ] [FORECASTER] Starting predict_future for ADMA [2025-11-26T20:50:53.742240] [DEBUG] [LOCAL ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt [2025-11-26T20:50:53.742318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:53.742401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:53.742465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:53.742564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:53.803393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:53.804418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:53.804541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:53.804623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:53.928017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:53.928244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:53.928333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:53.928407] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:53.932010] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=97.48%) [2025-11-26T20:50:53.932400] [INFO ] [FORECASTER] Completed predict_future for ADMA [2025-11-26T20:50:53.932588] [INFO ] [sig ] ADMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:54.078063] [INFO ] [LOCAL ] Saved forecast: ADMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADMA.txt [2025-11-26T20:50:54.078221] [INFO ] [sig ] [54/3599] Completed ADMA in 0.3s | 2.92 sym/s | Total: 18.5s | ETA: 20.2m [2025-11-26T20:50:54.078284] [INFO ] [sig ] [55/3599] Forecasting ADP... [2025-11-26T20:50:54.078337] [INFO ] [sig ] Generating forecast for: ADP [2025-11-26T20:50:54.078387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'. [2025-11-26T20:50:54.089333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADP'. [2025-11-26T20:50:54.089677] [INFO ] [FORECASTER] Starting predict_future for ADP [2025-11-26T20:50:54.090472] [DEBUG] [LOCAL ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt [2025-11-26T20:50:54.090542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:54.090589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:54.090628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:54.090723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:54.147686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:54.148345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:54.148440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:54.148487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:54.270620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:54.270822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:54.270876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:54.270917] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:54.274475] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=5.28%) [2025-11-26T20:50:54.274789] [INFO ] [FORECASTER] Completed predict_future for ADP [2025-11-26T20:50:54.274936] [INFO ] [sig ] ADP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:54.414549] [INFO ] [LOCAL ] Saved forecast: ADP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADP.txt [2025-11-26T20:50:54.414790] [INFO ] [sig ] [55/3599] Completed ADP in 0.3s | 2.92 sym/s | Total: 18.8s | ETA: 20.2m [2025-11-26T20:50:54.414877] [INFO ] [sig ] [56/3599] Forecasting ADSE... [2025-11-26T20:50:54.414944] [INFO ] [sig ] Generating forecast for: ADSE [2025-11-26T20:50:54.415010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'. [2025-11-26T20:50:54.427724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSE'. [2025-11-26T20:50:54.428179] [INFO ] [FORECASTER] Starting predict_future for ADSE [2025-11-26T20:50:54.429092] [DEBUG] [LOCAL ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt [2025-11-26T20:50:54.429179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:54.429263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:54.429338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:54.429445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:54.489141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:54.490071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:54.490178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:54.490228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:54.612181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:54.612378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:54.612435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:54.612475] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:54.615862] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-11-26T20:50:54.616156] [INFO ] [FORECASTER] Completed predict_future for ADSE [2025-11-26T20:50:54.616326] [INFO ] [sig ] ADSE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:54.758993] [INFO ] [LOCAL ] Saved forecast: ADSE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADSE.txt [2025-11-26T20:50:54.759169] [INFO ] [sig ] [56/3599] Completed ADSE in 0.3s | 2.92 sym/s | Total: 19.2s | ETA: 20.2m [2025-11-26T20:50:54.759237] [INFO ] [sig ] [57/3599] Forecasting ADSK... [2025-11-26T20:50:54.759289] [INFO ] [sig ] Generating forecast for: ADSK [2025-11-26T20:50:54.759340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'. [2025-11-26T20:50:54.770672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSK'. [2025-11-26T20:50:54.770982] [INFO ] [FORECASTER] Starting predict_future for ADSK [2025-11-26T20:50:54.771811] [DEBUG] [LOCAL ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt [2025-11-26T20:50:54.771881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:54.771925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:54.771962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:54.772030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:54.832527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:54.833478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:54.833593] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:54.833682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:54.955528] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:54.955718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:54.955773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:54.955814] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:54.959232] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=85.52%) [2025-11-26T20:50:54.959546] [INFO ] [FORECASTER] Completed predict_future for ADSK [2025-11-26T20:50:54.959713] [INFO ] [sig ] ADSK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:55.103158] [INFO ] [LOCAL ] Saved forecast: ADSK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADSK.txt [2025-11-26T20:50:55.103344] [INFO ] [sig ] [57/3599] Completed ADSK in 0.3s | 2.92 sym/s | Total: 19.5s | ETA: 20.2m [2025-11-26T20:50:55.103404] [INFO ] [sig ] [58/3599] Forecasting ADTN... [2025-11-26T20:50:55.103446] [INFO ] [sig ] Generating forecast for: ADTN [2025-11-26T20:50:55.103488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'. [2025-11-26T20:50:55.117405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTN'. [2025-11-26T20:50:55.118111] [INFO ] [FORECASTER] Starting predict_future for ADTN [2025-11-26T20:50:55.119152] [DEBUG] [LOCAL ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt [2025-11-26T20:50:55.119228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:55.119278] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:55.119319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:55.119394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:55.177838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:55.179135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:55.179285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:55.179339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:55.300313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:55.300515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:55.300571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:55.300613] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:55.304167] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=84.78%) [2025-11-26T20:50:55.304472] [INFO ] [FORECASTER] Completed predict_future for ADTN [2025-11-26T20:50:55.304627] [INFO ] [sig ] ADTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:55.447358] [INFO ] [LOCAL ] Saved forecast: ADTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADTN.txt [2025-11-26T20:50:55.447560] [INFO ] [sig ] [58/3599] Completed ADTN in 0.3s | 2.92 sym/s | Total: 19.9s | ETA: 20.2m [2025-11-26T20:50:55.447616] [INFO ] [sig ] [59/3599] Forecasting ADTX... [2025-11-26T20:50:55.447682] [INFO ] [sig ] Generating forecast for: ADTX [2025-11-26T20:50:55.447726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'. [2025-11-26T20:50:55.459117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTX'. [2025-11-26T20:50:55.459563] [INFO ] [FORECASTER] Starting predict_future for ADTX [2025-11-26T20:50:55.460417] [DEBUG] [LOCAL ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt [2025-11-26T20:50:55.460490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:55.460549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:55.460599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:55.460699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:55.518133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:55.519083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:55.519187] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:55.519238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:55.626575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:55.626787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:55.626841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:55.626880] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:55.630469] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=6.40%) [2025-11-26T20:50:55.630810] [INFO ] [FORECASTER] Completed predict_future for ADTX [2025-11-26T20:50:55.630977] [INFO ] [sig ] ADTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:55.772939] [INFO ] [LOCAL ] Saved forecast: ADTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADTX.txt [2025-11-26T20:50:55.773135] [INFO ] [sig ] [59/3599] Completed ADTX in 0.3s | 2.92 sym/s | Total: 20.2s | ETA: 20.2m [2025-11-26T20:50:55.773194] [INFO ] [sig ] [60/3599] Forecasting ADUS... [2025-11-26T20:50:55.773237] [INFO ] [sig ] Generating forecast for: ADUS [2025-11-26T20:50:55.773282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'. [2025-11-26T20:50:55.785490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADUS'. [2025-11-26T20:50:55.785915] [INFO ] [FORECASTER] Starting predict_future for ADUS [2025-11-26T20:50:55.786741] [DEBUG] [LOCAL ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt [2025-11-26T20:50:55.786811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:55.786869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:55.786910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:55.786981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:55.844067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:55.844916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:55.845018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:55.845063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:55.963993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:55.964157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:55.964209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:55.964249] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:55.967628] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=96.08%) [2025-11-26T20:50:55.967948] [INFO ] [FORECASTER] Completed predict_future for ADUS [2025-11-26T20:50:55.968097] [INFO ] [sig ] ADUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:56.110634] [INFO ] [LOCAL ] Saved forecast: ADUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADUS.txt [2025-11-26T20:50:56.110816] [INFO ] [sig ] [60/3599] Completed ADUS in 0.3s | 2.92 sym/s | Total: 20.5s | ETA: 20.2m [2025-11-26T20:50:56.110872] [INFO ] [sig ] [61/3599] Forecasting ADVM... [2025-11-26T20:50:56.110914] [INFO ] [sig ] Generating forecast for: ADVM [2025-11-26T20:50:56.110975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'. [2025-11-26T20:50:56.122045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADVM'. [2025-11-26T20:50:56.122402] [INFO ] [FORECASTER] Starting predict_future for ADVM [2025-11-26T20:50:56.123227] [DEBUG] [LOCAL ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt [2025-11-26T20:50:56.123300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:56.123347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:56.123397] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:56.123528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:56.180740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:56.181507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:56.181608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:56.181685] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:56.300174] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:56.300366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:56.300419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:56.300456] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:56.303973] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=16.61%) [2025-11-26T20:50:56.304283] [INFO ] [FORECASTER] Completed predict_future for ADVM [2025-11-26T20:50:56.304436] [INFO ] [sig ] ADVM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:56.444498] [INFO ] [LOCAL ] Saved forecast: ADVM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADVM.txt [2025-11-26T20:50:56.444721] [INFO ] [sig ] [61/3599] Completed ADVM in 0.3s | 2.93 sym/s | Total: 20.8s | ETA: 20.2m [2025-11-26T20:50:56.444783] [INFO ] [sig ] [62/3599] Forecasting ADX... [2025-11-26T20:50:56.444838] [INFO ] [sig ] Generating forecast for: ADX [2025-11-26T20:50:56.444888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-11-26T20:50:56.456833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADX'. [2025-11-26T20:50:56.457166] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-11-26T20:50:56.458027] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-11-26T20:50:56.458099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:56.458145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:56.458183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:56.458252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:56.515096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:56.515781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:56.515879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:56.515924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:56.636702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:56.636887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:56.636940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:56.636980] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:56.640497] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=72.63%) [2025-11-26T20:50:56.640899] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-11-26T20:50:56.641052] [INFO ] [sig ] ADX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:56.783213] [INFO ] [LOCAL ] Saved forecast: ADX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADX.txt [2025-11-26T20:50:56.783412] [INFO ] [sig ] [62/3599] Completed ADX in 0.3s | 2.93 sym/s | Total: 21.2s | ETA: 20.1m [2025-11-26T20:50:56.783475] [INFO ] [sig ] [63/3599] Forecasting AEE... [2025-11-26T20:50:56.783519] [INFO ] [sig ] Generating forecast for: AEE [2025-11-26T20:50:56.783564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-11-26T20:50:56.795458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEE'. [2025-11-26T20:50:56.795854] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-11-26T20:50:56.796792] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-11-26T20:50:56.796870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:56.796924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:56.796966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:56.797038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:56.860851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:56.862083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:56.862220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:56.862300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:56.994004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:56.994225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:56.994283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:56.994327] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:56.997999] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=71.76%) [2025-11-26T20:50:56.998367] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-11-26T20:50:56.998534] [INFO ] [sig ] AEE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:57.144276] [INFO ] [LOCAL ] Saved forecast: AEE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEE.txt [2025-11-26T20:50:57.144458] [INFO ] [sig ] [63/3599] Completed AEE in 0.4s | 2.92 sym/s | Total: 21.5s | ETA: 20.2m [2025-11-26T20:50:57.144523] [INFO ] [sig ] [64/3599] Forecasting AEFC... [2025-11-26T20:50:57.144567] [INFO ] [sig ] Generating forecast for: AEFC [2025-11-26T20:50:57.144608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-11-26T20:50:57.156573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEFC'. [2025-11-26T20:50:57.156929] [INFO ] [FORECASTER] Starting predict_future for AEFC [2025-11-26T20:50:57.157799] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-11-26T20:50:57.157870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:57.157927] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:57.157976] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:57.158047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:57.230778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:57.231709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:57.231830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:57.231882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:57.348539] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:57.348740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:57.348814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:57.348866] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:57.352278] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=7.72%) [2025-11-26T20:50:57.352581] [INFO ] [FORECASTER] Completed predict_future for AEFC [2025-11-26T20:50:57.352755] [INFO ] [sig ] AEFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:57.494853] [INFO ] [LOCAL ] Saved forecast: AEFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEFC.txt [2025-11-26T20:50:57.495043] [INFO ] [sig ] [64/3599] Completed AEFC in 0.4s | 2.92 sym/s | Total: 21.9s | ETA: 20.2m [2025-11-26T20:50:57.495101] [INFO ] [sig ] [65/3599] Forecasting AEG... [2025-11-26T20:50:57.495148] [INFO ] [sig ] Generating forecast for: AEG [2025-11-26T20:50:57.495193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-11-26T20:50:57.507926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEG'. [2025-11-26T20:50:57.508411] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-11-26T20:50:57.509497] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-11-26T20:50:57.509594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:57.509703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:57.509763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:57.509871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:57.567090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:57.567852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:57.567951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:57.568011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:57.688723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:57.688920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:57.688974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:57.689018] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:57.692454] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=8.75%) [2025-11-26T20:50:57.692790] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-11-26T20:50:57.692975] [INFO ] [sig ] AEG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:57.833038] [INFO ] [LOCAL ] Saved forecast: AEG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEG.txt [2025-11-26T20:50:57.833195] [INFO ] [sig ] [65/3599] Completed AEG in 0.3s | 2.92 sym/s | Total: 22.2s | ETA: 20.1m [2025-11-26T20:50:57.833247] [INFO ] [sig ] [66/3599] Forecasting AEI... [2025-11-26T20:50:57.833296] [INFO ] [sig ] Generating forecast for: AEI [2025-11-26T20:50:57.833339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'. [2025-11-26T20:50:57.845547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEI'. [2025-11-26T20:50:57.845917] [INFO ] [FORECASTER] Starting predict_future for AEI [2025-11-26T20:50:57.846744] [DEBUG] [LOCAL ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt [2025-11-26T20:50:57.846815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:57.846860] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:57.846901] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:57.847073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:57.904990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:57.905822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:57.905924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:57.905972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:58.020690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:58.020872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:58.020928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:58.020966] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:58.024359] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=83.80%) [2025-11-26T20:50:58.024681] [INFO ] [FORECASTER] Completed predict_future for AEI [2025-11-26T20:50:58.024831] [INFO ] [sig ] AEI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:58.170257] [INFO ] [LOCAL ] Saved forecast: AEI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEI.txt [2025-11-26T20:50:58.170431] [INFO ] [sig ] [66/3599] Completed AEI in 0.3s | 2.92 sym/s | Total: 22.6s | ETA: 20.1m [2025-11-26T20:50:58.170487] [INFO ] [sig ] [67/3599] Forecasting AEIS... [2025-11-26T20:50:58.170532] [INFO ] [sig ] Generating forecast for: AEIS [2025-11-26T20:50:58.170573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'. [2025-11-26T20:50:58.183404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEIS'. [2025-11-26T20:50:58.183862] [INFO ] [FORECASTER] Starting predict_future for AEIS [2025-11-26T20:50:58.184752] [DEBUG] [LOCAL ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt [2025-11-26T20:50:58.184823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:58.184880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:58.184928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:58.185009] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:58.244198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:58.245155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:58.245262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:58.245324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:58.363018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:58.363199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:58.363252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:58.363313] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:58.366776] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=24.95%) [2025-11-26T20:50:58.367080] [INFO ] [FORECASTER] Completed predict_future for AEIS [2025-11-26T20:50:58.367237] [INFO ] [sig ] AEIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:58.509180] [INFO ] [LOCAL ] Saved forecast: AEIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEIS.txt [2025-11-26T20:50:58.509346] [INFO ] [sig ] [67/3599] Completed AEIS in 0.3s | 2.92 sym/s | Total: 22.9s | ETA: 20.1m [2025-11-26T20:50:58.509404] [INFO ] [sig ] [68/3599] Forecasting AEM... [2025-11-26T20:50:58.509451] [INFO ] [sig ] Generating forecast for: AEM [2025-11-26T20:50:58.509493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-11-26T20:50:58.531068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEM'. [2025-11-26T20:50:58.531410] [INFO ] [FORECASTER] Starting predict_future for AEM [2025-11-26T20:50:58.532232] [DEBUG] [LOCAL ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt [2025-11-26T20:50:58.532309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:58.532358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:58.532399] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:58.532492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:58.589664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:58.590409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:58.590511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:58.590571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:58.709331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:58.709511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:58.709563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:58.709607] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:58.713029] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=71.06%) [2025-11-26T20:50:58.713338] [INFO ] [FORECASTER] Completed predict_future for AEM [2025-11-26T20:50:58.713495] [INFO ] [sig ] AEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:58.852658] [INFO ] [LOCAL ] Saved forecast: AEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEM.txt [2025-11-26T20:50:58.852818] [INFO ] [sig ] [68/3599] Completed AEM in 0.3s | 2.92 sym/s | Total: 23.3s | ETA: 20.1m [2025-11-26T20:50:58.852874] [INFO ] [sig ] [69/3599] Forecasting AEMD... [2025-11-26T20:50:58.852921] [INFO ] [sig ] Generating forecast for: AEMD [2025-11-26T20:50:58.852963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'. [2025-11-26T20:50:58.865542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEMD'. [2025-11-26T20:50:58.865893] [INFO ] [FORECASTER] Starting predict_future for AEMD [2025-11-26T20:50:58.866696] [DEBUG] [LOCAL ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt [2025-11-26T20:50:58.866774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:58.866820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:58.866861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:58.866929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:58.923809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:58.924509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:58.924609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:58.924693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:59.049497] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:59.049730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:59.049783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:59.049828] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:59.053701] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=79.70%) [2025-11-26T20:50:59.054111] [INFO ] [FORECASTER] Completed predict_future for AEMD [2025-11-26T20:50:59.054276] [INFO ] [sig ] AEMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:50:59.198555] [INFO ] [LOCAL ] Saved forecast: AEMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEMD.txt [2025-11-26T20:50:59.198772] [INFO ] [sig ] [69/3599] Completed AEMD in 0.3s | 2.92 sym/s | Total: 23.6s | ETA: 20.1m [2025-11-26T20:50:59.198832] [INFO ] [sig ] [70/3599] Forecasting AEO... [2025-11-26T20:50:59.198877] [INFO ] [sig ] Generating forecast for: AEO [2025-11-26T20:50:59.198919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-11-26T20:50:59.211524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEO'. [2025-11-26T20:50:59.212033] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-11-26T20:50:59.212996] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-11-26T20:50:59.213073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:59.213133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:59.213186] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:59.213267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:59.272330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:59.273208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:59.273341] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:59.273392] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:59.397632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:59.397806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:59.397859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:59.397902] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:59.401385] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=9.48%) [2025-11-26T20:50:59.401713] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-11-26T20:50:59.401871] [INFO ] [sig ] AEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:59.542134] [INFO ] [LOCAL ] Saved forecast: AEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEO.txt [2025-11-26T20:50:59.542299] [INFO ] [sig ] [70/3599] Completed AEO in 0.3s | 2.92 sym/s | Total: 23.9s | ETA: 20.1m [2025-11-26T20:50:59.542353] [INFO ] [sig ] [71/3599] Forecasting AEP... [2025-11-26T20:50:59.542398] [INFO ] [sig ] Generating forecast for: AEP [2025-11-26T20:50:59.542439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'. [2025-11-26T20:50:59.555620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEP'. [2025-11-26T20:50:59.556134] [INFO ] [FORECASTER] Starting predict_future for AEP [2025-11-26T20:50:59.557018] [DEBUG] [LOCAL ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt [2025-11-26T20:50:59.557092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:59.557151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:59.557219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:59.557301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:59.625514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:59.626755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:59.626919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:59.626992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:50:59.749516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:50:59.749745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:50:59.749825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:50:59.749881] [INFO ] [FORECASTER] Training complete [2025-11-26T20:50:59.753621] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T20:50:59.754041] [INFO ] [FORECASTER] Completed predict_future for AEP [2025-11-26T20:50:59.754218] [INFO ] [sig ] AEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:50:59.898354] [INFO ] [LOCAL ] Saved forecast: AEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEP.txt [2025-11-26T20:50:59.898568] [INFO ] [sig ] [71/3599] Completed AEP in 0.4s | 2.92 sym/s | Total: 24.3s | ETA: 20.1m [2025-11-26T20:50:59.898624] [INFO ] [sig ] [72/3599] Forecasting AES... [2025-11-26T20:50:59.898699] [INFO ] [sig ] Generating forecast for: AES [2025-11-26T20:50:59.898748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-11-26T20:50:59.910253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AES'. [2025-11-26T20:50:59.910629] [INFO ] [FORECASTER] Starting predict_future for AES [2025-11-26T20:50:59.911459] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-11-26T20:50:59.911530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:50:59.911587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:50:59.911636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:50:59.911739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:50:59.970466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:50:59.971439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:50:59.971550] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:50:59.971611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:00.104113] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:00.104397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:00.104480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:00.104557] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:00.109996] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-11-26T20:51:00.110592] [INFO ] [FORECASTER] Completed predict_future for AES [2025-11-26T20:51:00.110853] [INFO ] [sig ] AES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:00.282349] [INFO ] [LOCAL ] Saved forecast: AES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AES.txt [2025-11-26T20:51:00.282551] [INFO ] [sig ] [72/3599] Completed AES in 0.4s | 2.92 sym/s | Total: 24.7s | ETA: 20.2m [2025-11-26T20:51:00.282608] [INFO ] [sig ] [73/3599] Forecasting AEVA... [2025-11-26T20:51:00.282675] [INFO ] [sig ] Generating forecast for: AEVA [2025-11-26T20:51:00.282720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'. [2025-11-26T20:51:00.294588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEVA'. [2025-11-26T20:51:00.294916] [INFO ] [FORECASTER] Starting predict_future for AEVA [2025-11-26T20:51:00.295798] [DEBUG] [LOCAL ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt [2025-11-26T20:51:00.295867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:00.295914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:00.295953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:00.296021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:00.354583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:00.355492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:00.355593] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:00.355663] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:00.473787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:00.473970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:00.474015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:00.474049] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:00.477502] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=41.35%) [2025-11-26T20:51:00.477855] [INFO ] [FORECASTER] Completed predict_future for AEVA [2025-11-26T20:51:00.477996] [INFO ] [sig ] AEVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:00.625172] [INFO ] [LOCAL ] Saved forecast: AEVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEVA.txt [2025-11-26T20:51:00.625392] [INFO ] [sig ] [73/3599] Completed AEVA in 0.3s | 2.92 sym/s | Total: 25.0s | ETA: 20.1m [2025-11-26T20:51:00.625447] [INFO ] [sig ] [74/3599] Forecasting AEYE... [2025-11-26T20:51:00.625491] [INFO ] [sig ] Generating forecast for: AEYE [2025-11-26T20:51:00.625532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'. [2025-11-26T20:51:00.638786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEYE'. [2025-11-26T20:51:00.639227] [INFO ] [FORECASTER] Starting predict_future for AEYE [2025-11-26T20:51:00.640161] [DEBUG] [LOCAL ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt [2025-11-26T20:51:00.640235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:00.640281] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:00.640322] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:00.640392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:00.699862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:00.700788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:00.700893] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:00.700967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:00.820453] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:00.820657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:00.820714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:00.820757] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:00.824280] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=97.51%) [2025-11-26T20:51:00.824581] [INFO ] [FORECASTER] Completed predict_future for AEYE [2025-11-26T20:51:00.824751] [INFO ] [sig ] AEYE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:00.966161] [INFO ] [LOCAL ] Saved forecast: AEYE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEYE.txt [2025-11-26T20:51:00.966328] [INFO ] [sig ] [74/3599] Completed AEYE in 0.3s | 2.92 sym/s | Total: 25.4s | ETA: 20.1m [2025-11-26T20:51:00.966387] [INFO ] [sig ] [75/3599] Forecasting AFB... [2025-11-26T20:51:00.966432] [INFO ] [sig ] Generating forecast for: AFB [2025-11-26T20:51:00.966482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-11-26T20:51:00.979376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFB'. [2025-11-26T20:51:00.979881] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-11-26T20:51:00.980753] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-11-26T20:51:00.980826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:00.980874] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:00.980919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:00.981030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:01.038068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:01.039018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:01.039122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:01.039171] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:01.162538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:01.162759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:01.162817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:01.162861] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:01.166280] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=83.55%) [2025-11-26T20:51:01.166579] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-11-26T20:51:01.166757] [INFO ] [sig ] AFB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:01.308308] [INFO ] [LOCAL ] Saved forecast: AFB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AFB.txt [2025-11-26T20:51:01.308500] [INFO ] [sig ] [75/3599] Completed AFB in 0.3s | 2.92 sym/s | Total: 25.7s | ETA: 20.1m [2025-11-26T20:51:01.308553] [INFO ] [sig ] [76/3599] Forecasting AFGC... [2025-11-26T20:51:01.308597] [INFO ] [sig ] Generating forecast for: AFGC [2025-11-26T20:51:01.308662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-11-26T20:51:01.320826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFGC'. [2025-11-26T20:51:01.321256] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-11-26T20:51:01.322090] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-11-26T20:51:01.322162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:01.322209] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:01.322251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:01.322322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:01.380795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:01.381734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:01.381835] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:01.381884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:01.487777] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:01.488003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:01.488058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:01.488098] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:01.491664] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=3.50%) [2025-11-26T20:51:01.492012] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-11-26T20:51:01.492171] [INFO ] [sig ] AFGC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:01.634275] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFGC.txt [2025-11-26T20:51:01.634473] [INFO ] [sig ] [76/3599] Completed AFGC in 0.3s | 2.92 sym/s | Total: 26.0s | ETA: 20.1m [2025-11-26T20:51:01.634531] [INFO ] [sig ] [77/3599] Forecasting AFL... [2025-11-26T20:51:01.634573] [INFO ] [sig ] Generating forecast for: AFL [2025-11-26T20:51:01.634613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-11-26T20:51:01.646054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFL'. [2025-11-26T20:51:01.646398] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-11-26T20:51:01.647237] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-11-26T20:51:01.647307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:01.647365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:01.647415] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:01.647496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:01.708346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:01.709309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:01.709437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:01.709505] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:01.830474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:01.830860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:01.830915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:01.830956] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:01.834862] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=41.39%) [2025-11-26T20:51:01.835168] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-11-26T20:51:01.835334] [INFO ] [sig ] AFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:01.980934] [INFO ] [LOCAL ] Saved forecast: AFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFL.txt [2025-11-26T20:51:01.981123] [INFO ] [sig ] [77/3599] Completed AFL in 0.3s | 2.92 sym/s | Total: 26.4s | ETA: 20.1m [2025-11-26T20:51:01.981179] [INFO ] [sig ] [78/3599] Forecasting AFRI... [2025-11-26T20:51:01.981278] [INFO ] [sig ] Generating forecast for: AFRI [2025-11-26T20:51:01.981320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'. [2025-11-26T20:51:01.994068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRI'. [2025-11-26T20:51:01.994771] [INFO ] [FORECASTER] Starting predict_future for AFRI [2025-11-26T20:51:01.995989] [DEBUG] [LOCAL ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt [2025-11-26T20:51:01.996071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:01.996137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:01.996192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:01.996281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:02.059325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:02.060715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:02.060854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:02.060906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:02.163819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:02.164032] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:51:02.164104] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:02.164162] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:02.167950] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=6.88%) [2025-11-26T20:51:02.168303] [INFO ] [FORECASTER] Completed predict_future for AFRI [2025-11-26T20:51:02.168486] [INFO ] [sig ] AFRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:02.320184] [INFO ] [LOCAL ] Saved forecast: AFRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFRI.txt [2025-11-26T20:51:02.320383] [INFO ] [sig ] [78/3599] Completed AFRI in 0.3s | 2.92 sym/s | Total: 26.7s | ETA: 20.1m [2025-11-26T20:51:02.320439] [INFO ] [sig ] [79/3599] Forecasting AFRM... [2025-11-26T20:51:02.320484] [INFO ] [sig ] Generating forecast for: AFRM [2025-11-26T20:51:02.320525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'. [2025-11-26T20:51:02.333138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRM'. [2025-11-26T20:51:02.333553] [INFO ] [FORECASTER] Starting predict_future for AFRM [2025-11-26T20:51:02.334387] [DEBUG] [LOCAL ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt [2025-11-26T20:51:02.334460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:02.334517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:02.334569] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:02.334673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:02.395288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:02.396315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:02.396451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:02.396513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:02.527084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:02.527287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:02.527362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:02.527400] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:02.531049] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=94.23%) [2025-11-26T20:51:02.531369] [INFO ] [FORECASTER] Completed predict_future for AFRM [2025-11-26T20:51:02.531537] [INFO ] [sig ] AFRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:02.682520] [INFO ] [LOCAL ] Saved forecast: AFRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AFRM.txt [2025-11-26T20:51:02.682741] [INFO ] [sig ] [79/3599] Completed AFRM in 0.4s | 2.92 sym/s | Total: 27.1s | ETA: 20.1m [2025-11-26T20:51:02.682803] [INFO ] [sig ] [80/3599] Forecasting AFYA... [2025-11-26T20:51:02.682856] [INFO ] [sig ] Generating forecast for: AFYA [2025-11-26T20:51:02.682909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'. [2025-11-26T20:51:02.695069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFYA'. [2025-11-26T20:51:02.695446] [INFO ] [FORECASTER] Starting predict_future for AFYA [2025-11-26T20:51:02.696307] [DEBUG] [LOCAL ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt [2025-11-26T20:51:02.696413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:02.696501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:02.696553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:02.696675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:02.756591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:02.757681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:02.757810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:02.757861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:02.882519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:02.882757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:02.882818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:02.882861] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:02.886467] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=16.76%) [2025-11-26T20:51:02.886825] [INFO ] [FORECASTER] Completed predict_future for AFYA [2025-11-26T20:51:02.887015] [INFO ] [sig ] AFYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:03.035293] [INFO ] [LOCAL ] Saved forecast: AFYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFYA.txt [2025-11-26T20:51:03.035484] [INFO ] [sig ] [80/3599] Completed AFYA in 0.4s | 2.92 sym/s | Total: 27.4s | ETA: 20.1m [2025-11-26T20:51:03.035546] [INFO ] [sig ] [81/3599] Forecasting AG... [2025-11-26T20:51:03.035590] [INFO ] [sig ] Generating forecast for: AG [2025-11-26T20:51:03.035632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-11-26T20:51:03.048456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AG'. [2025-11-26T20:51:03.048924] [INFO ] [FORECASTER] Starting predict_future for AG [2025-11-26T20:51:03.049822] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-11-26T20:51:03.049897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:03.049961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:03.050006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:03.050099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:03.109281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:03.110225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:03.110328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:03.110376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:03.231762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:03.231958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:03.232016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:03.232060] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:03.235762] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=93.30%) [2025-11-26T20:51:03.236113] [INFO ] [FORECASTER] Completed predict_future for AG [2025-11-26T20:51:03.236285] [INFO ] [sig ] AG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:03.376268] [INFO ] [LOCAL ] Saved forecast: AG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AG.txt [2025-11-26T20:51:03.376461] [INFO ] [sig ] [81/3599] Completed AG in 0.3s | 2.92 sym/s | Total: 27.8s | ETA: 20.1m [2025-11-26T20:51:03.376520] [INFO ] [sig ] [82/3599] Forecasting AGCO... [2025-11-26T20:51:03.376564] [INFO ] [sig ] Generating forecast for: AGCO [2025-11-26T20:51:03.376721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-11-26T20:51:03.389086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGCO'. [2025-11-26T20:51:03.389528] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-11-26T20:51:03.390363] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-11-26T20:51:03.390451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:03.390524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:03.390578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:03.390675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:03.448504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:03.449447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:03.449577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:03.449638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:03.569460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:03.569692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:03.569748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:03.569791] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:03.573306] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-11-26T20:51:03.573631] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-11-26T20:51:03.573811] [INFO ] [sig ] AGCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:03.716371] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGCO.txt [2025-11-26T20:51:03.716542] [INFO ] [sig ] [82/3599] Completed AGCO in 0.3s | 2.92 sym/s | Total: 28.1s | ETA: 20.1m [2025-11-26T20:51:03.716598] [INFO ] [sig ] [83/3599] Forecasting AGD... [2025-11-26T20:51:03.716664] [INFO ] [sig ] Generating forecast for: AGD [2025-11-26T20:51:03.716711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-11-26T20:51:03.730738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGD'. [2025-11-26T20:51:03.731170] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-11-26T20:51:03.732119] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-11-26T20:51:03.732193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:03.732256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:03.732317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:03.732409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:03.790735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:03.791717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:03.791833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:03.791901] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:03.914706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:03.914901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:03.914992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:03.915057] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:03.918792] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.89%) [2025-11-26T20:51:03.919173] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-11-26T20:51:03.919356] [INFO ] [sig ] AGD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:04.059613] [INFO ] [LOCAL ] Saved forecast: AGD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGD.txt [2025-11-26T20:51:04.059803] [INFO ] [sig ] [83/3599] Completed AGD in 0.3s | 2.92 sym/s | Total: 28.5s | ETA: 20.1m [2025-11-26T20:51:04.059861] [INFO ] [sig ] [84/3599] Forecasting AGEN... [2025-11-26T20:51:04.059904] [INFO ] [sig ] Generating forecast for: AGEN [2025-11-26T20:51:04.059946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'. [2025-11-26T20:51:04.071552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGEN'. [2025-11-26T20:51:04.071904] [INFO ] [FORECASTER] Starting predict_future for AGEN [2025-11-26T20:51:04.072736] [DEBUG] [LOCAL ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt [2025-11-26T20:51:04.072808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:04.072877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:04.072927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:04.073004] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:04.130625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:04.131524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:04.131629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:04.131696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:04.257546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:04.257756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:04.257811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:04.257882] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:04.261411] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=28.94%) [2025-11-26T20:51:04.261744] [INFO ] [FORECASTER] Completed predict_future for AGEN [2025-11-26T20:51:04.261898] [INFO ] [sig ] AGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:04.405413] [INFO ] [LOCAL ] Saved forecast: AGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGEN.txt [2025-11-26T20:51:04.405683] [INFO ] [sig ] [84/3599] Completed AGEN in 0.3s | 2.92 sym/s | Total: 28.8s | ETA: 20.1m [2025-11-26T20:51:04.405746] [INFO ] [sig ] [85/3599] Forecasting AGI... [2025-11-26T20:51:04.405789] [INFO ] [sig ] Generating forecast for: AGI [2025-11-26T20:51:04.405839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-11-26T20:51:04.419691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGI'. [2025-11-26T20:51:04.420037] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-11-26T20:51:04.420910] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-11-26T20:51:04.420981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:04.421028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:04.421068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:04.421139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:04.478903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:04.479832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:04.479960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:04.480012] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:04.598305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:04.598475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:04.598528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:04.598568] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:04.602025] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=95.50%) [2025-11-26T20:51:04.602323] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-11-26T20:51:04.602470] [INFO ] [sig ] AGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:04.741885] [INFO ] [LOCAL ] Saved forecast: AGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGI.txt [2025-11-26T20:51:04.742038] [INFO ] [sig ] [85/3599] Completed AGI in 0.3s | 2.92 sym/s | Total: 29.1s | ETA: 20.1m [2025-11-26T20:51:04.742093] [INFO ] [sig ] [86/3599] Forecasting AGIO... [2025-11-26T20:51:04.742135] [INFO ] [sig ] Generating forecast for: AGIO [2025-11-26T20:51:04.742175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'. [2025-11-26T20:51:04.753691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGIO'. [2025-11-26T20:51:04.754020] [INFO ] [FORECASTER] Starting predict_future for AGIO [2025-11-26T20:51:04.754846] [DEBUG] [LOCAL ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt [2025-11-26T20:51:04.754916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:04.754977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:04.755024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:04.755100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:04.811557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:04.812296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:04.812405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:04.812482] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:04.932878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:04.933068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:04.933137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:04.933196] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:04.936635] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-11-26T20:51:04.936977] [INFO ] [FORECASTER] Completed predict_future for AGIO [2025-11-26T20:51:04.937152] [INFO ] [sig ] AGIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:05.076832] [INFO ] [LOCAL ] Saved forecast: AGIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGIO.txt [2025-11-26T20:51:05.077001] [INFO ] [sig ] [86/3599] Completed AGIO in 0.3s | 2.92 sym/s | Total: 29.5s | ETA: 20.1m [2025-11-26T20:51:05.077074] [INFO ] [sig ] [87/3599] Forecasting AGM... [2025-11-26T20:51:05.077185] [INFO ] [sig ] Generating forecast for: AGM [2025-11-26T20:51:05.077247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-11-26T20:51:05.089805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGM'. [2025-11-26T20:51:05.090203] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-11-26T20:51:05.091164] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-11-26T20:51:05.091237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:05.091290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:05.091333] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:05.091405] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:05.151017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:05.151759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:05.151859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:05.151908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:05.273208] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:05.273408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:05.273464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:05.273507] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:05.277051] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=76.84%) [2025-11-26T20:51:05.277353] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-11-26T20:51:05.277506] [INFO ] [sig ] AGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:05.418746] [INFO ] [LOCAL ] Saved forecast: AGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGM.txt [2025-11-26T20:51:05.418947] [INFO ] [sig ] [87/3599] Completed AGM in 0.3s | 2.92 sym/s | Total: 29.8s | ETA: 20.1m [2025-11-26T20:51:05.419016] [INFO ] [sig ] [88/3599] Forecasting AGMH... [2025-11-26T20:51:05.419059] [INFO ] [sig ] Generating forecast for: AGMH [2025-11-26T20:51:05.419106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'. [2025-11-26T20:51:05.431260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGMH'. [2025-11-26T20:51:05.431708] [INFO ] [FORECASTER] Starting predict_future for AGMH [2025-11-26T20:51:05.432509] [DEBUG] [LOCAL ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt [2025-11-26T20:51:05.432589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:05.432634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:05.432697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:05.432767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:05.490605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:05.491514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:05.491619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:05.491687] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:05.605911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:05.606116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:05.606168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:05.606212] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:05.609720] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=3.12%) [2025-11-26T20:51:05.610026] [INFO ] [FORECASTER] Completed predict_future for AGMH [2025-11-26T20:51:05.610180] [INFO ] [sig ] AGMH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:05.751614] [INFO ] [LOCAL ] Saved forecast: AGMH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGMH.txt [2025-11-26T20:51:05.751835] [INFO ] [sig ] [88/3599] Completed AGMH in 0.3s | 2.92 sym/s | Total: 30.2s | ETA: 20.1m [2025-11-26T20:51:05.751889] [INFO ] [sig ] [89/3599] Forecasting AGNC... [2025-11-26T20:51:05.751932] [INFO ] [sig ] Generating forecast for: AGNC [2025-11-26T20:51:05.751973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'. [2025-11-26T20:51:05.763613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNC'. [2025-11-26T20:51:05.764055] [INFO ] [FORECASTER] Starting predict_future for AGNC [2025-11-26T20:51:05.764891] [DEBUG] [LOCAL ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt [2025-11-26T20:51:05.764962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:05.765007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:05.765046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:05.765115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:05.823040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:05.823967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:05.824069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:05.824115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:05.946584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:05.946783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:05.946835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:05.946874] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:05.950344] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=97.32%) [2025-11-26T20:51:05.950665] [INFO ] [FORECASTER] Completed predict_future for AGNC [2025-11-26T20:51:05.950832] [INFO ] [sig ] AGNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:06.091020] [INFO ] [LOCAL ] Saved forecast: AGNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNC.txt [2025-11-26T20:51:06.091186] [INFO ] [sig ] [89/3599] Completed AGNC in 0.3s | 2.92 sym/s | Total: 30.5s | ETA: 20.0m [2025-11-26T20:51:06.091244] [INFO ] [sig ] [90/3599] Forecasting AGNCL... [2025-11-26T20:51:06.091288] [INFO ] [sig ] Generating forecast for: AGNCL [2025-11-26T20:51:06.091330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'. [2025-11-26T20:51:06.108071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'. [2025-11-26T20:51:06.108473] [INFO ] [FORECASTER] Starting predict_future for AGNCL [2025-11-26T20:51:06.109318] [DEBUG] [LOCAL ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt [2025-11-26T20:51:06.109389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:06.109435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:06.109474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:06.109554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:06.168122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:06.169054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:06.169158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:06.169206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:06.275405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:06.275598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:06.275861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:06.275903] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:06.279692] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=28.25%) [2025-11-26T20:51:06.280008] [INFO ] [FORECASTER] Completed predict_future for AGNCL [2025-11-26T20:51:06.280185] [INFO ] [sig ] AGNCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:06.420097] [INFO ] [LOCAL ] Saved forecast: AGNCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGNCL.txt [2025-11-26T20:51:06.420250] [INFO ] [sig ] [90/3599] Completed AGNCL in 0.3s | 2.92 sym/s | Total: 30.8s | ETA: 20.0m [2025-11-26T20:51:06.420308] [INFO ] [sig ] [91/3599] Forecasting AGNCM... [2025-11-26T20:51:06.420346] [INFO ] [sig ] Generating forecast for: AGNCM [2025-11-26T20:51:06.420388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'. [2025-11-26T20:51:06.431566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'. [2025-11-26T20:51:06.431939] [INFO ] [FORECASTER] Starting predict_future for AGNCM [2025-11-26T20:51:06.432784] [DEBUG] [LOCAL ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt [2025-11-26T20:51:06.432852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:06.432898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:06.432937] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:06.433029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:06.490449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:06.491159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:06.491256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:06.491299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:06.599331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:06.599513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:06.599583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:06.599628] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:06.603118] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=10.53%) [2025-11-26T20:51:06.603413] [INFO ] [FORECASTER] Completed predict_future for AGNCM [2025-11-26T20:51:06.603574] [INFO ] [sig ] AGNCM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:06.746501] [INFO ] [LOCAL ] Saved forecast: AGNCM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGNCM.txt [2025-11-26T20:51:06.746678] [INFO ] [sig ] [91/3599] Completed AGNCM in 0.3s | 2.92 sym/s | Total: 31.1s | ETA: 20.0m [2025-11-26T20:51:06.746735] [INFO ] [sig ] [92/3599] Forecasting AGNCN... [2025-11-26T20:51:06.746778] [INFO ] [sig ] Generating forecast for: AGNCN [2025-11-26T20:51:06.746818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'. [2025-11-26T20:51:06.772022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'. [2025-11-26T20:51:06.772396] [INFO ] [FORECASTER] Starting predict_future for AGNCN [2025-11-26T20:51:06.773214] [DEBUG] [LOCAL ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt [2025-11-26T20:51:06.773284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:06.773329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:06.773369] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:06.773492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:06.830527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:06.831234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:06.831341] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:06.831404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:06.947542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:06.947713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:06.947776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:06.947823] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:06.951309] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=66.62%) [2025-11-26T20:51:06.951613] [INFO ] [FORECASTER] Completed predict_future for AGNCN [2025-11-26T20:51:06.951784] [INFO ] [sig ] AGNCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:07.093610] [INFO ] [LOCAL ] Saved forecast: AGNCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNCN.txt [2025-11-26T20:51:07.093788] [INFO ] [sig ] [92/3599] Completed AGNCN in 0.3s | 2.92 sym/s | Total: 31.5s | ETA: 20.0m [2025-11-26T20:51:07.093843] [INFO ] [sig ] [93/3599] Forecasting AGNCO... [2025-11-26T20:51:07.093886] [INFO ] [sig ] Generating forecast for: AGNCO [2025-11-26T20:51:07.093926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'. [2025-11-26T20:51:07.105270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'. [2025-11-26T20:51:07.105606] [INFO ] [FORECASTER] Starting predict_future for AGNCO [2025-11-26T20:51:07.106408] [DEBUG] [LOCAL ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt [2025-11-26T20:51:07.106478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:07.106524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:07.106564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:07.106633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:07.164026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:07.164773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:07.164871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:07.164919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:07.279986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:07.280168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:07.280225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:07.280268] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:07.283693] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=75.74%) [2025-11-26T20:51:07.283986] [INFO ] [FORECASTER] Completed predict_future for AGNCO [2025-11-26T20:51:07.284135] [INFO ] [sig ] AGNCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:07.424814] [INFO ] [LOCAL ] Saved forecast: AGNCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNCO.txt [2025-11-26T20:51:07.424970] [INFO ] [sig ] [93/3599] Completed AGNCO in 0.3s | 2.92 sym/s | Total: 31.8s | ETA: 20.0m [2025-11-26T20:51:07.425023] [INFO ] [sig ] [94/3599] Forecasting AGNCP... [2025-11-26T20:51:07.425064] [INFO ] [sig ] Generating forecast for: AGNCP [2025-11-26T20:51:07.425108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'. [2025-11-26T20:51:07.435342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'. [2025-11-26T20:51:07.435701] [INFO ] [FORECASTER] Starting predict_future for AGNCP [2025-11-26T20:51:07.436545] [DEBUG] [LOCAL ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt [2025-11-26T20:51:07.436614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:07.436681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:07.436723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:07.436789] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:07.498049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:07.498890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:07.498989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:07.499035] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:07.624085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:07.624268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:07.624322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:07.624364] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:07.627838] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-11-26T20:51:07.628137] [INFO ] [FORECASTER] Completed predict_future for AGNCP [2025-11-26T20:51:07.628289] [INFO ] [sig ] AGNCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:07.772736] [INFO ] [LOCAL ] Saved forecast: AGNCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNCP.txt [2025-11-26T20:51:07.772929] [INFO ] [sig ] [94/3599] Completed AGNCP in 0.3s | 2.92 sym/s | Total: 32.2s | ETA: 20.0m [2025-11-26T20:51:07.772986] [INFO ] [sig ] [95/3599] Forecasting AGO... [2025-11-26T20:51:07.773028] [INFO ] [sig ] Generating forecast for: AGO [2025-11-26T20:51:07.773070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-11-26T20:51:07.784670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGO'. [2025-11-26T20:51:07.785064] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-11-26T20:51:07.785889] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-11-26T20:51:07.785959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:07.786019] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:07.786061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:07.786131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:07.850041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:07.850976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:07.851084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:07.851134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:07.969449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:07.969666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:07.969722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:07.969767] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:07.973330] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=65.96%) [2025-11-26T20:51:07.973681] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-11-26T20:51:07.973840] [INFO ] [sig ] AGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:08.116362] [INFO ] [LOCAL ] Saved forecast: AGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGO.txt [2025-11-26T20:51:08.116525] [INFO ] [sig ] [95/3599] Completed AGO in 0.3s | 2.92 sym/s | Total: 32.5s | ETA: 20.0m [2025-11-26T20:51:08.116582] [INFO ] [sig ] [96/3599] Forecasting AGRO... [2025-11-26T20:51:08.116629] [INFO ] [sig ] Generating forecast for: AGRO [2025-11-26T20:51:08.116690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-11-26T20:51:08.129549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGRO'. [2025-11-26T20:51:08.130051] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-11-26T20:51:08.130940] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-11-26T20:51:08.131012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:08.131067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:08.131113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:08.131183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:08.189986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:08.190932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:08.191042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:08.191092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:08.319358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:08.319560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:08.319614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:08.319677] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:08.323152] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-11-26T20:51:08.323483] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-11-26T20:51:08.323703] [INFO ] [sig ] AGRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:08.465807] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGRO.txt [2025-11-26T20:51:08.465998] [INFO ] [sig ] [96/3599] Completed AGRO in 0.3s | 2.92 sym/s | Total: 32.9s | ETA: 20.0m [2025-11-26T20:51:08.466056] [INFO ] [sig ] [97/3599] Forecasting AGX... [2025-11-26T20:51:08.466101] [INFO ] [sig ] Generating forecast for: AGX [2025-11-26T20:51:08.466142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-11-26T20:51:08.478383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGX'. [2025-11-26T20:51:08.478861] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-11-26T20:51:08.479715] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-11-26T20:51:08.479787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:08.479833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:08.479872] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:08.479940] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:08.536324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:08.537225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:08.537329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:08.537376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:08.660590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:08.661067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:08.661126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:08.661163] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:08.664867] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=80.76%) [2025-11-26T20:51:08.665182] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-11-26T20:51:08.665343] [INFO ] [sig ] AGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:08.814420] [INFO ] [LOCAL ] Saved forecast: AGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGX.txt [2025-11-26T20:51:08.814613] [INFO ] [sig ] [97/3599] Completed AGX in 0.3s | 2.92 sym/s | Total: 33.2s | ETA: 20.0m [2025-11-26T20:51:08.814691] [INFO ] [sig ] [98/3599] Forecasting AGYS... [2025-11-26T20:51:08.814735] [INFO ] [sig ] Generating forecast for: AGYS [2025-11-26T20:51:08.814776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'. [2025-11-26T20:51:08.830268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGYS'. [2025-11-26T20:51:08.830830] [INFO ] [FORECASTER] Starting predict_future for AGYS [2025-11-26T20:51:08.831844] [DEBUG] [LOCAL ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt [2025-11-26T20:51:08.831947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:08.832003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:08.832063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:08.832142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:08.890996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:08.891981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:08.892088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:08.892135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:09.008837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:09.009025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:09.009079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:09.009120] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:09.012590] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=48.38%) [2025-11-26T20:51:09.012901] [INFO ] [FORECASTER] Completed predict_future for AGYS [2025-11-26T20:51:09.013052] [INFO ] [sig ] AGYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:09.168947] [INFO ] [LOCAL ] Saved forecast: AGYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGYS.txt [2025-11-26T20:51:09.169139] [INFO ] [sig ] [98/3599] Completed AGYS in 0.4s | 2.92 sym/s | Total: 33.6s | ETA: 20.0m [2025-11-26T20:51:09.169196] [INFO ] [sig ] [99/3599] Forecasting AGZD... [2025-11-26T20:51:09.169248] [INFO ] [sig ] Generating forecast for: AGZD [2025-11-26T20:51:09.169290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'. [2025-11-26T20:51:09.182137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGZD'. [2025-11-26T20:51:09.182591] [INFO ] [FORECASTER] Starting predict_future for AGZD [2025-11-26T20:51:09.183481] [DEBUG] [LOCAL ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt [2025-11-26T20:51:09.183569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:09.183627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:09.183698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:09.183771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:09.243765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:09.244476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:09.244578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:09.244627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:09.363968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:09.364152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:09.364207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:09.364251] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:09.367749] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=77.57%) [2025-11-26T20:51:09.368053] [INFO ] [FORECASTER] Completed predict_future for AGZD [2025-11-26T20:51:09.368205] [INFO ] [sig ] AGZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:09.516076] [INFO ] [LOCAL ] Saved forecast: AGZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGZD.txt [2025-11-26T20:51:09.516231] [INFO ] [sig ] [99/3599] Completed AGZD in 0.3s | 2.92 sym/s | Total: 33.9s | ETA: 20.0m [2025-11-26T20:51:09.516284] [INFO ] [sig ] [100/3599] Forecasting AHCO... [2025-11-26T20:51:09.516329] [INFO ] [sig ] Generating forecast for: AHCO [2025-11-26T20:51:09.516372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'. [2025-11-26T20:51:09.532574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHCO'. [2025-11-26T20:51:09.533016] [INFO ] [FORECASTER] Starting predict_future for AHCO [2025-11-26T20:51:09.533892] [DEBUG] [LOCAL ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt [2025-11-26T20:51:09.533963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:09.534008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:09.534048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:09.534116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:09.591784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:09.592503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:09.592602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:09.592676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:09.710958] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:09.711146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:09.711199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:09.711241] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:09.714931] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-11-26T20:51:09.715240] [INFO ] [FORECASTER] Completed predict_future for AHCO [2025-11-26T20:51:09.715393] [INFO ] [sig ] AHCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:09.856252] [INFO ] [LOCAL ] Saved forecast: AHCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AHCO.txt [2025-11-26T20:51:09.856400] [INFO ] [sig ] [100/3599] Completed AHCO in 0.3s | 2.92 sym/s | Total: 34.3s | ETA: 20.0m [2025-11-26T20:51:09.856455] [INFO ] [sig ] [101/3599] Forecasting AHH... [2025-11-26T20:51:09.856498] [INFO ] [sig ] Generating forecast for: AHH [2025-11-26T20:51:09.856547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-11-26T20:51:09.868737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHH'. [2025-11-26T20:51:09.869039] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-11-26T20:51:09.869869] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-11-26T20:51:09.869941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:09.869985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:09.870022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:09.870090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:09.928286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:09.929060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:09.929156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:09.929206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:10.051572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:10.051790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:10.051844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:10.051887] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:10.055392] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=73.30%) [2025-11-26T20:51:10.055784] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-11-26T20:51:10.055947] [INFO ] [sig ] AHH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:10.198983] [INFO ] [LOCAL ] Saved forecast: AHH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AHH.txt [2025-11-26T20:51:10.199166] [INFO ] [sig ] [101/3599] Completed AHH in 0.3s | 2.92 sym/s | Total: 34.6s | ETA: 20.0m [2025-11-26T20:51:10.199223] [INFO ] [sig ] [102/3599] Forecasting AI... [2025-11-26T20:51:10.199269] [INFO ] [sig ] Generating forecast for: AI [2025-11-26T20:51:10.199310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-11-26T20:51:10.211356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AI'. [2025-11-26T20:51:10.211819] [INFO ] [FORECASTER] Starting predict_future for AI [2025-11-26T20:51:10.212636] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-11-26T20:51:10.212732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:10.212778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:10.212819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:10.212888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:10.271535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:10.272484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:10.272597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:10.272664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:10.400559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:10.400935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:10.400997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:10.401060] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:10.404830] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=11.04%) [2025-11-26T20:51:10.405256] [INFO ] [FORECASTER] Completed predict_future for AI [2025-11-26T20:51:10.405424] [INFO ] [sig ] AI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:10.551310] [INFO ] [LOCAL ] Saved forecast: AI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AI.txt [2025-11-26T20:51:10.551515] [INFO ] [sig ] [102/3599] Completed AI in 0.4s | 2.92 sym/s | Total: 35.0s | ETA: 20.0m [2025-11-26T20:51:10.551574] [INFO ] [sig ] [103/3599] Forecasting AIA... [2025-11-26T20:51:10.551617] [INFO ] [sig ] Generating forecast for: AIA [2025-11-26T20:51:10.551682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'. [2025-11-26T20:51:10.563778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIA'. [2025-11-26T20:51:10.564222] [INFO ] [FORECASTER] Starting predict_future for AIA [2025-11-26T20:51:10.565090] [DEBUG] [LOCAL ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt [2025-11-26T20:51:10.565161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:10.565217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:10.565268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:10.565348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:10.624319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:10.625263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:10.625366] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:10.625413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:10.749401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:10.749582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:10.749665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:10.749720] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:10.753141] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-11-26T20:51:10.753431] [INFO ] [FORECASTER] Completed predict_future for AIA [2025-11-26T20:51:10.753575] [INFO ] [sig ] AIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:10.894548] [INFO ] [LOCAL ] Saved forecast: AIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIA.txt [2025-11-26T20:51:10.894765] [INFO ] [sig ] [103/3599] Completed AIA in 0.3s | 2.92 sym/s | Total: 35.3s | ETA: 20.0m [2025-11-26T20:51:10.894822] [INFO ] [sig ] [104/3599] Forecasting AIFF... [2025-11-26T20:51:10.894863] [INFO ] [sig ] Generating forecast for: AIFF [2025-11-26T20:51:10.894905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'. [2025-11-26T20:51:10.906387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIFF'. [2025-11-26T20:51:10.906759] [INFO ] [FORECASTER] Starting predict_future for AIFF [2025-11-26T20:51:10.907696] [DEBUG] [LOCAL ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt [2025-11-26T20:51:10.907776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:10.907845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:10.907911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:10.908019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:10.967949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:10.968935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:10.969060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:10.969135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:11.095311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:11.095496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:11.095550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:11.095597] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:11.099117] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=6.88%) [2025-11-26T20:51:11.099417] [INFO ] [FORECASTER] Completed predict_future for AIFF [2025-11-26T20:51:11.099570] [INFO ] [sig ] AIFF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:11.241831] [INFO ] [LOCAL ] Saved forecast: AIFF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIFF.txt [2025-11-26T20:51:11.242002] [INFO ] [sig ] [104/3599] Completed AIFF in 0.3s | 2.92 sym/s | Total: 35.6s | ETA: 20.0m [2025-11-26T20:51:11.242059] [INFO ] [sig ] [105/3599] Forecasting AIG... [2025-11-26T20:51:11.242102] [INFO ] [sig ] Generating forecast for: AIG [2025-11-26T20:51:11.242146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-11-26T20:51:11.254068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIG'. [2025-11-26T20:51:11.254393] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-11-26T20:51:11.255233] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-11-26T20:51:11.255306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:11.255362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:11.255405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:11.255481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:11.312161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:11.313032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:11.313138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:11.313197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:11.436059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:11.436251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:11.436318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:11.436370] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:11.440029] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=68.21%) [2025-11-26T20:51:11.440344] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-11-26T20:51:11.440512] [INFO ] [sig ] AIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:11.590497] [INFO ] [LOCAL ] Saved forecast: AIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIG.txt [2025-11-26T20:51:11.590696] [INFO ] [sig ] [105/3599] Completed AIG in 0.3s | 2.92 sym/s | Total: 36.0s | ETA: 20.0m [2025-11-26T20:51:11.590760] [INFO ] [sig ] [106/3599] Forecasting AIMD... [2025-11-26T20:51:11.590802] [INFO ] [sig ] Generating forecast for: AIMD [2025-11-26T20:51:11.590844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'. [2025-11-26T20:51:11.606713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIMD'. [2025-11-26T20:51:11.607410] [INFO ] [FORECASTER] Starting predict_future for AIMD [2025-11-26T20:51:11.608845] [DEBUG] [LOCAL ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt [2025-11-26T20:51:11.608939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:11.609040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:11.609124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:11.609308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:11.675350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:11.676581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:11.676756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:11.676810] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:11.798328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:11.798628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:11.798718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:11.798765] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:11.803449] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-11-26T20:51:11.804258] [INFO ] [FORECASTER] Completed predict_future for AIMD [2025-11-26T20:51:11.804493] [INFO ] [sig ] AIMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:11.954915] [INFO ] [LOCAL ] Saved forecast: AIMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIMD.txt [2025-11-26T20:51:11.955166] [INFO ] [sig ] [106/3599] Completed AIMD in 0.4s | 2.92 sym/s | Total: 36.4s | ETA: 20.0m [2025-11-26T20:51:11.955229] [INFO ] [sig ] [107/3599] Forecasting AIO... [2025-11-26T20:51:11.955279] [INFO ] [sig ] Generating forecast for: AIO [2025-11-26T20:51:11.955354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-11-26T20:51:11.968834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIO'. [2025-11-26T20:51:11.969464] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-11-26T20:51:11.970523] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-11-26T20:51:11.970597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:11.970671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:11.970728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:11.970816] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:12.030844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:12.032187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:12.032318] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:12.032368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:12.154180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:12.154474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:12.154543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:12.154589] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:12.158823] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=30.77%) [2025-11-26T20:51:12.159214] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-11-26T20:51:12.159403] [INFO ] [sig ] AIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:12.305711] [INFO ] [LOCAL ] Saved forecast: AIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIO.txt [2025-11-26T20:51:12.305964] [INFO ] [sig ] [107/3599] Completed AIO in 0.4s | 2.91 sym/s | Total: 36.7s | ETA: 20.0m [2025-11-26T20:51:12.306028] [INFO ] [sig ] [108/3599] Forecasting AIP... [2025-11-26T20:51:12.306092] [INFO ] [sig ] Generating forecast for: AIP [2025-11-26T20:51:12.306145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'. [2025-11-26T20:51:12.319366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIP'. [2025-11-26T20:51:12.319973] [INFO ] [FORECASTER] Starting predict_future for AIP [2025-11-26T20:51:12.321075] [DEBUG] [LOCAL ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt [2025-11-26T20:51:12.321197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:12.321250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:12.321306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:12.321403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:12.381880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:12.383149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:12.383267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:12.383318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:12.511326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:12.511677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:12.511747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:12.511807] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:12.516311] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=27.61%) [2025-11-26T20:51:12.516779] [INFO ] [FORECASTER] Completed predict_future for AIP [2025-11-26T20:51:12.516959] [INFO ] [sig ] AIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:12.669162] [INFO ] [LOCAL ] Saved forecast: AIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIP.txt [2025-11-26T20:51:12.669411] [INFO ] [sig ] [108/3599] Completed AIP in 0.4s | 2.91 sym/s | Total: 37.1s | ETA: 20.0m [2025-11-26T20:51:12.669474] [INFO ] [sig ] [109/3599] Forecasting AIPI... [2025-11-26T20:51:12.669521] [INFO ] [sig ] Generating forecast for: AIPI [2025-11-26T20:51:12.669565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'. [2025-11-26T20:51:12.683439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIPI'. [2025-11-26T20:51:12.683912] [INFO ] [FORECASTER] Starting predict_future for AIPI [2025-11-26T20:51:12.684904] [DEBUG] [LOCAL ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt [2025-11-26T20:51:12.684976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:12.685036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:12.685092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:12.685178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:12.746067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:12.747319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:12.747440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:12.747504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:12.868670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:12.868945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:12.869009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:12.869059] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:12.873079] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=99.69%) [2025-11-26T20:51:12.873431] [INFO ] [FORECASTER] Completed predict_future for AIPI [2025-11-26T20:51:12.873607] [INFO ] [sig ] AIPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:13.018175] [INFO ] [LOCAL ] Saved forecast: AIPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIPI.txt [2025-11-26T20:51:13.018417] [INFO ] [sig ] [109/3599] Completed AIPI in 0.3s | 2.91 sym/s | Total: 37.4s | ETA: 20.0m [2025-11-26T20:51:13.018506] [INFO ] [sig ] [110/3599] Forecasting AIQ... [2025-11-26T20:51:13.018554] [INFO ] [sig ] Generating forecast for: AIQ [2025-11-26T20:51:13.018611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'. [2025-11-26T20:51:13.031785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIQ'. [2025-11-26T20:51:13.032375] [INFO ] [FORECASTER] Starting predict_future for AIQ [2025-11-26T20:51:13.033315] [DEBUG] [LOCAL ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt [2025-11-26T20:51:13.033388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:13.033449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:13.033503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:13.033588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:13.093744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:13.094893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:13.095010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:13.095074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:13.218705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:13.218974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:13.219042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:13.219082] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:13.223202] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=53.78%) [2025-11-26T20:51:13.223560] [INFO ] [FORECASTER] Completed predict_future for AIQ [2025-11-26T20:51:13.223742] [INFO ] [sig ] AIQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:13.368135] [INFO ] [LOCAL ] Saved forecast: AIQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIQ.txt [2025-11-26T20:51:13.368354] [INFO ] [sig ] [110/3599] Completed AIQ in 0.3s | 2.91 sym/s | Total: 37.8s | ETA: 20.0m [2025-11-26T20:51:13.368420] [INFO ] [sig ] [111/3599] Forecasting AIRG... [2025-11-26T20:51:13.368467] [INFO ] [sig ] Generating forecast for: AIRG [2025-11-26T20:51:13.368509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'. [2025-11-26T20:51:13.382305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRG'. [2025-11-26T20:51:13.382823] [INFO ] [FORECASTER] Starting predict_future for AIRG [2025-11-26T20:51:13.383765] [DEBUG] [LOCAL ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt [2025-11-26T20:51:13.383847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:13.383926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:13.383997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:13.384118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:13.442279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:13.443000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:13.443110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:13.443188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:13.554828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:13.555030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:13.555113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:13.555180] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:13.558785] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=37.01%) [2025-11-26T20:51:13.559104] [INFO ] [FORECASTER] Completed predict_future for AIRG [2025-11-26T20:51:13.559276] [INFO ] [sig ] AIRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:13.700437] [INFO ] [LOCAL ] Saved forecast: AIRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIRG.txt [2025-11-26T20:51:13.700622] [INFO ] [sig ] [111/3599] Completed AIRG in 0.3s | 2.91 sym/s | Total: 38.1s | ETA: 20.0m [2025-11-26T20:51:13.700731] [INFO ] [sig ] [112/3599] Forecasting AIRJ... [2025-11-26T20:51:13.700801] [INFO ] [sig ] Generating forecast for: AIRJ [2025-11-26T20:51:13.700872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'. [2025-11-26T20:51:13.713484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'. [2025-11-26T20:51:13.714002] [INFO ] [FORECASTER] Starting predict_future for AIRJ [2025-11-26T20:51:13.714861] [DEBUG] [LOCAL ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt [2025-11-26T20:51:13.714930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:13.714985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:13.715033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:13.715103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:13.771947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:13.772603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:13.772724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:13.772782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:13.887991] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:13.888173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:13.888225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:13.888281] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:13.891708] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=1.06%) [2025-11-26T20:51:13.892012] [INFO ] [FORECASTER] Completed predict_future for AIRJ [2025-11-26T20:51:13.892171] [INFO ] [sig ] AIRJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:14.034837] [INFO ] [LOCAL ] Saved forecast: AIRJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIRJ.txt [2025-11-26T20:51:14.035025] [INFO ] [sig ] [112/3599] Completed AIRJ in 0.3s | 2.91 sym/s | Total: 38.4s | ETA: 19.9m [2025-11-26T20:51:14.035083] [INFO ] [sig ] [113/3599] Forecasting AIRS... [2025-11-26T20:51:14.035127] [INFO ] [sig ] Generating forecast for: AIRS [2025-11-26T20:51:14.035240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'. [2025-11-26T20:51:14.046546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRS'. [2025-11-26T20:51:14.046882] [INFO ] [FORECASTER] Starting predict_future for AIRS [2025-11-26T20:51:14.047879] [DEBUG] [LOCAL ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt [2025-11-26T20:51:14.047958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:14.048003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:14.048043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:14.048111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:14.104954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:14.105572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:14.105684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:14.105734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:14.229716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:14.229906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:14.229962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:14.230004] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:14.233985] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=77.35%) [2025-11-26T20:51:14.234300] [INFO ] [FORECASTER] Completed predict_future for AIRS [2025-11-26T20:51:14.234445] [INFO ] [sig ] AIRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:14.374248] [INFO ] [LOCAL ] Saved forecast: AIRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIRS.txt [2025-11-26T20:51:14.374396] [INFO ] [sig ] [113/3599] Completed AIRS in 0.3s | 2.91 sym/s | Total: 38.8s | ETA: 19.9m [2025-11-26T20:51:14.374452] [INFO ] [sig ] [114/3599] Forecasting AISP... [2025-11-26T20:51:14.374494] [INFO ] [sig ] Generating forecast for: AISP [2025-11-26T20:51:14.374531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'. [2025-11-26T20:51:14.386608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AISP'. [2025-11-26T20:51:14.386979] [INFO ] [FORECASTER] Starting predict_future for AISP [2025-11-26T20:51:14.387859] [DEBUG] [LOCAL ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt [2025-11-26T20:51:14.387939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:14.388001] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:14.388060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:14.388157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:14.446933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:14.447742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:14.447858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:14.447922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:14.568683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:14.568890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:14.568944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:14.568990] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:14.572502] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=61.56%) [2025-11-26T20:51:14.572831] [INFO ] [FORECASTER] Completed predict_future for AISP [2025-11-26T20:51:14.572978] [INFO ] [sig ] AISP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:14.714244] [INFO ] [LOCAL ] Saved forecast: AISP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AISP.txt [2025-11-26T20:51:14.714423] [INFO ] [sig ] [114/3599] Completed AISP in 0.3s | 2.91 sym/s | Total: 39.1s | ETA: 19.9m [2025-11-26T20:51:14.714480] [INFO ] [sig ] [115/3599] Forecasting AIZN... [2025-11-26T20:51:14.714525] [INFO ] [sig ] Generating forecast for: AIZN [2025-11-26T20:51:14.714567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-11-26T20:51:14.726054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIZN'. [2025-11-26T20:51:14.726458] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-11-26T20:51:14.727295] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-11-26T20:51:14.727366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:14.727419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:14.727469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:14.727563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:14.784789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:14.785595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:14.785722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:14.785771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:14.893954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:14.894211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:14.894268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:14.894306] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:14.897817] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=70.69%) [2025-11-26T20:51:14.898114] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-11-26T20:51:14.898262] [INFO ] [sig ] AIZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:15.042119] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIZN.txt [2025-11-26T20:51:15.042275] [INFO ] [sig ] [115/3599] Completed AIZN in 0.3s | 2.92 sym/s | Total: 39.4s | ETA: 19.9m [2025-11-26T20:51:15.042331] [INFO ] [sig ] [116/3599] Forecasting AJG... [2025-11-26T20:51:15.042368] [INFO ] [sig ] Generating forecast for: AJG [2025-11-26T20:51:15.042411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-11-26T20:51:15.053503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AJG'. [2025-11-26T20:51:15.053829] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-11-26T20:51:15.054659] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-11-26T20:51:15.054728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:15.054799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:15.054848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:15.054923] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:15.112916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:15.113577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:15.113694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:15.113751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:15.233407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:15.233593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:15.233664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:15.233707] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:15.237160] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=79.06%) [2025-11-26T20:51:15.237474] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-11-26T20:51:15.237659] [INFO ] [sig ] AJG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:15.378243] [INFO ] [LOCAL ] Saved forecast: AJG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AJG.txt [2025-11-26T20:51:15.378402] [INFO ] [sig ] [116/3599] Completed AJG in 0.3s | 2.92 sym/s | Total: 39.8s | ETA: 19.9m [2025-11-26T20:51:15.378454] [INFO ] [sig ] [117/3599] Forecasting AKAM... [2025-11-26T20:51:15.378493] [INFO ] [sig ] Generating forecast for: AKAM [2025-11-26T20:51:15.378538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'. [2025-11-26T20:51:15.390677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKAM'. [2025-11-26T20:51:15.390990] [INFO ] [FORECASTER] Starting predict_future for AKAM [2025-11-26T20:51:15.391803] [DEBUG] [LOCAL ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt [2025-11-26T20:51:15.391872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:15.391916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:15.391970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:15.392050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:15.450015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:15.450701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:15.450795] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:15.450842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:15.567849] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:15.568044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:15.568123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:15.568166] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:15.571715] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T20:51:15.572036] [INFO ] [FORECASTER] Completed predict_future for AKAM [2025-11-26T20:51:15.572179] [INFO ] [sig ] AKAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:15.712605] [INFO ] [LOCAL ] Saved forecast: AKAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AKAM.txt [2025-11-26T20:51:15.712770] [INFO ] [sig ] [117/3599] Completed AKAM in 0.3s | 2.92 sym/s | Total: 40.1s | ETA: 19.9m [2025-11-26T20:51:15.712825] [INFO ] [sig ] [118/3599] Forecasting AKBA... [2025-11-26T20:51:15.712868] [INFO ] [sig ] Generating forecast for: AKBA [2025-11-26T20:51:15.712908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'. [2025-11-26T20:51:15.725171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKBA'. [2025-11-26T20:51:15.725578] [INFO ] [FORECASTER] Starting predict_future for AKBA [2025-11-26T20:51:15.726433] [DEBUG] [LOCAL ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt [2025-11-26T20:51:15.726503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:15.726551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:15.726591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:15.726679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:15.784287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:15.785229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:15.785334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:15.785376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:15.910237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:15.910424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:15.910478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:15.910522] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:15.914124] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=89.69%) [2025-11-26T20:51:15.914425] [INFO ] [FORECASTER] Completed predict_future for AKBA [2025-11-26T20:51:15.914572] [INFO ] [sig ] AKBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:16.060992] [INFO ] [LOCAL ] Saved forecast: AKBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AKBA.txt [2025-11-26T20:51:16.061186] [INFO ] [sig ] [118/3599] Completed AKBA in 0.3s | 2.92 sym/s | Total: 40.5s | ETA: 19.9m [2025-11-26T20:51:16.061242] [INFO ] [sig ] [119/3599] Forecasting AKRO... [2025-11-26T20:51:16.061285] [INFO ] [sig ] Generating forecast for: AKRO [2025-11-26T20:51:16.061327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'. [2025-11-26T20:51:16.072459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKRO'. [2025-11-26T20:51:16.072846] [INFO ] [FORECASTER] Starting predict_future for AKRO [2025-11-26T20:51:16.073659] [DEBUG] [LOCAL ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt [2025-11-26T20:51:16.073729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:16.073799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:16.073841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:16.073909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:16.133391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:16.134166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:16.134272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:16.134320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:16.255424] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:16.255621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:16.255695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:16.255741] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:16.259211] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-11-26T20:51:16.259508] [INFO ] [FORECASTER] Completed predict_future for AKRO [2025-11-26T20:51:16.259675] [INFO ] [sig ] AKRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:16.400959] [INFO ] [LOCAL ] Saved forecast: AKRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AKRO.txt [2025-11-26T20:51:16.401126] [INFO ] [sig ] [119/3599] Completed AKRO in 0.3s | 2.92 sym/s | Total: 40.8s | ETA: 19.9m [2025-11-26T20:51:16.401182] [INFO ] [sig ] [120/3599] Forecasting AL... [2025-11-26T20:51:16.401224] [INFO ] [sig ] Generating forecast for: AL [2025-11-26T20:51:16.401266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-11-26T20:51:16.412928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AL'. [2025-11-26T20:51:16.413234] [INFO ] [FORECASTER] Starting predict_future for AL [2025-11-26T20:51:16.414049] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-11-26T20:51:16.414118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:16.414164] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:16.414204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:16.414271] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:16.472002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:16.472816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:16.472914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:16.472961] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:16.593402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:16.593614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:16.593691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:16.593736] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:16.597376] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=93.95%) [2025-11-26T20:51:16.597785] [INFO ] [FORECASTER] Completed predict_future for AL [2025-11-26T20:51:16.597952] [INFO ] [sig ] AL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:16.739174] [INFO ] [LOCAL ] Saved forecast: AL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AL.txt [2025-11-26T20:51:16.739330] [INFO ] [sig ] [120/3599] Completed AL in 0.3s | 2.92 sym/s | Total: 41.1s | ETA: 19.9m [2025-11-26T20:51:16.739386] [INFO ] [sig ] [121/3599] Forecasting ALAB... [2025-11-26T20:51:16.739428] [INFO ] [sig ] Generating forecast for: ALAB [2025-11-26T20:51:16.739471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'. [2025-11-26T20:51:16.751568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALAB'. [2025-11-26T20:51:16.751933] [INFO ] [FORECASTER] Starting predict_future for ALAB [2025-11-26T20:51:16.752754] [DEBUG] [LOCAL ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt [2025-11-26T20:51:16.752824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:16.752870] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:16.752910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:16.752977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:16.811058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:16.811731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:16.811828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:16.811874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:16.940559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:16.940788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:16.940852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:16.940897] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:16.944855] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=28.61%) [2025-11-26T20:51:16.945235] [INFO ] [FORECASTER] Completed predict_future for ALAB [2025-11-26T20:51:16.945400] [INFO ] [sig ] ALAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:17.118332] [INFO ] [LOCAL ] Saved forecast: ALAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALAB.txt [2025-11-26T20:51:17.118590] [INFO ] [sig ] [121/3599] Completed ALAB in 0.4s | 2.91 sym/s | Total: 41.5s | ETA: 19.9m [2025-11-26T20:51:17.118699] [INFO ] [sig ] [122/3599] Forecasting ALB... [2025-11-26T20:51:17.118775] [INFO ] [sig ] Generating forecast for: ALB [2025-11-26T20:51:17.118849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-11-26T20:51:17.133986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALB'. [2025-11-26T20:51:17.134522] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-11-26T20:51:17.135715] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-11-26T20:51:17.135811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:17.135884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:17.135941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:17.136051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:17.223905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:17.225161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:17.225300] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:17.225384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:17.406080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:17.406322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:17.406402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:17.406470] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:17.411892] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=82.62%) [2025-11-26T20:51:17.412508] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-11-26T20:51:17.412756] [INFO ] [sig ] ALB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:17.620310] [INFO ] [LOCAL ] Saved forecast: ALB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALB.txt [2025-11-26T20:51:17.620594] [INFO ] [sig ] [122/3599] Completed ALB in 0.5s | 2.90 sym/s | Total: 42.0s | ETA: 20.0m [2025-11-26T20:51:17.620728] [INFO ] [sig ] [123/3599] Forecasting ALC... [2025-11-26T20:51:17.620808] [INFO ] [sig ] Generating forecast for: ALC [2025-11-26T20:51:17.620881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-11-26T20:51:17.638820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALC'. [2025-11-26T20:51:17.639398] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-11-26T20:51:17.640778] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-11-26T20:51:17.640878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:17.640951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:17.641018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:17.641129] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:17.713266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:17.714472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:17.714608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:17.714706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:17.863016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:17.863236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:17.863314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:17.863369] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:17.867582] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=72.38%) [2025-11-26T20:51:17.868000] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-11-26T20:51:17.868182] [INFO ] [sig ] ALC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:18.026449] [INFO ] [LOCAL ] Saved forecast: ALC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALC.txt [2025-11-26T20:51:18.026755] [INFO ] [sig ] [123/3599] Completed ALC in 0.4s | 2.90 sym/s | Total: 42.4s | ETA: 20.0m [2025-11-26T20:51:18.026850] [INFO ] [sig ] [124/3599] Forecasting ALCO... [2025-11-26T20:51:18.026930] [INFO ] [sig ] Generating forecast for: ALCO [2025-11-26T20:51:18.027005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'. [2025-11-26T20:51:18.042252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALCO'. [2025-11-26T20:51:18.042905] [INFO ] [FORECASTER] Starting predict_future for ALCO [2025-11-26T20:51:18.043959] [DEBUG] [LOCAL ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt [2025-11-26T20:51:18.044039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:18.044109] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:18.044174] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:18.044284] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:18.103609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:18.104734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:18.104842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:18.104890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:18.232412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:18.232597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:18.232669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:18.232716] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:18.236141] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=17.33%) [2025-11-26T20:51:18.236440] [INFO ] [FORECASTER] Completed predict_future for ALCO [2025-11-26T20:51:18.236589] [INFO ] [sig ] ALCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:18.377438] [INFO ] [LOCAL ] Saved forecast: ALCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALCO.txt [2025-11-26T20:51:18.377626] [INFO ] [sig ] [124/3599] Completed ALCO in 0.4s | 2.90 sym/s | Total: 42.8s | ETA: 20.0m [2025-11-26T20:51:18.377708] [INFO ] [sig ] [125/3599] Forecasting ALDX... [2025-11-26T20:51:18.377753] [INFO ] [sig ] Generating forecast for: ALDX [2025-11-26T20:51:18.377794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'. [2025-11-26T20:51:18.387930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALDX'. [2025-11-26T20:51:18.388257] [INFO ] [FORECASTER] Starting predict_future for ALDX [2025-11-26T20:51:18.389150] [DEBUG] [LOCAL ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt [2025-11-26T20:51:18.389220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:18.389273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:18.389326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:18.389408] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:18.446933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:18.447732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:18.447837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:18.447892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:18.568143] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:18.568324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:18.568388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:18.568436] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:18.571942] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=46.92%) [2025-11-26T20:51:18.572263] [INFO ] [FORECASTER] Completed predict_future for ALDX [2025-11-26T20:51:18.572422] [INFO ] [sig ] ALDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:18.713968] [INFO ] [LOCAL ] Saved forecast: ALDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALDX.txt [2025-11-26T20:51:18.714154] [INFO ] [sig ] [125/3599] Completed ALDX in 0.3s | 2.90 sym/s | Total: 43.1s | ETA: 20.0m [2025-11-26T20:51:18.714226] [INFO ] [sig ] [126/3599] Forecasting ALE... [2025-11-26T20:51:18.714285] [INFO ] [sig ] Generating forecast for: ALE [2025-11-26T20:51:18.714332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-11-26T20:51:18.725520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALE'. [2025-11-26T20:51:18.725881] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-11-26T20:51:18.726713] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-11-26T20:51:18.726780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:18.726825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:18.726862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:18.726929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:18.783250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:18.783955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:18.784056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:18.784102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:18.907916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:18.908102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:18.908156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:18.908221] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:18.911715] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=35.33%) [2025-11-26T20:51:18.912014] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-11-26T20:51:18.912167] [INFO ] [sig ] ALE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:19.059572] [INFO ] [LOCAL ] Saved forecast: ALE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALE.txt [2025-11-26T20:51:19.059766] [INFO ] [sig ] [126/3599] Completed ALE in 0.3s | 2.90 sym/s | Total: 43.5s | ETA: 20.0m [2025-11-26T20:51:19.059826] [INFO ] [sig ] [127/3599] Forecasting ALEC... [2025-11-26T20:51:19.059869] [INFO ] [sig ] Generating forecast for: ALEC [2025-11-26T20:51:19.059911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'. [2025-11-26T20:51:19.073971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEC'. [2025-11-26T20:51:19.074488] [INFO ] [FORECASTER] Starting predict_future for ALEC [2025-11-26T20:51:19.075494] [DEBUG] [LOCAL ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt [2025-11-26T20:51:19.075570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:19.075620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:19.075706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:19.075822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:19.138732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:19.140030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:19.140175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:19.140242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:19.268588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:19.268874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:19.268935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:19.269010] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:19.272896] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=6.39%) [2025-11-26T20:51:19.273273] [INFO ] [FORECASTER] Completed predict_future for ALEC [2025-11-26T20:51:19.273461] [INFO ] [sig ] ALEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:19.419488] [INFO ] [LOCAL ] Saved forecast: ALEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALEC.txt [2025-11-26T20:51:19.419765] [INFO ] [sig ] [127/3599] Completed ALEC in 0.4s | 2.90 sym/s | Total: 43.8s | ETA: 20.0m [2025-11-26T20:51:19.419833] [INFO ] [sig ] [128/3599] Forecasting ALEX... [2025-11-26T20:51:19.419869] [INFO ] [sig ] Generating forecast for: ALEX [2025-11-26T20:51:19.419941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-11-26T20:51:19.433673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEX'. [2025-11-26T20:51:19.434320] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-11-26T20:51:19.435350] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-11-26T20:51:19.435425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:19.435474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:19.435516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:19.435613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:19.494470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:19.495770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:19.495915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:19.495980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:19.616875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:19.617186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:19.617250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:19.617298] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:19.621403] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=35.40%) [2025-11-26T20:51:19.621782] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-11-26T20:51:19.621960] [INFO ] [sig ] ALEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:19.770846] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALEX.txt [2025-11-26T20:51:19.771095] [INFO ] [sig ] [128/3599] Completed ALEX in 0.4s | 2.90 sym/s | Total: 44.2s | ETA: 20.0m [2025-11-26T20:51:19.771157] [INFO ] [sig ] [129/3599] Forecasting ALG... [2025-11-26T20:51:19.771207] [INFO ] [sig ] Generating forecast for: ALG [2025-11-26T20:51:19.771244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-11-26T20:51:19.784957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALG'. [2025-11-26T20:51:19.785537] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-11-26T20:51:19.786495] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-11-26T20:51:19.786573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:19.786636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:19.786718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:19.786815] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:19.845048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:19.846211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:19.846375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:19.846429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:19.974468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:19.974742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:19.974804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:19.974852] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:19.978759] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=31.77%) [2025-11-26T20:51:19.979108] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-11-26T20:51:19.979284] [INFO ] [sig ] ALG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:20.224026] [INFO ] [LOCAL ] Saved forecast: ALG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALG.txt [2025-11-26T20:51:20.224294] [INFO ] [sig ] [129/3599] Completed ALG in 0.5s | 2.89 sym/s | Total: 44.6s | ETA: 20.0m [2025-11-26T20:51:20.224361] [INFO ] [sig ] [130/3599] Forecasting ALGM... [2025-11-26T20:51:20.224406] [INFO ] [sig ] Generating forecast for: ALGM [2025-11-26T20:51:20.224451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'. [2025-11-26T20:51:20.238550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGM'. [2025-11-26T20:51:20.239112] [INFO ] [FORECASTER] Starting predict_future for ALGM [2025-11-26T20:51:20.240031] [DEBUG] [LOCAL ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt [2025-11-26T20:51:20.240104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:20.240151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:20.240220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:20.240303] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:20.299933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:20.300983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:20.301093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:20.301156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:20.428107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:20.428311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:20.428368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:20.428413] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:20.432202] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=85.71%) [2025-11-26T20:51:20.432539] [INFO ] [FORECASTER] Completed predict_future for ALGM [2025-11-26T20:51:20.432742] [INFO ] [sig ] ALGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:20.590332] [INFO ] [LOCAL ] Saved forecast: ALGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALGM.txt [2025-11-26T20:51:20.590531] [INFO ] [sig ] [130/3599] Completed ALGM in 0.4s | 2.89 sym/s | Total: 45.0s | ETA: 20.0m [2025-11-26T20:51:20.590621] [INFO ] [sig ] [131/3599] Forecasting ALGN... [2025-11-26T20:51:20.590701] [INFO ] [sig ] Generating forecast for: ALGN [2025-11-26T20:51:20.590759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'. [2025-11-26T20:51:20.603669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGN'. [2025-11-26T20:51:20.604163] [INFO ] [FORECASTER] Starting predict_future for ALGN [2025-11-26T20:51:20.605038] [DEBUG] [LOCAL ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt [2025-11-26T20:51:20.605114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:20.605164] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:20.605207] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:20.605278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:20.665379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:20.666383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:20.666495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:20.666561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:20.789192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:20.789397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:20.789457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:20.789502] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:20.793390] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-11-26T20:51:20.793772] [INFO ] [FORECASTER] Completed predict_future for ALGN [2025-11-26T20:51:20.793974] [INFO ] [sig ] ALGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:20.939493] [INFO ] [LOCAL ] Saved forecast: ALGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALGN.txt [2025-11-26T20:51:20.939716] [INFO ] [sig ] [131/3599] Completed ALGN in 0.3s | 2.89 sym/s | Total: 45.3s | ETA: 20.0m [2025-11-26T20:51:20.939778] [INFO ] [sig ] [132/3599] Forecasting ALGS... [2025-11-26T20:51:20.939825] [INFO ] [sig ] Generating forecast for: ALGS [2025-11-26T20:51:20.939958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'. [2025-11-26T20:51:20.953306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGS'. [2025-11-26T20:51:20.953816] [INFO ] [FORECASTER] Starting predict_future for ALGS [2025-11-26T20:51:20.954847] [DEBUG] [LOCAL ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt [2025-11-26T20:51:20.954921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:20.954982] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:20.955035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:20.955119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:21.015859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:21.017027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:21.017167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:21.017221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:21.140431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:21.140722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:21.140784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:21.140827] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:21.144920] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=73.19%) [2025-11-26T20:51:21.145288] [INFO ] [FORECASTER] Completed predict_future for ALGS [2025-11-26T20:51:21.145468] [INFO ] [sig ] ALGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:21.287205] [INFO ] [LOCAL ] Saved forecast: ALGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALGS.txt [2025-11-26T20:51:21.287409] [INFO ] [sig ] [132/3599] Completed ALGS in 0.3s | 2.89 sym/s | Total: 45.7s | ETA: 20.0m [2025-11-26T20:51:21.287465] [INFO ] [sig ] [133/3599] Forecasting ALHC... [2025-11-26T20:51:21.287508] [INFO ] [sig ] Generating forecast for: ALHC [2025-11-26T20:51:21.287595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'. [2025-11-26T20:51:21.300079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALHC'. [2025-11-26T20:51:21.300517] [INFO ] [FORECASTER] Starting predict_future for ALHC [2025-11-26T20:51:21.301368] [DEBUG] [LOCAL ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt [2025-11-26T20:51:21.301442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:21.301487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:21.301526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:21.301593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:21.361278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:21.362237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:21.362355] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:21.362408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:21.481429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:21.481627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:21.481699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:21.481735] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:21.485219] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=73.27%) [2025-11-26T20:51:21.485518] [INFO ] [FORECASTER] Completed predict_future for ALHC [2025-11-26T20:51:21.485686] [INFO ] [sig ] ALHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:21.632533] [INFO ] [LOCAL ] Saved forecast: ALHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALHC.txt [2025-11-26T20:51:21.632820] [INFO ] [sig ] [133/3599] Completed ALHC in 0.3s | 2.89 sym/s | Total: 46.0s | ETA: 20.0m [2025-11-26T20:51:21.632917] [INFO ] [sig ] [134/3599] Forecasting ALK... [2025-11-26T20:51:21.632966] [INFO ] [sig ] Generating forecast for: ALK [2025-11-26T20:51:21.633018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-11-26T20:51:21.646727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALK'. [2025-11-26T20:51:21.647327] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-11-26T20:51:21.649490] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-11-26T20:51:21.649733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:21.649800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:21.649840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:21.649917] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:21.709803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:21.711055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:21.711176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:21.711225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:21.839936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:21.840200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:21.840262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:21.840307] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:21.844461] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=87.62%) [2025-11-26T20:51:21.844850] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-11-26T20:51:21.845026] [INFO ] [sig ] ALK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:21.989025] [INFO ] [LOCAL ] Saved forecast: ALK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALK.txt [2025-11-26T20:51:21.989280] [INFO ] [sig ] [134/3599] Completed ALK in 0.4s | 2.89 sym/s | Total: 46.4s | ETA: 20.0m [2025-11-26T20:51:21.989340] [INFO ] [sig ] [135/3599] Forecasting ALKS... [2025-11-26T20:51:21.989388] [INFO ] [sig ] Generating forecast for: ALKS [2025-11-26T20:51:21.989433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'. [2025-11-26T20:51:22.002863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALKS'. [2025-11-26T20:51:22.003417] [INFO ] [FORECASTER] Starting predict_future for ALKS [2025-11-26T20:51:22.004382] [DEBUG] [LOCAL ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt [2025-11-26T20:51:22.004458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:22.004506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:22.004549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:22.004620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:22.062951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:22.064187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:22.064304] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:22.064354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:22.187787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:22.188063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:22.188123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:22.188160] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:22.192146] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=74.80%) [2025-11-26T20:51:22.192488] [INFO ] [FORECASTER] Completed predict_future for ALKS [2025-11-26T20:51:22.192673] [INFO ] [sig ] ALKS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:22.340299] [INFO ] [LOCAL ] Saved forecast: ALKS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALKS.txt [2025-11-26T20:51:22.340620] [INFO ] [sig ] [135/3599] Completed ALKS in 0.4s | 2.89 sym/s | Total: 46.7s | ETA: 20.0m [2025-11-26T20:51:22.340717] [INFO ] [sig ] [136/3599] Forecasting ALL... [2025-11-26T20:51:22.340760] [INFO ] [sig ] Generating forecast for: ALL [2025-11-26T20:51:22.340827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-11-26T20:51:22.355318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALL'. [2025-11-26T20:51:22.355850] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-11-26T20:51:22.356955] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-11-26T20:51:22.357036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:22.357094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:22.357138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:22.357211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:22.422311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:22.423514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:22.423637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:22.423711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:22.551945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:22.552143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:22.552196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:22.552239] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:22.555981] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=95.88%) [2025-11-26T20:51:22.556293] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-11-26T20:51:22.556446] [INFO ] [sig ] ALL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:22.706759] [INFO ] [LOCAL ] Saved forecast: ALL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALL.txt [2025-11-26T20:51:22.706956] [INFO ] [sig ] [136/3599] Completed ALL in 0.4s | 2.89 sym/s | Total: 47.1s | ETA: 20.0m [2025-11-26T20:51:22.707017] [INFO ] [sig ] [137/3599] Forecasting ALLE... [2025-11-26T20:51:22.707061] [INFO ] [sig ] Generating forecast for: ALLE [2025-11-26T20:51:22.707102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-11-26T20:51:22.719634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLE'. [2025-11-26T20:51:22.720111] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-11-26T20:51:22.720996] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-11-26T20:51:22.721068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:22.721127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:22.721180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:22.721262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:22.781187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:22.782156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:22.782274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:22.782339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:22.907356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:22.907565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:22.907624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:22.907692] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:22.911276] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=1.87%) [2025-11-26T20:51:22.911600] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-11-26T20:51:22.911783] [INFO ] [sig ] ALLE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:23.067606] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALLE.txt [2025-11-26T20:51:23.067810] [INFO ] [sig ] [137/3599] Completed ALLE in 0.4s | 2.89 sym/s | Total: 47.5s | ETA: 20.0m [2025-11-26T20:51:23.067871] [INFO ] [sig ] [138/3599] Forecasting ALLO... [2025-11-26T20:51:23.067915] [INFO ] [sig ] Generating forecast for: ALLO [2025-11-26T20:51:23.067955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'. [2025-11-26T20:51:23.079700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLO'. [2025-11-26T20:51:23.080058] [INFO ] [FORECASTER] Starting predict_future for ALLO [2025-11-26T20:51:23.080978] [DEBUG] [LOCAL ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt [2025-11-26T20:51:23.081051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:23.081100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:23.081142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:23.081300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:23.143659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:23.145148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:23.145281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:23.145345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:23.278069] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:23.278338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:23.278402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:23.278447] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:23.282693] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=12.04%) [2025-11-26T20:51:23.283075] [INFO ] [FORECASTER] Completed predict_future for ALLO [2025-11-26T20:51:23.283252] [INFO ] [sig ] ALLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:23.430017] [INFO ] [LOCAL ] Saved forecast: ALLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALLO.txt [2025-11-26T20:51:23.430260] [INFO ] [sig ] [138/3599] Completed ALLO in 0.4s | 2.89 sym/s | Total: 47.8s | ETA: 20.0m [2025-11-26T20:51:23.430340] [INFO ] [sig ] [139/3599] Forecasting ALLY... [2025-11-26T20:51:23.430381] [INFO ] [sig ] Generating forecast for: ALLY [2025-11-26T20:51:23.430427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-11-26T20:51:23.444448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLY'. [2025-11-26T20:51:23.444970] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-11-26T20:51:23.445954] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-11-26T20:51:23.446029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:23.446079] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:23.446122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:23.446193] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:23.508124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:23.509394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:23.509524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:23.509572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:23.640519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:23.640819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:23.640882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:23.640928] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:23.644946] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=22.43%) [2025-11-26T20:51:23.645309] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-11-26T20:51:23.645481] [INFO ] [sig ] ALLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:23.789242] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALLY.txt [2025-11-26T20:51:23.789487] [INFO ] [sig ] [139/3599] Completed ALLY in 0.4s | 2.88 sym/s | Total: 48.2s | ETA: 20.0m [2025-11-26T20:51:23.789548] [INFO ] [sig ] [140/3599] Forecasting ALMS... [2025-11-26T20:51:23.789594] [INFO ] [sig ] Generating forecast for: ALMS [2025-11-26T20:51:23.789658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'. [2025-11-26T20:51:23.804008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALMS'. [2025-11-26T20:51:23.804660] [INFO ] [FORECASTER] Starting predict_future for ALMS [2025-11-26T20:51:23.805629] [DEBUG] [LOCAL ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt [2025-11-26T20:51:23.805728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:23.805806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:23.805869] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:23.805939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:23.866841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:23.872084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:23.872317] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:23.872369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:23.996080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:23.996343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:23.996403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:23.996443] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:24.000561] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=65.47%) [2025-11-26T20:51:24.000966] [INFO ] [FORECASTER] Completed predict_future for ALMS [2025-11-26T20:51:24.001146] [INFO ] [sig ] ALMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:24.145850] [INFO ] [LOCAL ] Saved forecast: ALMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALMS.txt [2025-11-26T20:51:24.146096] [INFO ] [sig ] [140/3599] Completed ALMS in 0.4s | 2.88 sym/s | Total: 48.5s | ETA: 20.0m [2025-11-26T20:51:24.146156] [INFO ] [sig ] [141/3599] Forecasting ALNY... [2025-11-26T20:51:24.146201] [INFO ] [sig ] Generating forecast for: ALNY [2025-11-26T20:51:24.146238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'. [2025-11-26T20:51:24.160107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALNY'. [2025-11-26T20:51:24.160625] [INFO ] [FORECASTER] Starting predict_future for ALNY [2025-11-26T20:51:24.161606] [DEBUG] [LOCAL ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt [2025-11-26T20:51:24.161706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:24.161755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:24.161798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:24.161890] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:24.223430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:24.224924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:24.225101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:24.225160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:24.346606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:24.346895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:24.346960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:24.347007] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:24.351018] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=56.81%) [2025-11-26T20:51:24.351370] [INFO ] [FORECASTER] Completed predict_future for ALNY [2025-11-26T20:51:24.351542] [INFO ] [sig ] ALNY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:24.499575] [INFO ] [LOCAL ] Saved forecast: ALNY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALNY.txt [2025-11-26T20:51:24.499913] [INFO ] [sig ] [141/3599] Completed ALNY in 0.4s | 2.88 sym/s | Total: 48.9s | ETA: 20.0m [2025-11-26T20:51:24.499983] [INFO ] [sig ] [142/3599] Forecasting ALRM... [2025-11-26T20:51:24.500035] [INFO ] [sig ] Generating forecast for: ALRM [2025-11-26T20:51:24.500100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'. [2025-11-26T20:51:24.513554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRM'. [2025-11-26T20:51:24.514199] [INFO ] [FORECASTER] Starting predict_future for ALRM [2025-11-26T20:51:24.515183] [DEBUG] [LOCAL ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt [2025-11-26T20:51:24.515278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:24.515349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:24.515400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:24.515509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:24.575890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:24.577163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:24.577284] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:24.577348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:24.708505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:24.708838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:24.708912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:24.708986] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:24.713173] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=9.28%) [2025-11-26T20:51:24.713577] [INFO ] [FORECASTER] Completed predict_future for ALRM [2025-11-26T20:51:24.713803] [INFO ] [sig ] ALRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:24.860976] [INFO ] [LOCAL ] Saved forecast: ALRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALRM.txt [2025-11-26T20:51:24.861208] [INFO ] [sig ] [142/3599] Completed ALRM in 0.4s | 2.88 sym/s | Total: 49.3s | ETA: 20.0m [2025-11-26T20:51:24.861271] [INFO ] [sig ] [143/3599] Forecasting ALRS... [2025-11-26T20:51:24.861409] [INFO ] [sig ] Generating forecast for: ALRS [2025-11-26T20:51:24.861461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'. [2025-11-26T20:51:24.874936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRS'. [2025-11-26T20:51:24.875472] [INFO ] [FORECASTER] Starting predict_future for ALRS [2025-11-26T20:51:24.876435] [DEBUG] [LOCAL ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt [2025-11-26T20:51:24.876530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:24.876578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:24.876622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:24.876723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:24.934373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:24.935609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:24.935755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:24.935805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:25.066198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:25.066361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:25.066435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:25.066489] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:25.070493] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=3.68%) [2025-11-26T20:51:25.070854] [INFO ] [FORECASTER] Completed predict_future for ALRS [2025-11-26T20:51:25.071045] [INFO ] [sig ] ALRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:25.218396] [INFO ] [LOCAL ] Saved forecast: ALRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALRS.txt [2025-11-26T20:51:25.218699] [INFO ] [sig ] [143/3599] Completed ALRS in 0.4s | 2.88 sym/s | Total: 49.6s | ETA: 20.0m [2025-11-26T20:51:25.218765] [INFO ] [sig ] [144/3599] Forecasting ALSN... [2025-11-26T20:51:25.218810] [INFO ] [sig ] Generating forecast for: ALSN [2025-11-26T20:51:25.218864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-11-26T20:51:25.232829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALSN'. [2025-11-26T20:51:25.233454] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-11-26T20:51:25.234467] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-11-26T20:51:25.234542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:25.234593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:25.234671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:25.234853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:25.296872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:25.298267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:25.298410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:25.298478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:25.421087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:25.421375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:25.421457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:25.421500] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:25.425686] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=28.70%) [2025-11-26T20:51:25.426044] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-11-26T20:51:25.426221] [INFO ] [sig ] ALSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:25.571337] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALSN.txt [2025-11-26T20:51:25.571594] [INFO ] [sig ] [144/3599] Completed ALSN in 0.4s | 2.88 sym/s | Total: 50.0s | ETA: 20.0m [2025-11-26T20:51:25.571707] [INFO ] [sig ] [145/3599] Forecasting ALTG... [2025-11-26T20:51:25.571765] [INFO ] [sig ] Generating forecast for: ALTG [2025-11-26T20:51:25.571815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-11-26T20:51:25.584889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTG'. [2025-11-26T20:51:25.585434] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-11-26T20:51:25.586522] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-11-26T20:51:25.586610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:25.586703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:25.586760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:25.586852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:25.646617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:25.647767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:25.647891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:25.647940] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:25.770311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:25.770568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:25.770627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:25.770701] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:25.774631] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=94.16%) [2025-11-26T20:51:25.775001] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-11-26T20:51:25.775175] [INFO ] [sig ] ALTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:25.920552] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALTG.txt [2025-11-26T20:51:25.920809] [INFO ] [sig ] [145/3599] Completed ALTG in 0.3s | 2.88 sym/s | Total: 50.3s | ETA: 20.0m [2025-11-26T20:51:25.920871] [INFO ] [sig ] [146/3599] Forecasting ALTI... [2025-11-26T20:51:25.920994] [INFO ] [sig ] Generating forecast for: ALTI [2025-11-26T20:51:25.921042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'. [2025-11-26T20:51:25.935316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTI'. [2025-11-26T20:51:25.935953] [INFO ] [FORECASTER] Starting predict_future for ALTI [2025-11-26T20:51:25.936957] [DEBUG] [LOCAL ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt [2025-11-26T20:51:25.937037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:25.937093] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:25.937146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:25.937278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:25.998933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:26.000206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:26.000334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:26.000382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:26.129794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:26.130064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:26.130127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:26.130197] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:26.134274] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=77.16%) [2025-11-26T20:51:26.134669] [INFO ] [FORECASTER] Completed predict_future for ALTI [2025-11-26T20:51:26.134893] [INFO ] [sig ] ALTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:26.285577] [INFO ] [LOCAL ] Saved forecast: ALTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALTI.txt [2025-11-26T20:51:26.285841] [INFO ] [sig ] [146/3599] Completed ALTI in 0.4s | 2.88 sym/s | Total: 50.7s | ETA: 20.0m [2025-11-26T20:51:26.285904] [INFO ] [sig ] [147/3599] Forecasting ALTS... [2025-11-26T20:51:26.285949] [INFO ] [sig ] Generating forecast for: ALTS [2025-11-26T20:51:26.285994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'. [2025-11-26T20:51:26.299681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTS'. [2025-11-26T20:51:26.300152] [INFO ] [FORECASTER] Starting predict_future for ALTS [2025-11-26T20:51:26.301070] [DEBUG] [LOCAL ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt [2025-11-26T20:51:26.301146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:26.301195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:26.301247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:26.301351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:26.358280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:26.358986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:26.359091] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:26.359153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:26.479969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:26.480115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:26.480167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:26.480209] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:26.483629] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-11-26T20:51:26.483969] [INFO ] [FORECASTER] Completed predict_future for ALTS [2025-11-26T20:51:26.484128] [INFO ] [sig ] ALTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:26.623141] [INFO ] [LOCAL ] Saved forecast: ALTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALTS.txt [2025-11-26T20:51:26.623284] [INFO ] [sig ] [147/3599] Completed ALTS in 0.3s | 2.88 sym/s | Total: 51.0s | ETA: 20.0m [2025-11-26T20:51:26.623338] [INFO ] [sig ] [148/3599] Forecasting ALTY... [2025-11-26T20:51:26.623380] [INFO ] [sig ] Generating forecast for: ALTY [2025-11-26T20:51:26.623420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'. [2025-11-26T20:51:26.635130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTY'. [2025-11-26T20:51:26.635517] [INFO ] [FORECASTER] Starting predict_future for ALTY [2025-11-26T20:51:26.636380] [DEBUG] [LOCAL ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt [2025-11-26T20:51:26.636448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:26.636493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:26.636532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:26.636598] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:26.696838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:26.697762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:26.697865] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:26.697913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:26.801140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:26.801319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:26.801380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:26.801419] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:26.804909] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=73.27%) [2025-11-26T20:51:26.805256] [INFO ] [FORECASTER] Completed predict_future for ALTY [2025-11-26T20:51:26.805407] [INFO ] [sig ] ALTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:26.946177] [INFO ] [LOCAL ] Saved forecast: ALTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALTY.txt [2025-11-26T20:51:26.946349] [INFO ] [sig ] [148/3599] Completed ALTY in 0.3s | 2.88 sym/s | Total: 51.3s | ETA: 20.0m [2025-11-26T20:51:26.946410] [INFO ] [sig ] [149/3599] Forecasting ALVO... [2025-11-26T20:51:26.946447] [INFO ] [sig ] Generating forecast for: ALVO [2025-11-26T20:51:26.946486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'. [2025-11-26T20:51:26.957517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALVO'. [2025-11-26T20:51:26.957926] [INFO ] [FORECASTER] Starting predict_future for ALVO [2025-11-26T20:51:26.958773] [DEBUG] [LOCAL ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt [2025-11-26T20:51:26.958844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:26.958890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:26.958946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:26.959043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:27.016548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:27.017251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:27.017348] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:27.017395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:27.138159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:27.138344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:27.138396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:27.138451] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:27.141919] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=15.45%) [2025-11-26T20:51:27.142225] [INFO ] [FORECASTER] Completed predict_future for ALVO [2025-11-26T20:51:27.142383] [INFO ] [sig ] ALVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:27.281711] [INFO ] [LOCAL ] Saved forecast: ALVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALVO.txt [2025-11-26T20:51:27.281908] [INFO ] [sig ] [149/3599] Completed ALVO in 0.3s | 2.88 sym/s | Total: 51.7s | ETA: 19.9m [2025-11-26T20:51:27.281963] [INFO ] [sig ] [150/3599] Forecasting ALX... [2025-11-26T20:51:27.282003] [INFO ] [sig ] Generating forecast for: ALX [2025-11-26T20:51:27.282044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-11-26T20:51:27.293292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALX'. [2025-11-26T20:51:27.293669] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-11-26T20:51:27.294528] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-11-26T20:51:27.294600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:27.294670] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:27.294720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:27.294790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:27.354323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:27.355137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:27.355246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:27.355295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:27.471872] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:27.472051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:27.472117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:27.472179] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:27.475741] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=25.12%) [2025-11-26T20:51:27.476061] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-11-26T20:51:27.476217] [INFO ] [sig ] ALX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:27.621931] [INFO ] [LOCAL ] Saved forecast: ALX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALX.txt [2025-11-26T20:51:27.622366] [INFO ] [sig ] [150/3599] Completed ALX in 0.3s | 2.88 sym/s | Total: 52.0s | ETA: 19.9m [2025-11-26T20:51:27.622446] [INFO ] [sig ] [151/3599] Forecasting ALXO... [2025-11-26T20:51:27.622511] [INFO ] [sig ] Generating forecast for: ALXO [2025-11-26T20:51:27.622560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'. [2025-11-26T20:51:27.635552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALXO'. [2025-11-26T20:51:27.636027] [INFO ] [FORECASTER] Starting predict_future for ALXO [2025-11-26T20:51:27.636962] [DEBUG] [LOCAL ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt [2025-11-26T20:51:27.637038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:27.637083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:27.637123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:27.637192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:27.696840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:27.697852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:27.697957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:27.698006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:27.826105] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:27.826336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:27.826413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:27.826474] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:27.830000] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=46.23%) [2025-11-26T20:51:27.830319] [INFO ] [FORECASTER] Completed predict_future for ALXO [2025-11-26T20:51:27.830481] [INFO ] [sig ] ALXO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:27.970493] [INFO ] [LOCAL ] Saved forecast: ALXO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALXO.txt [2025-11-26T20:51:27.970698] [INFO ] [sig ] [151/3599] Completed ALXO in 0.3s | 2.88 sym/s | Total: 52.4s | ETA: 19.9m [2025-11-26T20:51:27.970756] [INFO ] [sig ] [152/3599] Forecasting ALZN... [2025-11-26T20:51:27.970802] [INFO ] [sig ] Generating forecast for: ALZN [2025-11-26T20:51:27.970846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'. [2025-11-26T20:51:27.982942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALZN'. [2025-11-26T20:51:27.983299] [INFO ] [FORECASTER] Starting predict_future for ALZN [2025-11-26T20:51:27.984124] [DEBUG] [LOCAL ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt [2025-11-26T20:51:27.984194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:27.984240] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:27.984281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:27.984348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:28.040794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:28.041410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:28.041504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:28.041545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:28.157927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:28.158126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:28.158178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:28.158219] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:28.161933] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=99.48%) [2025-11-26T20:51:28.162228] [INFO ] [FORECASTER] Completed predict_future for ALZN [2025-11-26T20:51:28.162372] [INFO ] [sig ] ALZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:28.306035] [INFO ] [LOCAL ] Saved forecast: ALZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALZN.txt [2025-11-26T20:51:28.306205] [INFO ] [sig ] [152/3599] Completed ALZN in 0.3s | 2.88 sym/s | Total: 52.7s | ETA: 19.9m [2025-11-26T20:51:28.306261] [INFO ] [sig ] [153/3599] Forecasting AM... [2025-11-26T20:51:28.306306] [INFO ] [sig ] Generating forecast for: AM [2025-11-26T20:51:28.306364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-11-26T20:51:28.317895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AM'. [2025-11-26T20:51:28.318205] [INFO ] [FORECASTER] Starting predict_future for AM [2025-11-26T20:51:28.319028] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-11-26T20:51:28.319098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:28.319143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:28.319182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:28.319250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:28.377436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:28.378203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:28.378302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:28.378350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:28.495831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:28.496012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:28.496065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:28.496106] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:28.499527] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=6.02%) [2025-11-26T20:51:28.499840] [INFO ] [FORECASTER] Completed predict_future for AM [2025-11-26T20:51:28.499987] [INFO ] [sig ] AM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:28.640807] [INFO ] [LOCAL ] Saved forecast: AM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AM.txt [2025-11-26T20:51:28.640996] [INFO ] [sig ] [153/3599] Completed AM in 0.3s | 2.88 sym/s | Total: 53.0s | ETA: 19.9m [2025-11-26T20:51:28.641053] [INFO ] [sig ] [154/3599] Forecasting AMAL... [2025-11-26T20:51:28.641096] [INFO ] [sig ] Generating forecast for: AMAL [2025-11-26T20:51:28.641138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'. [2025-11-26T20:51:28.652252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMAL'. [2025-11-26T20:51:28.652554] [INFO ] [FORECASTER] Starting predict_future for AMAL [2025-11-26T20:51:28.653372] [DEBUG] [LOCAL ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt [2025-11-26T20:51:28.653442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:28.653501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:28.653543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:28.653611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:28.710899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:28.711847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:28.711951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:28.711998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:28.831131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:28.831319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:28.831372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:28.831419] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:28.834952] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=11.32%) [2025-11-26T20:51:28.835245] [INFO ] [FORECASTER] Completed predict_future for AMAL [2025-11-26T20:51:28.835392] [INFO ] [sig ] AMAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:28.978802] [INFO ] [LOCAL ] Saved forecast: AMAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMAL.txt [2025-11-26T20:51:28.979041] [INFO ] [sig ] [154/3599] Completed AMAL in 0.3s | 2.88 sym/s | Total: 53.4s | ETA: 19.9m [2025-11-26T20:51:28.979108] [INFO ] [sig ] [155/3599] Forecasting AMBA... [2025-11-26T20:51:28.979146] [INFO ] [sig ] Generating forecast for: AMBA [2025-11-26T20:51:28.979190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'. [2025-11-26T20:51:28.992165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBA'. [2025-11-26T20:51:28.992575] [INFO ] [FORECASTER] Starting predict_future for AMBA [2025-11-26T20:51:28.993447] [DEBUG] [LOCAL ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt [2025-11-26T20:51:28.993527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:28.993600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:28.993684] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:28.993805] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:29.051095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:29.051916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:29.052017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:29.052075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:29.176606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:29.176803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:29.176857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:29.176900] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:29.180372] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=7.96%) [2025-11-26T20:51:29.180701] [INFO ] [FORECASTER] Completed predict_future for AMBA [2025-11-26T20:51:29.180856] [INFO ] [sig ] AMBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:29.319410] [INFO ] [LOCAL ] Saved forecast: AMBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMBA.txt [2025-11-26T20:51:29.319569] [INFO ] [sig ] [155/3599] Completed AMBA in 0.3s | 2.89 sym/s | Total: 53.7s | ETA: 19.9m [2025-11-26T20:51:29.319625] [INFO ] [sig ] [156/3599] Forecasting AMBP... [2025-11-26T20:51:29.319727] [INFO ] [sig ] Generating forecast for: AMBP [2025-11-26T20:51:29.319772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-11-26T20:51:29.330965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBP'. [2025-11-26T20:51:29.331317] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-11-26T20:51:29.332179] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-11-26T20:51:29.332258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:29.332331] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:29.332398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:29.332508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:29.389465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:29.390217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:29.390326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:29.390401] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:29.510880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:29.511062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:29.511144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:29.511215] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:29.514639] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=56.58%) [2025-11-26T20:51:29.514974] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-11-26T20:51:29.515148] [INFO ] [sig ] AMBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:29.655869] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMBP.txt [2025-11-26T20:51:29.656038] [INFO ] [sig ] [156/3599] Completed AMBP in 0.3s | 2.89 sym/s | Total: 54.1s | ETA: 19.9m [2025-11-26T20:51:29.656147] [INFO ] [sig ] [157/3599] Forecasting AMC... [2025-11-26T20:51:29.656211] [INFO ] [sig ] Generating forecast for: AMC [2025-11-26T20:51:29.656286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-11-26T20:51:29.671314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMC'. [2025-11-26T20:51:29.671757] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-11-26T20:51:29.672608] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-11-26T20:51:29.672705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:29.672764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:29.672822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:29.672921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:29.729956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:29.730659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:29.730764] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:29.730826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:29.850695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:29.850876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:29.850945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:29.851004] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:29.854482] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=71.31%) [2025-11-26T20:51:29.854827] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-11-26T20:51:29.854998] [INFO ] [sig ] AMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:29.993912] [INFO ] [LOCAL ] Saved forecast: AMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMC.txt [2025-11-26T20:51:29.994090] [INFO ] [sig ] [157/3599] Completed AMC in 0.3s | 2.89 sym/s | Total: 54.4s | ETA: 19.9m [2025-11-26T20:51:29.994172] [INFO ] [sig ] [158/3599] Forecasting AMCX... [2025-11-26T20:51:29.994230] [INFO ] [sig ] Generating forecast for: AMCX [2025-11-26T20:51:29.994289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'. [2025-11-26T20:51:30.005330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMCX'. [2025-11-26T20:51:30.005706] [INFO ] [FORECASTER] Starting predict_future for AMCX [2025-11-26T20:51:30.006555] [DEBUG] [LOCAL ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt [2025-11-26T20:51:30.006635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:30.006735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:30.006800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:30.006903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:30.063487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:30.064193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:30.064300] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:30.064373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:30.184241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:30.184413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:30.184481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:30.184541] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:30.188074] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=34.84%) [2025-11-26T20:51:30.188394] [INFO ] [FORECASTER] Completed predict_future for AMCX [2025-11-26T20:51:30.188568] [INFO ] [sig ] AMCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:30.328556] [INFO ] [LOCAL ] Saved forecast: AMCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMCX.txt [2025-11-26T20:51:30.328764] [INFO ] [sig ] [158/3599] Completed AMCX in 0.3s | 2.89 sym/s | Total: 54.7s | ETA: 19.9m [2025-11-26T20:51:30.328840] [INFO ] [sig ] [159/3599] Forecasting AMD... [2025-11-26T20:51:30.328951] [INFO ] [sig ] Generating forecast for: AMD [2025-11-26T20:51:30.329020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'. [2025-11-26T20:51:30.341001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMD'. [2025-11-26T20:51:30.341379] [INFO ] [FORECASTER] Starting predict_future for AMD [2025-11-26T20:51:30.342248] [DEBUG] [LOCAL ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt [2025-11-26T20:51:30.342326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:30.342385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:30.342438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:30.342531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:30.400748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:30.401438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:30.401543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:30.401604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:30.524981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:30.525134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:30.525200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:30.525260] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:30.528669] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-11-26T20:51:30.528981] [INFO ] [FORECASTER] Completed predict_future for AMD [2025-11-26T20:51:30.529169] [INFO ] [sig ] AMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:30.669454] [INFO ] [LOCAL ] Saved forecast: AMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMD.txt [2025-11-26T20:51:30.669604] [INFO ] [sig ] [159/3599] Completed AMD in 0.3s | 2.89 sym/s | Total: 55.1s | ETA: 19.9m [2025-11-26T20:51:30.669693] [INFO ] [sig ] [160/3599] Forecasting AMDL... [2025-11-26T20:51:30.669756] [INFO ] [sig ] Generating forecast for: AMDL [2025-11-26T20:51:30.669815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'. [2025-11-26T20:51:30.681142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMDL'. [2025-11-26T20:51:30.681485] [INFO ] [FORECASTER] Starting predict_future for AMDL [2025-11-26T20:51:30.682438] [DEBUG] [LOCAL ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt [2025-11-26T20:51:30.682516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:30.682577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:30.682666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:30.682771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:30.739713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:30.740372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:30.740476] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:30.740538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:30.864552] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:30.864716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:30.864783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:30.864842] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:30.868235] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=68.91%) [2025-11-26T20:51:30.868556] [INFO ] [FORECASTER] Completed predict_future for AMDL [2025-11-26T20:51:30.868744] [INFO ] [sig ] AMDL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:31.009221] [INFO ] [LOCAL ] Saved forecast: AMDL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMDL.txt [2025-11-26T20:51:31.009363] [INFO ] [sig ] [160/3599] Completed AMDL in 0.3s | 2.89 sym/s | Total: 55.4s | ETA: 19.9m [2025-11-26T20:51:31.009417] [INFO ] [sig ] [161/3599] Forecasting AME... [2025-11-26T20:51:31.009458] [INFO ] [sig ] Generating forecast for: AME [2025-11-26T20:51:31.009500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-11-26T20:51:31.021622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AME'. [2025-11-26T20:51:31.021968] [INFO ] [FORECASTER] Starting predict_future for AME [2025-11-26T20:51:31.022813] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-11-26T20:51:31.022883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:31.022929] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:31.022969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:31.023085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:31.080523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:31.081178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:31.081273] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:31.081322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:31.198728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:31.198867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:31.198918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:31.198971] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:31.202449] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=73.72%) [2025-11-26T20:51:31.202776] [INFO ] [FORECASTER] Completed predict_future for AME [2025-11-26T20:51:31.202935] [INFO ] [sig ] AME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:31.341090] [INFO ] [LOCAL ] Saved forecast: AME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AME.txt [2025-11-26T20:51:31.341218] [INFO ] [sig ] [161/3599] Completed AME in 0.3s | 2.89 sym/s | Total: 55.7s | ETA: 19.8m [2025-11-26T20:51:31.341270] [INFO ] [sig ] [162/3599] Forecasting AMG... [2025-11-26T20:51:31.341310] [INFO ] [sig ] Generating forecast for: AMG [2025-11-26T20:51:31.341348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-11-26T20:51:31.352551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMG'. [2025-11-26T20:51:31.352898] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-11-26T20:51:31.353721] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-11-26T20:51:31.353788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:31.353841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:31.353889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:31.353957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:31.410606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:31.411312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:31.411407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:31.411468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:31.524981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:31.525109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:31.525166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:31.525204] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:31.528568] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=12.41%) [2025-11-26T20:51:31.528887] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-11-26T20:51:31.529052] [INFO ] [sig ] AMG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:31.668498] [INFO ] [LOCAL ] Saved forecast: AMG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMG.txt [2025-11-26T20:51:31.668654] [INFO ] [sig ] [162/3599] Completed AMG in 0.3s | 2.89 sym/s | Total: 56.1s | ETA: 19.8m [2025-11-26T20:51:31.668710] [INFO ] [sig ] [163/3599] Forecasting AMGN... [2025-11-26T20:51:31.668745] [INFO ] [sig ] Generating forecast for: AMGN [2025-11-26T20:51:31.668786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'. [2025-11-26T20:51:31.680610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMGN'. [2025-11-26T20:51:31.680946] [INFO ] [FORECASTER] Starting predict_future for AMGN [2025-11-26T20:51:31.681789] [DEBUG] [LOCAL ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt [2025-11-26T20:51:31.681857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:31.681902] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:31.681942] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:31.682007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:31.739168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:31.739823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:31.739933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:31.739980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:31.858191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:31.858342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:31.858392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:31.858432] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:31.861739] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=23.44%) [2025-11-26T20:51:31.862033] [INFO ] [FORECASTER] Completed predict_future for AMGN [2025-11-26T20:51:31.862174] [INFO ] [sig ] AMGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:32.001146] [INFO ] [LOCAL ] Saved forecast: AMGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMGN.txt [2025-11-26T20:51:32.001289] [INFO ] [sig ] [163/3599] Completed AMGN in 0.3s | 2.89 sym/s | Total: 56.4s | ETA: 19.8m [2025-11-26T20:51:32.001341] [INFO ] [sig ] [164/3599] Forecasting AMLX... [2025-11-26T20:51:32.001382] [INFO ] [sig ] Generating forecast for: AMLX [2025-11-26T20:51:32.001422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'. [2025-11-26T20:51:32.013482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMLX'. [2025-11-26T20:51:32.013875] [INFO ] [FORECASTER] Starting predict_future for AMLX [2025-11-26T20:51:32.014755] [DEBUG] [LOCAL ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt [2025-11-26T20:51:32.014827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:32.014865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:32.014905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:32.015020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:32.072914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:32.073861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:32.073965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:32.074011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:32.188820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:32.189009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:32.189063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:32.189106] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:32.192593] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-11-26T20:51:32.192924] [INFO ] [FORECASTER] Completed predict_future for AMLX [2025-11-26T20:51:32.193073] [INFO ] [sig ] AMLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:32.334956] [INFO ] [LOCAL ] Saved forecast: AMLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMLX.txt [2025-11-26T20:51:32.335134] [INFO ] [sig ] [164/3599] Completed AMLX in 0.3s | 2.89 sym/s | Total: 56.7s | ETA: 19.8m [2025-11-26T20:51:32.335188] [INFO ] [sig ] [165/3599] Forecasting AMN... [2025-11-26T20:51:32.335229] [INFO ] [sig ] Generating forecast for: AMN [2025-11-26T20:51:32.335271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-11-26T20:51:32.347500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMN'. [2025-11-26T20:51:32.348029] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-11-26T20:51:32.348914] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-11-26T20:51:32.348983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:32.349028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:32.349083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:32.349153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:32.407060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:32.408072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:32.408198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:32.408254] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:32.532749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:32.532976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:32.533053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:32.533108] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:32.536742] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-11-26T20:51:32.537054] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-11-26T20:51:32.537213] [INFO ] [sig ] AMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:32.683003] [INFO ] [LOCAL ] Saved forecast: AMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMN.txt [2025-11-26T20:51:32.683241] [INFO ] [sig ] [165/3599] Completed AMN in 0.3s | 2.89 sym/s | Total: 57.1s | ETA: 19.8m [2025-11-26T20:51:32.683301] [INFO ] [sig ] [166/3599] Forecasting AMP... [2025-11-26T20:51:32.683347] [INFO ] [sig ] Generating forecast for: AMP [2025-11-26T20:51:32.683392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-11-26T20:51:32.696099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMP'. [2025-11-26T20:51:32.696733] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-11-26T20:51:32.697824] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-11-26T20:51:32.697902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:32.697952] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:32.698000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:32.698073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:32.760456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:32.761747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:32.761866] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:32.761916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:32.894124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:32.894411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:32.894476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:32.894524] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:32.898895] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=48.07%) [2025-11-26T20:51:32.899309] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-11-26T20:51:32.899502] [INFO ] [sig ] AMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:33.046923] [INFO ] [LOCAL ] Saved forecast: AMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMP.txt [2025-11-26T20:51:33.047165] [INFO ] [sig ] [166/3599] Completed AMP in 0.4s | 2.89 sym/s | Total: 57.5s | ETA: 19.8m [2025-11-26T20:51:33.047231] [INFO ] [sig ] [167/3599] Forecasting AMPG... [2025-11-26T20:51:33.047289] [INFO ] [sig ] Generating forecast for: AMPG [2025-11-26T20:51:33.047353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'. [2025-11-26T20:51:33.061382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPG'. [2025-11-26T20:51:33.061981] [INFO ] [FORECASTER] Starting predict_future for AMPG [2025-11-26T20:51:33.062980] [DEBUG] [LOCAL ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt [2025-11-26T20:51:33.063056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:33.063108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:33.063153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:33.063228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:33.124947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:33.126165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:33.126291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:33.126348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:33.256429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:33.256730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:33.256793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:33.256840] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:33.260920] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=39.34%) [2025-11-26T20:51:33.261269] [INFO ] [FORECASTER] Completed predict_future for AMPG [2025-11-26T20:51:33.261440] [INFO ] [sig ] AMPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:33.421884] [INFO ] [LOCAL ] Saved forecast: AMPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMPG.txt [2025-11-26T20:51:33.422171] [INFO ] [sig ] [167/3599] Completed AMPG in 0.4s | 2.89 sym/s | Total: 57.8s | ETA: 19.8m [2025-11-26T20:51:33.422237] [INFO ] [sig ] [168/3599] Forecasting AMPH... [2025-11-26T20:51:33.422283] [INFO ] [sig ] Generating forecast for: AMPH [2025-11-26T20:51:33.422327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'. [2025-11-26T20:51:33.435892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPH'. [2025-11-26T20:51:33.436362] [INFO ] [FORECASTER] Starting predict_future for AMPH [2025-11-26T20:51:33.437419] [DEBUG] [LOCAL ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt [2025-11-26T20:51:33.437495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:33.437587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:33.437665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:33.437765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:33.497062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:33.498377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:33.498521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:33.498574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:33.624888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:33.625161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:33.625280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:33.625345] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:33.629692] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=60.52%) [2025-11-26T20:51:33.630138] [INFO ] [FORECASTER] Completed predict_future for AMPH [2025-11-26T20:51:33.630324] [INFO ] [sig ] AMPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:33.774179] [INFO ] [LOCAL ] Saved forecast: AMPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMPH.txt [2025-11-26T20:51:33.774450] [INFO ] [sig ] [168/3599] Completed AMPH in 0.4s | 2.89 sym/s | Total: 58.2s | ETA: 19.8m [2025-11-26T20:51:33.774544] [INFO ] [sig ] [169/3599] Forecasting AMPL... [2025-11-26T20:51:33.774606] [INFO ] [sig ] Generating forecast for: AMPL [2025-11-26T20:51:33.774702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'. [2025-11-26T20:51:33.787190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPL'. [2025-11-26T20:51:33.787741] [INFO ] [FORECASTER] Starting predict_future for AMPL [2025-11-26T20:51:33.788738] [DEBUG] [LOCAL ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt [2025-11-26T20:51:33.788812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:33.788861] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:33.788919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:33.789086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:33.849041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:33.850058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:33.850188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:33.850242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:33.969594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:33.969900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:33.969963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:33.970036] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:33.974660] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=88.12%) [2025-11-26T20:51:33.975282] [INFO ] [FORECASTER] Completed predict_future for AMPL [2025-11-26T20:51:33.975511] [INFO ] [sig ] AMPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:34.123910] [INFO ] [LOCAL ] Saved forecast: AMPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMPL.txt [2025-11-26T20:51:34.124102] [INFO ] [sig ] [169/3599] Completed AMPL in 0.3s | 2.89 sym/s | Total: 58.5s | ETA: 19.8m [2025-11-26T20:51:34.124166] [INFO ] [sig ] [170/3599] Forecasting AMPX... [2025-11-26T20:51:34.124209] [INFO ] [sig ] Generating forecast for: AMPX [2025-11-26T20:51:34.124249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-11-26T20:51:34.135573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPX'. [2025-11-26T20:51:34.136030] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-11-26T20:51:34.136886] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-11-26T20:51:34.136954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:34.137009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:34.137050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:34.137117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:34.195613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:34.196606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:34.196731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:34.196791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:34.319834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:34.320021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:34.320074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:34.320123] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:34.323741] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=18.23%) [2025-11-26T20:51:34.324049] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-11-26T20:51:34.324197] [INFO ] [sig ] AMPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:34.466246] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMPX.txt [2025-11-26T20:51:34.466434] [INFO ] [sig ] [170/3599] Completed AMPX in 0.3s | 2.89 sym/s | Total: 58.9s | ETA: 19.8m [2025-11-26T20:51:34.466505] [INFO ] [sig ] [171/3599] Forecasting AMRC... [2025-11-26T20:51:34.466558] [INFO ] [sig ] Generating forecast for: AMRC [2025-11-26T20:51:34.466600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-11-26T20:51:34.478130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRC'. [2025-11-26T20:51:34.478532] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-11-26T20:51:34.479406] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-11-26T20:51:34.479478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:34.479544] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:34.479594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:34.479707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:34.537890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:34.538804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:34.538914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:34.538963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:34.662308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:34.662485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:34.662562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:34.662607] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:34.666051] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=12.15%) [2025-11-26T20:51:34.666363] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-11-26T20:51:34.666520] [INFO ] [sig ] AMRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:34.808941] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRC.txt [2025-11-26T20:51:34.809142] [INFO ] [sig ] [171/3599] Completed AMRC in 0.3s | 2.89 sym/s | Total: 59.2s | ETA: 19.8m [2025-11-26T20:51:34.809200] [INFO ] [sig ] [172/3599] Forecasting AMRK... [2025-11-26T20:51:34.809243] [INFO ] [sig ] Generating forecast for: AMRK [2025-11-26T20:51:34.809285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'. [2025-11-26T20:51:34.820582] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRK'. [2025-11-26T20:51:34.820936] [INFO ] [FORECASTER] Starting predict_future for AMRK [2025-11-26T20:51:34.821804] [DEBUG] [LOCAL ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt [2025-11-26T20:51:34.821877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:34.821933] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:34.821987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:34.822067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:34.880363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:34.881078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:34.881179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:34.881237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:35.003310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:35.003523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:35.003576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:35.003662] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:35.007321] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: DOWN (p=48.91%) [2025-11-26T20:51:35.007760] [INFO ] [FORECASTER] Completed predict_future for AMRK [2025-11-26T20:51:35.007931] [INFO ] [sig ] AMRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:35.152297] [INFO ] [LOCAL ] Saved forecast: AMRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRK.txt [2025-11-26T20:51:35.152468] [INFO ] [sig ] [172/3599] Completed AMRK in 0.3s | 2.89 sym/s | Total: 59.6s | ETA: 19.8m [2025-11-26T20:51:35.152525] [INFO ] [sig ] [173/3599] Forecasting AMRN... [2025-11-26T20:51:35.152568] [INFO ] [sig ] Generating forecast for: AMRN [2025-11-26T20:51:35.152609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'. [2025-11-26T20:51:35.164289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRN'. [2025-11-26T20:51:35.164621] [INFO ] [FORECASTER] Starting predict_future for AMRN [2025-11-26T20:51:35.165483] [DEBUG] [LOCAL ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt [2025-11-26T20:51:35.165557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:35.165616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:35.165703] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:35.165818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:35.224262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:35.224997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:35.225104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:35.225184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:35.346433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:35.346628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:35.346702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:35.346744] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:35.350380] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=41.19%) [2025-11-26T20:51:35.350727] [INFO ] [FORECASTER] Completed predict_future for AMRN [2025-11-26T20:51:35.350888] [INFO ] [sig ] AMRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:35.495347] [INFO ] [LOCAL ] Saved forecast: AMRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRN.txt [2025-11-26T20:51:35.495500] [INFO ] [sig ] [173/3599] Completed AMRN in 0.3s | 2.89 sym/s | Total: 59.9s | ETA: 19.8m [2025-11-26T20:51:35.495555] [INFO ] [sig ] [174/3599] Forecasting AMRX... [2025-11-26T20:51:35.495599] [INFO ] [sig ] Generating forecast for: AMRX [2025-11-26T20:51:35.495684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'. [2025-11-26T20:51:35.507605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRX'. [2025-11-26T20:51:35.507979] [INFO ] [FORECASTER] Starting predict_future for AMRX [2025-11-26T20:51:35.508854] [DEBUG] [LOCAL ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt [2025-11-26T20:51:35.508926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:35.508973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:35.509014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:35.509084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:35.568584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:35.569353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:35.569450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:35.569498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:35.688147] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:35.688341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:35.688393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:35.688436] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:35.691874] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=26.11%) [2025-11-26T20:51:35.692179] [INFO ] [FORECASTER] Completed predict_future for AMRX [2025-11-26T20:51:35.692330] [INFO ] [sig ] AMRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:35.832171] [INFO ] [LOCAL ] Saved forecast: AMRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRX.txt [2025-11-26T20:51:35.832328] [INFO ] [sig ] [174/3599] Completed AMRX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.8m [2025-11-26T20:51:35.832381] [INFO ] [sig ] [175/3599] Forecasting AMSC... [2025-11-26T20:51:35.832423] [INFO ] [sig ] Generating forecast for: AMSC [2025-11-26T20:51:35.832477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'. [2025-11-26T20:51:35.844121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSC'. [2025-11-26T20:51:35.844468] [INFO ] [FORECASTER] Starting predict_future for AMSC [2025-11-26T20:51:35.845321] [DEBUG] [LOCAL ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt [2025-11-26T20:51:35.845393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:35.845447] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:35.845498] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:35.845579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:35.905183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:35.906010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:35.906110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:35.906166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:36.025247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:36.025437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:36.025499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:36.025551] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:36.028976] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=13.98%) [2025-11-26T20:51:36.029286] [INFO ] [FORECASTER] Completed predict_future for AMSC [2025-11-26T20:51:36.029447] [INFO ] [sig ] AMSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:36.169803] [INFO ] [LOCAL ] Saved forecast: AMSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMSC.txt [2025-11-26T20:51:36.169951] [INFO ] [sig ] [175/3599] Completed AMSC in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.8m [2025-11-26T20:51:36.169999] [INFO ] [sig ] [176/3599] Forecasting AMSF... [2025-11-26T20:51:36.170043] [INFO ] [sig ] Generating forecast for: AMSF [2025-11-26T20:51:36.170084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'. [2025-11-26T20:51:36.181164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSF'. [2025-11-26T20:51:36.181487] [INFO ] [FORECASTER] Starting predict_future for AMSF [2025-11-26T20:51:36.182318] [DEBUG] [LOCAL ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt [2025-11-26T20:51:36.182389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:36.182435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:36.182526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:36.182639] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:36.240437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:36.241116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:36.241212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:36.241274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:36.360955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:36.361145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:36.361192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:36.361238] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:36.364685] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=0.99%) [2025-11-26T20:51:36.364998] [INFO ] [FORECASTER] Completed predict_future for AMSF [2025-11-26T20:51:36.365150] [INFO ] [sig ] AMSF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:36.505098] [INFO ] [LOCAL ] Saved forecast: AMSF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMSF.txt [2025-11-26T20:51:36.505245] [INFO ] [sig ] [176/3599] Completed AMSF in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:36.505298] [INFO ] [sig ] [177/3599] Forecasting AMTB... [2025-11-26T20:51:36.505343] [INFO ] [sig ] Generating forecast for: AMTB [2025-11-26T20:51:36.505384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-11-26T20:51:36.517585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTB'. [2025-11-26T20:51:36.517962] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-11-26T20:51:36.518859] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-11-26T20:51:36.518930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:36.518977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:36.519017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:36.519084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:36.575863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:36.576814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:36.576924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:36.576971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:36.698144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:36.698343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:36.698398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:36.698438] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:36.702002] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-11-26T20:51:36.702301] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-11-26T20:51:36.702453] [INFO ] [sig ] AMTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:36.849117] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMTB.txt [2025-11-26T20:51:36.849336] [INFO ] [sig ] [177/3599] Completed AMTB in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:36.849394] [INFO ] [sig ] [178/3599] Forecasting AMTX... [2025-11-26T20:51:36.849433] [INFO ] [sig ] Generating forecast for: AMTX [2025-11-26T20:51:36.849475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'. [2025-11-26T20:51:36.860776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTX'. [2025-11-26T20:51:36.861186] [INFO ] [FORECASTER] Starting predict_future for AMTX [2025-11-26T20:51:36.862038] [DEBUG] [LOCAL ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt [2025-11-26T20:51:36.862123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:36.862169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:36.862211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:36.862278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:36.919377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:36.920273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:36.920372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:36.920418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:37.039499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:37.039682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:37.039736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:37.039778] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:37.043192] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=26.14%) [2025-11-26T20:51:37.043500] [INFO ] [FORECASTER] Completed predict_future for AMTX [2025-11-26T20:51:37.043666] [INFO ] [sig ] AMTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:37.185224] [INFO ] [LOCAL ] Saved forecast: AMTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMTX.txt [2025-11-26T20:51:37.185435] [INFO ] [sig ] [178/3599] Completed AMTX in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:37.185495] [INFO ] [sig ] [179/3599] Forecasting AMWD... [2025-11-26T20:51:37.185539] [INFO ] [sig ] Generating forecast for: AMWD [2025-11-26T20:51:37.185580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'. [2025-11-26T20:51:37.196730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWD'. [2025-11-26T20:51:37.197047] [INFO ] [FORECASTER] Starting predict_future for AMWD [2025-11-26T20:51:37.197917] [DEBUG] [LOCAL ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt [2025-11-26T20:51:37.197990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:37.198036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:37.198075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:37.198143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:37.254778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:37.255467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:37.255568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:37.255615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:37.373749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:37.373931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:37.373987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:37.374026] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:37.377556] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=32.50%) [2025-11-26T20:51:37.377871] [INFO ] [FORECASTER] Completed predict_future for AMWD [2025-11-26T20:51:37.378020] [INFO ] [sig ] AMWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:37.522091] [INFO ] [LOCAL ] Saved forecast: AMWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMWD.txt [2025-11-26T20:51:37.522348] [INFO ] [sig ] [179/3599] Completed AMWD in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:37.522433] [INFO ] [sig ] [180/3599] Forecasting AMWL... [2025-11-26T20:51:37.522496] [INFO ] [sig ] Generating forecast for: AMWL [2025-11-26T20:51:37.522552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-11-26T20:51:37.538500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWL'. [2025-11-26T20:51:37.539010] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-11-26T20:51:37.540115] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-11-26T20:51:37.540202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:37.540307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:37.540371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:37.540468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:37.601091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:37.602024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:37.602132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:37.602179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:37.724844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:37.725042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:37.725097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:37.725133] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:37.728624] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=5.38%) [2025-11-26T20:51:37.728981] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-11-26T20:51:37.729138] [INFO ] [sig ] AMWL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:37.870777] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMWL.txt [2025-11-26T20:51:37.870968] [INFO ] [sig ] [180/3599] Completed AMWL in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:37.871025] [INFO ] [sig ] [181/3599] Forecasting AMX... [2025-11-26T20:51:37.871069] [INFO ] [sig ] Generating forecast for: AMX [2025-11-26T20:51:37.871109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-11-26T20:51:37.887490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMX'. [2025-11-26T20:51:37.888091] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-11-26T20:51:37.889334] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-11-26T20:51:37.889427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:37.889512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:37.889596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:37.889761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:37.961034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:37.962037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:37.962147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:37.962212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:38.083759] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:38.083977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:38.084060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:38.084116] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:38.087954] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=25.76%) [2025-11-26T20:51:38.088311] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-11-26T20:51:38.088484] [INFO ] [sig ] AMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:38.232876] [INFO ] [LOCAL ] Saved forecast: AMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMX.txt [2025-11-26T20:51:38.233067] [INFO ] [sig ] [181/3599] Completed AMX in 0.4s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:38.233125] [INFO ] [sig ] [182/3599] Forecasting AMZD... [2025-11-26T20:51:38.233172] [INFO ] [sig ] Generating forecast for: AMZD [2025-11-26T20:51:38.233215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'. [2025-11-26T20:51:38.245604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZD'. [2025-11-26T20:51:38.246061] [INFO ] [FORECASTER] Starting predict_future for AMZD [2025-11-26T20:51:38.246944] [DEBUG] [LOCAL ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt [2025-11-26T20:51:38.247016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:38.247063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:38.247115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:38.247260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:38.310503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:38.311406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:38.311510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:38.311559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:38.431334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:38.431528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:38.431581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:38.431622] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:38.435087] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=79.69%) [2025-11-26T20:51:38.435407] [INFO ] [FORECASTER] Completed predict_future for AMZD [2025-11-26T20:51:38.435556] [INFO ] [sig ] AMZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:38.578569] [INFO ] [LOCAL ] Saved forecast: AMZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMZD.txt [2025-11-26T20:51:38.578757] [INFO ] [sig ] [182/3599] Completed AMZD in 0.3s | 2.89 sym/s | Total: 1.0m | ETA: 19.7m [2025-11-26T20:51:38.578815] [INFO ] [sig ] [183/3599] Forecasting AMZN... [2025-11-26T20:51:38.578857] [INFO ] [sig ] Generating forecast for: AMZN [2025-11-26T20:51:38.578898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'. [2025-11-26T20:51:38.590865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZN'. [2025-11-26T20:51:38.591306] [INFO ] [FORECASTER] Starting predict_future for AMZN [2025-11-26T20:51:38.592174] [DEBUG] [LOCAL ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt [2025-11-26T20:51:38.592244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:38.592290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:38.592380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:38.592499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:38.652972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:38.653899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:38.653999] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:38.654047] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:38.779921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:38.780117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:38.780172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:38.780215] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:38.783953] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-11-26T20:51:38.784345] [INFO ] [FORECASTER] Completed predict_future for AMZN [2025-11-26T20:51:38.784505] [INFO ] [sig ] AMZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:38.930334] [INFO ] [LOCAL ] Saved forecast: AMZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMZN.txt [2025-11-26T20:51:38.930519] [INFO ] [sig ] [183/3599] Completed AMZN in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:38.930576] [INFO ] [sig ] [184/3599] Forecasting AMZZ... [2025-11-26T20:51:38.930619] [INFO ] [sig ] Generating forecast for: AMZZ [2025-11-26T20:51:38.930680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'. [2025-11-26T20:51:38.944403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'. [2025-11-26T20:51:38.944910] [INFO ] [FORECASTER] Starting predict_future for AMZZ [2025-11-26T20:51:38.945883] [DEBUG] [LOCAL ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt [2025-11-26T20:51:38.945962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:38.946029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:38.946127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:38.946276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:39.011093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:39.012063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:39.012169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:39.012238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:39.150111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:39.150343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:39.150426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:39.150497] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:39.155988] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=96.03%) [2025-11-26T20:51:39.156490] [INFO ] [FORECASTER] Completed predict_future for AMZZ [2025-11-26T20:51:39.156755] [INFO ] [sig ] AMZZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:39.325026] [INFO ] [LOCAL ] Saved forecast: AMZZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMZZ.txt [2025-11-26T20:51:39.325211] [INFO ] [sig ] [184/3599] Completed AMZZ in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:39.325272] [INFO ] [sig ] [185/3599] Forecasting AN... [2025-11-26T20:51:39.325318] [INFO ] [sig ] Generating forecast for: AN [2025-11-26T20:51:39.325359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-11-26T20:51:39.338866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AN'. [2025-11-26T20:51:39.339376] [INFO ] [FORECASTER] Starting predict_future for AN [2025-11-26T20:51:39.340431] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-11-26T20:51:39.340534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:39.340606] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:39.340682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:39.340774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:39.404133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:39.405127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:39.405246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:39.405298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:39.527860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:39.528068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:39.528122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:39.528164] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:39.531677] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=70.81%) [2025-11-26T20:51:39.532060] [INFO ] [FORECASTER] Completed predict_future for AN [2025-11-26T20:51:39.532232] [INFO ] [sig ] AN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:39.673846] [INFO ] [LOCAL ] Saved forecast: AN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AN.txt [2025-11-26T20:51:39.674043] [INFO ] [sig ] [185/3599] Completed AN in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:39.674131] [INFO ] [sig ] [186/3599] Forecasting ANAB... [2025-11-26T20:51:39.674185] [INFO ] [sig ] Generating forecast for: ANAB [2025-11-26T20:51:39.674237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'. [2025-11-26T20:51:39.685434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANAB'. [2025-11-26T20:51:39.685898] [INFO ] [FORECASTER] Starting predict_future for ANAB [2025-11-26T20:51:39.686734] [DEBUG] [LOCAL ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt [2025-11-26T20:51:39.686803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:39.686861] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:39.686910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:39.686986] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:39.747629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:39.748554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:39.748676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:39.748737] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:39.867563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:39.867782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:39.867861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:39.867906] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:39.871525] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T20:51:39.871867] [INFO ] [FORECASTER] Completed predict_future for ANAB [2025-11-26T20:51:39.872032] [INFO ] [sig ] ANAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:40.011994] [INFO ] [LOCAL ] Saved forecast: ANAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANAB.txt [2025-11-26T20:51:40.012166] [INFO ] [sig ] [186/3599] Completed ANAB in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:40.012221] [INFO ] [sig ] [187/3599] Forecasting ANDE... [2025-11-26T20:51:40.012263] [INFO ] [sig ] Generating forecast for: ANDE [2025-11-26T20:51:40.012306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'. [2025-11-26T20:51:40.057849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANDE'. [2025-11-26T20:51:40.058281] [INFO ] [FORECASTER] Starting predict_future for ANDE [2025-11-26T20:51:40.059140] [DEBUG] [LOCAL ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt [2025-11-26T20:51:40.059213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:40.059265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:40.059308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:40.059378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:40.117977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:40.118833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:40.118937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:40.118985] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:40.244631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:40.244843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:40.244899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:40.244941] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:40.248523] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=19.10%) [2025-11-26T20:51:40.248868] [INFO ] [FORECASTER] Completed predict_future for ANDE [2025-11-26T20:51:40.249056] [INFO ] [sig ] ANDE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:40.392786] [INFO ] [LOCAL ] Saved forecast: ANDE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANDE.txt [2025-11-26T20:51:40.393000] [INFO ] [sig ] [187/3599] Completed ANDE in 0.4s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:40.393056] [INFO ] [sig ] [188/3599] Forecasting ANF... [2025-11-26T20:51:40.393100] [INFO ] [sig ] Generating forecast for: ANF [2025-11-26T20:51:40.393142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-11-26T20:51:40.405021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANF'. [2025-11-26T20:51:40.405470] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-11-26T20:51:40.406532] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-11-26T20:51:40.406616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:40.406707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:40.406766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:40.406858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:40.492470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:40.493391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:40.493492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:40.493538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:40.612844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:40.613043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:40.613121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:40.613188] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:40.616789] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=8.24%) [2025-11-26T20:51:40.617124] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-11-26T20:51:40.617308] [INFO ] [sig ] ANF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:40.762858] [INFO ] [LOCAL ] Saved forecast: ANF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANF.txt [2025-11-26T20:51:40.763056] [INFO ] [sig ] [188/3599] Completed ANF in 0.4s | 2.88 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:40.763148] [INFO ] [sig ] [189/3599] Forecasting ANGI... [2025-11-26T20:51:40.763207] [INFO ] [sig ] Generating forecast for: ANGI [2025-11-26T20:51:40.763267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'. [2025-11-26T20:51:40.775352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGI'. [2025-11-26T20:51:40.775800] [INFO ] [FORECASTER] Starting predict_future for ANGI [2025-11-26T20:51:40.776668] [DEBUG] [LOCAL ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt [2025-11-26T20:51:40.776747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:40.776822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:40.776877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:40.776970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:40.834273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:40.835129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:40.835241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:40.835303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:40.951814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:40.952001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:40.952069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:40.952129] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:40.955544] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=5.89%) [2025-11-26T20:51:40.955875] [INFO ] [FORECASTER] Completed predict_future for ANGI [2025-11-26T20:51:40.956035] [INFO ] [sig ] ANGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:41.095813] [INFO ] [LOCAL ] Saved forecast: ANGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANGI.txt [2025-11-26T20:51:41.095981] [INFO ] [sig ] [189/3599] Completed ANGI in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:41.096061] [INFO ] [sig ] [190/3599] Forecasting ANGL... [2025-11-26T20:51:41.096121] [INFO ] [sig ] Generating forecast for: ANGL [2025-11-26T20:51:41.096180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'. [2025-11-26T20:51:41.106348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGL'. [2025-11-26T20:51:41.106661] [INFO ] [FORECASTER] Starting predict_future for ANGL [2025-11-26T20:51:41.107478] [DEBUG] [LOCAL ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt [2025-11-26T20:51:41.107571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:41.107616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:41.107675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:41.107744] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:41.165287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:41.165991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:41.166083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:41.166129] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:41.288806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:41.289004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:41.289060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:41.289100] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:41.292472] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-11-26T20:51:41.292785] [INFO ] [FORECASTER] Completed predict_future for ANGL [2025-11-26T20:51:41.292927] [INFO ] [sig ] ANGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:41.433144] [INFO ] [LOCAL ] Saved forecast: ANGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANGL.txt [2025-11-26T20:51:41.433300] [INFO ] [sig ] [190/3599] Completed ANGL in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:41.433354] [INFO ] [sig ] [191/3599] Forecasting ANGO... [2025-11-26T20:51:41.433398] [INFO ] [sig ] Generating forecast for: ANGO [2025-11-26T20:51:41.433438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'. [2025-11-26T20:51:41.444356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGO'. [2025-11-26T20:51:41.444680] [INFO ] [FORECASTER] Starting predict_future for ANGO [2025-11-26T20:51:41.445469] [DEBUG] [LOCAL ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt [2025-11-26T20:51:41.445539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:41.445583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:41.445621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:41.445709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:41.503085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:41.503974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:41.504071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:41.504112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:41.620806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:41.620983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:41.621035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:41.621076] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:41.624476] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=51.52%) [2025-11-26T20:51:41.624790] [INFO ] [FORECASTER] Completed predict_future for ANGO [2025-11-26T20:51:41.624931] [INFO ] [sig ] ANGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:41.767084] [INFO ] [LOCAL ] Saved forecast: ANGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANGO.txt [2025-11-26T20:51:41.767243] [INFO ] [sig ] [191/3599] Completed ANGO in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:41.767291] [INFO ] [sig ] [192/3599] Forecasting ANIK... [2025-11-26T20:51:41.767334] [INFO ] [sig ] Generating forecast for: ANIK [2025-11-26T20:51:41.767372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'. [2025-11-26T20:51:41.778880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIK'. [2025-11-26T20:51:41.779213] [INFO ] [FORECASTER] Starting predict_future for ANIK [2025-11-26T20:51:41.780090] [DEBUG] [LOCAL ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt [2025-11-26T20:51:41.780158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:41.780203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:41.780241] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:41.780365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:41.838426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:41.839156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:41.839253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:41.839314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:41.962169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:41.962353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:41.962408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:41.962448] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:41.965986] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=40.75%) [2025-11-26T20:51:41.966304] [INFO ] [FORECASTER] Completed predict_future for ANIK [2025-11-26T20:51:41.966456] [INFO ] [sig ] ANIK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:42.110548] [INFO ] [LOCAL ] Saved forecast: ANIK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANIK.txt [2025-11-26T20:51:42.110744] [INFO ] [sig ] [192/3599] Completed ANIK in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:42.110810] [INFO ] [sig ] [193/3599] Forecasting ANIP... [2025-11-26T20:51:42.110856] [INFO ] [sig ] Generating forecast for: ANIP [2025-11-26T20:51:42.110897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'. [2025-11-26T20:51:42.122487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIP'. [2025-11-26T20:51:42.122840] [INFO ] [FORECASTER] Starting predict_future for ANIP [2025-11-26T20:51:42.123624] [DEBUG] [LOCAL ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt [2025-11-26T20:51:42.123715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:42.123761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:42.123801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:42.123868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:42.181085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:42.181824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:42.181920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:42.181966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:42.304184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:42.304365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:42.304418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:42.304461] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:42.307980] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=93.57%) [2025-11-26T20:51:42.308282] [INFO ] [FORECASTER] Completed predict_future for ANIP [2025-11-26T20:51:42.308439] [INFO ] [sig ] ANIP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:42.450098] [INFO ] [LOCAL ] Saved forecast: ANIP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANIP.txt [2025-11-26T20:51:42.450251] [INFO ] [sig ] [193/3599] Completed ANIP in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:42.450307] [INFO ] [sig ] [194/3599] Forecasting ANIX... [2025-11-26T20:51:42.450350] [INFO ] [sig ] Generating forecast for: ANIX [2025-11-26T20:51:42.450395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'. [2025-11-26T20:51:42.462341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIX'. [2025-11-26T20:51:42.462751] [INFO ] [FORECASTER] Starting predict_future for ANIX [2025-11-26T20:51:42.463624] [DEBUG] [LOCAL ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt [2025-11-26T20:51:42.463718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:42.463777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:42.463826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:42.463894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:42.523337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:42.524302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:42.524406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:42.524465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:42.648844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:42.649028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:42.649084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:42.649128] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:42.652849] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=77.94%) [2025-11-26T20:51:42.653181] [INFO ] [FORECASTER] Completed predict_future for ANIX [2025-11-26T20:51:42.653378] [INFO ] [sig ] ANIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:42.795437] [INFO ] [LOCAL ] Saved forecast: ANIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANIX.txt [2025-11-26T20:51:42.795631] [INFO ] [sig ] [194/3599] Completed ANIX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.7m [2025-11-26T20:51:42.795701] [INFO ] [sig ] [195/3599] Forecasting ANTX... [2025-11-26T20:51:42.795747] [INFO ] [sig ] Generating forecast for: ANTX [2025-11-26T20:51:42.795786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'. [2025-11-26T20:51:42.807768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANTX'. [2025-11-26T20:51:42.808184] [INFO ] [FORECASTER] Starting predict_future for ANTX [2025-11-26T20:51:42.809072] [DEBUG] [LOCAL ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt [2025-11-26T20:51:42.809142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:42.809199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:42.809252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:42.809331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:42.868809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:42.869733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:42.869836] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:42.869894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:42.986603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:42.986814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:42.986868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:42.986910] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:42.990506] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=61.36%) [2025-11-26T20:51:42.990896] [INFO ] [FORECASTER] Completed predict_future for ANTX [2025-11-26T20:51:42.991066] [INFO ] [sig ] ANTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:43.133411] [INFO ] [LOCAL ] Saved forecast: ANTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANTX.txt [2025-11-26T20:51:43.133605] [INFO ] [sig ] [195/3599] Completed ANTX in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m [2025-11-26T20:51:43.133681] [INFO ] [sig ] [196/3599] Forecasting ANVS... [2025-11-26T20:51:43.133764] [INFO ] [sig ] Generating forecast for: ANVS [2025-11-26T20:51:43.133811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-11-26T20:51:43.145451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANVS'. [2025-11-26T20:51:43.145875] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-11-26T20:51:43.146706] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-11-26T20:51:43.146774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:43.146820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:43.146862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:43.146928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:43.207248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:43.208199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:43.208303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:43.208354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:43.330928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:43.331112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:43.331186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:43.331230] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:43.334716] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=48.04%) [2025-11-26T20:51:43.335036] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-11-26T20:51:43.335194] [INFO ] [sig ] ANVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:43.475861] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANVS.txt [2025-11-26T20:51:43.476065] [INFO ] [sig ] [196/3599] Completed ANVS in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m [2025-11-26T20:51:43.476126] [INFO ] [sig ] [197/3599] Forecasting AOHY... [2025-11-26T20:51:43.476163] [INFO ] [sig ] Generating forecast for: AOHY [2025-11-26T20:51:43.476202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'. [2025-11-26T20:51:43.488192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOHY'. [2025-11-26T20:51:43.488663] [INFO ] [FORECASTER] Starting predict_future for AOHY [2025-11-26T20:51:43.489463] [DEBUG] [LOCAL ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt [2025-11-26T20:51:43.489534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:43.489620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:43.489692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:43.489763] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:43.549788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:43.550716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:43.550818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:43.550864] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:43.665017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:43.665204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:43.665261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:43.665305] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:43.668735] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=85.70%) [2025-11-26T20:51:43.669038] [INFO ] [FORECASTER] Completed predict_future for AOHY [2025-11-26T20:51:43.669188] [INFO ] [sig ] AOHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:43.808339] [INFO ] [LOCAL ] Saved forecast: AOHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AOHY.txt [2025-11-26T20:51:43.808528] [INFO ] [sig ] [197/3599] Completed AOHY in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m [2025-11-26T20:51:43.808584] [INFO ] [sig ] [198/3599] Forecasting AON... [2025-11-26T20:51:43.808626] [INFO ] [sig ] Generating forecast for: AON [2025-11-26T20:51:43.808755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-11-26T20:51:43.821110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AON'. [2025-11-26T20:51:43.821558] [INFO ] [FORECASTER] Starting predict_future for AON [2025-11-26T20:51:43.822380] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-11-26T20:51:43.822451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:43.822496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:43.822536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:43.822604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:43.879869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:43.880821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:43.880941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:43.881003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:44.004149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:44.004343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:44.004403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:44.004442] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:44.007995] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=25.33%) [2025-11-26T20:51:44.008327] [INFO ] [FORECASTER] Completed predict_future for AON [2025-11-26T20:51:44.008491] [INFO ] [sig ] AON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:44.150338] [INFO ] [LOCAL ] Saved forecast: AON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AON.txt [2025-11-26T20:51:44.150530] [INFO ] [sig ] [198/3599] Completed AON in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m [2025-11-26T20:51:44.150586] [INFO ] [sig ] [199/3599] Forecasting AOS... [2025-11-26T20:51:44.150685] [INFO ] [sig ] Generating forecast for: AOS [2025-11-26T20:51:44.150732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-11-26T20:51:44.162033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOS'. [2025-11-26T20:51:44.162474] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-11-26T20:51:44.163305] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-11-26T20:51:44.163384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:44.163436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:44.163481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:44.163585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:44.221030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:44.221964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:44.222067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:44.222109] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:44.354668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:44.354861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:44.354917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:44.354959] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:44.358442] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=75.45%) [2025-11-26T20:51:44.358771] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-11-26T20:51:44.358929] [INFO ] [sig ] AOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:44.496817] [INFO ] [LOCAL ] Saved forecast: AOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AOS.txt [2025-11-26T20:51:44.496963] [INFO ] [sig ] [199/3599] Completed AOS in 0.3s | 2.89 sym/s | Total: 1.1m | ETA: 19.6m [2025-11-26T20:51:44.497016] [INFO ] [sig ] [200/3599] Forecasting AP... [2025-11-26T20:51:44.497059] [INFO ] [sig ] Generating forecast for: AP [2025-11-26T20:51:44.497150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-11-26T20:51:44.509134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AP'. [2025-11-26T20:51:44.509568] [INFO ] [FORECASTER] Starting predict_future for AP [2025-11-26T20:51:44.510432] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-11-26T20:51:44.510503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:44.510549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:44.510633] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:44.510766] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:44.569375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:44.570177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:44.570290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:44.570339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:44.693909] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:44.694207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:44.694267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:44.694310] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:44.698048] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=97.56%) [2025-11-26T20:51:44.698382] [INFO ] [FORECASTER] Completed predict_future for AP [2025-11-26T20:51:44.698546] [INFO ] [sig ] AP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:44.841513] [INFO ] [LOCAL ] Saved forecast: AP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AP.txt [2025-11-26T20:51:44.841689] [INFO ] [sig ] [200/3599] Completed AP in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:44.841747] [INFO ] [sig ] [201/3599] Forecasting APA... [2025-11-26T20:51:44.841790] [INFO ] [sig ] Generating forecast for: APA [2025-11-26T20:51:44.841832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'. [2025-11-26T20:51:44.855375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APA'. [2025-11-26T20:51:44.855809] [INFO ] [FORECASTER] Starting predict_future for APA [2025-11-26T20:51:44.856688] [DEBUG] [LOCAL ] No optimal features file found for APA: ./output/feature-sets/APA.txt [2025-11-26T20:51:44.856760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:44.856810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:44.856851] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:44.856920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:44.918402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:44.919149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:44.919249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:44.919298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:45.045981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:45.046162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:45.046217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:45.046255] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:45.049818] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=7.40%) [2025-11-26T20:51:45.050121] [INFO ] [FORECASTER] Completed predict_future for APA [2025-11-26T20:51:45.050281] [INFO ] [sig ] APA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:45.194168] [INFO ] [LOCAL ] Saved forecast: APA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APA.txt [2025-11-26T20:51:45.194333] [INFO ] [sig ] [201/3599] Completed APA in 0.4s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:45.194397] [INFO ] [sig ] [202/3599] Forecasting APAM... [2025-11-26T20:51:45.194455] [INFO ] [sig ] Generating forecast for: APAM [2025-11-26T20:51:45.194501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-11-26T20:51:45.206023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APAM'. [2025-11-26T20:51:45.206355] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-11-26T20:51:45.207250] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-11-26T20:51:45.207322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:45.207367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:45.207408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:45.207481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:45.268005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:45.268858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:45.268977] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:45.269032] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:45.389272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:45.389472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:45.389524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:45.389568] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:45.392974] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-11-26T20:51:45.393270] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-11-26T20:51:45.393415] [INFO ] [sig ] APAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:45.532210] [INFO ] [LOCAL ] Saved forecast: APAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APAM.txt [2025-11-26T20:51:45.532362] [INFO ] [sig ] [202/3599] Completed APAM in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:45.532418] [INFO ] [sig ] [203/3599] Forecasting APD... [2025-11-26T20:51:45.532463] [INFO ] [sig ] Generating forecast for: APD [2025-11-26T20:51:45.532506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-11-26T20:51:45.543489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APD'. [2025-11-26T20:51:45.543829] [INFO ] [FORECASTER] Starting predict_future for APD [2025-11-26T20:51:45.544622] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-11-26T20:51:45.544719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:45.544765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:45.544806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:45.544873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:45.601250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:45.601994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:45.602089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:45.602135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:45.722898] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:45.723098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:45.723152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:45.723193] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:45.726725] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=40.06%) [2025-11-26T20:51:45.727101] [INFO ] [FORECASTER] Completed predict_future for APD [2025-11-26T20:51:45.727261] [INFO ] [sig ] APD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:45.866792] [INFO ] [LOCAL ] Saved forecast: APD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APD.txt [2025-11-26T20:51:45.866948] [INFO ] [sig ] [203/3599] Completed APD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:45.867001] [INFO ] [sig ] [204/3599] Forecasting APEI... [2025-11-26T20:51:45.867044] [INFO ] [sig ] Generating forecast for: APEI [2025-11-26T20:51:45.867091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'. [2025-11-26T20:51:45.880376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APEI'. [2025-11-26T20:51:45.880948] [INFO ] [FORECASTER] Starting predict_future for APEI [2025-11-26T20:51:45.881833] [DEBUG] [LOCAL ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt [2025-11-26T20:51:45.881902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:45.881949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:45.881989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:45.882050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:45.938892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:45.939890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:45.940001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:45.940047] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:46.061746] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:46.061939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:46.061994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:46.062038] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:46.065626] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-11-26T20:51:46.066084] [INFO ] [FORECASTER] Completed predict_future for APEI [2025-11-26T20:51:46.066239] [INFO ] [sig ] APEI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:46.210623] [INFO ] [LOCAL ] Saved forecast: APEI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APEI.txt [2025-11-26T20:51:46.210824] [INFO ] [sig ] [204/3599] Completed APEI in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:46.210882] [INFO ] [sig ] [205/3599] Forecasting APG... [2025-11-26T20:51:46.210921] [INFO ] [sig ] Generating forecast for: APG [2025-11-26T20:51:46.210964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-11-26T20:51:46.223139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APG'. [2025-11-26T20:51:46.223467] [INFO ] [FORECASTER] Starting predict_future for APG [2025-11-26T20:51:46.224277] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-11-26T20:51:46.224350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:46.224395] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:46.224436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:46.224504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:46.283797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:46.284501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:46.284602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:46.284674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:46.406853] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:46.407037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:46.407088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:46.407130] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:46.410690] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=17.27%) [2025-11-26T20:51:46.410986] [INFO ] [FORECASTER] Completed predict_future for APG [2025-11-26T20:51:46.411128] [INFO ] [sig ] APG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:46.552394] [INFO ] [LOCAL ] Saved forecast: APG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APG.txt [2025-11-26T20:51:46.552568] [INFO ] [sig ] [205/3599] Completed APG in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:46.552624] [INFO ] [sig ] [206/3599] Forecasting APGE... [2025-11-26T20:51:46.552680] [INFO ] [sig ] Generating forecast for: APGE [2025-11-26T20:51:46.552722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'. [2025-11-26T20:51:46.563863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APGE'. [2025-11-26T20:51:46.564172] [INFO ] [FORECASTER] Starting predict_future for APGE [2025-11-26T20:51:46.565021] [DEBUG] [LOCAL ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt [2025-11-26T20:51:46.565091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:46.565136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:46.565175] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:46.565241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:46.622299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:46.622969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:46.623064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:46.623110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:46.744949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:46.745146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:46.745202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:46.745243] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:46.748890] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=96.14%) [2025-11-26T20:51:46.749243] [INFO ] [FORECASTER] Completed predict_future for APGE [2025-11-26T20:51:46.749403] [INFO ] [sig ] APGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:46.900380] [INFO ] [LOCAL ] Saved forecast: APGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APGE.txt [2025-11-26T20:51:46.900557] [INFO ] [sig ] [206/3599] Completed APGE in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:46.900613] [INFO ] [sig ] [207/3599] Forecasting APH... [2025-11-26T20:51:46.900674] [INFO ] [sig ] Generating forecast for: APH [2025-11-26T20:51:46.900717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-11-26T20:51:46.911894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APH'. [2025-11-26T20:51:46.912192] [INFO ] [FORECASTER] Starting predict_future for APH [2025-11-26T20:51:46.913063] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-11-26T20:51:46.913133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:46.913179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:46.913219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:46.913286] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:46.969724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:46.970363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:46.970463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:46.970509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:47.087496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:47.087687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:47.087741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:47.087775] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:47.091109] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=12.19%) [2025-11-26T20:51:47.091420] [INFO ] [FORECASTER] Completed predict_future for APH [2025-11-26T20:51:47.091567] [INFO ] [sig ] APH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:47.231477] [INFO ] [LOCAL ] Saved forecast: APH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APH.txt [2025-11-26T20:51:47.231613] [INFO ] [sig ] [207/3599] Completed APH in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:47.231684] [INFO ] [sig ] [208/3599] Forecasting API... [2025-11-26T20:51:47.231728] [INFO ] [sig ] Generating forecast for: API [2025-11-26T20:51:47.231766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'. [2025-11-26T20:51:47.243262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'API'. [2025-11-26T20:51:47.243575] [INFO ] [FORECASTER] Starting predict_future for API [2025-11-26T20:51:47.244403] [DEBUG] [LOCAL ] No optimal features file found for API: ./output/feature-sets/API.txt [2025-11-26T20:51:47.244478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:47.244524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:47.244563] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:47.244631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:47.305712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:47.306433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:47.306540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:47.306589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:47.426184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:47.426380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:47.426443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:47.426486] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:47.430154] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=79.29%) [2025-11-26T20:51:47.430580] [INFO ] [FORECASTER] Completed predict_future for API [2025-11-26T20:51:47.430769] [INFO ] [sig ] API: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:47.572797] [INFO ] [LOCAL ] Saved forecast: API 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/API.txt [2025-11-26T20:51:47.572949] [INFO ] [sig ] [208/3599] Completed API in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.6m [2025-11-26T20:51:47.573002] [INFO ] [sig ] [209/3599] Forecasting APLD... [2025-11-26T20:51:47.573043] [INFO ] [sig ] Generating forecast for: APLD [2025-11-26T20:51:47.573085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'. [2025-11-26T20:51:47.584182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLD'. [2025-11-26T20:51:47.584506] [INFO ] [FORECASTER] Starting predict_future for APLD [2025-11-26T20:51:47.585361] [DEBUG] [LOCAL ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt [2025-11-26T20:51:47.585430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:47.585483] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:47.585531] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:47.585607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:47.642176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:47.642845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:47.642949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:47.642996] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:47.759798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:47.759954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:47.760007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:47.760046] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:47.763473] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=87.10%) [2025-11-26T20:51:47.763823] [INFO ] [FORECASTER] Completed predict_future for APLD [2025-11-26T20:51:47.763967] [INFO ] [sig ] APLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:47.905511] [INFO ] [LOCAL ] Saved forecast: APLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APLD.txt [2025-11-26T20:51:47.905721] [INFO ] [sig ] [209/3599] Completed APLD in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:47.905793] [INFO ] [sig ] [210/3599] Forecasting APLE... [2025-11-26T20:51:47.905851] [INFO ] [sig ] Generating forecast for: APLE [2025-11-26T20:51:47.905903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-11-26T20:51:47.918482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLE'. [2025-11-26T20:51:47.918931] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-11-26T20:51:47.919893] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-11-26T20:51:47.919965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:47.920014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:47.920054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:47.920123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:47.978469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:47.979261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:47.979360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:47.979407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:48.093579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:48.093786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:48.093839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:48.093879] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:48.097268] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=16.31%) [2025-11-26T20:51:48.097586] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-11-26T20:51:48.097756] [INFO ] [sig ] APLE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:48.238081] [INFO ] [LOCAL ] Saved forecast: APLE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APLE.txt [2025-11-26T20:51:48.238249] [INFO ] [sig ] [210/3599] Completed APLE in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:48.238303] [INFO ] [sig ] [211/3599] Forecasting APLS... [2025-11-26T20:51:48.238341] [INFO ] [sig ] Generating forecast for: APLS [2025-11-26T20:51:48.238385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'. [2025-11-26T20:51:48.250343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLS'. [2025-11-26T20:51:48.250881] [INFO ] [FORECASTER] Starting predict_future for APLS [2025-11-26T20:51:48.251696] [DEBUG] [LOCAL ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt [2025-11-26T20:51:48.251763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:48.251807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:48.251847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:48.251915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:48.308070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:48.308807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:48.308904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:48.308951] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:48.428137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:48.428321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:48.428373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:48.428414] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:48.431836] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=7.49%) [2025-11-26T20:51:48.432144] [INFO ] [FORECASTER] Completed predict_future for APLS [2025-11-26T20:51:48.432296] [INFO ] [sig ] APLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:48.570284] [INFO ] [LOCAL ] Saved forecast: APLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APLS.txt [2025-11-26T20:51:48.570444] [INFO ] [sig ] [211/3599] Completed APLS in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:48.570499] [INFO ] [sig ] [212/3599] Forecasting APM... [2025-11-26T20:51:48.570535] [INFO ] [sig ] Generating forecast for: APM [2025-11-26T20:51:48.570576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'. [2025-11-26T20:51:48.582898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APM'. [2025-11-26T20:51:48.583289] [INFO ] [FORECASTER] Starting predict_future for APM [2025-11-26T20:51:48.584142] [DEBUG] [LOCAL ] No optimal features file found for APM: ./output/feature-sets/APM.txt [2025-11-26T20:51:48.584212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:48.584256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:48.584304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:48.584383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:48.640922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:48.641570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:48.641686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:48.641744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:48.758114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:48.758284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:48.758343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:48.758382] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:48.761784] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=84.55%) [2025-11-26T20:51:48.762092] [INFO ] [FORECASTER] Completed predict_future for APM [2025-11-26T20:51:48.762252] [INFO ] [sig ] APM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:48.902321] [INFO ] [LOCAL ] Saved forecast: APM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APM.txt [2025-11-26T20:51:48.902477] [INFO ] [sig ] [212/3599] Completed APM in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:48.902535] [INFO ] [sig ] [213/3599] Forecasting APO... [2025-11-26T20:51:48.902580] [INFO ] [sig ] Generating forecast for: APO [2025-11-26T20:51:48.902619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-11-26T20:51:48.914570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APO'. [2025-11-26T20:51:48.914914] [INFO ] [FORECASTER] Starting predict_future for APO [2025-11-26T20:51:48.915755] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-11-26T20:51:48.915837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:48.915884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:48.915922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:48.915992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:48.973573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:48.974505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:48.974622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:48.974687] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:49.097261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:49.097438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:49.097498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:49.097549] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:49.101005] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-11-26T20:51:49.101297] [INFO ] [FORECASTER] Completed predict_future for APO [2025-11-26T20:51:49.101452] [INFO ] [sig ] APO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:49.241722] [INFO ] [LOCAL ] Saved forecast: APO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APO.txt [2025-11-26T20:51:49.241855] [INFO ] [sig ] [213/3599] Completed APO in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:49.241906] [INFO ] [sig ] [214/3599] Forecasting APOG... [2025-11-26T20:51:49.241946] [INFO ] [sig ] Generating forecast for: APOG [2025-11-26T20:51:49.241986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'. [2025-11-26T20:51:49.252783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOG'. [2025-11-26T20:51:49.253074] [INFO ] [FORECASTER] Starting predict_future for APOG [2025-11-26T20:51:49.253906] [DEBUG] [LOCAL ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt [2025-11-26T20:51:49.253975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:49.254017] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:49.254057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:49.254124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:49.312049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:49.312726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:49.312819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:49.312866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:49.435549] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:49.435716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:49.435768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:49.435808] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:49.439187] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=86.13%) [2025-11-26T20:51:49.439475] [INFO ] [FORECASTER] Completed predict_future for APOG [2025-11-26T20:51:49.439621] [INFO ] [sig ] APOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:49.586610] [INFO ] [LOCAL ] Saved forecast: APOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APOG.txt [2025-11-26T20:51:49.586868] [INFO ] [sig ] [214/3599] Completed APOG in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:49.586926] [INFO ] [sig ] [215/3599] Forecasting APOS... [2025-11-26T20:51:49.586968] [INFO ] [sig ] Generating forecast for: APOS [2025-11-26T20:51:49.587010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-11-26T20:51:49.598560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOS'. [2025-11-26T20:51:49.598885] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-11-26T20:51:49.599700] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-11-26T20:51:49.599769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:49.599814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:49.599853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:49.599919] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:49.657227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:49.657918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:49.658015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:49.658060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:49.776273] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:49.776428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:49.776480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:49.776521] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:49.779920] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=76.26%) [2025-11-26T20:51:49.780214] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-11-26T20:51:49.780359] [INFO ] [sig ] APOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:49.921008] [INFO ] [LOCAL ] Saved forecast: APOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APOS.txt [2025-11-26T20:51:49.921165] [INFO ] [sig ] [215/3599] Completed APOS in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:49.921226] [INFO ] [sig ] [216/3599] Forecasting APP... [2025-11-26T20:51:49.921266] [INFO ] [sig ] Generating forecast for: APP [2025-11-26T20:51:49.921306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'. [2025-11-26T20:51:49.932003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APP'. [2025-11-26T20:51:49.932297] [INFO ] [FORECASTER] Starting predict_future for APP [2025-11-26T20:51:49.933134] [DEBUG] [LOCAL ] No optimal features file found for APP: ./output/feature-sets/APP.txt [2025-11-26T20:51:49.933202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:49.933257] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:49.933314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:49.933385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:49.990291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:49.990954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:49.991049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:49.991106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:50.108193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:50.108345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:50.108400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:50.108441] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:50.111798] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=5.66%) [2025-11-26T20:51:50.112104] [INFO ] [FORECASTER] Completed predict_future for APP [2025-11-26T20:51:50.112268] [INFO ] [sig ] APP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:50.251120] [INFO ] [LOCAL ] Saved forecast: APP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APP.txt [2025-11-26T20:51:50.251268] [INFO ] [sig ] [216/3599] Completed APP in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:50.251329] [INFO ] [sig ] [217/3599] Forecasting APPF... [2025-11-26T20:51:50.251374] [INFO ] [sig ] Generating forecast for: APPF [2025-11-26T20:51:50.251415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'. [2025-11-26T20:51:50.262433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPF'. [2025-11-26T20:51:50.262756] [INFO ] [FORECASTER] Starting predict_future for APPF [2025-11-26T20:51:50.263571] [DEBUG] [LOCAL ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt [2025-11-26T20:51:50.263662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:50.263716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:50.263757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:50.263823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:50.320761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:50.321387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:50.321481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:50.321528] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:50.438762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:50.438928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:50.438980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:50.439021] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:50.442399] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-11-26T20:51:50.442712] [INFO ] [FORECASTER] Completed predict_future for APPF [2025-11-26T20:51:50.442856] [INFO ] [sig ] APPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:50.585036] [INFO ] [LOCAL ] Saved forecast: APPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APPF.txt [2025-11-26T20:51:50.585265] [INFO ] [sig ] [217/3599] Completed APPF in 0.3s | 2.89 sym/s | Total: 1.2m | ETA: 19.5m [2025-11-26T20:51:50.585339] [INFO ] [sig ] [218/3599] Forecasting APPN... [2025-11-26T20:51:50.585398] [INFO ] [sig ] Generating forecast for: APPN [2025-11-26T20:51:50.585458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'. [2025-11-26T20:51:50.597481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPN'. [2025-11-26T20:51:50.597947] [INFO ] [FORECASTER] Starting predict_future for APPN [2025-11-26T20:51:50.598843] [DEBUG] [LOCAL ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt [2025-11-26T20:51:50.598921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:50.598979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:50.599041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:50.599195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:50.659344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:50.660314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:50.660437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:50.660490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:50.782226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:50.782413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:50.782479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:50.782529] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:50.786049] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=55.03%) [2025-11-26T20:51:50.786361] [INFO ] [FORECASTER] Completed predict_future for APPN [2025-11-26T20:51:50.786562] [INFO ] [sig ] APPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:50.927951] [INFO ] [LOCAL ] Saved forecast: APPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APPN.txt [2025-11-26T20:51:50.928117] [INFO ] [sig ] [218/3599] Completed APPN in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.5m [2025-11-26T20:51:50.928173] [INFO ] [sig ] [219/3599] Forecasting APPS... [2025-11-26T20:51:50.928217] [INFO ] [sig ] Generating forecast for: APPS [2025-11-26T20:51:50.928295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'. [2025-11-26T20:51:50.940073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPS'. [2025-11-26T20:51:50.940416] [INFO ] [FORECASTER] Starting predict_future for APPS [2025-11-26T20:51:50.941247] [DEBUG] [LOCAL ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt [2025-11-26T20:51:50.941318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:50.941363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:50.941403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:50.941470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:50.998829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:50.999733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:50.999832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:50.999880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:51.118551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:51.118755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:51.118810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:51.118847] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:51.122217] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=69.75%) [2025-11-26T20:51:51.122506] [INFO ] [FORECASTER] Completed predict_future for APPS [2025-11-26T20:51:51.122674] [INFO ] [sig ] APPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:51.266739] [INFO ] [LOCAL ] Saved forecast: APPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APPS.txt [2025-11-26T20:51:51.266901] [INFO ] [sig ] [219/3599] Completed APPS in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.5m [2025-11-26T20:51:51.266955] [INFO ] [sig ] [220/3599] Forecasting APRE... [2025-11-26T20:51:51.266997] [INFO ] [sig ] Generating forecast for: APRE [2025-11-26T20:51:51.267039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'. [2025-11-26T20:51:51.278540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APRE'. [2025-11-26T20:51:51.278914] [INFO ] [FORECASTER] Starting predict_future for APRE [2025-11-26T20:51:51.279764] [DEBUG] [LOCAL ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt [2025-11-26T20:51:51.279834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:51.279881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:51.279923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:51.279992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:51.339905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:51.340572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:51.340689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:51.340740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:51.451739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:51.451926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:51.451998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:51.452043] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:51.455447] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=9.32%) [2025-11-26T20:51:51.455762] [INFO ] [FORECASTER] Completed predict_future for APRE [2025-11-26T20:51:51.455907] [INFO ] [sig ] APRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:51.598923] [INFO ] [LOCAL ] Saved forecast: APRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APRE.txt [2025-11-26T20:51:51.599086] [INFO ] [sig ] [220/3599] Completed APRE in 0.3s | 2.89 sym/s | Total: 1.3m | ETA: 19.5m [2025-11-26T20:51:51.599139] [INFO ] [sig ] [221/3599] Forecasting APVO... [2025-11-26T20:51:51.599182] [INFO ] [sig ] Generating forecast for: APVO [2025-11-26T20:51:51.599225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'. [2025-11-26T20:51:51.611154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APVO'. [2025-11-26T20:51:51.611524] [INFO ] [FORECASTER] Starting predict_future for APVO [2025-11-26T20:51:51.612384] [DEBUG] [LOCAL ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt [2025-11-26T20:51:51.612455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:51.612501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:51.612562] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:51.612633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:51.671100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:51.672067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:51.672168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:51.672226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:51.786268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:51.786435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:51.786515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:51.786566] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:51.790313] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-11-26T20:51:51.790615] [INFO ] [FORECASTER] Completed predict_future for APVO [2025-11-26T20:51:51.790790] [INFO ] [sig ] APVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:51.933038] [INFO ] [LOCAL ] Saved forecast: APVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APVO.txt [2025-11-26T20:51:51.933173] [INFO ] [sig ] [221/3599] Completed APVO in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:51.933227] [INFO ] [sig ] [222/3599] Forecasting APYX... [2025-11-26T20:51:51.933271] [INFO ] [sig ] Generating forecast for: APYX [2025-11-26T20:51:51.933311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'. [2025-11-26T20:51:51.944619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APYX'. [2025-11-26T20:51:51.944997] [INFO ] [FORECASTER] Starting predict_future for APYX [2025-11-26T20:51:51.945857] [DEBUG] [LOCAL ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt [2025-11-26T20:51:51.945925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:51.945970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:51.946008] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:51.946075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:52.003747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:52.004440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:52.004534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:52.004575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:52.117466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:52.117618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:52.117686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:52.117727] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:52.121007] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=30.57%) [2025-11-26T20:51:52.121300] [INFO ] [FORECASTER] Completed predict_future for APYX [2025-11-26T20:51:52.121443] [INFO ] [sig ] APYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:52.260927] [INFO ] [LOCAL ] Saved forecast: APYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APYX.txt [2025-11-26T20:51:52.261059] [INFO ] [sig ] [222/3599] Completed APYX in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:52.261111] [INFO ] [sig ] [223/3599] Forecasting AQMS... [2025-11-26T20:51:52.261150] [INFO ] [sig ] Generating forecast for: AQMS [2025-11-26T20:51:52.261190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'. [2025-11-26T20:51:52.271861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQMS'. [2025-11-26T20:51:52.272165] [INFO ] [FORECASTER] Starting predict_future for AQMS [2025-11-26T20:51:52.273008] [DEBUG] [LOCAL ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt [2025-11-26T20:51:52.273077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:52.273122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:52.273162] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:52.273239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:52.332134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:52.332950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:52.333049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:52.333096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:52.448744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:52.448883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:52.448934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:52.448970] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:52.452407] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=14.02%) [2025-11-26T20:51:52.452765] [INFO ] [FORECASTER] Completed predict_future for AQMS [2025-11-26T20:51:52.452923] [INFO ] [sig ] AQMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:52.595254] [INFO ] [LOCAL ] Saved forecast: AQMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AQMS.txt [2025-11-26T20:51:52.595406] [INFO ] [sig ] [223/3599] Completed AQMS in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:52.595470] [INFO ] [sig ] [224/3599] Forecasting AQNB... [2025-11-26T20:51:52.595516] [INFO ] [sig ] Generating forecast for: AQNB [2025-11-26T20:51:52.595565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-11-26T20:51:52.606857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQNB'. [2025-11-26T20:51:52.607192] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-11-26T20:51:52.608088] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-11-26T20:51:52.608159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:52.608230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:52.608284] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:52.608360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:52.667762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:52.668442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:52.668571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:52.668660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:52.783474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:52.783660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:52.783710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:52.783752] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:52.787221] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=74.54%) [2025-11-26T20:51:52.787513] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-11-26T20:51:52.787712] [INFO ] [sig ] AQNB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:52.930007] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AQNB.txt [2025-11-26T20:51:52.930168] [INFO ] [sig ] [224/3599] Completed AQNB in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:52.930221] [INFO ] [sig ] [225/3599] Forecasting ARBB... [2025-11-26T20:51:52.930262] [INFO ] [sig ] Generating forecast for: ARBB [2025-11-26T20:51:52.930297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'. [2025-11-26T20:51:52.941209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBB'. [2025-11-26T20:51:52.941543] [INFO ] [FORECASTER] Starting predict_future for ARBB [2025-11-26T20:51:52.942399] [DEBUG] [LOCAL ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt [2025-11-26T20:51:52.942469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:52.942513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:52.942550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:52.942616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:53.000153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:53.000872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:53.000969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:53.001015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:53.118513] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:53.118679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:53.118733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:53.118773] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:53.122253] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=53.67%) [2025-11-26T20:51:53.122558] [INFO ] [FORECASTER] Completed predict_future for ARBB [2025-11-26T20:51:53.122721] [INFO ] [sig ] ARBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:53.261775] [INFO ] [LOCAL ] Saved forecast: ARBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARBB.txt [2025-11-26T20:51:53.261917] [INFO ] [sig ] [225/3599] Completed ARBB in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:53.261970] [INFO ] [sig ] [226/3599] Forecasting ARBE... [2025-11-26T20:51:53.262011] [INFO ] [sig ] Generating forecast for: ARBE [2025-11-26T20:51:53.262049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'. [2025-11-26T20:51:53.272878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBE'. [2025-11-26T20:51:53.273180] [INFO ] [FORECASTER] Starting predict_future for ARBE [2025-11-26T20:51:53.274017] [DEBUG] [LOCAL ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt [2025-11-26T20:51:53.274085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:53.274130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:53.274169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:53.274262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:53.332217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:53.332889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:53.332981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:53.333030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:53.456341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:53.456499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:53.456549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:53.456591] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:53.460094] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=48.08%) [2025-11-26T20:51:53.460407] [INFO ] [FORECASTER] Completed predict_future for ARBE [2025-11-26T20:51:53.460558] [INFO ] [sig ] ARBE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:53.602260] [INFO ] [LOCAL ] Saved forecast: ARBE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARBE.txt [2025-11-26T20:51:53.602405] [INFO ] [sig ] [226/3599] Completed ARBE in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:53.602461] [INFO ] [sig ] [227/3599] Forecasting ARCB... [2025-11-26T20:51:53.602509] [INFO ] [sig ] Generating forecast for: ARCB [2025-11-26T20:51:53.602551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'. [2025-11-26T20:51:53.616127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCB'. [2025-11-26T20:51:53.616508] [INFO ] [FORECASTER] Starting predict_future for ARCB [2025-11-26T20:51:53.617360] [DEBUG] [LOCAL ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt [2025-11-26T20:51:53.617434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:53.617480] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:53.617539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:53.617620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:53.675060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:53.675760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:53.675858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:53.675914] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:53.800019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:53.800208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:53.800262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:53.800315] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:53.803835] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=73.80%) [2025-11-26T20:51:53.804146] [INFO ] [FORECASTER] Completed predict_future for ARCB [2025-11-26T20:51:53.804302] [INFO ] [sig ] ARCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:53.947345] [INFO ] [LOCAL ] Saved forecast: ARCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARCB.txt [2025-11-26T20:51:53.947507] [INFO ] [sig ] [227/3599] Completed ARCB in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:53.947582] [INFO ] [sig ] [228/3599] Forecasting ARCC... [2025-11-26T20:51:53.947671] [INFO ] [sig ] Generating forecast for: ARCC [2025-11-26T20:51:53.947727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'. [2025-11-26T20:51:53.959472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCC'. [2025-11-26T20:51:53.959837] [INFO ] [FORECASTER] Starting predict_future for ARCC [2025-11-26T20:51:53.960702] [DEBUG] [LOCAL ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt [2025-11-26T20:51:53.960772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:53.960819] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:53.960858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:53.960931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:54.019044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:54.019737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:54.019832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:54.019878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:54.139347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:54.139493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:54.139546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:54.139595] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:54.142966] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=76.62%) [2025-11-26T20:51:54.143259] [INFO ] [FORECASTER] Completed predict_future for ARCC [2025-11-26T20:51:54.143403] [INFO ] [sig ] ARCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:54.285168] [INFO ] [LOCAL ] Saved forecast: ARCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARCC.txt [2025-11-26T20:51:54.285326] [INFO ] [sig ] [228/3599] Completed ARCC in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:54.285380] [INFO ] [sig ] [229/3599] Forecasting ARDC... [2025-11-26T20:51:54.285421] [INFO ] [sig ] Generating forecast for: ARDC [2025-11-26T20:51:54.285464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-11-26T20:51:54.297207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDC'. [2025-11-26T20:51:54.297562] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-11-26T20:51:54.298421] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-11-26T20:51:54.298491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:54.298535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:54.298591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:54.298684] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:54.357189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:54.357942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:54.358038] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:54.358093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:54.472370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:54.472565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:54.472628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:54.472697] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:54.476257] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=44.00%) [2025-11-26T20:51:54.476560] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-11-26T20:51:54.476734] [INFO ] [sig ] ARDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:54.619560] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARDC.txt [2025-11-26T20:51:54.619763] [INFO ] [sig ] [229/3599] Completed ARDC in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:54.619821] [INFO ] [sig ] [230/3599] Forecasting ARDX... [2025-11-26T20:51:54.619856] [INFO ] [sig ] Generating forecast for: ARDX [2025-11-26T20:51:54.619894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'. [2025-11-26T20:51:54.630686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDX'. [2025-11-26T20:51:54.630999] [INFO ] [FORECASTER] Starting predict_future for ARDX [2025-11-26T20:51:54.631857] [DEBUG] [LOCAL ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt [2025-11-26T20:51:54.631925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:54.631969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:54.632009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:54.632076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:54.689263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:54.689944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:54.690038] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:54.690084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:54.813686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:54.813872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:54.813941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:54.813999] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:54.817513] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=21.75%) [2025-11-26T20:51:54.817889] [INFO ] [FORECASTER] Completed predict_future for ARDX [2025-11-26T20:51:54.818051] [INFO ] [sig ] ARDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:54.961743] [INFO ] [LOCAL ] Saved forecast: ARDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARDX.txt [2025-11-26T20:51:54.961937] [INFO ] [sig ] [230/3599] Completed ARDX in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:54.961994] [INFO ] [sig ] [231/3599] Forecasting ARE... [2025-11-26T20:51:54.962035] [INFO ] [sig ] Generating forecast for: ARE [2025-11-26T20:51:54.962078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-11-26T20:51:54.973463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARE'. [2025-11-26T20:51:54.973791] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-11-26T20:51:54.974627] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-11-26T20:51:54.974717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:54.974772] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:54.974821] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:54.974899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:55.034073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:55.034927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:55.035028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:55.035087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:55.161436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:55.161673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:55.161730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:55.161797] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:55.166182] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=9.60%) [2025-11-26T20:51:55.166721] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-11-26T20:51:55.166934] [INFO ] [sig ] ARE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:55.317068] [INFO ] [LOCAL ] Saved forecast: ARE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARE.txt [2025-11-26T20:51:55.317224] [INFO ] [sig ] [231/3599] Completed ARE in 0.4s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:55.317278] [INFO ] [sig ] [232/3599] Forecasting AREC... [2025-11-26T20:51:55.317319] [INFO ] [sig ] Generating forecast for: AREC [2025-11-26T20:51:55.317445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'. [2025-11-26T20:51:55.328414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AREC'. [2025-11-26T20:51:55.328767] [INFO ] [FORECASTER] Starting predict_future for AREC [2025-11-26T20:51:55.329567] [DEBUG] [LOCAL ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt [2025-11-26T20:51:55.329675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:55.329733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:55.329775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:55.329841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:55.387831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:55.388751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:55.388853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:55.388899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:55.510721] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:55.510891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:55.510941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:55.510982] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:55.514333] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=82.72%) [2025-11-26T20:51:55.514621] [INFO ] [FORECASTER] Completed predict_future for AREC [2025-11-26T20:51:55.514783] [INFO ] [sig ] AREC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:55.657007] [INFO ] [LOCAL ] Saved forecast: AREC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AREC.txt [2025-11-26T20:51:55.657168] [INFO ] [sig ] [232/3599] Completed AREC in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:55.657222] [INFO ] [sig ] [233/3599] Forecasting ARES... [2025-11-26T20:51:55.657266] [INFO ] [sig ] Generating forecast for: ARES [2025-11-26T20:51:55.657306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-11-26T20:51:55.668505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARES'. [2025-11-26T20:51:55.668836] [INFO ] [FORECASTER] Starting predict_future for ARES [2025-11-26T20:51:55.669669] [DEBUG] [LOCAL ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt [2025-11-26T20:51:55.669737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:55.669799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:55.669848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:55.669925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:55.727155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:55.728028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:55.728142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:55.728209] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:55.851304] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:55.851463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:55.851522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:55.851563] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:55.855027] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=24.02%) [2025-11-26T20:51:55.855328] [INFO ] [FORECASTER] Completed predict_future for ARES [2025-11-26T20:51:55.855481] [INFO ] [sig ] ARES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:55.996182] [INFO ] [LOCAL ] Saved forecast: ARES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARES.txt [2025-11-26T20:51:55.996331] [INFO ] [sig ] [233/3599] Completed ARES in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:55.996384] [INFO ] [sig ] [234/3599] Forecasting ARGX... [2025-11-26T20:51:55.996425] [INFO ] [sig ] Generating forecast for: ARGX [2025-11-26T20:51:55.996466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'. [2025-11-26T20:51:56.007999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARGX'. [2025-11-26T20:51:56.008387] [INFO ] [FORECASTER] Starting predict_future for ARGX [2025-11-26T20:51:56.009225] [DEBUG] [LOCAL ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt [2025-11-26T20:51:56.009295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:56.009341] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:56.009396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:56.009475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:56.067158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:56.068122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:56.068227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:56.068285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:56.192149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:56.192371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:56.192435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:56.192478] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:56.197689] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=61.90%) [2025-11-26T20:51:56.198120] [INFO ] [FORECASTER] Completed predict_future for ARGX [2025-11-26T20:51:56.198305] [INFO ] [sig ] ARGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:56.341709] [INFO ] [LOCAL ] Saved forecast: ARGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARGX.txt [2025-11-26T20:51:56.341890] [INFO ] [sig ] [234/3599] Completed ARGX in 0.3s | 2.90 sym/s | Total: 1.3m | ETA: 19.4m [2025-11-26T20:51:56.341946] [INFO ] [sig ] [235/3599] Forecasting ARHS... [2025-11-26T20:51:56.341989] [INFO ] [sig ] Generating forecast for: ARHS [2025-11-26T20:51:56.342031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'. [2025-11-26T20:51:56.353451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARHS'. [2025-11-26T20:51:56.353902] [INFO ] [FORECASTER] Starting predict_future for ARHS [2025-11-26T20:51:56.354746] [DEBUG] [LOCAL ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt [2025-11-26T20:51:56.354816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:56.354861] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:56.354956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:56.355065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:56.413617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:56.414527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:56.414638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:56.414710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:56.536966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:56.537149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:56.537202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:56.537243] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:56.540905] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=47.83%) [2025-11-26T20:51:56.541224] [INFO ] [FORECASTER] Completed predict_future for ARHS [2025-11-26T20:51:56.541375] [INFO ] [sig ] ARHS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:56.684312] [INFO ] [LOCAL ] Saved forecast: ARHS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARHS.txt [2025-11-26T20:51:56.684493] [INFO ] [sig ] [235/3599] Completed ARHS in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:56.684549] [INFO ] [sig ] [236/3599] Forecasting ARI... [2025-11-26T20:51:56.684622] [INFO ] [sig ] Generating forecast for: ARI [2025-11-26T20:51:56.684725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-11-26T20:51:56.696023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARI'. [2025-11-26T20:51:56.696418] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-11-26T20:51:56.697279] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-11-26T20:51:56.697350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:56.697405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:56.697452] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:56.697540] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:56.756911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:56.757896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:56.757997] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:56.758053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:56.878091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:56.878266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:56.878338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:56.878390] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:56.882019] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=42.86%) [2025-11-26T20:51:56.882320] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-11-26T20:51:56.882474] [INFO ] [sig ] ARI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:57.022337] [INFO ] [LOCAL ] Saved forecast: ARI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARI.txt [2025-11-26T20:51:57.022552] [INFO ] [sig ] [236/3599] Completed ARI in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:57.022617] [INFO ] [sig ] [237/3599] Forecasting ARKO... [2025-11-26T20:51:57.022682] [INFO ] [sig ] Generating forecast for: ARKO [2025-11-26T20:51:57.022728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'. [2025-11-26T20:51:57.034196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARKO'. [2025-11-26T20:51:57.034547] [INFO ] [FORECASTER] Starting predict_future for ARKO [2025-11-26T20:51:57.035410] [DEBUG] [LOCAL ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt [2025-11-26T20:51:57.035483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:57.035530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:57.035572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:57.035676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:57.096086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:57.096848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:57.096969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:57.097017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:57.216556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:57.216736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:57.216803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:57.216837] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:57.220348] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-11-26T20:51:57.220673] [INFO ] [FORECASTER] Completed predict_future for ARKO [2025-11-26T20:51:57.220839] [INFO ] [sig ] ARKO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:57.368106] [INFO ] [LOCAL ] Saved forecast: ARKO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARKO.txt [2025-11-26T20:51:57.368311] [INFO ] [sig ] [237/3599] Completed ARKO in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:57.368365] [INFO ] [sig ] [238/3599] Forecasting ARLO... [2025-11-26T20:51:57.368407] [INFO ] [sig ] Generating forecast for: ARLO [2025-11-26T20:51:57.368446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-11-26T20:51:57.381162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLO'. [2025-11-26T20:51:57.381521] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-11-26T20:51:57.382514] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-11-26T20:51:57.382585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:57.382632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:57.382688] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:57.382757] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:57.449929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:57.450850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:57.450957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:57.451006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:57.571673] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:57.571859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:57.571913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:57.571954] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:57.575551] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=13.07%) [2025-11-26T20:51:57.575920] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-11-26T20:51:57.576080] [INFO ] [sig ] ARLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:57.717043] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARLO.txt [2025-11-26T20:51:57.717213] [INFO ] [sig ] [238/3599] Completed ARLO in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:57.717268] [INFO ] [sig ] [239/3599] Forecasting ARM... [2025-11-26T20:51:57.717310] [INFO ] [sig ] Generating forecast for: ARM [2025-11-26T20:51:57.717379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'. [2025-11-26T20:51:57.728588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARM'. [2025-11-26T20:51:57.728920] [INFO ] [FORECASTER] Starting predict_future for ARM [2025-11-26T20:51:57.729771] [DEBUG] [LOCAL ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt [2025-11-26T20:51:57.729844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:57.729890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:57.729933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:57.730002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:57.787421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:57.788137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:57.788233] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:57.788289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:57.909957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:57.910134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:57.910188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:57.910229] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:57.913686] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=65.42%) [2025-11-26T20:51:57.914005] [INFO ] [FORECASTER] Completed predict_future for ARM [2025-11-26T20:51:57.914149] [INFO ] [sig ] ARM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:58.056849] [INFO ] [LOCAL ] Saved forecast: ARM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARM.txt [2025-11-26T20:51:58.057011] [INFO ] [sig ] [239/3599] Completed ARM in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:58.057074] [INFO ] [sig ] [240/3599] Forecasting ARMK... [2025-11-26T20:51:58.057116] [INFO ] [sig ] Generating forecast for: ARMK [2025-11-26T20:51:58.057153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-11-26T20:51:58.069180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARMK'. [2025-11-26T20:51:58.069520] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-11-26T20:51:58.070375] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-11-26T20:51:58.070447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:58.070493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:58.070543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:58.070635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:58.127595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:58.128277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:58.128373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:58.128414] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:58.253240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:58.253407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:58.253461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:58.253499] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:58.257116] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=60.11%) [2025-11-26T20:51:58.257424] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-11-26T20:51:58.257594] [INFO ] [sig ] ARMK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:58.398300] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARMK.txt [2025-11-26T20:51:58.398465] [INFO ] [sig ] [240/3599] Completed ARMK in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:58.398522] [INFO ] [sig ] [241/3599] Forecasting AROC... [2025-11-26T20:51:58.398564] [INFO ] [sig ] Generating forecast for: AROC [2025-11-26T20:51:58.398606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-11-26T20:51:58.409325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AROC'. [2025-11-26T20:51:58.409626] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-11-26T20:51:58.410459] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-11-26T20:51:58.410528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:58.410572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:58.410612] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:58.410703] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:58.469410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:58.470109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:58.470211] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:58.470258] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:58.586026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:58.586179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:58.586231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:58.586280] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:58.589717] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=31.43%) [2025-11-26T20:51:58.590005] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-11-26T20:51:58.590149] [INFO ] [sig ] AROC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:58.730691] [INFO ] [LOCAL ] Saved forecast: AROC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AROC.txt [2025-11-26T20:51:58.730839] [INFO ] [sig ] [241/3599] Completed AROC in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:58.730892] [INFO ] [sig ] [242/3599] Forecasting ARQ... [2025-11-26T20:51:58.730941] [INFO ] [sig ] Generating forecast for: ARQ [2025-11-26T20:51:58.730979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'. [2025-11-26T20:51:58.742084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQ'. [2025-11-26T20:51:58.742393] [INFO ] [FORECASTER] Starting predict_future for ARQ [2025-11-26T20:51:58.743227] [DEBUG] [LOCAL ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt [2025-11-26T20:51:58.743297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:58.743343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:58.743383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:58.743454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:58.804966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:58.805708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:58.805801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:58.805847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:58.925206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:58.925377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:58.925430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:58.925473] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:58.929031] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=1.90%) [2025-11-26T20:51:58.929325] [INFO ] [FORECASTER] Completed predict_future for ARQ [2025-11-26T20:51:58.929468] [INFO ] [sig ] ARQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:59.073949] [INFO ] [LOCAL ] Saved forecast: ARQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARQ.txt [2025-11-26T20:51:59.074124] [INFO ] [sig ] [242/3599] Completed ARQ in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:59.074179] [INFO ] [sig ] [243/3599] Forecasting ARQQ... [2025-11-26T20:51:59.074222] [INFO ] [sig ] Generating forecast for: ARQQ [2025-11-26T20:51:59.074263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'. [2025-11-26T20:51:59.085608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'. [2025-11-26T20:51:59.085916] [INFO ] [FORECASTER] Starting predict_future for ARQQ [2025-11-26T20:51:59.086725] [DEBUG] [LOCAL ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt [2025-11-26T20:51:59.086792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:59.086842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:59.086880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:59.086949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:59.144362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:59.145068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:59.145164] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:59.145210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:59.264946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:59.265126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:59.265179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:59.265218] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:59.268693] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=86.08%) [2025-11-26T20:51:59.269036] [INFO ] [FORECASTER] Completed predict_future for ARQQ [2025-11-26T20:51:59.269194] [INFO ] [sig ] ARQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:51:59.411566] [INFO ] [LOCAL ] Saved forecast: ARQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARQQ.txt [2025-11-26T20:51:59.411731] [INFO ] [sig ] [243/3599] Completed ARQQ in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:59.411793] [INFO ] [sig ] [244/3599] Forecasting ARRY... [2025-11-26T20:51:59.411835] [INFO ] [sig ] Generating forecast for: ARRY [2025-11-26T20:51:59.411875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'. [2025-11-26T20:51:59.423211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARRY'. [2025-11-26T20:51:59.423515] [INFO ] [FORECASTER] Starting predict_future for ARRY [2025-11-26T20:51:59.424329] [DEBUG] [LOCAL ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt [2025-11-26T20:51:59.424398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:59.424436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:59.424481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:59.424544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:59.483708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:59.484442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:59.484539] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:59.484585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:59.610140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:59.610325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:59.610381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:59.610422] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:59.613920] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-11-26T20:51:59.614221] [INFO ] [FORECASTER] Completed predict_future for ARRY [2025-11-26T20:51:59.614363] [INFO ] [sig ] ARRY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:51:59.757143] [INFO ] [LOCAL ] Saved forecast: ARRY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARRY.txt [2025-11-26T20:51:59.757300] [INFO ] [sig ] [244/3599] Completed ARRY in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:51:59.757364] [INFO ] [sig ] [245/3599] Forecasting ARTL... [2025-11-26T20:51:59.757418] [INFO ] [sig ] Generating forecast for: ARTL [2025-11-26T20:51:59.757459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'. [2025-11-26T20:51:59.768302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTL'. [2025-11-26T20:51:59.768632] [INFO ] [FORECASTER] Starting predict_future for ARTL [2025-11-26T20:51:59.769486] [DEBUG] [LOCAL ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt [2025-11-26T20:51:59.769555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:51:59.769600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:51:59.769662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:51:59.769751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:51:59.827903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:51:59.828537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:51:59.828630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:51:59.828703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:51:59.945821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:51:59.945962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:51:59.946012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:51:59.946053] [INFO ] [FORECASTER] Training complete [2025-11-26T20:51:59.949420] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=89.08%) [2025-11-26T20:51:59.949748] [INFO ] [FORECASTER] Completed predict_future for ARTL [2025-11-26T20:51:59.949906] [INFO ] [sig ] ARTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:00.091526] [INFO ] [LOCAL ] Saved forecast: ARTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARTL.txt [2025-11-26T20:52:00.091703] [INFO ] [sig ] [245/3599] Completed ARTL in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:52:00.091764] [INFO ] [sig ] [246/3599] Forecasting ARTNA... [2025-11-26T20:52:00.091806] [INFO ] [sig ] Generating forecast for: ARTNA [2025-11-26T20:52:00.091847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'. [2025-11-26T20:52:00.103102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'. [2025-11-26T20:52:00.103483] [INFO ] [FORECASTER] Starting predict_future for ARTNA [2025-11-26T20:52:00.104412] [DEBUG] [LOCAL ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt [2025-11-26T20:52:00.104485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:00.104531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:00.104571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:00.104675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:00.167227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:00.168208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:00.168336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:00.168405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:00.284850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:00.285006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:00.285072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:00.285130] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:00.288663] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=32.51%) [2025-11-26T20:52:00.289033] [INFO ] [FORECASTER] Completed predict_future for ARTNA [2025-11-26T20:52:00.289225] [INFO ] [sig ] ARTNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:00.442096] [INFO ] [LOCAL ] Saved forecast: ARTNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARTNA.txt [2025-11-26T20:52:00.442302] [INFO ] [sig ] [246/3599] Completed ARTNA in 0.4s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:52:00.442353] [INFO ] [sig ] [247/3599] Forecasting ARVN... [2025-11-26T20:52:00.442394] [INFO ] [sig ] Generating forecast for: ARVN [2025-11-26T20:52:00.442435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'. [2025-11-26T20:52:00.456008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARVN'. [2025-11-26T20:52:00.456359] [INFO ] [FORECASTER] Starting predict_future for ARVN [2025-11-26T20:52:00.459188] [DEBUG] [LOCAL ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt [2025-11-26T20:52:00.459255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:00.459293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:00.459325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:00.459387] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:00.526573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:00.527425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:00.527553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:00.527604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:00.647125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:00.647272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:00.647326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:00.647367] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:00.650870] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=8.99%) [2025-11-26T20:52:00.651188] [INFO ] [FORECASTER] Completed predict_future for ARVN [2025-11-26T20:52:00.651353] [INFO ] [sig ] ARVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:00.793760] [INFO ] [LOCAL ] Saved forecast: ARVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARVN.txt [2025-11-26T20:52:00.793932] [INFO ] [sig ] [247/3599] Completed ARVN in 0.4s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:52:00.793990] [INFO ] [sig ] [248/3599] Forecasting ASA... [2025-11-26T20:52:00.794044] [INFO ] [sig ] Generating forecast for: ASA [2025-11-26T20:52:00.794094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-11-26T20:52:00.805314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASA'. [2025-11-26T20:52:00.805684] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-11-26T20:52:00.806528] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-11-26T20:52:00.806612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:00.806691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:00.806742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:00.806818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:00.865801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:00.866623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:00.866740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:00.866784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:00.989732] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:00.989885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:00.989936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:00.989973] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:00.993421] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=69.42%) [2025-11-26T20:52:00.993738] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-11-26T20:52:00.993891] [INFO ] [sig ] ASA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:01.138433] [INFO ] [LOCAL ] Saved forecast: ASA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASA.txt [2025-11-26T20:52:01.138631] [INFO ] [sig ] [248/3599] Completed ASA in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:52:01.138705] [INFO ] [sig ] [249/3599] Forecasting ASB... [2025-11-26T20:52:01.138742] [INFO ] [sig ] Generating forecast for: ASB [2025-11-26T20:52:01.138785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-11-26T20:52:01.150271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASB'. [2025-11-26T20:52:01.150731] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-11-26T20:52:01.151567] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-11-26T20:52:01.151659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:01.151716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:01.151758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:01.151839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:01.212454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:01.213431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:01.213530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:01.213572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:01.333954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:01.334143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:01.334195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:01.334236] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:01.337764] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T20:52:01.338067] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-11-26T20:52:01.338216] [INFO ] [sig ] ASB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:01.479322] [INFO ] [LOCAL ] Saved forecast: ASB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASB.txt [2025-11-26T20:52:01.479479] [INFO ] [sig ] [249/3599] Completed ASB in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.3m [2025-11-26T20:52:01.479537] [INFO ] [sig ] [250/3599] Forecasting ASBA... [2025-11-26T20:52:01.479577] [INFO ] [sig ] Generating forecast for: ASBA [2025-11-26T20:52:01.479623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-11-26T20:52:01.490823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASBA'. [2025-11-26T20:52:01.491209] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-11-26T20:52:01.492093] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-11-26T20:52:01.492175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:01.492235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:01.492321] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:01.492447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:01.550618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:01.551320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:01.551425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:01.551487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:01.659315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:01.659464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:01.659522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:01.659563] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:01.663055] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=90.85%) [2025-11-26T20:52:01.663361] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-11-26T20:52:01.663505] [INFO ] [sig ] ASBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:01.804592] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASBA.txt [2025-11-26T20:52:01.804793] [INFO ] [sig ] [250/3599] Completed ASBA in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.2m [2025-11-26T20:52:01.804849] [INFO ] [sig ] [251/3599] Forecasting ASC... [2025-11-26T20:52:01.804890] [INFO ] [sig ] Generating forecast for: ASC [2025-11-26T20:52:01.804934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-11-26T20:52:01.816992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASC'. [2025-11-26T20:52:01.817303] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-11-26T20:52:01.818155] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-11-26T20:52:01.818224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:01.818268] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:01.818306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:01.818372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:01.875553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:01.876469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:01.876570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:01.876616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:01.996205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:01.996436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:01.996534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:01.996602] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:02.000455] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=80.91%) [2025-11-26T20:52:02.000824] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-11-26T20:52:02.000982] [INFO ] [sig ] ASC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:02.143774] [INFO ] [LOCAL ] Saved forecast: ASC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASC.txt [2025-11-26T20:52:02.143984] [INFO ] [sig ] [251/3599] Completed ASC in 0.3s | 2.90 sym/s | Total: 1.4m | ETA: 19.2m [2025-11-26T20:52:02.144052] [INFO ] [sig ] [252/3599] Forecasting ASG... [2025-11-26T20:52:02.144099] [INFO ] [sig ] Generating forecast for: ASG [2025-11-26T20:52:02.144143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-11-26T20:52:02.156971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASG'. [2025-11-26T20:52:02.157404] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-11-26T20:52:02.158324] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-11-26T20:52:02.158397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:02.158457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:02.158508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:02.158589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:02.221275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:02.222224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:02.222328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:02.222376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:02.349847] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:02.350033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:02.350085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:02.350127] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:02.353598] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=66.62%) [2025-11-26T20:52:02.353956] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-11-26T20:52:02.354122] [INFO ] [sig ] ASG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:02.498880] [INFO ] [LOCAL ] Saved forecast: ASG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASG.txt [2025-11-26T20:52:02.499060] [INFO ] [sig ] [252/3599] Completed ASG in 0.4s | 2.90 sym/s | Total: 1.4m | ETA: 19.2m [2025-11-26T20:52:02.499119] [INFO ] [sig ] [253/3599] Forecasting ASGI... [2025-11-26T20:52:02.499165] [INFO ] [sig ] Generating forecast for: ASGI [2025-11-26T20:52:02.499210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-11-26T20:52:02.511238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGI'. [2025-11-26T20:52:02.511602] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-11-26T20:52:02.512561] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-11-26T20:52:02.512635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:02.512704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:02.512746] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:02.512821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:02.577855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:02.578966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:02.579089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:02.579153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:02.716161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:02.716357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:02.716433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:02.716497] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:02.720018] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-11-26T20:52:02.720362] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-11-26T20:52:02.720542] [INFO ] [sig ] ASGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:02.862173] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASGI.txt [2025-11-26T20:52:02.862382] [INFO ] [sig ] [253/3599] Completed ASGI in 0.4s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:02.862458] [INFO ] [sig ] [254/3599] Forecasting ASGN... [2025-11-26T20:52:02.862527] [INFO ] [sig ] Generating forecast for: ASGN [2025-11-26T20:52:02.862594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-11-26T20:52:02.874187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGN'. [2025-11-26T20:52:02.874544] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-11-26T20:52:02.875417] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-11-26T20:52:02.875496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:02.875563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:02.875625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:02.875752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:02.935639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:02.936621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:02.936758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:02.936835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:03.055507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:03.055707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:03.055763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:03.055836] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:03.059374] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=27.44%) [2025-11-26T20:52:03.059708] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-11-26T20:52:03.059868] [INFO ] [sig ] ASGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:03.206440] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASGN.txt [2025-11-26T20:52:03.206658] [INFO ] [sig ] [254/3599] Completed ASGN in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:03.206733] [INFO ] [sig ] [255/3599] Forecasting ASH... [2025-11-26T20:52:03.206793] [INFO ] [sig ] Generating forecast for: ASH [2025-11-26T20:52:03.206854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-11-26T20:52:03.218310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASH'. [2025-11-26T20:52:03.218702] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-11-26T20:52:03.219572] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-11-26T20:52:03.219673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:03.219751] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:03.219817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:03.219922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:03.279426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:03.280416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:03.280550] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:03.280614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:03.404558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:03.404769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:03.404869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:03.404939] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:03.408536] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=0.34%) [2025-11-26T20:52:03.408894] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-11-26T20:52:03.409072] [INFO ] [sig ] ASH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:03.550470] [INFO ] [LOCAL ] Saved forecast: ASH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASH.txt [2025-11-26T20:52:03.550685] [INFO ] [sig ] [255/3599] Completed ASH in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:03.550757] [INFO ] [sig ] [256/3599] Forecasting ASIX... [2025-11-26T20:52:03.550863] [INFO ] [sig ] Generating forecast for: ASIX [2025-11-26T20:52:03.550921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-11-26T20:52:03.562408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASIX'. [2025-11-26T20:52:03.562844] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-11-26T20:52:03.563727] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-11-26T20:52:03.563805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:03.563865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:03.563933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:03.564096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:03.620908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:03.621713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:03.621824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:03.621903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:03.739057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:03.739257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:03.739327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:03.739385] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:03.742933] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=68.69%) [2025-11-26T20:52:03.743269] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-11-26T20:52:03.743443] [INFO ] [sig ] ASIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:03.886064] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASIX.txt [2025-11-26T20:52:03.886241] [INFO ] [sig ] [256/3599] Completed ASIX in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:03.886330] [INFO ] [sig ] [257/3599] Forecasting ASLE... [2025-11-26T20:52:03.886398] [INFO ] [sig ] Generating forecast for: ASLE [2025-11-26T20:52:03.886467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'. [2025-11-26T20:52:03.898366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASLE'. [2025-11-26T20:52:03.898785] [INFO ] [FORECASTER] Starting predict_future for ASLE [2025-11-26T20:52:03.899659] [DEBUG] [LOCAL ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt [2025-11-26T20:52:03.899729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:03.899774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:03.899813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:03.899881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:03.968349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:03.969401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:03.969516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:03.969564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:04.091427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:04.091620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:04.091696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:04.091738] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:04.095166] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=88.41%) [2025-11-26T20:52:04.095459] [INFO ] [FORECASTER] Completed predict_future for ASLE [2025-11-26T20:52:04.095602] [INFO ] [sig ] ASLE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:04.237421] [INFO ] [LOCAL ] Saved forecast: ASLE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASLE.txt [2025-11-26T20:52:04.237618] [INFO ] [sig ] [257/3599] Completed ASLE in 0.4s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:04.237694] [INFO ] [sig ] [258/3599] Forecasting ASMB... [2025-11-26T20:52:04.237739] [INFO ] [sig ] Generating forecast for: ASMB [2025-11-26T20:52:04.237777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'. [2025-11-26T20:52:04.249660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASMB'. [2025-11-26T20:52:04.250032] [INFO ] [FORECASTER] Starting predict_future for ASMB [2025-11-26T20:52:04.250861] [DEBUG] [LOCAL ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt [2025-11-26T20:52:04.250930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:04.250975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:04.251014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:04.251083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:04.308613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:04.309398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:04.309497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:04.309545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:04.432394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:04.432565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:04.432622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:04.432684] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:04.436191] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=35.15%) [2025-11-26T20:52:04.436488] [INFO ] [FORECASTER] Completed predict_future for ASMB [2025-11-26T20:52:04.436634] [INFO ] [sig ] ASMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:04.580269] [INFO ] [LOCAL ] Saved forecast: ASMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASMB.txt [2025-11-26T20:52:04.580467] [INFO ] [sig ] [258/3599] Completed ASMB in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:04.580522] [INFO ] [sig ] [259/3599] Forecasting ASML... [2025-11-26T20:52:04.580566] [INFO ] [sig ] Generating forecast for: ASML [2025-11-26T20:52:04.580608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'. [2025-11-26T20:52:04.592268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASML'. [2025-11-26T20:52:04.592717] [INFO ] [FORECASTER] Starting predict_future for ASML [2025-11-26T20:52:04.593512] [DEBUG] [LOCAL ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt [2025-11-26T20:52:04.593582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:04.593658] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:04.593702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:04.593771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:04.651509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:04.652420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:04.652518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:04.652565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:04.774800] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:04.774990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:04.775041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:04.775075] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:04.778530] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=12.72%) [2025-11-26T20:52:04.778842] [INFO ] [FORECASTER] Completed predict_future for ASML [2025-11-26T20:52:04.778986] [INFO ] [sig ] ASML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:04.918547] [INFO ] [LOCAL ] Saved forecast: ASML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASML.txt [2025-11-26T20:52:04.918768] [INFO ] [sig ] [259/3599] Completed ASML in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:04.918827] [INFO ] [sig ] [260/3599] Forecasting ASND... [2025-11-26T20:52:04.918869] [INFO ] [sig ] Generating forecast for: ASND [2025-11-26T20:52:04.918907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'. [2025-11-26T20:52:04.930748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASND'. [2025-11-26T20:52:04.931109] [INFO ] [FORECASTER] Starting predict_future for ASND [2025-11-26T20:52:04.931928] [DEBUG] [LOCAL ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt [2025-11-26T20:52:04.931997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:04.932042] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:04.932082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:04.932149] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:04.988929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:04.989802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:04.989899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:04.989947] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:05.111839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:05.112048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:05.112101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:05.112138] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:05.115597] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=64.91%) [2025-11-26T20:52:05.115916] [INFO ] [FORECASTER] Completed predict_future for ASND [2025-11-26T20:52:05.116051] [INFO ] [sig ] ASND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:05.303207] [INFO ] [LOCAL ] Saved forecast: ASND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASND.txt [2025-11-26T20:52:05.303376] [INFO ] [sig ] [260/3599] Completed ASND in 0.4s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:05.303433] [INFO ] [sig ] [261/3599] Forecasting ASNS... [2025-11-26T20:52:05.303474] [INFO ] [sig ] Generating forecast for: ASNS [2025-11-26T20:52:05.303517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'. [2025-11-26T20:52:05.315371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASNS'. [2025-11-26T20:52:05.315787] [INFO ] [FORECASTER] Starting predict_future for ASNS [2025-11-26T20:52:05.316600] [DEBUG] [LOCAL ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt [2025-11-26T20:52:05.316699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:05.316761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:05.316798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:05.316876] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:05.374234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:05.374895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:05.374991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:05.375041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:05.487400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:05.487593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:05.487663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:05.487714] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:05.491122] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=90.54%) [2025-11-26T20:52:05.491426] [INFO ] [FORECASTER] Completed predict_future for ASNS [2025-11-26T20:52:05.491572] [INFO ] [sig ] ASNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:05.631219] [INFO ] [LOCAL ] Saved forecast: ASNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASNS.txt [2025-11-26T20:52:05.631376] [INFO ] [sig ] [261/3599] Completed ASNS in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:05.631431] [INFO ] [sig ] [262/3599] Forecasting ASO... [2025-11-26T20:52:05.631478] [INFO ] [sig ] Generating forecast for: ASO [2025-11-26T20:52:05.631518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'. [2025-11-26T20:52:05.643477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASO'. [2025-11-26T20:52:05.643851] [INFO ] [FORECASTER] Starting predict_future for ASO [2025-11-26T20:52:05.644727] [DEBUG] [LOCAL ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt [2025-11-26T20:52:05.644801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:05.644850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:05.644889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:05.644957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:05.703277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:05.703976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:05.704073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:05.704120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:05.823258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:05.823439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:05.823492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:05.823532] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:05.827224] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=38.16%) [2025-11-26T20:52:05.827560] [INFO ] [FORECASTER] Completed predict_future for ASO [2025-11-26T20:52:05.827737] [INFO ] [sig ] ASO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:05.969403] [INFO ] [LOCAL ] Saved forecast: ASO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASO.txt [2025-11-26T20:52:05.969561] [INFO ] [sig ] [262/3599] Completed ASO in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:05.969616] [INFO ] [sig ] [263/3599] Forecasting ASPI... [2025-11-26T20:52:05.969689] [INFO ] [sig ] Generating forecast for: ASPI [2025-11-26T20:52:05.969741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'. [2025-11-26T20:52:05.981356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPI'. [2025-11-26T20:52:05.981705] [INFO ] [FORECASTER] Starting predict_future for ASPI [2025-11-26T20:52:05.982557] [DEBUG] [LOCAL ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt [2025-11-26T20:52:05.982631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:05.982718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:05.982787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:05.982892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:06.042738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:06.043670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:06.043778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:06.043846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:06.162515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:06.162704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:06.162781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:06.162843] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:06.166270] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=3.08%) [2025-11-26T20:52:06.166613] [INFO ] [FORECASTER] Completed predict_future for ASPI [2025-11-26T20:52:06.166806] [INFO ] [sig ] ASPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:06.307506] [INFO ] [LOCAL ] Saved forecast: ASPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASPI.txt [2025-11-26T20:52:06.307756] [INFO ] [sig ] [263/3599] Completed ASPI in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:06.307838] [INFO ] [sig ] [264/3599] Forecasting ASPN... [2025-11-26T20:52:06.307899] [INFO ] [sig ] Generating forecast for: ASPN [2025-11-26T20:52:06.307960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-11-26T20:52:06.318816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPN'. [2025-11-26T20:52:06.319196] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-11-26T20:52:06.320120] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-11-26T20:52:06.320192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:06.320237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:06.320277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:06.320344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:06.377707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:06.378563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:06.378694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:06.378765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:06.503038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:06.503234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:06.503303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:06.503367] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:06.506901] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=70.78%) [2025-11-26T20:52:06.507229] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-11-26T20:52:06.507408] [INFO ] [sig ] ASPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:06.652094] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASPN.txt [2025-11-26T20:52:06.652292] [INFO ] [sig ] [264/3599] Completed ASPN in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:06.652369] [INFO ] [sig ] [265/3599] Forecasting ASPS... [2025-11-26T20:52:06.652440] [INFO ] [sig ] Generating forecast for: ASPS [2025-11-26T20:52:06.652511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'. [2025-11-26T20:52:06.664388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPS'. [2025-11-26T20:52:06.664827] [INFO ] [FORECASTER] Starting predict_future for ASPS [2025-11-26T20:52:06.665718] [DEBUG] [LOCAL ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt [2025-11-26T20:52:06.665796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:06.665876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:06.665948] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:06.666064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:06.725465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:06.726575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:06.726762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:06.726818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:06.854457] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:06.854674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:06.854735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:06.854786] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:06.858419] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-11-26T20:52:06.858761] [INFO ] [FORECASTER] Completed predict_future for ASPS [2025-11-26T20:52:06.858931] [INFO ] [sig ] ASPS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:07.000530] [INFO ] [LOCAL ] Saved forecast: ASPS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASPS.txt [2025-11-26T20:52:07.000722] [INFO ] [sig ] [265/3599] Completed ASPS in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:07.000780] [INFO ] [sig ] [266/3599] Forecasting ASTH... [2025-11-26T20:52:07.000823] [INFO ] [sig ] Generating forecast for: ASTH [2025-11-26T20:52:07.000863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'. [2025-11-26T20:52:07.011509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTH'. [2025-11-26T20:52:07.011849] [INFO ] [FORECASTER] Starting predict_future for ASTH [2025-11-26T20:52:07.012664] [DEBUG] [LOCAL ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt [2025-11-26T20:52:07.012732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:07.012777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:07.012816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:07.012882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:07.069437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:07.070210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:07.070307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:07.070353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:07.188009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:07.188171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:07.188223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:07.188281] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:07.191679] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-11-26T20:52:07.191982] [INFO ] [FORECASTER] Completed predict_future for ASTH [2025-11-26T20:52:07.192125] [INFO ] [sig ] ASTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:07.331341] [INFO ] [LOCAL ] Saved forecast: ASTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASTH.txt [2025-11-26T20:52:07.331494] [INFO ] [sig ] [266/3599] Completed ASTH in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:07.331548] [INFO ] [sig ] [267/3599] Forecasting ASTI... [2025-11-26T20:52:07.331591] [INFO ] [sig ] Generating forecast for: ASTI [2025-11-26T20:52:07.331658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'. [2025-11-26T20:52:07.343291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTI'. [2025-11-26T20:52:07.343729] [INFO ] [FORECASTER] Starting predict_future for ASTI [2025-11-26T20:52:07.344577] [DEBUG] [LOCAL ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt [2025-11-26T20:52:07.344675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:07.344749] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:07.344815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:07.344923] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:07.402404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:07.403159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:07.403270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:07.403340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:07.528475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:07.528682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:07.528762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:07.528827] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:07.532345] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=27.42%) [2025-11-26T20:52:07.532687] [INFO ] [FORECASTER] Completed predict_future for ASTI [2025-11-26T20:52:07.532862] [INFO ] [sig ] ASTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:07.671269] [INFO ] [LOCAL ] Saved forecast: ASTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASTI.txt [2025-11-26T20:52:07.671441] [INFO ] [sig ] [267/3599] Completed ASTI in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.2m [2025-11-26T20:52:07.671514] [INFO ] [sig ] [268/3599] Forecasting ASTL... [2025-11-26T20:52:07.671596] [INFO ] [sig ] Generating forecast for: ASTL [2025-11-26T20:52:07.671688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'. [2025-11-26T20:52:07.682972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTL'. [2025-11-26T20:52:07.683344] [INFO ] [FORECASTER] Starting predict_future for ASTL [2025-11-26T20:52:07.684230] [DEBUG] [LOCAL ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt [2025-11-26T20:52:07.684303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:07.684355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:07.684408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:07.684483] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:07.742700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:07.743477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:07.743595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:07.743671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:07.866087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:07.866266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:07.866319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:07.866361] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:07.869889] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=54.73%) [2025-11-26T20:52:07.870236] [INFO ] [FORECASTER] Completed predict_future for ASTL [2025-11-26T20:52:07.870419] [INFO ] [sig ] ASTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:08.011586] [INFO ] [LOCAL ] Saved forecast: ASTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASTL.txt [2025-11-26T20:52:08.011797] [INFO ] [sig ] [268/3599] Completed ASTL in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m [2025-11-26T20:52:08.011877] [INFO ] [sig ] [269/3599] Forecasting ASTS... [2025-11-26T20:52:08.011945] [INFO ] [sig ] Generating forecast for: ASTS [2025-11-26T20:52:08.012010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'. [2025-11-26T20:52:08.024067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTS'. [2025-11-26T20:52:08.024531] [INFO ] [FORECASTER] Starting predict_future for ASTS [2025-11-26T20:52:08.025361] [DEBUG] [LOCAL ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt [2025-11-26T20:52:08.025431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:08.025475] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:08.025515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:08.025583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:08.083284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:08.083974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:08.084070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:08.084116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:08.206278] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:08.206473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:08.206525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:08.206564] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:08.209959] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=5.79%) [2025-11-26T20:52:08.210249] [INFO ] [FORECASTER] Completed predict_future for ASTS [2025-11-26T20:52:08.210404] [INFO ] [sig ] ASTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:08.350904] [INFO ] [LOCAL ] Saved forecast: ASTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASTS.txt [2025-11-26T20:52:08.351077] [INFO ] [sig ] [269/3599] Completed ASTS in 0.3s | 2.90 sym/s | Total: 1.5m | ETA: 19.1m [2025-11-26T20:52:08.351132] [INFO ] [sig ] [270/3599] Forecasting ASYS... [2025-11-26T20:52:08.351175] [INFO ] [sig ] Generating forecast for: ASYS [2025-11-26T20:52:08.351217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'. [2025-11-26T20:52:08.362838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASYS'. [2025-11-26T20:52:08.363229] [INFO ] [FORECASTER] Starting predict_future for ASYS [2025-11-26T20:52:08.364105] [DEBUG] [LOCAL ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt [2025-11-26T20:52:08.364184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:08.364232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:08.364287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:08.364361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:08.422973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:08.423844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:08.423942] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:08.423988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:08.544367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:08.544556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:08.544609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:08.544672] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:08.548147] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-11-26T20:52:08.548464] [INFO ] [FORECASTER] Completed predict_future for ASYS [2025-11-26T20:52:08.548619] [INFO ] [sig ] ASYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:08.695061] [INFO ] [LOCAL ] Saved forecast: ASYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASYS.txt [2025-11-26T20:52:08.695244] [INFO ] [sig ] [270/3599] Completed ASYS in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:08.695300] [INFO ] [sig ] [271/3599] Forecasting ATAI... [2025-11-26T20:52:08.695344] [INFO ] [sig ] Generating forecast for: ATAI [2025-11-26T20:52:08.695385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'. [2025-11-26T20:52:08.707219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATAI'. [2025-11-26T20:52:08.707717] [INFO ] [FORECASTER] Starting predict_future for ATAI [2025-11-26T20:52:08.708620] [DEBUG] [LOCAL ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt [2025-11-26T20:52:08.708738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:08.708802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:08.708857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:08.708960] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:08.768386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:08.769340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:08.769443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:08.769490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:08.886145] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:08.886326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:08.886377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:08.886421] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:08.889885] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-11-26T20:52:08.890182] [INFO ] [FORECASTER] Completed predict_future for ATAI [2025-11-26T20:52:08.890332] [INFO ] [sig ] ATAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:09.035981] [INFO ] [LOCAL ] Saved forecast: ATAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATAI.txt [2025-11-26T20:52:09.036146] [INFO ] [sig ] [271/3599] Completed ATAI in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:09.036202] [INFO ] [sig ] [272/3599] Forecasting ATEC... [2025-11-26T20:52:09.036247] [INFO ] [sig ] Generating forecast for: ATEC [2025-11-26T20:52:09.036290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'. [2025-11-26T20:52:09.050452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEC'. [2025-11-26T20:52:09.051054] [INFO ] [FORECASTER] Starting predict_future for ATEC [2025-11-26T20:52:09.051996] [DEBUG] [LOCAL ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt [2025-11-26T20:52:09.052076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:09.052129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:09.052173] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:09.052245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:09.119155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:09.120236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:09.120351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:09.120403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:09.248615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:09.248818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:09.248875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:09.248917] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:09.252406] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=94.43%) [2025-11-26T20:52:09.252731] [INFO ] [FORECASTER] Completed predict_future for ATEC [2025-11-26T20:52:09.252880] [INFO ] [sig ] ATEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:09.393352] [INFO ] [LOCAL ] Saved forecast: ATEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATEC.txt [2025-11-26T20:52:09.393548] [INFO ] [sig ] [272/3599] Completed ATEC in 0.4s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:09.393605] [INFO ] [sig ] [273/3599] Forecasting ATEN... [2025-11-26T20:52:09.393667] [INFO ] [sig ] Generating forecast for: ATEN [2025-11-26T20:52:09.393711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-11-26T20:52:09.405488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEN'. [2025-11-26T20:52:09.405800] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-11-26T20:52:09.406608] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-11-26T20:52:09.406699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:09.406745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:09.406784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:09.406852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:09.464058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:09.464999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:09.465103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:09.465150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:09.587495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:09.587708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:09.587762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:09.587803] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:09.591160] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-11-26T20:52:09.591449] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-11-26T20:52:09.591593] [INFO ] [sig ] ATEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:09.732176] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATEN.txt [2025-11-26T20:52:09.732325] [INFO ] [sig ] [273/3599] Completed ATEN in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:09.732379] [INFO ] [sig ] [274/3599] Forecasting ATEX... [2025-11-26T20:52:09.732439] [INFO ] [sig ] Generating forecast for: ATEX [2025-11-26T20:52:09.732496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'. [2025-11-26T20:52:09.746059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEX'. [2025-11-26T20:52:09.746633] [INFO ] [FORECASTER] Starting predict_future for ATEX [2025-11-26T20:52:09.747839] [DEBUG] [LOCAL ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt [2025-11-26T20:52:09.747909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:09.747959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:09.747998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:09.748068] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:09.807219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:09.808240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:09.808356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:09.808402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:09.929700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:09.929988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:09.930048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:09.930090] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:09.934018] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-11-26T20:52:09.934352] [INFO ] [FORECASTER] Completed predict_future for ATEX [2025-11-26T20:52:09.934520] [INFO ] [sig ] ATEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:10.078044] [INFO ] [LOCAL ] Saved forecast: ATEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATEX.txt [2025-11-26T20:52:10.078272] [INFO ] [sig ] [274/3599] Completed ATEX in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:10.078331] [INFO ] [sig ] [275/3599] Forecasting ATGE... [2025-11-26T20:52:10.078383] [INFO ] [sig ] Generating forecast for: ATGE [2025-11-26T20:52:10.078421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-11-26T20:52:10.093683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATGE'. [2025-11-26T20:52:10.094312] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-11-26T20:52:10.095387] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-11-26T20:52:10.095462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:10.095511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:10.095554] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:10.095627] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:10.155709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:10.157020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:10.157155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:10.157205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:10.283256] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:10.283567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:10.283687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:10.283759] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:10.288775] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=95.78%) [2025-11-26T20:52:10.289214] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-11-26T20:52:10.289429] [INFO ] [sig ] ATGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:10.441918] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATGE.txt [2025-11-26T20:52:10.442189] [INFO ] [sig ] [275/3599] Completed ATGE in 0.4s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:10.442253] [INFO ] [sig ] [276/3599] Forecasting ATHM... [2025-11-26T20:52:10.442303] [INFO ] [sig ] Generating forecast for: ATHM [2025-11-26T20:52:10.442350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-11-26T20:52:10.456101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHM'. [2025-11-26T20:52:10.456508] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-11-26T20:52:10.457362] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-11-26T20:52:10.457433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:10.457479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:10.457516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:10.457607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:10.515075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:10.516112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:10.516223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:10.516270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:10.636505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:10.636709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:10.636761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:10.636804] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:10.640292] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=19.48%) [2025-11-26T20:52:10.640593] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-11-26T20:52:10.640762] [INFO ] [sig ] ATHM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:10.780443] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATHM.txt [2025-11-26T20:52:10.780627] [INFO ] [sig ] [276/3599] Completed ATHM in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:10.780703] [INFO ] [sig ] [277/3599] Forecasting ATI... [2025-11-26T20:52:10.780747] [INFO ] [sig ] Generating forecast for: ATI [2025-11-26T20:52:10.780790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-11-26T20:52:10.794441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATI'. [2025-11-26T20:52:10.795015] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-11-26T20:52:10.796034] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-11-26T20:52:10.796111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:10.796162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:10.796199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:10.796274] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:10.857007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:10.858263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:10.858386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:10.858438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:10.981048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:10.981315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:10.981376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:10.981450] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:10.985323] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=31.90%) [2025-11-26T20:52:10.985683] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-11-26T20:52:10.985844] [INFO ] [sig ] ATI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:11.128024] [INFO ] [LOCAL ] Saved forecast: ATI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATI.txt [2025-11-26T20:52:11.128236] [INFO ] [sig ] [277/3599] Completed ATI in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:11.128297] [INFO ] [sig ] [278/3599] Forecasting ATLC... [2025-11-26T20:52:11.128340] [INFO ] [sig ] Generating forecast for: ATLC [2025-11-26T20:52:11.128385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'. [2025-11-26T20:52:11.142684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLC'. [2025-11-26T20:52:11.143342] [INFO ] [FORECASTER] Starting predict_future for ATLC [2025-11-26T20:52:11.144351] [DEBUG] [LOCAL ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt [2025-11-26T20:52:11.144429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:11.144476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:11.144516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:11.144586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:11.201507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:11.202502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:11.202608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:11.202680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:11.332123] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:11.332316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:11.332372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:11.332415] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:11.335834] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.39%) [2025-11-26T20:52:11.336127] [INFO ] [FORECASTER] Completed predict_future for ATLC [2025-11-26T20:52:11.336276] [INFO ] [sig ] ATLC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:11.475944] [INFO ] [LOCAL ] Saved forecast: ATLC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATLC.txt [2025-11-26T20:52:11.476114] [INFO ] [sig ] [278/3599] Completed ATLC in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:11.476168] [INFO ] [sig ] [279/3599] Forecasting ATLCZ... [2025-11-26T20:52:11.476211] [INFO ] [sig ] Generating forecast for: ATLCZ [2025-11-26T20:52:11.476251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'. [2025-11-26T20:52:11.487825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'. [2025-11-26T20:52:11.488220] [INFO ] [FORECASTER] Starting predict_future for ATLCZ [2025-11-26T20:52:11.489098] [DEBUG] [LOCAL ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt [2025-11-26T20:52:11.489167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:11.489212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:11.489250] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:11.489316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:11.547190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:11.548181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:11.548294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:11.548341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:11.667584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:11.667781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:11.667832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:11.667871] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:11.671382] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-11-26T20:52:11.671712] [INFO ] [FORECASTER] Completed predict_future for ATLCZ [2025-11-26T20:52:11.671867] [INFO ] [sig ] ATLCZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:11.816088] [INFO ] [LOCAL ] Saved forecast: ATLCZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATLCZ.txt [2025-11-26T20:52:11.816272] [INFO ] [sig ] [279/3599] Completed ATLCZ in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:11.816330] [INFO ] [sig ] [280/3599] Forecasting ATLO... [2025-11-26T20:52:11.816376] [INFO ] [sig ] Generating forecast for: ATLO [2025-11-26T20:52:11.816418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'. [2025-11-26T20:52:11.829242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLO'. [2025-11-26T20:52:11.829637] [INFO ] [FORECASTER] Starting predict_future for ATLO [2025-11-26T20:52:11.830483] [DEBUG] [LOCAL ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt [2025-11-26T20:52:11.830553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:11.830600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:11.830659] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:11.830733] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:11.891998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:11.892849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:11.892960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:11.893031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:12.006535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:12.006889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:12.006945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:12.006986] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:12.010794] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-11-26T20:52:12.011100] [INFO ] [FORECASTER] Completed predict_future for ATLO [2025-11-26T20:52:12.011247] [INFO ] [sig ] ATLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:12.156735] [INFO ] [LOCAL ] Saved forecast: ATLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATLO.txt [2025-11-26T20:52:12.156898] [INFO ] [sig ] [280/3599] Completed ATLO in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:12.156952] [INFO ] [sig ] [281/3599] Forecasting ATNI... [2025-11-26T20:52:12.156997] [INFO ] [sig ] Generating forecast for: ATNI [2025-11-26T20:52:12.157040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'. [2025-11-26T20:52:12.168732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATNI'. [2025-11-26T20:52:12.169120] [INFO ] [FORECASTER] Starting predict_future for ATNI [2025-11-26T20:52:12.169969] [DEBUG] [LOCAL ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt [2025-11-26T20:52:12.170041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:12.170088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:12.170128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:12.170210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:12.228282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:12.229282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:12.229404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:12.229451] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:12.352101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:12.352293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:12.352345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:12.352387] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:12.355924] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-11-26T20:52:12.356219] [INFO ] [FORECASTER] Completed predict_future for ATNI [2025-11-26T20:52:12.356363] [INFO ] [sig ] ATNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:12.495580] [INFO ] [LOCAL ] Saved forecast: ATNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATNI.txt [2025-11-26T20:52:12.495792] [INFO ] [sig ] [281/3599] Completed ATNI in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:12.495847] [INFO ] [sig ] [282/3599] Forecasting ATO... [2025-11-26T20:52:12.495885] [INFO ] [sig ] Generating forecast for: ATO [2025-11-26T20:52:12.495922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-11-26T20:52:12.508043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATO'. [2025-11-26T20:52:12.508490] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-11-26T20:52:12.509353] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-11-26T20:52:12.509432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:12.509477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:12.509516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:12.509583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:12.567280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:12.568240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:12.568376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:12.568422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:12.694988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:12.695188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:12.695241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:12.695282] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:12.698910] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=98.65%) [2025-11-26T20:52:12.699265] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-11-26T20:52:12.699422] [INFO ] [sig ] ATO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:12.840458] [INFO ] [LOCAL ] Saved forecast: ATO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATO.txt [2025-11-26T20:52:12.840675] [INFO ] [sig ] [282/3599] Completed ATO in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:12.840731] [INFO ] [sig ] [283/3599] Forecasting ATOM... [2025-11-26T20:52:12.840775] [INFO ] [sig ] Generating forecast for: ATOM [2025-11-26T20:52:12.840816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'. [2025-11-26T20:52:12.852829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATOM'. [2025-11-26T20:52:12.853181] [INFO ] [FORECASTER] Starting predict_future for ATOM [2025-11-26T20:52:12.854015] [DEBUG] [LOCAL ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt [2025-11-26T20:52:12.854105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:12.854153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:12.854194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:12.854264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:12.912044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:12.913011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:12.913124] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:12.913174] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:13.038138] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:13.038337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:13.038389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:13.038432] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:13.042010] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=60.46%) [2025-11-26T20:52:13.042358] [INFO ] [FORECASTER] Completed predict_future for ATOM [2025-11-26T20:52:13.042514] [INFO ] [sig ] ATOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:13.183766] [INFO ] [LOCAL ] Saved forecast: ATOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATOM.txt [2025-11-26T20:52:13.183927] [INFO ] [sig ] [283/3599] Completed ATOM in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.1m [2025-11-26T20:52:13.183983] [INFO ] [sig ] [284/3599] Forecasting ATPC... [2025-11-26T20:52:13.184029] [INFO ] [sig ] Generating forecast for: ATPC [2025-11-26T20:52:13.184071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'. [2025-11-26T20:52:13.195735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATPC'. [2025-11-26T20:52:13.196050] [INFO ] [FORECASTER] Starting predict_future for ATPC [2025-11-26T20:52:13.196862] [DEBUG] [LOCAL ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt [2025-11-26T20:52:13.196932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:13.196978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:13.197017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:13.197084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:13.254069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:13.254963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:13.255066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:13.255116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:13.372695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:13.372880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:13.372934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:13.372975] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:13.376347] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: UP (p=92.07%) [2025-11-26T20:52:13.376635] [INFO ] [FORECASTER] Completed predict_future for ATPC [2025-11-26T20:52:13.376821] [INFO ] [sig ] ATPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:13.515539] [INFO ] [LOCAL ] Saved forecast: ATPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATPC.txt [2025-11-26T20:52:13.515724] [INFO ] [sig ] [284/3599] Completed ATPC in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m [2025-11-26T20:52:13.515784] [INFO ] [sig ] [285/3599] Forecasting ATRA... [2025-11-26T20:52:13.515829] [INFO ] [sig ] Generating forecast for: ATRA [2025-11-26T20:52:13.515870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'. [2025-11-26T20:52:13.526558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRA'. [2025-11-26T20:52:13.526898] [INFO ] [FORECASTER] Starting predict_future for ATRA [2025-11-26T20:52:13.527752] [DEBUG] [LOCAL ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt [2025-11-26T20:52:13.527822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:13.527867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:13.527906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:13.527976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:13.584516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:13.585196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:13.585294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:13.585341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:13.704128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:13.704312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:13.704365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:13.704408] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:13.707865] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-11-26T20:52:13.708165] [INFO ] [FORECASTER] Completed predict_future for ATRA [2025-11-26T20:52:13.708307] [INFO ] [sig ] ATRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:13.847437] [INFO ] [LOCAL ] Saved forecast: ATRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATRA.txt [2025-11-26T20:52:13.847611] [INFO ] [sig ] [285/3599] Completed ATRA in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m [2025-11-26T20:52:13.847680] [INFO ] [sig ] [286/3599] Forecasting ATRC... [2025-11-26T20:52:13.847716] [INFO ] [sig ] Generating forecast for: ATRC [2025-11-26T20:52:13.847766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'. [2025-11-26T20:52:13.861600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRC'. [2025-11-26T20:52:13.862286] [INFO ] [FORECASTER] Starting predict_future for ATRC [2025-11-26T20:52:13.863596] [DEBUG] [LOCAL ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt [2025-11-26T20:52:13.863687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:13.863734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:13.863772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:13.863839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:13.920282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:13.921312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:13.921420] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:13.921467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:14.039840] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:14.040033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:14.040087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:14.040126] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:14.043538] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=38.11%) [2025-11-26T20:52:14.043857] [INFO ] [FORECASTER] Completed predict_future for ATRC [2025-11-26T20:52:14.044010] [INFO ] [sig ] ATRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:14.182381] [INFO ] [LOCAL ] Saved forecast: ATRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATRC.txt [2025-11-26T20:52:14.182549] [INFO ] [sig ] [286/3599] Completed ATRC in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m [2025-11-26T20:52:14.182611] [INFO ] [sig ] [287/3599] Forecasting ATRO... [2025-11-26T20:52:14.182666] [INFO ] [sig ] Generating forecast for: ATRO [2025-11-26T20:52:14.182707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'. [2025-11-26T20:52:14.194936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRO'. [2025-11-26T20:52:14.195357] [INFO ] [FORECASTER] Starting predict_future for ATRO [2025-11-26T20:52:14.196245] [DEBUG] [LOCAL ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt [2025-11-26T20:52:14.196317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:14.196362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:14.196401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:14.196467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:14.256364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:14.257392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:14.257559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:14.257620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:14.380671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:14.380809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:14.380860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:14.380900] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:14.384124] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=16.84%) [2025-11-26T20:52:14.384409] [INFO ] [FORECASTER] Completed predict_future for ATRO [2025-11-26T20:52:14.384553] [INFO ] [sig ] ATRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:14.525214] [INFO ] [LOCAL ] Saved forecast: ATRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATRO.txt [2025-11-26T20:52:14.525353] [INFO ] [sig ] [287/3599] Completed ATRO in 0.3s | 2.90 sym/s | Total: 1.6m | ETA: 19.0m [2025-11-26T20:52:14.525405] [INFO ] [sig ] [288/3599] Forecasting ATXS... [2025-11-26T20:52:14.525448] [INFO ] [sig ] Generating forecast for: ATXS [2025-11-26T20:52:14.525488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'. [2025-11-26T20:52:14.536564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATXS'. [2025-11-26T20:52:14.536877] [INFO ] [FORECASTER] Starting predict_future for ATXS [2025-11-26T20:52:14.537723] [DEBUG] [LOCAL ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt [2025-11-26T20:52:14.537793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:14.537840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:14.537878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:14.537948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:14.597226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:14.597913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:14.598010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:14.598052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:14.714340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:14.714486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:14.714531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:14.714572] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:14.717888] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=5.14%) [2025-11-26T20:52:14.718211] [INFO ] [FORECASTER] Completed predict_future for ATXS [2025-11-26T20:52:14.718362] [INFO ] [sig ] ATXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:14.858210] [INFO ] [LOCAL ] Saved forecast: ATXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATXS.txt [2025-11-26T20:52:14.858347] [INFO ] [sig ] [288/3599] Completed ATXS in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:14.858400] [INFO ] [sig ] [289/3599] Forecasting AUB... [2025-11-26T20:52:14.858442] [INFO ] [sig ] Generating forecast for: AUB [2025-11-26T20:52:14.858484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-11-26T20:52:14.869377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUB'. [2025-11-26T20:52:14.869695] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-11-26T20:52:14.870481] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-11-26T20:52:14.870552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:14.870597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:14.870635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:14.870727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:14.928131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:14.928808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:14.928901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:14.928949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:15.049419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:15.049588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:15.049656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:15.049703] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:15.053095] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=27.12%) [2025-11-26T20:52:15.053395] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-11-26T20:52:15.053542] [INFO ] [sig ] AUB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:15.192535] [INFO ] [LOCAL ] Saved forecast: AUB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUB.txt [2025-11-26T20:52:15.192685] [INFO ] [sig ] [289/3599] Completed AUB in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:15.192785] [INFO ] [sig ] [290/3599] Forecasting AUDC... [2025-11-26T20:52:15.192831] [INFO ] [sig ] Generating forecast for: AUDC [2025-11-26T20:52:15.192875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'. [2025-11-26T20:52:15.203860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUDC'. [2025-11-26T20:52:15.204152] [INFO ] [FORECASTER] Starting predict_future for AUDC [2025-11-26T20:52:15.204955] [DEBUG] [LOCAL ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt [2025-11-26T20:52:15.205033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:15.205091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:15.205133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:15.205200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:15.262488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:15.263125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:15.263220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:15.263267] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:15.379963] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:15.380119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:15.380174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:15.380229] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:15.383520] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=13.11%) [2025-11-26T20:52:15.383837] [INFO ] [FORECASTER] Completed predict_future for AUDC [2025-11-26T20:52:15.383985] [INFO ] [sig ] AUDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:15.524691] [INFO ] [LOCAL ] Saved forecast: AUDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUDC.txt [2025-11-26T20:52:15.524840] [INFO ] [sig ] [290/3599] Completed AUDC in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:15.524895] [INFO ] [sig ] [291/3599] Forecasting AUID... [2025-11-26T20:52:15.524938] [INFO ] [sig ] Generating forecast for: AUID [2025-11-26T20:52:15.524981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'. [2025-11-26T20:52:15.536755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUID'. [2025-11-26T20:52:15.537106] [INFO ] [FORECASTER] Starting predict_future for AUID [2025-11-26T20:52:15.538002] [DEBUG] [LOCAL ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt [2025-11-26T20:52:15.538086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:15.538143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:15.538191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:15.538261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:15.595972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:15.596586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:15.596700] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:15.596755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:15.717252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:15.717393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:15.717445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:15.717485] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:15.720800] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=38.68%) [2025-11-26T20:52:15.721091] [INFO ] [FORECASTER] Completed predict_future for AUID [2025-11-26T20:52:15.721243] [INFO ] [sig ] AUID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:15.863550] [INFO ] [LOCAL ] Saved forecast: AUID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUID.txt [2025-11-26T20:52:15.863719] [INFO ] [sig ] [291/3599] Completed AUID in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:15.863776] [INFO ] [sig ] [292/3599] Forecasting AUPH... [2025-11-26T20:52:15.863820] [INFO ] [sig ] Generating forecast for: AUPH [2025-11-26T20:52:15.863862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'. [2025-11-26T20:52:15.875915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUPH'. [2025-11-26T20:52:15.876233] [INFO ] [FORECASTER] Starting predict_future for AUPH [2025-11-26T20:52:15.877057] [DEBUG] [LOCAL ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt [2025-11-26T20:52:15.877131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:15.877176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:15.877217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:15.877287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:15.934345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:15.935048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:15.935146] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:15.935192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:16.052175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:16.052369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:16.052423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:16.052464] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:16.055892] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=10.27%) [2025-11-26T20:52:16.056189] [INFO ] [FORECASTER] Completed predict_future for AUPH [2025-11-26T20:52:16.056336] [INFO ] [sig ] AUPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:16.195699] [INFO ] [LOCAL ] Saved forecast: AUPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUPH.txt [2025-11-26T20:52:16.195868] [INFO ] [sig ] [292/3599] Completed AUPH in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:16.195923] [INFO ] [sig ] [293/3599] Forecasting AURA... [2025-11-26T20:52:16.195965] [INFO ] [sig ] Generating forecast for: AURA [2025-11-26T20:52:16.196007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'. [2025-11-26T20:52:16.208006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AURA'. [2025-11-26T20:52:16.208319] [INFO ] [FORECASTER] Starting predict_future for AURA [2025-11-26T20:52:16.209137] [DEBUG] [LOCAL ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt [2025-11-26T20:52:16.209206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:16.209252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:16.209292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:16.209359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:16.266681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:16.267585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:16.267709] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:16.267758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:16.390193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:16.390390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:16.390442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:16.390483] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:16.393946] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=56.11%) [2025-11-26T20:52:16.394242] [INFO ] [FORECASTER] Completed predict_future for AURA [2025-11-26T20:52:16.394390] [INFO ] [sig ] AURA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:16.540191] [INFO ] [LOCAL ] Saved forecast: AURA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AURA.txt [2025-11-26T20:52:16.540383] [INFO ] [sig ] [293/3599] Completed AURA in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:16.540437] [INFO ] [sig ] [294/3599] Forecasting AUTL... [2025-11-26T20:52:16.540479] [INFO ] [sig ] Generating forecast for: AUTL [2025-11-26T20:52:16.540522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'. [2025-11-26T20:52:16.552736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUTL'. [2025-11-26T20:52:16.553129] [INFO ] [FORECASTER] Starting predict_future for AUTL [2025-11-26T20:52:16.553969] [DEBUG] [LOCAL ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt [2025-11-26T20:52:16.554057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:16.554113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:16.554161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:16.554239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:16.611063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:16.612041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:16.612143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:16.612190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:16.733168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:16.733375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:16.733429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:16.733469] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:16.736971] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-11-26T20:52:16.737289] [INFO ] [FORECASTER] Completed predict_future for AUTL [2025-11-26T20:52:16.737439] [INFO ] [sig ] AUTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:16.876873] [INFO ] [LOCAL ] Saved forecast: AUTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AUTL.txt [2025-11-26T20:52:16.877038] [INFO ] [sig ] [294/3599] Completed AUTL in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:16.877108] [INFO ] [sig ] [295/3599] Forecasting AVA... [2025-11-26T20:52:16.877155] [INFO ] [sig ] Generating forecast for: AVA [2025-11-26T20:52:16.877196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-11-26T20:52:16.888072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVA'. [2025-11-26T20:52:16.888382] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-11-26T20:52:16.889201] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-11-26T20:52:16.889270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:16.889314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:16.889353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:16.889418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:16.946240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:16.946921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:16.947015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:16.947061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:17.059818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:17.059972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:17.060026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:17.060066] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:17.063437] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=75.52%) [2025-11-26T20:52:17.063754] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-11-26T20:52:17.063898] [INFO ] [sig ] AVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:17.203844] [INFO ] [LOCAL ] Saved forecast: AVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVA.txt [2025-11-26T20:52:17.204002] [INFO ] [sig ] [295/3599] Completed AVA in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:17.204057] [INFO ] [sig ] [296/3599] Forecasting AVAH... [2025-11-26T20:52:17.204103] [INFO ] [sig ] Generating forecast for: AVAH [2025-11-26T20:52:17.204140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'. [2025-11-26T20:52:17.214944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAH'. [2025-11-26T20:52:17.215240] [INFO ] [FORECASTER] Starting predict_future for AVAH [2025-11-26T20:52:17.216071] [DEBUG] [LOCAL ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt [2025-11-26T20:52:17.216147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:17.216203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:17.216252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:17.216331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:17.274186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:17.274979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:17.275078] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:17.275137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:17.398337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:17.398526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:17.398583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:17.398656] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:17.402096] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=34.64%) [2025-11-26T20:52:17.402412] [INFO ] [FORECASTER] Completed predict_future for AVAH [2025-11-26T20:52:17.402589] [INFO ] [sig ] AVAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:17.541805] [INFO ] [LOCAL ] Saved forecast: AVAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVAH.txt [2025-11-26T20:52:17.541966] [INFO ] [sig ] [296/3599] Completed AVAH in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:17.542040] [INFO ] [sig ] [297/3599] Forecasting AVAL... [2025-11-26T20:52:17.542107] [INFO ] [sig ] Generating forecast for: AVAL [2025-11-26T20:52:17.542176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-11-26T20:52:17.553841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAL'. [2025-11-26T20:52:17.554261] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-11-26T20:52:17.555156] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-11-26T20:52:17.555233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:17.555301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:17.555363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:17.555465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:17.612420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:17.613108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:17.613221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:17.613290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:17.728399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:17.728558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:17.728609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:17.728672] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:17.731994] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=88.65%) [2025-11-26T20:52:17.732288] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-11-26T20:52:17.732452] [INFO ] [sig ] AVAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:17.871635] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVAL.txt [2025-11-26T20:52:17.871807] [INFO ] [sig ] [297/3599] Completed AVAL in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 19.0m [2025-11-26T20:52:17.871875] [INFO ] [sig ] [298/3599] Forecasting AVB... [2025-11-26T20:52:17.871911] [INFO ] [sig ] Generating forecast for: AVB [2025-11-26T20:52:17.871951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-11-26T20:52:17.883073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVB'. [2025-11-26T20:52:17.883419] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-11-26T20:52:17.884298] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-11-26T20:52:17.884377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:17.884446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:17.884515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:17.884622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:17.946902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:17.947969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:17.948075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:17.948134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:18.077685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:18.077881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:18.077937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:18.077979] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:18.081560] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=50.68%) [2025-11-26T20:52:18.081919] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-11-26T20:52:18.082096] [INFO ] [sig ] AVB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:18.237720] [INFO ] [LOCAL ] Saved forecast: AVB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVB.txt [2025-11-26T20:52:18.237942] [INFO ] [sig ] [298/3599] Completed AVB in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:18.238018] [INFO ] [sig ] [299/3599] Forecasting AVBP... [2025-11-26T20:52:18.238076] [INFO ] [sig ] Generating forecast for: AVBP [2025-11-26T20:52:18.238131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'. [2025-11-26T20:52:18.254697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVBP'. [2025-11-26T20:52:18.255138] [INFO ] [FORECASTER] Starting predict_future for AVBP [2025-11-26T20:52:18.256201] [DEBUG] [LOCAL ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt [2025-11-26T20:52:18.256287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:18.256343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:18.256392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:18.256489] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:18.316277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:18.317128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:18.317230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:18.317277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:18.434912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:18.435105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:18.435157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:18.435199] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:18.438692] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-11-26T20:52:18.438996] [INFO ] [FORECASTER] Completed predict_future for AVBP [2025-11-26T20:52:18.439169] [INFO ] [sig ] AVBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:18.581994] [INFO ] [LOCAL ] Saved forecast: AVBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVBP.txt [2025-11-26T20:52:18.582166] [INFO ] [sig ] [299/3599] Completed AVBP in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:18.582222] [INFO ] [sig ] [300/3599] Forecasting AVD... [2025-11-26T20:52:18.582264] [INFO ] [sig ] Generating forecast for: AVD [2025-11-26T20:52:18.582305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-11-26T20:52:18.594461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVD'. [2025-11-26T20:52:18.594885] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-11-26T20:52:18.595808] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-11-26T20:52:18.595880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:18.595927] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:18.595966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:18.596034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:18.666138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:18.667286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:18.667412] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:18.667480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:18.794975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:18.795168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:18.795225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:18.795268] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:18.798815] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=14.03%) [2025-11-26T20:52:18.799123] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-11-26T20:52:18.799276] [INFO ] [sig ] AVD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:18.947612] [INFO ] [LOCAL ] Saved forecast: AVD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVD.txt [2025-11-26T20:52:18.947815] [INFO ] [sig ] [300/3599] Completed AVD in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:18.947871] [INFO ] [sig ] [301/3599] Forecasting AVGO... [2025-11-26T20:52:18.947913] [INFO ] [sig ] Generating forecast for: AVGO [2025-11-26T20:52:18.947955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'. [2025-11-26T20:52:18.964249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGO'. [2025-11-26T20:52:18.964837] [INFO ] [FORECASTER] Starting predict_future for AVGO [2025-11-26T20:52:18.966029] [DEBUG] [LOCAL ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt [2025-11-26T20:52:18.966123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:18.966207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:18.966279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:18.966384] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:19.031607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:19.032538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:19.032660] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:19.032712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:19.155265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:19.155454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:19.155531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:19.155578] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:19.159170] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=96.68%) [2025-11-26T20:52:19.159491] [INFO ] [FORECASTER] Completed predict_future for AVGO [2025-11-26T20:52:19.159662] [INFO ] [sig ] AVGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:19.302332] [INFO ] [LOCAL ] Saved forecast: AVGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVGO.txt [2025-11-26T20:52:19.302511] [INFO ] [sig ] [301/3599] Completed AVGO in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:19.302569] [INFO ] [sig ] [302/3599] Forecasting AVGX... [2025-11-26T20:52:19.302612] [INFO ] [sig ] Generating forecast for: AVGX [2025-11-26T20:52:19.302676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'. [2025-11-26T20:52:19.314597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGX'. [2025-11-26T20:52:19.314982] [INFO ] [FORECASTER] Starting predict_future for AVGX [2025-11-26T20:52:19.315834] [DEBUG] [LOCAL ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt [2025-11-26T20:52:19.315903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:19.315947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:19.315986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:19.316052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:19.375710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:19.376587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:19.376707] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:19.376760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:19.502185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:19.502374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:19.502428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:19.502469] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:19.506142] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=13.84%) [2025-11-26T20:52:19.506453] [INFO ] [FORECASTER] Completed predict_future for AVGX [2025-11-26T20:52:19.506603] [INFO ] [sig ] AVGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:19.660776] [INFO ] [LOCAL ] Saved forecast: AVGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVGX.txt [2025-11-26T20:52:19.660963] [INFO ] [sig ] [302/3599] Completed AVGX in 0.4s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:19.661017] [INFO ] [sig ] [303/3599] Forecasting AVK... [2025-11-26T20:52:19.661059] [INFO ] [sig ] Generating forecast for: AVK [2025-11-26T20:52:19.661100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-11-26T20:52:19.672493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVK'. [2025-11-26T20:52:19.672873] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-11-26T20:52:19.673757] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-11-26T20:52:19.673838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:19.673899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:19.673956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:19.674048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:19.732915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:19.733809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:19.733924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:19.733971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:19.847107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:19.847292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:19.847345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:19.847387] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:19.850805] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=88.18%) [2025-11-26T20:52:19.851097] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-11-26T20:52:19.851245] [INFO ] [sig ] AVK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:19.990883] [INFO ] [LOCAL ] Saved forecast: AVK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVK.txt [2025-11-26T20:52:19.991060] [INFO ] [sig ] [303/3599] Completed AVK in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:19.991121] [INFO ] [sig ] [304/3599] Forecasting AVNS... [2025-11-26T20:52:19.991157] [INFO ] [sig ] Generating forecast for: AVNS [2025-11-26T20:52:19.991196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-11-26T20:52:20.002466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVNS'. [2025-11-26T20:52:20.002934] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-11-26T20:52:20.003831] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-11-26T20:52:20.003900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:20.003946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:20.003986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:20.004054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:20.062102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:20.063003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:20.063104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:20.063150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:20.183346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:20.183531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:20.183586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:20.183629] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:20.187201] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=73.39%) [2025-11-26T20:52:20.187598] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-11-26T20:52:20.187784] [INFO ] [sig ] AVNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:20.328457] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVNS.txt [2025-11-26T20:52:20.328630] [INFO ] [sig ] [304/3599] Completed AVNS in 0.3s | 2.90 sym/s | Total: 1.7m | ETA: 18.9m [2025-11-26T20:52:20.328704] [INFO ] [sig ] [305/3599] Forecasting AVO... [2025-11-26T20:52:20.328741] [INFO ] [sig ] Generating forecast for: AVO [2025-11-26T20:52:20.328780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'. [2025-11-26T20:52:20.341027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVO'. [2025-11-26T20:52:20.341387] [INFO ] [FORECASTER] Starting predict_future for AVO [2025-11-26T20:52:20.342343] [DEBUG] [LOCAL ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt [2025-11-26T20:52:20.342420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:20.342481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:20.342524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:20.342602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:20.402847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:20.403722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:20.403824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:20.403874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:20.522394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:20.522579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:20.522635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:20.522703] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:20.526239] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=83.34%) [2025-11-26T20:52:20.526548] [INFO ] [FORECASTER] Completed predict_future for AVO [2025-11-26T20:52:20.526715] [INFO ] [sig ] AVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:20.670281] [INFO ] [LOCAL ] Saved forecast: AVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVO.txt [2025-11-26T20:52:20.670445] [INFO ] [sig ] [305/3599] Completed AVO in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:20.670499] [INFO ] [sig ] [306/3599] Forecasting AVTX... [2025-11-26T20:52:20.670543] [INFO ] [sig ] Generating forecast for: AVTX [2025-11-26T20:52:20.670584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'. [2025-11-26T20:52:20.682431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVTX'. [2025-11-26T20:52:20.682804] [INFO ] [FORECASTER] Starting predict_future for AVTX [2025-11-26T20:52:20.683630] [DEBUG] [LOCAL ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt [2025-11-26T20:52:20.683720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:20.683766] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:20.683807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:20.683875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:20.743839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:20.744730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:20.744838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:20.744894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:20.876930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:20.877120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:20.877189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:20.877249] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:20.880797] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-11-26T20:52:20.881109] [INFO ] [FORECASTER] Completed predict_future for AVTX [2025-11-26T20:52:20.881274] [INFO ] [sig ] AVTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:21.024033] [INFO ] [LOCAL ] Saved forecast: AVTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVTX.txt [2025-11-26T20:52:21.024252] [INFO ] [sig ] [306/3599] Completed AVTX in 0.4s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:21.024327] [INFO ] [sig ] [307/3599] Forecasting AVXL... [2025-11-26T20:52:21.024386] [INFO ] [sig ] Generating forecast for: AVXL [2025-11-26T20:52:21.024449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'. [2025-11-26T20:52:21.035836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVXL'. [2025-11-26T20:52:21.036176] [INFO ] [FORECASTER] Starting predict_future for AVXL [2025-11-26T20:52:21.037031] [DEBUG] [LOCAL ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt [2025-11-26T20:52:21.037111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:21.037172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:21.037229] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:21.037330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:21.094279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:21.094969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:21.095073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:21.095136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:21.212603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:21.212828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:21.212883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:21.212922] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:21.216510] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-11-26T20:52:21.216995] [INFO ] [FORECASTER] Completed predict_future for AVXL [2025-11-26T20:52:21.217159] [INFO ] [sig ] AVXL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:21.358925] [INFO ] [LOCAL ] Saved forecast: AVXL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVXL.txt [2025-11-26T20:52:21.359085] [INFO ] [sig ] [307/3599] Completed AVXL in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:21.359138] [INFO ] [sig ] [308/3599] Forecasting AVY... [2025-11-26T20:52:21.359180] [INFO ] [sig ] Generating forecast for: AVY [2025-11-26T20:52:21.359224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-11-26T20:52:21.370540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVY'. [2025-11-26T20:52:21.370899] [INFO ] [FORECASTER] Starting predict_future for AVY [2025-11-26T20:52:21.371784] [DEBUG] [LOCAL ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt [2025-11-26T20:52:21.371853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:21.371899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:21.371936] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:21.372003] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:21.430184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:21.431058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:21.431156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:21.431203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:21.553605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:21.553885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:21.553948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:21.553992] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:21.557539] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=31.03%) [2025-11-26T20:52:21.557861] [INFO ] [FORECASTER] Completed predict_future for AVY [2025-11-26T20:52:21.558008] [INFO ] [sig ] AVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:21.698536] [INFO ] [LOCAL ] Saved forecast: AVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVY.txt [2025-11-26T20:52:21.698708] [INFO ] [sig ] [308/3599] Completed AVY in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:21.698765] [INFO ] [sig ] [309/3599] Forecasting AWF... [2025-11-26T20:52:21.698808] [INFO ] [sig ] Generating forecast for: AWF [2025-11-26T20:52:21.698867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-11-26T20:52:21.710601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWF'. [2025-11-26T20:52:21.710946] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-11-26T20:52:21.711799] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-11-26T20:52:21.711868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:21.711925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:21.711977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:21.712053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:21.770201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:21.770992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:21.771088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:21.771137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:21.891682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:21.891856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:21.891918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:21.891972] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:21.895353] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-11-26T20:52:21.895666] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-11-26T20:52:21.895824] [INFO ] [sig ] AWF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:22.035439] [INFO ] [LOCAL ] Saved forecast: AWF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWF.txt [2025-11-26T20:52:22.035591] [INFO ] [sig ] [309/3599] Completed AWF in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:22.035660] [INFO ] [sig ] [310/3599] Forecasting AWI... [2025-11-26T20:52:22.035700] [INFO ] [sig ] Generating forecast for: AWI [2025-11-26T20:52:22.035741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-11-26T20:52:22.047120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWI'. [2025-11-26T20:52:22.047463] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-11-26T20:52:22.048324] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-11-26T20:52:22.048395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:22.048439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:22.048477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:22.048542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:22.105840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:22.106502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:22.106595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:22.106657] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:22.225070] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:22.225252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:22.225309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:22.225349] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:22.228824] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=88.33%) [2025-11-26T20:52:22.229126] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-11-26T20:52:22.229273] [INFO ] [sig ] AWI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:22.369289] [INFO ] [LOCAL ] Saved forecast: AWI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWI.txt [2025-11-26T20:52:22.369455] [INFO ] [sig ] [310/3599] Completed AWI in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:22.369511] [INFO ] [sig ] [311/3599] Forecasting AWK... [2025-11-26T20:52:22.369548] [INFO ] [sig ] Generating forecast for: AWK [2025-11-26T20:52:22.369591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-11-26T20:52:22.381023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWK'. [2025-11-26T20:52:22.381350] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-11-26T20:52:22.382178] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-11-26T20:52:22.382263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:22.382317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:22.382374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:22.382458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:22.440165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:22.441070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:22.441167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:22.441222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:22.558719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:22.558840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:22.558891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:22.558931] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:22.562364] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=65.86%) [2025-11-26T20:52:22.562679] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-11-26T20:52:22.562825] [INFO ] [sig ] AWK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:22.704231] [INFO ] [LOCAL ] Saved forecast: AWK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWK.txt [2025-11-26T20:52:22.704403] [INFO ] [sig ] [311/3599] Completed AWK in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:22.704466] [INFO ] [sig ] [312/3599] Forecasting AWP... [2025-11-26T20:52:22.704501] [INFO ] [sig ] Generating forecast for: AWP [2025-11-26T20:52:22.704539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-11-26T20:52:22.715325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWP'. [2025-11-26T20:52:22.715614] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-11-26T20:52:22.716417] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-11-26T20:52:22.716486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:22.716530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:22.716569] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:22.716655] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:22.774443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:22.775143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:22.775244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:22.775303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:22.893614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:22.893789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:22.893842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:22.893885] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:22.897422] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=32.50%) [2025-11-26T20:52:22.897774] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-11-26T20:52:22.897931] [INFO ] [sig ] AWP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:23.038081] [INFO ] [LOCAL ] Saved forecast: AWP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AWP.txt [2025-11-26T20:52:23.038238] [INFO ] [sig ] [312/3599] Completed AWP in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:23.038292] [INFO ] [sig ] [313/3599] Forecasting AWRE... [2025-11-26T20:52:23.038335] [INFO ] [sig ] Generating forecast for: AWRE [2025-11-26T20:52:23.038377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'. [2025-11-26T20:52:23.049270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWRE'. [2025-11-26T20:52:23.049572] [INFO ] [FORECASTER] Starting predict_future for AWRE [2025-11-26T20:52:23.050383] [DEBUG] [LOCAL ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt [2025-11-26T20:52:23.050453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:23.050498] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:23.050536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:23.050602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:23.107684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:23.108349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:23.108442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:23.108491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:23.218564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:23.218776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:23.218832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:23.218876] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:23.222473] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=58.24%) [2025-11-26T20:52:23.222831] [INFO ] [FORECASTER] Completed predict_future for AWRE [2025-11-26T20:52:23.222996] [INFO ] [sig ] AWRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:23.368582] [INFO ] [LOCAL ] Saved forecast: AWRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWRE.txt [2025-11-26T20:52:23.368798] [INFO ] [sig ] [313/3599] Completed AWRE in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:23.368854] [INFO ] [sig ] [314/3599] Forecasting AXGN... [2025-11-26T20:52:23.368896] [INFO ] [sig ] Generating forecast for: AXGN [2025-11-26T20:52:23.368939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'. [2025-11-26T20:52:23.381205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXGN'. [2025-11-26T20:52:23.381613] [INFO ] [FORECASTER] Starting predict_future for AXGN [2025-11-26T20:52:23.382472] [DEBUG] [LOCAL ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt [2025-11-26T20:52:23.382546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:23.382593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:23.382635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:23.382728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:23.442520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:23.443421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:23.443522] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:23.443562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:23.568976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:23.569152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:23.569205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:23.569254] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:23.572793] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=15.68%) [2025-11-26T20:52:23.573101] [INFO ] [FORECASTER] Completed predict_future for AXGN [2025-11-26T20:52:23.573272] [INFO ] [sig ] AXGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:23.718857] [INFO ] [LOCAL ] Saved forecast: AXGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXGN.txt [2025-11-26T20:52:23.719038] [INFO ] [sig ] [314/3599] Completed AXGN in 0.4s | 2.90 sym/s | Total: 1.8m | ETA: 18.9m [2025-11-26T20:52:23.719094] [INFO ] [sig ] [315/3599] Forecasting AXL... [2025-11-26T20:52:23.719137] [INFO ] [sig ] Generating forecast for: AXL [2025-11-26T20:52:23.719181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-11-26T20:52:23.731675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXL'. [2025-11-26T20:52:23.732029] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-11-26T20:52:23.732857] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-11-26T20:52:23.732926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:23.732971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:23.733010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:23.733079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:23.790365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:23.791019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:23.791115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:23.791161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:23.913848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:23.914042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:23.914094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:23.914135] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:23.917594] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=30.57%) [2025-11-26T20:52:23.917905] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-11-26T20:52:23.918050] [INFO ] [sig ] AXL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:24.061791] [INFO ] [LOCAL ] Saved forecast: AXL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXL.txt [2025-11-26T20:52:24.061955] [INFO ] [sig ] [315/3599] Completed AXL in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:24.062010] [INFO ] [sig ] [316/3599] Forecasting AXON... [2025-11-26T20:52:24.062053] [INFO ] [sig ] Generating forecast for: AXON [2025-11-26T20:52:24.062095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'. [2025-11-26T20:52:24.073961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXON'. [2025-11-26T20:52:24.074250] [INFO ] [FORECASTER] Starting predict_future for AXON [2025-11-26T20:52:24.075076] [DEBUG] [LOCAL ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt [2025-11-26T20:52:24.075146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:24.075191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:24.075235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:24.075317] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:24.134976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:24.135862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:24.135962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:24.136009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:24.253405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:24.253589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:24.253659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:24.253703] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:24.257202] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=10.21%) [2025-11-26T20:52:24.257564] [INFO ] [FORECASTER] Completed predict_future for AXON [2025-11-26T20:52:24.257738] [INFO ] [sig ] AXON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:24.397403] [INFO ] [LOCAL ] Saved forecast: AXON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXON.txt [2025-11-26T20:52:24.397946] [INFO ] [sig ] [316/3599] Completed AXON in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:24.398005] [INFO ] [sig ] [317/3599] Forecasting AXP... [2025-11-26T20:52:24.398047] [INFO ] [sig ] Generating forecast for: AXP [2025-11-26T20:52:24.398088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-11-26T20:52:24.409042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXP'. [2025-11-26T20:52:24.409379] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-11-26T20:52:24.410204] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-11-26T20:52:24.410273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:24.410313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:24.410356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:24.410423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:24.468263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:24.468970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:24.469066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:24.469107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:24.592810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:24.592993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:24.593044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:24.593084] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:24.596454] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-11-26T20:52:24.596767] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-11-26T20:52:24.596910] [INFO ] [sig ] AXP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:24.736419] [INFO ] [LOCAL ] Saved forecast: AXP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXP.txt [2025-11-26T20:52:24.736577] [INFO ] [sig ] [317/3599] Completed AXP in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:24.736677] [INFO ] [sig ] [318/3599] Forecasting AXS... [2025-11-26T20:52:24.736728] [INFO ] [sig ] Generating forecast for: AXS [2025-11-26T20:52:24.736773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-11-26T20:52:24.748706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXS'. [2025-11-26T20:52:24.749141] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-11-26T20:52:24.749984] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-11-26T20:52:24.750067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:24.750114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:24.750153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:24.750221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:24.809878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:24.810549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:24.810663] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:24.810712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:24.930096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:24.930277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:24.930329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:24.930371] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:24.933756] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=60.86%) [2025-11-26T20:52:24.934048] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-11-26T20:52:24.934190] [INFO ] [sig ] AXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:25.075951] [INFO ] [LOCAL ] Saved forecast: AXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AXS.txt [2025-11-26T20:52:25.076111] [INFO ] [sig ] [318/3599] Completed AXS in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:25.076164] [INFO ] [sig ] [319/3599] Forecasting AXSM... [2025-11-26T20:52:25.076206] [INFO ] [sig ] Generating forecast for: AXSM [2025-11-26T20:52:25.076249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'. [2025-11-26T20:52:25.087482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXSM'. [2025-11-26T20:52:25.087820] [INFO ] [FORECASTER] Starting predict_future for AXSM [2025-11-26T20:52:25.088663] [DEBUG] [LOCAL ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt [2025-11-26T20:52:25.088730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:25.088777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:25.088815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:25.088884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:25.146672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:25.147496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:25.147616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:25.147681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:25.269691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:25.269872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:25.269924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:25.269964] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:25.273326] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=25.93%) [2025-11-26T20:52:25.273617] [INFO ] [FORECASTER] Completed predict_future for AXSM [2025-11-26T20:52:25.273781] [INFO ] [sig ] AXSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:25.414617] [INFO ] [LOCAL ] Saved forecast: AXSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXSM.txt [2025-11-26T20:52:25.414790] [INFO ] [sig ] [319/3599] Completed AXSM in 0.3s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:25.414843] [INFO ] [sig ] [320/3599] Forecasting AXTA... [2025-11-26T20:52:25.414885] [INFO ] [sig ] Generating forecast for: AXTA [2025-11-26T20:52:25.414927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-11-26T20:52:25.426101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTA'. [2025-11-26T20:52:25.426413] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-11-26T20:52:25.427219] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-11-26T20:52:25.427289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:25.427333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:25.427372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:25.427439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:25.485115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:25.485927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:25.486026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:25.486072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:25.620900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:25.621105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:25.621164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:25.621206] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:25.625377] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=51.03%) [2025-11-26T20:52:25.625749] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-11-26T20:52:25.625917] [INFO ] [sig ] AXTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:25.775742] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AXTA.txt [2025-11-26T20:52:25.775934] [INFO ] [sig ] [320/3599] Completed AXTA in 0.4s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:25.775987] [INFO ] [sig ] [321/3599] Forecasting AXTI... [2025-11-26T20:52:25.776030] [INFO ] [sig ] Generating forecast for: AXTI [2025-11-26T20:52:25.776065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'. [2025-11-26T20:52:25.788196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTI'. [2025-11-26T20:52:25.788674] [INFO ] [FORECASTER] Starting predict_future for AXTI [2025-11-26T20:52:25.789514] [DEBUG] [LOCAL ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt [2025-11-26T20:52:25.789584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:25.789630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:25.789693] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:25.789764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:25.849817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:25.851072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:25.851219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:25.851276] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:25.987107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:25.987311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:25.987366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:25.987407] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:25.991360] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=92.24%) [2025-11-26T20:52:25.991893] [INFO ] [FORECASTER] Completed predict_future for AXTI [2025-11-26T20:52:25.992111] [INFO ] [sig ] AXTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:26.187662] [INFO ] [LOCAL ] Saved forecast: AXTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AXTI.txt [2025-11-26T20:52:26.187890] [INFO ] [sig ] [321/3599] Completed AXTI in 0.4s | 2.90 sym/s | Total: 1.8m | ETA: 18.8m [2025-11-26T20:52:26.187994] [INFO ] [sig ] [322/3599] Forecasting AYI... [2025-11-26T20:52:26.188047] [INFO ] [sig ] Generating forecast for: AYI [2025-11-26T20:52:26.188092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-11-26T20:52:26.204755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AYI'. [2025-11-26T20:52:26.205311] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-11-26T20:52:26.206625] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-11-26T20:52:26.206749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:26.206821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:26.206892] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:26.206997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:26.289239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:26.290614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:26.290796] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:26.290886] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:26.453004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:26.453198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:26.453251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:26.453296] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:26.457548] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=13.41%) [2025-11-26T20:52:26.457998] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-11-26T20:52:26.458176] [INFO ] [sig ] AYI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:26.601464] [INFO ] [LOCAL ] Saved forecast: AYI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AYI.txt [2025-11-26T20:52:26.601674] [INFO ] [sig ] [322/3599] Completed AYI in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:26.601731] [INFO ] [sig ] [323/3599] Forecasting AZ... [2025-11-26T20:52:26.601773] [INFO ] [sig ] Generating forecast for: AZ [2025-11-26T20:52:26.601815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'. [2025-11-26T20:52:26.613424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZ'. [2025-11-26T20:52:26.613876] [INFO ] [FORECASTER] Starting predict_future for AZ [2025-11-26T20:52:26.614881] [DEBUG] [LOCAL ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt [2025-11-26T20:52:26.614951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:26.614997] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:26.615036] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:26.615104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:26.671808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:26.672795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:26.672907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:26.672977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:26.795577] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:26.795797] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:52:26.795853] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:26.795895] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:26.799533] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-11-26T20:52:26.799878] [INFO ] [FORECASTER] Completed predict_future for AZ [2025-11-26T20:52:26.800054] [INFO ] [sig ] AZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:26.942166] [INFO ] [LOCAL ] Saved forecast: AZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AZ.txt [2025-11-26T20:52:26.942334] [INFO ] [sig ] [323/3599] Completed AZ in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:26.942388] [INFO ] [sig ] [324/3599] Forecasting AZN... [2025-11-26T20:52:26.942431] [INFO ] [sig ] Generating forecast for: AZN [2025-11-26T20:52:26.942469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'. [2025-11-26T20:52:26.954931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZN'. [2025-11-26T20:52:26.955388] [INFO ] [FORECASTER] Starting predict_future for AZN [2025-11-26T20:52:26.956278] [DEBUG] [LOCAL ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt [2025-11-26T20:52:26.956353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:26.956402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:26.956445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:26.956516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:27.013514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:27.014287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:27.014390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:27.014436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:27.133930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:27.134128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:27.134182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:27.134225] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:27.137759] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=52.64%) [2025-11-26T20:52:27.138088] [INFO ] [FORECASTER] Completed predict_future for AZN [2025-11-26T20:52:27.138243] [INFO ] [sig ] AZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:27.277979] [INFO ] [LOCAL ] Saved forecast: AZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AZN.txt [2025-11-26T20:52:27.278178] [INFO ] [sig ] [324/3599] Completed AZN in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:27.278236] [INFO ] [sig ] [325/3599] Forecasting AZO... [2025-11-26T20:52:27.278282] [INFO ] [sig ] Generating forecast for: AZO [2025-11-26T20:52:27.278317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-11-26T20:52:27.289839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZO'. [2025-11-26T20:52:27.290257] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-11-26T20:52:27.291155] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-11-26T20:52:27.291244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:27.291294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:27.291336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:27.291413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:27.349789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:27.350755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:27.350854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:27.350902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:27.471338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:27.471514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:27.471586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:27.471631] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:27.475123] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=20.47%) [2025-11-26T20:52:27.475448] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-11-26T20:52:27.475612] [INFO ] [sig ] AZO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:27.615538] [INFO ] [LOCAL ] Saved forecast: AZO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AZO.txt [2025-11-26T20:52:27.615716] [INFO ] [sig ] [325/3599] Completed AZO in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:27.615772] [INFO ] [sig ] [326/3599] Forecasting AZTA... [2025-11-26T20:52:27.615817] [INFO ] [sig ] Generating forecast for: AZTA [2025-11-26T20:52:27.615860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'. [2025-11-26T20:52:27.628179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZTA'. [2025-11-26T20:52:27.628603] [INFO ] [FORECASTER] Starting predict_future for AZTA [2025-11-26T20:52:27.629453] [DEBUG] [LOCAL ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt [2025-11-26T20:52:27.629524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:27.629570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:27.629609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:27.629696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:27.687603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:27.688527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:27.688635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:27.688706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:27.811462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:27.811677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:27.811732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:27.811773] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:27.815196] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=88.16%) [2025-11-26T20:52:27.815513] [INFO ] [FORECASTER] Completed predict_future for AZTA [2025-11-26T20:52:27.815686] [INFO ] [sig ] AZTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:27.960355] [INFO ] [LOCAL ] Saved forecast: AZTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AZTA.txt [2025-11-26T20:52:27.960560] [INFO ] [sig ] [326/3599] Completed AZTA in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:27.960616] [INFO ] [sig ] [327/3599] Forecasting AZZ... [2025-11-26T20:52:27.960683] [INFO ] [sig ] Generating forecast for: AZZ [2025-11-26T20:52:27.960728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-11-26T20:52:27.972623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZZ'. [2025-11-26T20:52:27.973098] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-11-26T20:52:27.973954] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-11-26T20:52:27.974025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:27.974070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:27.974110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:27.974178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:28.034131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:28.034941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:28.035060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:28.035109] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:28.152999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:28.153185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:28.153239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:28.153282] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:28.156866] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=46.74%) [2025-11-26T20:52:28.157162] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-11-26T20:52:28.157309] [INFO ] [sig ] AZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:28.300225] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AZZ.txt [2025-11-26T20:52:28.300403] [INFO ] [sig ] [327/3599] Completed AZZ in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:28.300464] [INFO ] [sig ] [328/3599] Forecasting BA... [2025-11-26T20:52:28.300506] [INFO ] [sig ] Generating forecast for: BA [2025-11-26T20:52:28.300548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-11-26T20:52:28.312196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BA'. [2025-11-26T20:52:28.312624] [INFO ] [FORECASTER] Starting predict_future for BA [2025-11-26T20:52:28.313460] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-11-26T20:52:28.313531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:28.313576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:28.313614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:28.313715] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:28.371523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:28.372335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:28.372450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:28.372506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:28.517393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:28.517622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:28.517709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:28.517756] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:28.521927] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=78.33%) [2025-11-26T20:52:28.522306] [INFO ] [FORECASTER] Completed predict_future for BA [2025-11-26T20:52:28.522521] [INFO ] [sig ] BA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:28.669875] [INFO ] [LOCAL ] Saved forecast: BA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BA.txt [2025-11-26T20:52:28.670065] [INFO ] [sig ] [328/3599] Completed BA in 0.4s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:28.670120] [INFO ] [sig ] [329/3599] Forecasting BABA... [2025-11-26T20:52:28.670163] [INFO ] [sig ] Generating forecast for: BABA [2025-11-26T20:52:28.670204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-11-26T20:52:28.682847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABA'. [2025-11-26T20:52:28.683259] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-11-26T20:52:28.684083] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-11-26T20:52:28.684153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:28.684197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:28.684251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:28.684321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:28.742111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:28.743010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:28.743107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:28.743153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:28.862896] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:28.863089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:28.863145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:28.863186] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:28.866749] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-11-26T20:52:28.867053] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-11-26T20:52:28.867198] [INFO ] [sig ] BABA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:29.008511] [INFO ] [LOCAL ] Saved forecast: BABA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BABA.txt [2025-11-26T20:52:29.008696] [INFO ] [sig ] [329/3599] Completed BABA in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:29.008756] [INFO ] [sig ] [330/3599] Forecasting BABX... [2025-11-26T20:52:29.008801] [INFO ] [sig ] Generating forecast for: BABX [2025-11-26T20:52:29.008844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'. [2025-11-26T20:52:29.022247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABX'. [2025-11-26T20:52:29.022690] [INFO ] [FORECASTER] Starting predict_future for BABX [2025-11-26T20:52:29.023634] [DEBUG] [LOCAL ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt [2025-11-26T20:52:29.023748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:29.023809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:29.023862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:29.023959] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:29.082256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:29.083057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:29.083157] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:29.083231] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:29.205166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:29.205359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:29.205428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:29.205488] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:29.209176] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=74.26%) [2025-11-26T20:52:29.209487] [INFO ] [FORECASTER] Completed predict_future for BABX [2025-11-26T20:52:29.209674] [INFO ] [sig ] BABX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:29.353884] [INFO ] [LOCAL ] Saved forecast: BABX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BABX.txt [2025-11-26T20:52:29.354046] [INFO ] [sig ] [330/3599] Completed BABX in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:29.354124] [INFO ] [sig ] [331/3599] Forecasting BAC... [2025-11-26T20:52:29.354182] [INFO ] [sig ] Generating forecast for: BAC [2025-11-26T20:52:29.354244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-11-26T20:52:29.365775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAC'. [2025-11-26T20:52:29.366112] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-11-26T20:52:29.367044] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-11-26T20:52:29.367122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:29.367183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:29.367239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:29.367340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:29.427810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:29.428840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:29.428981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:29.429046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:29.554245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:29.554439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:29.554522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:29.554586] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:29.558133] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=95.91%) [2025-11-26T20:52:29.558464] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-11-26T20:52:29.558662] [INFO ] [sig ] BAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:29.701747] [INFO ] [LOCAL ] Saved forecast: BAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAC.txt [2025-11-26T20:52:29.701915] [INFO ] [sig ] [331/3599] Completed BAC in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:29.701995] [INFO ] [sig ] [332/3599] Forecasting BAH... [2025-11-26T20:52:29.702055] [INFO ] [sig ] Generating forecast for: BAH [2025-11-26T20:52:29.702124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-11-26T20:52:29.713978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAH'. [2025-11-26T20:52:29.714312] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-11-26T20:52:29.715180] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-11-26T20:52:29.715260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:29.715319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:29.715374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:29.715473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:29.774091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:29.774838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:29.774933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:29.774974] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:29.900254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:29.900439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:29.900493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:29.900532] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:29.904049] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-11-26T20:52:29.904358] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-11-26T20:52:29.904511] [INFO ] [sig ] BAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:30.050997] [INFO ] [LOCAL ] Saved forecast: BAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BAH.txt [2025-11-26T20:52:30.051197] [INFO ] [sig ] [332/3599] Completed BAH in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:30.051271] [INFO ] [sig ] [333/3599] Forecasting BAK... [2025-11-26T20:52:30.051330] [INFO ] [sig ] Generating forecast for: BAK [2025-11-26T20:52:30.051402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-11-26T20:52:30.062981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAK'. [2025-11-26T20:52:30.063389] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-11-26T20:52:30.064300] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-11-26T20:52:30.064379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:30.064447] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:30.064511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:30.064617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:30.125226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:30.126166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:30.126282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:30.126355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:30.250765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:30.250955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:30.251041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:30.251109] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:30.254603] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=63.70%) [2025-11-26T20:52:30.254945] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-11-26T20:52:30.255125] [INFO ] [sig ] BAK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:30.399024] [INFO ] [LOCAL ] Saved forecast: BAK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAK.txt [2025-11-26T20:52:30.399205] [INFO ] [sig ] [333/3599] Completed BAK in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:30.399277] [INFO ] [sig ] [334/3599] Forecasting BALL... [2025-11-26T20:52:30.399335] [INFO ] [sig ] Generating forecast for: BALL [2025-11-26T20:52:30.399394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-11-26T20:52:30.410518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BALL'. [2025-11-26T20:52:30.410871] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-11-26T20:52:30.411842] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-11-26T20:52:30.411924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:30.411985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:30.412041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:30.412139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:30.471427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:30.472143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:30.472249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:30.472311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:30.592932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:30.593112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:30.593182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:30.593243] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:30.596739] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-11-26T20:52:30.597058] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-11-26T20:52:30.597228] [INFO ] [sig ] BALL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:30.740303] [INFO ] [LOCAL ] Saved forecast: BALL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BALL.txt [2025-11-26T20:52:30.740464] [INFO ] [sig ] [334/3599] Completed BALL in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:30.740524] [INFO ] [sig ] [335/3599] Forecasting BANC... [2025-11-26T20:52:30.740569] [INFO ] [sig ] Generating forecast for: BANC [2025-11-26T20:52:30.740610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-11-26T20:52:30.752410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANC'. [2025-11-26T20:52:30.752774] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-11-26T20:52:30.753606] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-11-26T20:52:30.753702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:30.753764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:30.753816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:30.753909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:30.815223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:30.816151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:30.816255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:30.816298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:30.936442] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:30.936615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:30.936689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:30.936762] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:30.940503] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=0.24%) [2025-11-26T20:52:30.940820] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-11-26T20:52:30.940970] [INFO ] [sig ] BANC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:31.082759] [INFO ] [LOCAL ] Saved forecast: BANC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BANC.txt [2025-11-26T20:52:31.082942] [INFO ] [sig ] [335/3599] Completed BANC in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.8m [2025-11-26T20:52:31.082998] [INFO ] [sig ] [336/3599] Forecasting BAND... [2025-11-26T20:52:31.083041] [INFO ] [sig ] Generating forecast for: BAND [2025-11-26T20:52:31.083082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'. [2025-11-26T20:52:31.095096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAND'. [2025-11-26T20:52:31.095486] [INFO ] [FORECASTER] Starting predict_future for BAND [2025-11-26T20:52:31.096310] [DEBUG] [LOCAL ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt [2025-11-26T20:52:31.096380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:31.096417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:31.096461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:31.096529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:31.153898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:31.154745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:31.154842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:31.154883] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:31.274915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:31.275107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:31.275160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:31.275201] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:31.278718] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=95.64%) [2025-11-26T20:52:31.279039] [INFO ] [FORECASTER] Completed predict_future for BAND [2025-11-26T20:52:31.279191] [INFO ] [sig ] BAND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:31.420182] [INFO ] [LOCAL ] Saved forecast: BAND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAND.txt [2025-11-26T20:52:31.420347] [INFO ] [sig ] [336/3599] Completed BAND in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.7m [2025-11-26T20:52:31.420401] [INFO ] [sig ] [337/3599] Forecasting BANF... [2025-11-26T20:52:31.420439] [INFO ] [sig ] Generating forecast for: BANF [2025-11-26T20:52:31.420480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'. [2025-11-26T20:52:31.435015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANF'. [2025-11-26T20:52:31.435456] [INFO ] [FORECASTER] Starting predict_future for BANF [2025-11-26T20:52:31.436300] [DEBUG] [LOCAL ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt [2025-11-26T20:52:31.436371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:31.436415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:31.436454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:31.436522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:31.493914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:31.494832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:31.494931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:31.494978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:31.612994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:31.613183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:31.613236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:31.613273] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:31.616920] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=58.63%) [2025-11-26T20:52:31.617253] [INFO ] [FORECASTER] Completed predict_future for BANF [2025-11-26T20:52:31.617408] [INFO ] [sig ] BANF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:31.759444] [INFO ] [LOCAL ] Saved forecast: BANF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BANF.txt [2025-11-26T20:52:31.759661] [INFO ] [sig ] [337/3599] Completed BANF in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.7m [2025-11-26T20:52:31.759719] [INFO ] [sig ] [338/3599] Forecasting BANX... [2025-11-26T20:52:31.759756] [INFO ] [sig ] Generating forecast for: BANX [2025-11-26T20:52:31.759797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'. [2025-11-26T20:52:31.772002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANX'. [2025-11-26T20:52:31.772387] [INFO ] [FORECASTER] Starting predict_future for BANX [2025-11-26T20:52:31.773240] [DEBUG] [LOCAL ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt [2025-11-26T20:52:31.773310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:31.773354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:31.773400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:31.773477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:31.830608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:31.831283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:31.831377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:31.831430] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:31.945760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:31.945932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:31.945992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:31.946027] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:31.949397] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-11-26T20:52:31.949713] [INFO ] [FORECASTER] Completed predict_future for BANX [2025-11-26T20:52:31.949857] [INFO ] [sig ] BANX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:32.090365] [INFO ] [LOCAL ] Saved forecast: BANX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BANX.txt [2025-11-26T20:52:32.090561] [INFO ] [sig ] [338/3599] Completed BANX in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.7m [2025-11-26T20:52:32.090616] [INFO ] [sig ] [339/3599] Forecasting BAP... [2025-11-26T20:52:32.090677] [INFO ] [sig ] Generating forecast for: BAP [2025-11-26T20:52:32.090717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-11-26T20:52:32.102249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAP'. [2025-11-26T20:52:32.102600] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-11-26T20:52:32.103418] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-11-26T20:52:32.103489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:32.103534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:32.103573] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:32.103657] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:32.161053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:32.161950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:32.162060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:32.162107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:32.278941] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:32.279122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:32.279173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:32.279215] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:32.282572] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=71.68%) [2025-11-26T20:52:32.282886] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-11-26T20:52:32.283033] [INFO ] [sig ] BAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:32.422324] [INFO ] [LOCAL ] Saved forecast: BAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAP.txt [2025-11-26T20:52:32.422477] [INFO ] [sig ] [339/3599] Completed BAP in 0.3s | 2.90 sym/s | Total: 1.9m | ETA: 18.7m [2025-11-26T20:52:32.422531] [INFO ] [sig ] [340/3599] Forecasting BATRK... [2025-11-26T20:52:32.422573] [INFO ] [sig ] Generating forecast for: BATRK [2025-11-26T20:52:32.422616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'. [2025-11-26T20:52:32.433869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRK'. [2025-11-26T20:52:32.434236] [INFO ] [FORECASTER] Starting predict_future for BATRK [2025-11-26T20:52:32.435056] [DEBUG] [LOCAL ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt [2025-11-26T20:52:32.435126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:32.435172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:32.435212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:32.435279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:32.492847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:32.493697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:32.493793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:32.493839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:32.616690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:32.616860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:32.616911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:32.616951] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:32.620369] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=26.86%) [2025-11-26T20:52:32.620693] [INFO ] [FORECASTER] Completed predict_future for BATRK [2025-11-26T20:52:32.620840] [INFO ] [sig ] BATRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:32.762235] [INFO ] [LOCAL ] Saved forecast: BATRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BATRK.txt [2025-11-26T20:52:32.762396] [INFO ] [sig ] [340/3599] Completed BATRK in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:32.762460] [INFO ] [sig ] [341/3599] Forecasting BAX... [2025-11-26T20:52:32.762525] [INFO ] [sig ] Generating forecast for: BAX [2025-11-26T20:52:32.762586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-11-26T20:52:32.774399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAX'. [2025-11-26T20:52:32.774790] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-11-26T20:52:32.775692] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-11-26T20:52:32.775764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:32.775812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:32.775853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:32.775923] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:32.834593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:32.835343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:32.835442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:32.835490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:32.954537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:32.954700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:32.954757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:32.954801] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:32.958264] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=6.73%) [2025-11-26T20:52:32.958589] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-11-26T20:52:32.958785] [INFO ] [sig ] BAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:33.104951] [INFO ] [LOCAL ] Saved forecast: BAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BAX.txt [2025-11-26T20:52:33.105136] [INFO ] [sig ] [341/3599] Completed BAX in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:33.105192] [INFO ] [sig ] [342/3599] Forecasting BB... [2025-11-26T20:52:33.105237] [INFO ] [sig ] Generating forecast for: BB [2025-11-26T20:52:33.105280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-11-26T20:52:33.116983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BB'. [2025-11-26T20:52:33.117364] [INFO ] [FORECASTER] Starting predict_future for BB [2025-11-26T20:52:33.118236] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-11-26T20:52:33.118321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:33.118369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:33.118409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:33.118477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:33.175766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:33.176618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:33.176737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:33.176783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:33.295467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:33.295614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:33.295686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:33.295729] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:33.299028] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=84.22%) [2025-11-26T20:52:33.299318] [INFO ] [FORECASTER] Completed predict_future for BB [2025-11-26T20:52:33.299459] [INFO ] [sig ] BB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:33.445439] [INFO ] [LOCAL ] Saved forecast: BB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BB.txt [2025-11-26T20:52:33.445599] [INFO ] [sig ] [342/3599] Completed BB in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:33.445674] [INFO ] [sig ] [343/3599] Forecasting BBAI... [2025-11-26T20:52:33.445720] [INFO ] [sig ] Generating forecast for: BBAI [2025-11-26T20:52:33.445765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-11-26T20:52:33.457391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBAI'. [2025-11-26T20:52:33.457756] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-11-26T20:52:33.458599] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-11-26T20:52:33.458689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:33.458749] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:33.458799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:33.458879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:33.518070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:33.518823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:33.518923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:33.518972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:33.635670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:33.635858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:33.635911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:33.635945] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:33.639480] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=42.38%) [2025-11-26T20:52:33.639837] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-11-26T20:52:33.640019] [INFO ] [sig ] BBAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:33.782776] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBAI.txt [2025-11-26T20:52:33.782967] [INFO ] [sig ] [343/3599] Completed BBAI in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:33.783024] [INFO ] [sig ] [344/3599] Forecasting BBCP... [2025-11-26T20:52:33.783067] [INFO ] [sig ] Generating forecast for: BBCP [2025-11-26T20:52:33.783110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'. [2025-11-26T20:52:33.794750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBCP'. [2025-11-26T20:52:33.795119] [INFO ] [FORECASTER] Starting predict_future for BBCP [2025-11-26T20:52:33.795944] [DEBUG] [LOCAL ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt [2025-11-26T20:52:33.796015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:33.796062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:33.796101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:33.796169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:33.852725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:33.853401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:33.853497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:33.853545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:33.975439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:33.975599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:33.975682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:33.975730] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:33.979104] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=88.48%) [2025-11-26T20:52:33.979411] [INFO ] [FORECASTER] Completed predict_future for BBCP [2025-11-26T20:52:33.979580] [INFO ] [sig ] BBCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:34.128026] [INFO ] [LOCAL ] Saved forecast: BBCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBCP.txt [2025-11-26T20:52:34.128185] [INFO ] [sig ] [344/3599] Completed BBCP in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:34.128239] [INFO ] [sig ] [345/3599] Forecasting BBD... [2025-11-26T20:52:34.128283] [INFO ] [sig ] Generating forecast for: BBD [2025-11-26T20:52:34.128320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-11-26T20:52:34.140596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBD'. [2025-11-26T20:52:34.140958] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-11-26T20:52:34.141824] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-11-26T20:52:34.141896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:34.141943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:34.141985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:34.142055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:34.202122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:34.202803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:34.202903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:34.202961] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:34.326108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:34.326278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:34.326333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:34.326375] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:34.329871] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-11-26T20:52:34.330163] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-11-26T20:52:34.330314] [INFO ] [sig ] BBD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:34.473021] [INFO ] [LOCAL ] Saved forecast: BBD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBD.txt [2025-11-26T20:52:34.473198] [INFO ] [sig ] [345/3599] Completed BBD in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:34.473278] [INFO ] [sig ] [346/3599] Forecasting BBDO... [2025-11-26T20:52:34.473325] [INFO ] [sig ] Generating forecast for: BBDO [2025-11-26T20:52:34.473368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-11-26T20:52:34.485717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBDO'. [2025-11-26T20:52:34.486022] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-11-26T20:52:34.486845] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-11-26T20:52:34.486915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:34.486961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:34.487000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:34.487069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:34.543770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:34.544412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:34.544509] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:34.544565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:34.667536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:34.667711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:34.667790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:34.667848] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:34.671351] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=43.91%) [2025-11-26T20:52:34.671676] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-11-26T20:52:34.671837] [INFO ] [sig ] BBDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:34.813436] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBDO.txt [2025-11-26T20:52:34.813621] [INFO ] [sig ] [346/3599] Completed BBDO in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:34.813731] [INFO ] [sig ] [347/3599] Forecasting BBH... [2025-11-26T20:52:34.813812] [INFO ] [sig ] Generating forecast for: BBH [2025-11-26T20:52:34.813872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'. [2025-11-26T20:52:34.824922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBH'. [2025-11-26T20:52:34.825268] [INFO ] [FORECASTER] Starting predict_future for BBH [2025-11-26T20:52:34.826158] [DEBUG] [LOCAL ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt [2025-11-26T20:52:34.826229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:34.826276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:34.826315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:34.826383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:34.887698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:34.888481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:34.888580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:34.888633] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:34.999341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:34.999539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:34.999605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:34.999677] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:35.003148] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=63.73%) [2025-11-26T20:52:35.003443] [INFO ] [FORECASTER] Completed predict_future for BBH [2025-11-26T20:52:35.003610] [INFO ] [sig ] BBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:35.142669] [INFO ] [LOCAL ] Saved forecast: BBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBH.txt [2025-11-26T20:52:35.142851] [INFO ] [sig ] [347/3599] Completed BBH in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:35.142906] [INFO ] [sig ] [348/3599] Forecasting BBIO... [2025-11-26T20:52:35.142949] [INFO ] [sig ] Generating forecast for: BBIO [2025-11-26T20:52:35.142992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'. [2025-11-26T20:52:35.155242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBIO'. [2025-11-26T20:52:35.155635] [INFO ] [FORECASTER] Starting predict_future for BBIO [2025-11-26T20:52:35.156475] [DEBUG] [LOCAL ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt [2025-11-26T20:52:35.156545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:35.156582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:35.156623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:35.156718] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:35.214128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:35.214771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:35.214863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:35.214913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:35.339985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:35.340191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:35.340243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:35.340279] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:35.343718] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-11-26T20:52:35.344023] [INFO ] [FORECASTER] Completed predict_future for BBIO [2025-11-26T20:52:35.344174] [INFO ] [sig ] BBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:35.483179] [INFO ] [LOCAL ] Saved forecast: BBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBIO.txt [2025-11-26T20:52:35.483327] [INFO ] [sig ] [348/3599] Completed BBIO in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:35.483380] [INFO ] [sig ] [349/3599] Forecasting BBLG... [2025-11-26T20:52:35.483427] [INFO ] [sig ] Generating forecast for: BBLG [2025-11-26T20:52:35.483468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'. [2025-11-26T20:52:35.494391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBLG'. [2025-11-26T20:52:35.494766] [INFO ] [FORECASTER] Starting predict_future for BBLG [2025-11-26T20:52:35.495564] [DEBUG] [LOCAL ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt [2025-11-26T20:52:35.495658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:35.495708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:35.495748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:35.495814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:35.554978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:35.555897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:35.556000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:35.556048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:35.674736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:35.674884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:35.674954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:35.674999] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:35.678566] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-11-26T20:52:35.678922] [INFO ] [FORECASTER] Completed predict_future for BBLG [2025-11-26T20:52:35.679074] [INFO ] [sig ] BBLG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:35.822354] [INFO ] [LOCAL ] Saved forecast: BBLG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBLG.txt [2025-11-26T20:52:35.822523] [INFO ] [sig ] [349/3599] Completed BBLG in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:35.822608] [INFO ] [sig ] [350/3599] Forecasting BBN... [2025-11-26T20:52:35.822691] [INFO ] [sig ] Generating forecast for: BBN [2025-11-26T20:52:35.822762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-11-26T20:52:35.834400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBN'. [2025-11-26T20:52:35.834762] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-11-26T20:52:35.835628] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-11-26T20:52:35.835726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:35.835775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:35.835823] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:35.835901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:35.895503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:35.896218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:35.896315] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:35.896358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:36.014588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:36.014783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:36.014839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:36.014879] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:36.018456] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=25.99%) [2025-11-26T20:52:36.018785] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-11-26T20:52:36.018940] [INFO ] [sig ] BBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:36.160951] [INFO ] [LOCAL ] Saved forecast: BBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBN.txt [2025-11-26T20:52:36.161108] [INFO ] [sig ] [350/3599] Completed BBN in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.7m [2025-11-26T20:52:36.161163] [INFO ] [sig ] [351/3599] Forecasting BBSI... [2025-11-26T20:52:36.161211] [INFO ] [sig ] Generating forecast for: BBSI [2025-11-26T20:52:36.161253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'. [2025-11-26T20:52:36.172492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBSI'. [2025-11-26T20:52:36.172839] [INFO ] [FORECASTER] Starting predict_future for BBSI [2025-11-26T20:52:36.173636] [DEBUG] [LOCAL ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt [2025-11-26T20:52:36.173728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:36.173773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:36.173812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:36.173878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:36.231659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:36.232414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:36.232538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:36.232593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:36.355798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:36.356028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:36.356088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:36.356127] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:36.359941] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=83.34%) [2025-11-26T20:52:36.360319] [INFO ] [FORECASTER] Completed predict_future for BBSI [2025-11-26T20:52:36.360483] [INFO ] [sig ] BBSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:36.505914] [INFO ] [LOCAL ] Saved forecast: BBSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBSI.txt [2025-11-26T20:52:36.506101] [INFO ] [sig ] [351/3599] Completed BBSI in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:36.506151] [INFO ] [sig ] [352/3599] Forecasting BBUC... [2025-11-26T20:52:36.506196] [INFO ] [sig ] Generating forecast for: BBUC [2025-11-26T20:52:36.506233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-11-26T20:52:36.518067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBUC'. [2025-11-26T20:52:36.518463] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-11-26T20:52:36.519288] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-11-26T20:52:36.519357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:36.519401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:36.519442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:36.519505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:36.578448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:36.579378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:36.579488] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:36.579535] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:36.705743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:36.705916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:36.705969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:36.706009] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:36.709436] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=87.36%) [2025-11-26T20:52:36.709761] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-11-26T20:52:36.709913] [INFO ] [sig ] BBUC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:36.855188] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBUC.txt [2025-11-26T20:52:36.855374] [INFO ] [sig ] [352/3599] Completed BBUC in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:36.855429] [INFO ] [sig ] [353/3599] Forecasting BBVA... [2025-11-26T20:52:36.855474] [INFO ] [sig ] Generating forecast for: BBVA [2025-11-26T20:52:36.855511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-11-26T20:52:36.867597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBVA'. [2025-11-26T20:52:36.867938] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-11-26T20:52:36.868781] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-11-26T20:52:36.868851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:36.868911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:36.868957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:36.869031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:36.925612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:36.926323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:36.926418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:36.926463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:37.047906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:37.048105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:37.048155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:37.048197] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:37.051740] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=47.31%) [2025-11-26T20:52:37.052033] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-11-26T20:52:37.052178] [INFO ] [sig ] BBVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:37.193216] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBVA.txt [2025-11-26T20:52:37.193361] [INFO ] [sig ] [353/3599] Completed BBVA in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:37.193420] [INFO ] [sig ] [354/3599] Forecasting BBWI... [2025-11-26T20:52:37.193463] [INFO ] [sig ] Generating forecast for: BBWI [2025-11-26T20:52:37.193507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-11-26T20:52:37.205795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBWI'. [2025-11-26T20:52:37.206099] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-11-26T20:52:37.206918] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-11-26T20:52:37.206987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:37.207031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:37.207064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:37.207135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:37.265559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:37.266244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:37.266336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:37.266381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:37.384953] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:37.385108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:37.385153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:37.385196] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:37.388502] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=10.63%) [2025-11-26T20:52:37.388838] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-11-26T20:52:37.388982] [INFO ] [sig ] BBWI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:37.529294] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBWI.txt [2025-11-26T20:52:37.529448] [INFO ] [sig ] [354/3599] Completed BBWI in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:37.529505] [INFO ] [sig ] [355/3599] Forecasting BBY... [2025-11-26T20:52:37.529543] [INFO ] [sig ] Generating forecast for: BBY [2025-11-26T20:52:37.529584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-11-26T20:52:37.543972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBY'. [2025-11-26T20:52:37.544304] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-11-26T20:52:37.545131] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-11-26T20:52:37.545199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:37.545247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:37.545290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:37.545357] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:37.602690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:37.603336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:37.603432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:37.603473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:37.723125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:37.723297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:37.723348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:37.723388] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:37.726786] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=82.89%) [2025-11-26T20:52:37.727073] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-11-26T20:52:37.727218] [INFO ] [sig ] BBY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:37.871354] [INFO ] [LOCAL ] Saved forecast: BBY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBY.txt [2025-11-26T20:52:37.871506] [INFO ] [sig ] [355/3599] Completed BBY in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:37.871560] [INFO ] [sig ] [356/3599] Forecasting BC... [2025-11-26T20:52:37.871601] [INFO ] [sig ] Generating forecast for: BC [2025-11-26T20:52:37.871659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-11-26T20:52:37.883358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BC'. [2025-11-26T20:52:37.883681] [INFO ] [FORECASTER] Starting predict_future for BC [2025-11-26T20:52:37.884496] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-11-26T20:52:37.884575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:37.884629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:37.884692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:37.884765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:37.943353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:37.944049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:37.944143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:37.944191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:38.064063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:38.064233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:38.064285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:38.064326] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:38.067854] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=46.61%) [2025-11-26T20:52:38.068145] [INFO ] [FORECASTER] Completed predict_future for BC [2025-11-26T20:52:38.068291] [INFO ] [sig ] BC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:38.211810] [INFO ] [LOCAL ] Saved forecast: BC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BC.txt [2025-11-26T20:52:38.212016] [INFO ] [sig ] [356/3599] Completed BC in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:38.212076] [INFO ] [sig ] [357/3599] Forecasting BCAL... [2025-11-26T20:52:38.212130] [INFO ] [sig ] Generating forecast for: BCAL [2025-11-26T20:52:38.212175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'. [2025-11-26T20:52:38.225005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAL'. [2025-11-26T20:52:38.225321] [INFO ] [FORECASTER] Starting predict_future for BCAL [2025-11-26T20:52:38.226183] [DEBUG] [LOCAL ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt [2025-11-26T20:52:38.226252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:38.226297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:38.226336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:38.226403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:38.284216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:38.285141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:38.285241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:38.285289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:38.401045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:38.401219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:38.401270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:38.401310] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:38.404741] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=48.65%) [2025-11-26T20:52:38.405062] [INFO ] [FORECASTER] Completed predict_future for BCAL [2025-11-26T20:52:38.405212] [INFO ] [sig ] BCAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:38.545365] [INFO ] [LOCAL ] Saved forecast: BCAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCAL.txt [2025-11-26T20:52:38.545523] [INFO ] [sig ] [357/3599] Completed BCAL in 0.3s | 2.90 sym/s | Total: 2.0m | ETA: 18.6m [2025-11-26T20:52:38.545577] [INFO ] [sig ] [358/3599] Forecasting BCAX... [2025-11-26T20:52:38.545623] [INFO ] [sig ] Generating forecast for: BCAX [2025-11-26T20:52:38.545682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'. [2025-11-26T20:52:38.559312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAX'. [2025-11-26T20:52:38.559811] [INFO ] [FORECASTER] Starting predict_future for BCAX [2025-11-26T20:52:38.560795] [DEBUG] [LOCAL ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt [2025-11-26T20:52:38.560874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:38.560939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:38.560975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:38.561036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:38.621402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:38.622380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:38.622486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:38.622538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:38.748669] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:38.748861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:38.748915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:38.748956] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:38.752451] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=8.77%) [2025-11-26T20:52:38.752798] [INFO ] [FORECASTER] Completed predict_future for BCAX [2025-11-26T20:52:38.752960] [INFO ] [sig ] BCAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:38.896454] [INFO ] [LOCAL ] Saved forecast: BCAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCAX.txt [2025-11-26T20:52:38.896619] [INFO ] [sig ] [358/3599] Completed BCAX in 0.4s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:38.896821] [INFO ] [sig ] [359/3599] Forecasting BCBP... [2025-11-26T20:52:38.896874] [INFO ] [sig ] Generating forecast for: BCBP [2025-11-26T20:52:38.896917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'. [2025-11-26T20:52:38.908976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCBP'. [2025-11-26T20:52:38.909366] [INFO ] [FORECASTER] Starting predict_future for BCBP [2025-11-26T20:52:38.910371] [DEBUG] [LOCAL ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt [2025-11-26T20:52:38.910449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:38.910518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:38.910581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:38.910709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:38.968038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:38.968717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:38.968828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:38.968894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:39.086013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:39.086208] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:52:39.086278] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:39.086334] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:39.089921] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=36.86%) [2025-11-26T20:52:39.090250] [INFO ] [FORECASTER] Completed predict_future for BCBP [2025-11-26T20:52:39.090413] [INFO ] [sig ] BCBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:39.234888] [INFO ] [LOCAL ] Saved forecast: BCBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCBP.txt [2025-11-26T20:52:39.235091] [INFO ] [sig ] [359/3599] Completed BCBP in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:39.235164] [INFO ] [sig ] [360/3599] Forecasting BCC... [2025-11-26T20:52:39.235229] [INFO ] [sig ] Generating forecast for: BCC [2025-11-26T20:52:39.235283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-11-26T20:52:39.246991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCC'. [2025-11-26T20:52:39.247410] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-11-26T20:52:39.248303] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-11-26T20:52:39.248384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:39.248445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:39.248502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:39.248600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:39.307852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:39.308558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:39.308713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:39.308790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:39.426747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:39.426924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:39.426977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:39.427038] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:39.430557] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=31.55%) [2025-11-26T20:52:39.430890] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-11-26T20:52:39.431044] [INFO ] [sig ] BCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:39.573306] [INFO ] [LOCAL ] Saved forecast: BCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCC.txt [2025-11-26T20:52:39.573459] [INFO ] [sig ] [360/3599] Completed BCC in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:39.573513] [INFO ] [sig ] [361/3599] Forecasting BCDA... [2025-11-26T20:52:39.573559] [INFO ] [sig ] Generating forecast for: BCDA [2025-11-26T20:52:39.573597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'. [2025-11-26T20:52:39.584985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCDA'. [2025-11-26T20:52:39.585325] [INFO ] [FORECASTER] Starting predict_future for BCDA [2025-11-26T20:52:39.586142] [DEBUG] [LOCAL ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt [2025-11-26T20:52:39.586212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:39.586258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:39.586297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:39.586363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:39.643889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:39.644789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:39.644889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:39.644939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:39.760439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:39.760613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:39.760685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:39.760733] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:39.764265] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=30.89%) [2025-11-26T20:52:39.764574] [INFO ] [FORECASTER] Completed predict_future for BCDA [2025-11-26T20:52:39.764758] [INFO ] [sig ] BCDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:39.905535] [INFO ] [LOCAL ] Saved forecast: BCDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCDA.txt [2025-11-26T20:52:39.905715] [INFO ] [sig ] [361/3599] Completed BCDA in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:39.905773] [INFO ] [sig ] [362/3599] Forecasting BCE... [2025-11-26T20:52:39.905816] [INFO ] [sig ] Generating forecast for: BCE [2025-11-26T20:52:39.905857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-11-26T20:52:39.916902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCE'. [2025-11-26T20:52:39.917211] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-11-26T20:52:39.918048] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-11-26T20:52:39.918118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:39.918163] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:39.918202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:39.918273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:39.975524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:39.976395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:39.976495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:39.976557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:40.096496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:40.096698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:40.096752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:40.096792] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:40.100279] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=23.93%) [2025-11-26T20:52:40.100604] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-11-26T20:52:40.100791] [INFO ] [sig ] BCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:40.244442] [INFO ] [LOCAL ] Saved forecast: BCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCE.txt [2025-11-26T20:52:40.244609] [INFO ] [sig ] [362/3599] Completed BCE in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:40.244695] [INFO ] [sig ] [363/3599] Forecasting BCH... [2025-11-26T20:52:40.244754] [INFO ] [sig ] Generating forecast for: BCH [2025-11-26T20:52:40.244817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-11-26T20:52:40.257111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCH'. [2025-11-26T20:52:40.257581] [INFO ] [FORECASTER] Starting predict_future for BCH [2025-11-26T20:52:40.258466] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-11-26T20:52:40.258547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:40.258607] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:40.258691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:40.258793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:40.318557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:40.319448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:40.319561] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:40.319625] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:40.437923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:40.438100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:40.438152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:40.438192] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:40.441594] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=2.91%) [2025-11-26T20:52:40.441923] [INFO ] [FORECASTER] Completed predict_future for BCH [2025-11-26T20:52:40.442068] [INFO ] [sig ] BCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:40.587080] [INFO ] [LOCAL ] Saved forecast: BCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCH.txt [2025-11-26T20:52:40.587256] [INFO ] [sig ] [363/3599] Completed BCH in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:40.587313] [INFO ] [sig ] [364/3599] Forecasting BCML... [2025-11-26T20:52:40.587349] [INFO ] [sig ] Generating forecast for: BCML [2025-11-26T20:52:40.587393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'. [2025-11-26T20:52:40.598460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCML'. [2025-11-26T20:52:40.598880] [INFO ] [FORECASTER] Starting predict_future for BCML [2025-11-26T20:52:40.599778] [DEBUG] [LOCAL ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt [2025-11-26T20:52:40.599850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:40.599897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:40.599938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:40.600033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:40.659799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:40.660734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:40.660837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:40.660885] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:40.775869] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:40.776055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:40.776121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:40.776182] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:40.779741] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-11-26T20:52:40.780077] [INFO ] [FORECASTER] Completed predict_future for BCML [2025-11-26T20:52:40.780246] [INFO ] [sig ] BCML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:40.921814] [INFO ] [LOCAL ] Saved forecast: BCML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCML.txt [2025-11-26T20:52:40.922017] [INFO ] [sig ] [364/3599] Completed BCML in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:40.922097] [INFO ] [sig ] [365/3599] Forecasting BCO... [2025-11-26T20:52:40.922170] [INFO ] [sig ] Generating forecast for: BCO [2025-11-26T20:52:40.922234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-11-26T20:52:40.933471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCO'. [2025-11-26T20:52:40.933933] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-11-26T20:52:40.934850] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-11-26T20:52:40.934921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:40.934973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:40.935022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:40.935100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:40.994148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:40.995092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:40.995202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:40.995252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:41.116063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:41.116245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:41.116300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:41.116342] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:41.119830] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-11-26T20:52:41.120142] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-11-26T20:52:41.120293] [INFO ] [sig ] BCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:41.262310] [INFO ] [LOCAL ] Saved forecast: BCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCO.txt [2025-11-26T20:52:41.262489] [INFO ] [sig ] [365/3599] Completed BCO in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.6m [2025-11-26T20:52:41.262545] [INFO ] [sig ] [366/3599] Forecasting BCPC... [2025-11-26T20:52:41.262586] [INFO ] [sig ] Generating forecast for: BCPC [2025-11-26T20:52:41.262629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'. [2025-11-26T20:52:41.274429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCPC'. [2025-11-26T20:52:41.274834] [INFO ] [FORECASTER] Starting predict_future for BCPC [2025-11-26T20:52:41.275673] [DEBUG] [LOCAL ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt [2025-11-26T20:52:41.275769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:41.275817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:41.275856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:41.275924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:41.332049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:41.332740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:41.332837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:41.332884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:41.452252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:41.452427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:41.452475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:41.452517] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:41.455898] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=37.12%) [2025-11-26T20:52:41.456187] [INFO ] [FORECASTER] Completed predict_future for BCPC [2025-11-26T20:52:41.456334] [INFO ] [sig ] BCPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:41.595180] [INFO ] [LOCAL ] Saved forecast: BCPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCPC.txt [2025-11-26T20:52:41.595329] [INFO ] [sig ] [366/3599] Completed BCPC in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:41.595381] [INFO ] [sig ] [367/3599] Forecasting BCRX... [2025-11-26T20:52:41.595424] [INFO ] [sig ] Generating forecast for: BCRX [2025-11-26T20:52:41.595466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'. [2025-11-26T20:52:41.607243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCRX'. [2025-11-26T20:52:41.607617] [INFO ] [FORECASTER] Starting predict_future for BCRX [2025-11-26T20:52:41.608440] [DEBUG] [LOCAL ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt [2025-11-26T20:52:41.608510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:41.608548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:41.608584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:41.608671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:41.665177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:41.665875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:41.665969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:41.666014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:41.785264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:41.785446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:41.785498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:41.785542] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:41.788936] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=23.08%) [2025-11-26T20:52:41.789229] [INFO ] [FORECASTER] Completed predict_future for BCRX [2025-11-26T20:52:41.789380] [INFO ] [sig ] BCRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:41.930010] [INFO ] [LOCAL ] Saved forecast: BCRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCRX.txt [2025-11-26T20:52:41.930166] [INFO ] [sig ] [367/3599] Completed BCRX in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:41.930219] [INFO ] [sig ] [368/3599] Forecasting BCS... [2025-11-26T20:52:41.930260] [INFO ] [sig ] Generating forecast for: BCS [2025-11-26T20:52:41.930301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-11-26T20:52:41.941842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCS'. [2025-11-26T20:52:41.942207] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-11-26T20:52:41.943030] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-11-26T20:52:41.943100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:41.943145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:41.943185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:41.943252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:41.999738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:42.000468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:42.000565] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:42.000612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:42.123528] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:42.123731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:42.123793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:42.123836] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:42.127338] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=52.96%) [2025-11-26T20:52:42.127678] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-11-26T20:52:42.127827] [INFO ] [sig ] BCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:42.266500] [INFO ] [LOCAL ] Saved forecast: BCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BCS.txt [2025-11-26T20:52:42.266693] [INFO ] [sig ] [368/3599] Completed BCS in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:42.266750] [INFO ] [sig ] [369/3599] Forecasting BCSF... [2025-11-26T20:52:42.266794] [INFO ] [sig ] Generating forecast for: BCSF [2025-11-26T20:52:42.266833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-11-26T20:52:42.278711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCSF'. [2025-11-26T20:52:42.279060] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-11-26T20:52:42.279882] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-11-26T20:52:42.279952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:42.279998] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:42.280038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:42.280110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:42.336815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:42.337516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:42.337632] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:42.337705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:42.463926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:42.464101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:42.464154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:42.464197] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:42.467578] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=36.62%) [2025-11-26T20:52:42.467925] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-11-26T20:52:42.468071] [INFO ] [sig ] BCSF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:42.607377] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCSF.txt [2025-11-26T20:52:42.607558] [INFO ] [sig ] [369/3599] Completed BCSF in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:42.607615] [INFO ] [sig ] [370/3599] Forecasting BCX... [2025-11-26T20:52:42.607678] [INFO ] [sig ] Generating forecast for: BCX [2025-11-26T20:52:42.607723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-11-26T20:52:42.618971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCX'. [2025-11-26T20:52:42.619272] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-11-26T20:52:42.620088] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-11-26T20:52:42.620157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:42.620202] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:42.620241] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:42.620308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:42.676816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:42.677474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:42.677589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:42.677636] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:42.814492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:42.814735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:42.814791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:42.814837] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:42.818546] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=17.70%) [2025-11-26T20:52:42.818883] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-11-26T20:52:42.819044] [INFO ] [sig ] BCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:42.961825] [INFO ] [LOCAL ] Saved forecast: BCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCX.txt [2025-11-26T20:52:42.962016] [INFO ] [sig ] [370/3599] Completed BCX in 0.4s | 2.91 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:42.962073] [INFO ] [sig ] [371/3599] Forecasting BCYC... [2025-11-26T20:52:42.962115] [INFO ] [sig ] Generating forecast for: BCYC [2025-11-26T20:52:42.962157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'. [2025-11-26T20:52:42.973635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCYC'. [2025-11-26T20:52:42.974057] [INFO ] [FORECASTER] Starting predict_future for BCYC [2025-11-26T20:52:42.974885] [DEBUG] [LOCAL ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt [2025-11-26T20:52:42.974956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:42.975003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:42.975045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:42.975114] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:43.033147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:43.034153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:43.034269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:43.034318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:43.155089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:43.155285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:43.155332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:43.155374] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:43.158821] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=91.81%) [2025-11-26T20:52:43.159151] [INFO ] [FORECASTER] Completed predict_future for BCYC [2025-11-26T20:52:43.159304] [INFO ] [sig ] BCYC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:43.299391] [INFO ] [LOCAL ] Saved forecast: BCYC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BCYC.txt [2025-11-26T20:52:43.299551] [INFO ] [sig ] [371/3599] Completed BCYC in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:43.299605] [INFO ] [sig ] [372/3599] Forecasting BDC... [2025-11-26T20:52:43.299665] [INFO ] [sig ] Generating forecast for: BDC [2025-11-26T20:52:43.299709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-11-26T20:52:43.311186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDC'. [2025-11-26T20:52:43.311514] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-11-26T20:52:43.312325] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-11-26T20:52:43.312395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:43.312441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:43.312478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:43.312550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:43.369074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:43.369767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:43.369861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:43.369907] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:43.487692] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:43.487863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:43.487914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:43.487955] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:43.491315] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=18.42%) [2025-11-26T20:52:43.491614] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-11-26T20:52:43.491788] [INFO ] [sig ] BDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:43.635678] [INFO ] [LOCAL ] Saved forecast: BDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDC.txt [2025-11-26T20:52:43.635879] [INFO ] [sig ] [372/3599] Completed BDC in 0.3s | 2.91 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:43.635938] [INFO ] [sig ] [373/3599] Forecasting BDJ... [2025-11-26T20:52:43.635982] [INFO ] [sig ] Generating forecast for: BDJ [2025-11-26T20:52:43.636026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-11-26T20:52:43.650271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDJ'. [2025-11-26T20:52:43.650944] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-11-26T20:52:43.652015] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-11-26T20:52:43.652101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:43.652156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:43.652200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:43.652272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:43.713901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:43.715215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:43.715344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:43.715398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:43.843350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:43.843635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:43.843762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:43.843818] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:43.848395] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-11-26T20:52:43.848879] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-11-26T20:52:43.849084] [INFO ] [sig ] BDJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:44.005998] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDJ.txt [2025-11-26T20:52:44.006281] [INFO ] [sig ] [373/3599] Completed BDJ in 0.4s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:44.006344] [INFO ] [sig ] [374/3599] Forecasting BDRX... [2025-11-26T20:52:44.006391] [INFO ] [sig ] Generating forecast for: BDRX [2025-11-26T20:52:44.006438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'. [2025-11-26T20:52:44.022352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDRX'. [2025-11-26T20:52:44.023019] [INFO ] [FORECASTER] Starting predict_future for BDRX [2025-11-26T20:52:44.023950] [DEBUG] [LOCAL ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt [2025-11-26T20:52:44.024028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:44.024089] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:44.024132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:44.024219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:44.086545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:44.087510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:44.087661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:44.087719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:44.207638] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:44.207873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:44.207929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:44.207973] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:44.211633] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=36.41%) [2025-11-26T20:52:44.211953] [INFO ] [FORECASTER] Completed predict_future for BDRX [2025-11-26T20:52:44.212106] [INFO ] [sig ] BDRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:44.354156] [INFO ] [LOCAL ] Saved forecast: BDRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDRX.txt [2025-11-26T20:52:44.354316] [INFO ] [sig ] [374/3599] Completed BDRX in 0.3s | 2.90 sym/s | Total: 2.1m | ETA: 18.5m [2025-11-26T20:52:44.354373] [INFO ] [sig ] [375/3599] Forecasting BDSX... [2025-11-26T20:52:44.354417] [INFO ] [sig ] Generating forecast for: BDSX [2025-11-26T20:52:44.354460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'. [2025-11-26T20:52:44.370316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDSX'. [2025-11-26T20:52:44.371181] [INFO ] [FORECASTER] Starting predict_future for BDSX [2025-11-26T20:52:44.372527] [DEBUG] [LOCAL ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt [2025-11-26T20:52:44.372606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:44.372694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:44.372766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:44.372869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:44.434687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:44.436059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:44.436195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:44.436266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:44.558741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:44.559020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:44.559094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:44.559156] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:44.563355] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=40.07%) [2025-11-26T20:52:44.563751] [INFO ] [FORECASTER] Completed predict_future for BDSX [2025-11-26T20:52:44.563951] [INFO ] [sig ] BDSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:44.711042] [INFO ] [LOCAL ] Saved forecast: BDSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDSX.txt [2025-11-26T20:52:44.711341] [INFO ] [sig ] [375/3599] Completed BDSX in 0.4s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:44.711434] [INFO ] [sig ] [376/3599] Forecasting BDTX... [2025-11-26T20:52:44.711500] [INFO ] [sig ] Generating forecast for: BDTX [2025-11-26T20:52:44.711571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'. [2025-11-26T20:52:44.726125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDTX'. [2025-11-26T20:52:44.726733] [INFO ] [FORECASTER] Starting predict_future for BDTX [2025-11-26T20:52:44.727844] [DEBUG] [LOCAL ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt [2025-11-26T20:52:44.727918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:44.727964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:44.728005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:44.728078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:44.785793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:44.787024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:44.787143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:44.787192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:44.909301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:44.909584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:44.909676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:44.909729] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:44.913761] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-11-26T20:52:44.914112] [INFO ] [FORECASTER] Completed predict_future for BDTX [2025-11-26T20:52:44.914283] [INFO ] [sig ] BDTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:45.064507] [INFO ] [LOCAL ] Saved forecast: BDTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDTX.txt [2025-11-26T20:52:45.064771] [INFO ] [sig ] [376/3599] Completed BDTX in 0.4s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:45.064835] [INFO ] [sig ] [377/3599] Forecasting BDX... [2025-11-26T20:52:45.064872] [INFO ] [sig ] Generating forecast for: BDX [2025-11-26T20:52:45.064922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-11-26T20:52:45.078796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDX'. [2025-11-26T20:52:45.079245] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-11-26T20:52:45.080113] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-11-26T20:52:45.080183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:45.080272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:45.080317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:45.080385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:45.138240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:45.139230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:45.139334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:45.139384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:45.259798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:45.260005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:45.260080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:45.260139] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:45.263607] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=59.60%) [2025-11-26T20:52:45.263938] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-11-26T20:52:45.264100] [INFO ] [sig ] BDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:45.405511] [INFO ] [LOCAL ] Saved forecast: BDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BDX.txt [2025-11-26T20:52:45.405777] [INFO ] [sig ] [377/3599] Completed BDX in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:45.405871] [INFO ] [sig ] [378/3599] Forecasting BE... [2025-11-26T20:52:45.405937] [INFO ] [sig ] Generating forecast for: BE [2025-11-26T20:52:45.405998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-11-26T20:52:45.418185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BE'. [2025-11-26T20:52:45.418534] [INFO ] [FORECASTER] Starting predict_future for BE [2025-11-26T20:52:45.419348] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-11-26T20:52:45.419418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:45.419463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:45.419502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:45.419576] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:45.476316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:45.477000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:45.477094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:45.477152] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:45.597290] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:45.597465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:45.597535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:45.597586] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:45.601085] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=47.93%) [2025-11-26T20:52:45.601398] [INFO ] [FORECASTER] Completed predict_future for BE [2025-11-26T20:52:45.601553] [INFO ] [sig ] BE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:45.742442] [INFO ] [LOCAL ] Saved forecast: BE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BE.txt [2025-11-26T20:52:45.742608] [INFO ] [sig ] [378/3599] Completed BE in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:45.742690] [INFO ] [sig ] [379/3599] Forecasting BEAM... [2025-11-26T20:52:45.742734] [INFO ] [sig ] Generating forecast for: BEAM [2025-11-26T20:52:45.742789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'. [2025-11-26T20:52:45.754150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEAM'. [2025-11-26T20:52:45.754505] [INFO ] [FORECASTER] Starting predict_future for BEAM [2025-11-26T20:52:45.755344] [DEBUG] [LOCAL ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt [2025-11-26T20:52:45.755414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:45.755468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:45.755517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:45.755599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:45.815348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:45.816108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:45.816208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:45.816256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:45.935425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:45.935602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:45.935684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:45.935748] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:45.939252] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=6.48%) [2025-11-26T20:52:45.939553] [INFO ] [FORECASTER] Completed predict_future for BEAM [2025-11-26T20:52:45.939731] [INFO ] [sig ] BEAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:46.081368] [INFO ] [LOCAL ] Saved forecast: BEAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEAM.txt [2025-11-26T20:52:46.081554] [INFO ] [sig ] [379/3599] Completed BEAM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:46.081669] [INFO ] [sig ] [380/3599] Forecasting BEEM... [2025-11-26T20:52:46.081754] [INFO ] [sig ] Generating forecast for: BEEM [2025-11-26T20:52:46.081831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'. [2025-11-26T20:52:46.093400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEM'. [2025-11-26T20:52:46.093769] [INFO ] [FORECASTER] Starting predict_future for BEEM [2025-11-26T20:52:46.094615] [DEBUG] [LOCAL ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt [2025-11-26T20:52:46.094716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:46.094774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:46.094825] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:46.094903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:46.155984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:46.156766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:46.156868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:46.156930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:46.276888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:46.277087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:46.277148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:46.277194] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:46.280759] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=29.73%) [2025-11-26T20:52:46.281121] [INFO ] [FORECASTER] Completed predict_future for BEEM [2025-11-26T20:52:46.281322] [INFO ] [sig ] BEEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:46.428502] [INFO ] [LOCAL ] Saved forecast: BEEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEEM.txt [2025-11-26T20:52:46.428723] [INFO ] [sig ] [380/3599] Completed BEEM in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:46.428795] [INFO ] [sig ] [381/3599] Forecasting BEEP... [2025-11-26T20:52:46.428847] [INFO ] [sig ] Generating forecast for: BEEP [2025-11-26T20:52:46.428888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'. [2025-11-26T20:52:46.440960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEP'. [2025-11-26T20:52:46.441350] [INFO ] [FORECASTER] Starting predict_future for BEEP [2025-11-26T20:52:46.442197] [DEBUG] [LOCAL ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt [2025-11-26T20:52:46.442275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:46.442329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:46.442371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:46.442441] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:46.501461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:46.502350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:46.502449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:46.502496] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:46.617344] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:46.617539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:46.617599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:46.617660] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:46.621095] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=23.98%) [2025-11-26T20:52:46.621386] [INFO ] [FORECASTER] Completed predict_future for BEEP [2025-11-26T20:52:46.621533] [INFO ] [sig ] BEEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:46.761340] [INFO ] [LOCAL ] Saved forecast: BEEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEEP.txt [2025-11-26T20:52:46.761496] [INFO ] [sig ] [381/3599] Completed BEEP in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:46.761550] [INFO ] [sig ] [382/3599] Forecasting BEKE... [2025-11-26T20:52:46.761594] [INFO ] [sig ] Generating forecast for: BEKE [2025-11-26T20:52:46.761634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-11-26T20:52:46.773108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEKE'. [2025-11-26T20:52:46.773392] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-11-26T20:52:46.774197] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-11-26T20:52:46.774265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:46.774310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:46.774342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:46.774411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:46.831430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:46.832057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:46.832151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:46.832199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:46.948854] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:46.949027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:46.949082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:46.949124] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:46.952476] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=15.84%) [2025-11-26T20:52:46.952787] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-11-26T20:52:46.952950] [INFO ] [sig ] BEKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:47.094319] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEKE.txt [2025-11-26T20:52:47.094478] [INFO ] [sig ] [382/3599] Completed BEKE in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.5m [2025-11-26T20:52:47.094532] [INFO ] [sig ] [383/3599] Forecasting BELFA... [2025-11-26T20:52:47.094575] [INFO ] [sig ] Generating forecast for: BELFA [2025-11-26T20:52:47.094619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'. [2025-11-26T20:52:47.106289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFA'. [2025-11-26T20:52:47.106616] [INFO ] [FORECASTER] Starting predict_future for BELFA [2025-11-26T20:52:47.107597] [DEBUG] [LOCAL ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt [2025-11-26T20:52:47.107685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:47.107734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:47.107774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:47.107843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:47.165609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:47.166247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:47.166344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:47.166391] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:47.266891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:47.267072] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:52:47.267125] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:47.267164] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:47.270581] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=8.85%) [2025-11-26T20:52:47.270911] [INFO ] [FORECASTER] Completed predict_future for BELFA [2025-11-26T20:52:47.271066] [INFO ] [sig ] BELFA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:47.410615] [INFO ] [LOCAL ] Saved forecast: BELFA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BELFA.txt [2025-11-26T20:52:47.410784] [INFO ] [sig ] [383/3599] Completed BELFA in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:47.410841] [INFO ] [sig ] [384/3599] Forecasting BELFB... [2025-11-26T20:52:47.410884] [INFO ] [sig ] Generating forecast for: BELFB [2025-11-26T20:52:47.410925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'. [2025-11-26T20:52:47.422603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFB'. [2025-11-26T20:52:47.422949] [INFO ] [FORECASTER] Starting predict_future for BELFB [2025-11-26T20:52:47.423785] [DEBUG] [LOCAL ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt [2025-11-26T20:52:47.423859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:47.423901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:47.423940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:47.424008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:47.481269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:47.481937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:47.482031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:47.482079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:47.596844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:47.597026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:47.597097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:47.597141] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:47.600543] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=5.05%) [2025-11-26T20:52:47.600868] [INFO ] [FORECASTER] Completed predict_future for BELFB [2025-11-26T20:52:47.601018] [INFO ] [sig ] BELFB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:47.740198] [INFO ] [LOCAL ] Saved forecast: BELFB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BELFB.txt [2025-11-26T20:52:47.740338] [INFO ] [sig ] [384/3599] Completed BELFB in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:47.740391] [INFO ] [sig ] [385/3599] Forecasting BEN... [2025-11-26T20:52:47.740434] [INFO ] [sig ] Generating forecast for: BEN [2025-11-26T20:52:47.740472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-11-26T20:52:47.751966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEN'. [2025-11-26T20:52:47.752289] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-11-26T20:52:47.753147] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-11-26T20:52:47.753226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:47.753287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:47.753342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:47.753428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:47.811815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:47.812631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:47.812759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:47.812820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:47.932976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:47.933129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:47.933196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:47.933249] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:47.936918] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-11-26T20:52:47.937247] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-11-26T20:52:47.937414] [INFO ] [sig ] BEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:48.080296] [INFO ] [LOCAL ] Saved forecast: BEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BEN.txt [2025-11-26T20:52:48.080457] [INFO ] [sig ] [385/3599] Completed BEN in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:48.080511] [INFO ] [sig ] [386/3599] Forecasting BEP... [2025-11-26T20:52:48.080553] [INFO ] [sig ] Generating forecast for: BEP [2025-11-26T20:52:48.080595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-11-26T20:52:48.091432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEP'. [2025-11-26T20:52:48.091774] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-11-26T20:52:48.092604] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-11-26T20:52:48.092700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:48.092750] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:48.092792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:48.092859] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:48.150225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:48.151044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:48.151159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:48.151205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:48.277801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:48.277979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:48.278043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:48.278080] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:48.281500] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=67.44%) [2025-11-26T20:52:48.281816] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-11-26T20:52:48.281962] [INFO ] [sig ] BEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:48.424392] [INFO ] [LOCAL ] Saved forecast: BEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BEP.txt [2025-11-26T20:52:48.424559] [INFO ] [sig ] [386/3599] Completed BEP in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:48.424613] [INFO ] [sig ] [387/3599] Forecasting BEPH... [2025-11-26T20:52:48.424675] [INFO ] [sig ] Generating forecast for: BEPH [2025-11-26T20:52:48.424719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-11-26T20:52:48.436518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPH'. [2025-11-26T20:52:48.436908] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-11-26T20:52:48.437759] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-11-26T20:52:48.437827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:48.437873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:48.437912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:48.437979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:48.498049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:48.498799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:48.498927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:48.498991] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:48.617674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:48.617857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:48.617920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:48.617971] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:48.621476] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=8.65%) [2025-11-26T20:52:48.621796] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-11-26T20:52:48.621952] [INFO ] [sig ] BEPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:48.766099] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEPH.txt [2025-11-26T20:52:48.766284] [INFO ] [sig ] [387/3599] Completed BEPH in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:48.766340] [INFO ] [sig ] [388/3599] Forecasting BEPI... [2025-11-26T20:52:48.766383] [INFO ] [sig ] Generating forecast for: BEPI [2025-11-26T20:52:48.766424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-11-26T20:52:48.778539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPI'. [2025-11-26T20:52:48.779056] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-11-26T20:52:48.779943] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-11-26T20:52:48.780023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:48.780103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:48.780163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:48.780256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:48.840420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:48.841407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:48.841521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:48.841582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:48.947213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:48.947426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:48.947494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:48.947564] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:48.951071] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=66.18%) [2025-11-26T20:52:48.951372] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-11-26T20:52:48.951524] [INFO ] [sig ] BEPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:49.107139] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BEPI.txt [2025-11-26T20:52:49.107333] [INFO ] [sig ] [388/3599] Completed BEPI in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:49.107392] [INFO ] [sig ] [389/3599] Forecasting BFAM... [2025-11-26T20:52:49.107436] [INFO ] [sig ] Generating forecast for: BFAM [2025-11-26T20:52:49.107478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-11-26T20:52:49.119618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFAM'. [2025-11-26T20:52:49.120021] [INFO ] [FORECASTER] Starting predict_future for BFAM [2025-11-26T20:52:49.120850] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-11-26T20:52:49.120924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:49.120969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:49.121009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:49.121077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:49.177995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:49.178742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:49.178837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:49.178882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:49.301043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:49.301227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:49.301280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:49.301322] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:49.304707] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=5.39%) [2025-11-26T20:52:49.305049] [INFO ] [FORECASTER] Completed predict_future for BFAM [2025-11-26T20:52:49.305193] [INFO ] [sig ] BFAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:49.446013] [INFO ] [LOCAL ] Saved forecast: BFAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFAM.txt [2025-11-26T20:52:49.446184] [INFO ] [sig ] [389/3599] Completed BFAM in 0.3s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:49.446239] [INFO ] [sig ] [390/3599] Forecasting BFC... [2025-11-26T20:52:49.446283] [INFO ] [sig ] Generating forecast for: BFC [2025-11-26T20:52:49.446326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'. [2025-11-26T20:52:49.458100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFC'. [2025-11-26T20:52:49.458482] [INFO ] [FORECASTER] Starting predict_future for BFC [2025-11-26T20:52:49.459364] [DEBUG] [LOCAL ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt [2025-11-26T20:52:49.459435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:49.459494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:49.459545] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:49.459682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:49.521751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:49.522698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:49.522801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:49.522847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:49.642507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:49.642711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:49.642768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:49.642808] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:49.646460] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=9.46%) [2025-11-26T20:52:49.646826] [INFO ] [FORECASTER] Completed predict_future for BFC [2025-11-26T20:52:49.646998] [INFO ] [sig ] BFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:49.797272] [INFO ] [LOCAL ] Saved forecast: BFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFC.txt [2025-11-26T20:52:49.797442] [INFO ] [sig ] [390/3599] Completed BFC in 0.4s | 2.91 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:49.797496] [INFO ] [sig ] [391/3599] Forecasting BFH... [2025-11-26T20:52:49.797552] [INFO ] [sig ] Generating forecast for: BFH [2025-11-26T20:52:49.797596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-11-26T20:52:49.808877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFH'. [2025-11-26T20:52:49.809242] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-11-26T20:52:49.810229] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-11-26T20:52:49.810302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:49.810364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:49.810424] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:49.810528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:49.873164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:49.874032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:49.874132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:49.874179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:50.002087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:50.002277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:50.002330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:50.002373] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:50.006127] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=4.14%) [2025-11-26T20:52:50.006482] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-11-26T20:52:50.006639] [INFO ] [sig ] BFH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:50.204215] [INFO ] [LOCAL ] Saved forecast: BFH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFH.txt [2025-11-26T20:52:50.204384] [INFO ] [sig ] [391/3599] Completed BFH in 0.4s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:50.204439] [INFO ] [sig ] [392/3599] Forecasting BFIN... [2025-11-26T20:52:50.204477] [INFO ] [sig ] Generating forecast for: BFIN [2025-11-26T20:52:50.204528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'. [2025-11-26T20:52:50.216378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFIN'. [2025-11-26T20:52:50.216812] [INFO ] [FORECASTER] Starting predict_future for BFIN [2025-11-26T20:52:50.217925] [DEBUG] [LOCAL ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt [2025-11-26T20:52:50.217997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:50.218044] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:50.218083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:50.218152] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:50.280134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:50.280926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:50.281041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:50.281089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:50.396552] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:50.396760] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:52:50.396822] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:50.396867] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:50.400740] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=95.67%) [2025-11-26T20:52:50.401080] [INFO ] [FORECASTER] Completed predict_future for BFIN [2025-11-26T20:52:50.401242] [INFO ] [sig ] BFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:50.551272] [INFO ] [LOCAL ] Saved forecast: BFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BFIN.txt [2025-11-26T20:52:50.551458] [INFO ] [sig ] [392/3599] Completed BFIN in 0.3s | 2.90 sym/s | Total: 2.2m | ETA: 18.4m [2025-11-26T20:52:50.551514] [INFO ] [sig ] [393/3599] Forecasting BFK... [2025-11-26T20:52:50.551558] [INFO ] [sig ] Generating forecast for: BFK [2025-11-26T20:52:50.551600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-11-26T20:52:50.563665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFK'. [2025-11-26T20:52:50.564095] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-11-26T20:52:50.564967] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-11-26T20:52:50.565038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:50.565083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:50.565123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:50.565190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:50.625618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:50.626333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:50.626431] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:50.626477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:50.750732] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:50.750948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:50.751029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:50.751094] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:50.755352] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=25.07%) [2025-11-26T20:52:50.755736] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-11-26T20:52:50.755910] [INFO ] [sig ] BFK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:50.904080] [INFO ] [LOCAL ] Saved forecast: BFK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFK.txt [2025-11-26T20:52:50.904285] [INFO ] [sig ] [393/3599] Completed BFK in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:50.904341] [INFO ] [sig ] [394/3599] Forecasting BFLY... [2025-11-26T20:52:50.904383] [INFO ] [sig ] Generating forecast for: BFLY [2025-11-26T20:52:50.904423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-11-26T20:52:50.916328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFLY'. [2025-11-26T20:52:50.916705] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-11-26T20:52:50.917511] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-11-26T20:52:50.917620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:50.917687] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:50.917729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:50.917796] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:50.977936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:50.978890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:50.978988] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:50.979034] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:51.097575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:51.097753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:51.097814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:51.097855] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:51.101255] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-11-26T20:52:51.101549] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-11-26T20:52:51.101716] [INFO ] [sig ] BFLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:51.243261] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFLY.txt [2025-11-26T20:52:51.243419] [INFO ] [sig ] [394/3599] Completed BFLY in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:51.243476] [INFO ] [sig ] [395/3599] Forecasting BFZ... [2025-11-26T20:52:51.243516] [INFO ] [sig ] Generating forecast for: BFZ [2025-11-26T20:52:51.243557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-11-26T20:52:51.254766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFZ'. [2025-11-26T20:52:51.255081] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-11-26T20:52:51.255931] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-11-26T20:52:51.255999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:51.256046] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:51.256086] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:51.256155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:51.314576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:51.315334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:51.315434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:51.315480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:51.431662] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:51.431830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:51.431884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:51.431933] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:51.435506] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=72.28%) [2025-11-26T20:52:51.435840] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-11-26T20:52:51.435999] [INFO ] [sig ] BFZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:51.579162] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BFZ.txt [2025-11-26T20:52:51.579342] [INFO ] [sig ] [395/3599] Completed BFZ in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:51.579396] [INFO ] [sig ] [396/3599] Forecasting BG... [2025-11-26T20:52:51.579438] [INFO ] [sig ] Generating forecast for: BG [2025-11-26T20:52:51.579481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-11-26T20:52:51.590656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BG'. [2025-11-26T20:52:51.590995] [INFO ] [FORECASTER] Starting predict_future for BG [2025-11-26T20:52:51.591864] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-11-26T20:52:51.591938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:51.591985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:51.592025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:51.592095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:51.651951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:51.652755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:51.652853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:51.652901] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:51.775046] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:51.775219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:51.775273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:51.775318] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:51.778890] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=11.77%) [2025-11-26T20:52:51.779188] [INFO ] [FORECASTER] Completed predict_future for BG [2025-11-26T20:52:51.779349] [INFO ] [sig ] BG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:51.920809] [INFO ] [LOCAL ] Saved forecast: BG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BG.txt [2025-11-26T20:52:51.920970] [INFO ] [sig ] [396/3599] Completed BG in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:51.921019] [INFO ] [sig ] [397/3599] Forecasting BGB... [2025-11-26T20:52:51.921064] [INFO ] [sig ] Generating forecast for: BGB [2025-11-26T20:52:51.921107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-11-26T20:52:51.932484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGB'. [2025-11-26T20:52:51.932920] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-11-26T20:52:51.933771] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-11-26T20:52:51.933839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:51.933884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:51.933922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:51.933992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:51.991080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:51.991966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:51.992068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:51.992116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:52.112784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:52.112998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:52.113054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:52.113089] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:52.116558] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=97.85%) [2025-11-26T20:52:52.116865] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-11-26T20:52:52.117009] [INFO ] [sig ] BGB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:52.263783] [INFO ] [LOCAL ] Saved forecast: BGB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGB.txt [2025-11-26T20:52:52.263943] [INFO ] [sig ] [397/3599] Completed BGB in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:52.264002] [INFO ] [sig ] [398/3599] Forecasting BGC... [2025-11-26T20:52:52.264045] [INFO ] [sig ] Generating forecast for: BGC [2025-11-26T20:52:52.264089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'. [2025-11-26T20:52:52.275417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGC'. [2025-11-26T20:52:52.275738] [INFO ] [FORECASTER] Starting predict_future for BGC [2025-11-26T20:52:52.276546] [DEBUG] [LOCAL ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt [2025-11-26T20:52:52.276614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:52.276679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:52.276720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:52.276788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:52.335248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:52.335910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:52.336009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:52.336055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:52.458390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:52.458569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:52.458623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:52.458680] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:52.462254] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=81.66%) [2025-11-26T20:52:52.462568] [INFO ] [FORECASTER] Completed predict_future for BGC [2025-11-26T20:52:52.462735] [INFO ] [sig ] BGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:52.615877] [INFO ] [LOCAL ] Saved forecast: BGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGC.txt [2025-11-26T20:52:52.616067] [INFO ] [sig ] [398/3599] Completed BGC in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:52.616129] [INFO ] [sig ] [399/3599] Forecasting BGH... [2025-11-26T20:52:52.616171] [INFO ] [sig ] Generating forecast for: BGH [2025-11-26T20:52:52.616213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-11-26T20:52:52.628691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGH'. [2025-11-26T20:52:52.629065] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-11-26T20:52:52.629896] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-11-26T20:52:52.629966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:52.630016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:52.630057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:52.630125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:52.687406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:52.688363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:52.688471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:52.688516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:52.810050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:52.810252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:52.810320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:52.810374] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:52.813885] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=95.97%) [2025-11-26T20:52:52.814200] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-11-26T20:52:52.814355] [INFO ] [sig ] BGH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:52.961302] [INFO ] [LOCAL ] Saved forecast: BGH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGH.txt [2025-11-26T20:52:52.961486] [INFO ] [sig ] [399/3599] Completed BGH in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:52.961563] [INFO ] [sig ] [400/3599] Forecasting BGLC... [2025-11-26T20:52:52.961625] [INFO ] [sig ] Generating forecast for: BGLC [2025-11-26T20:52:52.961695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'. [2025-11-26T20:52:52.973110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGLC'. [2025-11-26T20:52:52.973503] [INFO ] [FORECASTER] Starting predict_future for BGLC [2025-11-26T20:52:52.974368] [DEBUG] [LOCAL ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt [2025-11-26T20:52:52.974440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:52.974486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:52.974526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:52.974599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:53.045572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:53.046745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:53.046869] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:53.046932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:53.164374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:53.164572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:53.164626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:53.164691] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:53.168297] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=73.48%) [2025-11-26T20:52:53.168623] [INFO ] [FORECASTER] Completed predict_future for BGLC [2025-11-26T20:52:53.168800] [INFO ] [sig ] BGLC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:53.309253] [INFO ] [LOCAL ] Saved forecast: BGLC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGLC.txt [2025-11-26T20:52:53.309431] [INFO ] [sig ] [400/3599] Completed BGLC in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.4m [2025-11-26T20:52:53.309487] [INFO ] [sig ] [401/3599] Forecasting BGRN... [2025-11-26T20:52:53.309530] [INFO ] [sig ] Generating forecast for: BGRN [2025-11-26T20:52:53.309571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'. [2025-11-26T20:52:53.321180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGRN'. [2025-11-26T20:52:53.321590] [INFO ] [FORECASTER] Starting predict_future for BGRN [2025-11-26T20:52:53.322422] [DEBUG] [LOCAL ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt [2025-11-26T20:52:53.322506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:53.322551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:53.322590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:53.322678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:53.379324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:53.380254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:53.380366] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:53.380412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:53.502839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:53.503030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:53.503093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:53.503134] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:53.506583] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=62.43%) [2025-11-26T20:52:53.506901] [INFO ] [FORECASTER] Completed predict_future for BGRN [2025-11-26T20:52:53.507050] [INFO ] [sig ] BGRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:53.650155] [INFO ] [LOCAL ] Saved forecast: BGRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGRN.txt [2025-11-26T20:52:53.650329] [INFO ] [sig ] [401/3599] Completed BGRN in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:53.650385] [INFO ] [sig ] [402/3599] Forecasting BGS... [2025-11-26T20:52:53.650424] [INFO ] [sig ] Generating forecast for: BGS [2025-11-26T20:52:53.650467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-11-26T20:52:53.662389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGS'. [2025-11-26T20:52:53.662749] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-11-26T20:52:53.663556] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-11-26T20:52:53.663626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:53.663691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:53.663733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:53.663801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:53.725270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:53.726186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:53.726289] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:53.726337] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:53.849004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:53.849183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:53.849238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:53.849280] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:53.852777] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=97.10%) [2025-11-26T20:52:53.853083] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-11-26T20:52:53.853232] [INFO ] [sig ] BGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:54.003955] [INFO ] [LOCAL ] Saved forecast: BGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGS.txt [2025-11-26T20:52:54.004127] [INFO ] [sig ] [402/3599] Completed BGS in 0.4s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:54.004183] [INFO ] [sig ] [403/3599] Forecasting BGSF... [2025-11-26T20:52:54.004228] [INFO ] [sig ] Generating forecast for: BGSF [2025-11-26T20:52:54.004267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-11-26T20:52:54.016307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGSF'. [2025-11-26T20:52:54.016696] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-11-26T20:52:54.017556] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-11-26T20:52:54.017662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:54.017716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:54.017757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:54.017826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:54.079818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:54.080858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:54.080960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:54.081008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:54.204037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:54.204217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:54.204270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:54.204311] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:54.207897] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-11-26T20:52:54.208236] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-11-26T20:52:54.208394] [INFO ] [sig ] BGSF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:54.353294] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGSF.txt [2025-11-26T20:52:54.353462] [INFO ] [sig ] [403/3599] Completed BGSF in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:54.353517] [INFO ] [sig ] [404/3599] Forecasting BGX... [2025-11-26T20:52:54.353560] [INFO ] [sig ] Generating forecast for: BGX [2025-11-26T20:52:54.353600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-11-26T20:52:54.364342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGX'. [2025-11-26T20:52:54.364702] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-11-26T20:52:54.365548] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-11-26T20:52:54.365617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:54.365691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:54.365733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:54.365803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:54.423513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:54.424409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:54.424511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:54.424560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:54.547937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:54.548140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:54.548198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:54.548232] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:54.551634] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-11-26T20:52:54.551955] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-11-26T20:52:54.552101] [INFO ] [sig ] BGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:54.693842] [INFO ] [LOCAL ] Saved forecast: BGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGX.txt [2025-11-26T20:52:54.694043] [INFO ] [sig ] [404/3599] Completed BGX in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:54.694113] [INFO ] [sig ] [405/3599] Forecasting BGY... [2025-11-26T20:52:54.694157] [INFO ] [sig ] Generating forecast for: BGY [2025-11-26T20:52:54.694192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-11-26T20:52:54.705465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGY'. [2025-11-26T20:52:54.705856] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-11-26T20:52:54.706721] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-11-26T20:52:54.706789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:54.706834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:54.706874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:54.706942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:54.767129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:54.768092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:54.768206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:54.768256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:54.890611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:54.890824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:54.890879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:54.890922] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:54.894466] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=69.89%) [2025-11-26T20:52:54.894845] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-11-26T20:52:54.895011] [INFO ] [sig ] BGY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:55.037490] [INFO ] [LOCAL ] Saved forecast: BGY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGY.txt [2025-11-26T20:52:55.037741] [INFO ] [sig ] [405/3599] Completed BGY in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:55.037804] [INFO ] [sig ] [406/3599] Forecasting BHC... [2025-11-26T20:52:55.037848] [INFO ] [sig ] Generating forecast for: BHC [2025-11-26T20:52:55.037890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-11-26T20:52:55.049556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHC'. [2025-11-26T20:52:55.049953] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-11-26T20:52:55.050808] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-11-26T20:52:55.050877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:55.050924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:55.050964] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:55.051033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:55.109357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:55.110289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:55.110402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:55.110453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:55.231592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:55.231801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:55.231856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:55.231899] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:55.235928] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=5.63%) [2025-11-26T20:52:55.236327] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-11-26T20:52:55.236515] [INFO ] [sig ] BHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:55.383664] [INFO ] [LOCAL ] Saved forecast: BHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHC.txt [2025-11-26T20:52:55.383877] [INFO ] [sig ] [406/3599] Completed BHC in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:55.383952] [INFO ] [sig ] [407/3599] Forecasting BHE... [2025-11-26T20:52:55.383997] [INFO ] [sig ] Generating forecast for: BHE [2025-11-26T20:52:55.384055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-11-26T20:52:55.395964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHE'. [2025-11-26T20:52:55.396408] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-11-26T20:52:55.397275] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-11-26T20:52:55.397347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:55.397394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:55.397435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:55.397503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:55.457684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:55.458669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:55.458776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:55.458824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:55.578821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:55.579000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:55.579053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:55.579102] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:55.582817] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=88.39%) [2025-11-26T20:52:55.583126] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-11-26T20:52:55.583277] [INFO ] [sig ] BHE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:55.728131] [INFO ] [LOCAL ] Saved forecast: BHE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHE.txt [2025-11-26T20:52:55.728286] [INFO ] [sig ] [407/3599] Completed BHE in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:55.728340] [INFO ] [sig ] [408/3599] Forecasting BHF... [2025-11-26T20:52:55.728382] [INFO ] [sig ] Generating forecast for: BHF [2025-11-26T20:52:55.728424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'. [2025-11-26T20:52:55.740898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHF'. [2025-11-26T20:52:55.741238] [INFO ] [FORECASTER] Starting predict_future for BHF [2025-11-26T20:52:55.742129] [DEBUG] [LOCAL ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt [2025-11-26T20:52:55.742212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:55.742262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:55.742303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:55.742390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:55.802446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:55.803245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:55.803344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:55.803389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:55.922972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:55.923153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:55.923206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:55.923266] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:55.926762] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=60.63%) [2025-11-26T20:52:55.927101] [INFO ] [FORECASTER] Completed predict_future for BHF [2025-11-26T20:52:55.927255] [INFO ] [sig ] BHF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:56.066218] [INFO ] [LOCAL ] Saved forecast: BHF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHF.txt [2025-11-26T20:52:56.066395] [INFO ] [sig ] [408/3599] Completed BHF in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:56.066449] [INFO ] [sig ] [409/3599] Forecasting BHFAL... [2025-11-26T20:52:56.066493] [INFO ] [sig ] Generating forecast for: BHFAL [2025-11-26T20:52:56.066536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'. [2025-11-26T20:52:56.078187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'. [2025-11-26T20:52:56.078601] [INFO ] [FORECASTER] Starting predict_future for BHFAL [2025-11-26T20:52:56.079415] [DEBUG] [LOCAL ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt [2025-11-26T20:52:56.079485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:56.079530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:56.079570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:56.079657] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:56.138929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:56.139845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:56.139945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:56.139992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:56.257435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:56.257661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:56.257715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:56.257755] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:56.261142] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=84.42%) [2025-11-26T20:52:56.261433] [INFO ] [FORECASTER] Completed predict_future for BHFAL [2025-11-26T20:52:56.261574] [INFO ] [sig ] BHFAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:56.400552] [INFO ] [LOCAL ] Saved forecast: BHFAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHFAL.txt [2025-11-26T20:52:56.400738] [INFO ] [sig ] [409/3599] Completed BHFAL in 0.3s | 2.90 sym/s | Total: 2.3m | ETA: 18.3m [2025-11-26T20:52:56.400799] [INFO ] [sig ] [410/3599] Forecasting BHFAM... [2025-11-26T20:52:56.400841] [INFO ] [sig ] Generating forecast for: BHFAM [2025-11-26T20:52:56.400882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'. [2025-11-26T20:52:56.415884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'. [2025-11-26T20:52:56.416537] [INFO ] [FORECASTER] Starting predict_future for BHFAM [2025-11-26T20:52:56.417587] [DEBUG] [LOCAL ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt [2025-11-26T20:52:56.417690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:56.417743] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:56.417787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:56.417860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:56.479329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:56.480555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:56.480756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:56.480841] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:56.600255] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:56.600523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:56.600585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:56.600623] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:56.604630] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=93.54%) [2025-11-26T20:52:56.604996] [INFO ] [FORECASTER] Completed predict_future for BHFAM [2025-11-26T20:52:56.605168] [INFO ] [sig ] BHFAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:56.787204] [INFO ] [LOCAL ] Saved forecast: BHFAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHFAM.txt [2025-11-26T20:52:56.787488] [INFO ] [sig ] [410/3599] Completed BHFAM in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:56.787592] [INFO ] [sig ] [411/3599] Forecasting BHFAN... [2025-11-26T20:52:56.787666] [INFO ] [sig ] Generating forecast for: BHFAN [2025-11-26T20:52:56.787753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'. [2025-11-26T20:52:56.801863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'. [2025-11-26T20:52:56.802424] [INFO ] [FORECASTER] Starting predict_future for BHFAN [2025-11-26T20:52:56.803520] [DEBUG] [LOCAL ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt [2025-11-26T20:52:56.803599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:56.803681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:56.803735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:56.803817] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:56.865182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:56.866407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:56.866532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:56.866606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:56.994952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:56.995213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:56.995277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:56.995313] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:56.999430] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=71.19%) [2025-11-26T20:52:56.999804] [INFO ] [FORECASTER] Completed predict_future for BHFAN [2025-11-26T20:52:56.999985] [INFO ] [sig ] BHFAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:57.148797] [INFO ] [LOCAL ] Saved forecast: BHFAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHFAN.txt [2025-11-26T20:52:57.149024] [INFO ] [sig ] [411/3599] Completed BHFAN in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:57.149093] [INFO ] [sig ] [412/3599] Forecasting BHFAO... [2025-11-26T20:52:57.149136] [INFO ] [sig ] Generating forecast for: BHFAO [2025-11-26T20:52:57.149187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'. [2025-11-26T20:52:57.160859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'. [2025-11-26T20:52:57.161147] [INFO ] [FORECASTER] Starting predict_future for BHFAO [2025-11-26T20:52:57.162022] [DEBUG] [LOCAL ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt [2025-11-26T20:52:57.162091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:57.162149] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:57.162190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:57.162259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:57.219565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:57.220537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:57.220666] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:57.220716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:57.337324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:57.337496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:57.337571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:57.337619] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:57.341035] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-11-26T20:52:57.341323] [INFO ] [FORECASTER] Completed predict_future for BHFAO [2025-11-26T20:52:57.341462] [INFO ] [sig ] BHFAO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:57.482563] [INFO ] [LOCAL ] Saved forecast: BHFAO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHFAO.txt [2025-11-26T20:52:57.482784] [INFO ] [sig ] [412/3599] Completed BHFAO in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:57.482840] [INFO ] [sig ] [413/3599] Forecasting BHFAP... [2025-11-26T20:52:57.482879] [INFO ] [sig ] Generating forecast for: BHFAP [2025-11-26T20:52:57.482922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'. [2025-11-26T20:52:57.494281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'. [2025-11-26T20:52:57.494729] [INFO ] [FORECASTER] Starting predict_future for BHFAP [2025-11-26T20:52:57.495545] [DEBUG] [LOCAL ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt [2025-11-26T20:52:57.495616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:57.495697] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:57.495748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:57.495825] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:57.553379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:57.554307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:57.554410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:57.554469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:57.672060] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:57.672253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:57.672308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:57.672357] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:57.675887] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=7.28%) [2025-11-26T20:52:57.676255] [INFO ] [FORECASTER] Completed predict_future for BHFAP [2025-11-26T20:52:57.676428] [INFO ] [sig ] BHFAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:57.819759] [INFO ] [LOCAL ] Saved forecast: BHFAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHFAP.txt [2025-11-26T20:52:57.819946] [INFO ] [sig ] [413/3599] Completed BHFAP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:57.820003] [INFO ] [sig ] [414/3599] Forecasting BHK... [2025-11-26T20:52:57.820047] [INFO ] [sig ] Generating forecast for: BHK [2025-11-26T20:52:57.820089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-11-26T20:52:57.832201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHK'. [2025-11-26T20:52:57.832627] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-11-26T20:52:57.833481] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-11-26T20:52:57.833552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:57.833597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:57.833636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:57.833725] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:57.891312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:57.892218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:57.892322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:57.892368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:58.014603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:58.014799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:58.014853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:58.014895] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:58.018493] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=22.09%) [2025-11-26T20:52:58.018826] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-11-26T20:52:58.018975] [INFO ] [sig ] BHK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:58.159423] [INFO ] [LOCAL ] Saved forecast: BHK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHK.txt [2025-11-26T20:52:58.159577] [INFO ] [sig ] [414/3599] Completed BHK in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:58.159630] [INFO ] [sig ] [415/3599] Forecasting BHP... [2025-11-26T20:52:58.159687] [INFO ] [sig ] Generating forecast for: BHP [2025-11-26T20:52:58.159729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-11-26T20:52:58.170467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHP'. [2025-11-26T20:52:58.170775] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-11-26T20:52:58.171553] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-11-26T20:52:58.171620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:58.171686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:58.171726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:58.171794] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:58.229345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:58.230283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:58.230385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:58.230433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:58.359309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:58.359491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:58.359545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:58.359588] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:58.363163] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=20.53%) [2025-11-26T20:52:58.363463] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-11-26T20:52:58.363614] [INFO ] [sig ] BHP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:58.517109] [INFO ] [LOCAL ] Saved forecast: BHP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHP.txt [2025-11-26T20:52:58.517302] [INFO ] [sig ] [415/3599] Completed BHP in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:58.517361] [INFO ] [sig ] [416/3599] Forecasting BHRB... [2025-11-26T20:52:58.517430] [INFO ] [sig ] Generating forecast for: BHRB [2025-11-26T20:52:58.517507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'. [2025-11-26T20:52:58.530029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHRB'. [2025-11-26T20:52:58.530460] [INFO ] [FORECASTER] Starting predict_future for BHRB [2025-11-26T20:52:58.531344] [DEBUG] [LOCAL ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt [2025-11-26T20:52:58.531419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:58.531467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:58.531507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:58.531575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:58.590245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:58.591195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:58.591315] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:58.591366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:58.707799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:58.707970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:58.708022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:58.708062] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:58.711432] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=12.66%) [2025-11-26T20:52:58.711750] [INFO ] [FORECASTER] Completed predict_future for BHRB [2025-11-26T20:52:58.711894] [INFO ] [sig ] BHRB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:52:58.851384] [INFO ] [LOCAL ] Saved forecast: BHRB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHRB.txt [2025-11-26T20:52:58.851547] [INFO ] [sig ] [416/3599] Completed BHRB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:58.851604] [INFO ] [sig ] [417/3599] Forecasting BHVN... [2025-11-26T20:52:58.851665] [INFO ] [sig ] Generating forecast for: BHVN [2025-11-26T20:52:58.851712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-11-26T20:52:58.862892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHVN'. [2025-11-26T20:52:58.863255] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-11-26T20:52:58.864100] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-11-26T20:52:58.864182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:58.864233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:58.864273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:58.864343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:58.921146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:58.922027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:58.922132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:58.922178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:59.039899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:59.040062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:59.040113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:59.040150] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:59.043499] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=58.90%) [2025-11-26T20:52:59.043988] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-11-26T20:52:59.044159] [INFO ] [sig ] BHVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:59.186537] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHVN.txt [2025-11-26T20:52:59.186705] [INFO ] [sig ] [417/3599] Completed BHVN in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:59.186763] [INFO ] [sig ] [418/3599] Forecasting BIAF... [2025-11-26T20:52:59.186804] [INFO ] [sig ] Generating forecast for: BIAF [2025-11-26T20:52:59.186844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'. [2025-11-26T20:52:59.197573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIAF'. [2025-11-26T20:52:59.197921] [INFO ] [FORECASTER] Starting predict_future for BIAF [2025-11-26T20:52:59.198750] [DEBUG] [LOCAL ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt [2025-11-26T20:52:59.198819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:59.198864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:59.198903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:59.198971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:59.255466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:59.256120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:59.256214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:59.256259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:59.365566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:59.365732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:59.365785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:59.365821] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:59.369173] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=94.56%) [2025-11-26T20:52:59.369462] [INFO ] [FORECASTER] Completed predict_future for BIAF [2025-11-26T20:52:59.369632] [INFO ] [sig ] BIAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:59.510169] [INFO ] [LOCAL ] Saved forecast: BIAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIAF.txt [2025-11-26T20:52:59.510312] [INFO ] [sig ] [418/3599] Completed BIAF in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.3m [2025-11-26T20:52:59.510365] [INFO ] [sig ] [419/3599] Forecasting BIB... [2025-11-26T20:52:59.510404] [INFO ] [sig ] Generating forecast for: BIB [2025-11-26T20:52:59.510441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'. [2025-11-26T20:52:59.521812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIB'. [2025-11-26T20:52:59.522136] [INFO ] [FORECASTER] Starting predict_future for BIB [2025-11-26T20:52:59.522983] [DEBUG] [LOCAL ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt [2025-11-26T20:52:59.523051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:59.523088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:59.523126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:59.523196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:59.579900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:59.580538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:59.580630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:59.580692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:52:59.688338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:52:59.688479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:52:59.688530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:52:59.688584] [INFO ] [FORECASTER] Training complete [2025-11-26T20:52:59.691893] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=92.76%) [2025-11-26T20:52:59.692193] [INFO ] [FORECASTER] Completed predict_future for BIB [2025-11-26T20:52:59.692337] [INFO ] [sig ] BIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:52:59.831278] [INFO ] [LOCAL ] Saved forecast: BIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIB.txt [2025-11-26T20:52:59.831434] [INFO ] [sig ] [419/3599] Completed BIB in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:52:59.831491] [INFO ] [sig ] [420/3599] Forecasting BIIB... [2025-11-26T20:52:59.831534] [INFO ] [sig ] Generating forecast for: BIIB [2025-11-26T20:52:59.831574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'. [2025-11-26T20:52:59.842972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIIB'. [2025-11-26T20:52:59.843281] [INFO ] [FORECASTER] Starting predict_future for BIIB [2025-11-26T20:52:59.844099] [DEBUG] [LOCAL ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt [2025-11-26T20:52:59.844168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:52:59.844214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:52:59.844252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:52:59.844320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:52:59.900276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:52:59.901002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:52:59.901107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:52:59.901172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:00.023697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:00.023875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:00.023942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:00.024001] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:00.027359] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=61.30%) [2025-11-26T20:53:00.027712] [INFO ] [FORECASTER] Completed predict_future for BIIB [2025-11-26T20:53:00.027873] [INFO ] [sig ] BIIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:00.171624] [INFO ] [LOCAL ] Saved forecast: BIIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIIB.txt [2025-11-26T20:53:00.171909] [INFO ] [sig ] [420/3599] Completed BIIB in 0.3s | 2.91 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:00.171999] [INFO ] [sig ] [421/3599] Forecasting BILI... [2025-11-26T20:53:00.172060] [INFO ] [sig ] Generating forecast for: BILI [2025-11-26T20:53:00.172122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'. [2025-11-26T20:53:00.185902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILI'. [2025-11-26T20:53:00.186312] [INFO ] [FORECASTER] Starting predict_future for BILI [2025-11-26T20:53:00.187204] [DEBUG] [LOCAL ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt [2025-11-26T20:53:00.187277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:00.187324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:00.187364] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:00.187449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:00.250792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:00.251693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:00.251803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:00.251865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:00.379966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:00.380160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:00.380228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:00.380273] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:00.383976] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-11-26T20:53:00.384290] [INFO ] [FORECASTER] Completed predict_future for BILI [2025-11-26T20:53:00.384454] [INFO ] [sig ] BILI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:00.534198] [INFO ] [LOCAL ] Saved forecast: BILI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BILI.txt [2025-11-26T20:53:00.534367] [INFO ] [sig ] [421/3599] Completed BILI in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:00.534424] [INFO ] [sig ] [422/3599] Forecasting BILL... [2025-11-26T20:53:00.534467] [INFO ] [sig ] Generating forecast for: BILL [2025-11-26T20:53:00.534512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-11-26T20:53:00.546516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILL'. [2025-11-26T20:53:00.546864] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-11-26T20:53:00.547739] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-11-26T20:53:00.547810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:00.547857] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:00.547897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:00.547965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:00.608577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:00.609539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:00.609675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:00.609727] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:00.738151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:00.738359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:00.738417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:00.738459] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:00.742059] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=37.93%) [2025-11-26T20:53:00.742396] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-11-26T20:53:00.742561] [INFO ] [sig ] BILL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:00.890973] [INFO ] [LOCAL ] Saved forecast: BILL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BILL.txt [2025-11-26T20:53:00.891162] [INFO ] [sig ] [422/3599] Completed BILL in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:00.891218] [INFO ] [sig ] [423/3599] Forecasting BIO... [2025-11-26T20:53:00.891262] [INFO ] [sig ] Generating forecast for: BIO [2025-11-26T20:53:00.891302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-11-26T20:53:00.903429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIO'. [2025-11-26T20:53:00.903848] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-11-26T20:53:00.904718] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-11-26T20:53:00.904788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:00.904834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:00.904873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:00.904956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:00.968094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:00.969012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:00.969130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:00.969178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:01.100825] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:01.101021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:01.101079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:01.101122] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:01.105591] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=98.99%) [2025-11-26T20:53:01.106116] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-11-26T20:53:01.106321] [INFO ] [sig ] BIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:01.267217] [INFO ] [LOCAL ] Saved forecast: BIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIO.txt [2025-11-26T20:53:01.267416] [INFO ] [sig ] [423/3599] Completed BIO in 0.4s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:01.267472] [INFO ] [sig ] [424/3599] Forecasting BIOX... [2025-11-26T20:53:01.267515] [INFO ] [sig ] Generating forecast for: BIOX [2025-11-26T20:53:01.267575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'. [2025-11-26T20:53:01.279896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIOX'. [2025-11-26T20:53:01.280328] [INFO ] [FORECASTER] Starting predict_future for BIOX [2025-11-26T20:53:01.281181] [DEBUG] [LOCAL ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt [2025-11-26T20:53:01.281252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:01.281298] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:01.281338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:01.281409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:01.338722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:01.339677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:01.339778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:01.339827] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:01.457566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:01.457793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:01.457849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:01.457891] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:01.461344] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=73.10%) [2025-11-26T20:53:01.461670] [INFO ] [FORECASTER] Completed predict_future for BIOX [2025-11-26T20:53:01.461819] [INFO ] [sig ] BIOX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:01.602734] [INFO ] [LOCAL ] Saved forecast: BIOX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIOX.txt [2025-11-26T20:53:01.602928] [INFO ] [sig ] [424/3599] Completed BIOX in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:01.602984] [INFO ] [sig ] [425/3599] Forecasting BIP... [2025-11-26T20:53:01.603027] [INFO ] [sig ] Generating forecast for: BIP [2025-11-26T20:53:01.603069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-11-26T20:53:01.615201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIP'. [2025-11-26T20:53:01.615600] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-11-26T20:53:01.616442] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-11-26T20:53:01.616529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:01.616577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:01.616616] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:01.616711] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:01.675036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:01.676012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:01.676239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:01.676295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:01.800467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:01.800687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:01.800741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:01.800781] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:01.804614] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=40.25%) [2025-11-26T20:53:01.804941] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-11-26T20:53:01.805090] [INFO ] [sig ] BIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:01.950607] [INFO ] [LOCAL ] Saved forecast: BIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BIP.txt [2025-11-26T20:53:01.950822] [INFO ] [sig ] [425/3599] Completed BIP in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:01.950882] [INFO ] [sig ] [426/3599] Forecasting BIPH... [2025-11-26T20:53:01.950927] [INFO ] [sig ] Generating forecast for: BIPH [2025-11-26T20:53:01.950969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-11-26T20:53:01.962876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPH'. [2025-11-26T20:53:01.963304] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-11-26T20:53:01.964183] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-11-26T20:53:01.964253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:01.964298] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:01.964342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:01.964409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:02.023660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:02.024575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:02.024701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:02.024752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:02.132856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:02.133044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:02.133096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:02.133137] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:02.136743] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-11-26T20:53:02.137110] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-11-26T20:53:02.137294] [INFO ] [sig ] BIPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:02.282158] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIPH.txt [2025-11-26T20:53:02.282351] [INFO ] [sig ] [426/3599] Completed BIPH in 0.3s | 2.90 sym/s | Total: 2.4m | ETA: 18.2m [2025-11-26T20:53:02.282405] [INFO ] [sig ] [427/3599] Forecasting BIPI... [2025-11-26T20:53:02.282446] [INFO ] [sig ] Generating forecast for: BIPI [2025-11-26T20:53:02.282487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-11-26T20:53:02.297063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPI'. [2025-11-26T20:53:02.297564] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-11-26T20:53:02.298692] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-11-26T20:53:02.298773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:02.298831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:02.298883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:02.298981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:02.368617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:02.369527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:02.369631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:02.369698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:02.477944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:02.478145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:02.478202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:02.478242] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:02.481722] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=96.83%) [2025-11-26T20:53:02.482042] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-11-26T20:53:02.482203] [INFO ] [sig ] BIPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:02.627209] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIPI.txt [2025-11-26T20:53:02.627419] [INFO ] [sig ] [427/3599] Completed BIPI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:02.627495] [INFO ] [sig ] [428/3599] Forecasting BIRD... [2025-11-26T20:53:02.627574] [INFO ] [sig ] Generating forecast for: BIRD [2025-11-26T20:53:02.627632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'. [2025-11-26T20:53:02.639189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRD'. [2025-11-26T20:53:02.639625] [INFO ] [FORECASTER] Starting predict_future for BIRD [2025-11-26T20:53:02.640454] [DEBUG] [LOCAL ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt [2025-11-26T20:53:02.640527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:02.640574] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:02.640615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:02.640710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:02.704362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:02.705269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:02.705373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:02.705437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:02.831257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:02.831442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:02.831496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:02.831559] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:02.835161] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=11.33%) [2025-11-26T20:53:02.835506] [INFO ] [FORECASTER] Completed predict_future for BIRD [2025-11-26T20:53:02.835717] [INFO ] [sig ] BIRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:02.978838] [INFO ] [LOCAL ] Saved forecast: BIRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BIRD.txt [2025-11-26T20:53:02.979035] [INFO ] [sig ] [428/3599] Completed BIRD in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:02.979126] [INFO ] [sig ] [429/3599] Forecasting BIRK... [2025-11-26T20:53:02.979175] [INFO ] [sig ] Generating forecast for: BIRK [2025-11-26T20:53:02.979242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-11-26T20:53:02.990630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRK'. [2025-11-26T20:53:02.991008] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-11-26T20:53:02.991880] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-11-26T20:53:02.991952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:02.991999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:02.992039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:02.992109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:03.052027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:03.052950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:03.053055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:03.053103] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:03.174265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:03.174453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:03.174509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:03.174550] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:03.178111] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=92.57%) [2025-11-26T20:53:03.178436] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-11-26T20:53:03.178595] [INFO ] [sig ] BIRK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:03.322799] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIRK.txt [2025-11-26T20:53:03.322988] [INFO ] [sig ] [429/3599] Completed BIRK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:03.323042] [INFO ] [sig ] [430/3599] Forecasting BITF... [2025-11-26T20:53:03.323083] [INFO ] [sig ] Generating forecast for: BITF [2025-11-26T20:53:03.323122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'. [2025-11-26T20:53:03.334481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BITF'. [2025-11-26T20:53:03.334957] [INFO ] [FORECASTER] Starting predict_future for BITF [2025-11-26T20:53:03.335903] [DEBUG] [LOCAL ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt [2025-11-26T20:53:03.335981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:03.336047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:03.336128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:03.336263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:03.395370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:03.396322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:03.396439] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:03.396521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:03.521351] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:03.521550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:03.521633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:03.521711] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:03.525324] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=43.30%) [2025-11-26T20:53:03.525727] [INFO ] [FORECASTER] Completed predict_future for BITF [2025-11-26T20:53:03.525914] [INFO ] [sig ] BITF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:03.672206] [INFO ] [LOCAL ] Saved forecast: BITF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BITF.txt [2025-11-26T20:53:03.672428] [INFO ] [sig ] [430/3599] Completed BITF in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:03.672503] [INFO ] [sig ] [431/3599] Forecasting BIVI... [2025-11-26T20:53:03.672565] [INFO ] [sig ] Generating forecast for: BIVI [2025-11-26T20:53:03.672631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'. [2025-11-26T20:53:03.684829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIVI'. [2025-11-26T20:53:03.685308] [INFO ] [FORECASTER] Starting predict_future for BIVI [2025-11-26T20:53:03.686229] [DEBUG] [LOCAL ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt [2025-11-26T20:53:03.686305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:03.686352] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:03.686393] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:03.686461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:03.745656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:03.746541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:03.746658] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:03.746733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:03.872714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:03.872893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:03.872949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:03.872994] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:03.876571] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=84.72%) [2025-11-26T20:53:03.876910] [INFO ] [FORECASTER] Completed predict_future for BIVI [2025-11-26T20:53:03.877064] [INFO ] [sig ] BIVI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:04.019951] [INFO ] [LOCAL ] Saved forecast: BIVI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIVI.txt [2025-11-26T20:53:04.020113] [INFO ] [sig ] [431/3599] Completed BIVI in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:04.020167] [INFO ] [sig ] [432/3599] Forecasting BJ... [2025-11-26T20:53:04.020210] [INFO ] [sig ] Generating forecast for: BJ [2025-11-26T20:53:04.020250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-11-26T20:53:04.032297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJ'. [2025-11-26T20:53:04.032736] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-11-26T20:53:04.033575] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-11-26T20:53:04.033667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:04.033714] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:04.033752] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:04.033818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:04.091228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:04.092134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:04.092241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:04.092289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:04.213828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:04.214039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:04.214094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:04.214130] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:04.217867] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=99.36%) [2025-11-26T20:53:04.218190] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-11-26T20:53:04.218349] [INFO ] [sig ] BJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:04.359944] [INFO ] [LOCAL ] Saved forecast: BJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BJ.txt [2025-11-26T20:53:04.360114] [INFO ] [sig ] [432/3599] Completed BJ in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:04.360170] [INFO ] [sig ] [433/3599] Forecasting BJDX... [2025-11-26T20:53:04.360209] [INFO ] [sig ] Generating forecast for: BJDX [2025-11-26T20:53:04.360255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'. [2025-11-26T20:53:04.372254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJDX'. [2025-11-26T20:53:04.372717] [INFO ] [FORECASTER] Starting predict_future for BJDX [2025-11-26T20:53:04.373541] [DEBUG] [LOCAL ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt [2025-11-26T20:53:04.373613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:04.373684] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:04.373729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:04.373800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:04.432797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:04.433660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:04.433764] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:04.433812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:04.562156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:04.562380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:04.562444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:04.562493] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:04.566408] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=81.19%) [2025-11-26T20:53:04.566759] [INFO ] [FORECASTER] Completed predict_future for BJDX [2025-11-26T20:53:04.566917] [INFO ] [sig ] BJDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:04.711737] [INFO ] [LOCAL ] Saved forecast: BJDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BJDX.txt [2025-11-26T20:53:04.711947] [INFO ] [sig ] [433/3599] Completed BJDX in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:04.712019] [INFO ] [sig ] [434/3599] Forecasting BJRI... [2025-11-26T20:53:04.712076] [INFO ] [sig ] Generating forecast for: BJRI [2025-11-26T20:53:04.712126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'. [2025-11-26T20:53:04.723301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJRI'. [2025-11-26T20:53:04.723672] [INFO ] [FORECASTER] Starting predict_future for BJRI [2025-11-26T20:53:04.724469] [DEBUG] [LOCAL ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt [2025-11-26T20:53:04.724538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:04.724583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:04.724622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:04.724719] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:04.783314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:04.784202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:04.784307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:04.784368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:04.907023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:04.907205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:04.907258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:04.907299] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:04.910752] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-11-26T20:53:04.911044] [INFO ] [FORECASTER] Completed predict_future for BJRI [2025-11-26T20:53:04.911189] [INFO ] [sig ] BJRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:05.062472] [INFO ] [LOCAL ] Saved forecast: BJRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BJRI.txt [2025-11-26T20:53:05.062658] [INFO ] [sig ] [434/3599] Completed BJRI in 0.4s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:05.062715] [INFO ] [sig ] [435/3599] Forecasting BK... [2025-11-26T20:53:05.062755] [INFO ] [sig ] Generating forecast for: BK [2025-11-26T20:53:05.062796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-11-26T20:53:05.074469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BK'. [2025-11-26T20:53:05.074773] [INFO ] [FORECASTER] Starting predict_future for BK [2025-11-26T20:53:05.075564] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-11-26T20:53:05.075633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:05.075700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:05.075740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:05.075807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:05.133633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:05.134332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:05.134437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:05.134486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:05.252852] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:05.253006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:05.253059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:05.253103] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:05.256362] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=77.48%) [2025-11-26T20:53:05.256672] [INFO ] [FORECASTER] Completed predict_future for BK [2025-11-26T20:53:05.256815] [INFO ] [sig ] BK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:05.397479] [INFO ] [LOCAL ] Saved forecast: BK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BK.txt [2025-11-26T20:53:05.397676] [INFO ] [sig ] [435/3599] Completed BK in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:05.397733] [INFO ] [sig ] [436/3599] Forecasting BKCH... [2025-11-26T20:53:05.397777] [INFO ] [sig ] Generating forecast for: BKCH [2025-11-26T20:53:05.397821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'. [2025-11-26T20:53:05.409886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKCH'. [2025-11-26T20:53:05.410305] [INFO ] [FORECASTER] Starting predict_future for BKCH [2025-11-26T20:53:05.411176] [DEBUG] [LOCAL ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt [2025-11-26T20:53:05.411258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:05.411339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:05.411396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:05.411488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:05.469544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:05.470495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:05.470613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:05.470703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:05.586464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:05.586655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:05.586727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:05.586771] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:05.590175] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-11-26T20:53:05.590474] [INFO ] [FORECASTER] Completed predict_future for BKCH [2025-11-26T20:53:05.590619] [INFO ] [sig ] BKCH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:05.731548] [INFO ] [LOCAL ] Saved forecast: BKCH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BKCH.txt [2025-11-26T20:53:05.731720] [INFO ] [sig ] [436/3599] Completed BKCH in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.2m [2025-11-26T20:53:05.731776] [INFO ] [sig ] [437/3599] Forecasting BKD... [2025-11-26T20:53:05.731811] [INFO ] [sig ] Generating forecast for: BKD [2025-11-26T20:53:05.731853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-11-26T20:53:05.743208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKD'. [2025-11-26T20:53:05.743498] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-11-26T20:53:05.744306] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-11-26T20:53:05.744376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:05.744422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:05.744462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:05.744528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:05.801485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:05.802390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:05.802492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:05.802540] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:05.924961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:05.925578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:05.925633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:05.925697] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:05.929124] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=50.09%) [2025-11-26T20:53:05.929409] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-11-26T20:53:05.929551] [INFO ] [sig ] BKD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:06.069724] [INFO ] [LOCAL ] Saved forecast: BKD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BKD.txt [2025-11-26T20:53:06.069921] [INFO ] [sig ] [437/3599] Completed BKD in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:06.069978] [INFO ] [sig ] [438/3599] Forecasting BKE... [2025-11-26T20:53:06.070039] [INFO ] [sig ] Generating forecast for: BKE [2025-11-26T20:53:06.070095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-11-26T20:53:06.082291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKE'. [2025-11-26T20:53:06.082781] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-11-26T20:53:06.083634] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-11-26T20:53:06.083726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:06.083771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:06.083810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:06.083879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:06.143184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:06.144097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:06.144210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:06.144256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:06.264765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:06.264960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:06.265014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:06.265051] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:06.268496] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-11-26T20:53:06.268826] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-11-26T20:53:06.268977] [INFO ] [sig ] BKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:06.408777] [INFO ] [LOCAL ] Saved forecast: BKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BKE.txt [2025-11-26T20:53:06.408935] [INFO ] [sig ] [438/3599] Completed BKE in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:06.408989] [INFO ] [sig ] [439/3599] Forecasting BKH... [2025-11-26T20:53:06.409031] [INFO ] [sig ] Generating forecast for: BKH [2025-11-26T20:53:06.409074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-11-26T20:53:06.420416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKH'. [2025-11-26T20:53:06.420782] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-11-26T20:53:06.421597] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-11-26T20:53:06.421695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:06.421753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:06.421801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:06.421879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:06.478990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:06.479629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:06.479741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:06.479801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:06.597056] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:06.597238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:06.597291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:06.597334] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:06.600815] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=11.29%) [2025-11-26T20:53:06.601159] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-11-26T20:53:06.601311] [INFO ] [sig ] BKH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:06.743996] [INFO ] [LOCAL ] Saved forecast: BKH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BKH.txt [2025-11-26T20:53:06.744158] [INFO ] [sig ] [439/3599] Completed BKH in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:06.744217] [INFO ] [sig ] [440/3599] Forecasting BKN... [2025-11-26T20:53:06.744273] [INFO ] [sig ] Generating forecast for: BKN [2025-11-26T20:53:06.744318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-11-26T20:53:06.756493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKN'. [2025-11-26T20:53:06.756855] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-11-26T20:53:06.757709] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-11-26T20:53:06.757777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:06.757832] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:06.757881] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:06.757960] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:06.816088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:06.817125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:06.817254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:06.817304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:06.941901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:06.942105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:06.942198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:06.942268] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:06.945879] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=13.62%) [2025-11-26T20:53:06.946177] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-11-26T20:53:06.946327] [INFO ] [sig ] BKN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:07.091532] [INFO ] [LOCAL ] Saved forecast: BKN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BKN.txt [2025-11-26T20:53:07.091705] [INFO ] [sig ] [440/3599] Completed BKN in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:07.091762] [INFO ] [sig ] [441/3599] Forecasting BKSY... [2025-11-26T20:53:07.091805] [INFO ] [sig ] Generating forecast for: BKSY [2025-11-26T20:53:07.091847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-11-26T20:53:07.103375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKSY'. [2025-11-26T20:53:07.103703] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-11-26T20:53:07.104504] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-11-26T20:53:07.104575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:07.104632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:07.104706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:07.104778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:07.161756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:07.162417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:07.162514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:07.162561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:07.284274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:07.284465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:07.284520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:07.284563] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:07.287982] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=97.90%) [2025-11-26T20:53:07.288273] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-11-26T20:53:07.288420] [INFO ] [sig ] BKSY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:07.428740] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BKSY.txt [2025-11-26T20:53:07.428930] [INFO ] [sig ] [441/3599] Completed BKSY in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:07.428986] [INFO ] [sig ] [442/3599] Forecasting BL... [2025-11-26T20:53:07.429030] [INFO ] [sig ] Generating forecast for: BL [2025-11-26T20:53:07.429074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'. [2025-11-26T20:53:07.441056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BL'. [2025-11-26T20:53:07.441478] [INFO ] [FORECASTER] Starting predict_future for BL [2025-11-26T20:53:07.442382] [DEBUG] [LOCAL ] No optimal features file found for BL: ./output/feature-sets/BL.txt [2025-11-26T20:53:07.442456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:07.442504] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:07.442546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:07.442616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:07.504084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:07.505027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:07.505192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:07.505242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:07.625838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:07.626021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:07.626076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:07.626119] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:07.629607] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=31.27%) [2025-11-26T20:53:07.629935] [INFO ] [FORECASTER] Completed predict_future for BL [2025-11-26T20:53:07.630084] [INFO ] [sig ] BL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:07.770097] [INFO ] [LOCAL ] Saved forecast: BL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BL.txt [2025-11-26T20:53:07.770256] [INFO ] [sig ] [442/3599] Completed BL in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:07.770309] [INFO ] [sig ] [443/3599] Forecasting BLBD... [2025-11-26T20:53:07.770350] [INFO ] [sig ] Generating forecast for: BLBD [2025-11-26T20:53:07.770391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'. [2025-11-26T20:53:07.781803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLBD'. [2025-11-26T20:53:07.782105] [INFO ] [FORECASTER] Starting predict_future for BLBD [2025-11-26T20:53:07.782914] [DEBUG] [LOCAL ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt [2025-11-26T20:53:07.782983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:07.783028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:07.783067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:07.783136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:07.841801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:07.842692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:07.842789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:07.842836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:07.963071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:07.963264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:07.963316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:07.963399] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:07.966850] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=29.08%) [2025-11-26T20:53:07.967153] [INFO ] [FORECASTER] Completed predict_future for BLBD [2025-11-26T20:53:07.967305] [INFO ] [sig ] BLBD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:08.109265] [INFO ] [LOCAL ] Saved forecast: BLBD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLBD.txt [2025-11-26T20:53:08.109435] [INFO ] [sig ] [443/3599] Completed BLBD in 0.3s | 2.90 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:08.109485] [INFO ] [sig ] [444/3599] Forecasting BLCN... [2025-11-26T20:53:08.109526] [INFO ] [sig ] Generating forecast for: BLCN [2025-11-26T20:53:08.109562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'. [2025-11-26T20:53:08.120679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCN'. [2025-11-26T20:53:08.121078] [INFO ] [FORECASTER] Starting predict_future for BLCN [2025-11-26T20:53:08.121997] [DEBUG] [LOCAL ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt [2025-11-26T20:53:08.122070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:08.122117] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:08.122156] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:08.122268] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:08.179773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:08.180526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:08.180626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:08.180736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:08.287040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:08.287219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:08.287271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:08.287313] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:08.293830] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=14.02%) [2025-11-26T20:53:08.294142] [INFO ] [FORECASTER] Completed predict_future for BLCN [2025-11-26T20:53:08.294318] [INFO ] [sig ] BLCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:08.434893] [INFO ] [LOCAL ] Saved forecast: BLCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLCN.txt [2025-11-26T20:53:08.435055] [INFO ] [sig ] [444/3599] Completed BLCN in 0.3s | 2.91 sym/s | Total: 2.5m | ETA: 18.1m [2025-11-26T20:53:08.435110] [INFO ] [sig ] [445/3599] Forecasting BLCO... [2025-11-26T20:53:08.435153] [INFO ] [sig ] Generating forecast for: BLCO [2025-11-26T20:53:08.435201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-11-26T20:53:08.448365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCO'. [2025-11-26T20:53:08.448862] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-11-26T20:53:08.449730] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-11-26T20:53:08.449798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:08.449854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:08.449903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:08.449973] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:08.507478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:08.508379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:08.508479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:08.508559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:08.634405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:08.634591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:08.634661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:08.634702] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:08.638142] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=16.54%) [2025-11-26T20:53:08.638488] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-11-26T20:53:08.638664] [INFO ] [sig ] BLCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:08.781276] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLCO.txt [2025-11-26T20:53:08.781450] [INFO ] [sig ] [445/3599] Completed BLCO in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:08.781505] [INFO ] [sig ] [446/3599] Forecasting BLD... [2025-11-26T20:53:08.781626] [INFO ] [sig ] Generating forecast for: BLD [2025-11-26T20:53:08.781700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-11-26T20:53:08.796527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLD'. [2025-11-26T20:53:08.796868] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-11-26T20:53:08.797726] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-11-26T20:53:08.797796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:08.797852] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:08.797903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:08.797972] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:08.854959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:08.855876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:08.855976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:08.856033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:08.976916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:08.977101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:08.977157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:08.977196] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:08.980885] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=91.48%) [2025-11-26T20:53:08.981228] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-11-26T20:53:08.981395] [INFO ] [sig ] BLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:09.128570] [INFO ] [LOCAL ] Saved forecast: BLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLD.txt [2025-11-26T20:53:09.128810] [INFO ] [sig ] [446/3599] Completed BLD in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:09.128870] [INFO ] [sig ] [447/3599] Forecasting BLDP... [2025-11-26T20:53:09.128915] [INFO ] [sig ] Generating forecast for: BLDP [2025-11-26T20:53:09.128964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'. [2025-11-26T20:53:09.141501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLDP'. [2025-11-26T20:53:09.141949] [INFO ] [FORECASTER] Starting predict_future for BLDP [2025-11-26T20:53:09.142848] [DEBUG] [LOCAL ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt [2025-11-26T20:53:09.142920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:09.142977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:09.143070] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:09.143180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:09.203856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:09.204801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:09.204907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:09.204967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:09.329541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:09.329746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:09.329801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:09.329867] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:09.333311] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=36.18%) [2025-11-26T20:53:09.333629] [INFO ] [FORECASTER] Completed predict_future for BLDP [2025-11-26T20:53:09.333811] [INFO ] [sig ] BLDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:09.478280] [INFO ] [LOCAL ] Saved forecast: BLDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLDP.txt [2025-11-26T20:53:09.478463] [INFO ] [sig ] [447/3599] Completed BLDP in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:09.478517] [INFO ] [sig ] [448/3599] Forecasting BLE... [2025-11-26T20:53:09.478668] [INFO ] [sig ] Generating forecast for: BLE [2025-11-26T20:53:09.478724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-11-26T20:53:09.490356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLE'. [2025-11-26T20:53:09.490821] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-11-26T20:53:09.491635] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-11-26T20:53:09.491738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:09.491796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:09.491847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:09.491926] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:09.549294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:09.550243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:09.550366] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:09.550425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:09.667067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:09.667256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:09.667310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:09.667351] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:09.670896] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=60.48%) [2025-11-26T20:53:09.671220] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-11-26T20:53:09.671380] [INFO ] [sig ] BLE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:09.814172] [INFO ] [LOCAL ] Saved forecast: BLE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLE.txt [2025-11-26T20:53:09.814358] [INFO ] [sig ] [448/3599] Completed BLE in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:09.814412] [INFO ] [sig ] [449/3599] Forecasting BLFS... [2025-11-26T20:53:09.814455] [INFO ] [sig ] Generating forecast for: BLFS [2025-11-26T20:53:09.814496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'. [2025-11-26T20:53:09.827278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFS'. [2025-11-26T20:53:09.827730] [INFO ] [FORECASTER] Starting predict_future for BLFS [2025-11-26T20:53:09.828566] [DEBUG] [LOCAL ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt [2025-11-26T20:53:09.828656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:09.828717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:09.828769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:09.828838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:09.886534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:09.887445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:09.887732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:09.887803] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:10.008930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:10.009138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:10.009199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:10.009242] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:10.013050] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=60.81%) [2025-11-26T20:53:10.013489] [INFO ] [FORECASTER] Completed predict_future for BLFS [2025-11-26T20:53:10.013675] [INFO ] [sig ] BLFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:10.156991] [INFO ] [LOCAL ] Saved forecast: BLFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLFS.txt [2025-11-26T20:53:10.157181] [INFO ] [sig ] [449/3599] Completed BLFS in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:10.157236] [INFO ] [sig ] [450/3599] Forecasting BLFY... [2025-11-26T20:53:10.157278] [INFO ] [sig ] Generating forecast for: BLFY [2025-11-26T20:53:10.157335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'. [2025-11-26T20:53:10.169793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFY'. [2025-11-26T20:53:10.170203] [INFO ] [FORECASTER] Starting predict_future for BLFY [2025-11-26T20:53:10.171129] [DEBUG] [LOCAL ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt [2025-11-26T20:53:10.171209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:10.171277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:10.171342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:10.171452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:10.230139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:10.231090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:10.231203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:10.231277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:10.350619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:10.350832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:10.350902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:10.350960] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:10.354425] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=71.00%) [2025-11-26T20:53:10.354766] [INFO ] [FORECASTER] Completed predict_future for BLFY [2025-11-26T20:53:10.354935] [INFO ] [sig ] BLFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:10.494671] [INFO ] [LOCAL ] Saved forecast: BLFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLFY.txt [2025-11-26T20:53:10.494828] [INFO ] [sig ] [450/3599] Completed BLFY in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:10.494882] [INFO ] [sig ] [451/3599] Forecasting BLK... [2025-11-26T20:53:10.494921] [INFO ] [sig ] Generating forecast for: BLK [2025-11-26T20:53:10.494982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-11-26T20:53:10.506799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLK'. [2025-11-26T20:53:10.507140] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-11-26T20:53:10.508027] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-11-26T20:53:10.508099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:10.508162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:10.508228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:10.508334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:10.567899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:10.568763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:10.568867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:10.568918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:10.690710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:10.690877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:10.690931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:10.690970] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:10.694387] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=72.37%) [2025-11-26T20:53:10.694727] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-11-26T20:53:10.694887] [INFO ] [sig ] BLK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:10.837567] [INFO ] [LOCAL ] Saved forecast: BLK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLK.txt [2025-11-26T20:53:10.837784] [INFO ] [sig ] [451/3599] Completed BLK in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:10.837842] [INFO ] [sig ] [452/3599] Forecasting BLKB... [2025-11-26T20:53:10.837885] [INFO ] [sig ] Generating forecast for: BLKB [2025-11-26T20:53:10.837930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'. [2025-11-26T20:53:10.849295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLKB'. [2025-11-26T20:53:10.849612] [INFO ] [FORECASTER] Starting predict_future for BLKB [2025-11-26T20:53:10.850458] [DEBUG] [LOCAL ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt [2025-11-26T20:53:10.850527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:10.850572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:10.850611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:10.850703] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:10.907557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:10.908378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:10.908484] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:10.908529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:11.024788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:11.024977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:11.025029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:11.025073] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:11.028454] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=14.87%) [2025-11-26T20:53:11.028767] [INFO ] [FORECASTER] Completed predict_future for BLKB [2025-11-26T20:53:11.028911] [INFO ] [sig ] BLKB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:11.167886] [INFO ] [LOCAL ] Saved forecast: BLKB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLKB.txt [2025-11-26T20:53:11.168044] [INFO ] [sig ] [452/3599] Completed BLKB in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.1m [2025-11-26T20:53:11.168097] [INFO ] [sig ] [453/3599] Forecasting BLMN... [2025-11-26T20:53:11.168139] [INFO ] [sig ] Generating forecast for: BLMN [2025-11-26T20:53:11.168190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'. [2025-11-26T20:53:11.178884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLMN'. [2025-11-26T20:53:11.179171] [INFO ] [FORECASTER] Starting predict_future for BLMN [2025-11-26T20:53:11.179990] [DEBUG] [LOCAL ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt [2025-11-26T20:53:11.180059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:11.180104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:11.180143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:11.180208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:11.236953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:11.237605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:11.237713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:11.237762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:11.356514] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:11.356699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:11.356754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:11.356796] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:11.360190] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-11-26T20:53:11.360489] [INFO ] [FORECASTER] Completed predict_future for BLMN [2025-11-26T20:53:11.360633] [INFO ] [sig ] BLMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:11.500425] [INFO ] [LOCAL ] Saved forecast: BLMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLMN.txt [2025-11-26T20:53:11.500594] [INFO ] [sig ] [453/3599] Completed BLMN in 0.3s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:11.500669] [INFO ] [sig ] [454/3599] Forecasting BLND... [2025-11-26T20:53:11.500716] [INFO ] [sig ] Generating forecast for: BLND [2025-11-26T20:53:11.500759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-11-26T20:53:11.515290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLND'. [2025-11-26T20:53:11.515941] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-11-26T20:53:11.517006] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-11-26T20:53:11.517084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:11.517134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:11.517196] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:11.517290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:11.576847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:11.578179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:11.578311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:11.578389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:11.703142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:11.703406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:11.703505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:11.703558] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:11.707983] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=14.20%) [2025-11-26T20:53:11.708464] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-11-26T20:53:11.708685] [INFO ] [sig ] BLND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:11.869401] [INFO ] [LOCAL ] Saved forecast: BLND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLND.txt [2025-11-26T20:53:11.869688] [INFO ] [sig ] [454/3599] Completed BLND in 0.4s | 2.91 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:11.869752] [INFO ] [sig ] [455/3599] Forecasting BLRX... [2025-11-26T20:53:11.869831] [INFO ] [sig ] Generating forecast for: BLRX [2025-11-26T20:53:11.869972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'. [2025-11-26T20:53:11.885238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLRX'. [2025-11-26T20:53:11.885960] [INFO ] [FORECASTER] Starting predict_future for BLRX [2025-11-26T20:53:11.887239] [DEBUG] [LOCAL ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt [2025-11-26T20:53:11.887318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:11.887366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:11.887443] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:11.887549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:11.947725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:11.948923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:11.949040] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:11.949110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:12.075353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:12.075610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:12.075696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:12.075742] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:12.079862] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-11-26T20:53:12.080220] [INFO ] [FORECASTER] Completed predict_future for BLRX [2025-11-26T20:53:12.080390] [INFO ] [sig ] BLRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:12.226732] [INFO ] [LOCAL ] Saved forecast: BLRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLRX.txt [2025-11-26T20:53:12.226995] [INFO ] [sig ] [455/3599] Completed BLRX in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:12.227086] [INFO ] [sig ] [456/3599] Forecasting BLTE... [2025-11-26T20:53:12.227150] [INFO ] [sig ] Generating forecast for: BLTE [2025-11-26T20:53:12.227210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'. [2025-11-26T20:53:12.240828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLTE'. [2025-11-26T20:53:12.241400] [INFO ] [FORECASTER] Starting predict_future for BLTE [2025-11-26T20:53:12.242353] [DEBUG] [LOCAL ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt [2025-11-26T20:53:12.242431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:12.242482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:12.242524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:12.242595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:12.301220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:12.302449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:12.302570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:12.302620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:12.431085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:12.431333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:12.431395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:12.431431] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:12.435067] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=6.40%) [2025-11-26T20:53:12.435383] [INFO ] [FORECASTER] Completed predict_future for BLTE [2025-11-26T20:53:12.435542] [INFO ] [sig ] BLTE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:12.577930] [INFO ] [LOCAL ] Saved forecast: BLTE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLTE.txt [2025-11-26T20:53:12.578114] [INFO ] [sig ] [456/3599] Completed BLTE in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:12.578169] [INFO ] [sig ] [457/3599] Forecasting BLX... [2025-11-26T20:53:12.578211] [INFO ] [sig ] Generating forecast for: BLX [2025-11-26T20:53:12.578253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-11-26T20:53:12.590770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLX'. [2025-11-26T20:53:12.591123] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-11-26T20:53:12.592001] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-11-26T20:53:12.592071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:12.592117] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:12.592155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:12.592220] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:12.651196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:12.651928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:12.652026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:12.652082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:12.772080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:12.772238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:12.772291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:12.772333] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:12.775706] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=82.81%) [2025-11-26T20:53:12.776003] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-11-26T20:53:12.776149] [INFO ] [sig ] BLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:12.916071] [INFO ] [LOCAL ] Saved forecast: BLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLX.txt [2025-11-26T20:53:12.916214] [INFO ] [sig ] [457/3599] Completed BLX in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:12.916268] [INFO ] [sig ] [458/3599] Forecasting BLZE... [2025-11-26T20:53:12.916312] [INFO ] [sig ] Generating forecast for: BLZE [2025-11-26T20:53:12.916354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'. [2025-11-26T20:53:12.927105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLZE'. [2025-11-26T20:53:12.927398] [INFO ] [FORECASTER] Starting predict_future for BLZE [2025-11-26T20:53:12.928353] [DEBUG] [LOCAL ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt [2025-11-26T20:53:12.928425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:12.928472] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:12.928516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:12.928585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:12.987174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:12.987925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:12.988023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:12.988064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:13.111412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:13.111598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:13.111673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:13.111721] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:13.115274] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=38.11%) [2025-11-26T20:53:13.115581] [INFO ] [FORECASTER] Completed predict_future for BLZE [2025-11-26T20:53:13.115750] [INFO ] [sig ] BLZE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:13.260625] [INFO ] [LOCAL ] Saved forecast: BLZE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLZE.txt [2025-11-26T20:53:13.260850] [INFO ] [sig ] [458/3599] Completed BLZE in 0.3s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:13.260906] [INFO ] [sig ] [459/3599] Forecasting BMA... [2025-11-26T20:53:13.260952] [INFO ] [sig ] Generating forecast for: BMA [2025-11-26T20:53:13.260993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-11-26T20:53:13.273169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMA'. [2025-11-26T20:53:13.273556] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-11-26T20:53:13.274551] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-11-26T20:53:13.274625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:13.274688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:13.274730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:13.274984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:13.337224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:13.338353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:13.338500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:13.338571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:13.463246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:13.463444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:13.463502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:13.463546] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:13.467260] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=88.05%) [2025-11-26T20:53:13.467608] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-11-26T20:53:13.467814] [INFO ] [sig ] BMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:13.644008] [INFO ] [LOCAL ] Saved forecast: BMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BMA.txt [2025-11-26T20:53:13.644250] [INFO ] [sig ] [459/3599] Completed BMA in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:13.644319] [INFO ] [sig ] [460/3599] Forecasting BME... [2025-11-26T20:53:13.644372] [INFO ] [sig ] Generating forecast for: BME [2025-11-26T20:53:13.644424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-11-26T20:53:13.660101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BME'. [2025-11-26T20:53:13.660589] [INFO ] [FORECASTER] Starting predict_future for BME [2025-11-26T20:53:13.661674] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-11-26T20:53:13.661761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:13.661844] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:13.661898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:13.661990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:13.727979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:13.729277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:13.729415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:13.729492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:13.868746] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:13.868948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:13.869011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:13.869055] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:13.874095] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=30.91%) [2025-11-26T20:53:13.874562] [INFO ] [FORECASTER] Completed predict_future for BME [2025-11-26T20:53:13.874790] [INFO ] [sig ] BME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:14.073751] [INFO ] [LOCAL ] Saved forecast: BME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BME.txt [2025-11-26T20:53:14.073954] [INFO ] [sig ] [460/3599] Completed BME in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:14.074011] [INFO ] [sig ] [461/3599] Forecasting BMEZ... [2025-11-26T20:53:14.074055] [INFO ] [sig ] Generating forecast for: BMEZ [2025-11-26T20:53:14.074090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-11-26T20:53:14.087777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'. [2025-11-26T20:53:14.088324] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-11-26T20:53:14.089466] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-11-26T20:53:14.089553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:14.089604] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:14.089678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:14.089765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:14.152291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:14.153264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:14.153390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:14.153472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:14.309231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:14.309447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:14.309544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:14.309608] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:14.313295] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=11.67%) [2025-11-26T20:53:14.313709] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-11-26T20:53:14.313885] [INFO ] [sig ] BMEZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:14.466413] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMEZ.txt [2025-11-26T20:53:14.466607] [INFO ] [sig ] [461/3599] Completed BMEZ in 0.4s | 2.90 sym/s | Total: 2.6m | ETA: 18.0m [2025-11-26T20:53:14.466688] [INFO ] [sig ] [462/3599] Forecasting BMI... [2025-11-26T20:53:14.466733] [INFO ] [sig ] Generating forecast for: BMI [2025-11-26T20:53:14.466776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-11-26T20:53:14.480251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMI'. [2025-11-26T20:53:14.480687] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-11-26T20:53:14.481554] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-11-26T20:53:14.481626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:14.481700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:14.481753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:14.481836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:14.540540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:14.541333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:14.541434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:14.541496] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:14.659109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:14.659294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:14.659348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:14.659405] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:14.662896] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=50.25%) [2025-11-26T20:53:14.663235] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-11-26T20:53:14.663404] [INFO ] [sig ] BMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:14.804905] [INFO ] [LOCAL ] Saved forecast: BMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BMI.txt [2025-11-26T20:53:14.805070] [INFO ] [sig ] [462/3599] Completed BMI in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:14.805128] [INFO ] [sig ] [463/3599] Forecasting BMO... [2025-11-26T20:53:14.805173] [INFO ] [sig ] Generating forecast for: BMO [2025-11-26T20:53:14.805214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-11-26T20:53:14.816699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMO'. [2025-11-26T20:53:14.817035] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-11-26T20:53:14.817982] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-11-26T20:53:14.818054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:14.818100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:14.818139] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:14.818210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:14.874726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:14.875469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:14.875572] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:14.875620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:14.997387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:14.997596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:14.997681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:14.997727] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:15.001161] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=73.10%) [2025-11-26T20:53:15.001458] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-11-26T20:53:15.001609] [INFO ] [sig ] BMO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:15.140498] [INFO ] [LOCAL ] Saved forecast: BMO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BMO.txt [2025-11-26T20:53:15.140684] [INFO ] [sig ] [463/3599] Completed BMO in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:15.140753] [INFO ] [sig ] [464/3599] Forecasting BMRA... [2025-11-26T20:53:15.140798] [INFO ] [sig ] Generating forecast for: BMRA [2025-11-26T20:53:15.140839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'. [2025-11-26T20:53:15.152232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRA'. [2025-11-26T20:53:15.152684] [INFO ] [FORECASTER] Starting predict_future for BMRA [2025-11-26T20:53:15.153492] [DEBUG] [LOCAL ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt [2025-11-26T20:53:15.153567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:15.153612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:15.153674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:15.153768] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:15.211537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:15.212309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:15.212411] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:15.212460] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:15.328283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:15.328459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:15.328510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:15.328550] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:15.331993] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=43.12%) [2025-11-26T20:53:15.332285] [INFO ] [FORECASTER] Completed predict_future for BMRA [2025-11-26T20:53:15.332432] [INFO ] [sig ] BMRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:15.470330] [INFO ] [LOCAL ] Saved forecast: BMRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMRA.txt [2025-11-26T20:53:15.470498] [INFO ] [sig ] [464/3599] Completed BMRA in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:15.470551] [INFO ] [sig ] [465/3599] Forecasting BMRC... [2025-11-26T20:53:15.470597] [INFO ] [sig ] Generating forecast for: BMRC [2025-11-26T20:53:15.470658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'. [2025-11-26T20:53:15.482016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRC'. [2025-11-26T20:53:15.482361] [INFO ] [FORECASTER] Starting predict_future for BMRC [2025-11-26T20:53:15.483188] [DEBUG] [LOCAL ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt [2025-11-26T20:53:15.483257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:15.483303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:15.483342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:15.483411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:15.540236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:15.540973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:15.541069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:15.541116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:15.659824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:15.660009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:15.660060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:15.660100] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:15.663496] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=37.26%) [2025-11-26T20:53:15.663807] [INFO ] [FORECASTER] Completed predict_future for BMRC [2025-11-26T20:53:15.663974] [INFO ] [sig ] BMRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:15.804871] [INFO ] [LOCAL ] Saved forecast: BMRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMRC.txt [2025-11-26T20:53:15.805080] [INFO ] [sig ] [465/3599] Completed BMRC in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:15.805137] [INFO ] [sig ] [466/3599] Forecasting BMRN... [2025-11-26T20:53:15.805182] [INFO ] [sig ] Generating forecast for: BMRN [2025-11-26T20:53:15.805223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'. [2025-11-26T20:53:15.816912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRN'. [2025-11-26T20:53:15.817265] [INFO ] [FORECASTER] Starting predict_future for BMRN [2025-11-26T20:53:15.818122] [DEBUG] [LOCAL ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt [2025-11-26T20:53:15.818194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:15.818239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:15.818277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:15.818343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:15.874011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:15.874722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:15.874820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:15.874867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:15.987404] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:15.987616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:15.987692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:15.987736] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:15.991166] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=21.33%) [2025-11-26T20:53:15.991463] [INFO ] [FORECASTER] Completed predict_future for BMRN [2025-11-26T20:53:15.991614] [INFO ] [sig ] BMRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:16.129408] [INFO ] [LOCAL ] Saved forecast: BMRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMRN.txt [2025-11-26T20:53:16.129613] [INFO ] [sig ] [466/3599] Completed BMRN in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:16.129695] [INFO ] [sig ] [467/3599] Forecasting BMY... [2025-11-26T20:53:16.129740] [INFO ] [sig ] Generating forecast for: BMY [2025-11-26T20:53:16.129779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-11-26T20:53:16.141397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMY'. [2025-11-26T20:53:16.141772] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-11-26T20:53:16.142587] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-11-26T20:53:16.142679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:16.142728] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:16.142771] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:16.142840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:16.199356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:16.200173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:16.200276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:16.200327] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:16.319384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:16.319574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:16.319671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:16.319722] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:16.323239] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-11-26T20:53:16.323549] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-11-26T20:53:16.323722] [INFO ] [sig ] BMY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:16.467626] [INFO ] [LOCAL ] Saved forecast: BMY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMY.txt [2025-11-26T20:53:16.467835] [INFO ] [sig ] [467/3599] Completed BMY in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:16.467894] [INFO ] [sig ] [468/3599] Forecasting BN... [2025-11-26T20:53:16.467937] [INFO ] [sig ] Generating forecast for: BN [2025-11-26T20:53:16.467981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-11-26T20:53:16.479486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BN'. [2025-11-26T20:53:16.479847] [INFO ] [FORECASTER] Starting predict_future for BN [2025-11-26T20:53:16.480670] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-11-26T20:53:16.480738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:16.480784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:16.480822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:16.480889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:16.538217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:16.539193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:16.539296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:16.539345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:16.661841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:16.662038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:16.662091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:16.662134] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:16.665684] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.02%) [2025-11-26T20:53:16.666048] [INFO ] [FORECASTER] Completed predict_future for BN [2025-11-26T20:53:16.666210] [INFO ] [sig ] BN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:16.809540] [INFO ] [LOCAL ] Saved forecast: BN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BN.txt [2025-11-26T20:53:16.809772] [INFO ] [sig ] [468/3599] Completed BN in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:16.809830] [INFO ] [sig ] [469/3599] Forecasting BND... [2025-11-26T20:53:16.809865] [INFO ] [sig ] Generating forecast for: BND [2025-11-26T20:53:16.809910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'. [2025-11-26T20:53:16.821846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BND'. [2025-11-26T20:53:16.822272] [INFO ] [FORECASTER] Starting predict_future for BND [2025-11-26T20:53:16.823119] [DEBUG] [LOCAL ] No optimal features file found for BND: ./output/feature-sets/BND.txt [2025-11-26T20:53:16.823190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:16.823236] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:16.823275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:16.823346] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:16.881366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:16.882316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:16.882459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:16.882517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:17.007940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:17.008157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:17.008218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:17.008261] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:17.011840] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-11-26T20:53:17.012143] [INFO ] [FORECASTER] Completed predict_future for BND [2025-11-26T20:53:17.012291] [INFO ] [sig ] BND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:17.153808] [INFO ] [LOCAL ] Saved forecast: BND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BND.txt [2025-11-26T20:53:17.154013] [INFO ] [sig ] [469/3599] Completed BND in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:17.154071] [INFO ] [sig ] [470/3599] Forecasting BNDX... [2025-11-26T20:53:17.154128] [INFO ] [sig ] Generating forecast for: BNDX [2025-11-26T20:53:17.154178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'. [2025-11-26T20:53:17.166010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNDX'. [2025-11-26T20:53:17.166441] [INFO ] [FORECASTER] Starting predict_future for BNDX [2025-11-26T20:53:17.167358] [DEBUG] [LOCAL ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt [2025-11-26T20:53:17.167433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:17.167478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:17.167544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:17.167613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:17.225059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:17.226008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:17.226118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:17.226159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:17.353754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:17.353951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:17.354008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:17.354049] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:17.357836] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=71.02%) [2025-11-26T20:53:17.358274] [INFO ] [FORECASTER] Completed predict_future for BNDX [2025-11-26T20:53:17.358439] [INFO ] [sig ] BNDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:17.502181] [INFO ] [LOCAL ] Saved forecast: BNDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNDX.txt [2025-11-26T20:53:17.502381] [INFO ] [sig ] [470/3599] Completed BNDX in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:17.502440] [INFO ] [sig ] [471/3599] Forecasting BNED... [2025-11-26T20:53:17.502485] [INFO ] [sig ] Generating forecast for: BNED [2025-11-26T20:53:17.502527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-11-26T20:53:17.515114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNED'. [2025-11-26T20:53:17.515569] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-11-26T20:53:17.516422] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-11-26T20:53:17.516497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:17.516550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:17.516613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:17.516709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:17.574347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:17.575263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:17.575371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:17.575421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:17.693546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:17.693759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:17.693818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:17.693863] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:17.697397] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=6.50%) [2025-11-26T20:53:17.697723] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-11-26T20:53:17.697866] [INFO ] [sig ] BNED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:17.837059] [INFO ] [LOCAL ] Saved forecast: BNED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNED.txt [2025-11-26T20:53:17.837218] [INFO ] [sig ] [471/3599] Completed BNED in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:17.837272] [INFO ] [sig ] [472/3599] Forecasting BNGO... [2025-11-26T20:53:17.837314] [INFO ] [sig ] Generating forecast for: BNGO [2025-11-26T20:53:17.837355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'. [2025-11-26T20:53:17.849575] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNGO'. [2025-11-26T20:53:17.850056] [INFO ] [FORECASTER] Starting predict_future for BNGO [2025-11-26T20:53:17.850958] [DEBUG] [LOCAL ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt [2025-11-26T20:53:17.851030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:17.851090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:17.851142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:17.851214] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:17.912686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:17.913843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:17.913968] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:17.914018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:18.038475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:18.038708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:18.038768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:18.038809] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:18.042289] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=35.82%) [2025-11-26T20:53:18.042600] [INFO ] [FORECASTER] Completed predict_future for BNGO [2025-11-26T20:53:18.042783] [INFO ] [sig ] BNGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:18.183917] [INFO ] [LOCAL ] Saved forecast: BNGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNGO.txt [2025-11-26T20:53:18.184078] [INFO ] [sig ] [472/3599] Completed BNGO in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 18.0m [2025-11-26T20:53:18.184131] [INFO ] [sig ] [473/3599] Forecasting BNH... [2025-11-26T20:53:18.184171] [INFO ] [sig ] Generating forecast for: BNH [2025-11-26T20:53:18.184215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-11-26T20:53:18.195419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNH'. [2025-11-26T20:53:18.195818] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-11-26T20:53:18.196628] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-11-26T20:53:18.196726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:18.196773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:18.196813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:18.196882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:18.254832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:18.255518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:18.255615] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:18.255685] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:18.370705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:18.370884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:18.370937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:18.370977] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:18.374511] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=31.55%) [2025-11-26T20:53:18.374849] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-11-26T20:53:18.375004] [INFO ] [sig ] BNH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:18.521923] [INFO ] [LOCAL ] Saved forecast: BNH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNH.txt [2025-11-26T20:53:18.522086] [INFO ] [sig ] [473/3599] Completed BNH in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:18.522141] [INFO ] [sig ] [474/3599] Forecasting BNJ... [2025-11-26T20:53:18.522184] [INFO ] [sig ] Generating forecast for: BNJ [2025-11-26T20:53:18.522224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-11-26T20:53:18.533346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNJ'. [2025-11-26T20:53:18.533733] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-11-26T20:53:18.534556] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-11-26T20:53:18.534627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:18.534711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:18.534804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:18.534880] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:18.590870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:18.591609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:18.591730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:18.591779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:18.700911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:18.701089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:18.701141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:18.701181] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:18.704661] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-11-26T20:53:18.704965] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-11-26T20:53:18.705120] [INFO ] [sig ] BNJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:18.846250] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNJ.txt [2025-11-26T20:53:18.846412] [INFO ] [sig ] [474/3599] Completed BNJ in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:18.846467] [INFO ] [sig ] [475/3599] Forecasting BNL... [2025-11-26T20:53:18.846511] [INFO ] [sig ] Generating forecast for: BNL [2025-11-26T20:53:18.846570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-11-26T20:53:18.858104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNL'. [2025-11-26T20:53:18.858456] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-11-26T20:53:18.859329] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-11-26T20:53:18.859400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:18.859447] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:18.859489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:18.859574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:18.917169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:18.917966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:18.918070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:18.918120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:19.038339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:19.038495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:19.038549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:19.038592] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:19.042165] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=78.01%) [2025-11-26T20:53:19.042484] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-11-26T20:53:19.042637] [INFO ] [sig ] BNL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:19.181874] [INFO ] [LOCAL ] Saved forecast: BNL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNL.txt [2025-11-26T20:53:19.182032] [INFO ] [sig ] [475/3599] Completed BNL in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:19.182085] [INFO ] [sig ] [476/3599] Forecasting BNRG... [2025-11-26T20:53:19.182130] [INFO ] [sig ] Generating forecast for: BNRG [2025-11-26T20:53:19.182183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'. [2025-11-26T20:53:19.194889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNRG'. [2025-11-26T20:53:19.195281] [INFO ] [FORECASTER] Starting predict_future for BNRG [2025-11-26T20:53:19.196176] [DEBUG] [LOCAL ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt [2025-11-26T20:53:19.196249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:19.196297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:19.196348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:19.196430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:19.257921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:19.258824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:19.258936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:19.258988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:19.384559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:19.384757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:19.384812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:19.384854] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:19.388458] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=52.07%) [2025-11-26T20:53:19.388864] [INFO ] [FORECASTER] Completed predict_future for BNRG [2025-11-26T20:53:19.389045] [INFO ] [sig ] BNRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:19.542605] [INFO ] [LOCAL ] Saved forecast: BNRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNRG.txt [2025-11-26T20:53:19.542878] [INFO ] [sig ] [476/3599] Completed BNRG in 0.4s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:19.542953] [INFO ] [sig ] [477/3599] Forecasting BNS... [2025-11-26T20:53:19.542999] [INFO ] [sig ] Generating forecast for: BNS [2025-11-26T20:53:19.543046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-11-26T20:53:19.556176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNS'. [2025-11-26T20:53:19.556592] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-11-26T20:53:19.557492] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-11-26T20:53:19.557586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:19.557663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:19.557715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:19.557795] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:19.620493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:19.621292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:19.621397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:19.621455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:19.745483] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:19.745711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:19.745767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:19.745808] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:19.749320] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=4.41%) [2025-11-26T20:53:19.749675] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-11-26T20:53:19.749854] [INFO ] [sig ] BNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:19.891493] [INFO ] [LOCAL ] Saved forecast: BNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNS.txt [2025-11-26T20:53:19.891676] [INFO ] [sig ] [477/3599] Completed BNS in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:19.891743] [INFO ] [sig ] [478/3599] Forecasting BNTC... [2025-11-26T20:53:19.891793] [INFO ] [sig ] Generating forecast for: BNTC [2025-11-26T20:53:19.891842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'. [2025-11-26T20:53:19.903289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTC'. [2025-11-26T20:53:19.903695] [INFO ] [FORECASTER] Starting predict_future for BNTC [2025-11-26T20:53:19.904490] [DEBUG] [LOCAL ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt [2025-11-26T20:53:19.904560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:19.904608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:19.904668] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:19.904742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:19.961639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:19.962396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:19.962496] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:19.962544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:20.082020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:20.082189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:20.082243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:20.082285] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:20.085798] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=60.20%) [2025-11-26T20:53:20.086096] [INFO ] [FORECASTER] Completed predict_future for BNTC [2025-11-26T20:53:20.086265] [INFO ] [sig ] BNTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:20.224682] [INFO ] [LOCAL ] Saved forecast: BNTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNTC.txt [2025-11-26T20:53:20.224838] [INFO ] [sig ] [478/3599] Completed BNTC in 0.3s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:20.224896] [INFO ] [sig ] [479/3599] Forecasting BNTX... [2025-11-26T20:53:20.225016] [INFO ] [sig ] Generating forecast for: BNTX [2025-11-26T20:53:20.225064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'. [2025-11-26T20:53:20.238961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTX'. [2025-11-26T20:53:20.239506] [INFO ] [FORECASTER] Starting predict_future for BNTX [2025-11-26T20:53:20.240618] [DEBUG] [LOCAL ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt [2025-11-26T20:53:20.240725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:20.240774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:20.240815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:20.240887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:20.298589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:20.299795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:20.299923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:20.299976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:20.429326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:20.429610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:20.429694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:20.429740] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:20.433885] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=5.04%) [2025-11-26T20:53:20.434275] [INFO ] [FORECASTER] Completed predict_future for BNTX [2025-11-26T20:53:20.434451] [INFO ] [sig ] BNTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:20.591260] [INFO ] [LOCAL ] Saved forecast: BNTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNTX.txt [2025-11-26T20:53:20.591536] [INFO ] [sig ] [479/3599] Completed BNTX in 0.4s | 2.90 sym/s | Total: 2.7m | ETA: 17.9m [2025-11-26T20:53:20.591599] [INFO ] [sig ] [480/3599] Forecasting BNY... [2025-11-26T20:53:20.591636] [INFO ] [sig ] Generating forecast for: BNY [2025-11-26T20:53:20.591706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-11-26T20:53:20.606299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNY'. [2025-11-26T20:53:20.606902] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-11-26T20:53:20.607960] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-11-26T20:53:20.608036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:20.608085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:20.608128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:20.608208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:20.668696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:20.669896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:20.670067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:20.670131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:20.792427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:20.792764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:20.792833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:20.792879] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:20.797269] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=13.05%) [2025-11-26T20:53:20.797746] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-11-26T20:53:20.797938] [INFO ] [sig ] BNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:20.945441] [INFO ] [LOCAL ] Saved forecast: BNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNY.txt [2025-11-26T20:53:20.945718] [INFO ] [sig ] [480/3599] Completed BNY in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:20.945785] [INFO ] [sig ] [481/3599] Forecasting BNZI... [2025-11-26T20:53:20.945832] [INFO ] [sig ] Generating forecast for: BNZI [2025-11-26T20:53:20.945880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'. [2025-11-26T20:53:20.959607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNZI'. [2025-11-26T20:53:20.960208] [INFO ] [FORECASTER] Starting predict_future for BNZI [2025-11-26T20:53:20.961338] [DEBUG] [LOCAL ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt [2025-11-26T20:53:20.961415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:20.961469] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:20.961511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:20.961585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:21.023068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:21.024279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:21.024414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:21.024480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:21.147049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:21.147319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:21.147386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:21.147443] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:21.151667] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=27.21%) [2025-11-26T20:53:21.152084] [INFO ] [FORECASTER] Completed predict_future for BNZI [2025-11-26T20:53:21.152264] [INFO ] [sig ] BNZI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:21.299864] [INFO ] [LOCAL ] Saved forecast: BNZI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNZI.txt [2025-11-26T20:53:21.300120] [INFO ] [sig ] [481/3599] Completed BNZI in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:21.300184] [INFO ] [sig ] [482/3599] Forecasting BOC... [2025-11-26T20:53:21.300221] [INFO ] [sig ] Generating forecast for: BOC [2025-11-26T20:53:21.300272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-11-26T20:53:21.313500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOC'. [2025-11-26T20:53:21.313988] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-11-26T20:53:21.314950] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-11-26T20:53:21.315025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:21.315131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:21.315173] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:21.315247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:21.375273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:21.376443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:21.376592] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:21.376665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:21.503382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:21.503682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:21.503746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:21.503791] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:21.507874] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=79.46%) [2025-11-26T20:53:21.508238] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-11-26T20:53:21.508455] [INFO ] [sig ] BOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:21.654603] [INFO ] [LOCAL ] Saved forecast: BOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOC.txt [2025-11-26T20:53:21.654869] [INFO ] [sig ] [482/3599] Completed BOC in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:21.654930] [INFO ] [sig ] [483/3599] Forecasting BOE... [2025-11-26T20:53:21.654975] [INFO ] [sig ] Generating forecast for: BOE [2025-11-26T20:53:21.655019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-11-26T20:53:21.668839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOE'. [2025-11-26T20:53:21.669412] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-11-26T20:53:21.670375] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-11-26T20:53:21.670448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:21.670497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:21.670540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:21.670612] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:21.731936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:21.733188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:21.733323] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:21.733372] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:21.864578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:21.864860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:21.864920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:21.864964] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:21.868940] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=80.69%) [2025-11-26T20:53:21.869279] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-11-26T20:53:21.869439] [INFO ] [sig ] BOE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:22.014172] [INFO ] [LOCAL ] Saved forecast: BOE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOE.txt [2025-11-26T20:53:22.014458] [INFO ] [sig ] [483/3599] Completed BOE in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:22.014528] [INFO ] [sig ] [484/3599] Forecasting BOF... [2025-11-26T20:53:22.014568] [INFO ] [sig ] Generating forecast for: BOF [2025-11-26T20:53:22.014614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'. [2025-11-26T20:53:22.027946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOF'. [2025-11-26T20:53:22.028549] [INFO ] [FORECASTER] Starting predict_future for BOF [2025-11-26T20:53:22.029522] [DEBUG] [LOCAL ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt [2025-11-26T20:53:22.029631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:22.029716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:22.029761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:22.029833] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:22.091165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:22.092545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:22.092703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:22.092754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:22.222576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:22.222865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:22.222924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:22.222968] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:22.226997] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-11-26T20:53:22.227372] [INFO ] [FORECASTER] Completed predict_future for BOF [2025-11-26T20:53:22.227565] [INFO ] [sig ] BOF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:22.370997] [INFO ] [LOCAL ] Saved forecast: BOF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BOF.txt [2025-11-26T20:53:22.371227] [INFO ] [sig ] [484/3599] Completed BOF in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:22.371286] [INFO ] [sig ] [485/3599] Forecasting BOH... [2025-11-26T20:53:22.371332] [INFO ] [sig ] Generating forecast for: BOH [2025-11-26T20:53:22.371376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-11-26T20:53:22.384217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOH'. [2025-11-26T20:53:22.384751] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-11-26T20:53:22.385770] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-11-26T20:53:22.385845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:22.385896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:22.385938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:22.386011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:22.446165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:22.447371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:22.447490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:22.447984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:22.586249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:22.586519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:22.586585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:22.586669] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:22.591190] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=3.04%) [2025-11-26T20:53:22.591566] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-11-26T20:53:22.591784] [INFO ] [sig ] BOH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:22.743312] [INFO ] [LOCAL ] Saved forecast: BOH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BOH.txt [2025-11-26T20:53:22.743589] [INFO ] [sig ] [485/3599] Completed BOH in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:22.743671] [INFO ] [sig ] [486/3599] Forecasting BOKF... [2025-11-26T20:53:22.743714] [INFO ] [sig ] Generating forecast for: BOKF [2025-11-26T20:53:22.743774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'. [2025-11-26T20:53:22.758051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOKF'. [2025-11-26T20:53:22.758706] [INFO ] [FORECASTER] Starting predict_future for BOKF [2025-11-26T20:53:22.759784] [DEBUG] [LOCAL ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt [2025-11-26T20:53:22.759864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:22.759916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:22.759960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:22.760035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:22.821034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:22.822414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:22.822557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:22.822625] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:22.956897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:22.957177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:22.957242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:22.957288] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:22.961808] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=39.06%) [2025-11-26T20:53:22.962165] [INFO ] [FORECASTER] Completed predict_future for BOKF [2025-11-26T20:53:22.962337] [INFO ] [sig ] BOKF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:23.115114] [INFO ] [LOCAL ] Saved forecast: BOKF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BOKF.txt [2025-11-26T20:53:23.115417] [INFO ] [sig ] [486/3599] Completed BOKF in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:23.115482] [INFO ] [sig ] [487/3599] Forecasting BOLD... [2025-11-26T20:53:23.115530] [INFO ] [sig ] Generating forecast for: BOLD [2025-11-26T20:53:23.115590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'. [2025-11-26T20:53:23.130002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOLD'. [2025-11-26T20:53:23.130816] [INFO ] [FORECASTER] Starting predict_future for BOLD [2025-11-26T20:53:23.132079] [DEBUG] [LOCAL ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt [2025-11-26T20:53:23.132165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:23.132219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:23.132276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:23.132356] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:23.194515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:23.195889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:23.196042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:23.196092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:23.333784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:23.334042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:23.334102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:23.334148] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:23.338285] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=95.93%) [2025-11-26T20:53:23.338686] [INFO ] [FORECASTER] Completed predict_future for BOLD [2025-11-26T20:53:23.338871] [INFO ] [sig ] BOLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:23.485274] [INFO ] [LOCAL ] Saved forecast: BOLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOLD.txt [2025-11-26T20:53:23.485528] [INFO ] [sig ] [487/3599] Completed BOLD in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:23.485598] [INFO ] [sig ] [488/3599] Forecasting BOND... [2025-11-26T20:53:23.485659] [INFO ] [sig ] Generating forecast for: BOND [2025-11-26T20:53:23.485710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-11-26T20:53:23.499190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOND'. [2025-11-26T20:53:23.499783] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-11-26T20:53:23.500730] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-11-26T20:53:23.500804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:23.500853] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:23.500896] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:23.500966] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:23.561561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:23.562814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:23.562950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:23.563010] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:23.691734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:23.692048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:23.692122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:23.692163] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:23.696429] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=91.95%) [2025-11-26T20:53:23.696855] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-11-26T20:53:23.697049] [INFO ] [sig ] BOND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:23.840302] [INFO ] [LOCAL ] Saved forecast: BOND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOND.txt [2025-11-26T20:53:23.840514] [INFO ] [sig ] [488/3599] Completed BOND in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:23.840572] [INFO ] [sig ] [489/3599] Forecasting BOOM... [2025-11-26T20:53:23.840616] [INFO ] [sig ] Generating forecast for: BOOM [2025-11-26T20:53:23.840783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'. [2025-11-26T20:53:23.854016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOOM'. [2025-11-26T20:53:23.854510] [INFO ] [FORECASTER] Starting predict_future for BOOM [2025-11-26T20:53:23.855435] [DEBUG] [LOCAL ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt [2025-11-26T20:53:23.855510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:23.855559] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:23.855600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:23.855690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:23.915800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:23.917029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:23.917152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:23.917204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:24.038115] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:24.038376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:24.038438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:24.038475] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:24.042904] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-11-26T20:53:24.043264] [INFO ] [FORECASTER] Completed predict_future for BOOM [2025-11-26T20:53:24.043473] [INFO ] [sig ] BOOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:24.190863] [INFO ] [LOCAL ] Saved forecast: BOOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOOM.txt [2025-11-26T20:53:24.191112] [INFO ] [sig ] [489/3599] Completed BOOM in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:24.191173] [INFO ] [sig ] [490/3599] Forecasting BOTZ... [2025-11-26T20:53:24.191217] [INFO ] [sig ] Generating forecast for: BOTZ [2025-11-26T20:53:24.191265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'. [2025-11-26T20:53:24.204257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'. [2025-11-26T20:53:24.204742] [INFO ] [FORECASTER] Starting predict_future for BOTZ [2025-11-26T20:53:24.205695] [DEBUG] [LOCAL ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt [2025-11-26T20:53:24.205764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:24.205806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:24.205847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:24.205916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:24.272468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:24.273684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:24.273817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:24.273894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:24.397218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:24.397484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:24.397603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:24.397670] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:24.401571] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=59.49%) [2025-11-26T20:53:24.401944] [INFO ] [FORECASTER] Completed predict_future for BOTZ [2025-11-26T20:53:24.402104] [INFO ] [sig ] BOTZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:24.550281] [INFO ] [LOCAL ] Saved forecast: BOTZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOTZ.txt [2025-11-26T20:53:24.550466] [INFO ] [sig ] [490/3599] Completed BOTZ in 0.4s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:24.550521] [INFO ] [sig ] [491/3599] Forecasting BOX... [2025-11-26T20:53:24.550564] [INFO ] [sig ] Generating forecast for: BOX [2025-11-26T20:53:24.550605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-11-26T20:53:24.562085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOX'. [2025-11-26T20:53:24.562395] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-11-26T20:53:24.563237] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-11-26T20:53:24.563305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:24.563351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:24.563390] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:24.563457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:24.622731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:24.623524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:24.623626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:24.623704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:24.744155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:24.744322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:24.744391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:24.744434] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:24.747991] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=73.77%) [2025-11-26T20:53:24.748354] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-11-26T20:53:24.748509] [INFO ] [sig ] BOX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:24.890160] [INFO ] [LOCAL ] Saved forecast: BOX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOX.txt [2025-11-26T20:53:24.890310] [INFO ] [sig ] [491/3599] Completed BOX in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:24.890363] [INFO ] [sig ] [492/3599] Forecasting BP... [2025-11-26T20:53:24.890403] [INFO ] [sig ] Generating forecast for: BP [2025-11-26T20:53:24.890442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-11-26T20:53:24.901825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BP'. [2025-11-26T20:53:24.902148] [INFO ] [FORECASTER] Starting predict_future for BP [2025-11-26T20:53:24.902999] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-11-26T20:53:24.903071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:24.903134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:24.903201] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:24.903304] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:24.960879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:24.961572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:24.961685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:24.961729] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:25.083251] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:25.083434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:25.083494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:25.083529] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:25.087091] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=18.89%) [2025-11-26T20:53:25.087391] [INFO ] [FORECASTER] Completed predict_future for BP [2025-11-26T20:53:25.087568] [INFO ] [sig ] BP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:25.227479] [INFO ] [LOCAL ] Saved forecast: BP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BP.txt [2025-11-26T20:53:25.227684] [INFO ] [sig ] [492/3599] Completed BP in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.9m [2025-11-26T20:53:25.227743] [INFO ] [sig ] [493/3599] Forecasting BPOP... [2025-11-26T20:53:25.227796] [INFO ] [sig ] Generating forecast for: BPOP [2025-11-26T20:53:25.227836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'. [2025-11-26T20:53:25.239220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPOP'. [2025-11-26T20:53:25.239540] [INFO ] [FORECASTER] Starting predict_future for BPOP [2025-11-26T20:53:25.240408] [DEBUG] [LOCAL ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt [2025-11-26T20:53:25.240480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:25.240536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:25.240587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:25.240690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:25.301928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:25.302769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:25.302887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:25.302935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:25.421201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:25.421384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:25.421445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:25.421500] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:25.425002] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=59.95%) [2025-11-26T20:53:25.425308] [INFO ] [FORECASTER] Completed predict_future for BPOP [2025-11-26T20:53:25.425456] [INFO ] [sig ] BPOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:25.565944] [INFO ] [LOCAL ] Saved forecast: BPOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BPOP.txt [2025-11-26T20:53:25.566107] [INFO ] [sig ] [493/3599] Completed BPOP in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.8m [2025-11-26T20:53:25.566162] [INFO ] [sig ] [494/3599] Forecasting BPRN... [2025-11-26T20:53:25.566204] [INFO ] [sig ] Generating forecast for: BPRN [2025-11-26T20:53:25.566245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'. [2025-11-26T20:53:25.576007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPRN'. [2025-11-26T20:53:25.576313] [INFO ] [FORECASTER] Starting predict_future for BPRN [2025-11-26T20:53:25.577131] [DEBUG] [LOCAL ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt [2025-11-26T20:53:25.577200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:25.577244] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:25.577283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:25.577348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:25.634018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:25.634752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:25.634846] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:25.634892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:25.733978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:25.734147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:25.734198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:25.734235] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:25.737857] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=81.92%) [2025-11-26T20:53:25.738154] [INFO ] [FORECASTER] Completed predict_future for BPRN [2025-11-26T20:53:25.738302] [INFO ] [sig ] BPRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:25.880556] [INFO ] [LOCAL ] Saved forecast: BPRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BPRN.txt [2025-11-26T20:53:25.880782] [INFO ] [sig ] [494/3599] Completed BPRN in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.8m [2025-11-26T20:53:25.880878] [INFO ] [sig ] [495/3599] Forecasting BPYPM... [2025-11-26T20:53:25.880936] [INFO ] [sig ] Generating forecast for: BPYPM [2025-11-26T20:53:25.881010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'. [2025-11-26T20:53:25.892436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'. [2025-11-26T20:53:25.892903] [INFO ] [FORECASTER] Starting predict_future for BPYPM [2025-11-26T20:53:25.893796] [DEBUG] [LOCAL ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt [2025-11-26T20:53:25.893866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:25.893926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:25.893970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:25.894038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:25.954355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:25.955156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:25.955256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:25.955302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:26.068073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:26.068225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:26.068277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:26.068317] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:26.071761] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-11-26T20:53:26.072051] [INFO ] [FORECASTER] Completed predict_future for BPYPM [2025-11-26T20:53:26.072197] [INFO ] [sig ] BPYPM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:26.212716] [INFO ] [LOCAL ] Saved forecast: BPYPM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BPYPM.txt [2025-11-26T20:53:26.212902] [INFO ] [sig ] [495/3599] Completed BPYPM in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.8m [2025-11-26T20:53:26.212972] [INFO ] [sig ] [496/3599] Forecasting BPYPO... [2025-11-26T20:53:26.213032] [INFO ] [sig ] Generating forecast for: BPYPO [2025-11-26T20:53:26.213097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'. [2025-11-26T20:53:26.224148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'. [2025-11-26T20:53:26.224509] [INFO ] [FORECASTER] Starting predict_future for BPYPO [2025-11-26T20:53:26.225403] [DEBUG] [LOCAL ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt [2025-11-26T20:53:26.225484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:26.225546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:26.225606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:26.225727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:26.284069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:26.284834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:26.284943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:26.285005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:26.387946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:26.388130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:26.388206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:26.388264] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:26.391919] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=48.02%) [2025-11-26T20:53:26.392238] [INFO ] [FORECASTER] Completed predict_future for BPYPO [2025-11-26T20:53:26.392400] [INFO ] [sig ] BPYPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:26.534992] [INFO ] [LOCAL ] Saved forecast: BPYPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BPYPO.txt [2025-11-26T20:53:26.535150] [INFO ] [sig ] [496/3599] Completed BPYPO in 0.3s | 2.90 sym/s | Total: 2.8m | ETA: 17.8m [2025-11-26T20:53:26.535203] [INFO ] [sig ] [497/3599] Forecasting BPYPP... [2025-11-26T20:53:26.535245] [INFO ] [sig ] Generating forecast for: BPYPP [2025-11-26T20:53:26.535285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'. [2025-11-26T20:53:26.546347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'. [2025-11-26T20:53:26.546741] [INFO ] [FORECASTER] Starting predict_future for BPYPP [2025-11-26T20:53:26.547562] [DEBUG] [LOCAL ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt [2025-11-26T20:53:26.547631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:26.547704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:26.547749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:26.547816] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:26.605458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:26.606199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:26.606307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:26.606367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:26.715314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:26.715572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:26.715665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:26.715730] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:26.719436] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=86.34%) [2025-11-26T20:53:26.719772] [INFO ] [FORECASTER] Completed predict_future for BPYPP [2025-11-26T20:53:26.719945] [INFO ] [sig ] BPYPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:26.861291] [INFO ] [LOCAL ] Saved forecast: BPYPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BPYPP.txt [2025-11-26T20:53:26.861471] [INFO ] [sig ] [497/3599] Completed BPYPP in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:26.861542] [INFO ] [sig ] [498/3599] Forecasting BRAG... [2025-11-26T20:53:26.861598] [INFO ] [sig ] Generating forecast for: BRAG [2025-11-26T20:53:26.861661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'. [2025-11-26T20:53:26.873397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRAG'. [2025-11-26T20:53:26.873834] [INFO ] [FORECASTER] Starting predict_future for BRAG [2025-11-26T20:53:26.874726] [DEBUG] [LOCAL ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt [2025-11-26T20:53:26.874797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:26.874843] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:26.874883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:26.874953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:26.931869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:26.932770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:26.932875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:26.932925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:27.055309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:27.055499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:27.055553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:27.055593] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:27.059052] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T20:53:27.059345] [INFO ] [FORECASTER] Completed predict_future for BRAG [2025-11-26T20:53:27.059495] [INFO ] [sig ] BRAG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:27.199908] [INFO ] [LOCAL ] Saved forecast: BRAG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRAG.txt [2025-11-26T20:53:27.200107] [INFO ] [sig ] [498/3599] Completed BRAG in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:27.200189] [INFO ] [sig ] [499/3599] Forecasting BRC... [2025-11-26T20:53:27.200249] [INFO ] [sig ] Generating forecast for: BRC [2025-11-26T20:53:27.200302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-11-26T20:53:27.211706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRC'. [2025-11-26T20:53:27.212033] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-11-26T20:53:27.212876] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-11-26T20:53:27.212944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:27.212989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:27.213037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:27.213166] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:27.270710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:27.271546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:27.271671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:27.271720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:27.390719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:27.390902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:27.390954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:27.390994] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:27.394434] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=22.03%) [2025-11-26T20:53:27.394765] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-11-26T20:53:27.394917] [INFO ] [sig ] BRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:27.537707] [INFO ] [LOCAL ] Saved forecast: BRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRC.txt [2025-11-26T20:53:27.537913] [INFO ] [sig ] [499/3599] Completed BRC in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:27.537970] [INFO ] [sig ] [500/3599] Forecasting BRCC... [2025-11-26T20:53:27.538014] [INFO ] [sig ] Generating forecast for: BRCC [2025-11-26T20:53:27.538056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-11-26T20:53:27.549741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRCC'. [2025-11-26T20:53:27.550099] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-11-26T20:53:27.550964] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-11-26T20:53:27.551037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:27.551086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:27.551149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:27.551222] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:27.609431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:27.610317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:27.610422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:27.610465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:27.732427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:27.732612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:27.732684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:27.732728] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:27.736191] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=86.02%) [2025-11-26T20:53:27.736505] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-11-26T20:53:27.736684] [INFO ] [sig ] BRCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:27.876454] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRCC.txt [2025-11-26T20:53:27.876631] [INFO ] [sig ] [500/3599] Completed BRCC in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:27.876706] [INFO ] [sig ] [501/3599] Forecasting BRO... [2025-11-26T20:53:27.876750] [INFO ] [sig ] Generating forecast for: BRO [2025-11-26T20:53:27.876834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-11-26T20:53:27.888332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRO'. [2025-11-26T20:53:27.888693] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-11-26T20:53:27.889512] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-11-26T20:53:27.889582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:27.889628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:27.889689] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:27.889803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:27.946159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:27.947008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:27.947108] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:27.947154] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:28.070109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:28.070301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:28.070353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:28.070393] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:28.073787] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=86.89%) [2025-11-26T20:53:28.074080] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-11-26T20:53:28.074224] [INFO ] [sig ] BRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:28.213900] [INFO ] [LOCAL ] Saved forecast: BRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRO.txt [2025-11-26T20:53:28.214064] [INFO ] [sig ] [501/3599] Completed BRO in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:28.214119] [INFO ] [sig ] [502/3599] Forecasting BROS... [2025-11-26T20:53:28.214162] [INFO ] [sig ] Generating forecast for: BROS [2025-11-26T20:53:28.214204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-11-26T20:53:28.225452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BROS'. [2025-11-26T20:53:28.225812] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-11-26T20:53:28.226598] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-11-26T20:53:28.226687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:28.226735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:28.226775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:28.226844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:28.283566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:28.284417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:28.284517] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:28.284559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:28.402510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:28.402713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:28.402768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:28.402833] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:28.406249] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=64.36%) [2025-11-26T20:53:28.406541] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-11-26T20:53:28.406702] [INFO ] [sig ] BROS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:28.545874] [INFO ] [LOCAL ] Saved forecast: BROS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BROS.txt [2025-11-26T20:53:28.546055] [INFO ] [sig ] [502/3599] Completed BROS in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:28.546110] [INFO ] [sig ] [503/3599] Forecasting BRSP... [2025-11-26T20:53:28.546158] [INFO ] [sig ] Generating forecast for: BRSP [2025-11-26T20:53:28.546202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-11-26T20:53:28.557604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRSP'. [2025-11-26T20:53:28.558009] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-11-26T20:53:28.558856] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-11-26T20:53:28.558938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:28.558984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:28.559023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:28.559091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:28.615824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:28.616672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:28.616848] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:28.616897] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:28.733744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:28.733933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:28.733986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:28.734023] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:28.737463] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=32.53%) [2025-11-26T20:53:28.737821] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-11-26T20:53:28.737979] [INFO ] [sig ] BRSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:28.875745] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRSP.txt [2025-11-26T20:53:28.875936] [INFO ] [sig ] [503/3599] Completed BRSP in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:28.875999] [INFO ] [sig ] [504/3599] Forecasting BRX... [2025-11-26T20:53:28.876043] [INFO ] [sig ] Generating forecast for: BRX [2025-11-26T20:53:28.876084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-11-26T20:53:28.888454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRX'. [2025-11-26T20:53:28.888839] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-11-26T20:53:28.889688] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-11-26T20:53:28.889755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:28.889798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:28.889865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:28.889938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:28.946790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:28.947631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:28.947751] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:28.947819] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:29.068767] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:29.068957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:29.069011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:29.069055] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:29.072529] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=59.37%) [2025-11-26T20:53:29.072849] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-11-26T20:53:29.072998] [INFO ] [sig ] BRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:29.213633] [INFO ] [LOCAL ] Saved forecast: BRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRX.txt [2025-11-26T20:53:29.213863] [INFO ] [sig ] [504/3599] Completed BRX in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:29.213919] [INFO ] [sig ] [505/3599] Forecasting BRY... [2025-11-26T20:53:29.213963] [INFO ] [sig ] Generating forecast for: BRY [2025-11-26T20:53:29.214003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'. [2025-11-26T20:53:29.226012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRY'. [2025-11-26T20:53:29.226429] [INFO ] [FORECASTER] Starting predict_future for BRY [2025-11-26T20:53:29.227298] [DEBUG] [LOCAL ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt [2025-11-26T20:53:29.227369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:29.227426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:29.227476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:29.227580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:29.285310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:29.286226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:29.286327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:29.286374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:29.405016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:29.405217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:29.405274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:29.405309] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:29.409847] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-11-26T20:53:29.410319] [INFO ] [FORECASTER] Completed predict_future for BRY [2025-11-26T20:53:29.410513] [INFO ] [sig ] BRY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:29.550271] [INFO ] [LOCAL ] Saved forecast: BRY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRY.txt [2025-11-26T20:53:29.550435] [INFO ] [sig ] [505/3599] Completed BRY in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:29.550496] [INFO ] [sig ] [506/3599] Forecasting BRZE... [2025-11-26T20:53:29.550537] [INFO ] [sig ] Generating forecast for: BRZE [2025-11-26T20:53:29.550577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'. [2025-11-26T20:53:29.561956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRZE'. [2025-11-26T20:53:29.562285] [INFO ] [FORECASTER] Starting predict_future for BRZE [2025-11-26T20:53:29.563234] [DEBUG] [LOCAL ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt [2025-11-26T20:53:29.563316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:29.563384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:29.563445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:29.563568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:29.621863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:29.622557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:29.622672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:29.622723] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:29.755347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:29.755540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:29.755596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:29.755658] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:29.759228] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=21.64%) [2025-11-26T20:53:29.759559] [INFO ] [FORECASTER] Completed predict_future for BRZE [2025-11-26T20:53:29.759747] [INFO ] [sig ] BRZE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:29.903221] [INFO ] [LOCAL ] Saved forecast: BRZE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRZE.txt [2025-11-26T20:53:29.903419] [INFO ] [sig ] [506/3599] Completed BRZE in 0.4s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:29.903475] [INFO ] [sig ] [507/3599] Forecasting BSAC... [2025-11-26T20:53:29.903517] [INFO ] [sig ] Generating forecast for: BSAC [2025-11-26T20:53:29.903560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-11-26T20:53:29.915152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSAC'. [2025-11-26T20:53:29.915474] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-11-26T20:53:29.916308] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-11-26T20:53:29.916377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:29.916423] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:29.916481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:29.916559] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:29.974402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:29.975415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:29.975526] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:29.975586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:30.094175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:30.094357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:30.094410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:30.094451] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:30.097900] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=81.24%) [2025-11-26T20:53:30.098213] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-11-26T20:53:30.098374] [INFO ] [sig ] BSAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:30.239622] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSAC.txt [2025-11-26T20:53:30.239830] [INFO ] [sig ] [507/3599] Completed BSAC in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.8m [2025-11-26T20:53:30.239886] [INFO ] [sig ] [508/3599] Forecasting BSCP... [2025-11-26T20:53:30.239923] [INFO ] [sig ] Generating forecast for: BSCP [2025-11-26T20:53:30.240067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'. [2025-11-26T20:53:30.251686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCP'. [2025-11-26T20:53:30.252111] [INFO ] [FORECASTER] Starting predict_future for BSCP [2025-11-26T20:53:30.252933] [DEBUG] [LOCAL ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt [2025-11-26T20:53:30.253017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:30.253075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:30.253125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:30.253203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:30.311714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:30.312631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:30.312754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:30.312797] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:30.414045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:30.414239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:30.414295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:30.414334] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:30.418005] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T20:53:30.418363] [INFO ] [FORECASTER] Completed predict_future for BSCP [2025-11-26T20:53:30.418523] [INFO ] [sig ] BSCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:30.562423] [INFO ] [LOCAL ] Saved forecast: BSCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCP.txt [2025-11-26T20:53:30.562583] [INFO ] [sig ] [508/3599] Completed BSCP in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:30.562635] [INFO ] [sig ] [509/3599] Forecasting BSCQ... [2025-11-26T20:53:30.562699] [INFO ] [sig ] Generating forecast for: BSCQ [2025-11-26T20:53:30.562734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'. [2025-11-26T20:53:30.574609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'. [2025-11-26T20:53:30.575071] [INFO ] [FORECASTER] Starting predict_future for BSCQ [2025-11-26T20:53:30.575903] [DEBUG] [LOCAL ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt [2025-11-26T20:53:30.575972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:30.576018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:30.576057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:30.576124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:30.634074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:30.634971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:30.635072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:30.635118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:30.754597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:30.754843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:30.754896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:30.754937] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:30.758428] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=98.99%) [2025-11-26T20:53:30.758783] [INFO ] [FORECASTER] Completed predict_future for BSCQ [2025-11-26T20:53:30.758935] [INFO ] [sig ] BSCQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:30.900103] [INFO ] [LOCAL ] Saved forecast: BSCQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCQ.txt [2025-11-26T20:53:30.900287] [INFO ] [sig ] [509/3599] Completed BSCQ in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:30.900342] [INFO ] [sig ] [510/3599] Forecasting BSCS... [2025-11-26T20:53:30.900386] [INFO ] [sig ] Generating forecast for: BSCS [2025-11-26T20:53:30.900428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'. [2025-11-26T20:53:30.912092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCS'. [2025-11-26T20:53:30.912420] [INFO ] [FORECASTER] Starting predict_future for BSCS [2025-11-26T20:53:30.913257] [DEBUG] [LOCAL ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt [2025-11-26T20:53:30.913327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:30.913383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:30.913434] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:30.913507] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:30.973510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:30.974450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:30.974560] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:30.974622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:31.094156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:31.094341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:31.094396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:31.094440] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:31.097925] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=90.40%) [2025-11-26T20:53:31.098230] [INFO ] [FORECASTER] Completed predict_future for BSCS [2025-11-26T20:53:31.098391] [INFO ] [sig ] BSCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:31.240018] [INFO ] [LOCAL ] Saved forecast: BSCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCS.txt [2025-11-26T20:53:31.240211] [INFO ] [sig ] [510/3599] Completed BSCS in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:31.240265] [INFO ] [sig ] [511/3599] Forecasting BSCX... [2025-11-26T20:53:31.240310] [INFO ] [sig ] Generating forecast for: BSCX [2025-11-26T20:53:31.240351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'. [2025-11-26T20:53:31.252353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCX'. [2025-11-26T20:53:31.252777] [INFO ] [FORECASTER] Starting predict_future for BSCX [2025-11-26T20:53:31.253573] [DEBUG] [LOCAL ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt [2025-11-26T20:53:31.253667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:31.253716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:31.253758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:31.253832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:31.311116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:31.312027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:31.312130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:31.312178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:31.432698] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:31.432883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:31.432940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:31.432985] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:31.436448] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=30.25%) [2025-11-26T20:53:31.436767] [INFO ] [FORECASTER] Completed predict_future for BSCX [2025-11-26T20:53:31.436921] [INFO ] [sig ] BSCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:31.579436] [INFO ] [LOCAL ] Saved forecast: BSCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSCX.txt [2025-11-26T20:53:31.579704] [INFO ] [sig ] [511/3599] Completed BSCX in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:31.579764] [INFO ] [sig ] [512/3599] Forecasting BSCY... [2025-11-26T20:53:31.579810] [INFO ] [sig ] Generating forecast for: BSCY [2025-11-26T20:53:31.579853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'. [2025-11-26T20:53:31.591519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCY'. [2025-11-26T20:53:31.591947] [INFO ] [FORECASTER] Starting predict_future for BSCY [2025-11-26T20:53:31.592796] [DEBUG] [LOCAL ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt [2025-11-26T20:53:31.592874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:31.592920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:31.592960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:31.593028] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:31.650552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:31.651413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:31.651514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:31.651561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:31.773626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:31.773839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:31.773897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:31.773941] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:31.777418] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=67.63%) [2025-11-26T20:53:31.777773] [INFO ] [FORECASTER] Completed predict_future for BSCY [2025-11-26T20:53:31.777925] [INFO ] [sig ] BSCY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:31.919491] [INFO ] [LOCAL ] Saved forecast: BSCY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCY.txt [2025-11-26T20:53:31.919685] [INFO ] [sig ] [512/3599] Completed BSCY in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:31.919744] [INFO ] [sig ] [513/3599] Forecasting BSJP... [2025-11-26T20:53:31.919789] [INFO ] [sig ] Generating forecast for: BSJP [2025-11-26T20:53:31.919831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'. [2025-11-26T20:53:31.931545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJP'. [2025-11-26T20:53:31.931914] [INFO ] [FORECASTER] Starting predict_future for BSJP [2025-11-26T20:53:31.932739] [DEBUG] [LOCAL ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt [2025-11-26T20:53:31.932809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:31.932857] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:31.932895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:31.932964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:31.990874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:31.991769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:31.991875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:31.991923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:32.103620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:32.103828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:32.103883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:32.103926] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:32.107283] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=88.89%) [2025-11-26T20:53:32.107588] [INFO ] [FORECASTER] Completed predict_future for BSJP [2025-11-26T20:53:32.107756] [INFO ] [sig ] BSJP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:32.249573] [INFO ] [LOCAL ] Saved forecast: BSJP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSJP.txt [2025-11-26T20:53:32.249802] [INFO ] [sig ] [513/3599] Completed BSJP in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:32.249859] [INFO ] [sig ] [514/3599] Forecasting BSJQ... [2025-11-26T20:53:32.249894] [INFO ] [sig ] Generating forecast for: BSJQ [2025-11-26T20:53:32.249940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'. [2025-11-26T20:53:32.261673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'. [2025-11-26T20:53:32.261982] [INFO ] [FORECASTER] Starting predict_future for BSJQ [2025-11-26T20:53:32.262789] [DEBUG] [LOCAL ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt [2025-11-26T20:53:32.262861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:32.262910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:32.262952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:32.263029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:32.321460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:32.322381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:32.322485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:32.322535] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:32.447259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:32.447445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:32.447494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:32.447558] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:32.451133] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=75.26%) [2025-11-26T20:53:32.451435] [INFO ] [FORECASTER] Completed predict_future for BSJQ [2025-11-26T20:53:32.451589] [INFO ] [sig ] BSJQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:32.595720] [INFO ] [LOCAL ] Saved forecast: BSJQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSJQ.txt [2025-11-26T20:53:32.595921] [INFO ] [sig ] [514/3599] Completed BSJQ in 0.3s | 2.90 sym/s | Total: 2.9m | ETA: 17.7m [2025-11-26T20:53:32.595977] [INFO ] [sig ] [515/3599] Forecasting BSJS... [2025-11-26T20:53:32.596024] [INFO ] [sig ] Generating forecast for: BSJS [2025-11-26T20:53:32.596065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'. [2025-11-26T20:53:32.611054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJS'. [2025-11-26T20:53:32.611918] [INFO ] [FORECASTER] Starting predict_future for BSJS [2025-11-26T20:53:32.613175] [DEBUG] [LOCAL ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt [2025-11-26T20:53:32.613251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:32.613300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:32.613345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:32.613418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:32.678223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:32.679581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:32.679722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:32.679775] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:32.804817] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:32.805121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:32.805184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:32.805227] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:32.809221] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-11-26T20:53:32.809548] [INFO ] [FORECASTER] Completed predict_future for BSJS [2025-11-26T20:53:32.809724] [INFO ] [sig ] BSJS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:32.957512] [INFO ] [LOCAL ] Saved forecast: BSJS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSJS.txt [2025-11-26T20:53:32.957787] [INFO ] [sig ] [515/3599] Completed BSJS in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:32.957849] [INFO ] [sig ] [516/3599] Forecasting BSL... [2025-11-26T20:53:32.957939] [INFO ] [sig ] Generating forecast for: BSL [2025-11-26T20:53:32.957990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-11-26T20:53:32.971167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSL'. [2025-11-26T20:53:32.971700] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-11-26T20:53:32.972686] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-11-26T20:53:32.972764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:32.972816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:32.972858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:32.972933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:33.034974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:33.036239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:33.036373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:33.036423] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:33.160702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:33.160982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:33.161043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:33.161086] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:33.165316] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=83.84%) [2025-11-26T20:53:33.165743] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-11-26T20:53:33.165918] [INFO ] [sig ] BSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:33.313791] [INFO ] [LOCAL ] Saved forecast: BSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSL.txt [2025-11-26T20:53:33.314045] [INFO ] [sig ] [516/3599] Completed BSL in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:33.314107] [INFO ] [sig ] [517/3599] Forecasting BSLK... [2025-11-26T20:53:33.314152] [INFO ] [sig ] Generating forecast for: BSLK [2025-11-26T20:53:33.314200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'. [2025-11-26T20:53:33.327793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSLK'. [2025-11-26T20:53:33.328413] [INFO ] [FORECASTER] Starting predict_future for BSLK [2025-11-26T20:53:33.329577] [DEBUG] [LOCAL ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt [2025-11-26T20:53:33.329759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:33.329813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:33.329858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:33.329949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:33.396218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:33.397475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:33.397629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:33.397741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:33.517783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:33.518040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:33.518100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:33.518145] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:33.522093] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-11-26T20:53:33.522435] [INFO ] [FORECASTER] Completed predict_future for BSLK [2025-11-26T20:53:33.522607] [INFO ] [sig ] BSLK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:33.667465] [INFO ] [LOCAL ] Saved forecast: BSLK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSLK.txt [2025-11-26T20:53:33.667760] [INFO ] [sig ] [517/3599] Completed BSLK in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:33.667822] [INFO ] [sig ] [518/3599] Forecasting BSM... [2025-11-26T20:53:33.667865] [INFO ] [sig ] Generating forecast for: BSM [2025-11-26T20:53:33.667911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-11-26T20:53:33.681973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSM'. [2025-11-26T20:53:33.682432] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-11-26T20:53:33.683332] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-11-26T20:53:33.683404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:33.683452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:33.683493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:33.683565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:33.744487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:33.745624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:33.745794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:33.745851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:33.869378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:33.869631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:33.869709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:33.869753] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:33.873500] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=3.30%) [2025-11-26T20:53:33.873844] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-11-26T20:53:33.874010] [INFO ] [sig ] BSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:34.018376] [INFO ] [LOCAL ] Saved forecast: BSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSM.txt [2025-11-26T20:53:34.018607] [INFO ] [sig ] [518/3599] Completed BSM in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:34.018686] [INFO ] [sig ] [519/3599] Forecasting BSMP... [2025-11-26T20:53:34.018732] [INFO ] [sig ] Generating forecast for: BSMP [2025-11-26T20:53:34.018790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'. [2025-11-26T20:53:34.031543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMP'. [2025-11-26T20:53:34.032101] [INFO ] [FORECASTER] Starting predict_future for BSMP [2025-11-26T20:53:34.033118] [DEBUG] [LOCAL ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt [2025-11-26T20:53:34.033198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:34.033285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:34.033344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:34.033420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:34.095378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:34.096620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:34.096779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:34.096835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:34.221154] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:34.221416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:34.221475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:34.221518] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:34.225827] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=92.78%) [2025-11-26T20:53:34.226215] [INFO ] [FORECASTER] Completed predict_future for BSMP [2025-11-26T20:53:34.226404] [INFO ] [sig ] BSMP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:34.375110] [INFO ] [LOCAL ] Saved forecast: BSMP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSMP.txt [2025-11-26T20:53:34.375388] [INFO ] [sig ] [519/3599] Completed BSMP in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:34.375451] [INFO ] [sig ] [520/3599] Forecasting BSMQ... [2025-11-26T20:53:34.375501] [INFO ] [sig ] Generating forecast for: BSMQ [2025-11-26T20:53:34.375545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'. [2025-11-26T20:53:34.391569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'. [2025-11-26T20:53:34.392331] [INFO ] [FORECASTER] Starting predict_future for BSMQ [2025-11-26T20:53:34.393632] [DEBUG] [LOCAL ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt [2025-11-26T20:53:34.393738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:34.393808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:34.393867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:34.393978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:34.457300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:34.458683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:34.458808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:34.458874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:34.588219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:34.588500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:34.588562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:34.588606] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:34.592530] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=45.84%) [2025-11-26T20:53:34.592903] [INFO ] [FORECASTER] Completed predict_future for BSMQ [2025-11-26T20:53:34.593079] [INFO ] [sig ] BSMQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:34.742439] [INFO ] [LOCAL ] Saved forecast: BSMQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSMQ.txt [2025-11-26T20:53:34.742737] [INFO ] [sig ] [520/3599] Completed BSMQ in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:34.742804] [INFO ] [sig ] [521/3599] Forecasting BSMS... [2025-11-26T20:53:34.742851] [INFO ] [sig ] Generating forecast for: BSMS [2025-11-26T20:53:34.742894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'. [2025-11-26T20:53:34.758227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMS'. [2025-11-26T20:53:34.758873] [INFO ] [FORECASTER] Starting predict_future for BSMS [2025-11-26T20:53:34.759909] [DEBUG] [LOCAL ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt [2025-11-26T20:53:34.759986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:34.760038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:34.760081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:34.760202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:34.820068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:34.821336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:34.821475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:34.821527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:34.942302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:34.942557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:34.942616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:34.942762] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:34.946697] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=54.22%) [2025-11-26T20:53:34.947060] [INFO ] [FORECASTER] Completed predict_future for BSMS [2025-11-26T20:53:34.947251] [INFO ] [sig ] BSMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:35.094073] [INFO ] [LOCAL ] Saved forecast: BSMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSMS.txt [2025-11-26T20:53:35.094305] [INFO ] [sig ] [521/3599] Completed BSMS in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:35.094367] [INFO ] [sig ] [522/3599] Forecasting BSSX... [2025-11-26T20:53:35.094411] [INFO ] [sig ] Generating forecast for: BSSX [2025-11-26T20:53:35.094459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'. [2025-11-26T20:53:35.108090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSSX'. [2025-11-26T20:53:35.108670] [INFO ] [FORECASTER] Starting predict_future for BSSX [2025-11-26T20:53:35.109581] [DEBUG] [LOCAL ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt [2025-11-26T20:53:35.109676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:35.109724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:35.109766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:35.109838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:35.168197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:35.169352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:35.169475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:35.169524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:35.280003] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:35.280250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:35.280311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:35.280356] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:35.284295] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=50.10%) [2025-11-26T20:53:35.284621] [INFO ] [FORECASTER] Completed predict_future for BSSX [2025-11-26T20:53:35.284798] [INFO ] [sig ] BSSX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:35.510384] [INFO ] [LOCAL ] Saved forecast: BSSX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSSX.txt [2025-11-26T20:53:35.510632] [INFO ] [sig ] [522/3599] Completed BSSX in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:35.510722] [INFO ] [sig ] [523/3599] Forecasting BSTZ... [2025-11-26T20:53:35.510769] [INFO ] [sig ] Generating forecast for: BSTZ [2025-11-26T20:53:35.510814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-11-26T20:53:35.524205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'. [2025-11-26T20:53:35.524619] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-11-26T20:53:35.525698] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-11-26T20:53:35.525775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:35.525822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:35.525863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:35.525939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:35.585920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:35.587118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:35.587236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:35.587289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:35.711102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:35.711346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:35.711406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:35.711452] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:35.715329] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=15.32%) [2025-11-26T20:53:35.715701] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-11-26T20:53:35.715871] [INFO ] [sig ] BSTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:35.859516] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSTZ.txt [2025-11-26T20:53:35.859753] [INFO ] [sig ] [523/3599] Completed BSTZ in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:35.859813] [INFO ] [sig ] [524/3599] Forecasting BSVN... [2025-11-26T20:53:35.859857] [INFO ] [sig ] Generating forecast for: BSVN [2025-11-26T20:53:35.859900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'. [2025-11-26T20:53:35.872876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVN'. [2025-11-26T20:53:35.873380] [INFO ] [FORECASTER] Starting predict_future for BSVN [2025-11-26T20:53:35.874332] [DEBUG] [LOCAL ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt [2025-11-26T20:53:35.874409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:35.874469] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:35.874522] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:35.874607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:35.933717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:35.934750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:35.934870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:35.934918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:36.048981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:36.049244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:36.049317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:36.049353] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:36.053330] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=78.34%) [2025-11-26T20:53:36.053692] [INFO ] [FORECASTER] Completed predict_future for BSVN [2025-11-26T20:53:36.053900] [INFO ] [sig ] BSVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:36.200920] [INFO ] [LOCAL ] Saved forecast: BSVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSVN.txt [2025-11-26T20:53:36.201153] [INFO ] [sig ] [524/3599] Completed BSVN in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:36.201213] [INFO ] [sig ] [525/3599] Forecasting BSVO... [2025-11-26T20:53:36.201358] [INFO ] [sig ] Generating forecast for: BSVO [2025-11-26T20:53:36.201411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'. [2025-11-26T20:53:36.214908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVO'. [2025-11-26T20:53:36.215421] [INFO ] [FORECASTER] Starting predict_future for BSVO [2025-11-26T20:53:36.216366] [DEBUG] [LOCAL ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt [2025-11-26T20:53:36.216442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:36.216491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:36.216533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:36.216610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:36.274725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:36.275898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:36.276015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:36.276065] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:36.403545] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:36.403828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:36.403893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:36.403950] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:36.408025] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=22.09%) [2025-11-26T20:53:36.408408] [INFO ] [FORECASTER] Completed predict_future for BSVO [2025-11-26T20:53:36.408602] [INFO ] [sig ] BSVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:36.559507] [INFO ] [LOCAL ] Saved forecast: BSVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSVO.txt [2025-11-26T20:53:36.559787] [INFO ] [sig ] [525/3599] Completed BSVO in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:36.559852] [INFO ] [sig ] [526/3599] Forecasting BSX... [2025-11-26T20:53:36.560002] [INFO ] [sig ] Generating forecast for: BSX [2025-11-26T20:53:36.560059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-11-26T20:53:36.574247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSX'. [2025-11-26T20:53:36.574869] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-11-26T20:53:36.575860] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-11-26T20:53:36.575937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:36.575998] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:36.576050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:36.576134] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:36.647144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:36.648352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:36.648489] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:36.648540] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:36.770871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:36.771130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:36.771217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:36.771263] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:36.775120] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=73.81%) [2025-11-26T20:53:36.775457] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-11-26T20:53:36.775625] [INFO ] [sig ] BSX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:36.923078] [INFO ] [LOCAL ] Saved forecast: BSX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSX.txt [2025-11-26T20:53:36.923318] [INFO ] [sig ] [526/3599] Completed BSX in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:36.923381] [INFO ] [sig ] [527/3599] Forecasting BSY... [2025-11-26T20:53:36.923426] [INFO ] [sig ] Generating forecast for: BSY [2025-11-26T20:53:36.923473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'. [2025-11-26T20:53:36.936903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSY'. [2025-11-26T20:53:36.937419] [INFO ] [FORECASTER] Starting predict_future for BSY [2025-11-26T20:53:36.938414] [DEBUG] [LOCAL ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt [2025-11-26T20:53:36.938491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:36.938544] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:36.938598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:36.938784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:36.998073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:36.999280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:36.999412] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:36.999465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:37.124799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:37.125059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:37.125124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:37.125198] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:37.129379] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=19.11%) [2025-11-26T20:53:37.129831] [INFO ] [FORECASTER] Completed predict_future for BSY [2025-11-26T20:53:37.130022] [INFO ] [sig ] BSY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:37.275839] [INFO ] [LOCAL ] Saved forecast: BSY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSY.txt [2025-11-26T20:53:37.276074] [INFO ] [sig ] [527/3599] Completed BSY in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.7m [2025-11-26T20:53:37.276144] [INFO ] [sig ] [528/3599] Forecasting BTA... [2025-11-26T20:53:37.276196] [INFO ] [sig ] Generating forecast for: BTA [2025-11-26T20:53:37.276322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-11-26T20:53:37.290973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTA'. [2025-11-26T20:53:37.291615] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-11-26T20:53:37.292669] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-11-26T20:53:37.292741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:37.292790] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:37.292832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:37.292920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:37.356098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:37.357440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:37.357637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:37.357725] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:37.482450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:37.482729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:37.482789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:37.482837] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:37.486856] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=15.65%) [2025-11-26T20:53:37.487203] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-11-26T20:53:37.487376] [INFO ] [sig ] BTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:37.641151] [INFO ] [LOCAL ] Saved forecast: BTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTA.txt [2025-11-26T20:53:37.641391] [INFO ] [sig ] [528/3599] Completed BTA in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.6m [2025-11-26T20:53:37.641449] [INFO ] [sig ] [529/3599] Forecasting BTAI... [2025-11-26T20:53:37.641494] [INFO ] [sig ] Generating forecast for: BTAI [2025-11-26T20:53:37.641536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'. [2025-11-26T20:53:37.654370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTAI'. [2025-11-26T20:53:37.654784] [INFO ] [FORECASTER] Starting predict_future for BTAI [2025-11-26T20:53:37.655685] [DEBUG] [LOCAL ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt [2025-11-26T20:53:37.655766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:37.655819] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:37.655861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:37.655931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:37.720806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:37.722024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:37.722147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:37.722198] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:37.847259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:37.847570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:37.847690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:37.847776] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:37.851784] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=3.69%) [2025-11-26T20:53:37.852129] [INFO ] [FORECASTER] Completed predict_future for BTAI [2025-11-26T20:53:37.852299] [INFO ] [sig ] BTAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:37.996954] [INFO ] [LOCAL ] Saved forecast: BTAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTAI.txt [2025-11-26T20:53:37.997232] [INFO ] [sig ] [529/3599] Completed BTAI in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.6m [2025-11-26T20:53:37.997296] [INFO ] [sig ] [530/3599] Forecasting BTCS... [2025-11-26T20:53:37.997344] [INFO ] [sig ] Generating forecast for: BTCS [2025-11-26T20:53:37.997393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'. [2025-11-26T20:53:38.013754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTCS'. [2025-11-26T20:53:38.014394] [INFO ] [FORECASTER] Starting predict_future for BTCS [2025-11-26T20:53:38.015510] [DEBUG] [LOCAL ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt [2025-11-26T20:53:38.015601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:38.015706] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:38.015755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:38.015834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:38.080346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:38.081539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:38.081713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:38.081767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:38.203096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:38.203356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:38.203417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:38.203461] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:38.207592] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=16.02%) [2025-11-26T20:53:38.208100] [INFO ] [FORECASTER] Completed predict_future for BTCS [2025-11-26T20:53:38.208292] [INFO ] [sig ] BTCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:38.356801] [INFO ] [LOCAL ] Saved forecast: BTCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTCS.txt [2025-11-26T20:53:38.357083] [INFO ] [sig ] [530/3599] Completed BTCS in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.6m [2025-11-26T20:53:38.357150] [INFO ] [sig ] [531/3599] Forecasting BTF... [2025-11-26T20:53:38.357202] [INFO ] [sig ] Generating forecast for: BTF [2025-11-26T20:53:38.357251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'. [2025-11-26T20:53:38.371452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTF'. [2025-11-26T20:53:38.371968] [INFO ] [FORECASTER] Starting predict_future for BTF [2025-11-26T20:53:38.372975] [DEBUG] [LOCAL ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt [2025-11-26T20:53:38.373049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:38.373098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:38.373137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:38.373208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:38.431545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:38.432795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:38.432924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:38.432974] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:38.561161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:38.561423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:38.561484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:38.561531] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:38.565822] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=67.92%) [2025-11-26T20:53:38.566228] [INFO ] [FORECASTER] Completed predict_future for BTF [2025-11-26T20:53:38.566415] [INFO ] [sig ] BTF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:38.712051] [INFO ] [LOCAL ] Saved forecast: BTF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BTF.txt [2025-11-26T20:53:38.712314] [INFO ] [sig ] [531/3599] Completed BTF in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:38.712377] [INFO ] [sig ] [532/3599] Forecasting BTI... [2025-11-26T20:53:38.712415] [INFO ] [sig ] Generating forecast for: BTI [2025-11-26T20:53:38.712454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-11-26T20:53:38.727680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTI'. [2025-11-26T20:53:38.728391] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-11-26T20:53:38.729452] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-11-26T20:53:38.729531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:38.729571] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:38.729614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:38.729708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:38.789214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:38.790479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:38.790606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:38.790675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:38.930100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:38.930405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:38.930473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:38.930522] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:38.934777] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=6.14%) [2025-11-26T20:53:38.935132] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-11-26T20:53:38.935308] [INFO ] [sig ] BTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:39.082320] [INFO ] [LOCAL ] Saved forecast: BTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTI.txt [2025-11-26T20:53:39.082580] [INFO ] [sig ] [532/3599] Completed BTI in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:39.082663] [INFO ] [sig ] [533/3599] Forecasting BTM... [2025-11-26T20:53:39.082713] [INFO ] [sig ] Generating forecast for: BTM [2025-11-26T20:53:39.082761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'. [2025-11-26T20:53:39.096832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTM'. [2025-11-26T20:53:39.097384] [INFO ] [FORECASTER] Starting predict_future for BTM [2025-11-26T20:53:39.098262] [DEBUG] [LOCAL ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt [2025-11-26T20:53:39.098334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:39.098380] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:39.098420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:39.098487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:39.157640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:39.158611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:39.158743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:39.158793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:39.276476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:39.276693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:39.276750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:39.276792] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:39.280269] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=19.92%) [2025-11-26T20:53:39.280568] [INFO ] [FORECASTER] Completed predict_future for BTM [2025-11-26T20:53:39.280735] [INFO ] [sig ] BTM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:39.419306] [INFO ] [LOCAL ] Saved forecast: BTM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTM.txt [2025-11-26T20:53:39.419506] [INFO ] [sig ] [533/3599] Completed BTM in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:39.419565] [INFO ] [sig ] [534/3599] Forecasting BTSG... [2025-11-26T20:53:39.419608] [INFO ] [sig ] Generating forecast for: BTSG [2025-11-26T20:53:39.419680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'. [2025-11-26T20:53:39.431451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTSG'. [2025-11-26T20:53:39.431922] [INFO ] [FORECASTER] Starting predict_future for BTSG [2025-11-26T20:53:39.432784] [DEBUG] [LOCAL ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt [2025-11-26T20:53:39.432854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:39.432899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:39.432939] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:39.433007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:39.489740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:39.490598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:39.490717] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:39.490766] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:39.607299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:39.607477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:39.607546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:39.607592] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:39.611251] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=54.03%) [2025-11-26T20:53:39.611537] [INFO ] [FORECASTER] Completed predict_future for BTSG [2025-11-26T20:53:39.611706] [INFO ] [sig ] BTSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:39.751425] [INFO ] [LOCAL ] Saved forecast: BTSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BTSG.txt [2025-11-26T20:53:39.751615] [INFO ] [sig ] [534/3599] Completed BTSG in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:39.751691] [INFO ] [sig ] [535/3599] Forecasting BTZ... [2025-11-26T20:53:39.751737] [INFO ] [sig ] Generating forecast for: BTZ [2025-11-26T20:53:39.751778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-11-26T20:53:39.766331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTZ'. [2025-11-26T20:53:39.766745] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-11-26T20:53:39.767564] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-11-26T20:53:39.767634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:39.767704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:39.767746] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:39.767814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:39.825954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:39.826872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:39.826974] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:39.827021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:39.939326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:39.939500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:39.939577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:39.939619] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:39.943073] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=67.41%) [2025-11-26T20:53:39.943368] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-11-26T20:53:39.943513] [INFO ] [sig ] BTZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:40.082102] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BTZ.txt [2025-11-26T20:53:40.082273] [INFO ] [sig ] [535/3599] Completed BTZ in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:40.082328] [INFO ] [sig ] [536/3599] Forecasting BUD... [2025-11-26T20:53:40.082370] [INFO ] [sig ] Generating forecast for: BUD [2025-11-26T20:53:40.082413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-11-26T20:53:40.095959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUD'. [2025-11-26T20:53:40.096473] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-11-26T20:53:40.097510] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-11-26T20:53:40.097607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:40.097680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:40.097724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:40.097797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:40.154582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:40.155791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:40.155909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:40.155958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:40.277099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:40.277346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:40.277405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:40.277441] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:40.281265] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-11-26T20:53:40.281585] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-11-26T20:53:40.281755] [INFO ] [sig ] BUD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:40.424283] [INFO ] [LOCAL ] Saved forecast: BUD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BUD.txt [2025-11-26T20:53:40.424538] [INFO ] [sig ] [536/3599] Completed BUD in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:40.424602] [INFO ] [sig ] [537/3599] Forecasting BUFC... [2025-11-26T20:53:40.424657] [INFO ] [sig ] Generating forecast for: BUFC [2025-11-26T20:53:40.424712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'. [2025-11-26T20:53:40.436871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUFC'. [2025-11-26T20:53:40.437381] [INFO ] [FORECASTER] Starting predict_future for BUFC [2025-11-26T20:53:40.438683] [DEBUG] [LOCAL ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt [2025-11-26T20:53:40.438760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:40.438809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:40.438852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:40.438932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:40.495918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:40.497074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:40.497197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:40.497245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:40.590750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:40.591053] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:53:40.591114] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:40.591162] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:40.595371] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=70.89%) [2025-11-26T20:53:40.595858] [INFO ] [FORECASTER] Completed predict_future for BUFC [2025-11-26T20:53:40.596064] [INFO ] [sig ] BUFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:40.749462] [INFO ] [LOCAL ] Saved forecast: BUFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BUFC.txt [2025-11-26T20:53:40.749735] [INFO ] [sig ] [537/3599] Completed BUFC in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:40.749797] [INFO ] [sig ] [538/3599] Forecasting BUG... [2025-11-26T20:53:40.749843] [INFO ] [sig ] Generating forecast for: BUG [2025-11-26T20:53:40.749889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'. [2025-11-26T20:53:40.764135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUG'. [2025-11-26T20:53:40.764814] [INFO ] [FORECASTER] Starting predict_future for BUG [2025-11-26T20:53:40.765899] [DEBUG] [LOCAL ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt [2025-11-26T20:53:40.765977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:40.766047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:40.766112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:40.766221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:40.824192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:40.825396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:40.825511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:40.825561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:40.944035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:40.944299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:40.944359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:40.944404] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:40.948317] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=30.33%) [2025-11-26T20:53:40.948666] [INFO ] [FORECASTER] Completed predict_future for BUG [2025-11-26T20:53:40.948828] [INFO ] [sig ] BUG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:41.089216] [INFO ] [LOCAL ] Saved forecast: BUG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BUG.txt [2025-11-26T20:53:41.089409] [INFO ] [sig ] [538/3599] Completed BUG in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:41.089468] [INFO ] [sig ] [539/3599] Forecasting BUI... [2025-11-26T20:53:41.089513] [INFO ] [sig ] Generating forecast for: BUI [2025-11-26T20:53:41.089557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-11-26T20:53:41.102099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUI'. [2025-11-26T20:53:41.102502] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-11-26T20:53:41.103434] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-11-26T20:53:41.103506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:41.103554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:41.103596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:41.103692] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:41.161101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:41.161993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:41.162103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:41.162149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:41.285061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:41.285380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:41.285454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:41.285501] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:41.289881] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-11-26T20:53:41.290245] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-11-26T20:53:41.290413] [INFO ] [sig ] BUI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:41.436345] [INFO ] [LOCAL ] Saved forecast: BUI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BUI.txt [2025-11-26T20:53:41.436576] [INFO ] [sig ] [539/3599] Completed BUI in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:41.436635] [INFO ] [sig ] [540/3599] Forecasting BURL... [2025-11-26T20:53:41.436703] [INFO ] [sig ] Generating forecast for: BURL [2025-11-26T20:53:41.436750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-11-26T20:53:41.450744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BURL'. [2025-11-26T20:53:41.451290] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-11-26T20:53:41.452197] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-11-26T20:53:41.452280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:41.452328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:41.452377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:41.452438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:41.511064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:41.512121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:41.512233] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:41.512284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:41.636242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:41.636436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:41.636491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:41.636534] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:41.640507] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=23.47%) [2025-11-26T20:53:41.640835] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-11-26T20:53:41.640988] [INFO ] [sig ] BURL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:41.788851] [INFO ] [LOCAL ] Saved forecast: BURL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BURL.txt [2025-11-26T20:53:41.789054] [INFO ] [sig ] [540/3599] Completed BURL in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:41.789112] [INFO ] [sig ] [541/3599] Forecasting BUSE... [2025-11-26T20:53:41.789159] [INFO ] [sig ] Generating forecast for: BUSE [2025-11-26T20:53:41.789203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'. [2025-11-26T20:53:41.802396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUSE'. [2025-11-26T20:53:41.802856] [INFO ] [FORECASTER] Starting predict_future for BUSE [2025-11-26T20:53:41.803708] [DEBUG] [LOCAL ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt [2025-11-26T20:53:41.803778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:41.803824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:41.803863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:41.803931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:41.860746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:41.861669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:41.861772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:41.861820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:41.980360] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:41.980550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:41.980605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:41.980669] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:41.984118] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=46.70%) [2025-11-26T20:53:41.984447] [INFO ] [FORECASTER] Completed predict_future for BUSE [2025-11-26T20:53:41.984601] [INFO ] [sig ] BUSE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:42.125792] [INFO ] [LOCAL ] Saved forecast: BUSE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BUSE.txt [2025-11-26T20:53:42.125954] [INFO ] [sig ] [541/3599] Completed BUSE in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:42.126008] [INFO ] [sig ] [542/3599] Forecasting BUXX... [2025-11-26T20:53:42.126053] [INFO ] [sig ] Generating forecast for: BUXX [2025-11-26T20:53:42.126095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-11-26T20:53:42.138114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUXX'. [2025-11-26T20:53:42.138551] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-11-26T20:53:42.139409] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-11-26T20:53:42.139480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:42.139527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:42.139568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:42.139639] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:42.198320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:42.199252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:42.199372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:42.199427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:42.312014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:42.312208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:42.312259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:42.312300] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:42.315898] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=35.33%) [2025-11-26T20:53:42.316236] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-11-26T20:53:42.316390] [INFO ] [sig ] BUXX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:42.458483] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BUXX.txt [2025-11-26T20:53:42.458690] [INFO ] [sig ] [542/3599] Completed BUXX in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:42.458748] [INFO ] [sig ] [543/3599] Forecasting BVFL... [2025-11-26T20:53:42.458792] [INFO ] [sig ] Generating forecast for: BVFL [2025-11-26T20:53:42.458834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'. [2025-11-26T20:53:42.470303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVFL'. [2025-11-26T20:53:42.470683] [INFO ] [FORECASTER] Starting predict_future for BVFL [2025-11-26T20:53:42.471480] [DEBUG] [LOCAL ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt [2025-11-26T20:53:42.471563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:42.471610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:42.471670] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:42.471740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:42.529478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:42.530400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:42.530528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:42.530589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:42.657339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:42.657559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:42.657617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:42.657677] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:42.661170] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-11-26T20:53:42.661462] [INFO ] [FORECASTER] Completed predict_future for BVFL [2025-11-26T20:53:42.661609] [INFO ] [sig ] BVFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:42.804900] [INFO ] [LOCAL ] Saved forecast: BVFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BVFL.txt [2025-11-26T20:53:42.805095] [INFO ] [sig ] [543/3599] Completed BVFL in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:42.805151] [INFO ] [sig ] [544/3599] Forecasting BVN... [2025-11-26T20:53:42.805197] [INFO ] [sig ] Generating forecast for: BVN [2025-11-26T20:53:42.805241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-11-26T20:53:42.816902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVN'. [2025-11-26T20:53:42.817320] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-11-26T20:53:42.818209] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-11-26T20:53:42.818281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:42.818326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:42.818366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:42.818433] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:42.876768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:42.877742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:42.877847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:42.877890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:42.996529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:42.996736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:42.996797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:42.996841] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:43.000464] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=71.48%) [2025-11-26T20:53:43.000849] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-11-26T20:53:43.001011] [INFO ] [sig ] BVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:43.143635] [INFO ] [LOCAL ] Saved forecast: BVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BVN.txt [2025-11-26T20:53:43.143854] [INFO ] [sig ] [544/3599] Completed BVN in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.6m [2025-11-26T20:53:43.143917] [INFO ] [sig ] [545/3599] Forecasting BVS... [2025-11-26T20:53:43.143956] [INFO ] [sig ] Generating forecast for: BVS [2025-11-26T20:53:43.143999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'. [2025-11-26T20:53:43.155273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVS'. [2025-11-26T20:53:43.155656] [INFO ] [FORECASTER] Starting predict_future for BVS [2025-11-26T20:53:43.156493] [DEBUG] [LOCAL ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt [2025-11-26T20:53:43.156565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:43.156611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:43.156672] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:43.156746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:43.216471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:43.217404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:43.217504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:43.217565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:43.341542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:43.341728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:43.341788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:43.341831] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:43.345456] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=2.22%) [2025-11-26T20:53:43.345784] [INFO ] [FORECASTER] Completed predict_future for BVS [2025-11-26T20:53:43.345935] [INFO ] [sig ] BVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:43.486863] [INFO ] [LOCAL ] Saved forecast: BVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BVS.txt [2025-11-26T20:53:43.487045] [INFO ] [sig ] [545/3599] Completed BVS in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.5m [2025-11-26T20:53:43.487101] [INFO ] [sig ] [546/3599] Forecasting BWA... [2025-11-26T20:53:43.487143] [INFO ] [sig ] Generating forecast for: BWA [2025-11-26T20:53:43.487192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-11-26T20:53:43.498910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWA'. [2025-11-26T20:53:43.499300] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-11-26T20:53:43.500147] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-11-26T20:53:43.500218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:43.500262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:43.500300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:43.500367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:43.558281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:43.559223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:43.559328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:43.559375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:43.678481] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:43.678693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:43.678750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:43.678791] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:43.682258] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=11.20%) [2025-11-26T20:53:43.682580] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-11-26T20:53:43.682756] [INFO ] [sig ] BWA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:43.827548] [INFO ] [LOCAL ] Saved forecast: BWA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWA.txt [2025-11-26T20:53:43.827788] [INFO ] [sig ] [546/3599] Completed BWA in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.5m [2025-11-26T20:53:43.827856] [INFO ] [sig ] [547/3599] Forecasting BWAY... [2025-11-26T20:53:43.827902] [INFO ] [sig ] Generating forecast for: BWAY [2025-11-26T20:53:43.827942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'. [2025-11-26T20:53:43.839343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWAY'. [2025-11-26T20:53:43.839657] [INFO ] [FORECASTER] Starting predict_future for BWAY [2025-11-26T20:53:43.840467] [DEBUG] [LOCAL ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt [2025-11-26T20:53:43.840539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:43.840593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:43.840666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:43.840783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:43.898884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:43.899803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:43.899909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:43.899968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:44.021118] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:44.021297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:44.021350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:44.021387] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:44.024802] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=14.78%) [2025-11-26T20:53:44.025104] [INFO ] [FORECASTER] Completed predict_future for BWAY [2025-11-26T20:53:44.025259] [INFO ] [sig ] BWAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:44.166622] [INFO ] [LOCAL ] Saved forecast: BWAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWAY.txt [2025-11-26T20:53:44.166845] [INFO ] [sig ] [547/3599] Completed BWAY in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.5m [2025-11-26T20:53:44.166902] [INFO ] [sig ] [548/3599] Forecasting BWB... [2025-11-26T20:53:44.166943] [INFO ] [sig ] Generating forecast for: BWB [2025-11-26T20:53:44.167013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'. [2025-11-26T20:53:44.179215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWB'. [2025-11-26T20:53:44.179597] [INFO ] [FORECASTER] Starting predict_future for BWB [2025-11-26T20:53:44.180450] [DEBUG] [LOCAL ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt [2025-11-26T20:53:44.180521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:44.180570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:44.180611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:44.180696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:44.239528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:44.240454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:44.240563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:44.240608] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:44.362746] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:44.362928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:44.362984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:44.363028] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:44.366466] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=26.49%) [2025-11-26T20:53:44.366810] [INFO ] [FORECASTER] Completed predict_future for BWB [2025-11-26T20:53:44.366976] [INFO ] [sig ] BWB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:44.507868] [INFO ] [LOCAL ] Saved forecast: BWB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWB.txt [2025-11-26T20:53:44.508044] [INFO ] [sig ] [548/3599] Completed BWB in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.5m [2025-11-26T20:53:44.508098] [INFO ] [sig ] [549/3599] Forecasting BWEN... [2025-11-26T20:53:44.508149] [INFO ] [sig ] Generating forecast for: BWEN [2025-11-26T20:53:44.508200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'. [2025-11-26T20:53:44.519521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWEN'. [2025-11-26T20:53:44.519859] [INFO ] [FORECASTER] Starting predict_future for BWEN [2025-11-26T20:53:44.520670] [DEBUG] [LOCAL ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt [2025-11-26T20:53:44.520739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:44.520784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:44.520825] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:44.520922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:44.579361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:44.580109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:44.580245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:44.580294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:44.697096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:44.697278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:44.697330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:44.697371] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:44.700825] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=76.30%) [2025-11-26T20:53:44.701119] [INFO ] [FORECASTER] Completed predict_future for BWEN [2025-11-26T20:53:44.701259] [INFO ] [sig ] BWEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:44.841386] [INFO ] [LOCAL ] Saved forecast: BWEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWEN.txt [2025-11-26T20:53:44.841587] [INFO ] [sig ] [549/3599] Completed BWEN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:44.841663] [INFO ] [sig ] [550/3599] Forecasting BWFG... [2025-11-26T20:53:44.841710] [INFO ] [sig ] Generating forecast for: BWFG [2025-11-26T20:53:44.841751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'. [2025-11-26T20:53:44.853237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWFG'. [2025-11-26T20:53:44.853598] [INFO ] [FORECASTER] Starting predict_future for BWFG [2025-11-26T20:53:44.854430] [DEBUG] [LOCAL ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt [2025-11-26T20:53:44.854499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:44.854545] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:44.854584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:44.854673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:44.912419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:44.913368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:44.913470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:44.913515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:45.029338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:45.029523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:45.029593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:45.029657] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:45.033039] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=76.57%) [2025-11-26T20:53:45.033328] [INFO ] [FORECASTER] Completed predict_future for BWFG [2025-11-26T20:53:45.033470] [INFO ] [sig ] BWFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:45.177097] [INFO ] [LOCAL ] Saved forecast: BWFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWFG.txt [2025-11-26T20:53:45.177300] [INFO ] [sig ] [550/3599] Completed BWFG in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:45.177354] [INFO ] [sig ] [551/3599] Forecasting BWG... [2025-11-26T20:53:45.177397] [INFO ] [sig ] Generating forecast for: BWG [2025-11-26T20:53:45.177447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-11-26T20:53:45.189390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWG'. [2025-11-26T20:53:45.189858] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-11-26T20:53:45.190667] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-11-26T20:53:45.190736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:45.190780] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:45.190818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:45.190886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:45.248825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:45.249918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:45.250026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:45.250077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:45.378626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:45.378825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:45.378880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:45.378923] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:45.382545] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=96.48%) [2025-11-26T20:53:45.382874] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-11-26T20:53:45.383034] [INFO ] [sig ] BWG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:45.530197] [INFO ] [LOCAL ] Saved forecast: BWG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWG.txt [2025-11-26T20:53:45.530369] [INFO ] [sig ] [551/3599] Completed BWG in 0.4s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:45.530424] [INFO ] [sig ] [552/3599] Forecasting BWIN... [2025-11-26T20:53:45.530468] [INFO ] [sig ] Generating forecast for: BWIN [2025-11-26T20:53:45.530507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'. [2025-11-26T20:53:45.542988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWIN'. [2025-11-26T20:53:45.543355] [INFO ] [FORECASTER] Starting predict_future for BWIN [2025-11-26T20:53:45.544314] [DEBUG] [LOCAL ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt [2025-11-26T20:53:45.544386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:45.544432] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:45.544471] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:45.544540] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:45.606670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:45.607477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:45.607611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:45.607679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:45.736119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:45.736329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:45.736403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:45.736448] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:45.740276] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=63.43%) [2025-11-26T20:53:45.740607] [INFO ] [FORECASTER] Completed predict_future for BWIN [2025-11-26T20:53:45.740794] [INFO ] [sig ] BWIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:45.893977] [INFO ] [LOCAL ] Saved forecast: BWIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWIN.txt [2025-11-26T20:53:45.894182] [INFO ] [sig ] [552/3599] Completed BWIN in 0.4s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:45.894285] [INFO ] [sig ] [553/3599] Forecasting BWMN... [2025-11-26T20:53:45.894334] [INFO ] [sig ] Generating forecast for: BWMN [2025-11-26T20:53:45.894380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'. [2025-11-26T20:53:45.906176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWMN'. [2025-11-26T20:53:45.906515] [INFO ] [FORECASTER] Starting predict_future for BWMN [2025-11-26T20:53:45.907349] [DEBUG] [LOCAL ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt [2025-11-26T20:53:45.907419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:45.907466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:45.907507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:45.907602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:45.979626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:45.981442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:45.981584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:45.981686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:46.160128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:46.160364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:46.160457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:46.160533] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:46.165576] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=17.04%) [2025-11-26T20:53:46.166009] [INFO ] [FORECASTER] Completed predict_future for BWMN [2025-11-26T20:53:46.166233] [INFO ] [sig ] BWMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:46.308505] [INFO ] [LOCAL ] Saved forecast: BWMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWMN.txt [2025-11-26T20:53:46.308728] [INFO ] [sig ] [553/3599] Completed BWMN in 0.4s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:46.308791] [INFO ] [sig ] [554/3599] Forecasting BXC... [2025-11-26T20:53:46.308835] [INFO ] [sig ] Generating forecast for: BXC [2025-11-26T20:53:46.308880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-11-26T20:53:46.321005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXC'. [2025-11-26T20:53:46.321338] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-11-26T20:53:46.322162] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-11-26T20:53:46.322231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:46.322291] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:46.322332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:46.322400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:46.379602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:46.380498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:46.380603] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:46.380668] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:46.504948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:46.505218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:46.505277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:46.505316] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:46.509222] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=84.99%) [2025-11-26T20:53:46.509672] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-11-26T20:53:46.509849] [INFO ] [sig ] BXC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:46.655072] [INFO ] [LOCAL ] Saved forecast: BXC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BXC.txt [2025-11-26T20:53:46.655224] [INFO ] [sig ] [554/3599] Completed BXC in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:46.655283] [INFO ] [sig ] [555/3599] Forecasting BXMX... [2025-11-26T20:53:46.655325] [INFO ] [sig ] Generating forecast for: BXMX [2025-11-26T20:53:46.655367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-11-26T20:53:46.666872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXMX'. [2025-11-26T20:53:46.667192] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-11-26T20:53:46.668068] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-11-26T20:53:46.668138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:46.668183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:46.668224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:46.668294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:46.725520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:46.726204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:46.726301] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:46.726345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:46.849012] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:46.849212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:46.849284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:46.849342] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:46.852880] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=15.83%) [2025-11-26T20:53:46.853174] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-11-26T20:53:46.853324] [INFO ] [sig ] BXMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:46.992372] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BXMX.txt [2025-11-26T20:53:46.992534] [INFO ] [sig ] [555/3599] Completed BXMX in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:46.992587] [INFO ] [sig ] [556/3599] Forecasting BXP... [2025-11-26T20:53:46.992624] [INFO ] [sig ] Generating forecast for: BXP [2025-11-26T20:53:46.992683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-11-26T20:53:47.004365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXP'. [2025-11-26T20:53:47.004789] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-11-26T20:53:47.005662] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-11-26T20:53:47.005743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:47.005817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:47.005885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:47.005998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:47.062289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:47.063057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:47.063166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:47.063239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:47.184493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:47.184703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:47.184793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:47.184862] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:47.188336] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T20:53:47.188674] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-11-26T20:53:47.188850] [INFO ] [sig ] BXP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:47.330626] [INFO ] [LOCAL ] Saved forecast: BXP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BXP.txt [2025-11-26T20:53:47.330800] [INFO ] [sig ] [556/3599] Completed BXP in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:47.330865] [INFO ] [sig ] [557/3599] Forecasting BXSL... [2025-11-26T20:53:47.330916] [INFO ] [sig ] Generating forecast for: BXSL [2025-11-26T20:53:47.330967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-11-26T20:53:47.341728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXSL'. [2025-11-26T20:53:47.342046] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-11-26T20:53:47.342872] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-11-26T20:53:47.342940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:47.342996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:47.343047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:47.343117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:47.399494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:47.400217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:47.400314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:47.400374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:47.515336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:47.515493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:47.515547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:47.515589] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:47.519028] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=97.70%) [2025-11-26T20:53:47.519337] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-11-26T20:53:47.519495] [INFO ] [sig ] BXSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:47.657466] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BXSL.txt [2025-11-26T20:53:47.657755] [INFO ] [sig ] [557/3599] Completed BXSL in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:47.657835] [INFO ] [sig ] [558/3599] Forecasting BYD... [2025-11-26T20:53:47.657890] [INFO ] [sig ] Generating forecast for: BYD [2025-11-26T20:53:47.657930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-11-26T20:53:47.669731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYD'. [2025-11-26T20:53:47.670097] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-11-26T20:53:47.670962] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-11-26T20:53:47.671031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:47.671077] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:47.671116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:47.671185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:47.729359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:47.730107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:47.730206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:47.730257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:47.851081] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:47.851270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:47.851321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:47.851363] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:47.854768] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=95.38%) [2025-11-26T20:53:47.855058] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-11-26T20:53:47.855203] [INFO ] [sig ] BYD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:47.995217] [INFO ] [LOCAL ] Saved forecast: BYD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BYD.txt [2025-11-26T20:53:47.995372] [INFO ] [sig ] [558/3599] Completed BYD in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:47.995426] [INFO ] [sig ] [559/3599] Forecasting BYM... [2025-11-26T20:53:47.995467] [INFO ] [sig ] Generating forecast for: BYM [2025-11-26T20:53:47.995508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-11-26T20:53:48.007111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYM'. [2025-11-26T20:53:48.007443] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-11-26T20:53:48.008346] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-11-26T20:53:48.008420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:48.008467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:48.008506] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:48.008573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:48.066346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:48.067143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:48.067243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:48.067291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:48.187119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:48.187270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:48.187322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:48.187363] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:48.190905] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=8.04%) [2025-11-26T20:53:48.191205] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-11-26T20:53:48.191358] [INFO ] [sig ] BYM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:48.336593] [INFO ] [LOCAL ] Saved forecast: BYM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BYM.txt [2025-11-26T20:53:48.336773] [INFO ] [sig ] [559/3599] Completed BYM in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:48.336829] [INFO ] [sig ] [560/3599] Forecasting BYRN... [2025-11-26T20:53:48.336873] [INFO ] [sig ] Generating forecast for: BYRN [2025-11-26T20:53:48.336914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'. [2025-11-26T20:53:48.347863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYRN'. [2025-11-26T20:53:48.348162] [INFO ] [FORECASTER] Starting predict_future for BYRN [2025-11-26T20:53:48.348979] [DEBUG] [LOCAL ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt [2025-11-26T20:53:48.349048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:48.349092] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:48.349130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:48.349196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:48.406911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:48.407672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:48.407769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:48.407815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:48.526157] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:48.526342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:48.526394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:48.526429] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:48.529811] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=96.10%) [2025-11-26T20:53:48.530101] [INFO ] [FORECASTER] Completed predict_future for BYRN [2025-11-26T20:53:48.530243] [INFO ] [sig ] BYRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:48.669340] [INFO ] [LOCAL ] Saved forecast: BYRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BYRN.txt [2025-11-26T20:53:48.669497] [INFO ] [sig ] [560/3599] Completed BYRN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:48.669550] [INFO ] [sig ] [561/3599] Forecasting BYSI... [2025-11-26T20:53:48.669598] [INFO ] [sig ] Generating forecast for: BYSI [2025-11-26T20:53:48.669653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'. [2025-11-26T20:53:48.681015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYSI'. [2025-11-26T20:53:48.681365] [INFO ] [FORECASTER] Starting predict_future for BYSI [2025-11-26T20:53:48.682182] [DEBUG] [LOCAL ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt [2025-11-26T20:53:48.682252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:48.682297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:48.682336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:48.682405] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:48.739500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:48.740264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:48.740363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:48.740413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:48.849965] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:48.850145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:48.850197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:48.850259] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:48.853622] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=77.57%) [2025-11-26T20:53:48.853938] [INFO ] [FORECASTER] Completed predict_future for BYSI [2025-11-26T20:53:48.854084] [INFO ] [sig ] BYSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:48.993258] [INFO ] [LOCAL ] Saved forecast: BYSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BYSI.txt [2025-11-26T20:53:48.993418] [INFO ] [sig ] [561/3599] Completed BYSI in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.5m [2025-11-26T20:53:48.993471] [INFO ] [sig ] [562/3599] Forecasting BZH... [2025-11-26T20:53:48.993512] [INFO ] [sig ] Generating forecast for: BZH [2025-11-26T20:53:48.993552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-11-26T20:53:49.005209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZH'. [2025-11-26T20:53:49.005602] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-11-26T20:53:49.006474] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-11-26T20:53:49.006552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:49.006618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:49.006738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:49.006864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:49.064720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:49.065521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:49.065630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:49.065697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:49.179798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:49.179977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:49.180030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:49.180074] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:49.183448] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-11-26T20:53:49.183772] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-11-26T20:53:49.183929] [INFO ] [sig ] BZH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:49.323258] [INFO ] [LOCAL ] Saved forecast: BZH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BZH.txt [2025-11-26T20:53:49.323417] [INFO ] [sig ] [562/3599] Completed BZH in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.4m [2025-11-26T20:53:49.323471] [INFO ] [sig ] [563/3599] Forecasting BZUN... [2025-11-26T20:53:49.323514] [INFO ] [sig ] Generating forecast for: BZUN [2025-11-26T20:53:49.323587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'. [2025-11-26T20:53:49.334940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZUN'. [2025-11-26T20:53:49.335257] [INFO ] [FORECASTER] Starting predict_future for BZUN [2025-11-26T20:53:49.336075] [DEBUG] [LOCAL ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt [2025-11-26T20:53:49.336143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:49.336189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:49.336228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:49.336293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:49.393339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:49.394030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:49.394137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:49.394184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:49.514493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:49.514694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:49.514748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:49.514789] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:49.518198] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=39.68%) [2025-11-26T20:53:49.518494] [INFO ] [FORECASTER] Completed predict_future for BZUN [2025-11-26T20:53:49.518639] [INFO ] [sig ] BZUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:49.669456] [INFO ] [LOCAL ] Saved forecast: BZUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BZUN.txt [2025-11-26T20:53:49.669660] [INFO ] [sig ] [563/3599] Completed BZUN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.4m [2025-11-26T20:53:49.669712] [INFO ] [sig ] [564/3599] Forecasting C... [2025-11-26T20:53:49.669758] [INFO ] [sig ] Generating forecast for: C [2025-11-26T20:53:49.669812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-11-26T20:53:49.680935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'C'. [2025-11-26T20:53:49.681253] [INFO ] [FORECASTER] Starting predict_future for C [2025-11-26T20:53:49.682093] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-11-26T20:53:49.682163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:49.682208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:49.682246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:49.682312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:49.740109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:49.740989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:49.741105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:49.741153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:49.860095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:49.860271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:49.860324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:49.860366] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:49.863784] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=93.38%) [2025-11-26T20:53:49.864098] [INFO ] [FORECASTER] Completed predict_future for C [2025-11-26T20:53:49.864243] [INFO ] [sig ] C: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:50.003884] [INFO ] [LOCAL ] Saved forecast: C 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/C.txt [2025-11-26T20:53:50.004067] [INFO ] [sig ] [564/3599] Completed C in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.4m [2025-11-26T20:53:50.004122] [INFO ] [sig ] [565/3599] Forecasting CAAP... [2025-11-26T20:53:50.004169] [INFO ] [sig ] Generating forecast for: CAAP [2025-11-26T20:53:50.004209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-11-26T20:53:50.015401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAP'. [2025-11-26T20:53:50.015760] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-11-26T20:53:50.016564] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-11-26T20:53:50.016655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:50.016711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:50.016760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:50.016860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:50.074539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:50.075353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:50.075453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:50.075511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:50.195690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:50.195873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:50.195929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:50.195984] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:50.199496] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=74.53%) [2025-11-26T20:53:50.199827] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-11-26T20:53:50.199985] [INFO ] [sig ] CAAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:50.340605] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAAP.txt [2025-11-26T20:53:50.340799] [INFO ] [sig ] [565/3599] Completed CAAP in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.4m [2025-11-26T20:53:50.340864] [INFO ] [sig ] [566/3599] Forecasting CAAS... [2025-11-26T20:53:50.340916] [INFO ] [sig ] Generating forecast for: CAAS [2025-11-26T20:53:50.340968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'. [2025-11-26T20:53:50.352237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAS'. [2025-11-26T20:53:50.352659] [INFO ] [FORECASTER] Starting predict_future for CAAS [2025-11-26T20:53:50.353561] [DEBUG] [LOCAL ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt [2025-11-26T20:53:50.353631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:50.353698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:50.353737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:50.353804] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:50.410478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:50.411207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:50.411302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:50.411349] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:50.521121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:50.521310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:50.521367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:50.521408] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:50.524800] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=5.90%) [2025-11-26T20:53:50.525103] [INFO ] [FORECASTER] Completed predict_future for CAAS [2025-11-26T20:53:50.525255] [INFO ] [sig ] CAAS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:50.665140] [INFO ] [LOCAL ] Saved forecast: CAAS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAAS.txt [2025-11-26T20:53:50.665317] [INFO ] [sig ] [566/3599] Completed CAAS in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:50.665374] [INFO ] [sig ] [567/3599] Forecasting CABA... [2025-11-26T20:53:50.665416] [INFO ] [sig ] Generating forecast for: CABA [2025-11-26T20:53:50.665457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'. [2025-11-26T20:53:50.676876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABA'. [2025-11-26T20:53:50.677209] [INFO ] [FORECASTER] Starting predict_future for CABA [2025-11-26T20:53:50.678053] [DEBUG] [LOCAL ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt [2025-11-26T20:53:50.678146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:50.678196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:50.678234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:50.678308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:50.735813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:50.736631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:50.736748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:50.736794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:50.853734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:50.853916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:50.853967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:50.854010] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:50.857711] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=78.20%) [2025-11-26T20:53:50.858028] [INFO ] [FORECASTER] Completed predict_future for CABA [2025-11-26T20:53:50.858180] [INFO ] [sig ] CABA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:50.998988] [INFO ] [LOCAL ] Saved forecast: CABA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CABA.txt [2025-11-26T20:53:50.999149] [INFO ] [sig ] [567/3599] Completed CABA in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:50.999207] [INFO ] [sig ] [568/3599] Forecasting CABO... [2025-11-26T20:53:50.999249] [INFO ] [sig ] Generating forecast for: CABO [2025-11-26T20:53:50.999290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-11-26T20:53:51.010722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABO'. [2025-11-26T20:53:51.011102] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-11-26T20:53:51.012001] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-11-26T20:53:51.012072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:51.012129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:51.012180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:51.012256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:51.069959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:51.070802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:51.070902] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:51.070959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:51.187895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:51.188071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:51.188127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:51.188169] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:51.191605] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-11-26T20:53:51.191937] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-11-26T20:53:51.192086] [INFO ] [sig ] CABO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:51.334692] [INFO ] [LOCAL ] Saved forecast: CABO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CABO.txt [2025-11-26T20:53:51.334853] [INFO ] [sig ] [568/3599] Completed CABO in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:51.334908] [INFO ] [sig ] [569/3599] Forecasting CAC... [2025-11-26T20:53:51.334952] [INFO ] [sig ] Generating forecast for: CAC [2025-11-26T20:53:51.334995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'. [2025-11-26T20:53:51.346214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAC'. [2025-11-26T20:53:51.346548] [INFO ] [FORECASTER] Starting predict_future for CAC [2025-11-26T20:53:51.347404] [DEBUG] [LOCAL ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt [2025-11-26T20:53:51.347485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:51.347581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:51.347665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:51.347785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:51.404162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:51.404939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:51.405045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:51.405106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:51.528667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:51.528859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:51.528933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:51.529003] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:51.532471] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=60.15%) [2025-11-26T20:53:51.532817] [INFO ] [FORECASTER] Completed predict_future for CAC [2025-11-26T20:53:51.532979] [INFO ] [sig ] CAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:51.674209] [INFO ] [LOCAL ] Saved forecast: CAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAC.txt [2025-11-26T20:53:51.674386] [INFO ] [sig ] [569/3599] Completed CAC in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:51.674469] [INFO ] [sig ] [570/3599] Forecasting CACC... [2025-11-26T20:53:51.674539] [INFO ] [sig ] Generating forecast for: CACC [2025-11-26T20:53:51.674610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'. [2025-11-26T20:53:51.685908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACC'. [2025-11-26T20:53:51.686278] [INFO ] [FORECASTER] Starting predict_future for CACC [2025-11-26T20:53:51.687161] [DEBUG] [LOCAL ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt [2025-11-26T20:53:51.687239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:51.687308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:51.687377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:51.687482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:51.746788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:51.747633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:51.747769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:51.747838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:51.865217] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:51.865397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:51.865454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:51.865496] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:51.868873] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=44.68%) [2025-11-26T20:53:51.869163] [INFO ] [FORECASTER] Completed predict_future for CACC [2025-11-26T20:53:51.869306] [INFO ] [sig ] CACC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:52.009045] [INFO ] [LOCAL ] Saved forecast: CACC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CACC.txt [2025-11-26T20:53:52.009242] [INFO ] [sig ] [570/3599] Completed CACC in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:52.009299] [INFO ] [sig ] [571/3599] Forecasting CACI... [2025-11-26T20:53:52.009337] [INFO ] [sig ] Generating forecast for: CACI [2025-11-26T20:53:52.009376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-11-26T20:53:52.020696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACI'. [2025-11-26T20:53:52.021072] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-11-26T20:53:52.021990] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-11-26T20:53:52.022069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:52.022147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:52.022224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:52.022351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:52.080568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:52.081382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:52.081498] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:52.081580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:52.196271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:52.196470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:52.196571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:52.196674] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:52.200215] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=81.31%) [2025-11-26T20:53:52.200544] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-11-26T20:53:52.200739] [INFO ] [sig ] CACI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:52.341215] [INFO ] [LOCAL ] Saved forecast: CACI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CACI.txt [2025-11-26T20:53:52.341386] [INFO ] [sig ] [571/3599] Completed CACI in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:52.341456] [INFO ] [sig ] [572/3599] Forecasting CADE... [2025-11-26T20:53:52.341523] [INFO ] [sig ] Generating forecast for: CADE [2025-11-26T20:53:52.341588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-11-26T20:53:52.352605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADE'. [2025-11-26T20:53:52.352982] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-11-26T20:53:52.353945] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-11-26T20:53:52.354031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:52.354111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:52.354175] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:52.354281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:52.411817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:52.412778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:52.412880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:52.412928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:52.532263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:52.532445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:52.532499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:52.532540] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:52.535972] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=16.28%) [2025-11-26T20:53:52.536287] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-11-26T20:53:52.536437] [INFO ] [sig ] CADE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:52.677072] [INFO ] [LOCAL ] Saved forecast: CADE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CADE.txt [2025-11-26T20:53:52.677233] [INFO ] [sig ] [572/3599] Completed CADE in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:52.677287] [INFO ] [sig ] [573/3599] Forecasting CADL... [2025-11-26T20:53:52.677331] [INFO ] [sig ] Generating forecast for: CADL [2025-11-26T20:53:52.677371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'. [2025-11-26T20:53:52.688664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADL'. [2025-11-26T20:53:52.689019] [INFO ] [FORECASTER] Starting predict_future for CADL [2025-11-26T20:53:52.689847] [DEBUG] [LOCAL ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt [2025-11-26T20:53:52.689916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:52.689961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:52.689999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:52.690066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:52.747110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:52.747944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:52.748044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:52.748090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:52.869509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:52.869716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:52.869779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:52.869823] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:52.873325] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=31.26%) [2025-11-26T20:53:52.873622] [INFO ] [FORECASTER] Completed predict_future for CADL [2025-11-26T20:53:52.873787] [INFO ] [sig ] CADL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:53.012470] [INFO ] [LOCAL ] Saved forecast: CADL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CADL.txt [2025-11-26T20:53:53.012696] [INFO ] [sig ] [573/3599] Completed CADL in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:53.012773] [INFO ] [sig ] [574/3599] Forecasting CAE... [2025-11-26T20:53:53.012818] [INFO ] [sig ] Generating forecast for: CAE [2025-11-26T20:53:53.012860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-11-26T20:53:53.024605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAE'. [2025-11-26T20:53:53.024970] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-11-26T20:53:53.025820] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-11-26T20:53:53.025890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:53.025936] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:53.025977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:53.026046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:53.083615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:53.084415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:53.084528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:53.084591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:53.246038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:53.246228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:53.246304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:53.246358] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:53.249992] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=19.99%) [2025-11-26T20:53:53.250297] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-11-26T20:53:53.250453] [INFO ] [sig ] CAE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:53.398665] [INFO ] [LOCAL ] Saved forecast: CAE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAE.txt [2025-11-26T20:53:53.398842] [INFO ] [sig ] [574/3599] Completed CAE in 0.4s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:53.398898] [INFO ] [sig ] [575/3599] Forecasting CAF... [2025-11-26T20:53:53.398941] [INFO ] [sig ] Generating forecast for: CAF [2025-11-26T20:53:53.398983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-11-26T20:53:53.411609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAF'. [2025-11-26T20:53:53.411997] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-11-26T20:53:53.412878] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-11-26T20:53:53.412952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:53.412998] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:53.413038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:53.413107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:53.471719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:53.472346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:53.472441] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:53.472486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:53.590571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:53.590713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:53.590766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:53.590807] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:53.594236] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=76.64%) [2025-11-26T20:53:53.594524] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-11-26T20:53:53.594694] [INFO ] [sig ] CAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:53.738724] [INFO ] [LOCAL ] Saved forecast: CAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAF.txt [2025-11-26T20:53:53.738863] [INFO ] [sig ] [575/3599] Completed CAF in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:53.738916] [INFO ] [sig ] [576/3599] Forecasting CAG... [2025-11-26T20:53:53.738958] [INFO ] [sig ] Generating forecast for: CAG [2025-11-26T20:53:53.739000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-11-26T20:53:53.750342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAG'. [2025-11-26T20:53:53.750668] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-11-26T20:53:53.751464] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-11-26T20:53:53.751533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:53.751590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:53.751657] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:53.751737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:53.809542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:53.810217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:53.810311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:53.810357] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:53.934538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:53.934720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:53.934774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:53.934816] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:53.938620] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=7.32%) [2025-11-26T20:53:53.938960] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-11-26T20:53:53.939151] [INFO ] [sig ] CAG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:54.084909] [INFO ] [LOCAL ] Saved forecast: CAG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAG.txt [2025-11-26T20:53:54.085061] [INFO ] [sig ] [576/3599] Completed CAG in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:54.085115] [INFO ] [sig ] [577/3599] Forecasting CAH... [2025-11-26T20:53:54.085158] [INFO ] [sig ] Generating forecast for: CAH [2025-11-26T20:53:54.085210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-11-26T20:53:54.097476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAH'. [2025-11-26T20:53:54.097891] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-11-26T20:53:54.098833] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-11-26T20:53:54.098903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:54.098950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:54.098990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:54.099104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:54.159549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:54.160266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:54.160364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:54.160424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:54.284945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:54.285133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:54.285204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:54.285257] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:54.288929] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=15.21%) [2025-11-26T20:53:54.289259] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-11-26T20:53:54.289430] [INFO ] [sig ] CAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:54.434995] [INFO ] [LOCAL ] Saved forecast: CAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAH.txt [2025-11-26T20:53:54.435150] [INFO ] [sig ] [577/3599] Completed CAH in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:54.435208] [INFO ] [sig ] [578/3599] Forecasting CAKE... [2025-11-26T20:53:54.435249] [INFO ] [sig ] Generating forecast for: CAKE [2025-11-26T20:53:54.435290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'. [2025-11-26T20:53:54.447295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAKE'. [2025-11-26T20:53:54.447787] [INFO ] [FORECASTER] Starting predict_future for CAKE [2025-11-26T20:53:54.448617] [DEBUG] [LOCAL ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt [2025-11-26T20:53:54.448701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:54.448765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:54.448807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:54.448873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:54.505491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:54.506373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:54.506473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:54.506520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:54.625907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:54.626068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:54.626123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:54.626165] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:54.629683] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=58.27%) [2025-11-26T20:53:54.629975] [INFO ] [FORECASTER] Completed predict_future for CAKE [2025-11-26T20:53:54.630122] [INFO ] [sig ] CAKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:54.769340] [INFO ] [LOCAL ] Saved forecast: CAKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAKE.txt [2025-11-26T20:53:54.769525] [INFO ] [sig ] [578/3599] Completed CAKE in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.4m [2025-11-26T20:53:54.769579] [INFO ] [sig ] [579/3599] Forecasting CAL... [2025-11-26T20:53:54.769624] [INFO ] [sig ] Generating forecast for: CAL [2025-11-26T20:53:54.769683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-11-26T20:53:54.781357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAL'. [2025-11-26T20:53:54.781791] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-11-26T20:53:54.782734] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-11-26T20:53:54.782805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:54.782860] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:54.782905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:54.782980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:54.842384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:54.843108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:54.843203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:54.843262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:54.961739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:54.961923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:54.961985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:54.962025] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:54.965688] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=16.73%) [2025-11-26T20:53:54.966055] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-11-26T20:53:54.966212] [INFO ] [sig ] CAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:55.106759] [INFO ] [LOCAL ] Saved forecast: CAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAL.txt [2025-11-26T20:53:55.106921] [INFO ] [sig ] [579/3599] Completed CAL in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.3m [2025-11-26T20:53:55.106975] [INFO ] [sig ] [580/3599] Forecasting CALC... [2025-11-26T20:53:55.107015] [INFO ] [sig ] Generating forecast for: CALC [2025-11-26T20:53:55.107054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'. [2025-11-26T20:53:55.118604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALC'. [2025-11-26T20:53:55.119005] [INFO ] [FORECASTER] Starting predict_future for CALC [2025-11-26T20:53:55.119899] [DEBUG] [LOCAL ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt [2025-11-26T20:53:55.119972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:55.120027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:55.120079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:55.120152] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:55.177813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:55.178543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:55.178661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:55.178710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:55.297395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:55.297597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:55.297687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:55.297737] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:55.301364] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-11-26T20:53:55.301724] [INFO ] [FORECASTER] Completed predict_future for CALC [2025-11-26T20:53:55.301894] [INFO ] [sig ] CALC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:55.442670] [INFO ] [LOCAL ] Saved forecast: CALC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CALC.txt [2025-11-26T20:53:55.442836] [INFO ] [sig ] [580/3599] Completed CALC in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.3m [2025-11-26T20:53:55.442894] [INFO ] [sig ] [581/3599] Forecasting CALM... [2025-11-26T20:53:55.442939] [INFO ] [sig ] Generating forecast for: CALM [2025-11-26T20:53:55.442982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'. [2025-11-26T20:53:55.455144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALM'. [2025-11-26T20:53:55.455500] [INFO ] [FORECASTER] Starting predict_future for CALM [2025-11-26T20:53:55.456330] [DEBUG] [LOCAL ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt [2025-11-26T20:53:55.456402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:55.456449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:55.456489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:55.456556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:55.514509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:55.515277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:55.515378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:55.515434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:55.636825] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:55.637005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:55.637058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:55.637097] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:55.640588] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=16.50%) [2025-11-26T20:53:55.640915] [INFO ] [FORECASTER] Completed predict_future for CALM [2025-11-26T20:53:55.641063] [INFO ] [sig ] CALM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:55.781529] [INFO ] [LOCAL ] Saved forecast: CALM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CALM.txt [2025-11-26T20:53:55.781703] [INFO ] [sig ] [581/3599] Completed CALM in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.3m [2025-11-26T20:53:55.781761] [INFO ] [sig ] [582/3599] Forecasting CALX... [2025-11-26T20:53:55.781837] [INFO ] [sig ] Generating forecast for: CALX [2025-11-26T20:53:55.781894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-11-26T20:53:55.793240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALX'. [2025-11-26T20:53:55.793571] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-11-26T20:53:55.794422] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-11-26T20:53:55.794492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:55.794538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:55.794578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:55.794666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:55.852276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:55.853170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:55.853270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:55.853317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:55.977923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:55.978114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:55.978168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:55.978213] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:55.981670] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=71.80%) [2025-11-26T20:53:55.981971] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-11-26T20:53:55.982120] [INFO ] [sig ] CALX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:56.124599] [INFO ] [LOCAL ] Saved forecast: CALX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CALX.txt [2025-11-26T20:53:56.124777] [INFO ] [sig ] [582/3599] Completed CALX in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.3m [2025-11-26T20:53:56.124835] [INFO ] [sig ] [583/3599] Forecasting CANG... [2025-11-26T20:53:56.124878] [INFO ] [sig ] Generating forecast for: CANG [2025-11-26T20:53:56.124922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-11-26T20:53:56.136031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CANG'. [2025-11-26T20:53:56.136359] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-11-26T20:53:56.137216] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-11-26T20:53:56.137289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:56.137337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:56.137379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:56.137453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:56.195584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:56.196372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:56.196473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:56.196520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:56.314238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:56.314418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:56.314470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:56.314511] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:56.318128] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: UP (p=62.09%) [2025-11-26T20:53:56.318428] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-11-26T20:53:56.318587] [INFO ] [sig ] CANG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:56.461585] [INFO ] [LOCAL ] Saved forecast: CANG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CANG.txt [2025-11-26T20:53:56.461771] [INFO ] [sig ] [583/3599] Completed CANG in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.3m [2025-11-26T20:53:56.461828] [INFO ] [sig ] [584/3599] Forecasting CAPL... [2025-11-26T20:53:56.461870] [INFO ] [sig ] Generating forecast for: CAPL [2025-11-26T20:53:56.461913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-11-26T20:53:56.473046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAPL'. [2025-11-26T20:53:56.473382] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-11-26T20:53:56.474199] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-11-26T20:53:56.474268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:56.474313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:56.474353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:56.474419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:56.533855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:56.534744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:56.534848] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:56.534898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:56.654970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:56.655150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:56.655202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:56.655240] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:56.658680] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=65.18%) [2025-11-26T20:53:56.658974] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-11-26T20:53:56.659121] [INFO ] [sig ] CAPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:56.798421] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAPL.txt [2025-11-26T20:53:56.798585] [INFO ] [sig ] [584/3599] Completed CAPL in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:56.798655] [INFO ] [sig ] [585/3599] Forecasting CARE... [2025-11-26T20:53:56.798699] [INFO ] [sig ] Generating forecast for: CARE [2025-11-26T20:53:56.798747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'. [2025-11-26T20:53:56.809946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARE'. [2025-11-26T20:53:56.810280] [INFO ] [FORECASTER] Starting predict_future for CARE [2025-11-26T20:53:56.811137] [DEBUG] [LOCAL ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt [2025-11-26T20:53:56.811208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:56.811255] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:56.811296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:56.811369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:56.870420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:56.871342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:56.871443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:56.871489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:56.989418] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:56.989610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:56.989685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:56.989751] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:56.993415] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=64.85%) [2025-11-26T20:53:56.993760] [INFO ] [FORECASTER] Completed predict_future for CARE [2025-11-26T20:53:56.993910] [INFO ] [sig ] CARE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:57.138121] [INFO ] [LOCAL ] Saved forecast: CARE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CARE.txt [2025-11-26T20:53:57.138284] [INFO ] [sig ] [585/3599] Completed CARE in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:57.138339] [INFO ] [sig ] [586/3599] Forecasting CARG... [2025-11-26T20:53:57.138380] [INFO ] [sig ] Generating forecast for: CARG [2025-11-26T20:53:57.138423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'. [2025-11-26T20:53:57.149919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARG'. [2025-11-26T20:53:57.150234] [INFO ] [FORECASTER] Starting predict_future for CARG [2025-11-26T20:53:57.151136] [DEBUG] [LOCAL ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt [2025-11-26T20:53:57.151207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:57.151253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:57.151292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:57.151359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:57.209571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:57.210326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:57.210429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:57.210475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:57.333113] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:57.333286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:57.333344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:57.333387] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:57.336822] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=45.43%) [2025-11-26T20:53:57.337116] [INFO ] [FORECASTER] Completed predict_future for CARG [2025-11-26T20:53:57.337259] [INFO ] [sig ] CARG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:57.478075] [INFO ] [LOCAL ] Saved forecast: CARG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CARG.txt [2025-11-26T20:53:57.478233] [INFO ] [sig ] [586/3599] Completed CARG in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:57.478287] [INFO ] [sig ] [587/3599] Forecasting CARS... [2025-11-26T20:53:57.478329] [INFO ] [sig ] Generating forecast for: CARS [2025-11-26T20:53:57.478370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-11-26T20:53:57.490751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARS'. [2025-11-26T20:53:57.491088] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-11-26T20:53:57.491905] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-11-26T20:53:57.491975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:57.492020] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:57.492060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:57.492127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:57.552405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:57.553182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:57.553307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:57.553356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:57.671201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:57.671385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:57.671440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:57.671482] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:57.674880] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-11-26T20:53:57.675167] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-11-26T20:53:57.675317] [INFO ] [sig ] CARS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:57.814790] [INFO ] [LOCAL ] Saved forecast: CARS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CARS.txt [2025-11-26T20:53:57.814935] [INFO ] [sig ] [587/3599] Completed CARS in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:57.814982] [INFO ] [sig ] [588/3599] Forecasting CASH... [2025-11-26T20:53:57.815024] [INFO ] [sig ] Generating forecast for: CASH [2025-11-26T20:53:57.815066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'. [2025-11-26T20:53:57.826055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASH'. [2025-11-26T20:53:57.826353] [INFO ] [FORECASTER] Starting predict_future for CASH [2025-11-26T20:53:57.827200] [DEBUG] [LOCAL ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt [2025-11-26T20:53:57.827269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:57.827314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:57.827353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:57.827426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:57.884694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:57.885364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:57.885468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:57.885524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:58.001525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:58.001718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:58.001772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:58.001814] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:58.005202] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=90.70%) [2025-11-26T20:53:58.005499] [INFO ] [FORECASTER] Completed predict_future for CASH [2025-11-26T20:53:58.005661] [INFO ] [sig ] CASH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:58.145591] [INFO ] [LOCAL ] Saved forecast: CASH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CASH.txt [2025-11-26T20:53:58.145772] [INFO ] [sig ] [588/3599] Completed CASH in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:58.145828] [INFO ] [sig ] [589/3599] Forecasting CASI... [2025-11-26T20:53:58.145870] [INFO ] [sig ] Generating forecast for: CASI [2025-11-26T20:53:58.145962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'. [2025-11-26T20:53:58.157545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASI'. [2025-11-26T20:53:58.158033] [INFO ] [FORECASTER] Starting predict_future for CASI [2025-11-26T20:53:58.158866] [DEBUG] [LOCAL ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt [2025-11-26T20:53:58.158935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:58.158981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:58.159034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:58.159103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:58.217781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:58.218481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:58.218593] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:58.218660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:58.331402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:58.331592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:58.331664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:58.331710] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:58.335257] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: DOWN (p=2.35%) [2025-11-26T20:53:58.335569] [INFO ] [FORECASTER] Completed predict_future for CASI [2025-11-26T20:53:58.335739] [INFO ] [sig ] CASI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:58.479004] [INFO ] [LOCAL ] Saved forecast: CASI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CASI.txt [2025-11-26T20:53:58.479177] [INFO ] [sig ] [589/3599] Completed CASI in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:58.479232] [INFO ] [sig ] [590/3599] Forecasting CASS... [2025-11-26T20:53:58.479275] [INFO ] [sig ] Generating forecast for: CASS [2025-11-26T20:53:58.479315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'. [2025-11-26T20:53:58.490410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASS'. [2025-11-26T20:53:58.490758] [INFO ] [FORECASTER] Starting predict_future for CASS [2025-11-26T20:53:58.491539] [DEBUG] [LOCAL ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt [2025-11-26T20:53:58.491608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:58.491674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:58.491716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:58.491785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:58.549182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:58.549853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:58.549947] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:58.549994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:58.670433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:58.670614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:58.670689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:58.670735] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:58.674132] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=2.49%) [2025-11-26T20:53:58.674420] [INFO ] [FORECASTER] Completed predict_future for CASS [2025-11-26T20:53:58.674562] [INFO ] [sig ] CASS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:58.815054] [INFO ] [LOCAL ] Saved forecast: CASS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CASS.txt [2025-11-26T20:53:58.815247] [INFO ] [sig ] [590/3599] Completed CASS in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:58.815305] [INFO ] [sig ] [591/3599] Forecasting CASY... [2025-11-26T20:53:58.815385] [INFO ] [sig ] Generating forecast for: CASY [2025-11-26T20:53:58.815442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'. [2025-11-26T20:53:58.827987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASY'. [2025-11-26T20:53:58.828383] [INFO ] [FORECASTER] Starting predict_future for CASY [2025-11-26T20:53:58.829262] [DEBUG] [LOCAL ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt [2025-11-26T20:53:58.829334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:58.829383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:58.829424] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:58.829497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:58.886667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:58.887330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:58.887427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:58.887473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:59.008273] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:59.008453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:59.008508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:59.008584] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:59.012214] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=68.00%) [2025-11-26T20:53:59.012525] [INFO ] [FORECASTER] Completed predict_future for CASY [2025-11-26T20:53:59.012701] [INFO ] [sig ] CASY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:59.153290] [INFO ] [LOCAL ] Saved forecast: CASY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CASY.txt [2025-11-26T20:53:59.153448] [INFO ] [sig ] [591/3599] Completed CASY in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:59.153501] [INFO ] [sig ] [592/3599] Forecasting CATH... [2025-11-26T20:53:59.153549] [INFO ] [sig ] Generating forecast for: CATH [2025-11-26T20:53:59.153591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'. [2025-11-26T20:53:59.164485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATH'. [2025-11-26T20:53:59.164879] [INFO ] [FORECASTER] Starting predict_future for CATH [2025-11-26T20:53:59.165702] [DEBUG] [LOCAL ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt [2025-11-26T20:53:59.165766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:59.165838] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:59.165886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:59.165950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:59.223171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:59.224049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:59.224146] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:59.224193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:59.338363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:59.338532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:59.338585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:59.338628] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:59.342023] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=96.97%) [2025-11-26T20:53:59.342322] [INFO ] [FORECASTER] Completed predict_future for CATH [2025-11-26T20:53:59.342470] [INFO ] [sig ] CATH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:53:59.483228] [INFO ] [LOCAL ] Saved forecast: CATH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CATH.txt [2025-11-26T20:53:59.483412] [INFO ] [sig ] [592/3599] Completed CATH in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:59.483465] [INFO ] [sig ] [593/3599] Forecasting CATO... [2025-11-26T20:53:59.483506] [INFO ] [sig ] Generating forecast for: CATO [2025-11-26T20:53:59.483563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-11-26T20:53:59.495145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATO'. [2025-11-26T20:53:59.495517] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-11-26T20:53:59.496334] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-11-26T20:53:59.496405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:59.496450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:59.496490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:59.496565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:59.553769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:59.554512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:59.554610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:59.554676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:53:59.675396] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:53:59.675590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:53:59.675665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:53:59.675712] [INFO ] [FORECASTER] Training complete [2025-11-26T20:53:59.680012] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=9.14%) [2025-11-26T20:53:59.680423] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-11-26T20:53:59.680632] [INFO ] [sig ] CATO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:53:59.820864] [INFO ] [LOCAL ] Saved forecast: CATO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CATO.txt [2025-11-26T20:53:59.821024] [INFO ] [sig ] [593/3599] Completed CATO in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.3m [2025-11-26T20:53:59.821078] [INFO ] [sig ] [594/3599] Forecasting CATY... [2025-11-26T20:53:59.821121] [INFO ] [sig ] Generating forecast for: CATY [2025-11-26T20:53:59.821161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'. [2025-11-26T20:53:59.832421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATY'. [2025-11-26T20:53:59.832763] [INFO ] [FORECASTER] Starting predict_future for CATY [2025-11-26T20:53:59.833552] [DEBUG] [LOCAL ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt [2025-11-26T20:53:59.833623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:53:59.833696] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:53:59.833737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:53:59.833804] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:53:59.890751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:53:59.891673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:53:59.891792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:53:59.891838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:00.013220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:00.013431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:00.013496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:00.013539] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:00.017208] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=3.10%) [2025-11-26T20:54:00.017500] [INFO ] [FORECASTER] Completed predict_future for CATY [2025-11-26T20:54:00.017686] [INFO ] [sig ] CATY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:00.156752] [INFO ] [LOCAL ] Saved forecast: CATY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CATY.txt [2025-11-26T20:54:00.156927] [INFO ] [sig ] [594/3599] Completed CATY in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:00.156983] [INFO ] [sig ] [595/3599] Forecasting CAVA... [2025-11-26T20:54:00.157026] [INFO ] [sig ] Generating forecast for: CAVA [2025-11-26T20:54:00.157080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-11-26T20:54:00.168811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAVA'. [2025-11-26T20:54:00.169199] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-11-26T20:54:00.170042] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-11-26T20:54:00.170113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:00.170159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:00.170199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:00.170266] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:00.228537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:00.229416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:00.229526] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:00.229574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:00.353232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:00.353384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:00.353438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:00.353481] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:00.357079] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=42.99%) [2025-11-26T20:54:00.357396] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-11-26T20:54:00.357571] [INFO ] [sig ] CAVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:00.500944] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAVA.txt [2025-11-26T20:54:00.501118] [INFO ] [sig ] [595/3599] Completed CAVA in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:00.501173] [INFO ] [sig ] [596/3599] Forecasting CB... [2025-11-26T20:54:00.501217] [INFO ] [sig ] Generating forecast for: CB [2025-11-26T20:54:00.501259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-11-26T20:54:00.512684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CB'. [2025-11-26T20:54:00.513063] [INFO ] [FORECASTER] Starting predict_future for CB [2025-11-26T20:54:00.513898] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-11-26T20:54:00.513966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:00.514010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:00.514061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:00.514142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:00.572310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:00.573187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:00.573288] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:00.573337] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:00.694740] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:00.694926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:00.694978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:00.695014] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:00.698487] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=20.78%) [2025-11-26T20:54:00.698814] [INFO ] [FORECASTER] Completed predict_future for CB [2025-11-26T20:54:00.698964] [INFO ] [sig ] CB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:00.840075] [INFO ] [LOCAL ] Saved forecast: CB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CB.txt [2025-11-26T20:54:00.840228] [INFO ] [sig ] [596/3599] Completed CB in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:00.840282] [INFO ] [sig ] [597/3599] Forecasting CBAN... [2025-11-26T20:54:00.840325] [INFO ] [sig ] Generating forecast for: CBAN [2025-11-26T20:54:00.840369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-11-26T20:54:00.851632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBAN'. [2025-11-26T20:54:00.851958] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-11-26T20:54:00.852800] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-11-26T20:54:00.852869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:00.852913] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:00.852952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:00.853019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:00.911306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:00.912078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:00.912178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:00.912227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:01.026612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:01.026799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:01.026851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:01.026892] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:01.030306] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=22.99%) [2025-11-26T20:54:01.030614] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-11-26T20:54:01.030780] [INFO ] [sig ] CBAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:01.171620] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBAN.txt [2025-11-26T20:54:01.171995] [INFO ] [sig ] [597/3599] Completed CBAN in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:01.172057] [INFO ] [sig ] [598/3599] Forecasting CBL... [2025-11-26T20:54:01.172118] [INFO ] [sig ] Generating forecast for: CBL [2025-11-26T20:54:01.172164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-11-26T20:54:01.184784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBL'. [2025-11-26T20:54:01.185289] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-11-26T20:54:01.186188] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-11-26T20:54:01.186260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:01.186315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:01.186365] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:01.186443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:01.245751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:01.246598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:01.246717] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:01.246763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:01.368521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:01.368692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:01.368745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:01.368795] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:01.372241] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=7.29%) [2025-11-26T20:54:01.372544] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-11-26T20:54:01.372718] [INFO ] [sig ] CBL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:01.511826] [INFO ] [LOCAL ] Saved forecast: CBL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBL.txt [2025-11-26T20:54:01.512022] [INFO ] [sig ] [598/3599] Completed CBL in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:01.512079] [INFO ] [sig ] [599/3599] Forecasting CBNK... [2025-11-26T20:54:01.512121] [INFO ] [sig ] Generating forecast for: CBNK [2025-11-26T20:54:01.512199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'. [2025-11-26T20:54:01.523287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBNK'. [2025-11-26T20:54:01.523700] [INFO ] [FORECASTER] Starting predict_future for CBNK [2025-11-26T20:54:01.524535] [DEBUG] [LOCAL ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt [2025-11-26T20:54:01.524621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:01.524738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:01.524826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:01.524924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:01.585503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:01.586587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:01.586734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:01.586811] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:01.711208] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:01.711385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:01.711443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:01.711481] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:01.715086] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=15.72%) [2025-11-26T20:54:01.715405] [INFO ] [FORECASTER] Completed predict_future for CBNK [2025-11-26T20:54:01.715570] [INFO ] [sig ] CBNK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:01.855587] [INFO ] [LOCAL ] Saved forecast: CBNK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBNK.txt [2025-11-26T20:54:01.855784] [INFO ] [sig ] [599/3599] Completed CBNK in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:01.855848] [INFO ] [sig ] [600/3599] Forecasting CBRE... [2025-11-26T20:54:01.855898] [INFO ] [sig ] Generating forecast for: CBRE [2025-11-26T20:54:01.855948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-11-26T20:54:01.867442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRE'. [2025-11-26T20:54:01.867862] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-11-26T20:54:01.868754] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-11-26T20:54:01.868857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:01.868928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:01.868993] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:01.869111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:01.928225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:01.929086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:01.929198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:01.929269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:02.049562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:02.049779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:02.049855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:02.049922] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:02.053687] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=8.42%) [2025-11-26T20:54:02.054017] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-11-26T20:54:02.054195] [INFO ] [sig ] CBRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:02.195154] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBRE.txt [2025-11-26T20:54:02.195358] [INFO ] [sig ] [600/3599] Completed CBRE in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:02.195448] [INFO ] [sig ] [601/3599] Forecasting CBRL... [2025-11-26T20:54:02.195509] [INFO ] [sig ] Generating forecast for: CBRL [2025-11-26T20:54:02.195574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'. [2025-11-26T20:54:02.207475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRL'. [2025-11-26T20:54:02.207896] [INFO ] [FORECASTER] Starting predict_future for CBRL [2025-11-26T20:54:02.208819] [DEBUG] [LOCAL ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt [2025-11-26T20:54:02.208900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:02.208970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:02.209035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:02.209135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:02.267823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:02.268666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:02.268785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:02.268849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:02.394879] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:02.395015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:02.395093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:02.395161] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:02.402050] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=15.36%) [2025-11-26T20:54:02.402430] [INFO ] [FORECASTER] Completed predict_future for CBRL [2025-11-26T20:54:02.402626] [INFO ] [sig ] CBRL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:02.542019] [INFO ] [LOCAL ] Saved forecast: CBRL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBRL.txt [2025-11-26T20:54:02.542171] [INFO ] [sig ] [601/3599] Completed CBRL in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.2m [2025-11-26T20:54:02.542224] [INFO ] [sig ] [602/3599] Forecasting CBUS... [2025-11-26T20:54:02.542265] [INFO ] [sig ] Generating forecast for: CBUS [2025-11-26T20:54:02.542304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'. [2025-11-26T20:54:02.553327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBUS'. [2025-11-26T20:54:02.553670] [INFO ] [FORECASTER] Starting predict_future for CBUS [2025-11-26T20:54:02.554490] [DEBUG] [LOCAL ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt [2025-11-26T20:54:02.554574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:02.554622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:02.554685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:02.554756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:02.612905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:02.613601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:02.613719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:02.613767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:02.733530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:02.733702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:02.733754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:02.733794] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:02.737164] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-11-26T20:54:02.737458] [INFO ] [FORECASTER] Completed predict_future for CBUS [2025-11-26T20:54:02.737615] [INFO ] [sig ] CBUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:02.878578] [INFO ] [LOCAL ] Saved forecast: CBUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBUS.txt [2025-11-26T20:54:02.878766] [INFO ] [sig ] [602/3599] Completed CBUS in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:02.878821] [INFO ] [sig ] [603/3599] Forecasting CBZ... [2025-11-26T20:54:02.878856] [INFO ] [sig ] Generating forecast for: CBZ [2025-11-26T20:54:02.878897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-11-26T20:54:02.889725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBZ'. [2025-11-26T20:54:02.890032] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-11-26T20:54:02.890870] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-11-26T20:54:02.890940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:02.890986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:02.891027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:02.891097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:02.948526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:02.949201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:02.949294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:02.949339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:03.066125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:03.066291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:03.066346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:03.066389] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:03.069827] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=76.04%) [2025-11-26T20:54:03.070123] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-11-26T20:54:03.070265] [INFO ] [sig ] CBZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:03.209740] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CBZ.txt [2025-11-26T20:54:03.209908] [INFO ] [sig ] [603/3599] Completed CBZ in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:03.209965] [INFO ] [sig ] [604/3599] Forecasting CC... [2025-11-26T20:54:03.210015] [INFO ] [sig ] Generating forecast for: CC [2025-11-26T20:54:03.210053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-11-26T20:54:03.221249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CC'. [2025-11-26T20:54:03.221557] [INFO ] [FORECASTER] Starting predict_future for CC [2025-11-26T20:54:03.222394] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-11-26T20:54:03.222465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:03.222509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:03.222548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:03.222615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:03.280068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:03.280786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:03.280885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:03.280931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:03.405557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:03.405758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:03.405826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:03.405877] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:03.409415] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=86.55%) [2025-11-26T20:54:03.409756] [INFO ] [FORECASTER] Completed predict_future for CC [2025-11-26T20:54:03.409914] [INFO ] [sig ] CC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:03.548992] [INFO ] [LOCAL ] Saved forecast: CC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CC.txt [2025-11-26T20:54:03.549149] [INFO ] [sig ] [604/3599] Completed CC in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:03.549214] [INFO ] [sig ] [605/3599] Forecasting CCAP... [2025-11-26T20:54:03.549262] [INFO ] [sig ] Generating forecast for: CCAP [2025-11-26T20:54:03.549310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'. [2025-11-26T20:54:03.561169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCAP'. [2025-11-26T20:54:03.561530] [INFO ] [FORECASTER] Starting predict_future for CCAP [2025-11-26T20:54:03.562400] [DEBUG] [LOCAL ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt [2025-11-26T20:54:03.562479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:03.562547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:03.562611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:03.562738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:03.619781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:03.620516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:03.620633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:03.620724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:03.736488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:03.736659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:03.736731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:03.736794] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:03.740223] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=90.62%) [2025-11-26T20:54:03.740554] [INFO ] [FORECASTER] Completed predict_future for CCAP [2025-11-26T20:54:03.740748] [INFO ] [sig ] CCAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:03.880353] [INFO ] [LOCAL ] Saved forecast: CCAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCAP.txt [2025-11-26T20:54:03.880516] [INFO ] [sig ] [605/3599] Completed CCAP in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:03.880609] [INFO ] [sig ] [606/3599] Forecasting CCB... [2025-11-26T20:54:03.880693] [INFO ] [sig ] Generating forecast for: CCB [2025-11-26T20:54:03.880764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'. [2025-11-26T20:54:03.891994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCB'. [2025-11-26T20:54:03.892334] [INFO ] [FORECASTER] Starting predict_future for CCB [2025-11-26T20:54:03.893205] [DEBUG] [LOCAL ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt [2025-11-26T20:54:03.893284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:03.893353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:03.893419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:03.893524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:03.950394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:03.951171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:03.951271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:03.951342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:04.070975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:04.071161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:04.071238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:04.071306] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:04.074992] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=73.29%) [2025-11-26T20:54:04.075357] [INFO ] [FORECASTER] Completed predict_future for CCB [2025-11-26T20:54:04.075521] [INFO ] [sig ] CCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:04.219808] [INFO ] [LOCAL ] Saved forecast: CCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCB.txt [2025-11-26T20:54:04.219982] [INFO ] [sig ] [606/3599] Completed CCB in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:04.220037] [INFO ] [sig ] [607/3599] Forecasting CCBG... [2025-11-26T20:54:04.220079] [INFO ] [sig ] Generating forecast for: CCBG [2025-11-26T20:54:04.220118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'. [2025-11-26T20:54:04.231969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCBG'. [2025-11-26T20:54:04.232349] [INFO ] [FORECASTER] Starting predict_future for CCBG [2025-11-26T20:54:04.233258] [DEBUG] [LOCAL ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt [2025-11-26T20:54:04.233330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:04.233394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:04.233457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:04.233561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:04.292510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:04.293215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:04.293327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:04.293400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:04.416245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:04.416413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:04.416482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:04.416535] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:04.420002] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=87.67%) [2025-11-26T20:54:04.420356] [INFO ] [FORECASTER] Completed predict_future for CCBG [2025-11-26T20:54:04.420518] [INFO ] [sig ] CCBG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:04.559040] [INFO ] [LOCAL ] Saved forecast: CCBG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCBG.txt [2025-11-26T20:54:04.559197] [INFO ] [sig ] [607/3599] Completed CCBG in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:04.559267] [INFO ] [sig ] [608/3599] Forecasting CCCC... [2025-11-26T20:54:04.559329] [INFO ] [sig ] Generating forecast for: CCCC [2025-11-26T20:54:04.559391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'. [2025-11-26T20:54:04.570544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCCC'. [2025-11-26T20:54:04.570897] [INFO ] [FORECASTER] Starting predict_future for CCCC [2025-11-26T20:54:04.571733] [DEBUG] [LOCAL ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt [2025-11-26T20:54:04.571812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:04.571873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:04.571932] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:04.572028] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:04.630313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:04.631062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:04.631169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:04.631231] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:04.751004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:04.751160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:04.751227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:04.751285] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:04.754606] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=25.96%) [2025-11-26T20:54:04.754940] [INFO ] [FORECASTER] Completed predict_future for CCCC [2025-11-26T20:54:04.755104] [INFO ] [sig ] CCCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:04.895200] [INFO ] [LOCAL ] Saved forecast: CCCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCCC.txt [2025-11-26T20:54:04.895371] [INFO ] [sig ] [608/3599] Completed CCCC in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:04.895442] [INFO ] [sig ] [609/3599] Forecasting CCD... [2025-11-26T20:54:04.895500] [INFO ] [sig ] Generating forecast for: CCD [2025-11-26T20:54:04.895556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'. [2025-11-26T20:54:04.912760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCD'. [2025-11-26T20:54:04.913120] [INFO ] [FORECASTER] Starting predict_future for CCD [2025-11-26T20:54:04.913995] [DEBUG] [LOCAL ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt [2025-11-26T20:54:04.914073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:04.914149] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:04.914212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:04.914327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:04.971059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:04.971785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:04.971893] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:04.971976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:05.092726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:05.092952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:05.093061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:05.093149] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:05.096790] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=24.76%) [2025-11-26T20:54:05.097126] [INFO ] [FORECASTER] Completed predict_future for CCD [2025-11-26T20:54:05.097310] [INFO ] [sig ] CCD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:05.236588] [INFO ] [LOCAL ] Saved forecast: CCD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCD.txt [2025-11-26T20:54:05.236776] [INFO ] [sig ] [609/3599] Completed CCD in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.2m [2025-11-26T20:54:05.236866] [INFO ] [sig ] [610/3599] Forecasting CCEC... [2025-11-26T20:54:05.236947] [INFO ] [sig ] Generating forecast for: CCEC [2025-11-26T20:54:05.237025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'. [2025-11-26T20:54:05.248239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEC'. [2025-11-26T20:54:05.248622] [INFO ] [FORECASTER] Starting predict_future for CCEC [2025-11-26T20:54:05.249497] [DEBUG] [LOCAL ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt [2025-11-26T20:54:05.249578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:05.249679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:05.249742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:05.249862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:05.307211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:05.308245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:05.308358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:05.308440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:05.416826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:05.416964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:05.417037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:05.417113] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:05.420573] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=81.82%) [2025-11-26T20:54:05.420924] [INFO ] [FORECASTER] Completed predict_future for CCEC [2025-11-26T20:54:05.421092] [INFO ] [sig ] CCEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:05.560551] [INFO ] [LOCAL ] Saved forecast: CCEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCEC.txt [2025-11-26T20:54:05.560766] [INFO ] [sig ] [610/3599] Completed CCEC in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:05.560843] [INFO ] [sig ] [611/3599] Forecasting CCEP... [2025-11-26T20:54:05.560920] [INFO ] [sig ] Generating forecast for: CCEP [2025-11-26T20:54:05.560997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'. [2025-11-26T20:54:05.572006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEP'. [2025-11-26T20:54:05.572344] [INFO ] [FORECASTER] Starting predict_future for CCEP [2025-11-26T20:54:05.573242] [DEBUG] [LOCAL ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt [2025-11-26T20:54:05.573322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:05.573400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:05.573471] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:05.573592] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:05.632796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:05.633597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:05.633741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:05.633807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:05.757600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:05.757811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:05.757899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:05.757974] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:05.761492] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=44.18%) [2025-11-26T20:54:05.761852] [INFO ] [FORECASTER] Completed predict_future for CCEP [2025-11-26T20:54:05.762034] [INFO ] [sig ] CCEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:05.905345] [INFO ] [LOCAL ] Saved forecast: CCEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCEP.txt [2025-11-26T20:54:05.905525] [INFO ] [sig ] [611/3599] Completed CCEP in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:05.905602] [INFO ] [sig ] [612/3599] Forecasting CCI... [2025-11-26T20:54:05.905685] [INFO ] [sig ] Generating forecast for: CCI [2025-11-26T20:54:05.905771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-11-26T20:54:05.918116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCI'. [2025-11-26T20:54:05.918461] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-11-26T20:54:05.919318] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-11-26T20:54:05.919394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:05.919475] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:05.919542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:05.919667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:05.977984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:05.978772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:05.978881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:05.978953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:06.101133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:06.101317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:06.101395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:06.101462] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:06.105085] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=97.39%) [2025-11-26T20:54:06.105426] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-11-26T20:54:06.105605] [INFO ] [sig ] CCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:06.255387] [INFO ] [LOCAL ] Saved forecast: CCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCI.txt [2025-11-26T20:54:06.255580] [INFO ] [sig ] [612/3599] Completed CCI in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:06.255681] [INFO ] [sig ] [613/3599] Forecasting CCIF... [2025-11-26T20:54:06.255753] [INFO ] [sig ] Generating forecast for: CCIF [2025-11-26T20:54:06.255819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-11-26T20:54:06.267254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCIF'. [2025-11-26T20:54:06.267620] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-11-26T20:54:06.268508] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-11-26T20:54:06.268590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:06.268705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:06.268766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:06.268878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:06.329192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:06.329957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:06.330064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:06.330140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:06.448788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:06.448970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:06.449039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:06.449118] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:06.452819] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=16.60%) [2025-11-26T20:54:06.453138] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-11-26T20:54:06.453317] [INFO ] [sig ] CCIF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:06.595970] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCIF.txt [2025-11-26T20:54:06.596169] [INFO ] [sig ] [613/3599] Completed CCIF in 0.3s | 2.91 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:06.596224] [INFO ] [sig ] [614/3599] Forecasting CCJ... [2025-11-26T20:54:06.596267] [INFO ] [sig ] Generating forecast for: CCJ [2025-11-26T20:54:06.596326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-11-26T20:54:06.609062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCJ'. [2025-11-26T20:54:06.609723] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-11-26T20:54:06.610611] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-11-26T20:54:06.610713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:06.610788] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:06.611047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:06.611143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:06.671027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:06.672121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:06.672227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:06.672274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:06.826578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:06.826875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:06.826962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:06.827031] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:06.832826] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=10.44%) [2025-11-26T20:54:06.833436] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-11-26T20:54:06.833710] [INFO ] [sig ] CCJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:07.042767] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCJ.txt [2025-11-26T20:54:07.043057] [INFO ] [sig ] [614/3599] Completed CCJ in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:07.043150] [INFO ] [sig ] [615/3599] Forecasting CCK... [2025-11-26T20:54:07.043234] [INFO ] [sig ] Generating forecast for: CCK [2025-11-26T20:54:07.043324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-11-26T20:54:07.056725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCK'. [2025-11-26T20:54:07.057171] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-11-26T20:54:07.058112] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-11-26T20:54:07.058185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:07.058230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:07.058298] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:07.058409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:07.148541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:07.149802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:07.149950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:07.150023] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:07.312982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:07.313207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:07.313284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:07.313344] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:07.318011] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=90.81%) [2025-11-26T20:54:07.318505] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-11-26T20:54:07.318733] [INFO ] [sig ] CCK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:07.504202] [INFO ] [LOCAL ] Saved forecast: CCK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCK.txt [2025-11-26T20:54:07.504466] [INFO ] [sig ] [615/3599] Completed CCK in 0.5s | 2.90 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:07.504555] [INFO ] [sig ] [616/3599] Forecasting CCL... [2025-11-26T20:54:07.504634] [INFO ] [sig ] Generating forecast for: CCL [2025-11-26T20:54:07.504875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-11-26T20:54:07.521381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCL'. [2025-11-26T20:54:07.521990] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-11-26T20:54:07.523265] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-11-26T20:54:07.523362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:07.523437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:07.523507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:07.523620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:07.585852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:07.586831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:07.586937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:07.586985] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:07.713708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:07.713895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:07.713950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:07.713991] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:07.717503] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-11-26T20:54:07.717909] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-11-26T20:54:07.718079] [INFO ] [sig ] CCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:07.866813] [INFO ] [LOCAL ] Saved forecast: CCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCL.txt [2025-11-26T20:54:07.867024] [INFO ] [sig ] [616/3599] Completed CCL in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:07.867080] [INFO ] [sig ] [617/3599] Forecasting CCLD... [2025-11-26T20:54:07.867164] [INFO ] [sig ] Generating forecast for: CCLD [2025-11-26T20:54:07.867220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'. [2025-11-26T20:54:07.879594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCLD'. [2025-11-26T20:54:07.880104] [INFO ] [FORECASTER] Starting predict_future for CCLD [2025-11-26T20:54:07.880981] [DEBUG] [LOCAL ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt [2025-11-26T20:54:07.881064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:07.881124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:07.881169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:07.881240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:07.939745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:07.940670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:07.940775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:07.940822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:08.061399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:08.061583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:08.061635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:08.061700] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:08.065150] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=26.42%) [2025-11-26T20:54:08.065450] [INFO ] [FORECASTER] Completed predict_future for CCLD [2025-11-26T20:54:08.065598] [INFO ] [sig ] CCLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:08.206253] [INFO ] [LOCAL ] Saved forecast: CCLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCLD.txt [2025-11-26T20:54:08.206406] [INFO ] [sig ] [617/3599] Completed CCLD in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:08.206460] [INFO ] [sig ] [618/3599] Forecasting CCO... [2025-11-26T20:54:08.206501] [INFO ] [sig ] Generating forecast for: CCO [2025-11-26T20:54:08.206549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-11-26T20:54:08.217883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCO'. [2025-11-26T20:54:08.218184] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-11-26T20:54:08.219010] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-11-26T20:54:08.219078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:08.219127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:08.219162] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:08.219230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:08.277746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:08.278557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:08.278681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:08.278740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:08.399979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:08.400152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:08.400203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:08.400244] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:08.403639] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=9.21%) [2025-11-26T20:54:08.403951] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-11-26T20:54:08.404094] [INFO ] [sig ] CCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:08.544266] [INFO ] [LOCAL ] Saved forecast: CCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCO.txt [2025-11-26T20:54:08.544425] [INFO ] [sig ] [618/3599] Completed CCO in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 17.1m [2025-11-26T20:54:08.544479] [INFO ] [sig ] [619/3599] Forecasting CCOI... [2025-11-26T20:54:08.544520] [INFO ] [sig ] Generating forecast for: CCOI [2025-11-26T20:54:08.544569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'. [2025-11-26T20:54:08.555483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCOI'. [2025-11-26T20:54:08.555795] [INFO ] [FORECASTER] Starting predict_future for CCOI [2025-11-26T20:54:08.556583] [DEBUG] [LOCAL ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt [2025-11-26T20:54:08.556673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:08.556722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:08.556759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:08.556824] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:08.613445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:08.614116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:08.614210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:08.614256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:08.727610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:08.727804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:08.727856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:08.727896] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:08.731252] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=23.02%) [2025-11-26T20:54:08.731549] [INFO ] [FORECASTER] Completed predict_future for CCOI [2025-11-26T20:54:08.731717] [INFO ] [sig ] CCOI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:08.870212] [INFO ] [LOCAL ] Saved forecast: CCOI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCOI.txt [2025-11-26T20:54:08.870356] [INFO ] [sig ] [619/3599] Completed CCOI in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:08.870409] [INFO ] [sig ] [620/3599] Forecasting CCRN... [2025-11-26T20:54:08.870450] [INFO ] [sig ] Generating forecast for: CCRN [2025-11-26T20:54:08.870491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'. [2025-11-26T20:54:08.881603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCRN'. [2025-11-26T20:54:08.881940] [INFO ] [FORECASTER] Starting predict_future for CCRN [2025-11-26T20:54:08.882764] [DEBUG] [LOCAL ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt [2025-11-26T20:54:08.882832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:08.882877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:08.882916] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:08.882981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:08.939916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:08.940572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:08.940684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:08.940732] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:09.055955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:09.056115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:09.056171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:09.056228] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:09.059596] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-11-26T20:54:09.059916] [INFO ] [FORECASTER] Completed predict_future for CCRN [2025-11-26T20:54:09.060061] [INFO ] [sig ] CCRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:09.198974] [INFO ] [LOCAL ] Saved forecast: CCRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCRN.txt [2025-11-26T20:54:09.199126] [INFO ] [sig ] [620/3599] Completed CCRN in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:09.199180] [INFO ] [sig ] [621/3599] Forecasting CCS... [2025-11-26T20:54:09.199220] [INFO ] [sig ] Generating forecast for: CCS [2025-11-26T20:54:09.199263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-11-26T20:54:09.210449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCS'. [2025-11-26T20:54:09.210800] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-11-26T20:54:09.211602] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-11-26T20:54:09.211689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:09.211735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:09.211775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:09.211842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:09.269511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:09.270176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:09.270270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:09.270310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:09.386579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:09.386773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:09.386827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:09.386869] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:09.390266] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=40.53%) [2025-11-26T20:54:09.390565] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-11-26T20:54:09.390732] [INFO ] [sig ] CCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:09.530293] [INFO ] [LOCAL ] Saved forecast: CCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCS.txt [2025-11-26T20:54:09.530461] [INFO ] [sig ] [621/3599] Completed CCS in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:09.530515] [INFO ] [sig ] [622/3599] Forecasting CCSI... [2025-11-26T20:54:09.530558] [INFO ] [sig ] Generating forecast for: CCSI [2025-11-26T20:54:09.530600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'. [2025-11-26T20:54:09.541839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCSI'. [2025-11-26T20:54:09.542157] [INFO ] [FORECASTER] Starting predict_future for CCSI [2025-11-26T20:54:09.542994] [DEBUG] [LOCAL ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt [2025-11-26T20:54:09.543065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:09.543121] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:09.543172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:09.543246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:09.602464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:09.603235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:09.603339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:09.603411] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:09.716072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:09.716232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:09.716288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:09.716331] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:09.719839] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=53.85%) [2025-11-26T20:54:09.720145] [INFO ] [FORECASTER] Completed predict_future for CCSI [2025-11-26T20:54:09.720305] [INFO ] [sig ] CCSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:09.862481] [INFO ] [LOCAL ] Saved forecast: CCSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCSI.txt [2025-11-26T20:54:09.862631] [INFO ] [sig ] [622/3599] Completed CCSI in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:09.862706] [INFO ] [sig ] [623/3599] Forecasting CDC... [2025-11-26T20:54:09.862748] [INFO ] [sig ] Generating forecast for: CDC [2025-11-26T20:54:09.862797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'. [2025-11-26T20:54:09.875010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDC'. [2025-11-26T20:54:09.875373] [INFO ] [FORECASTER] Starting predict_future for CDC [2025-11-26T20:54:09.876216] [DEBUG] [LOCAL ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt [2025-11-26T20:54:09.876289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:09.876343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:09.876395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:09.876476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:09.934515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:09.935220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:09.935323] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:09.935380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:10.053994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:10.054176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:10.054232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:10.054274] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:10.061108] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=57.81%) [2025-11-26T20:54:10.061634] [INFO ] [FORECASTER] Completed predict_future for CDC [2025-11-26T20:54:10.061845] [INFO ] [sig ] CDC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:10.203324] [INFO ] [LOCAL ] Saved forecast: CDC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDC.txt [2025-11-26T20:54:10.203493] [INFO ] [sig ] [623/3599] Completed CDC in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:10.203548] [INFO ] [sig ] [624/3599] Forecasting CDE... [2025-11-26T20:54:10.203589] [INFO ] [sig ] Generating forecast for: CDE [2025-11-26T20:54:10.203633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-11-26T20:54:10.215151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDE'. [2025-11-26T20:54:10.215560] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-11-26T20:54:10.216420] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-11-26T20:54:10.216494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:10.216550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:10.216599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:10.216713] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:10.275442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:10.276361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:10.276463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:10.276521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:10.402274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:10.402471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:10.402524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:10.402573] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:10.406108] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=1.80%) [2025-11-26T20:54:10.406445] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-11-26T20:54:10.406612] [INFO ] [sig ] CDE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:10.559149] [INFO ] [LOCAL ] Saved forecast: CDE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDE.txt [2025-11-26T20:54:10.559343] [INFO ] [sig ] [624/3599] Completed CDE in 0.4s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:10.559401] [INFO ] [sig ] [625/3599] Forecasting CDIO... [2025-11-26T20:54:10.559450] [INFO ] [sig ] Generating forecast for: CDIO [2025-11-26T20:54:10.559490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'. [2025-11-26T20:54:10.570531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDIO'. [2025-11-26T20:54:10.570982] [INFO ] [FORECASTER] Starting predict_future for CDIO [2025-11-26T20:54:10.571837] [DEBUG] [LOCAL ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt [2025-11-26T20:54:10.571907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:10.571953] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:10.571991] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:10.572057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:10.630201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:10.631111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:10.631227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:10.631289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:10.753811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:10.753998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:10.754051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:10.754093] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:10.757489] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=92.86%) [2025-11-26T20:54:10.757824] [INFO ] [FORECASTER] Completed predict_future for CDIO [2025-11-26T20:54:10.757968] [INFO ] [sig ] CDIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:10.898284] [INFO ] [LOCAL ] Saved forecast: CDIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDIO.txt [2025-11-26T20:54:10.898449] [INFO ] [sig ] [625/3599] Completed CDIO in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:10.898502] [INFO ] [sig ] [626/3599] Forecasting CDL... [2025-11-26T20:54:10.898545] [INFO ] [sig ] Generating forecast for: CDL [2025-11-26T20:54:10.898582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'. [2025-11-26T20:54:10.910619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDL'. [2025-11-26T20:54:10.910992] [INFO ] [FORECASTER] Starting predict_future for CDL [2025-11-26T20:54:10.911801] [DEBUG] [LOCAL ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt [2025-11-26T20:54:10.911887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:10.911933] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:10.911972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:10.912039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:10.968528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:10.969210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:10.969306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:10.969352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:11.076319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:11.076501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:11.076555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:11.076595] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:11.080038] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=36.81%) [2025-11-26T20:54:11.080348] [INFO ] [FORECASTER] Completed predict_future for CDL [2025-11-26T20:54:11.080499] [INFO ] [sig ] CDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:11.222167] [INFO ] [LOCAL ] Saved forecast: CDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDL.txt [2025-11-26T20:54:11.222353] [INFO ] [sig ] [626/3599] Completed CDL in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:11.222409] [INFO ] [sig ] [627/3599] Forecasting CDNA... [2025-11-26T20:54:11.222450] [INFO ] [sig ] Generating forecast for: CDNA [2025-11-26T20:54:11.222495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'. [2025-11-26T20:54:11.234284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNA'. [2025-11-26T20:54:11.234737] [INFO ] [FORECASTER] Starting predict_future for CDNA [2025-11-26T20:54:11.235568] [DEBUG] [LOCAL ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt [2025-11-26T20:54:11.235666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:11.235731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:11.235789] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:11.235886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:11.295618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:11.296541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:11.296674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:11.296739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:11.417375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:11.417604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:11.417684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:11.417734] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:11.421228] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=13.92%) [2025-11-26T20:54:11.421545] [INFO ] [FORECASTER] Completed predict_future for CDNA [2025-11-26T20:54:11.421720] [INFO ] [sig ] CDNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:11.567187] [INFO ] [LOCAL ] Saved forecast: CDNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDNA.txt [2025-11-26T20:54:11.567375] [INFO ] [sig ] [627/3599] Completed CDNA in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:11.567430] [INFO ] [sig ] [628/3599] Forecasting CDNS... [2025-11-26T20:54:11.567479] [INFO ] [sig ] Generating forecast for: CDNS [2025-11-26T20:54:11.567549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'. [2025-11-26T20:54:11.578953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNS'. [2025-11-26T20:54:11.579365] [INFO ] [FORECASTER] Starting predict_future for CDNS [2025-11-26T20:54:11.580197] [DEBUG] [LOCAL ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt [2025-11-26T20:54:11.580267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:11.580312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:11.580350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:11.580416] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:11.638092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:11.639055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:11.639161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:11.639207] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:11.762829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:11.763020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:11.763071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:11.763107] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:11.766550] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=59.97%) [2025-11-26T20:54:11.766866] [INFO ] [FORECASTER] Completed predict_future for CDNS [2025-11-26T20:54:11.767011] [INFO ] [sig ] CDNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:11.909308] [INFO ] [LOCAL ] Saved forecast: CDNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDNS.txt [2025-11-26T20:54:11.909460] [INFO ] [sig ] [628/3599] Completed CDNS in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.1m [2025-11-26T20:54:11.909513] [INFO ] [sig ] [629/3599] Forecasting CDP... [2025-11-26T20:54:11.909555] [INFO ] [sig ] Generating forecast for: CDP [2025-11-26T20:54:11.909597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-11-26T20:54:11.920766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDP'. [2025-11-26T20:54:11.921082] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-11-26T20:54:11.921933] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-11-26T20:54:11.922008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:11.922052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:11.922091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:11.922158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:11.980693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:11.981440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:11.981537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:11.981578] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:12.100790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:12.100950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:12.101002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:12.101042] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:12.104373] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-11-26T20:54:12.104702] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-11-26T20:54:12.104859] [INFO ] [sig ] CDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:12.246164] [INFO ] [LOCAL ] Saved forecast: CDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDP.txt [2025-11-26T20:54:12.246327] [INFO ] [sig ] [629/3599] Completed CDP in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:12.246382] [INFO ] [sig ] [630/3599] Forecasting CDRE... [2025-11-26T20:54:12.246426] [INFO ] [sig ] Generating forecast for: CDRE [2025-11-26T20:54:12.246467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-11-26T20:54:12.258963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRE'. [2025-11-26T20:54:12.259392] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-11-26T20:54:12.260391] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-11-26T20:54:12.260474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:12.260536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:12.260593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:12.260709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:12.319737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:12.320506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:12.320612] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:12.320696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:12.445277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:12.445494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:12.445569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:12.445628] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:12.449178] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-11-26T20:54:12.449496] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-11-26T20:54:12.449682] [INFO ] [sig ] CDRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:12.592445] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDRE.txt [2025-11-26T20:54:12.592685] [INFO ] [sig ] [630/3599] Completed CDRE in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:12.592765] [INFO ] [sig ] [631/3599] Forecasting CDRO... [2025-11-26T20:54:12.592838] [INFO ] [sig ] Generating forecast for: CDRO [2025-11-26T20:54:12.592909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'. [2025-11-26T20:54:12.604798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRO'. [2025-11-26T20:54:12.605213] [INFO ] [FORECASTER] Starting predict_future for CDRO [2025-11-26T20:54:12.606114] [DEBUG] [LOCAL ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt [2025-11-26T20:54:12.606194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:12.606252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:12.606305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:12.606387] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:12.664026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:12.664910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:12.665022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:12.665084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:12.773902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:12.774093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:12.774145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:12.774186] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:12.777680] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=6.45%) [2025-11-26T20:54:12.777993] [INFO ] [FORECASTER] Completed predict_future for CDRO [2025-11-26T20:54:12.778145] [INFO ] [sig ] CDRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:12.918706] [INFO ] [LOCAL ] Saved forecast: CDRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDRO.txt [2025-11-26T20:54:12.918903] [INFO ] [sig ] [631/3599] Completed CDRO in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:12.918968] [INFO ] [sig ] [632/3599] Forecasting CDTX... [2025-11-26T20:54:12.919011] [INFO ] [sig ] Generating forecast for: CDTX [2025-11-26T20:54:12.919053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'. [2025-11-26T20:54:12.930620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDTX'. [2025-11-26T20:54:12.931001] [INFO ] [FORECASTER] Starting predict_future for CDTX [2025-11-26T20:54:12.931858] [DEBUG] [LOCAL ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt [2025-11-26T20:54:12.931927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:12.931972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:12.932012] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:12.932079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:12.989478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:12.990367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:12.990467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:12.990513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:13.108905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:13.109091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:13.109144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:13.109185] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:13.112552] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=43.85%) [2025-11-26T20:54:13.112861] [INFO ] [FORECASTER] Completed predict_future for CDTX [2025-11-26T20:54:13.113003] [INFO ] [sig ] CDTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:13.255587] [INFO ] [LOCAL ] Saved forecast: CDTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDTX.txt [2025-11-26T20:54:13.255785] [INFO ] [sig ] [632/3599] Completed CDTX in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:13.255841] [INFO ] [sig ] [633/3599] Forecasting CDXS... [2025-11-26T20:54:13.255886] [INFO ] [sig ] Generating forecast for: CDXS [2025-11-26T20:54:13.255929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'. [2025-11-26T20:54:13.267131] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDXS'. [2025-11-26T20:54:13.267480] [INFO ] [FORECASTER] Starting predict_future for CDXS [2025-11-26T20:54:13.268339] [DEBUG] [LOCAL ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt [2025-11-26T20:54:13.268411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:13.268456] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:13.268495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:13.268561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:13.326983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:13.327925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:13.328026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:13.328072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:13.449199] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:13.449396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:13.449452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:13.449492] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:13.452881] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=73.56%) [2025-11-26T20:54:13.453168] [INFO ] [FORECASTER] Completed predict_future for CDXS [2025-11-26T20:54:13.453313] [INFO ] [sig ] CDXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:13.603124] [INFO ] [LOCAL ] Saved forecast: CDXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDXS.txt [2025-11-26T20:54:13.603319] [INFO ] [sig ] [633/3599] Completed CDXS in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:13.603375] [INFO ] [sig ] [634/3599] Forecasting CDZI... [2025-11-26T20:54:13.603412] [INFO ] [sig ] Generating forecast for: CDZI [2025-11-26T20:54:13.603455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'. [2025-11-26T20:54:13.614891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDZI'. [2025-11-26T20:54:13.615296] [INFO ] [FORECASTER] Starting predict_future for CDZI [2025-11-26T20:54:13.616137] [DEBUG] [LOCAL ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt [2025-11-26T20:54:13.616207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:13.616253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:13.616292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:13.616360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:13.673349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:13.674262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:13.674365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:13.674412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:13.797911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:13.798110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:13.798163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:13.798204] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:13.801685] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=17.95%) [2025-11-26T20:54:13.801992] [INFO ] [FORECASTER] Completed predict_future for CDZI [2025-11-26T20:54:13.802139] [INFO ] [sig ] CDZI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:13.943497] [INFO ] [LOCAL ] Saved forecast: CDZI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDZI.txt [2025-11-26T20:54:13.943715] [INFO ] [sig ] [634/3599] Completed CDZI in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:13.943774] [INFO ] [sig ] [635/3599] Forecasting CE... [2025-11-26T20:54:13.943820] [INFO ] [sig ] Generating forecast for: CE [2025-11-26T20:54:13.943861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-11-26T20:54:13.955806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CE'. [2025-11-26T20:54:13.956241] [INFO ] [FORECASTER] Starting predict_future for CE [2025-11-26T20:54:13.957092] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-11-26T20:54:13.957163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:13.957208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:13.957247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:13.957313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:14.015701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:14.016629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:14.016752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:14.016801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:14.141171] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:14.141359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:14.141412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:14.141478] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:14.144956] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=4.06%) [2025-11-26T20:54:14.145254] [INFO ] [FORECASTER] Completed predict_future for CE [2025-11-26T20:54:14.145408] [INFO ] [sig ] CE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:14.288155] [INFO ] [LOCAL ] Saved forecast: CE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CE.txt [2025-11-26T20:54:14.288353] [INFO ] [sig ] [635/3599] Completed CE in 0.3s | 2.90 sym/s | Total: 3.6m | ETA: 17.0m [2025-11-26T20:54:14.288417] [INFO ] [sig ] [636/3599] Forecasting CECO... [2025-11-26T20:54:14.288453] [INFO ] [sig ] Generating forecast for: CECO [2025-11-26T20:54:14.288494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'. [2025-11-26T20:54:14.300035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CECO'. [2025-11-26T20:54:14.300433] [INFO ] [FORECASTER] Starting predict_future for CECO [2025-11-26T20:54:14.301295] [DEBUG] [LOCAL ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt [2025-11-26T20:54:14.301368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:14.301415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:14.301456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:14.301525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:14.360910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:14.361840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:14.361946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:14.361999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:14.474744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:14.474946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:14.475000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:14.475041] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:14.478495] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=3.04%) [2025-11-26T20:54:14.478833] [INFO ] [FORECASTER] Completed predict_future for CECO [2025-11-26T20:54:14.479008] [INFO ] [sig ] CECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:14.622563] [INFO ] [LOCAL ] Saved forecast: CECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CECO.txt [2025-11-26T20:54:14.622736] [INFO ] [sig ] [636/3599] Completed CECO in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:14.622792] [INFO ] [sig ] [637/3599] Forecasting CEG... [2025-11-26T20:54:14.622833] [INFO ] [sig ] Generating forecast for: CEG [2025-11-26T20:54:14.622875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'. [2025-11-26T20:54:14.633836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEG'. [2025-11-26T20:54:14.634158] [INFO ] [FORECASTER] Starting predict_future for CEG [2025-11-26T20:54:14.634963] [DEBUG] [LOCAL ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt [2025-11-26T20:54:14.635032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:14.635091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:14.635138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:14.635206] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:14.692688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:14.693307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:14.693399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:14.693444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:14.813653] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:14.813817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:14.813868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:14.813909] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:14.817236] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-11-26T20:54:14.817538] [INFO ] [FORECASTER] Completed predict_future for CEG [2025-11-26T20:54:14.817699] [INFO ] [sig ] CEG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:14.962792] [INFO ] [LOCAL ] Saved forecast: CEG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CEG.txt [2025-11-26T20:54:14.962951] [INFO ] [sig ] [637/3599] Completed CEG in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:14.963005] [INFO ] [sig ] [638/3599] Forecasting CELC... [2025-11-26T20:54:14.963042] [INFO ] [sig ] Generating forecast for: CELC [2025-11-26T20:54:14.963083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'. [2025-11-26T20:54:14.975261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELC'. [2025-11-26T20:54:14.975617] [INFO ] [FORECASTER] Starting predict_future for CELC [2025-11-26T20:54:14.976460] [DEBUG] [LOCAL ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt [2025-11-26T20:54:14.976529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:14.976585] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:14.976653] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:14.976737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:15.037403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:15.038391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:15.038502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:15.038564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:15.156820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:15.156982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:15.157072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:15.157138] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:15.160851] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-11-26T20:54:15.161166] [INFO ] [FORECASTER] Completed predict_future for CELC [2025-11-26T20:54:15.161325] [INFO ] [sig ] CELC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:15.304112] [INFO ] [LOCAL ] Saved forecast: CELC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CELC.txt [2025-11-26T20:54:15.304278] [INFO ] [sig ] [638/3599] Completed CELC in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:15.304349] [INFO ] [sig ] [639/3599] Forecasting CELH... [2025-11-26T20:54:15.304409] [INFO ] [sig ] Generating forecast for: CELH [2025-11-26T20:54:15.304467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'. [2025-11-26T20:54:15.315465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELH'. [2025-11-26T20:54:15.315890] [INFO ] [FORECASTER] Starting predict_future for CELH [2025-11-26T20:54:15.316774] [DEBUG] [LOCAL ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt [2025-11-26T20:54:15.316845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:15.316919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:15.316978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:15.317066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:15.375969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:15.376634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:15.376748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:15.376791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:15.492794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:15.492949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:15.492999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:15.493037] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:15.496378] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=72.34%) [2025-11-26T20:54:15.496709] [INFO ] [FORECASTER] Completed predict_future for CELH [2025-11-26T20:54:15.496858] [INFO ] [sig ] CELH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:15.636130] [INFO ] [LOCAL ] Saved forecast: CELH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CELH.txt [2025-11-26T20:54:15.636291] [INFO ] [sig ] [639/3599] Completed CELH in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:15.636361] [INFO ] [sig ] [640/3599] Forecasting CELZ... [2025-11-26T20:54:15.636420] [INFO ] [sig ] Generating forecast for: CELZ [2025-11-26T20:54:15.636478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'. [2025-11-26T20:54:15.647631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELZ'. [2025-11-26T20:54:15.648010] [INFO ] [FORECASTER] Starting predict_future for CELZ [2025-11-26T20:54:15.649011] [DEBUG] [LOCAL ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt [2025-11-26T20:54:15.649083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:15.649137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:15.649183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:15.649259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:15.708186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:15.708869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:15.708965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:15.709013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:15.820286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:15.820449] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:54:15.820518] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:15.820579] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:15.823959] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=20.75%) [2025-11-26T20:54:15.824284] [INFO ] [FORECASTER] Completed predict_future for CELZ [2025-11-26T20:54:15.824459] [INFO ] [sig ] CELZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:15.964055] [INFO ] [LOCAL ] Saved forecast: CELZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CELZ.txt [2025-11-26T20:54:15.964233] [INFO ] [sig ] [640/3599] Completed CELZ in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:15.964318] [INFO ] [sig ] [641/3599] Forecasting CENTA... [2025-11-26T20:54:15.964377] [INFO ] [sig ] Generating forecast for: CENTA [2025-11-26T20:54:15.964438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'. [2025-11-26T20:54:15.975435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENTA'. [2025-11-26T20:54:15.975810] [INFO ] [FORECASTER] Starting predict_future for CENTA [2025-11-26T20:54:15.976700] [DEBUG] [LOCAL ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt [2025-11-26T20:54:15.976772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:15.976849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:15.976914] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:15.977013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:16.035990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:16.036704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:16.036810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:16.036872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:16.153327] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:16.153482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:16.153536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:16.153575] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:16.156985] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=77.58%) [2025-11-26T20:54:16.157285] [INFO ] [FORECASTER] Completed predict_future for CENTA [2025-11-26T20:54:16.157432] [INFO ] [sig ] CENTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:16.300320] [INFO ] [LOCAL ] Saved forecast: CENTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CENTA.txt [2025-11-26T20:54:16.300504] [INFO ] [sig ] [641/3599] Completed CENTA in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:16.300568] [INFO ] [sig ] [642/3599] Forecasting CENX... [2025-11-26T20:54:16.300624] [INFO ] [sig ] Generating forecast for: CENX [2025-11-26T20:54:16.300699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'. [2025-11-26T20:54:16.312566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENX'. [2025-11-26T20:54:16.312925] [INFO ] [FORECASTER] Starting predict_future for CENX [2025-11-26T20:54:16.313865] [DEBUG] [LOCAL ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt [2025-11-26T20:54:16.313951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:16.314007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:16.314048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:16.314120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:16.375101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:16.375814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:16.375915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:16.375965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:16.513533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:16.513768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:16.513825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:16.513861] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:16.517384] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=65.88%) [2025-11-26T20:54:16.517750] [INFO ] [FORECASTER] Completed predict_future for CENX [2025-11-26T20:54:16.517918] [INFO ] [sig ] CENX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:16.668130] [INFO ] [LOCAL ] Saved forecast: CENX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CENX.txt [2025-11-26T20:54:16.668307] [INFO ] [sig ] [642/3599] Completed CENX in 0.4s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:16.668362] [INFO ] [sig ] [643/3599] Forecasting CERS... [2025-11-26T20:54:16.668403] [INFO ] [sig ] Generating forecast for: CERS [2025-11-26T20:54:16.668448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'. [2025-11-26T20:54:16.680725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CERS'. [2025-11-26T20:54:16.681118] [INFO ] [FORECASTER] Starting predict_future for CERS [2025-11-26T20:54:16.681966] [DEBUG] [LOCAL ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt [2025-11-26T20:54:16.682038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:16.682084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:16.682123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:16.682192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:16.740543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:16.741478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:16.741584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:16.741631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:16.857619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:16.857811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:16.857865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:16.857908] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:16.861442] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=59.72%) [2025-11-26T20:54:16.861770] [INFO ] [FORECASTER] Completed predict_future for CERS [2025-11-26T20:54:16.861934] [INFO ] [sig ] CERS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:17.003484] [INFO ] [LOCAL ] Saved forecast: CERS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CERS.txt [2025-11-26T20:54:17.003660] [INFO ] [sig ] [643/3599] Completed CERS in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:17.003719] [INFO ] [sig ] [644/3599] Forecasting CETX... [2025-11-26T20:54:17.003762] [INFO ] [sig ] Generating forecast for: CETX [2025-11-26T20:54:17.003804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'. [2025-11-26T20:54:17.014820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETX'. [2025-11-26T20:54:17.015174] [INFO ] [FORECASTER] Starting predict_future for CETX [2025-11-26T20:54:17.016070] [DEBUG] [LOCAL ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt [2025-11-26T20:54:17.016141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:17.016187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:17.016227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:17.016295] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:17.074375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:17.075031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:17.075122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:17.075168] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:17.188829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:17.188980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:17.189032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:17.189093] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:17.192576] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=15.40%) [2025-11-26T20:54:17.192919] [INFO ] [FORECASTER] Completed predict_future for CETX [2025-11-26T20:54:17.193087] [INFO ] [sig ] CETX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:17.334341] [INFO ] [LOCAL ] Saved forecast: CETX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CETX.txt [2025-11-26T20:54:17.334498] [INFO ] [sig ] [644/3599] Completed CETX in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:17.334569] [INFO ] [sig ] [645/3599] Forecasting CETY... [2025-11-26T20:54:17.334629] [INFO ] [sig ] Generating forecast for: CETY [2025-11-26T20:54:17.334702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'. [2025-11-26T20:54:17.346028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETY'. [2025-11-26T20:54:17.346393] [INFO ] [FORECASTER] Starting predict_future for CETY [2025-11-26T20:54:17.347422] [DEBUG] [LOCAL ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt [2025-11-26T20:54:17.347502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:17.347586] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:17.347670] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:17.347772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:17.405368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:17.406043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:17.406147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:17.406207] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:17.523781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:17.523995] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:54:17.524052] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:17.524094] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:17.527714] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=25.05%) [2025-11-26T20:54:17.528114] [INFO ] [FORECASTER] Completed predict_future for CETY [2025-11-26T20:54:17.528292] [INFO ] [sig ] CETY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:17.668080] [INFO ] [LOCAL ] Saved forecast: CETY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CETY.txt [2025-11-26T20:54:17.668237] [INFO ] [sig ] [645/3599] Completed CETY in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 17.0m [2025-11-26T20:54:17.668291] [INFO ] [sig ] [646/3599] Forecasting CEVA... [2025-11-26T20:54:17.668332] [INFO ] [sig ] Generating forecast for: CEVA [2025-11-26T20:54:17.668375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'. [2025-11-26T20:54:17.679367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEVA'. [2025-11-26T20:54:17.679718] [INFO ] [FORECASTER] Starting predict_future for CEVA [2025-11-26T20:54:17.680551] [DEBUG] [LOCAL ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt [2025-11-26T20:54:17.680627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:17.680713] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:17.680778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:17.680883] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:17.738729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:17.739395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:17.739504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:17.739551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:17.861469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:17.861618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:17.861685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:17.861727] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:17.865036] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-11-26T20:54:17.865323] [INFO ] [FORECASTER] Completed predict_future for CEVA [2025-11-26T20:54:17.865468] [INFO ] [sig ] CEVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:18.006582] [INFO ] [LOCAL ] Saved forecast: CEVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CEVA.txt [2025-11-26T20:54:18.006739] [INFO ] [sig ] [646/3599] Completed CEVA in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:18.006801] [INFO ] [sig ] [647/3599] Forecasting CF... [2025-11-26T20:54:18.006837] [INFO ] [sig ] Generating forecast for: CF [2025-11-26T20:54:18.006876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-11-26T20:54:18.018430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CF'. [2025-11-26T20:54:18.018773] [INFO ] [FORECASTER] Starting predict_future for CF [2025-11-26T20:54:18.019608] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-11-26T20:54:18.019704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:18.019754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:18.019795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:18.019862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:18.077813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:18.078469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:18.078562] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:18.078602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:18.196953] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:18.197120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:18.197205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:18.197271] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:18.200658] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=4.48%) [2025-11-26T20:54:18.200994] [INFO ] [FORECASTER] Completed predict_future for CF [2025-11-26T20:54:18.201171] [INFO ] [sig ] CF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:18.345754] [INFO ] [LOCAL ] Saved forecast: CF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CF.txt [2025-11-26T20:54:18.345916] [INFO ] [sig ] [647/3599] Completed CF in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:18.345981] [INFO ] [sig ] [648/3599] Forecasting CFFN... [2025-11-26T20:54:18.346035] [INFO ] [sig ] Generating forecast for: CFFN [2025-11-26T20:54:18.346086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'. [2025-11-26T20:54:18.357492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFFN'. [2025-11-26T20:54:18.357872] [INFO ] [FORECASTER] Starting predict_future for CFFN [2025-11-26T20:54:18.358748] [DEBUG] [LOCAL ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt [2025-11-26T20:54:18.358825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:18.358889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:18.358961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:18.359063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:18.417187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:18.417880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:18.417975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:18.418020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:18.539515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:18.539686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:18.539741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:18.539780] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:18.543138] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=68.38%) [2025-11-26T20:54:18.543447] [INFO ] [FORECASTER] Completed predict_future for CFFN [2025-11-26T20:54:18.543593] [INFO ] [sig ] CFFN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:18.684817] [INFO ] [LOCAL ] Saved forecast: CFFN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CFFN.txt [2025-11-26T20:54:18.684953] [INFO ] [sig ] [648/3599] Completed CFFN in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:18.685006] [INFO ] [sig ] [649/3599] Forecasting CFG... [2025-11-26T20:54:18.685046] [INFO ] [sig ] Generating forecast for: CFG [2025-11-26T20:54:18.685088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-11-26T20:54:18.696920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFG'. [2025-11-26T20:54:18.697378] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-11-26T20:54:18.699036] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-11-26T20:54:18.699210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:18.699259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:18.699300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:18.699371] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:18.755916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:18.756619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:18.756738] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:18.756786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:18.876570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:18.876781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:18.876838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:18.876879] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:18.880411] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-11-26T20:54:18.880768] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-11-26T20:54:18.880924] [INFO ] [sig ] CFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:19.018968] [INFO ] [LOCAL ] Saved forecast: CFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CFG.txt [2025-11-26T20:54:19.019136] [INFO ] [sig ] [649/3599] Completed CFG in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:19.019189] [INFO ] [sig ] [650/3599] Forecasting CFO... [2025-11-26T20:54:19.019231] [INFO ] [sig ] Generating forecast for: CFO [2025-11-26T20:54:19.019271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'. [2025-11-26T20:54:19.034455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFO'. [2025-11-26T20:54:19.034963] [INFO ] [FORECASTER] Starting predict_future for CFO [2025-11-26T20:54:19.036072] [DEBUG] [LOCAL ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt [2025-11-26T20:54:19.036156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:19.036211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:19.036262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:19.036353] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:19.103080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:19.103951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:19.104056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:19.104103] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:19.214413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:19.214599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:19.214672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:19.214716] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:19.218147] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-11-26T20:54:19.218443] [INFO ] [FORECASTER] Completed predict_future for CFO [2025-11-26T20:54:19.218587] [INFO ] [sig ] CFO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:19.358864] [INFO ] [LOCAL ] Saved forecast: CFO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CFO.txt [2025-11-26T20:54:19.359036] [INFO ] [sig ] [650/3599] Completed CFO in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:19.359090] [INFO ] [sig ] [651/3599] Forecasting CG... [2025-11-26T20:54:19.359132] [INFO ] [sig ] Generating forecast for: CG [2025-11-26T20:54:19.359174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'. [2025-11-26T20:54:19.370243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CG'. [2025-11-26T20:54:19.370605] [INFO ] [FORECASTER] Starting predict_future for CG [2025-11-26T20:54:19.371417] [DEBUG] [LOCAL ] No optimal features file found for CG: ./output/feature-sets/CG.txt [2025-11-26T20:54:19.371486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:19.371531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:19.371571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:19.371667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:19.429321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:19.430177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:19.430276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:19.430323] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:19.550835] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:19.551020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:19.551074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:19.551115] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:19.554566] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=69.02%) [2025-11-26T20:54:19.554880] [INFO ] [FORECASTER] Completed predict_future for CG [2025-11-26T20:54:19.555028] [INFO ] [sig ] CG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:19.695752] [INFO ] [LOCAL ] Saved forecast: CG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CG.txt [2025-11-26T20:54:19.695953] [INFO ] [sig ] [651/3599] Completed CG in 0.3s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:19.696017] [INFO ] [sig ] [652/3599] Forecasting CGABL... [2025-11-26T20:54:19.696061] [INFO ] [sig ] Generating forecast for: CGABL [2025-11-26T20:54:19.696130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'. [2025-11-26T20:54:19.707168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGABL'. [2025-11-26T20:54:19.707549] [INFO ] [FORECASTER] Starting predict_future for CGABL [2025-11-26T20:54:19.708398] [DEBUG] [LOCAL ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt [2025-11-26T20:54:19.708468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:19.708513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:19.708552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:19.708620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:19.766038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:19.766862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:19.766960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:19.767007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:19.880732] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:19.880912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:19.880966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:19.881015] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:19.884437] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=82.10%) [2025-11-26T20:54:19.884761] [INFO ] [FORECASTER] Completed predict_future for CGABL [2025-11-26T20:54:19.884909] [INFO ] [sig ] CGABL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:20.029795] [INFO ] [LOCAL ] Saved forecast: CGABL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGABL.txt [2025-11-26T20:54:20.029981] [INFO ] [sig ] [652/3599] Completed CGABL in 0.3s | 2.91 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:20.030041] [INFO ] [sig ] [653/3599] Forecasting CGBD... [2025-11-26T20:54:20.030083] [INFO ] [sig ] Generating forecast for: CGBD [2025-11-26T20:54:20.030122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'. [2025-11-26T20:54:20.041561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGBD'. [2025-11-26T20:54:20.041937] [INFO ] [FORECASTER] Starting predict_future for CGBD [2025-11-26T20:54:20.042767] [DEBUG] [LOCAL ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt [2025-11-26T20:54:20.042835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:20.042881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:20.042920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:20.042986] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:20.100454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:20.101262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:20.101358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:20.101404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:20.218558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:20.218757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:20.218812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:20.218854] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:20.222309] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-11-26T20:54:20.222623] [INFO ] [FORECASTER] Completed predict_future for CGBD [2025-11-26T20:54:20.222797] [INFO ] [sig ] CGBD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:20.409202] [INFO ] [LOCAL ] Saved forecast: CGBD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGBD.txt [2025-11-26T20:54:20.409389] [INFO ] [sig ] [653/3599] Completed CGBD in 0.4s | 2.90 sym/s | Total: 3.7m | ETA: 16.9m [2025-11-26T20:54:20.409443] [INFO ] [sig ] [654/3599] Forecasting CGC... [2025-11-26T20:54:20.409486] [INFO ] [sig ] Generating forecast for: CGC [2025-11-26T20:54:20.409531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'. [2025-11-26T20:54:20.421919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGC'. [2025-11-26T20:54:20.422317] [INFO ] [FORECASTER] Starting predict_future for CGC [2025-11-26T20:54:20.423176] [DEBUG] [LOCAL ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt [2025-11-26T20:54:20.423249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:20.423297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:20.423337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:20.423405] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:20.483604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:20.484510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:20.484616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:20.484683] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:20.612976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:20.613166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:20.613222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:20.613259] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:20.616758] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=33.71%) [2025-11-26T20:54:20.617109] [INFO ] [FORECASTER] Completed predict_future for CGC [2025-11-26T20:54:20.617275] [INFO ] [sig ] CGC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:20.772529] [INFO ] [LOCAL ] Saved forecast: CGC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CGC.txt [2025-11-26T20:54:20.772779] [INFO ] [sig ] [654/3599] Completed CGC in 0.4s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:20.772863] [INFO ] [sig ] [655/3599] Forecasting CGEM... [2025-11-26T20:54:20.772928] [INFO ] [sig ] Generating forecast for: CGEM [2025-11-26T20:54:20.772974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'. [2025-11-26T20:54:20.785965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEM'. [2025-11-26T20:54:20.786398] [INFO ] [FORECASTER] Starting predict_future for CGEM [2025-11-26T20:54:20.787493] [DEBUG] [LOCAL ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt [2025-11-26T20:54:20.787603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:20.787698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:20.787763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:20.787868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:20.853825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:20.854754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:20.854857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:20.854917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:20.970848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:20.971040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:20.971093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:20.971135] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:20.974539] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=65.64%) [2025-11-26T20:54:20.974847] [INFO ] [FORECASTER] Completed predict_future for CGEM [2025-11-26T20:54:20.974991] [INFO ] [sig ] CGEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:21.116532] [INFO ] [LOCAL ] Saved forecast: CGEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGEM.txt [2025-11-26T20:54:21.116740] [INFO ] [sig ] [655/3599] Completed CGEM in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:21.116794] [INFO ] [sig ] [656/3599] Forecasting CGEN... [2025-11-26T20:54:21.116843] [INFO ] [sig ] Generating forecast for: CGEN [2025-11-26T20:54:21.116882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'. [2025-11-26T20:54:21.129021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEN'. [2025-11-26T20:54:21.129415] [INFO ] [FORECASTER] Starting predict_future for CGEN [2025-11-26T20:54:21.130243] [DEBUG] [LOCAL ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt [2025-11-26T20:54:21.130315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:21.130362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:21.130402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:21.130470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:21.187301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:21.188183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:21.188284] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:21.188331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:21.306423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:21.306670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:21.306749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:21.306810] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:21.310353] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=20.02%) [2025-11-26T20:54:21.310693] [INFO ] [FORECASTER] Completed predict_future for CGEN [2025-11-26T20:54:21.310861] [INFO ] [sig ] CGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:21.456616] [INFO ] [LOCAL ] Saved forecast: CGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CGEN.txt [2025-11-26T20:54:21.456828] [INFO ] [sig ] [656/3599] Completed CGEN in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:21.456909] [INFO ] [sig ] [657/3599] Forecasting CGNX... [2025-11-26T20:54:21.456978] [INFO ] [sig ] Generating forecast for: CGNX [2025-11-26T20:54:21.457048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'. [2025-11-26T20:54:21.471807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGNX'. [2025-11-26T20:54:21.472168] [INFO ] [FORECASTER] Starting predict_future for CGNX [2025-11-26T20:54:21.473078] [DEBUG] [LOCAL ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt [2025-11-26T20:54:21.473165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:21.473233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:21.473288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:21.473382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:21.531010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:21.531917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:21.532030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:21.532095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:21.650355] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:21.650559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:21.650630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:21.650711] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:21.654184] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=18.74%) [2025-11-26T20:54:21.654538] [INFO ] [FORECASTER] Completed predict_future for CGNX [2025-11-26T20:54:21.654741] [INFO ] [sig ] CGNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:21.794497] [INFO ] [LOCAL ] Saved forecast: CGNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CGNX.txt [2025-11-26T20:54:21.794703] [INFO ] [sig ] [657/3599] Completed CGNX in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:21.794783] [INFO ] [sig ] [658/3599] Forecasting CGO... [2025-11-26T20:54:21.794853] [INFO ] [sig ] Generating forecast for: CGO [2025-11-26T20:54:21.794917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'. [2025-11-26T20:54:21.807456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGO'. [2025-11-26T20:54:21.807879] [INFO ] [FORECASTER] Starting predict_future for CGO [2025-11-26T20:54:21.808944] [DEBUG] [LOCAL ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt [2025-11-26T20:54:21.809016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:21.809063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:21.809099] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:21.809378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:21.870870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:21.871590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:21.871714] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:21.871775] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:21.987731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:21.987895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:21.987949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:21.987992] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:21.991414] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=77.16%) [2025-11-26T20:54:21.991741] [INFO ] [FORECASTER] Completed predict_future for CGO [2025-11-26T20:54:21.991894] [INFO ] [sig ] CGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:22.138787] [INFO ] [LOCAL ] Saved forecast: CGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGO.txt [2025-11-26T20:54:22.138950] [INFO ] [sig ] [658/3599] Completed CGO in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:22.139006] [INFO ] [sig ] [659/3599] Forecasting CGON... [2025-11-26T20:54:22.139049] [INFO ] [sig ] Generating forecast for: CGON [2025-11-26T20:54:22.139091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'. [2025-11-26T20:54:22.150690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGON'. [2025-11-26T20:54:22.151106] [INFO ] [FORECASTER] Starting predict_future for CGON [2025-11-26T20:54:22.152001] [DEBUG] [LOCAL ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt [2025-11-26T20:54:22.152075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:22.152124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:22.152165] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:22.152236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:22.211043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:22.211791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:22.211900] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:22.211995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:22.334420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:22.334602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:22.334677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:22.334749] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:22.338306] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=82.60%) [2025-11-26T20:54:22.338605] [INFO ] [FORECASTER] Completed predict_future for CGON [2025-11-26T20:54:22.338776] [INFO ] [sig ] CGON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:22.487571] [INFO ] [LOCAL ] Saved forecast: CGON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGON.txt [2025-11-26T20:54:22.487818] [INFO ] [sig ] [659/3599] Completed CGON in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:22.487893] [INFO ] [sig ] [660/3599] Forecasting CGTX... [2025-11-26T20:54:22.487960] [INFO ] [sig ] Generating forecast for: CGTX [2025-11-26T20:54:22.488065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'. [2025-11-26T20:54:22.500047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGTX'. [2025-11-26T20:54:22.500496] [INFO ] [FORECASTER] Starting predict_future for CGTX [2025-11-26T20:54:22.501489] [DEBUG] [LOCAL ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt [2025-11-26T20:54:22.501572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:22.501674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:22.501745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:22.501853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:22.563662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:22.564603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:22.564748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:22.564818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:22.689743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:22.689937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:22.690014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:22.690080] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:22.693694] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=73.01%) [2025-11-26T20:54:22.694028] [INFO ] [FORECASTER] Completed predict_future for CGTX [2025-11-26T20:54:22.694204] [INFO ] [sig ] CGTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:22.838175] [INFO ] [LOCAL ] Saved forecast: CGTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGTX.txt [2025-11-26T20:54:22.838357] [INFO ] [sig ] [660/3599] Completed CGTX in 0.4s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:22.838438] [INFO ] [sig ] [661/3599] Forecasting CHCI... [2025-11-26T20:54:22.838508] [INFO ] [sig ] Generating forecast for: CHCI [2025-11-26T20:54:22.838576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'. [2025-11-26T20:54:22.849862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCI'. [2025-11-26T20:54:22.850240] [INFO ] [FORECASTER] Starting predict_future for CHCI [2025-11-26T20:54:22.851090] [DEBUG] [LOCAL ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt [2025-11-26T20:54:22.851183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:22.851254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:22.851320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:22.851428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:22.911934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:22.912933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:22.913049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:22.913126] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:23.025803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:23.026018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:23.026090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:23.026156] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:23.029701] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=53.94%) [2025-11-26T20:54:23.030056] [INFO ] [FORECASTER] Completed predict_future for CHCI [2025-11-26T20:54:23.030243] [INFO ] [sig ] CHCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:23.176888] [INFO ] [LOCAL ] Saved forecast: CHCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHCI.txt [2025-11-26T20:54:23.177085] [INFO ] [sig ] [661/3599] Completed CHCI in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:23.177160] [INFO ] [sig ] [662/3599] Forecasting CHCO... [2025-11-26T20:54:23.177229] [INFO ] [sig ] Generating forecast for: CHCO [2025-11-26T20:54:23.177297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'. [2025-11-26T20:54:23.189129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCO'. [2025-11-26T20:54:23.189484] [INFO ] [FORECASTER] Starting predict_future for CHCO [2025-11-26T20:54:23.190371] [DEBUG] [LOCAL ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt [2025-11-26T20:54:23.190443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:23.190491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:23.190532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:23.190601] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:23.250539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:23.251259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:23.251357] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:23.251405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:23.375973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:23.376134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:23.376189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:23.376233] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:23.379876] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=17.60%) [2025-11-26T20:54:23.380171] [INFO ] [FORECASTER] Completed predict_future for CHCO [2025-11-26T20:54:23.380321] [INFO ] [sig ] CHCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:23.521280] [INFO ] [LOCAL ] Saved forecast: CHCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHCO.txt [2025-11-26T20:54:23.521437] [INFO ] [sig ] [662/3599] Completed CHCO in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.9m [2025-11-26T20:54:23.521493] [INFO ] [sig ] [663/3599] Forecasting CHD... [2025-11-26T20:54:23.521537] [INFO ] [sig ] Generating forecast for: CHD [2025-11-26T20:54:23.521579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-11-26T20:54:23.532390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHD'. [2025-11-26T20:54:23.532740] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-11-26T20:54:23.533532] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-11-26T20:54:23.533603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:23.533671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:23.533706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:23.533767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:23.590336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:23.591013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:23.591107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:23.591154] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:23.713175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:23.713362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:23.713413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:23.713452] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:23.716836] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-11-26T20:54:23.717123] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-11-26T20:54:23.717267] [INFO ] [sig ] CHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:23.857134] [INFO ] [LOCAL ] Saved forecast: CHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHD.txt [2025-11-26T20:54:23.857302] [INFO ] [sig ] [663/3599] Completed CHD in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:23.857358] [INFO ] [sig ] [664/3599] Forecasting CHDN... [2025-11-26T20:54:23.857405] [INFO ] [sig ] Generating forecast for: CHDN [2025-11-26T20:54:23.857448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'. [2025-11-26T20:54:23.870051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHDN'. [2025-11-26T20:54:23.870497] [INFO ] [FORECASTER] Starting predict_future for CHDN [2025-11-26T20:54:23.871366] [DEBUG] [LOCAL ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt [2025-11-26T20:54:23.871455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:23.871521] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:23.871564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:23.871635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:23.931374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:23.932362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:23.932478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:23.932526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:24.057829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:24.058032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:24.058087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:24.058133] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:24.061598] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=29.05%) [2025-11-26T20:54:24.061956] [INFO ] [FORECASTER] Completed predict_future for CHDN [2025-11-26T20:54:24.062117] [INFO ] [sig ] CHDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:24.206596] [INFO ] [LOCAL ] Saved forecast: CHDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHDN.txt [2025-11-26T20:54:24.206774] [INFO ] [sig ] [664/3599] Completed CHDN in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:24.206839] [INFO ] [sig ] [665/3599] Forecasting CHE... [2025-11-26T20:54:24.206884] [INFO ] [sig ] Generating forecast for: CHE [2025-11-26T20:54:24.206925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-11-26T20:54:24.218151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHE'. [2025-11-26T20:54:24.218460] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-11-26T20:54:24.219271] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-11-26T20:54:24.219340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:24.219386] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:24.219423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:24.219490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:24.276920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:24.277619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:24.277740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:24.277786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:24.398921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:24.399110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:24.399163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:24.399204] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:24.402605] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=17.02%) [2025-11-26T20:54:24.402913] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-11-26T20:54:24.403060] [INFO ] [sig ] CHE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:24.543752] [INFO ] [LOCAL ] Saved forecast: CHE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHE.txt [2025-11-26T20:54:24.544115] [INFO ] [sig ] [665/3599] Completed CHE in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:24.544179] [INFO ] [sig ] [666/3599] Forecasting CHEF... [2025-11-26T20:54:24.544224] [INFO ] [sig ] Generating forecast for: CHEF [2025-11-26T20:54:24.544266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'. [2025-11-26T20:54:24.555728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHEF'. [2025-11-26T20:54:24.556170] [INFO ] [FORECASTER] Starting predict_future for CHEF [2025-11-26T20:54:24.557029] [DEBUG] [LOCAL ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt [2025-11-26T20:54:24.557101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:24.557146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:24.557184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:24.557252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:24.614584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:24.615465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:24.615571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:24.615618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:24.732613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:24.732823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:24.732877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:24.732918] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:24.736328] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-11-26T20:54:24.736659] [INFO ] [FORECASTER] Completed predict_future for CHEF [2025-11-26T20:54:24.736806] [INFO ] [sig ] CHEF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:24.878722] [INFO ] [LOCAL ] Saved forecast: CHEF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHEF.txt [2025-11-26T20:54:24.878913] [INFO ] [sig ] [666/3599] Completed CHEF in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:24.878968] [INFO ] [sig ] [667/3599] Forecasting CHH... [2025-11-26T20:54:24.879010] [INFO ] [sig ] Generating forecast for: CHH [2025-11-26T20:54:24.879047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-11-26T20:54:24.891603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHH'. [2025-11-26T20:54:24.891964] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-11-26T20:54:24.892811] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-11-26T20:54:24.892883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:24.892928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:24.892967] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:24.893035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:24.951055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:24.952102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:24.952215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:24.952263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:25.072465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:25.072667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:25.072718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:25.072760] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:25.076142] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=3.81%) [2025-11-26T20:54:25.076438] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-11-26T20:54:25.076587] [INFO ] [sig ] CHH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:25.215349] [INFO ] [LOCAL ] Saved forecast: CHH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHH.txt [2025-11-26T20:54:25.215504] [INFO ] [sig ] [667/3599] Completed CHH in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:25.215558] [INFO ] [sig ] [668/3599] Forecasting CHI... [2025-11-26T20:54:25.215602] [INFO ] [sig ] Generating forecast for: CHI [2025-11-26T20:54:25.215663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'. [2025-11-26T20:54:25.226876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHI'. [2025-11-26T20:54:25.227197] [INFO ] [FORECASTER] Starting predict_future for CHI [2025-11-26T20:54:25.228048] [DEBUG] [LOCAL ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt [2025-11-26T20:54:25.228118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:25.228162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:25.228201] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:25.228269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:25.285046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:25.285770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:25.285866] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:25.285911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:25.403829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:25.403989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:25.404059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:25.404101] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:25.407407] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=66.16%) [2025-11-26T20:54:25.407735] [INFO ] [FORECASTER] Completed predict_future for CHI [2025-11-26T20:54:25.407880] [INFO ] [sig ] CHI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:25.553346] [INFO ] [LOCAL ] Saved forecast: CHI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHI.txt [2025-11-26T20:54:25.553558] [INFO ] [sig ] [668/3599] Completed CHI in 0.3s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:25.553617] [INFO ] [sig ] [669/3599] Forecasting CHKP... [2025-11-26T20:54:25.553684] [INFO ] [sig ] Generating forecast for: CHKP [2025-11-26T20:54:25.553729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'. [2025-11-26T20:54:25.566113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHKP'. [2025-11-26T20:54:25.566505] [INFO ] [FORECASTER] Starting predict_future for CHKP [2025-11-26T20:54:25.567381] [DEBUG] [LOCAL ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt [2025-11-26T20:54:25.567453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:25.567500] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:25.567565] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:25.567636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:25.627706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:25.628726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:25.628836] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:25.628884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:25.754300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:25.754501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:25.754558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:25.754601] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:25.758261] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=71.96%) [2025-11-26T20:54:25.758568] [INFO ] [FORECASTER] Completed predict_future for CHKP [2025-11-26T20:54:25.758744] [INFO ] [sig ] CHKP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:25.905820] [INFO ] [LOCAL ] Saved forecast: CHKP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHKP.txt [2025-11-26T20:54:25.906020] [INFO ] [sig ] [669/3599] Completed CHKP in 0.4s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:25.906081] [INFO ] [sig ] [670/3599] Forecasting CHMI... [2025-11-26T20:54:25.906119] [INFO ] [sig ] Generating forecast for: CHMI [2025-11-26T20:54:25.906166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-11-26T20:54:25.918153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHMI'. [2025-11-26T20:54:25.918564] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-11-26T20:54:25.919418] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-11-26T20:54:25.919492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:25.919539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:25.919580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:25.919676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:25.979297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:25.980252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:25.980362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:25.980411] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:26.112536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:26.112842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:26.112903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:26.112945] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:26.116755] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=5.97%) [2025-11-26T20:54:26.117093] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-11-26T20:54:26.117255] [INFO ] [sig ] CHMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:26.265363] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHMI.txt [2025-11-26T20:54:26.265579] [INFO ] [sig ] [670/3599] Completed CHMI in 0.4s | 2.90 sym/s | Total: 3.8m | ETA: 16.8m [2025-11-26T20:54:26.265663] [INFO ] [sig ] [671/3599] Forecasting CHRD... [2025-11-26T20:54:26.265709] [INFO ] [sig ] Generating forecast for: CHRD [2025-11-26T20:54:26.265753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'. [2025-11-26T20:54:26.279121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRD'. [2025-11-26T20:54:26.279636] [INFO ] [FORECASTER] Starting predict_future for CHRD [2025-11-26T20:54:26.280531] [DEBUG] [LOCAL ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt [2025-11-26T20:54:26.280601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:26.280667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:26.280710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:26.280776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:26.340847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:26.341823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:26.341928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:26.341972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:26.465579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:26.465797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:26.465853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:26.465897] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:26.469529] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=2.62%) [2025-11-26T20:54:26.469847] [INFO ] [FORECASTER] Completed predict_future for CHRD [2025-11-26T20:54:26.469995] [INFO ] [sig ] CHRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:26.617260] [INFO ] [LOCAL ] Saved forecast: CHRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHRD.txt [2025-11-26T20:54:26.617454] [INFO ] [sig ] [671/3599] Completed CHRD in 0.4s | 2.90 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:26.617513] [INFO ] [sig ] [672/3599] Forecasting CHRS... [2025-11-26T20:54:26.617570] [INFO ] [sig ] Generating forecast for: CHRS [2025-11-26T20:54:26.617615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'. [2025-11-26T20:54:26.629403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRS'. [2025-11-26T20:54:26.629823] [INFO ] [FORECASTER] Starting predict_future for CHRS [2025-11-26T20:54:26.630693] [DEBUG] [LOCAL ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt [2025-11-26T20:54:26.630763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:26.630823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:26.630864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:26.630932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:26.688976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:26.689884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:26.689985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:26.690030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:26.810755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:26.810939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:26.810991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:26.811033] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:26.814402] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-11-26T20:54:26.814708] [INFO ] [FORECASTER] Completed predict_future for CHRS [2025-11-26T20:54:26.814851] [INFO ] [sig ] CHRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:26.954945] [INFO ] [LOCAL ] Saved forecast: CHRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHRS.txt [2025-11-26T20:54:26.955117] [INFO ] [sig ] [672/3599] Completed CHRS in 0.3s | 2.90 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:26.955172] [INFO ] [sig ] [673/3599] Forecasting CHSCL... [2025-11-26T20:54:26.955215] [INFO ] [sig ] Generating forecast for: CHSCL [2025-11-26T20:54:26.955253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'. [2025-11-26T20:54:26.966426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'. [2025-11-26T20:54:26.966779] [INFO ] [FORECASTER] Starting predict_future for CHSCL [2025-11-26T20:54:26.967594] [DEBUG] [LOCAL ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt [2025-11-26T20:54:26.967685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:26.967733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:26.967773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:26.967842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:27.025940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:27.026817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:27.026912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:27.026954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:27.142954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:27.143138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:27.143192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:27.143233] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:27.146626] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=86.92%) [2025-11-26T20:54:27.146949] [INFO ] [FORECASTER] Completed predict_future for CHSCL [2025-11-26T20:54:27.147101] [INFO ] [sig ] CHSCL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:27.290512] [INFO ] [LOCAL ] Saved forecast: CHSCL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHSCL.txt [2025-11-26T20:54:27.290698] [INFO ] [sig ] [673/3599] Completed CHSCL in 0.3s | 2.90 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:27.290757] [INFO ] [sig ] [674/3599] Forecasting CHSCM... [2025-11-26T20:54:27.290807] [INFO ] [sig ] Generating forecast for: CHSCM [2025-11-26T20:54:27.290853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'. [2025-11-26T20:54:27.301745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'. [2025-11-26T20:54:27.302130] [INFO ] [FORECASTER] Starting predict_future for CHSCM [2025-11-26T20:54:27.302955] [DEBUG] [LOCAL ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt [2025-11-26T20:54:27.303024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:27.303070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:27.303109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:27.303176] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:27.362632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:27.363497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:27.363601] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:27.363670] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:27.480113] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:27.480313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:27.480369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:27.480419] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:27.484048] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-11-26T20:54:27.484355] [INFO ] [FORECASTER] Completed predict_future for CHSCM [2025-11-26T20:54:27.484504] [INFO ] [sig ] CHSCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:27.623593] [INFO ] [LOCAL ] Saved forecast: CHSCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHSCM.txt [2025-11-26T20:54:27.623781] [INFO ] [sig ] [674/3599] Completed CHSCM in 0.3s | 2.90 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:27.623838] [INFO ] [sig ] [675/3599] Forecasting CHSCN... [2025-11-26T20:54:27.623882] [INFO ] [sig ] Generating forecast for: CHSCN [2025-11-26T20:54:27.623925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'. [2025-11-26T20:54:27.635755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'. [2025-11-26T20:54:27.636130] [INFO ] [FORECASTER] Starting predict_future for CHSCN [2025-11-26T20:54:27.636953] [DEBUG] [LOCAL ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt [2025-11-26T20:54:27.637023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:27.637067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:27.637105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:27.637175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:27.694247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:27.695099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:27.695209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:27.695261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:27.813332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:27.813523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:27.813579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:27.813623] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:27.817104] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=41.54%) [2025-11-26T20:54:27.817435] [INFO ] [FORECASTER] Completed predict_future for CHSCN [2025-11-26T20:54:27.817604] [INFO ] [sig ] CHSCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:27.957770] [INFO ] [LOCAL ] Saved forecast: CHSCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHSCN.txt [2025-11-26T20:54:27.957941] [INFO ] [sig ] [675/3599] Completed CHSCN in 0.3s | 2.90 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:27.958008] [INFO ] [sig ] [676/3599] Forecasting CHSCO... [2025-11-26T20:54:27.958089] [INFO ] [sig ] Generating forecast for: CHSCO [2025-11-26T20:54:27.958141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'. [2025-11-26T20:54:27.970872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'. [2025-11-26T20:54:27.971310] [INFO ] [FORECASTER] Starting predict_future for CHSCO [2025-11-26T20:54:27.972261] [DEBUG] [LOCAL ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt [2025-11-26T20:54:27.972341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:27.972418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:27.972483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:27.972660] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:28.031986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:28.032888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:28.033005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:28.033086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:28.145957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:28.146127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:28.146185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:28.146239] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:28.149756] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=48.19%) [2025-11-26T20:54:28.150062] [INFO ] [FORECASTER] Completed predict_future for CHSCO [2025-11-26T20:54:28.150231] [INFO ] [sig ] CHSCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:28.288981] [INFO ] [LOCAL ] Saved forecast: CHSCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHSCO.txt [2025-11-26T20:54:28.289169] [INFO ] [sig ] [676/3599] Completed CHSCO in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:28.289274] [INFO ] [sig ] [677/3599] Forecasting CHSCP... [2025-11-26T20:54:28.289351] [INFO ] [sig ] Generating forecast for: CHSCP [2025-11-26T20:54:28.289439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'. [2025-11-26T20:54:28.305841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'. [2025-11-26T20:54:28.306505] [INFO ] [FORECASTER] Starting predict_future for CHSCP [2025-11-26T20:54:28.307405] [DEBUG] [LOCAL ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt [2025-11-26T20:54:28.307477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:28.307543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:28.307587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:28.307676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:28.367250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:28.368162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:28.368276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:28.368324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:28.476825] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:28.477023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:28.477079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:28.477121] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:28.480705] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=33.14%) [2025-11-26T20:54:28.481029] [INFO ] [FORECASTER] Completed predict_future for CHSCP [2025-11-26T20:54:28.481217] [INFO ] [sig ] CHSCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:28.629764] [INFO ] [LOCAL ] Saved forecast: CHSCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHSCP.txt [2025-11-26T20:54:28.629949] [INFO ] [sig ] [677/3599] Completed CHSCP in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:28.630005] [INFO ] [sig ] [678/3599] Forecasting CHWY... [2025-11-26T20:54:28.630044] [INFO ] [sig ] Generating forecast for: CHWY [2025-11-26T20:54:28.630082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-11-26T20:54:28.642529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHWY'. [2025-11-26T20:54:28.642983] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-11-26T20:54:28.643877] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-11-26T20:54:28.643960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:28.644023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:28.644072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:28.644143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:28.706181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:28.707025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:28.707126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:28.707170] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:28.834415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:28.834601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:28.834676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:28.834722] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:28.838495] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=5.27%) [2025-11-26T20:54:28.838859] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-11-26T20:54:28.839017] [INFO ] [sig ] CHWY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:28.983563] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHWY.txt [2025-11-26T20:54:28.983753] [INFO ] [sig ] [678/3599] Completed CHWY in 0.4s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:28.983809] [INFO ] [sig ] [679/3599] Forecasting CHY... [2025-11-26T20:54:28.983853] [INFO ] [sig ] Generating forecast for: CHY [2025-11-26T20:54:28.983894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'. [2025-11-26T20:54:28.995474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHY'. [2025-11-26T20:54:28.995819] [INFO ] [FORECASTER] Starting predict_future for CHY [2025-11-26T20:54:28.996671] [DEBUG] [LOCAL ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt [2025-11-26T20:54:28.996739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:28.996783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:28.996816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:28.996888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:29.053463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:29.054181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:29.054282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:29.054329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:29.173489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:29.173698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:29.173779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:29.173824] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:29.177248] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-11-26T20:54:29.177559] [INFO ] [FORECASTER] Completed predict_future for CHY [2025-11-26T20:54:29.177728] [INFO ] [sig ] CHY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:29.317488] [INFO ] [LOCAL ] Saved forecast: CHY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHY.txt [2025-11-26T20:54:29.317687] [INFO ] [sig ] [679/3599] Completed CHY in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.8m [2025-11-26T20:54:29.317744] [INFO ] [sig ] [680/3599] Forecasting CI... [2025-11-26T20:54:29.317788] [INFO ] [sig ] Generating forecast for: CI [2025-11-26T20:54:29.317830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-11-26T20:54:29.329028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CI'. [2025-11-26T20:54:29.329366] [INFO ] [FORECASTER] Starting predict_future for CI [2025-11-26T20:54:29.330172] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-11-26T20:54:29.330241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:29.330287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:29.330325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:29.330393] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:29.386685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:29.387408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:29.387505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:29.387569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:29.506676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:29.506850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:29.506901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:29.506940] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:29.510406] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-11-26T20:54:29.510714] [INFO ] [FORECASTER] Completed predict_future for CI [2025-11-26T20:54:29.510862] [INFO ] [sig ] CI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:29.649911] [INFO ] [LOCAL ] Saved forecast: CI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CI.txt [2025-11-26T20:54:29.650070] [INFO ] [sig ] [680/3599] Completed CI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:29.650125] [INFO ] [sig ] [681/3599] Forecasting CIA... [2025-11-26T20:54:29.650167] [INFO ] [sig ] Generating forecast for: CIA [2025-11-26T20:54:29.650210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-11-26T20:54:29.661946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIA'. [2025-11-26T20:54:29.662381] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-11-26T20:54:29.663285] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-11-26T20:54:29.663357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:29.663404] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:29.663445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:29.663513] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:29.723424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:29.724413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:29.724535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:29.724584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:29.843007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:29.843220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:29.843276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:29.843317] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:29.846935] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-11-26T20:54:29.847228] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-11-26T20:54:29.847372] [INFO ] [sig ] CIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:29.987699] [INFO ] [LOCAL ] Saved forecast: CIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIA.txt [2025-11-26T20:54:29.987880] [INFO ] [sig ] [681/3599] Completed CIA in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:29.987950] [INFO ] [sig ] [682/3599] Forecasting CIB... [2025-11-26T20:54:29.988012] [INFO ] [sig ] Generating forecast for: CIB [2025-11-26T20:54:29.988068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-11-26T20:54:29.999445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIB'. [2025-11-26T20:54:29.999825] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-11-26T20:54:30.000705] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-11-26T20:54:30.000785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:30.000848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:30.000899] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:30.000982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:30.062329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:30.063260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:30.063373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:30.063452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:30.185822] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:30.185994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:30.186086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:30.186174] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:30.189869] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=58.83%) [2025-11-26T20:54:30.190200] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-11-26T20:54:30.190398] [INFO ] [sig ] CIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:30.338295] [INFO ] [LOCAL ] Saved forecast: CIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIB.txt [2025-11-26T20:54:30.338506] [INFO ] [sig ] [682/3599] Completed CIB in 0.4s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:30.338603] [INFO ] [sig ] [683/3599] Forecasting CIEN... [2025-11-26T20:54:30.338694] [INFO ] [sig ] Generating forecast for: CIEN [2025-11-26T20:54:30.338759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-11-26T20:54:30.350545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIEN'. [2025-11-26T20:54:30.351077] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-11-26T20:54:30.351989] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-11-26T20:54:30.352062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:30.352108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:30.352162] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:30.352232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:30.410424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:30.411358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:30.411463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:30.411511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:30.534365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:30.534560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:30.534613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:30.534675] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:30.538266] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-11-26T20:54:30.538579] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-11-26T20:54:30.538749] [INFO ] [sig ] CIEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:30.685908] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIEN.txt [2025-11-26T20:54:30.686100] [INFO ] [sig ] [683/3599] Completed CIEN in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:30.686158] [INFO ] [sig ] [684/3599] Forecasting CIF... [2025-11-26T20:54:30.686202] [INFO ] [sig ] Generating forecast for: CIF [2025-11-26T20:54:30.686250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-11-26T20:54:30.697915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIF'. [2025-11-26T20:54:30.698309] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-11-26T20:54:30.699122] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-11-26T20:54:30.699192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:30.699239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:30.699280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:30.699348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:30.757410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:30.758351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:30.758461] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:30.758511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:30.863697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:30.863868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:30.863922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:30.863963] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:30.867311] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=70.30%) [2025-11-26T20:54:30.867613] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-11-26T20:54:30.867774] [INFO ] [sig ] CIF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:31.007796] [INFO ] [LOCAL ] Saved forecast: CIF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIF.txt [2025-11-26T20:54:31.007925] [INFO ] [sig ] [684/3599] Completed CIF in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:31.007979] [INFO ] [sig ] [685/3599] Forecasting CIG... [2025-11-26T20:54:31.008021] [INFO ] [sig ] Generating forecast for: CIG [2025-11-26T20:54:31.008062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-11-26T20:54:31.019346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIG'. [2025-11-26T20:54:31.019665] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-11-26T20:54:31.020507] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-11-26T20:54:31.020581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:31.020629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:31.020737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:31.020845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:31.079679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:31.080335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:31.080442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:31.080504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:31.199263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:31.199398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:31.199452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:31.199494] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:31.202866] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-11-26T20:54:31.203166] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-11-26T20:54:31.203342] [INFO ] [sig ] CIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:31.346887] [INFO ] [LOCAL ] Saved forecast: CIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIG.txt [2025-11-26T20:54:31.347034] [INFO ] [sig ] [685/3599] Completed CIG in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:31.347087] [INFO ] [sig ] [686/3599] Forecasting CIGI... [2025-11-26T20:54:31.347129] [INFO ] [sig ] Generating forecast for: CIGI [2025-11-26T20:54:31.347170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'. [2025-11-26T20:54:31.358536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIGI'. [2025-11-26T20:54:31.358872] [INFO ] [FORECASTER] Starting predict_future for CIGI [2025-11-26T20:54:31.359694] [DEBUG] [LOCAL ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt [2025-11-26T20:54:31.359761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:31.359806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:31.359844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:31.359910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:31.416963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:31.417609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:31.417717] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:31.417763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:31.534014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:31.534159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:31.534211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:31.534252] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:31.537663] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T20:54:31.537969] [INFO ] [FORECASTER] Completed predict_future for CIGI [2025-11-26T20:54:31.538113] [INFO ] [sig ] CIGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:31.682193] [INFO ] [LOCAL ] Saved forecast: CIGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIGI.txt [2025-11-26T20:54:31.682326] [INFO ] [sig ] [686/3599] Completed CIGI in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:31.682379] [INFO ] [sig ] [687/3599] Forecasting CII... [2025-11-26T20:54:31.682419] [INFO ] [sig ] Generating forecast for: CII [2025-11-26T20:54:31.682464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-11-26T20:54:31.693711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CII'. [2025-11-26T20:54:31.693999] [INFO ] [FORECASTER] Starting predict_future for CII [2025-11-26T20:54:31.694827] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-11-26T20:54:31.694896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:31.694941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:31.694980] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:31.695047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:31.751908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:31.752519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:31.752611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:31.752676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:31.874575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:31.874709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:31.874758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:31.874796] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:31.877927] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-11-26T20:54:31.878209] [INFO ] [FORECASTER] Completed predict_future for CII [2025-11-26T20:54:31.878344] [INFO ] [sig ] CII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:32.018421] [INFO ] [LOCAL ] Saved forecast: CII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CII.txt [2025-11-26T20:54:32.018563] [INFO ] [sig ] [687/3599] Completed CII in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:32.018616] [INFO ] [sig ] [688/3599] Forecasting CIM... [2025-11-26T20:54:32.018679] [INFO ] [sig ] Generating forecast for: CIM [2025-11-26T20:54:32.018723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-11-26T20:54:32.029849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIM'. [2025-11-26T20:54:32.030150] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-11-26T20:54:32.030950] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-11-26T20:54:32.031019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:32.031064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:32.031103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:32.031169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:32.087879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:32.088484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:32.088576] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:32.088621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:32.208628] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:32.208789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:32.208839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:32.208878] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:32.212170] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=82.71%) [2025-11-26T20:54:32.212464] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-11-26T20:54:32.212606] [INFO ] [sig ] CIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:32.351430] [INFO ] [LOCAL ] Saved forecast: CIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIM.txt [2025-11-26T20:54:32.351567] [INFO ] [sig ] [688/3599] Completed CIM in 0.3s | 2.91 sym/s | Total: 3.9m | ETA: 16.7m [2025-11-26T20:54:32.351620] [INFO ] [sig ] [689/3599] Forecasting CINF... [2025-11-26T20:54:32.351677] [INFO ] [sig ] Generating forecast for: CINF [2025-11-26T20:54:32.351720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'. [2025-11-26T20:54:32.362793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CINF'. [2025-11-26T20:54:32.363086] [INFO ] [FORECASTER] Starting predict_future for CINF [2025-11-26T20:54:32.363885] [DEBUG] [LOCAL ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt [2025-11-26T20:54:32.363954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:32.363999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:32.364038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:32.364107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:32.420190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:32.420828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:32.420920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:32.420966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:32.542199] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:32.542347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:32.542396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:32.542437] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:32.545838] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=93.03%) [2025-11-26T20:54:32.546132] [INFO ] [FORECASTER] Completed predict_future for CINF [2025-11-26T20:54:32.546277] [INFO ] [sig ] CINF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:32.685771] [INFO ] [LOCAL ] Saved forecast: CINF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CINF.txt [2025-11-26T20:54:32.685912] [INFO ] [sig ] [689/3599] Completed CINF in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:32.685965] [INFO ] [sig ] [690/3599] Forecasting CING... [2025-11-26T20:54:32.686009] [INFO ] [sig ] Generating forecast for: CING [2025-11-26T20:54:32.686048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'. [2025-11-26T20:54:32.696455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CING'. [2025-11-26T20:54:32.696751] [INFO ] [FORECASTER] Starting predict_future for CING [2025-11-26T20:54:32.697543] [DEBUG] [LOCAL ] No optimal features file found for CING: ./output/feature-sets/CING.txt [2025-11-26T20:54:32.697611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:32.697675] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:32.697715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:32.697782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:32.754788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:32.755391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:32.755486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:32.755531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:32.871709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:32.871837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:32.871885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:32.871928] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:32.875140] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=61.73%) [2025-11-26T20:54:32.875454] [INFO ] [FORECASTER] Completed predict_future for CING [2025-11-26T20:54:32.875594] [INFO ] [sig ] CING: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:33.019835] [INFO ] [LOCAL ] Saved forecast: CING 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CING.txt [2025-11-26T20:54:33.019968] [INFO ] [sig ] [690/3599] Completed CING in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:33.020012] [INFO ] [sig ] [691/3599] Forecasting CIO... [2025-11-26T20:54:33.020056] [INFO ] [sig ] Generating forecast for: CIO [2025-11-26T20:54:33.020099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-11-26T20:54:33.031282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIO'. [2025-11-26T20:54:33.031561] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-11-26T20:54:33.032345] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-11-26T20:54:33.032415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:33.032460] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:33.032500] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:33.032568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:33.088830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:33.089443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:33.089536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:33.089582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:33.207665] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:33.207796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:33.207844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:33.207881] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:33.211067] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=10.39%) [2025-11-26T20:54:33.211375] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-11-26T20:54:33.211535] [INFO ] [sig ] CIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:33.351268] [INFO ] [LOCAL ] Saved forecast: CIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIO.txt [2025-11-26T20:54:33.351410] [INFO ] [sig ] [691/3599] Completed CIO in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:33.351462] [INFO ] [sig ] [692/3599] Forecasting CION... [2025-11-26T20:54:33.351504] [INFO ] [sig ] Generating forecast for: CION [2025-11-26T20:54:33.351546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-11-26T20:54:33.362410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CION'. [2025-11-26T20:54:33.362706] [INFO ] [FORECASTER] Starting predict_future for CION [2025-11-26T20:54:33.363483] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-11-26T20:54:33.363551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:33.363596] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:33.363635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:33.363733] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:33.420628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:33.421245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:33.421342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:33.421386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:33.548494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:33.548634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:33.548703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:33.548743] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:33.552027] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=90.49%) [2025-11-26T20:54:33.552318] [INFO ] [FORECASTER] Completed predict_future for CION [2025-11-26T20:54:33.552461] [INFO ] [sig ] CION: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:33.695037] [INFO ] [LOCAL ] Saved forecast: CION 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CION.txt [2025-11-26T20:54:33.695187] [INFO ] [sig ] [692/3599] Completed CION in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:33.695240] [INFO ] [sig ] [693/3599] Forecasting CISS... [2025-11-26T20:54:33.695282] [INFO ] [sig ] Generating forecast for: CISS [2025-11-26T20:54:33.695323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'. [2025-11-26T20:54:33.707607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CISS'. [2025-11-26T20:54:33.708060] [INFO ] [FORECASTER] Starting predict_future for CISS [2025-11-26T20:54:33.709020] [DEBUG] [LOCAL ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt [2025-11-26T20:54:33.709093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:33.709157] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:33.709234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:33.709354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:33.769889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:33.770665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:33.770774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:33.770834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:33.891090] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:33.891299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:33.891393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:33.891456] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:33.895148] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=7.69%) [2025-11-26T20:54:33.895484] [INFO ] [FORECASTER] Completed predict_future for CISS [2025-11-26T20:54:33.895718] [INFO ] [sig ] CISS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:34.035710] [INFO ] [LOCAL ] Saved forecast: CISS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CISS.txt [2025-11-26T20:54:34.035890] [INFO ] [sig ] [693/3599] Completed CISS in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:34.035979] [INFO ] [sig ] [694/3599] Forecasting CIVB... [2025-11-26T20:54:34.036061] [INFO ] [sig ] Generating forecast for: CIVB [2025-11-26T20:54:34.036136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'. [2025-11-26T20:54:34.047593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVB'. [2025-11-26T20:54:34.047988] [INFO ] [FORECASTER] Starting predict_future for CIVB [2025-11-26T20:54:34.048902] [DEBUG] [LOCAL ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt [2025-11-26T20:54:34.048975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:34.049039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:34.049121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:34.049246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:34.107561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:34.108276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:34.108372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:34.108418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:34.229900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:34.230075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:34.230145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:34.230202] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:34.233624] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T20:54:34.233980] [INFO ] [FORECASTER] Completed predict_future for CIVB [2025-11-26T20:54:34.234153] [INFO ] [sig ] CIVB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:34.375065] [INFO ] [LOCAL ] Saved forecast: CIVB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIVB.txt [2025-11-26T20:54:34.375223] [INFO ] [sig ] [694/3599] Completed CIVB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:34.375286] [INFO ] [sig ] [695/3599] Forecasting CIVI... [2025-11-26T20:54:34.375349] [INFO ] [sig ] Generating forecast for: CIVI [2025-11-26T20:54:34.375446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-11-26T20:54:34.387067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVI'. [2025-11-26T20:54:34.387431] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-11-26T20:54:34.388335] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-11-26T20:54:34.388420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:34.388483] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:34.388540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:34.388638] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:34.446319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:34.446996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:34.447100] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:34.447162] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:34.562549] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:34.562726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:34.562793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:34.562851] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:34.566177] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=64.33%) [2025-11-26T20:54:34.566483] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-11-26T20:54:34.566664] [INFO ] [sig ] CIVI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:34.709409] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIVI.txt [2025-11-26T20:54:34.709584] [INFO ] [sig ] [695/3599] Completed CIVI in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.7m [2025-11-26T20:54:34.709678] [INFO ] [sig ] [696/3599] Forecasting CLB... [2025-11-26T20:54:34.709741] [INFO ] [sig ] Generating forecast for: CLB [2025-11-26T20:54:34.709788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-11-26T20:54:34.721493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLB'. [2025-11-26T20:54:34.721848] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-11-26T20:54:34.722708] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-11-26T20:54:34.722797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:34.722869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:34.722934] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:34.723041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:34.782391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:34.783129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:34.783236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:34.783307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:34.902310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:34.902481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:34.902547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:34.902592] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:34.906095] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T20:54:34.906400] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-11-26T20:54:34.906571] [INFO ] [sig ] CLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:35.053337] [INFO ] [LOCAL ] Saved forecast: CLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLB.txt [2025-11-26T20:54:35.053512] [INFO ] [sig ] [696/3599] Completed CLB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:35.053560] [INFO ] [sig ] [697/3599] Forecasting CLBK... [2025-11-26T20:54:35.053602] [INFO ] [sig ] Generating forecast for: CLBK [2025-11-26T20:54:35.053664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'. [2025-11-26T20:54:35.070871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLBK'. [2025-11-26T20:54:35.071275] [INFO ] [FORECASTER] Starting predict_future for CLBK [2025-11-26T20:54:35.072268] [DEBUG] [LOCAL ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt [2025-11-26T20:54:35.072341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:35.072390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:35.072430] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:35.072499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:35.132200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:35.132868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:35.132967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:35.133008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:35.245128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:35.245285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:35.245338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:35.245380] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:35.248836] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=79.00%) [2025-11-26T20:54:35.249142] [INFO ] [FORECASTER] Completed predict_future for CLBK [2025-11-26T20:54:35.249296] [INFO ] [sig ] CLBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:35.391808] [INFO ] [LOCAL ] Saved forecast: CLBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLBK.txt [2025-11-26T20:54:35.391960] [INFO ] [sig ] [697/3599] Completed CLBK in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:35.392013] [INFO ] [sig ] [698/3599] Forecasting CLCO... [2025-11-26T20:54:35.392058] [INFO ] [sig ] Generating forecast for: CLCO [2025-11-26T20:54:35.392100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-11-26T20:54:35.404164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLCO'. [2025-11-26T20:54:35.404662] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-11-26T20:54:35.405541] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-11-26T20:54:35.405618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:35.405703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:35.405768] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:35.405871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:35.462885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:35.463904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:35.464027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:35.464092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:35.599262] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:35.599434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:35.599509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:35.599559] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:35.603185] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=90.53%) [2025-11-26T20:54:35.603514] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-11-26T20:54:35.603696] [INFO ] [sig ] CLCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:35.743619] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLCO.txt [2025-11-26T20:54:35.743790] [INFO ] [sig ] [698/3599] Completed CLCO in 0.4s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:35.743844] [INFO ] [sig ] [699/3599] Forecasting CLDX... [2025-11-26T20:54:35.743883] [INFO ] [sig ] Generating forecast for: CLDX [2025-11-26T20:54:35.743928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'. [2025-11-26T20:54:35.754702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLDX'. [2025-11-26T20:54:35.755004] [INFO ] [FORECASTER] Starting predict_future for CLDX [2025-11-26T20:54:35.755824] [DEBUG] [LOCAL ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt [2025-11-26T20:54:35.755893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:35.755938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:35.755972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:35.756040] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:35.813596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:35.814243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:35.814339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:35.814386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:35.934840] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:35.935005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:35.935060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:35.935102] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:35.941557] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=94.86%) [2025-11-26T20:54:35.941900] [INFO ] [FORECASTER] Completed predict_future for CLDX [2025-11-26T20:54:35.942062] [INFO ] [sig ] CLDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:36.082214] [INFO ] [LOCAL ] Saved forecast: CLDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLDX.txt [2025-11-26T20:54:36.082366] [INFO ] [sig ] [699/3599] Completed CLDX in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:36.082430] [INFO ] [sig ] [700/3599] Forecasting CLF... [2025-11-26T20:54:36.082477] [INFO ] [sig ] Generating forecast for: CLF [2025-11-26T20:54:36.082519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-11-26T20:54:36.096326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLF'. [2025-11-26T20:54:36.096633] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-11-26T20:54:36.097426] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-11-26T20:54:36.097495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:36.097556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:36.097595] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:36.097678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:36.154037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:36.154661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:36.154753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:36.154799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:36.278810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:36.278969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:36.279023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:36.279066] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:36.282565] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=19.02%) [2025-11-26T20:54:36.282889] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-11-26T20:54:36.283049] [INFO ] [sig ] CLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:36.424899] [INFO ] [LOCAL ] Saved forecast: CLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLF.txt [2025-11-26T20:54:36.425051] [INFO ] [sig ] [700/3599] Completed CLF in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:36.425105] [INFO ] [sig ] [701/3599] Forecasting CLFD... [2025-11-26T20:54:36.425156] [INFO ] [sig ] Generating forecast for: CLFD [2025-11-26T20:54:36.425211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'. [2025-11-26T20:54:36.436618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLFD'. [2025-11-26T20:54:36.436979] [INFO ] [FORECASTER] Starting predict_future for CLFD [2025-11-26T20:54:36.438099] [DEBUG] [LOCAL ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt [2025-11-26T20:54:36.438189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:36.438256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:36.438318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:36.438422] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:36.497014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:36.497758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:36.497855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:36.497903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:36.619077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:36.619257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:36.619324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:36.619404] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:36.622883] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=99.09%) [2025-11-26T20:54:36.623175] [INFO ] [FORECASTER] Completed predict_future for CLFD [2025-11-26T20:54:36.623336] [INFO ] [sig ] CLFD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:36.767083] [INFO ] [LOCAL ] Saved forecast: CLFD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLFD.txt [2025-11-26T20:54:36.767255] [INFO ] [sig ] [701/3599] Completed CLFD in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:36.767309] [INFO ] [sig ] [702/3599] Forecasting CLH... [2025-11-26T20:54:36.767355] [INFO ] [sig ] Generating forecast for: CLH [2025-11-26T20:54:36.767395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-11-26T20:54:36.779444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLH'. [2025-11-26T20:54:36.779811] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-11-26T20:54:36.780705] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-11-26T20:54:36.780776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:36.780824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:36.780867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:36.780957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:36.840421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:36.841114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:36.841211] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:36.841253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:36.957582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:36.957768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:36.957827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:36.957867] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:36.961358] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=51.71%) [2025-11-26T20:54:36.961684] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-11-26T20:54:36.961832] [INFO ] [sig ] CLH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:37.101971] [INFO ] [LOCAL ] Saved forecast: CLH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLH.txt [2025-11-26T20:54:37.102121] [INFO ] [sig ] [702/3599] Completed CLH in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:37.102175] [INFO ] [sig ] [703/3599] Forecasting CLLS... [2025-11-26T20:54:37.102220] [INFO ] [sig ] Generating forecast for: CLLS [2025-11-26T20:54:37.102261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'. [2025-11-26T20:54:37.113827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLLS'. [2025-11-26T20:54:37.114149] [INFO ] [FORECASTER] Starting predict_future for CLLS [2025-11-26T20:54:37.115020] [DEBUG] [LOCAL ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt [2025-11-26T20:54:37.115091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:37.115138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:37.115179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:37.115249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:37.174578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:37.175266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:37.175363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:37.175410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:37.297416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:37.297618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:37.297761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:37.297830] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:37.301410] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=3.02%) [2025-11-26T20:54:37.301764] [INFO ] [FORECASTER] Completed predict_future for CLLS [2025-11-26T20:54:37.301937] [INFO ] [sig ] CLLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:37.447169] [INFO ] [LOCAL ] Saved forecast: CLLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLLS.txt [2025-11-26T20:54:37.447335] [INFO ] [sig ] [703/3599] Completed CLLS in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:37.447397] [INFO ] [sig ] [704/3599] Forecasting CLMB... [2025-11-26T20:54:37.447451] [INFO ] [sig ] Generating forecast for: CLMB [2025-11-26T20:54:37.447495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'. [2025-11-26T20:54:37.459284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLMB'. [2025-11-26T20:54:37.459628] [INFO ] [FORECASTER] Starting predict_future for CLMB [2025-11-26T20:54:37.460506] [DEBUG] [LOCAL ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt [2025-11-26T20:54:37.460580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:37.460628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:37.460704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:37.460779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:37.519107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:37.519962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:37.520079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:37.520141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:37.638363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:37.638543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:37.638610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:37.638689] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:37.642079] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-11-26T20:54:37.642379] [INFO ] [FORECASTER] Completed predict_future for CLMB [2025-11-26T20:54:37.642546] [INFO ] [sig ] CLMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:37.784329] [INFO ] [LOCAL ] Saved forecast: CLMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLMB.txt [2025-11-26T20:54:37.784500] [INFO ] [sig ] [704/3599] Completed CLMB in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:37.784573] [INFO ] [sig ] [705/3599] Forecasting CLNE... [2025-11-26T20:54:37.784632] [INFO ] [sig ] Generating forecast for: CLNE [2025-11-26T20:54:37.784726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'. [2025-11-26T20:54:37.795806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNE'. [2025-11-26T20:54:37.796156] [INFO ] [FORECASTER] Starting predict_future for CLNE [2025-11-26T20:54:37.797051] [DEBUG] [LOCAL ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt [2025-11-26T20:54:37.797137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:37.797204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:37.797249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:37.797323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:37.861032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:37.861840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:37.861935] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:37.861983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:37.980587] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:37.980778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:37.980862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:37.980942] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:37.984491] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=22.25%) [2025-11-26T20:54:37.984827] [INFO ] [FORECASTER] Completed predict_future for CLNE [2025-11-26T20:54:37.985039] [INFO ] [sig ] CLNE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:38.125402] [INFO ] [LOCAL ] Saved forecast: CLNE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLNE.txt [2025-11-26T20:54:38.125566] [INFO ] [sig ] [705/3599] Completed CLNE in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:38.125654] [INFO ] [sig ] [706/3599] Forecasting CLNN... [2025-11-26T20:54:38.125716] [INFO ] [sig ] Generating forecast for: CLNN [2025-11-26T20:54:38.125779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'. [2025-11-26T20:54:38.136594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNN'. [2025-11-26T20:54:38.136938] [INFO ] [FORECASTER] Starting predict_future for CLNN [2025-11-26T20:54:38.137847] [DEBUG] [LOCAL ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt [2025-11-26T20:54:38.137923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:38.137992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:38.138051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:38.138156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:38.197803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:38.198562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:38.198690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:38.198758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:38.317066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:38.317210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:38.317273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:38.317321] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:38.320765] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=8.57%) [2025-11-26T20:54:38.321063] [INFO ] [FORECASTER] Completed predict_future for CLNN [2025-11-26T20:54:38.321220] [INFO ] [sig ] CLNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:38.462218] [INFO ] [LOCAL ] Saved forecast: CLNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLNN.txt [2025-11-26T20:54:38.462369] [INFO ] [sig ] [706/3599] Completed CLNN in 0.3s | 2.91 sym/s | Total: 4.0m | ETA: 16.6m [2025-11-26T20:54:38.462423] [INFO ] [sig ] [707/3599] Forecasting CLOA... [2025-11-26T20:54:38.462467] [INFO ] [sig ] Generating forecast for: CLOA [2025-11-26T20:54:38.462525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'. [2025-11-26T20:54:38.473595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLOA'. [2025-11-26T20:54:38.473928] [INFO ] [FORECASTER] Starting predict_future for CLOA [2025-11-26T20:54:38.474754] [DEBUG] [LOCAL ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt [2025-11-26T20:54:38.474823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:38.474893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:38.474941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:38.475018] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:38.532300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:38.533132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:38.533236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:38.533305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:38.635888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:38.636046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:38.636130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:38.636196] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:38.641125] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=95.55%) [2025-11-26T20:54:38.641543] [INFO ] [FORECASTER] Completed predict_future for CLOA [2025-11-26T20:54:38.641777] [INFO ] [sig ] CLOA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:38.787886] [INFO ] [LOCAL ] Saved forecast: CLOA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLOA.txt [2025-11-26T20:54:38.788054] [INFO ] [sig ] [707/3599] Completed CLOA in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.6m [2025-11-26T20:54:38.788136] [INFO ] [sig ] [708/3599] Forecasting CLRB... [2025-11-26T20:54:38.788197] [INFO ] [sig ] Generating forecast for: CLRB [2025-11-26T20:54:38.788260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'. [2025-11-26T20:54:38.799739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRB'. [2025-11-26T20:54:38.800115] [INFO ] [FORECASTER] Starting predict_future for CLRB [2025-11-26T20:54:38.800986] [DEBUG] [LOCAL ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt [2025-11-26T20:54:38.801066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:38.801128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:38.801185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:38.801282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:38.859671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:38.860365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:38.860472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:38.860535] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:38.974513] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:38.974717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:38.974788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:38.974846] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:38.978341] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=91.38%) [2025-11-26T20:54:38.978669] [INFO ] [FORECASTER] Completed predict_future for CLRB [2025-11-26T20:54:38.978832] [INFO ] [sig ] CLRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:39.118676] [INFO ] [LOCAL ] Saved forecast: CLRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLRB.txt [2025-11-26T20:54:39.118841] [INFO ] [sig ] [708/3599] Completed CLRB in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.6m [2025-11-26T20:54:39.118924] [INFO ] [sig ] [709/3599] Forecasting CLRO... [2025-11-26T20:54:39.118971] [INFO ] [sig ] Generating forecast for: CLRO [2025-11-26T20:54:39.119012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'. [2025-11-26T20:54:39.129877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRO'. [2025-11-26T20:54:39.130208] [INFO ] [FORECASTER] Starting predict_future for CLRO [2025-11-26T20:54:39.131014] [DEBUG] [LOCAL ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt [2025-11-26T20:54:39.131083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:39.131128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:39.131168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:39.131234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:39.188299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:39.188990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:39.189084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:39.189124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:39.296984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:39.297166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:39.297234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:39.297296] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:39.300874] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=46.48%) [2025-11-26T20:54:39.301215] [INFO ] [FORECASTER] Completed predict_future for CLRO [2025-11-26T20:54:39.301397] [INFO ] [sig ] CLRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:39.445380] [INFO ] [LOCAL ] Saved forecast: CLRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLRO.txt [2025-11-26T20:54:39.445564] [INFO ] [sig ] [709/3599] Completed CLRO in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.6m [2025-11-26T20:54:39.445667] [INFO ] [sig ] [710/3599] Forecasting CLS... [2025-11-26T20:54:39.445726] [INFO ] [sig ] Generating forecast for: CLS [2025-11-26T20:54:39.445796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-11-26T20:54:39.457493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLS'. [2025-11-26T20:54:39.457896] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-11-26T20:54:39.458812] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-11-26T20:54:39.458891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:39.458950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:39.459017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:39.459103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:39.518175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:39.518900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:39.518995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:39.519050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:39.638089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:39.638257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:39.638343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:39.638429] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:39.641977] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=54.61%) [2025-11-26T20:54:39.642326] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-11-26T20:54:39.642513] [INFO ] [sig ] CLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:39.788661] [INFO ] [LOCAL ] Saved forecast: CLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLS.txt [2025-11-26T20:54:39.788822] [INFO ] [sig ] [710/3599] Completed CLS in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.6m [2025-11-26T20:54:39.788912] [INFO ] [sig ] [711/3599] Forecasting CLSM... [2025-11-26T20:54:39.789001] [INFO ] [sig ] Generating forecast for: CLSM [2025-11-26T20:54:39.789072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLSM' from 'https://tdm.silogroup.org/data/derivative_storage/CLSM.csv'. [2025-11-26T20:54:39.800400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLSM'. [2025-11-26T20:54:39.800821] [INFO ] [FORECASTER] Starting predict_future for CLSM [2025-11-26T20:54:39.801837] [DEBUG] [LOCAL ] No optimal features file found for CLSM: ./output/feature-sets/CLSM.txt [2025-11-26T20:54:39.801918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:39.801980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:39.802041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:39.802131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:39.860848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:39.861613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:39.861749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:39.861827] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:39.962362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:39.962518] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:54:39.962571] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:39.962618] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:39.966059] [DEBUG] [FORECASTER] CLSM: Forecast T+1@11:T+2@11: DOWN (p=34.45%) [2025-11-26T20:54:39.966357] [INFO ] [FORECASTER] Completed predict_future for CLSM [2025-11-26T20:54:39.966512] [INFO ] [sig ] CLSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:40.107781] [INFO ] [LOCAL ] Saved forecast: CLSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLSM.txt [2025-11-26T20:54:40.107941] [INFO ] [sig ] [711/3599] Completed CLSM in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.6m [2025-11-26T20:54:40.107994] [INFO ] [sig ] [712/3599] Forecasting CM... [2025-11-26T20:54:40.108044] [INFO ] [sig ] Generating forecast for: CM [2025-11-26T20:54:40.108107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-11-26T20:54:40.119375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CM'. [2025-11-26T20:54:40.119763] [INFO ] [FORECASTER] Starting predict_future for CM [2025-11-26T20:54:40.120614] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-11-26T20:54:40.120710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:40.120760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:40.120801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:40.120870] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:40.180916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:40.181582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:40.181695] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:40.181745] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:40.302382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:40.302589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:40.302682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:40.302748] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:40.306397] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=37.28%) [2025-11-26T20:54:40.306750] [INFO ] [FORECASTER] Completed predict_future for CM [2025-11-26T20:54:40.306929] [INFO ] [sig ] CM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:40.451159] [INFO ] [LOCAL ] Saved forecast: CM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CM.txt [2025-11-26T20:54:40.451302] [INFO ] [sig ] [712/3599] Completed CM in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:40.451354] [INFO ] [sig ] [713/3599] Forecasting CMA... [2025-11-26T20:54:40.451395] [INFO ] [sig ] Generating forecast for: CMA [2025-11-26T20:54:40.451436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-11-26T20:54:40.462471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMA'. [2025-11-26T20:54:40.462791] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-11-26T20:54:40.463595] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-11-26T20:54:40.463691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:40.463754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:40.463811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:40.463912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:40.522694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:40.523367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:40.523470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:40.523534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:40.645597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:40.645784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:40.645852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:40.645911] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:40.649413] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=27.95%) [2025-11-26T20:54:40.649747] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-11-26T20:54:40.649905] [INFO ] [sig ] CMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:40.789630] [INFO ] [LOCAL ] Saved forecast: CMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMA.txt [2025-11-26T20:54:40.789803] [INFO ] [sig ] [713/3599] Completed CMA in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:40.789873] [INFO ] [sig ] [714/3599] Forecasting CMC... [2025-11-26T20:54:40.789926] [INFO ] [sig ] Generating forecast for: CMC [2025-11-26T20:54:40.789984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-11-26T20:54:40.801124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMC'. [2025-11-26T20:54:40.801460] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-11-26T20:54:40.802331] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-11-26T20:54:40.802403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:40.802451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:40.802492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:40.802578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:40.861922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:40.862579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:40.862698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:40.862756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:40.984435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:40.984611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:40.984691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:40.984761] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:40.991269] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=43.95%) [2025-11-26T20:54:40.991691] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-11-26T20:54:40.991885] [INFO ] [sig ] CMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:41.134328] [INFO ] [LOCAL ] Saved forecast: CMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMC.txt [2025-11-26T20:54:41.134497] [INFO ] [sig ] [714/3599] Completed CMC in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:41.134551] [INFO ] [sig ] [715/3599] Forecasting CMCM... [2025-11-26T20:54:41.134592] [INFO ] [sig ] Generating forecast for: CMCM [2025-11-26T20:54:41.134633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-11-26T20:54:41.239702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCM'. [2025-11-26T20:54:41.240050] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-11-26T20:54:41.240947] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-11-26T20:54:41.241023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:41.241065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:41.241111] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:41.241195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:41.299341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:41.300045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:41.300161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:41.300234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:41.415176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:41.415367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:41.415454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:41.415524] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:41.418984] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=95.66%) [2025-11-26T20:54:41.419284] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-11-26T20:54:41.419449] [INFO ] [sig ] CMCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:41.568525] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMCM.txt [2025-11-26T20:54:41.568717] [INFO ] [sig ] [715/3599] Completed CMCM in 0.4s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:41.568784] [INFO ] [sig ] [716/3599] Forecasting CMCO... [2025-11-26T20:54:41.568828] [INFO ] [sig ] Generating forecast for: CMCO [2025-11-26T20:54:41.568869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'. [2025-11-26T20:54:41.580001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCO'. [2025-11-26T20:54:41.580382] [INFO ] [FORECASTER] Starting predict_future for CMCO [2025-11-26T20:54:41.581271] [DEBUG] [LOCAL ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt [2025-11-26T20:54:41.581349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:41.581417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:41.581480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:41.581586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:41.640018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:41.640715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:41.640823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:41.640913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:41.761563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:41.761761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:41.761830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:41.761878] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:41.765265] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=82.20%) [2025-11-26T20:54:41.765571] [INFO ] [FORECASTER] Completed predict_future for CMCO [2025-11-26T20:54:41.765748] [INFO ] [sig ] CMCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:41.911160] [INFO ] [LOCAL ] Saved forecast: CMCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMCO.txt [2025-11-26T20:54:41.911323] [INFO ] [sig ] [716/3599] Completed CMCO in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:41.911376] [INFO ] [sig ] [717/3599] Forecasting CMCSA... [2025-11-26T20:54:41.911414] [INFO ] [sig ] Generating forecast for: CMCSA [2025-11-26T20:54:41.911453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'. [2025-11-26T20:54:41.923255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'. [2025-11-26T20:54:41.923586] [INFO ] [FORECASTER] Starting predict_future for CMCSA [2025-11-26T20:54:41.924466] [DEBUG] [LOCAL ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt [2025-11-26T20:54:41.924552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:41.924634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:41.924718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:41.924839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:41.983195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:41.983946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:41.984049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:41.984117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:42.103196] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:42.103383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:42.103436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:42.103476] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:42.106990] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=1.63%) [2025-11-26T20:54:42.107314] [INFO ] [FORECASTER] Completed predict_future for CMCSA [2025-11-26T20:54:42.107488] [INFO ] [sig ] CMCSA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:42.248316] [INFO ] [LOCAL ] Saved forecast: CMCSA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMCSA.txt [2025-11-26T20:54:42.248469] [INFO ] [sig ] [717/3599] Completed CMCSA in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:42.248523] [INFO ] [sig ] [718/3599] Forecasting CME... [2025-11-26T20:54:42.248565] [INFO ] [sig ] Generating forecast for: CME [2025-11-26T20:54:42.248607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'. [2025-11-26T20:54:42.259846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CME'. [2025-11-26T20:54:42.260182] [INFO ] [FORECASTER] Starting predict_future for CME [2025-11-26T20:54:42.261011] [DEBUG] [LOCAL ] No optimal features file found for CME: ./output/feature-sets/CME.txt [2025-11-26T20:54:42.261082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:42.261127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:42.261167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:42.261257] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:42.318572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:42.319246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:42.319339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:42.319393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:42.439739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:42.439893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:42.439946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:42.439994] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:42.443303] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=37.75%) [2025-11-26T20:54:42.443606] [INFO ] [FORECASTER] Completed predict_future for CME [2025-11-26T20:54:42.443781] [INFO ] [sig ] CME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:42.583142] [INFO ] [LOCAL ] Saved forecast: CME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CME.txt [2025-11-26T20:54:42.583285] [INFO ] [sig ] [718/3599] Completed CME in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:42.583337] [INFO ] [sig ] [719/3599] Forecasting CMG... [2025-11-26T20:54:42.583387] [INFO ] [sig ] Generating forecast for: CMG [2025-11-26T20:54:42.583441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-11-26T20:54:42.594992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMG'. [2025-11-26T20:54:42.595338] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-11-26T20:54:42.596221] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-11-26T20:54:42.596303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:42.596373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:42.596437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:42.596542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:42.654678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:42.655382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:42.655497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:42.655569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:42.772140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:42.772333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:42.772413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:42.772479] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:42.775967] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.55%) [2025-11-26T20:54:42.776291] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-11-26T20:54:42.776468] [INFO ] [sig ] CMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:42.921677] [INFO ] [LOCAL ] Saved forecast: CMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMG.txt [2025-11-26T20:54:42.921879] [INFO ] [sig ] [719/3599] Completed CMG in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:42.921954] [INFO ] [sig ] [720/3599] Forecasting CMI... [2025-11-26T20:54:42.922017] [INFO ] [sig ] Generating forecast for: CMI [2025-11-26T20:54:42.922080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-11-26T20:54:42.933860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMI'. [2025-11-26T20:54:42.934224] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-11-26T20:54:42.935127] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-11-26T20:54:42.935234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:42.935297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:42.935355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:42.935452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:42.993774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:42.994744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:42.994858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:42.994922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:43.114830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:43.115006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:43.115059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:43.115102] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:43.118483] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=1.59%) [2025-11-26T20:54:43.118795] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-11-26T20:54:43.118938] [INFO ] [sig ] CMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:43.260397] [INFO ] [LOCAL ] Saved forecast: CMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMI.txt [2025-11-26T20:54:43.260573] [INFO ] [sig ] [720/3599] Completed CMI in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:43.260627] [INFO ] [sig ] [721/3599] Forecasting CMMB... [2025-11-26T20:54:43.260698] [INFO ] [sig ] Generating forecast for: CMMB [2025-11-26T20:54:43.260749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'. [2025-11-26T20:54:43.272198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMMB'. [2025-11-26T20:54:43.272523] [INFO ] [FORECASTER] Starting predict_future for CMMB [2025-11-26T20:54:43.273402] [DEBUG] [LOCAL ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt [2025-11-26T20:54:43.273481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:43.273549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:43.273611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:43.273729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:43.333079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:43.333962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:43.334062] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:43.334111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:43.450311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:43.450496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:43.450572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:43.450638] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:43.454300] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=47.27%) [2025-11-26T20:54:43.454661] [INFO ] [FORECASTER] Completed predict_future for CMMB [2025-11-26T20:54:43.454845] [INFO ] [sig ] CMMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:43.598068] [INFO ] [LOCAL ] Saved forecast: CMMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMMB.txt [2025-11-26T20:54:43.598222] [INFO ] [sig ] [721/3599] Completed CMMB in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:43.598275] [INFO ] [sig ] [722/3599] Forecasting CMP... [2025-11-26T20:54:43.598318] [INFO ] [sig ] Generating forecast for: CMP [2025-11-26T20:54:43.598365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-11-26T20:54:43.609895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMP'. [2025-11-26T20:54:43.610237] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-11-26T20:54:43.611121] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-11-26T20:54:43.611193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:43.611241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:43.611283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:43.611367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:43.671540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:43.672249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:43.672346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:43.672395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:43.795480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:43.795692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:43.795768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:43.795830] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:43.799567] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=92.37%) [2025-11-26T20:54:43.799937] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-11-26T20:54:43.800113] [INFO ] [sig ] CMP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:43.944505] [INFO ] [LOCAL ] Saved forecast: CMP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMP.txt [2025-11-26T20:54:43.944731] [INFO ] [sig ] [722/3599] Completed CMP in 0.3s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:43.944822] [INFO ] [sig ] [723/3599] Forecasting CMPO... [2025-11-26T20:54:43.944902] [INFO ] [sig ] Generating forecast for: CMPO [2025-11-26T20:54:43.944970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-11-26T20:54:43.956376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPO'. [2025-11-26T20:54:43.956773] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-11-26T20:54:43.957637] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-11-26T20:54:43.957734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:43.957799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:43.957848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:43.957943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:44.019703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:44.020750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:44.020879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:44.020946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:44.151704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:44.151865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:44.151916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:44.151955] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:44.155342] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=34.65%) [2025-11-26T20:54:44.155664] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-11-26T20:54:44.155817] [INFO ] [sig ] CMPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:44.309558] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMPO.txt [2025-11-26T20:54:44.309806] [INFO ] [sig ] [723/3599] Completed CMPO in 0.4s | 2.91 sym/s | Total: 4.1m | ETA: 16.5m [2025-11-26T20:54:44.309885] [INFO ] [sig ] [724/3599] Forecasting CMPS... [2025-11-26T20:54:44.309955] [INFO ] [sig ] Generating forecast for: CMPS [2025-11-26T20:54:44.310014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'. [2025-11-26T20:54:44.321742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPS'. [2025-11-26T20:54:44.322108] [INFO ] [FORECASTER] Starting predict_future for CMPS [2025-11-26T20:54:44.322993] [DEBUG] [LOCAL ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt [2025-11-26T20:54:44.323067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:44.323114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:44.323155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:44.323217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:44.383462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:44.384196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:44.384296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:44.384345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:44.509020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:44.509224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:44.509290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:44.509345] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:44.513069] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=18.81%) [2025-11-26T20:54:44.513386] [INFO ] [FORECASTER] Completed predict_future for CMPS [2025-11-26T20:54:44.513554] [INFO ] [sig ] CMPS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:44.652917] [INFO ] [LOCAL ] Saved forecast: CMPS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMPS.txt [2025-11-26T20:54:44.653086] [INFO ] [sig ] [724/3599] Completed CMPS in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.5m [2025-11-26T20:54:44.653167] [INFO ] [sig ] [725/3599] Forecasting CMPX... [2025-11-26T20:54:44.653235] [INFO ] [sig ] Generating forecast for: CMPX [2025-11-26T20:54:44.653298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'. [2025-11-26T20:54:44.664501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPX'. [2025-11-26T20:54:44.664860] [INFO ] [FORECASTER] Starting predict_future for CMPX [2025-11-26T20:54:44.665733] [DEBUG] [LOCAL ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt [2025-11-26T20:54:44.665810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:44.665878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:44.665938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:44.666039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:44.727355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:44.728223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:44.728339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:44.728407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:44.846824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:44.847014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:44.847089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:44.847148] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:44.850675] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=42.53%) [2025-11-26T20:54:44.851011] [INFO ] [FORECASTER] Completed predict_future for CMPX [2025-11-26T20:54:44.851188] [INFO ] [sig ] CMPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:44.993722] [INFO ] [LOCAL ] Saved forecast: CMPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMPX.txt [2025-11-26T20:54:44.993889] [INFO ] [sig ] [725/3599] Completed CMPX in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.5m [2025-11-26T20:54:44.993971] [INFO ] [sig ] [726/3599] Forecasting CMRE... [2025-11-26T20:54:44.994036] [INFO ] [sig ] Generating forecast for: CMRE [2025-11-26T20:54:44.994104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-11-26T20:54:45.005485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMRE'. [2025-11-26T20:54:45.005935] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-11-26T20:54:45.006831] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-11-26T20:54:45.006907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:45.006975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:45.007040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:45.007145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:45.065075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:45.065996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:45.066111] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:45.066185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:45.185945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:45.186119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:45.186174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:45.186216] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:45.189662] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=92.10%) [2025-11-26T20:54:45.189965] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-11-26T20:54:45.190122] [INFO ] [sig ] CMRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:45.333535] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMRE.txt [2025-11-26T20:54:45.333755] [INFO ] [sig ] [726/3599] Completed CMRE in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.5m [2025-11-26T20:54:45.333816] [INFO ] [sig ] [727/3599] Forecasting CMSA... [2025-11-26T20:54:45.333873] [INFO ] [sig ] Generating forecast for: CMSA [2025-11-26T20:54:45.333929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-11-26T20:54:45.345453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSA'. [2025-11-26T20:54:45.345857] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-11-26T20:54:45.346709] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-11-26T20:54:45.346779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:45.346832] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:45.346886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:45.346967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:45.405995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:45.406714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:45.406818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:45.406874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:45.516411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:45.516584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:45.516663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:45.516719] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:45.520082] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=81.36%) [2025-11-26T20:54:45.520386] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-11-26T20:54:45.520539] [INFO ] [sig ] CMSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:45.660988] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMSA.txt [2025-11-26T20:54:45.661134] [INFO ] [sig ] [727/3599] Completed CMSA in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.5m [2025-11-26T20:54:45.661195] [INFO ] [sig ] [728/3599] Forecasting CMSC... [2025-11-26T20:54:45.661244] [INFO ] [sig ] Generating forecast for: CMSC [2025-11-26T20:54:45.661295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-11-26T20:54:45.671986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSC'. [2025-11-26T20:54:45.672293] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-11-26T20:54:45.673113] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-11-26T20:54:45.673181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:45.673233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:45.673284] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:45.673359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:45.733556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:45.734405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:45.734508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:45.734564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:45.850951] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:45.851116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:45.851167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:45.851208] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:45.854579] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-11-26T20:54:45.854908] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-11-26T20:54:45.855055] [INFO ] [sig ] CMSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:45.994404] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMSC.txt [2025-11-26T20:54:45.994596] [INFO ] [sig ] [728/3599] Completed CMSC in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.5m [2025-11-26T20:54:45.994694] [INFO ] [sig ] [729/3599] Forecasting CMSD... [2025-11-26T20:54:45.994754] [INFO ] [sig ] Generating forecast for: CMSD [2025-11-26T20:54:45.994816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-11-26T20:54:46.006212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSD'. [2025-11-26T20:54:46.006534] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-11-26T20:54:46.007419] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-11-26T20:54:46.007490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:46.007566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:46.007636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:46.007762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:46.067715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:46.068397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:46.068504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:46.068583] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:46.189025] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:46.189216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:46.189289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:46.189348] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:46.192835] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-11-26T20:54:46.193164] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-11-26T20:54:46.193342] [INFO ] [sig ] CMSD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:46.336028] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMSD.txt [2025-11-26T20:54:46.336273] [INFO ] [sig ] [729/3599] Completed CMSD in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.5m [2025-11-26T20:54:46.336359] [INFO ] [sig ] [730/3599] Forecasting CMTG... [2025-11-26T20:54:46.336423] [INFO ] [sig ] Generating forecast for: CMTG [2025-11-26T20:54:46.336487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-11-26T20:54:46.348353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTG'. [2025-11-26T20:54:46.348816] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-11-26T20:54:46.349755] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-11-26T20:54:46.349826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:46.349890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:46.349950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:46.350038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:46.409472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:46.410466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:46.410571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:46.410638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:46.522838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:46.523008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:46.523067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:46.523120] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:46.526573] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=20.09%) [2025-11-26T20:54:46.526904] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-11-26T20:54:46.527070] [INFO ] [sig ] CMTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:46.666916] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMTG.txt [2025-11-26T20:54:46.667098] [INFO ] [sig ] [730/3599] Completed CMTG in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:46.667176] [INFO ] [sig ] [731/3599] Forecasting CMTL... [2025-11-26T20:54:46.667241] [INFO ] [sig ] Generating forecast for: CMTL [2025-11-26T20:54:46.667303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'. [2025-11-26T20:54:46.678470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTL'. [2025-11-26T20:54:46.678875] [INFO ] [FORECASTER] Starting predict_future for CMTL [2025-11-26T20:54:46.679784] [DEBUG] [LOCAL ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt [2025-11-26T20:54:46.679874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:46.679943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:46.680003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:46.680104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:46.738904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:46.739706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:46.739816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:46.739888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:46.860477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:46.860680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:46.860757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:46.860821] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:46.864285] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=82.14%) [2025-11-26T20:54:46.864659] [INFO ] [FORECASTER] Completed predict_future for CMTL [2025-11-26T20:54:46.864832] [INFO ] [sig ] CMTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:47.004602] [INFO ] [LOCAL ] Saved forecast: CMTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMTL.txt [2025-11-26T20:54:47.004802] [INFO ] [sig ] [731/3599] Completed CMTL in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:47.004874] [INFO ] [sig ] [732/3599] Forecasting CNA... [2025-11-26T20:54:47.004936] [INFO ] [sig ] Generating forecast for: CNA [2025-11-26T20:54:47.004997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-11-26T20:54:47.016350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNA'. [2025-11-26T20:54:47.016714] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-11-26T20:54:47.017592] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-11-26T20:54:47.017690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:47.017743] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:47.017783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:47.017855] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:47.076854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:47.077669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:47.077767] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:47.077816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:47.198572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:47.198831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:47.198885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:47.198927] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:47.202368] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=70.93%) [2025-11-26T20:54:47.202704] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-11-26T20:54:47.202853] [INFO ] [sig ] CNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:47.342415] [INFO ] [LOCAL ] Saved forecast: CNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNA.txt [2025-11-26T20:54:47.342577] [INFO ] [sig ] [732/3599] Completed CNA in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:47.342630] [INFO ] [sig ] [733/3599] Forecasting CNC... [2025-11-26T20:54:47.342692] [INFO ] [sig ] Generating forecast for: CNC [2025-11-26T20:54:47.342736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-11-26T20:54:47.354577] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNC'. [2025-11-26T20:54:47.354963] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-11-26T20:54:47.355888] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-11-26T20:54:47.355981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:47.356047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:47.356092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:47.356172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:47.414162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:47.415047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:47.415147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:47.415194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:47.534880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:47.535074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:47.535129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:47.535172] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:47.538564] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=76.64%) [2025-11-26T20:54:47.538883] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-11-26T20:54:47.539029] [INFO ] [sig ] CNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:47.680310] [INFO ] [LOCAL ] Saved forecast: CNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNC.txt [2025-11-26T20:54:47.680486] [INFO ] [sig ] [733/3599] Completed CNC in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:47.680542] [INFO ] [sig ] [734/3599] Forecasting CNEY... [2025-11-26T20:54:47.680585] [INFO ] [sig ] Generating forecast for: CNEY [2025-11-26T20:54:47.680629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'. [2025-11-26T20:54:47.692832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNEY'. [2025-11-26T20:54:47.693172] [INFO ] [FORECASTER] Starting predict_future for CNEY [2025-11-26T20:54:47.694234] [DEBUG] [LOCAL ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt [2025-11-26T20:54:47.694315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:47.694374] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:47.694427] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:47.694518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:47.757669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:47.758422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:47.758520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:47.758567] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:47.877832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:47.878006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:47.878059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:47.878100] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:47.881725] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=14.71%) [2025-11-26T20:54:47.882139] [INFO ] [FORECASTER] Completed predict_future for CNEY [2025-11-26T20:54:47.882302] [INFO ] [sig ] CNEY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:48.024006] [INFO ] [LOCAL ] Saved forecast: CNEY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNEY.txt [2025-11-26T20:54:48.024163] [INFO ] [sig ] [734/3599] Completed CNEY in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:48.024248] [INFO ] [sig ] [735/3599] Forecasting CNF... [2025-11-26T20:54:48.024294] [INFO ] [sig ] Generating forecast for: CNF [2025-11-26T20:54:48.024337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-11-26T20:54:48.035694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNF'. [2025-11-26T20:54:48.036051] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-11-26T20:54:48.036903] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-11-26T20:54:48.036972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:48.037033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:48.037096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:48.037202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:48.096058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:48.096779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:48.096882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:48.096953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:48.204871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:48.205048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:48.205118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:48.205183] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:48.208724] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=23.31%) [2025-11-26T20:54:48.209090] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-11-26T20:54:48.209270] [INFO ] [sig ] CNF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:48.354422] [INFO ] [LOCAL ] Saved forecast: CNF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNF.txt [2025-11-26T20:54:48.354600] [INFO ] [sig ] [735/3599] Completed CNF in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:48.354699] [INFO ] [sig ] [736/3599] Forecasting CNI... [2025-11-26T20:54:48.354770] [INFO ] [sig ] Generating forecast for: CNI [2025-11-26T20:54:48.354836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-11-26T20:54:48.366452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNI'. [2025-11-26T20:54:48.366815] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-11-26T20:54:48.367719] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-11-26T20:54:48.367792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:48.367850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:48.367901] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:48.367980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:48.427084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:48.427917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:48.428018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:48.428076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:48.547028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:48.547205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:48.547257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:48.547298] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:48.550757] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=96.01%) [2025-11-26T20:54:48.551060] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-11-26T20:54:48.551255] [INFO ] [sig ] CNI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:48.690710] [INFO ] [LOCAL ] Saved forecast: CNI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNI.txt [2025-11-26T20:54:48.690865] [INFO ] [sig ] [736/3599] Completed CNI in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:48.690916] [INFO ] [sig ] [737/3599] Forecasting CNK... [2025-11-26T20:54:48.690965] [INFO ] [sig ] Generating forecast for: CNK [2025-11-26T20:54:48.691008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-11-26T20:54:48.703040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNK'. [2025-11-26T20:54:48.703491] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-11-26T20:54:48.704440] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-11-26T20:54:48.704522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:48.704567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:48.704609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:48.704749] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:48.762698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:48.763619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:48.763753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:48.763802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:48.884721] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:48.884918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:48.884971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:48.885012] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:48.888487] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=59.10%) [2025-11-26T20:54:48.888828] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-11-26T20:54:48.888979] [INFO ] [sig ] CNK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:49.029582] [INFO ] [LOCAL ] Saved forecast: CNK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNK.txt [2025-11-26T20:54:49.029804] [INFO ] [sig ] [737/3599] Completed CNK in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:49.029864] [INFO ] [sig ] [738/3599] Forecasting CNM... [2025-11-26T20:54:49.029920] [INFO ] [sig ] Generating forecast for: CNM [2025-11-26T20:54:49.029966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-11-26T20:54:49.041414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNM'. [2025-11-26T20:54:49.041744] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-11-26T20:54:49.042608] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-11-26T20:54:49.042711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:49.042784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:49.042848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:49.042953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:49.099891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:49.100585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:49.100718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:49.100786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:49.224130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:49.224309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:49.224377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:49.224462] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:49.227951] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-11-26T20:54:49.228274] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-11-26T20:54:49.228448] [INFO ] [sig ] CNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:49.368426] [INFO ] [LOCAL ] Saved forecast: CNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNM.txt [2025-11-26T20:54:49.368592] [INFO ] [sig ] [738/3599] Completed CNM in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:49.368686] [INFO ] [sig ] [739/3599] Forecasting CNMD... [2025-11-26T20:54:49.368757] [INFO ] [sig ] Generating forecast for: CNMD [2025-11-26T20:54:49.368823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-11-26T20:54:49.380415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNMD'. [2025-11-26T20:54:49.380784] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-11-26T20:54:49.381637] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-11-26T20:54:49.381740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:49.381786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:49.381824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:49.381910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:49.439327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:49.439976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:49.440069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:49.440115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:49.560927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:49.561098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:49.561157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:49.561206] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:49.564580] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=33.38%) [2025-11-26T20:54:49.564916] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-11-26T20:54:49.565066] [INFO ] [sig ] CNMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:49.706271] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNMD.txt [2025-11-26T20:54:49.706427] [INFO ] [sig ] [739/3599] Completed CNMD in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:49.706482] [INFO ] [sig ] [740/3599] Forecasting CNNE... [2025-11-26T20:54:49.706524] [INFO ] [sig ] Generating forecast for: CNNE [2025-11-26T20:54:49.706577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-11-26T20:54:49.718012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNNE'. [2025-11-26T20:54:49.718327] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-11-26T20:54:49.719190] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-11-26T20:54:49.719261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:49.719307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:49.719348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:49.719429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:49.777975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:49.778686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:49.778794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:49.778842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:49.902116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:49.902279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:49.902331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:49.902367] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:49.905863] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=90.21%) [2025-11-26T20:54:49.906164] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-11-26T20:54:49.906309] [INFO ] [sig ] CNNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:50.049518] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNNE.txt [2025-11-26T20:54:50.049724] [INFO ] [sig ] [740/3599] Completed CNNE in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:50.049793] [INFO ] [sig ] [741/3599] Forecasting CNO... [2025-11-26T20:54:50.049840] [INFO ] [sig ] Generating forecast for: CNO [2025-11-26T20:54:50.049884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-11-26T20:54:50.061039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNO'. [2025-11-26T20:54:50.061343] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-11-26T20:54:50.062225] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-11-26T20:54:50.062302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:50.062367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:50.062431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:50.062543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:50.120935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:50.121632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:50.121763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:50.121834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:50.247236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:50.247399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:50.247475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:50.247569] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:50.251100] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=74.71%) [2025-11-26T20:54:50.251433] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-11-26T20:54:50.251608] [INFO ] [sig ] CNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:50.398842] [INFO ] [LOCAL ] Saved forecast: CNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNO.txt [2025-11-26T20:54:50.398993] [INFO ] [sig ] [741/3599] Completed CNO in 0.3s | 2.91 sym/s | Total: 4.2m | ETA: 16.4m [2025-11-26T20:54:50.399050] [INFO ] [sig ] [742/3599] Forecasting CNOB... [2025-11-26T20:54:50.399100] [INFO ] [sig ] Generating forecast for: CNOB [2025-11-26T20:54:50.399147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'. [2025-11-26T20:54:50.409825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNOB'. [2025-11-26T20:54:50.410134] [INFO ] [FORECASTER] Starting predict_future for CNOB [2025-11-26T20:54:50.410941] [DEBUG] [LOCAL ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt [2025-11-26T20:54:50.411010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:50.411055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:50.411108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:50.411179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:50.468954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:50.469605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:50.469716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:50.469767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:50.599178] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:50.599356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:50.599409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:50.599494] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:50.603021] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=28.68%) [2025-11-26T20:54:50.603311] [INFO ] [FORECASTER] Completed predict_future for CNOB [2025-11-26T20:54:50.603457] [INFO ] [sig ] CNOB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:50.746551] [INFO ] [LOCAL ] Saved forecast: CNOB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNOB.txt [2025-11-26T20:54:50.746724] [INFO ] [sig ] [742/3599] Completed CNOB in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.4m [2025-11-26T20:54:50.746782] [INFO ] [sig ] [743/3599] Forecasting CNP... [2025-11-26T20:54:50.746831] [INFO ] [sig ] Generating forecast for: CNP [2025-11-26T20:54:50.746890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-11-26T20:54:50.760897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNP'. [2025-11-26T20:54:50.761231] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-11-26T20:54:50.762116] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-11-26T20:54:50.762187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:50.762234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:50.762274] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:50.762354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:50.820671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:50.821383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:50.821483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:50.821530] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:50.945236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:50.945431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:50.945485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:50.945537] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:50.949046] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=19.70%) [2025-11-26T20:54:50.949346] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-11-26T20:54:50.949501] [INFO ] [sig ] CNP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:51.097837] [INFO ] [LOCAL ] Saved forecast: CNP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNP.txt [2025-11-26T20:54:51.098182] [INFO ] [sig ] [743/3599] Completed CNP in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.4m [2025-11-26T20:54:51.098279] [INFO ] [sig ] [744/3599] Forecasting CNQ... [2025-11-26T20:54:51.098334] [INFO ] [sig ] Generating forecast for: CNQ [2025-11-26T20:54:51.098375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-11-26T20:54:51.110021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNQ'. [2025-11-26T20:54:51.110399] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-11-26T20:54:51.111247] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-11-26T20:54:51.111316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:51.111362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:51.111402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:51.111468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:51.168553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:51.169234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:51.169328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:51.169376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:51.290277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:51.290444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:51.290496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:51.290538] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:51.293949] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=20.18%) [2025-11-26T20:54:51.294236] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-11-26T20:54:51.294378] [INFO ] [sig ] CNQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:51.447087] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNQ.txt [2025-11-26T20:54:51.447240] [INFO ] [sig ] [744/3599] Completed CNQ in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.4m [2025-11-26T20:54:51.447293] [INFO ] [sig ] [745/3599] Forecasting CNS... [2025-11-26T20:54:51.447337] [INFO ] [sig ] Generating forecast for: CNS [2025-11-26T20:54:51.447379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-11-26T20:54:51.458295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNS'. [2025-11-26T20:54:51.458604] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-11-26T20:54:51.459405] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-11-26T20:54:51.459474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:51.459519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:51.459558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:51.459625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:51.516828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:51.517476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:51.517583] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:51.517631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:51.641120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:51.641301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:51.641355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:51.641397] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:51.644848] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=80.85%) [2025-11-26T20:54:51.645143] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-11-26T20:54:51.645287] [INFO ] [sig ] CNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:51.787019] [INFO ] [LOCAL ] Saved forecast: CNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNS.txt [2025-11-26T20:54:51.787178] [INFO ] [sig ] [745/3599] Completed CNS in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.4m [2025-11-26T20:54:51.787232] [INFO ] [sig ] [746/3599] Forecasting CNSP... [2025-11-26T20:54:51.787274] [INFO ] [sig ] Generating forecast for: CNSP [2025-11-26T20:54:51.787320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'. [2025-11-26T20:54:51.799203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNSP'. [2025-11-26T20:54:51.799578] [INFO ] [FORECASTER] Starting predict_future for CNSP [2025-11-26T20:54:51.800403] [DEBUG] [LOCAL ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt [2025-11-26T20:54:51.800473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:51.800519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:51.800557] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:51.800624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:51.858819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:51.859616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:51.859734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:51.859780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:51.983936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:51.984112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:51.984164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:51.984204] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:51.987614] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=64.34%) [2025-11-26T20:54:51.987930] [INFO ] [FORECASTER] Completed predict_future for CNSP [2025-11-26T20:54:51.988079] [INFO ] [sig ] CNSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:52.129364] [INFO ] [LOCAL ] Saved forecast: CNSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNSP.txt [2025-11-26T20:54:52.129518] [INFO ] [sig ] [746/3599] Completed CNSP in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.4m [2025-11-26T20:54:52.129572] [INFO ] [sig ] [747/3599] Forecasting CNTA... [2025-11-26T20:54:52.129616] [INFO ] [sig ] Generating forecast for: CNTA [2025-11-26T20:54:52.129680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'. [2025-11-26T20:54:52.141295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTA'. [2025-11-26T20:54:52.141603] [INFO ] [FORECASTER] Starting predict_future for CNTA [2025-11-26T20:54:52.142466] [DEBUG] [LOCAL ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt [2025-11-26T20:54:52.142537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:52.142583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:52.142623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:52.142712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:52.201397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:52.202063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:52.202158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:52.202206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:52.317373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:52.317588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:52.317657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:52.317699] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:52.321150] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=33.11%) [2025-11-26T20:54:52.321461] [INFO ] [FORECASTER] Completed predict_future for CNTA [2025-11-26T20:54:52.321611] [INFO ] [sig ] CNTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:52.462849] [INFO ] [LOCAL ] Saved forecast: CNTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNTA.txt [2025-11-26T20:54:52.463016] [INFO ] [sig ] [747/3599] Completed CNTA in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:52.463074] [INFO ] [sig ] [748/3599] Forecasting CNTY... [2025-11-26T20:54:52.463119] [INFO ] [sig ] Generating forecast for: CNTY [2025-11-26T20:54:52.463160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'. [2025-11-26T20:54:52.474789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTY'. [2025-11-26T20:54:52.475078] [INFO ] [FORECASTER] Starting predict_future for CNTY [2025-11-26T20:54:52.475897] [DEBUG] [LOCAL ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt [2025-11-26T20:54:52.475967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:52.476014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:52.476054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:52.476122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:52.538056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:52.539133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:52.539245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:52.539304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:52.662459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:52.662673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:52.662733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:52.662779] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:52.666228] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=82.22%) [2025-11-26T20:54:52.666535] [INFO ] [FORECASTER] Completed predict_future for CNTY [2025-11-26T20:54:52.666703] [INFO ] [sig ] CNTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:52.807907] [INFO ] [LOCAL ] Saved forecast: CNTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNTY.txt [2025-11-26T20:54:52.808075] [INFO ] [sig ] [748/3599] Completed CNTY in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:52.808125] [INFO ] [sig ] [749/3599] Forecasting CNVS... [2025-11-26T20:54:52.808170] [INFO ] [sig ] Generating forecast for: CNVS [2025-11-26T20:54:52.808214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'. [2025-11-26T20:54:52.822487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNVS'. [2025-11-26T20:54:52.823126] [INFO ] [FORECASTER] Starting predict_future for CNVS [2025-11-26T20:54:52.824156] [DEBUG] [LOCAL ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt [2025-11-26T20:54:52.824233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:52.824284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:52.824346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:52.824425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:52.883831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:52.884914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:52.885027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:52.885073] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:53.007155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:53.007360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:53.007415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:53.007457] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:53.011018] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-11-26T20:54:53.011312] [INFO ] [FORECASTER] Completed predict_future for CNVS [2025-11-26T20:54:53.011459] [INFO ] [sig ] CNVS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:53.153443] [INFO ] [LOCAL ] Saved forecast: CNVS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNVS.txt [2025-11-26T20:54:53.153616] [INFO ] [sig ] [749/3599] Completed CNVS in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:53.153697] [INFO ] [sig ] [750/3599] Forecasting CNX... [2025-11-26T20:54:53.153736] [INFO ] [sig ] Generating forecast for: CNX [2025-11-26T20:54:53.153782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-11-26T20:54:53.165341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNX'. [2025-11-26T20:54:53.165700] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-11-26T20:54:53.166507] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-11-26T20:54:53.166578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:53.166625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:53.166701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:53.166833] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:53.224030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:53.224822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:53.224921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:53.224976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:53.345288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:53.345478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:53.345531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:53.345572] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:53.349080] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=8.22%) [2025-11-26T20:54:53.349392] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-11-26T20:54:53.349544] [INFO ] [sig ] CNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:53.490338] [INFO ] [LOCAL ] Saved forecast: CNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNX.txt [2025-11-26T20:54:53.490505] [INFO ] [sig ] [750/3599] Completed CNX in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:53.490560] [INFO ] [sig ] [751/3599] Forecasting CNXC... [2025-11-26T20:54:53.490602] [INFO ] [sig ] Generating forecast for: CNXC [2025-11-26T20:54:53.490660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'. [2025-11-26T20:54:53.502416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXC'. [2025-11-26T20:54:53.502896] [INFO ] [FORECASTER] Starting predict_future for CNXC [2025-11-26T20:54:53.503902] [DEBUG] [LOCAL ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt [2025-11-26T20:54:53.503974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:53.504019] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:53.504057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:53.504123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:53.562707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:53.563620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:53.563760] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:53.563807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:53.684479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:53.684724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:53.684796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:53.684860] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:53.688338] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=76.72%) [2025-11-26T20:54:53.688692] [INFO ] [FORECASTER] Completed predict_future for CNXC [2025-11-26T20:54:53.688904] [INFO ] [sig ] CNXC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:53.830137] [INFO ] [LOCAL ] Saved forecast: CNXC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNXC.txt [2025-11-26T20:54:53.830298] [INFO ] [sig ] [751/3599] Completed CNXC in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:53.830352] [INFO ] [sig ] [752/3599] Forecasting CNXN... [2025-11-26T20:54:53.830395] [INFO ] [sig ] Generating forecast for: CNXN [2025-11-26T20:54:53.830438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'. [2025-11-26T20:54:53.841966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXN'. [2025-11-26T20:54:53.842332] [INFO ] [FORECASTER] Starting predict_future for CNXN [2025-11-26T20:54:53.843176] [DEBUG] [LOCAL ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt [2025-11-26T20:54:53.843247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:53.843293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:53.843333] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:53.843400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:53.902052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:53.902829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:53.902928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:53.902977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:54.030993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:54.031197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:54.031252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:54.031294] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:54.035315] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=86.66%) [2025-11-26T20:54:54.035679] [INFO ] [FORECASTER] Completed predict_future for CNXN [2025-11-26T20:54:54.035839] [INFO ] [sig ] CNXN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:54.183391] [INFO ] [LOCAL ] Saved forecast: CNXN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNXN.txt [2025-11-26T20:54:54.183586] [INFO ] [sig ] [752/3599] Completed CNXN in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:54.183660] [INFO ] [sig ] [753/3599] Forecasting COCO... [2025-11-26T20:54:54.183707] [INFO ] [sig ] Generating forecast for: COCO [2025-11-26T20:54:54.183748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'. [2025-11-26T20:54:54.197992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COCO'. [2025-11-26T20:54:54.198516] [INFO ] [FORECASTER] Starting predict_future for COCO [2025-11-26T20:54:54.199566] [DEBUG] [LOCAL ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt [2025-11-26T20:54:54.199679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:54.199740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:54.199800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:54.199899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:54.290527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:54.291805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:54.291941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:54.292017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:54.451857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:54.452109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:54.452198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:54.452267] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:54.458259] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-11-26T20:54:54.458904] [INFO ] [FORECASTER] Completed predict_future for COCO [2025-11-26T20:54:54.459158] [INFO ] [sig ] COCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:54.612525] [INFO ] [LOCAL ] Saved forecast: COCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COCO.txt [2025-11-26T20:54:54.612770] [INFO ] [sig ] [753/3599] Completed COCO in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:54.612849] [INFO ] [sig ] [754/3599] Forecasting CODA... [2025-11-26T20:54:54.612899] [INFO ] [sig ] Generating forecast for: CODA [2025-11-26T20:54:54.612942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'. [2025-11-26T20:54:54.625985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODA'. [2025-11-26T20:54:54.626493] [INFO ] [FORECASTER] Starting predict_future for CODA [2025-11-26T20:54:54.627426] [DEBUG] [LOCAL ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt [2025-11-26T20:54:54.627500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:54.627570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:54.627611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:54.627745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:54.693857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:54.695141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:54.695284] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:54.695352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:54.845557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:54.845835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:54.845925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:54.846000] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:54.851799] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-11-26T20:54:54.852363] [INFO ] [FORECASTER] Completed predict_future for CODA [2025-11-26T20:54:54.852613] [INFO ] [sig ] CODA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:55.033849] [INFO ] [LOCAL ] Saved forecast: CODA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CODA.txt [2025-11-26T20:54:55.034046] [INFO ] [sig ] [754/3599] Completed CODA in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:55.034102] [INFO ] [sig ] [755/3599] Forecasting CODI... [2025-11-26T20:54:55.034148] [INFO ] [sig ] Generating forecast for: CODI [2025-11-26T20:54:55.034190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-11-26T20:54:55.049840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODI'. [2025-11-26T20:54:55.050397] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-11-26T20:54:55.051461] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-11-26T20:54:55.051565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:55.051622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:55.051736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:55.051826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:55.110670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:55.111665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:55.111792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:55.111850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:55.235265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:55.235466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:55.235521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:55.235563] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:55.239979] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=82.74%) [2025-11-26T20:54:55.240494] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-11-26T20:54:55.240679] [INFO ] [sig ] CODI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:55.390514] [INFO ] [LOCAL ] Saved forecast: CODI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CODI.txt [2025-11-26T20:54:55.390712] [INFO ] [sig ] [755/3599] Completed CODI in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:55.390770] [INFO ] [sig ] [756/3599] Forecasting COEP... [2025-11-26T20:54:55.390815] [INFO ] [sig ] Generating forecast for: COEP [2025-11-26T20:54:55.390855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'. [2025-11-26T20:54:55.402291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COEP'. [2025-11-26T20:54:55.402681] [INFO ] [FORECASTER] Starting predict_future for COEP [2025-11-26T20:54:55.403514] [DEBUG] [LOCAL ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt [2025-11-26T20:54:55.403583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:55.403628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:55.403685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:55.403755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:55.461219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:55.462062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:55.462161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:55.462206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:55.598466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:55.598669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:55.598724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:55.598767] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:55.602193] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=50.88%) [2025-11-26T20:54:55.602490] [INFO ] [FORECASTER] Completed predict_future for COEP [2025-11-26T20:54:55.602635] [INFO ] [sig ] COEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:55.741359] [INFO ] [LOCAL ] Saved forecast: COEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COEP.txt [2025-11-26T20:54:55.741507] [INFO ] [sig ] [756/3599] Completed COEP in 0.4s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:55.741560] [INFO ] [sig ] [757/3599] Forecasting COF... [2025-11-26T20:54:55.741602] [INFO ] [sig ] Generating forecast for: COF [2025-11-26T20:54:55.741662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-11-26T20:54:55.753075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COF'. [2025-11-26T20:54:55.753394] [INFO ] [FORECASTER] Starting predict_future for COF [2025-11-26T20:54:55.754208] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-11-26T20:54:55.754279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:55.754324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:55.754363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:55.754436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:55.811857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:55.812785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:55.812882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:55.812930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:55.936903] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:55.937096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:55.937152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:55.937186] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:55.940808] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=42.05%) [2025-11-26T20:54:55.941128] [INFO ] [FORECASTER] Completed predict_future for COF [2025-11-26T20:54:55.941280] [INFO ] [sig ] COF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:56.082798] [INFO ] [LOCAL ] Saved forecast: COF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COF.txt [2025-11-26T20:54:56.082987] [INFO ] [sig ] [757/3599] Completed COF in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:56.083045] [INFO ] [sig ] [758/3599] Forecasting COFS... [2025-11-26T20:54:56.083089] [INFO ] [sig ] Generating forecast for: COFS [2025-11-26T20:54:56.083130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'. [2025-11-26T20:54:56.094760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COFS'. [2025-11-26T20:54:56.095081] [INFO ] [FORECASTER] Starting predict_future for COFS [2025-11-26T20:54:56.095928] [DEBUG] [LOCAL ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt [2025-11-26T20:54:56.095999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:56.096046] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:56.096086] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:56.096157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:56.153566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:56.154259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:56.154359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:56.154407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:56.273594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:56.273796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:56.273852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:56.273895] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:56.277493] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=9.13%) [2025-11-26T20:54:56.277844] [INFO ] [FORECASTER] Completed predict_future for COFS [2025-11-26T20:54:56.277998] [INFO ] [sig ] COFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:56.421135] [INFO ] [LOCAL ] Saved forecast: COFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COFS.txt [2025-11-26T20:54:56.421305] [INFO ] [sig ] [758/3599] Completed COFS in 0.3s | 2.91 sym/s | Total: 4.3m | ETA: 16.3m [2025-11-26T20:54:56.421382] [INFO ] [sig ] [759/3599] Forecasting COIN... [2025-11-26T20:54:56.421427] [INFO ] [sig ] Generating forecast for: COIN [2025-11-26T20:54:56.421470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'. [2025-11-26T20:54:56.432794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COIN'. [2025-11-26T20:54:56.433091] [INFO ] [FORECASTER] Starting predict_future for COIN [2025-11-26T20:54:56.433908] [DEBUG] [LOCAL ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt [2025-11-26T20:54:56.433977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:56.434022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:56.434061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:56.434127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:56.491656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:56.492311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:56.492404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:56.492449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:56.615159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:56.615326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:56.615376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:56.615418] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:56.618807] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-11-26T20:54:56.619102] [INFO ] [FORECASTER] Completed predict_future for COIN [2025-11-26T20:54:56.619244] [INFO ] [sig ] COIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:56.758692] [INFO ] [LOCAL ] Saved forecast: COIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COIN.txt [2025-11-26T20:54:56.758846] [INFO ] [sig ] [759/3599] Completed COIN in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:56.758929] [INFO ] [sig ] [760/3599] Forecasting COKE... [2025-11-26T20:54:56.759044] [INFO ] [sig ] Generating forecast for: COKE [2025-11-26T20:54:56.759086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'. [2025-11-26T20:54:56.770675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COKE'. [2025-11-26T20:54:56.771026] [INFO ] [FORECASTER] Starting predict_future for COKE [2025-11-26T20:54:56.771892] [DEBUG] [LOCAL ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt [2025-11-26T20:54:56.771962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:56.772008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:56.772047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:56.772114] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:56.828453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:56.829220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:56.829320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:56.829366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:56.946723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:56.946913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:56.946966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:56.947009] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:56.950730] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=58.91%) [2025-11-26T20:54:56.951086] [INFO ] [FORECASTER] Completed predict_future for COKE [2025-11-26T20:54:56.951269] [INFO ] [sig ] COKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:57.092804] [INFO ] [LOCAL ] Saved forecast: COKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COKE.txt [2025-11-26T20:54:57.093023] [INFO ] [sig ] [760/3599] Completed COKE in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:57.093093] [INFO ] [sig ] [761/3599] Forecasting COLB... [2025-11-26T20:54:57.093143] [INFO ] [sig ] Generating forecast for: COLB [2025-11-26T20:54:57.093189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'. [2025-11-26T20:54:57.107144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLB'. [2025-11-26T20:54:57.107688] [INFO ] [FORECASTER] Starting predict_future for COLB [2025-11-26T20:54:57.108722] [DEBUG] [LOCAL ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt [2025-11-26T20:54:57.108799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:57.108849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:57.108888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:57.108965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:57.169355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:57.170540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:57.170698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:57.170750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:57.298311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:57.298509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:57.298565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:57.298606] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:57.302234] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-11-26T20:54:57.302537] [INFO ] [FORECASTER] Completed predict_future for COLB [2025-11-26T20:54:57.302718] [INFO ] [sig ] COLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:57.445720] [INFO ] [LOCAL ] Saved forecast: COLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COLB.txt [2025-11-26T20:54:57.445899] [INFO ] [sig ] [761/3599] Completed COLB in 0.4s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:57.445956] [INFO ] [sig ] [762/3599] Forecasting COLD... [2025-11-26T20:54:57.446000] [INFO ] [sig ] Generating forecast for: COLD [2025-11-26T20:54:57.446043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-11-26T20:54:57.457413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLD'. [2025-11-26T20:54:57.457768] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-11-26T20:54:57.458589] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-11-26T20:54:57.458681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:57.458730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:57.458771] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:57.458843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:57.516859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:57.517594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:57.517708] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:57.517756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:57.643877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:57.644058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:57.644132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:57.644179] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:57.647992] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=87.14%) [2025-11-26T20:54:57.648307] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-11-26T20:54:57.648479] [INFO ] [sig ] COLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:57.790432] [INFO ] [LOCAL ] Saved forecast: COLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COLD.txt [2025-11-26T20:54:57.790597] [INFO ] [sig ] [762/3599] Completed COLD in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:57.790672] [INFO ] [sig ] [763/3599] Forecasting COLL... [2025-11-26T20:54:57.790718] [INFO ] [sig ] Generating forecast for: COLL [2025-11-26T20:54:57.790759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'. [2025-11-26T20:54:57.802099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLL'. [2025-11-26T20:54:57.802418] [INFO ] [FORECASTER] Starting predict_future for COLL [2025-11-26T20:54:57.803261] [DEBUG] [LOCAL ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt [2025-11-26T20:54:57.803332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:57.803379] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:57.803419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:57.803499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:57.862219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:57.862962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:57.863060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:57.863107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:57.985541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:57.985741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:57.985796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:57.985837] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:57.989274] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-11-26T20:54:57.989569] [INFO ] [FORECASTER] Completed predict_future for COLL [2025-11-26T20:54:57.989735] [INFO ] [sig ] COLL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:58.131627] [INFO ] [LOCAL ] Saved forecast: COLL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COLL.txt [2025-11-26T20:54:58.131843] [INFO ] [sig ] [763/3599] Completed COLL in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:58.131908] [INFO ] [sig ] [764/3599] Forecasting COLM... [2025-11-26T20:54:58.131954] [INFO ] [sig ] Generating forecast for: COLM [2025-11-26T20:54:58.131998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'. [2025-11-26T20:54:58.144556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLM'. [2025-11-26T20:54:58.144947] [INFO ] [FORECASTER] Starting predict_future for COLM [2025-11-26T20:54:58.145838] [DEBUG] [LOCAL ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt [2025-11-26T20:54:58.145924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:58.146003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:58.146072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:58.146183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:58.205096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:58.205902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:58.206028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:58.206104] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:58.329069] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:58.329263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:58.329319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:58.329364] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:58.333145] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=0.61%) [2025-11-26T20:54:58.333492] [INFO ] [FORECASTER] Completed predict_future for COLM [2025-11-26T20:54:58.333684] [INFO ] [sig ] COLM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:58.476178] [INFO ] [LOCAL ] Saved forecast: COLM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COLM.txt [2025-11-26T20:54:58.476341] [INFO ] [sig ] [764/3599] Completed COLM in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:58.476397] [INFO ] [sig ] [765/3599] Forecasting COMM... [2025-11-26T20:54:58.476440] [INFO ] [sig ] Generating forecast for: COMM [2025-11-26T20:54:58.476483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'. [2025-11-26T20:54:58.488250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMM'. [2025-11-26T20:54:58.488613] [INFO ] [FORECASTER] Starting predict_future for COMM [2025-11-26T20:54:58.489451] [DEBUG] [LOCAL ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt [2025-11-26T20:54:58.489532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:58.489594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:58.489674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:58.489780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:58.546351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:58.547053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:58.547162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:58.547225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:58.667750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:58.667961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:58.668030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:58.668087] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:58.671596] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=73.64%) [2025-11-26T20:54:58.671922] [INFO ] [FORECASTER] Completed predict_future for COMM [2025-11-26T20:54:58.672086] [INFO ] [sig ] COMM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:54:58.811371] [INFO ] [LOCAL ] Saved forecast: COMM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COMM.txt [2025-11-26T20:54:58.811590] [INFO ] [sig ] [765/3599] Completed COMM in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.3m [2025-11-26T20:54:58.811690] [INFO ] [sig ] [766/3599] Forecasting COMP... [2025-11-26T20:54:58.811753] [INFO ] [sig ] Generating forecast for: COMP [2025-11-26T20:54:58.811811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-11-26T20:54:58.823428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMP'. [2025-11-26T20:54:58.823788] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-11-26T20:54:58.824634] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-11-26T20:54:58.824729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:58.824799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:58.824854] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:58.824937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:58.886295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:58.887056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:58.887155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:58.887203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:59.022328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:59.022519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:59.022572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:59.022631] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:59.026257] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=44.21%) [2025-11-26T20:54:59.026572] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-11-26T20:54:59.026742] [INFO ] [sig ] COMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:59.170691] [INFO ] [LOCAL ] Saved forecast: COMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COMP.txt [2025-11-26T20:54:59.170859] [INFO ] [sig ] [766/3599] Completed COMP in 0.4s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:54:59.170913] [INFO ] [sig ] [767/3599] Forecasting CONL... [2025-11-26T20:54:59.170997] [INFO ] [sig ] Generating forecast for: CONL [2025-11-26T20:54:59.171038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'. [2025-11-26T20:54:59.184034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CONL'. [2025-11-26T20:54:59.184403] [INFO ] [FORECASTER] Starting predict_future for CONL [2025-11-26T20:54:59.185261] [DEBUG] [LOCAL ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt [2025-11-26T20:54:59.185333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:59.185380] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:59.185420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:59.185489] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:59.244679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:59.245358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:59.245457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:59.245506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:59.369151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:59.369341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:59.369396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:59.369441] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:59.372994] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=26.11%) [2025-11-26T20:54:59.373301] [INFO ] [FORECASTER] Completed predict_future for CONL [2025-11-26T20:54:59.373454] [INFO ] [sig ] CONL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:59.520145] [INFO ] [LOCAL ] Saved forecast: CONL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CONL.txt [2025-11-26T20:54:59.520301] [INFO ] [sig ] [767/3599] Completed CONL in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:54:59.520354] [INFO ] [sig ] [768/3599] Forecasting COO... [2025-11-26T20:54:59.520390] [INFO ] [sig ] Generating forecast for: COO [2025-11-26T20:54:59.520433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'. [2025-11-26T20:54:59.532345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COO'. [2025-11-26T20:54:59.532726] [INFO ] [FORECASTER] Starting predict_future for COO [2025-11-26T20:54:59.533577] [DEBUG] [LOCAL ] No optimal features file found for COO: ./output/feature-sets/COO.txt [2025-11-26T20:54:59.533669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:59.533718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:59.533757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:59.533827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:59.595070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:59.595822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:59.595937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:59.595994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:54:59.722702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:54:59.722973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:54:59.723040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:54:59.723087] [INFO ] [FORECASTER] Training complete [2025-11-26T20:54:59.726820] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=40.74%) [2025-11-26T20:54:59.727135] [INFO ] [FORECASTER] Completed predict_future for COO [2025-11-26T20:54:59.727284] [INFO ] [sig ] COO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:54:59.868815] [INFO ] [LOCAL ] Saved forecast: COO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COO.txt [2025-11-26T20:54:59.868977] [INFO ] [sig ] [768/3599] Completed COO in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:54:59.869030] [INFO ] [sig ] [769/3599] Forecasting COP... [2025-11-26T20:54:59.869071] [INFO ] [sig ] Generating forecast for: COP [2025-11-26T20:54:59.869113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-11-26T20:54:59.881243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COP'. [2025-11-26T20:54:59.881602] [INFO ] [FORECASTER] Starting predict_future for COP [2025-11-26T20:54:59.882433] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-11-26T20:54:59.882503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:54:59.882561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:54:59.882611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:54:59.882717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:54:59.939171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:54:59.939896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:54:59.939990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:54:59.940050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:00.056079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:00.056255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:00.056309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:00.056349] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:00.059876] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-11-26T20:55:00.060199] [INFO ] [FORECASTER] Completed predict_future for COP [2025-11-26T20:55:00.060364] [INFO ] [sig ] COP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:00.204618] [INFO ] [LOCAL ] Saved forecast: COP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COP.txt [2025-11-26T20:55:00.204828] [INFO ] [sig ] [769/3599] Completed COP in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:00.204897] [INFO ] [sig ] [770/3599] Forecasting COPP... [2025-11-26T20:55:00.204961] [INFO ] [sig ] Generating forecast for: COPP [2025-11-26T20:55:00.205019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'. [2025-11-26T20:55:00.216303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COPP'. [2025-11-26T20:55:00.216711] [INFO ] [FORECASTER] Starting predict_future for COPP [2025-11-26T20:55:00.217709] [DEBUG] [LOCAL ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt [2025-11-26T20:55:00.217784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:00.217833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:00.217882] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:00.217964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:00.277663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:00.278547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:00.278685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:00.278737] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:00.398059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:00.398262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:00.398331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:00.398392] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:00.402739] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=86.69%) [2025-11-26T20:55:00.403242] [INFO ] [FORECASTER] Completed predict_future for COPP [2025-11-26T20:55:00.403466] [INFO ] [sig ] COPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:00.544904] [INFO ] [LOCAL ] Saved forecast: COPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COPP.txt [2025-11-26T20:55:00.545079] [INFO ] [sig ] [770/3599] Completed COPP in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:00.545126] [INFO ] [sig ] [771/3599] Forecasting CORZ... [2025-11-26T20:55:00.545161] [INFO ] [sig ] Generating forecast for: CORZ [2025-11-26T20:55:00.545195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'. [2025-11-26T20:55:00.557515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZ'. [2025-11-26T20:55:00.557961] [INFO ] [FORECASTER] Starting predict_future for CORZ [2025-11-26T20:55:00.558851] [DEBUG] [LOCAL ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt [2025-11-26T20:55:00.558918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:00.558957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:00.558989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:00.559050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:00.616094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:00.616934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:00.617041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:00.617089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:00.739164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:00.739358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:00.739407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:00.739443] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:00.743009] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=3.30%) [2025-11-26T20:55:00.743371] [INFO ] [FORECASTER] Completed predict_future for CORZ [2025-11-26T20:55:00.743549] [INFO ] [sig ] CORZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:00.885095] [INFO ] [LOCAL ] Saved forecast: CORZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CORZ.txt [2025-11-26T20:55:00.885284] [INFO ] [sig ] [771/3599] Completed CORZ in 0.3s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:00.885342] [INFO ] [sig ] [772/3599] Forecasting CORZZ... [2025-11-26T20:55:00.885435] [INFO ] [sig ] Generating forecast for: CORZZ [2025-11-26T20:55:00.885492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'. [2025-11-26T20:55:00.899815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'. [2025-11-26T20:55:00.900402] [INFO ] [FORECASTER] Starting predict_future for CORZZ [2025-11-26T20:55:00.901474] [DEBUG] [LOCAL ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt [2025-11-26T20:55:00.901552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:00.901602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:00.901661] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:00.901742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:00.964756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:00.965963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:00.966084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:00.966135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:01.090146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:01.090430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:01.090505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:01.090552] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:01.095143] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=38.79%) [2025-11-26T20:55:01.095933] [INFO ] [FORECASTER] Completed predict_future for CORZZ [2025-11-26T20:55:01.096712] [INFO ] [sig ] CORZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:01.242948] [INFO ] [LOCAL ] Saved forecast: CORZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CORZZ.txt [2025-11-26T20:55:01.243155] [INFO ] [sig ] [772/3599] Completed CORZZ in 0.4s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:01.243210] [INFO ] [sig ] [773/3599] Forecasting COTY... [2025-11-26T20:55:01.243254] [INFO ] [sig ] Generating forecast for: COTY [2025-11-26T20:55:01.243294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-11-26T20:55:01.255673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COTY'. [2025-11-26T20:55:01.256084] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-11-26T20:55:01.257175] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-11-26T20:55:01.257248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:01.257304] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:01.257355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:01.257429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:01.318539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:01.319272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:01.319372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:01.319420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:01.448989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:01.449186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:01.449243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:01.449328] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:01.452896] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=17.81%) [2025-11-26T20:55:01.453205] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-11-26T20:55:01.453356] [INFO ] [sig ] COTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:01.596284] [INFO ] [LOCAL ] Saved forecast: COTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COTY.txt [2025-11-26T20:55:01.596456] [INFO ] [sig ] [773/3599] Completed COTY in 0.4s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:01.596510] [INFO ] [sig ] [774/3599] Forecasting COWG... [2025-11-26T20:55:01.596554] [INFO ] [sig ] Generating forecast for: COWG [2025-11-26T20:55:01.596596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'. [2025-11-26T20:55:01.608458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COWG'. [2025-11-26T20:55:01.608811] [INFO ] [FORECASTER] Starting predict_future for COWG [2025-11-26T20:55:01.609614] [DEBUG] [LOCAL ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt [2025-11-26T20:55:01.609706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:01.609750] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:01.609792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:01.609858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:01.668032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:01.668817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:01.668918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:01.668966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:01.799496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:01.799724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:01.799782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:01.799826] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:01.803632] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=28.55%) [2025-11-26T20:55:01.804065] [INFO ] [FORECASTER] Completed predict_future for COWG [2025-11-26T20:55:01.804244] [INFO ] [sig ] COWG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:01.955565] [INFO ] [LOCAL ] Saved forecast: COWG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COWG.txt [2025-11-26T20:55:01.955798] [INFO ] [sig ] [774/3599] Completed COWG in 0.4s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:01.955859] [INFO ] [sig ] [775/3599] Forecasting CP... [2025-11-26T20:55:01.955937] [INFO ] [sig ] Generating forecast for: CP [2025-11-26T20:55:01.955996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-11-26T20:55:01.968237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CP'. [2025-11-26T20:55:01.968721] [INFO ] [FORECASTER] Starting predict_future for CP [2025-11-26T20:55:01.969702] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-11-26T20:55:01.969782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:01.969829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:01.969870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:01.969942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:02.030461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:02.031567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:02.031750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:02.031826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:02.169025] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:02.169226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:02.169288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:02.169333] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:02.173205] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T20:55:02.173563] [INFO ] [FORECASTER] Completed predict_future for CP [2025-11-26T20:55:02.173753] [INFO ] [sig ] CP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:02.330494] [INFO ] [LOCAL ] Saved forecast: CP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CP.txt [2025-11-26T20:55:02.330727] [INFO ] [sig ] [775/3599] Completed CP in 0.4s | 2.91 sym/s | Total: 4.4m | ETA: 16.2m [2025-11-26T20:55:02.330789] [INFO ] [sig ] [776/3599] Forecasting CPA... [2025-11-26T20:55:02.330836] [INFO ] [sig ] Generating forecast for: CPA [2025-11-26T20:55:02.330885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-11-26T20:55:02.343895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPA'. [2025-11-26T20:55:02.344373] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-11-26T20:55:02.345283] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-11-26T20:55:02.345361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:02.345410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:02.345451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:02.345523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:02.406450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:02.407436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:02.407592] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:02.407667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:02.540281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:02.540510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:02.540594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:02.540664] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:02.544824] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=72.90%) [2025-11-26T20:55:02.545481] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-11-26T20:55:02.545682] [INFO ] [sig ] CPA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:02.691483] [INFO ] [LOCAL ] Saved forecast: CPA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPA.txt [2025-11-26T20:55:02.691686] [INFO ] [sig ] [776/3599] Completed CPA in 0.4s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:02.691745] [INFO ] [sig ] [777/3599] Forecasting CPB... [2025-11-26T20:55:02.691789] [INFO ] [sig ] Generating forecast for: CPB [2025-11-26T20:55:02.691830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'. [2025-11-26T20:55:02.703222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPB'. [2025-11-26T20:55:02.703575] [INFO ] [FORECASTER] Starting predict_future for CPB [2025-11-26T20:55:02.704385] [DEBUG] [LOCAL ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt [2025-11-26T20:55:02.704455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:02.704501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:02.704552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:02.704621] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:02.761350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:02.762178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:02.762277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:02.762324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:02.879736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:02.879913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:02.879966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:02.880012] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:02.883423] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=97.35%) [2025-11-26T20:55:02.883736] [INFO ] [FORECASTER] Completed predict_future for CPB [2025-11-26T20:55:02.883910] [INFO ] [sig ] CPB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:03.028956] [INFO ] [LOCAL ] Saved forecast: CPB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPB.txt [2025-11-26T20:55:03.029129] [INFO ] [sig ] [777/3599] Completed CPB in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:03.029185] [INFO ] [sig ] [778/3599] Forecasting CPF... [2025-11-26T20:55:03.029229] [INFO ] [sig ] Generating forecast for: CPF [2025-11-26T20:55:03.029270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-11-26T20:55:03.041606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPF'. [2025-11-26T20:55:03.042124] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-11-26T20:55:03.043046] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-11-26T20:55:03.043127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:03.043172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:03.043212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:03.043280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:03.102719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:03.103681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:03.103783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:03.103831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:03.217414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:03.217619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:03.217695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:03.217739] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:03.221245] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=90.23%) [2025-11-26T20:55:03.221544] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-11-26T20:55:03.221716] [INFO ] [sig ] CPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:03.362473] [INFO ] [LOCAL ] Saved forecast: CPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPF.txt [2025-11-26T20:55:03.362626] [INFO ] [sig ] [778/3599] Completed CPF in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:03.362698] [INFO ] [sig ] [779/3599] Forecasting CPIX... [2025-11-26T20:55:03.362742] [INFO ] [sig ] Generating forecast for: CPIX [2025-11-26T20:55:03.362777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'. [2025-11-26T20:55:03.374024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPIX'. [2025-11-26T20:55:03.374338] [INFO ] [FORECASTER] Starting predict_future for CPIX [2025-11-26T20:55:03.375359] [DEBUG] [LOCAL ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt [2025-11-26T20:55:03.375431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:03.375478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:03.375539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:03.375614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:03.433106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:03.433974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:03.434076] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:03.434135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:03.551312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:03.551475] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:55:03.551526] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:03.551568] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:03.554997] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-11-26T20:55:03.555303] [INFO ] [FORECASTER] Completed predict_future for CPIX [2025-11-26T20:55:03.555457] [INFO ] [sig ] CPIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:03.697470] [INFO ] [LOCAL ] Saved forecast: CPIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPIX.txt [2025-11-26T20:55:03.697705] [INFO ] [sig ] [779/3599] Completed CPIX in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:03.697762] [INFO ] [sig ] [780/3599] Forecasting CPK... [2025-11-26T20:55:03.697805] [INFO ] [sig ] Generating forecast for: CPK [2025-11-26T20:55:03.697847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-11-26T20:55:03.709068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPK'. [2025-11-26T20:55:03.709394] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-11-26T20:55:03.710208] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-11-26T20:55:03.710277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:03.710323] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:03.710363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:03.710430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:03.767563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:03.768370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:03.768470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:03.768517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:03.885806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:03.885989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:03.886044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:03.886086] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:03.889534] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=84.64%) [2025-11-26T20:55:03.889844] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-11-26T20:55:03.889995] [INFO ] [sig ] CPK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:04.039270] [INFO ] [LOCAL ] Saved forecast: CPK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPK.txt [2025-11-26T20:55:04.039456] [INFO ] [sig ] [780/3599] Completed CPK in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:04.039510] [INFO ] [sig ] [781/3599] Forecasting CPNG... [2025-11-26T20:55:04.039554] [INFO ] [sig ] Generating forecast for: CPNG [2025-11-26T20:55:04.039598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-11-26T20:55:04.050860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPNG'. [2025-11-26T20:55:04.051172] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-11-26T20:55:04.051982] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-11-26T20:55:04.052051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:04.052098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:04.052138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:04.052207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:04.109117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:04.109779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:04.109873] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:04.109919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:04.233602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:04.233776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:04.233829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:04.233874] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:04.237482] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=99.33%) [2025-11-26T20:55:04.237835] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-11-26T20:55:04.237989] [INFO ] [sig ] CPNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:04.380819] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPNG.txt [2025-11-26T20:55:04.380973] [INFO ] [sig ] [781/3599] Completed CPNG in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:04.381025] [INFO ] [sig ] [782/3599] Forecasting CPRI... [2025-11-26T20:55:04.381065] [INFO ] [sig ] Generating forecast for: CPRI [2025-11-26T20:55:04.381104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-11-26T20:55:04.393213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRI'. [2025-11-26T20:55:04.393552] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-11-26T20:55:04.394440] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-11-26T20:55:04.394511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:04.394557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:04.394597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:04.394688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:04.454415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:04.455131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:04.455236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:04.455283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:04.585167] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:04.585341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:04.585400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:04.585448] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:04.588912] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=83.16%) [2025-11-26T20:55:04.589241] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-11-26T20:55:04.589390] [INFO ] [sig ] CPRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:04.735211] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPRI.txt [2025-11-26T20:55:04.735421] [INFO ] [sig ] [782/3599] Completed CPRI in 0.4s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:04.735478] [INFO ] [sig ] [783/3599] Forecasting CPRX... [2025-11-26T20:55:04.735522] [INFO ] [sig ] Generating forecast for: CPRX [2025-11-26T20:55:04.735562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'. [2025-11-26T20:55:04.748080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRX'. [2025-11-26T20:55:04.748426] [INFO ] [FORECASTER] Starting predict_future for CPRX [2025-11-26T20:55:04.749281] [DEBUG] [LOCAL ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt [2025-11-26T20:55:04.749351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:04.749396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:04.749436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:04.749502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:04.806620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:04.807267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:04.807360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:04.807406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:04.924293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:04.924443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:04.924494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:04.924541] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:04.927890] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=75.16%) [2025-11-26T20:55:04.928186] [INFO ] [FORECASTER] Completed predict_future for CPRX [2025-11-26T20:55:04.928333] [INFO ] [sig ] CPRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:05.067916] [INFO ] [LOCAL ] Saved forecast: CPRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPRX.txt [2025-11-26T20:55:05.068101] [INFO ] [sig ] [783/3599] Completed CPRX in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.2m [2025-11-26T20:55:05.068161] [INFO ] [sig ] [784/3599] Forecasting CPS... [2025-11-26T20:55:05.068204] [INFO ] [sig ] Generating forecast for: CPS [2025-11-26T20:55:05.068245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-11-26T20:55:05.079579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPS'. [2025-11-26T20:55:05.079984] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-11-26T20:55:05.080877] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-11-26T20:55:05.080945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:05.080990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:05.081029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:05.081096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:05.139060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:05.139940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:05.140037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:05.140084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:05.260614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:05.260776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:05.260820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:05.260857] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:05.264157] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=68.39%) [2025-11-26T20:55:05.264443] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-11-26T20:55:05.264586] [INFO ] [sig ] CPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:05.449321] [INFO ] [LOCAL ] Saved forecast: CPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPS.txt [2025-11-26T20:55:05.449482] [INFO ] [sig ] [784/3599] Completed CPS in 0.4s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:05.449544] [INFO ] [sig ] [785/3599] Forecasting CPSH... [2025-11-26T20:55:05.449591] [INFO ] [sig ] Generating forecast for: CPSH [2025-11-26T20:55:05.449632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'. [2025-11-26T20:55:05.460817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSH'. [2025-11-26T20:55:05.461109] [INFO ] [FORECASTER] Starting predict_future for CPSH [2025-11-26T20:55:05.461927] [DEBUG] [LOCAL ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt [2025-11-26T20:55:05.461997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:05.462043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:05.462085] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:05.462156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:05.520067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:05.520860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:05.520958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:05.521014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:05.644343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:05.644500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:05.644552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:05.644597] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:05.648014] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-11-26T20:55:05.648334] [INFO ] [FORECASTER] Completed predict_future for CPSH [2025-11-26T20:55:05.648477] [INFO ] [sig ] CPSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:05.789998] [INFO ] [LOCAL ] Saved forecast: CPSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPSH.txt [2025-11-26T20:55:05.790157] [INFO ] [sig ] [785/3599] Completed CPSH in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:05.790210] [INFO ] [sig ] [786/3599] Forecasting CPSS... [2025-11-26T20:55:05.790252] [INFO ] [sig ] Generating forecast for: CPSS [2025-11-26T20:55:05.790321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'. [2025-11-26T20:55:05.801195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSS'. [2025-11-26T20:55:05.801544] [INFO ] [FORECASTER] Starting predict_future for CPSS [2025-11-26T20:55:05.802342] [DEBUG] [LOCAL ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt [2025-11-26T20:55:05.802412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:05.802458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:05.802498] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:05.802563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:05.861957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:05.862707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:05.862803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:05.862849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:05.968954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:05.969129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:05.969186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:05.969220] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:05.972589] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=8.32%) [2025-11-26T20:55:05.972935] [INFO ] [FORECASTER] Completed predict_future for CPSS [2025-11-26T20:55:05.973094] [INFO ] [sig ] CPSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:06.114103] [INFO ] [LOCAL ] Saved forecast: CPSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CPSS.txt [2025-11-26T20:55:06.114258] [INFO ] [sig ] [786/3599] Completed CPSS in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:06.114311] [INFO ] [sig ] [787/3599] Forecasting CPZ... [2025-11-26T20:55:06.114351] [INFO ] [sig ] Generating forecast for: CPZ [2025-11-26T20:55:06.114391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'. [2025-11-26T20:55:06.124491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPZ'. [2025-11-26T20:55:06.124813] [INFO ] [FORECASTER] Starting predict_future for CPZ [2025-11-26T20:55:06.125595] [DEBUG] [LOCAL ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt [2025-11-26T20:55:06.125683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:06.125729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:06.125765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:06.125831] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:06.183607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:06.184503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:06.184608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:06.184672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:06.301529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:06.301717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:06.301770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:06.301809] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:06.305221] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=47.34%) [2025-11-26T20:55:06.305509] [INFO ] [FORECASTER] Completed predict_future for CPZ [2025-11-26T20:55:06.305671] [INFO ] [sig ] CPZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:06.445523] [INFO ] [LOCAL ] Saved forecast: CPZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CPZ.txt [2025-11-26T20:55:06.445684] [INFO ] [sig ] [787/3599] Completed CPZ in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:06.445739] [INFO ] [sig ] [788/3599] Forecasting CQP... [2025-11-26T20:55:06.445782] [INFO ] [sig ] Generating forecast for: CQP [2025-11-26T20:55:06.445820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-11-26T20:55:06.457270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CQP'. [2025-11-26T20:55:06.457613] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-11-26T20:55:06.458431] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-11-26T20:55:06.458500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:06.458538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:06.458576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:06.458664] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:06.515673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:06.516321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:06.516415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:06.516460] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:06.633188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:06.633350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:06.633403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:06.633443] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:06.636793] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=6.35%) [2025-11-26T20:55:06.637082] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-11-26T20:55:06.637223] [INFO ] [sig ] CQP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:06.776966] [INFO ] [LOCAL ] Saved forecast: CQP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CQP.txt [2025-11-26T20:55:06.777117] [INFO ] [sig ] [788/3599] Completed CQP in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:06.777164] [INFO ] [sig ] [789/3599] Forecasting CRAI... [2025-11-26T20:55:06.777208] [INFO ] [sig ] Generating forecast for: CRAI [2025-11-26T20:55:06.777248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'. [2025-11-26T20:55:06.788488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRAI'. [2025-11-26T20:55:06.788820] [INFO ] [FORECASTER] Starting predict_future for CRAI [2025-11-26T20:55:06.789609] [DEBUG] [LOCAL ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt [2025-11-26T20:55:06.789700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:06.789745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:06.789784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:06.789851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:06.850078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:06.850780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:06.850875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:06.850921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:06.965670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:06.965845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:06.965895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:06.965936] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:06.969293] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=59.00%) [2025-11-26T20:55:06.969594] [INFO ] [FORECASTER] Completed predict_future for CRAI [2025-11-26T20:55:06.969759] [INFO ] [sig ] CRAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:07.108478] [INFO ] [LOCAL ] Saved forecast: CRAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRAI.txt [2025-11-26T20:55:07.108634] [INFO ] [sig ] [789/3599] Completed CRAI in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:07.108706] [INFO ] [sig ] [790/3599] Forecasting CRBG... [2025-11-26T20:55:07.108749] [INFO ] [sig ] Generating forecast for: CRBG [2025-11-26T20:55:07.108792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-11-26T20:55:07.119807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBG'. [2025-11-26T20:55:07.120138] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-11-26T20:55:07.120949] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-11-26T20:55:07.121018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:07.121075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:07.121116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:07.121183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:07.177639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:07.178430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:07.178528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:07.178574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:07.295238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:07.295432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:07.295485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:07.295527] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:07.299039] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=99.52%) [2025-11-26T20:55:07.299374] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-11-26T20:55:07.299532] [INFO ] [sig ] CRBG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:07.440623] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRBG.txt [2025-11-26T20:55:07.440795] [INFO ] [sig ] [790/3599] Completed CRBG in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:07.440849] [INFO ] [sig ] [791/3599] Forecasting CRBP... [2025-11-26T20:55:07.440891] [INFO ] [sig ] Generating forecast for: CRBP [2025-11-26T20:55:07.440931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'. [2025-11-26T20:55:07.457229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBP'. [2025-11-26T20:55:07.457613] [INFO ] [FORECASTER] Starting predict_future for CRBP [2025-11-26T20:55:07.458492] [DEBUG] [LOCAL ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt [2025-11-26T20:55:07.458563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:07.458608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:07.458675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:07.458747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:07.516766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:07.517677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:07.517774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:07.517820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:07.637752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:07.637906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:07.637958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:07.638001] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:07.641351] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=89.50%) [2025-11-26T20:55:07.641638] [INFO ] [FORECASTER] Completed predict_future for CRBP [2025-11-26T20:55:07.641806] [INFO ] [sig ] CRBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:07.780978] [INFO ] [LOCAL ] Saved forecast: CRBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRBP.txt [2025-11-26T20:55:07.781158] [INFO ] [sig ] [791/3599] Completed CRBP in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:07.781211] [INFO ] [sig ] [792/3599] Forecasting CRC... [2025-11-26T20:55:07.781255] [INFO ] [sig ] Generating forecast for: CRC [2025-11-26T20:55:07.781297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-11-26T20:55:07.792500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRC'. [2025-11-26T20:55:07.792837] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-11-26T20:55:07.793617] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-11-26T20:55:07.793707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:07.793749] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:07.793789] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:07.793857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:07.851529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:07.852198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:07.852293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:07.852341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:07.973597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:07.973778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:07.973825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:07.973867] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:07.977218] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=50.99%) [2025-11-26T20:55:07.977536] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-11-26T20:55:07.977702] [INFO ] [sig ] CRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:08.118255] [INFO ] [LOCAL ] Saved forecast: CRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRC.txt [2025-11-26T20:55:08.118415] [INFO ] [sig ] [792/3599] Completed CRC in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:08.118478] [INFO ] [sig ] [793/3599] Forecasting CRDF... [2025-11-26T20:55:08.118522] [INFO ] [sig ] Generating forecast for: CRDF [2025-11-26T20:55:08.118563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'. [2025-11-26T20:55:08.130345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDF'. [2025-11-26T20:55:08.130678] [INFO ] [FORECASTER] Starting predict_future for CRDF [2025-11-26T20:55:08.131470] [DEBUG] [LOCAL ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt [2025-11-26T20:55:08.131539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:08.131584] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:08.131622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:08.131710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:08.188295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:08.188983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:08.189077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:08.189122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:08.310007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:08.310187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:08.310246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:08.310289] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:08.313739] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=96.17%) [2025-11-26T20:55:08.314028] [INFO ] [FORECASTER] Completed predict_future for CRDF [2025-11-26T20:55:08.314169] [INFO ] [sig ] CRDF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:08.455637] [INFO ] [LOCAL ] Saved forecast: CRDF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRDF.txt [2025-11-26T20:55:08.455842] [INFO ] [sig ] [793/3599] Completed CRDF in 0.3s | 2.91 sym/s | Total: 4.5m | ETA: 16.1m [2025-11-26T20:55:08.455906] [INFO ] [sig ] [794/3599] Forecasting CRDO... [2025-11-26T20:55:08.455954] [INFO ] [sig ] Generating forecast for: CRDO [2025-11-26T20:55:08.455997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'. [2025-11-26T20:55:08.468044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDO'. [2025-11-26T20:55:08.468381] [INFO ] [FORECASTER] Starting predict_future for CRDO [2025-11-26T20:55:08.469211] [DEBUG] [LOCAL ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt [2025-11-26T20:55:08.469279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:08.469323] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:08.469363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:08.469453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:08.527207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:08.527913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:08.528010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:08.528051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:08.644243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:08.644415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:08.644467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:08.644508] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:08.648042] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=35.64%) [2025-11-26T20:55:08.648349] [INFO ] [FORECASTER] Completed predict_future for CRDO [2025-11-26T20:55:08.648507] [INFO ] [sig ] CRDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:08.789050] [INFO ] [LOCAL ] Saved forecast: CRDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRDO.txt [2025-11-26T20:55:08.789202] [INFO ] [sig ] [794/3599] Completed CRDO in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m [2025-11-26T20:55:08.789267] [INFO ] [sig ] [795/3599] Forecasting CREG... [2025-11-26T20:55:08.789320] [INFO ] [sig ] Generating forecast for: CREG [2025-11-26T20:55:08.789371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'. [2025-11-26T20:55:08.800903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREG'. [2025-11-26T20:55:08.801268] [INFO ] [FORECASTER] Starting predict_future for CREG [2025-11-26T20:55:08.802111] [DEBUG] [LOCAL ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt [2025-11-26T20:55:08.802186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:08.802233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:08.802266] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:08.802345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:08.859551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:08.860200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:08.860296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:08.860344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:08.965627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:08.965823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:08.965876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:08.965921] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:08.969392] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=5.70%) [2025-11-26T20:55:08.969709] [INFO ] [FORECASTER] Completed predict_future for CREG [2025-11-26T20:55:08.969875] [INFO ] [sig ] CREG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:09.114876] [INFO ] [LOCAL ] Saved forecast: CREG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CREG.txt [2025-11-26T20:55:09.115036] [INFO ] [sig ] [795/3599] Completed CREG in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m [2025-11-26T20:55:09.115097] [INFO ] [sig ] [796/3599] Forecasting CRESY... [2025-11-26T20:55:09.115135] [INFO ] [sig ] Generating forecast for: CRESY [2025-11-26T20:55:09.115178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'. [2025-11-26T20:55:09.127002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRESY'. [2025-11-26T20:55:09.127331] [INFO ] [FORECASTER] Starting predict_future for CRESY [2025-11-26T20:55:09.128217] [DEBUG] [LOCAL ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt [2025-11-26T20:55:09.128299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:09.128347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:09.128388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:09.128479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:09.186201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:09.186927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:09.187022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:09.187068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:09.307487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:09.307694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:09.307762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:09.307803] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:09.311200] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-11-26T20:55:09.311492] [INFO ] [FORECASTER] Completed predict_future for CRESY [2025-11-26T20:55:09.311636] [INFO ] [sig ] CRESY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:09.453108] [INFO ] [LOCAL ] Saved forecast: CRESY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRESY.txt [2025-11-26T20:55:09.453304] [INFO ] [sig ] [796/3599] Completed CRESY in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m [2025-11-26T20:55:09.453361] [INFO ] [sig ] [797/3599] Forecasting CREX... [2025-11-26T20:55:09.453403] [INFO ] [sig ] Generating forecast for: CREX [2025-11-26T20:55:09.453445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'. [2025-11-26T20:55:09.465405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREX'. [2025-11-26T20:55:09.465885] [INFO ] [FORECASTER] Starting predict_future for CREX [2025-11-26T20:55:09.466827] [DEBUG] [LOCAL ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt [2025-11-26T20:55:09.466900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:09.466947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:09.466988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:09.467057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:09.528325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:09.529259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:09.529375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:09.529421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:09.652499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:09.652708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:09.652780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:09.652825] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:09.656440] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=6.42%) [2025-11-26T20:55:09.656813] [INFO ] [FORECASTER] Completed predict_future for CREX [2025-11-26T20:55:09.656973] [INFO ] [sig ] CREX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:09.801869] [INFO ] [LOCAL ] Saved forecast: CREX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CREX.txt [2025-11-26T20:55:09.802054] [INFO ] [sig ] [797/3599] Completed CREX in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m [2025-11-26T20:55:09.802145] [INFO ] [sig ] [798/3599] Forecasting CRGO... [2025-11-26T20:55:09.802207] [INFO ] [sig ] Generating forecast for: CRGO [2025-11-26T20:55:09.802246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'. [2025-11-26T20:55:09.813834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGO'. [2025-11-26T20:55:09.814176] [INFO ] [FORECASTER] Starting predict_future for CRGO [2025-11-26T20:55:09.815049] [DEBUG] [LOCAL ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt [2025-11-26T20:55:09.815119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:09.815165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:09.815210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:09.815280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:09.873528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:09.874271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:09.874375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:09.874425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:09.993805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:09.993966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:09.994011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:09.994053] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:09.997361] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=47.16%) [2025-11-26T20:55:09.997686] [INFO ] [FORECASTER] Completed predict_future for CRGO [2025-11-26T20:55:09.997830] [INFO ] [sig ] CRGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:10.138136] [INFO ] [LOCAL ] Saved forecast: CRGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRGO.txt [2025-11-26T20:55:10.138291] [INFO ] [sig ] [798/3599] Completed CRGO in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m [2025-11-26T20:55:10.138345] [INFO ] [sig ] [799/3599] Forecasting CRGY... [2025-11-26T20:55:10.138387] [INFO ] [sig ] Generating forecast for: CRGY [2025-11-26T20:55:10.138428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-11-26T20:55:10.149813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGY'. [2025-11-26T20:55:10.150118] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-11-26T20:55:10.150944] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-11-26T20:55:10.151011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:10.151056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:10.151095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:10.151219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:10.208766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:10.209439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:10.209533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:10.209579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:10.331565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:10.331765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:10.331824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:10.331867] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:10.335431] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=3.44%) [2025-11-26T20:55:10.335758] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-11-26T20:55:10.335902] [INFO ] [sig ] CRGY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:10.477186] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRGY.txt [2025-11-26T20:55:10.477332] [INFO ] [sig ] [799/3599] Completed CRGY in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.1m [2025-11-26T20:55:10.477386] [INFO ] [sig ] [800/3599] Forecasting CRH... [2025-11-26T20:55:10.477426] [INFO ] [sig ] Generating forecast for: CRH [2025-11-26T20:55:10.477466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-11-26T20:55:10.488976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRH'. [2025-11-26T20:55:10.489325] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-11-26T20:55:10.490134] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-11-26T20:55:10.490207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:10.490251] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:10.490291] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:10.490359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:10.548149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:10.549095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:10.549199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:10.549246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:10.671194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:10.671378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:10.671430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:10.671471] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:10.674902] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T20:55:10.675224] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-11-26T20:55:10.675386] [INFO ] [sig ] CRH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:10.816841] [INFO ] [LOCAL ] Saved forecast: CRH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRH.txt [2025-11-26T20:55:10.816987] [INFO ] [sig ] [800/3599] Completed CRH in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:10.817040] [INFO ] [sig ] [801/3599] Forecasting CRI... [2025-11-26T20:55:10.817078] [INFO ] [sig ] Generating forecast for: CRI [2025-11-26T20:55:10.817134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-11-26T20:55:10.829356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRI'. [2025-11-26T20:55:10.829846] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-11-26T20:55:10.830764] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-11-26T20:55:10.830842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:10.830928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:10.830986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:10.831088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:10.891789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:10.892790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:10.892912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:10.892981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:11.015630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:11.015858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:11.015931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:11.015989] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:11.019621] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=72.68%) [2025-11-26T20:55:11.020026] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-11-26T20:55:11.020220] [INFO ] [sig ] CRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:11.164064] [INFO ] [LOCAL ] Saved forecast: CRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRI.txt [2025-11-26T20:55:11.164229] [INFO ] [sig ] [801/3599] Completed CRI in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:11.164282] [INFO ] [sig ] [802/3599] Forecasting CRIS... [2025-11-26T20:55:11.164323] [INFO ] [sig ] Generating forecast for: CRIS [2025-11-26T20:55:11.164363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'. [2025-11-26T20:55:11.175728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRIS'. [2025-11-26T20:55:11.176033] [INFO ] [FORECASTER] Starting predict_future for CRIS [2025-11-26T20:55:11.176846] [DEBUG] [LOCAL ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt [2025-11-26T20:55:11.176913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:11.176958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:11.176998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:11.177065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:11.234992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:11.235720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:11.235815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:11.235863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:11.357034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:11.357218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:11.357270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:11.357310] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:11.360901] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.44%) [2025-11-26T20:55:11.361196] [INFO ] [FORECASTER] Completed predict_future for CRIS [2025-11-26T20:55:11.361338] [INFO ] [sig ] CRIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:11.500916] [INFO ] [LOCAL ] Saved forecast: CRIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRIS.txt [2025-11-26T20:55:11.501186] [INFO ] [sig ] [802/3599] Completed CRIS in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:11.501267] [INFO ] [sig ] [803/3599] Forecasting CRK... [2025-11-26T20:55:11.501313] [INFO ] [sig ] Generating forecast for: CRK [2025-11-26T20:55:11.501357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-11-26T20:55:11.517986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRK'. [2025-11-26T20:55:11.518520] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-11-26T20:55:11.519552] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-11-26T20:55:11.519670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:11.519739] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:11.519797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:11.519896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:11.583060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:11.584007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:11.584112] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:11.584160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:11.704035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:11.704239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:11.704294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:11.704334] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:11.711258] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=1.53%) [2025-11-26T20:55:11.711851] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-11-26T20:55:11.712044] [INFO ] [sig ] CRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:11.857366] [INFO ] [LOCAL ] Saved forecast: CRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRK.txt [2025-11-26T20:55:11.857578] [INFO ] [sig ] [803/3599] Completed CRK in 0.4s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:11.857657] [INFO ] [sig ] [804/3599] Forecasting CRL... [2025-11-26T20:55:11.857701] [INFO ] [sig ] Generating forecast for: CRL [2025-11-26T20:55:11.857744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-11-26T20:55:11.869463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRL'. [2025-11-26T20:55:11.869872] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-11-26T20:55:11.870701] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-11-26T20:55:11.870769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:11.870815] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:11.870855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:11.870916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:11.929030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:11.929934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:11.930034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:11.930081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:12.053037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:12.053231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:12.053284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:12.053325] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:12.056758] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=72.95%) [2025-11-26T20:55:12.057057] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-11-26T20:55:12.057203] [INFO ] [sig ] CRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:12.199547] [INFO ] [LOCAL ] Saved forecast: CRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRL.txt [2025-11-26T20:55:12.199757] [INFO ] [sig ] [804/3599] Completed CRL in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:12.199814] [INFO ] [sig ] [805/3599] Forecasting CRM... [2025-11-26T20:55:12.199867] [INFO ] [sig ] Generating forecast for: CRM [2025-11-26T20:55:12.199910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-11-26T20:55:12.211501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRM'. [2025-11-26T20:55:12.211932] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-11-26T20:55:12.212814] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-11-26T20:55:12.212885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:12.212935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:12.212989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:12.213061] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:12.270412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:12.271308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:12.271411] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:12.271458] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:12.392096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:12.392271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:12.392316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:12.392357] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:12.395786] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=81.37%) [2025-11-26T20:55:12.396075] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-11-26T20:55:12.396217] [INFO ] [sig ] CRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:12.541067] [INFO ] [LOCAL ] Saved forecast: CRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRM.txt [2025-11-26T20:55:12.541235] [INFO ] [sig ] [805/3599] Completed CRM in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:12.541289] [INFO ] [sig ] [806/3599] Forecasting CRMD... [2025-11-26T20:55:12.541328] [INFO ] [sig ] Generating forecast for: CRMD [2025-11-26T20:55:12.541370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'. [2025-11-26T20:55:12.553155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRMD'. [2025-11-26T20:55:12.553516] [INFO ] [FORECASTER] Starting predict_future for CRMD [2025-11-26T20:55:12.554403] [DEBUG] [LOCAL ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt [2025-11-26T20:55:12.554473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:12.554518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:12.554557] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:12.554625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:12.613051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:12.613790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:12.613886] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:12.613928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:12.730361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:12.730526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:12.730577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:12.730619] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:12.734109] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-11-26T20:55:12.734414] [INFO ] [FORECASTER] Completed predict_future for CRMD [2025-11-26T20:55:12.734557] [INFO ] [sig ] CRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:12.881183] [INFO ] [LOCAL ] Saved forecast: CRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRMD.txt [2025-11-26T20:55:12.881367] [INFO ] [sig ] [806/3599] Completed CRMD in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:12.881422] [INFO ] [sig ] [807/3599] Forecasting CRML... [2025-11-26T20:55:12.881461] [INFO ] [sig ] Generating forecast for: CRML [2025-11-26T20:55:12.881503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'. [2025-11-26T20:55:12.893594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRML'. [2025-11-26T20:55:12.894085] [INFO ] [FORECASTER] Starting predict_future for CRML [2025-11-26T20:55:12.895137] [DEBUG] [LOCAL ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt [2025-11-26T20:55:12.895216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:12.895283] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:12.895347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:12.895452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:12.955575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:12.956561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:12.956706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:12.956779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:13.077367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:13.077580] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:55:13.077633] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:13.077697] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:13.081140] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=49.13%) [2025-11-26T20:55:13.081436] [INFO ] [FORECASTER] Completed predict_future for CRML [2025-11-26T20:55:13.081602] [INFO ] [sig ] CRML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:13.222398] [INFO ] [LOCAL ] Saved forecast: CRML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRML.txt [2025-11-26T20:55:13.222573] [INFO ] [sig ] [807/3599] Completed CRML in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:13.222627] [INFO ] [sig ] [808/3599] Forecasting CRNC... [2025-11-26T20:55:13.222692] [INFO ] [sig ] Generating forecast for: CRNC [2025-11-26T20:55:13.222737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'. [2025-11-26T20:55:13.234265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNC'. [2025-11-26T20:55:13.234620] [INFO ] [FORECASTER] Starting predict_future for CRNC [2025-11-26T20:55:13.235462] [DEBUG] [LOCAL ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt [2025-11-26T20:55:13.235535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:13.235582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:13.235623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:13.235716] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:13.292835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:13.293536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:13.293639] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:13.293705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:13.415778] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:13.415958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:13.416010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:13.416071] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:13.419530] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=0.24%) [2025-11-26T20:55:13.419848] [INFO ] [FORECASTER] Completed predict_future for CRNC [2025-11-26T20:55:13.419995] [INFO ] [sig ] CRNC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:13.562775] [INFO ] [LOCAL ] Saved forecast: CRNC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRNC.txt [2025-11-26T20:55:13.562950] [INFO ] [sig ] [808/3599] Completed CRNC in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:13.563005] [INFO ] [sig ] [809/3599] Forecasting CRNX... [2025-11-26T20:55:13.563046] [INFO ] [sig ] Generating forecast for: CRNX [2025-11-26T20:55:13.563089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'. [2025-11-26T20:55:13.574857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNX'. [2025-11-26T20:55:13.575241] [INFO ] [FORECASTER] Starting predict_future for CRNX [2025-11-26T20:55:13.576082] [DEBUG] [LOCAL ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt [2025-11-26T20:55:13.576151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:13.576198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:13.576245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:13.576328] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:13.633537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:13.634426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:13.634528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:13.634574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:13.761297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:13.761495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:13.761550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:13.761587] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:13.765247] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-11-26T20:55:13.765561] [INFO ] [FORECASTER] Completed predict_future for CRNX [2025-11-26T20:55:13.765748] [INFO ] [sig ] CRNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:13.914587] [INFO ] [LOCAL ] Saved forecast: CRNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRNX.txt [2025-11-26T20:55:13.914857] [INFO ] [sig ] [809/3599] Completed CRNX in 0.4s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:13.914924] [INFO ] [sig ] [810/3599] Forecasting CRON... [2025-11-26T20:55:13.914963] [INFO ] [sig ] Generating forecast for: CRON [2025-11-26T20:55:13.915002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'. [2025-11-26T20:55:13.927739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRON'. [2025-11-26T20:55:13.928193] [INFO ] [FORECASTER] Starting predict_future for CRON [2025-11-26T20:55:13.929169] [DEBUG] [LOCAL ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt [2025-11-26T20:55:13.929244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:13.929288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:13.929327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:13.929396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:13.989602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:13.990544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:13.990670] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:13.990770] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:14.116366] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:14.116538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:14.116591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:14.116632] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:14.120168] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=60.07%) [2025-11-26T20:55:14.120459] [INFO ] [FORECASTER] Completed predict_future for CRON [2025-11-26T20:55:14.120603] [INFO ] [sig ] CRON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:14.262567] [INFO ] [LOCAL ] Saved forecast: CRON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRON.txt [2025-11-26T20:55:14.262753] [INFO ] [sig ] [810/3599] Completed CRON in 0.3s | 2.91 sym/s | Total: 4.6m | ETA: 16.0m [2025-11-26T20:55:14.262808] [INFO ] [sig ] [811/3599] Forecasting CROX... [2025-11-26T20:55:14.262852] [INFO ] [sig ] Generating forecast for: CROX [2025-11-26T20:55:14.262893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'. [2025-11-26T20:55:14.275544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CROX'. [2025-11-26T20:55:14.275991] [INFO ] [FORECASTER] Starting predict_future for CROX [2025-11-26T20:55:14.276927] [DEBUG] [LOCAL ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt [2025-11-26T20:55:14.277000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:14.277050] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:14.277090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:14.277181] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:14.339389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:14.340365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:14.340488] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:14.340541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:14.461531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:14.461741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:14.461797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:14.461838] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:14.465429] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=89.62%) [2025-11-26T20:55:14.465765] [INFO ] [FORECASTER] Completed predict_future for CROX [2025-11-26T20:55:14.465947] [INFO ] [sig ] CROX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:14.612867] [INFO ] [LOCAL ] Saved forecast: CROX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CROX.txt [2025-11-26T20:55:14.613058] [INFO ] [sig ] [811/3599] Completed CROX in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:14.613113] [INFO ] [sig ] [812/3599] Forecasting CRS... [2025-11-26T20:55:14.613157] [INFO ] [sig ] Generating forecast for: CRS [2025-11-26T20:55:14.613222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-11-26T20:55:14.625337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRS'. [2025-11-26T20:55:14.625758] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-11-26T20:55:14.626577] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-11-26T20:55:14.626669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:14.626727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:14.626775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:14.626878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:14.687015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:14.691564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:14.691735] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:14.691784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:14.817225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:14.817412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:14.817470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:14.817514] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:14.821179] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=6.89%) [2025-11-26T20:55:14.821503] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-11-26T20:55:14.821674] [INFO ] [sig ] CRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:14.968363] [INFO ] [LOCAL ] Saved forecast: CRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRS.txt [2025-11-26T20:55:14.968584] [INFO ] [sig ] [812/3599] Completed CRS in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:14.968675] [INFO ] [sig ] [813/3599] Forecasting CRSP... [2025-11-26T20:55:14.968812] [INFO ] [sig ] Generating forecast for: CRSP [2025-11-26T20:55:14.968870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'. [2025-11-26T20:55:14.981481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRSP'. [2025-11-26T20:55:14.981943] [INFO ] [FORECASTER] Starting predict_future for CRSP [2025-11-26T20:55:14.982898] [DEBUG] [LOCAL ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt [2025-11-26T20:55:14.982970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:14.983028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:14.983077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:14.983147] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:15.041896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:15.042857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:15.042962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:15.043005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:15.164461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:15.164668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:15.164724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:15.164767] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:15.168249] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=4.08%) [2025-11-26T20:55:15.168550] [INFO ] [FORECASTER] Completed predict_future for CRSP [2025-11-26T20:55:15.168723] [INFO ] [sig ] CRSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:15.310305] [INFO ] [LOCAL ] Saved forecast: CRSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRSP.txt [2025-11-26T20:55:15.310475] [INFO ] [sig ] [813/3599] Completed CRSP in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:15.310524] [INFO ] [sig ] [814/3599] Forecasting CRTO... [2025-11-26T20:55:15.310568] [INFO ] [sig ] Generating forecast for: CRTO [2025-11-26T20:55:15.310608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'. [2025-11-26T20:55:15.322312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRTO'. [2025-11-26T20:55:15.322684] [INFO ] [FORECASTER] Starting predict_future for CRTO [2025-11-26T20:55:15.323486] [DEBUG] [LOCAL ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt [2025-11-26T20:55:15.323570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:15.323616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:15.323677] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:15.323748] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:15.381152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:15.381993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:15.382114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:15.382171] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:15.509611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:15.509813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:15.509868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:15.509910] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:15.513379] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-11-26T20:55:15.513731] [INFO ] [FORECASTER] Completed predict_future for CRTO [2025-11-26T20:55:15.513883] [INFO ] [sig ] CRTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:15.655235] [INFO ] [LOCAL ] Saved forecast: CRTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRTO.txt [2025-11-26T20:55:15.655417] [INFO ] [sig ] [814/3599] Completed CRTO in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:15.655472] [INFO ] [sig ] [815/3599] Forecasting CRUS... [2025-11-26T20:55:15.655516] [INFO ] [sig ] Generating forecast for: CRUS [2025-11-26T20:55:15.655558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'. [2025-11-26T20:55:15.668086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRUS'. [2025-11-26T20:55:15.668512] [INFO ] [FORECASTER] Starting predict_future for CRUS [2025-11-26T20:55:15.669397] [DEBUG] [LOCAL ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt [2025-11-26T20:55:15.669471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:15.669518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:15.669561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:15.669717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:15.730630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:15.731568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:15.731713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:15.731782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:15.856506] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:15.856714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:15.856771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:15.856814] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:15.860328] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-11-26T20:55:15.860673] [INFO ] [FORECASTER] Completed predict_future for CRUS [2025-11-26T20:55:15.860836] [INFO ] [sig ] CRUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:16.005694] [INFO ] [LOCAL ] Saved forecast: CRUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRUS.txt [2025-11-26T20:55:16.005888] [INFO ] [sig ] [815/3599] Completed CRUS in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:16.005939] [INFO ] [sig ] [816/3599] Forecasting CRVL... [2025-11-26T20:55:16.005987] [INFO ] [sig ] Generating forecast for: CRVL [2025-11-26T20:55:16.006038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'. [2025-11-26T20:55:16.017712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVL'. [2025-11-26T20:55:16.018108] [INFO ] [FORECASTER] Starting predict_future for CRVL [2025-11-26T20:55:16.018951] [DEBUG] [LOCAL ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt [2025-11-26T20:55:16.019021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:16.019068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:16.019108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:16.019177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:16.079809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:16.080838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:16.080976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:16.081039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:16.210330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:16.210557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:16.210616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:16.210684] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:16.214450] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=62.96%) [2025-11-26T20:55:16.214810] [INFO ] [FORECASTER] Completed predict_future for CRVL [2025-11-26T20:55:16.214967] [INFO ] [sig ] CRVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:16.361826] [INFO ] [LOCAL ] Saved forecast: CRVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRVL.txt [2025-11-26T20:55:16.362011] [INFO ] [sig ] [816/3599] Completed CRVL in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:16.362067] [INFO ] [sig ] [817/3599] Forecasting CRVO... [2025-11-26T20:55:16.362111] [INFO ] [sig ] Generating forecast for: CRVO [2025-11-26T20:55:16.362153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'. [2025-11-26T20:55:16.375019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVO'. [2025-11-26T20:55:16.375493] [INFO ] [FORECASTER] Starting predict_future for CRVO [2025-11-26T20:55:16.376347] [DEBUG] [LOCAL ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt [2025-11-26T20:55:16.376417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:16.376464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:16.376504] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:16.376571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:16.434062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:16.435006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:16.435109] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:16.435151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:16.553905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:16.554083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:16.554135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:16.554178] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:16.557613] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-11-26T20:55:16.557919] [INFO ] [FORECASTER] Completed predict_future for CRVO [2025-11-26T20:55:16.558061] [INFO ] [sig ] CRVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:16.696375] [INFO ] [LOCAL ] Saved forecast: CRVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRVO.txt [2025-11-26T20:55:16.696521] [INFO ] [sig ] [817/3599] Completed CRVO in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 16.0m [2025-11-26T20:55:16.696576] [INFO ] [sig ] [818/3599] Forecasting CRVS... [2025-11-26T20:55:16.696618] [INFO ] [sig ] Generating forecast for: CRVS [2025-11-26T20:55:16.696679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'. [2025-11-26T20:55:16.708013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVS'. [2025-11-26T20:55:16.708379] [INFO ] [FORECASTER] Starting predict_future for CRVS [2025-11-26T20:55:16.709201] [DEBUG] [LOCAL ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt [2025-11-26T20:55:16.709270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:16.709314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:16.709353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:16.709421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:16.766343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:16.767245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:16.767346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:16.767393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:16.892322] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:16.892487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:16.892537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:16.892581] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:16.895928] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=56.15%) [2025-11-26T20:55:16.896216] [INFO ] [FORECASTER] Completed predict_future for CRVS [2025-11-26T20:55:16.896361] [INFO ] [sig ] CRVS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:17.035336] [INFO ] [LOCAL ] Saved forecast: CRVS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRVS.txt [2025-11-26T20:55:17.035527] [INFO ] [sig ] [818/3599] Completed CRVS in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:17.035581] [INFO ] [sig ] [819/3599] Forecasting CRWD... [2025-11-26T20:55:17.035626] [INFO ] [sig ] Generating forecast for: CRWD [2025-11-26T20:55:17.035691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'. [2025-11-26T20:55:17.048168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWD'. [2025-11-26T20:55:17.048733] [INFO ] [FORECASTER] Starting predict_future for CRWD [2025-11-26T20:55:17.049794] [DEBUG] [LOCAL ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt [2025-11-26T20:55:17.049864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:17.049909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:17.049949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:17.050017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:17.108382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:17.109188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:17.109289] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:17.109336] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:17.230584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:17.230792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:17.230848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:17.230891] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:17.234359] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=93.92%) [2025-11-26T20:55:17.234688] [INFO ] [FORECASTER] Completed predict_future for CRWD [2025-11-26T20:55:17.234832] [INFO ] [sig ] CRWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:17.383730] [INFO ] [LOCAL ] Saved forecast: CRWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRWD.txt [2025-11-26T20:55:17.383972] [INFO ] [sig ] [819/3599] Completed CRWD in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:17.384043] [INFO ] [sig ] [820/3599] Forecasting CRWS... [2025-11-26T20:55:17.384094] [INFO ] [sig ] Generating forecast for: CRWS [2025-11-26T20:55:17.384137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'. [2025-11-26T20:55:17.396461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWS'. [2025-11-26T20:55:17.396921] [INFO ] [FORECASTER] Starting predict_future for CRWS [2025-11-26T20:55:17.397891] [DEBUG] [LOCAL ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt [2025-11-26T20:55:17.397973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:17.398040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:17.398105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:17.398211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:17.458751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:17.459797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:17.459910] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:17.459981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:17.569238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:17.569436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:17.569516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:17.569586] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:17.573517] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=82.98%) [2025-11-26T20:55:17.573909] [INFO ] [FORECASTER] Completed predict_future for CRWS [2025-11-26T20:55:17.574071] [INFO ] [sig ] CRWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:17.718200] [INFO ] [LOCAL ] Saved forecast: CRWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRWS.txt [2025-11-26T20:55:17.718389] [INFO ] [sig ] [820/3599] Completed CRWS in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:17.718444] [INFO ] [sig ] [821/3599] Forecasting CSAN... [2025-11-26T20:55:17.718488] [INFO ] [sig ] Generating forecast for: CSAN [2025-11-26T20:55:17.718531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-11-26T20:55:17.729617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSAN'. [2025-11-26T20:55:17.730050] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-11-26T20:55:17.730938] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-11-26T20:55:17.731008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:17.731058] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:17.731106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:17.731175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:17.788908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:17.789850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:17.789962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:17.790025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:17.906238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:17.906449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:17.906518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:17.906579] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:17.910110] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-11-26T20:55:17.910508] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-11-26T20:55:17.910729] [INFO ] [sig ] CSAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:18.063512] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSAN.txt [2025-11-26T20:55:18.063743] [INFO ] [sig ] [821/3599] Completed CSAN in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:18.063804] [INFO ] [sig ] [822/3599] Forecasting CSB... [2025-11-26T20:55:18.063850] [INFO ] [sig ] Generating forecast for: CSB [2025-11-26T20:55:18.063893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'. [2025-11-26T20:55:18.075460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSB'. [2025-11-26T20:55:18.075937] [INFO ] [FORECASTER] Starting predict_future for CSB [2025-11-26T20:55:18.076902] [DEBUG] [LOCAL ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt [2025-11-26T20:55:18.076976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:18.077023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:18.077064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:18.077135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:18.138088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:18.139052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:18.139151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:18.139197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:18.250954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:18.251140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:18.251192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:18.251233] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:18.255230] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-11-26T20:55:18.255546] [INFO ] [FORECASTER] Completed predict_future for CSB [2025-11-26T20:55:18.255718] [INFO ] [sig ] CSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:18.400827] [INFO ] [LOCAL ] Saved forecast: CSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSB.txt [2025-11-26T20:55:18.401025] [INFO ] [sig ] [822/3599] Completed CSB in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:18.401082] [INFO ] [sig ] [823/3599] Forecasting CSCO... [2025-11-26T20:55:18.401124] [INFO ] [sig ] Generating forecast for: CSCO [2025-11-26T20:55:18.401166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'. [2025-11-26T20:55:18.413113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSCO'. [2025-11-26T20:55:18.413522] [INFO ] [FORECASTER] Starting predict_future for CSCO [2025-11-26T20:55:18.414440] [DEBUG] [LOCAL ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt [2025-11-26T20:55:18.414516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:18.414580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:18.414663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:18.414776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:18.474970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:18.475954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:18.476073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:18.476142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:18.598752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:18.598950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:18.599021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:18.599080] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:18.602751] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=25.06%) [2025-11-26T20:55:18.603159] [INFO ] [FORECASTER] Completed predict_future for CSCO [2025-11-26T20:55:18.603358] [INFO ] [sig ] CSCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:18.747741] [INFO ] [LOCAL ] Saved forecast: CSCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSCO.txt [2025-11-26T20:55:18.747952] [INFO ] [sig ] [823/3599] Completed CSCO in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:18.748028] [INFO ] [sig ] [824/3599] Forecasting CSGP... [2025-11-26T20:55:18.748089] [INFO ] [sig ] Generating forecast for: CSGP [2025-11-26T20:55:18.748150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'. [2025-11-26T20:55:18.759919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGP'. [2025-11-26T20:55:18.760366] [INFO ] [FORECASTER] Starting predict_future for CSGP [2025-11-26T20:55:18.761296] [DEBUG] [LOCAL ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt [2025-11-26T20:55:18.761372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:18.761437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:18.761501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:18.761611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:18.824138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:18.825136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:18.825234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:18.825279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:18.947703] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:18.947891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:18.947944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:18.947981] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:18.951472] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=36.63%) [2025-11-26T20:55:18.951835] [INFO ] [FORECASTER] Completed predict_future for CSGP [2025-11-26T20:55:18.951994] [INFO ] [sig ] CSGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:19.095985] [INFO ] [LOCAL ] Saved forecast: CSGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSGP.txt [2025-11-26T20:55:19.096177] [INFO ] [sig ] [824/3599] Completed CSGP in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:19.096239] [INFO ] [sig ] [825/3599] Forecasting CSGS... [2025-11-26T20:55:19.096281] [INFO ] [sig ] Generating forecast for: CSGS [2025-11-26T20:55:19.096322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'. [2025-11-26T20:55:19.107919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGS'. [2025-11-26T20:55:19.108342] [INFO ] [FORECASTER] Starting predict_future for CSGS [2025-11-26T20:55:19.109212] [DEBUG] [LOCAL ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt [2025-11-26T20:55:19.109298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:19.109355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:19.109404] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:19.109485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:19.167783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:19.168744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:19.168847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:19.168895] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:19.292880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:19.293073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:19.293125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:19.293175] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:19.296670] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=27.80%) [2025-11-26T20:55:19.296999] [INFO ] [FORECASTER] Completed predict_future for CSGS [2025-11-26T20:55:19.297157] [INFO ] [sig ] CSGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:19.440984] [INFO ] [LOCAL ] Saved forecast: CSGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSGS.txt [2025-11-26T20:55:19.441171] [INFO ] [sig ] [825/3599] Completed CSGS in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:19.441225] [INFO ] [sig ] [826/3599] Forecasting CSIQ... [2025-11-26T20:55:19.441267] [INFO ] [sig ] Generating forecast for: CSIQ [2025-11-26T20:55:19.441310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'. [2025-11-26T20:55:19.452901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'. [2025-11-26T20:55:19.453259] [INFO ] [FORECASTER] Starting predict_future for CSIQ [2025-11-26T20:55:19.454120] [DEBUG] [LOCAL ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt [2025-11-26T20:55:19.454190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:19.454235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:19.454275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:19.454341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:19.514958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:19.515917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:19.516026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:19.516074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:19.647908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:19.648114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:19.648170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:19.648211] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:19.651839] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=12.52%) [2025-11-26T20:55:19.652145] [INFO ] [FORECASTER] Completed predict_future for CSIQ [2025-11-26T20:55:19.652292] [INFO ] [sig ] CSIQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:19.792522] [INFO ] [LOCAL ] Saved forecast: CSIQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSIQ.txt [2025-11-26T20:55:19.792717] [INFO ] [sig ] [826/3599] Completed CSIQ in 0.4s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:19.792796] [INFO ] [sig ] [827/3599] Forecasting CSPI... [2025-11-26T20:55:19.792839] [INFO ] [sig ] Generating forecast for: CSPI [2025-11-26T20:55:19.792886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'. [2025-11-26T20:55:19.805145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSPI'. [2025-11-26T20:55:19.805526] [INFO ] [FORECASTER] Starting predict_future for CSPI [2025-11-26T20:55:19.806457] [DEBUG] [LOCAL ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt [2025-11-26T20:55:19.806529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:19.806576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:19.806615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:19.806714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:19.864239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:19.865143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:19.865246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:19.865291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:19.977830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:19.978007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:19.978059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:19.978100] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:19.981507] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=36.23%) [2025-11-26T20:55:19.981823] [INFO ] [FORECASTER] Completed predict_future for CSPI [2025-11-26T20:55:19.981969] [INFO ] [sig ] CSPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:20.123243] [INFO ] [LOCAL ] Saved forecast: CSPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSPI.txt [2025-11-26T20:55:20.123407] [INFO ] [sig ] [827/3599] Completed CSPI in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:20.123465] [INFO ] [sig ] [828/3599] Forecasting CSQ... [2025-11-26T20:55:20.123509] [INFO ] [sig ] Generating forecast for: CSQ [2025-11-26T20:55:20.123558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'. [2025-11-26T20:55:20.136278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSQ'. [2025-11-26T20:55:20.136779] [INFO ] [FORECASTER] Starting predict_future for CSQ [2025-11-26T20:55:20.137750] [DEBUG] [LOCAL ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt [2025-11-26T20:55:20.137824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:20.137872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:20.137913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:20.137983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:20.197160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:20.198157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:20.198263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:20.198305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:20.319936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:20.320134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:20.320195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:20.320233] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:20.323745] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-11-26T20:55:20.324114] [INFO ] [FORECASTER] Completed predict_future for CSQ [2025-11-26T20:55:20.324282] [INFO ] [sig ] CSQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:20.468045] [INFO ] [LOCAL ] Saved forecast: CSQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CSQ.txt [2025-11-26T20:55:20.468238] [INFO ] [sig ] [828/3599] Completed CSQ in 0.3s | 2.91 sym/s | Total: 4.7m | ETA: 15.9m [2025-11-26T20:55:20.468302] [INFO ] [sig ] [829/3599] Forecasting CSTL... [2025-11-26T20:55:20.468351] [INFO ] [sig ] Generating forecast for: CSTL [2025-11-26T20:55:20.468403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'. [2025-11-26T20:55:20.479997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTL'. [2025-11-26T20:55:20.480407] [INFO ] [FORECASTER] Starting predict_future for CSTL [2025-11-26T20:55:20.481259] [DEBUG] [LOCAL ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt [2025-11-26T20:55:20.481329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:20.481376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:20.481416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:20.481484] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:20.539660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:20.540559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:20.540686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:20.540736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:20.667475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:20.667710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:20.667765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:20.667807] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:20.671365] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=24.15%) [2025-11-26T20:55:20.671761] [INFO ] [FORECASTER] Completed predict_future for CSTL [2025-11-26T20:55:20.671944] [INFO ] [sig ] CSTL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:20.820436] [INFO ] [LOCAL ] Saved forecast: CSTL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSTL.txt [2025-11-26T20:55:20.820671] [INFO ] [sig ] [829/3599] Completed CSTL in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m [2025-11-26T20:55:20.820749] [INFO ] [sig ] [830/3599] Forecasting CSTM... [2025-11-26T20:55:20.820821] [INFO ] [sig ] Generating forecast for: CSTM [2025-11-26T20:55:20.820886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-11-26T20:55:20.832989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTM'. [2025-11-26T20:55:20.833425] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-11-26T20:55:20.834380] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-11-26T20:55:20.834458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:20.834523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:20.834588] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:20.834717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:20.892559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:20.893523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:20.893667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:20.893738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:21.013210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:21.013385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:21.013437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:21.013478] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:21.016927] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=51.49%) [2025-11-26T20:55:21.017225] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-11-26T20:55:21.017391] [INFO ] [sig ] CSTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:21.155095] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CSTM.txt [2025-11-26T20:55:21.155233] [INFO ] [sig ] [830/3599] Completed CSTM in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m [2025-11-26T20:55:21.155287] [INFO ] [sig ] [831/3599] Forecasting CSWC... [2025-11-26T20:55:21.155330] [INFO ] [sig ] Generating forecast for: CSWC [2025-11-26T20:55:21.155372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'. [2025-11-26T20:55:21.166720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSWC'. [2025-11-26T20:55:21.167026] [INFO ] [FORECASTER] Starting predict_future for CSWC [2025-11-26T20:55:21.167880] [DEBUG] [LOCAL ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt [2025-11-26T20:55:21.167949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:21.167993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:21.168032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:21.168101] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:21.224229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:21.224889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:21.224984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:21.225029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:21.345190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:21.345342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:21.345398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:21.345437] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:21.348769] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-11-26T20:55:21.349057] [INFO ] [FORECASTER] Completed predict_future for CSWC [2025-11-26T20:55:21.349200] [INFO ] [sig ] CSWC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:21.486965] [INFO ] [LOCAL ] Saved forecast: CSWC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSWC.txt [2025-11-26T20:55:21.487102] [INFO ] [sig ] [831/3599] Completed CSWC in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m [2025-11-26T20:55:21.487156] [INFO ] [sig ] [832/3599] Forecasting CSX... [2025-11-26T20:55:21.487199] [INFO ] [sig ] Generating forecast for: CSX [2025-11-26T20:55:21.487240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'. [2025-11-26T20:55:21.499187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSX'. [2025-11-26T20:55:21.499709] [INFO ] [FORECASTER] Starting predict_future for CSX [2025-11-26T20:55:21.500682] [DEBUG] [LOCAL ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt [2025-11-26T20:55:21.500756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:21.500822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:21.500878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:21.500962] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:21.559309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:21.560275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:21.560387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:21.560450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:21.683053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:21.683269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:21.683361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:21.683428] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:21.687080] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=36.61%) [2025-11-26T20:55:21.687515] [INFO ] [FORECASTER] Completed predict_future for CSX [2025-11-26T20:55:21.687760] [INFO ] [sig ] CSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:21.845724] [INFO ] [LOCAL ] Saved forecast: CSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSX.txt [2025-11-26T20:55:21.846012] [INFO ] [sig ] [832/3599] Completed CSX in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m [2025-11-26T20:55:21.846151] [INFO ] [sig ] [833/3599] Forecasting CTAS... [2025-11-26T20:55:21.846227] [INFO ] [sig ] Generating forecast for: CTAS [2025-11-26T20:55:21.846351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'. [2025-11-26T20:55:21.860347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTAS'. [2025-11-26T20:55:21.860983] [INFO ] [FORECASTER] Starting predict_future for CTAS [2025-11-26T20:55:21.862040] [DEBUG] [LOCAL ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt [2025-11-26T20:55:21.862120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:21.862170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:21.862224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:21.862392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:21.922017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:21.923127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:21.923234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:21.923292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:22.043210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:22.043419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:22.043476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:22.043520] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:22.047255] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=62.09%) [2025-11-26T20:55:22.047808] [INFO ] [FORECASTER] Completed predict_future for CTAS [2025-11-26T20:55:22.047987] [INFO ] [sig ] CTAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:22.194483] [INFO ] [LOCAL ] Saved forecast: CTAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTAS.txt [2025-11-26T20:55:22.194713] [INFO ] [sig ] [833/3599] Completed CTAS in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m [2025-11-26T20:55:22.194771] [INFO ] [sig ] [834/3599] Forecasting CTBB... [2025-11-26T20:55:22.194809] [INFO ] [sig ] Generating forecast for: CTBB [2025-11-26T20:55:22.194852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-11-26T20:55:22.206556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBB'. [2025-11-26T20:55:22.206921] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-11-26T20:55:22.207818] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-11-26T20:55:22.207886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:22.207931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:22.207970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:22.208036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:22.264167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:22.264975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:22.265072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:22.265113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:22.381094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:22.381275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:22.381328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:22.381369] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:22.384883] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=93.04%) [2025-11-26T20:55:22.385175] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-11-26T20:55:22.385324] [INFO ] [sig ] CTBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:22.524539] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTBB.txt [2025-11-26T20:55:22.524724] [INFO ] [sig ] [834/3599] Completed CTBB in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.9m [2025-11-26T20:55:22.524780] [INFO ] [sig ] [835/3599] Forecasting CTBI... [2025-11-26T20:55:22.524821] [INFO ] [sig ] Generating forecast for: CTBI [2025-11-26T20:55:22.524863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'. [2025-11-26T20:55:22.536524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBI'. [2025-11-26T20:55:22.536887] [INFO ] [FORECASTER] Starting predict_future for CTBI [2025-11-26T20:55:22.538223] [DEBUG] [LOCAL ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt [2025-11-26T20:55:22.538403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:22.538454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:22.538508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:22.538608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:22.596475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:22.597378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:22.597492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:22.597554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:22.726032] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:22.726223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:22.726280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:22.726323] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:22.729969] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-11-26T20:55:22.730286] [INFO ] [FORECASTER] Completed predict_future for CTBI [2025-11-26T20:55:22.730441] [INFO ] [sig ] CTBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:22.873946] [INFO ] [LOCAL ] Saved forecast: CTBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTBI.txt [2025-11-26T20:55:22.874182] [INFO ] [sig ] [835/3599] Completed CTBI in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:22.874285] [INFO ] [sig ] [836/3599] Forecasting CTDD... [2025-11-26T20:55:22.874347] [INFO ] [sig ] Generating forecast for: CTDD [2025-11-26T20:55:22.874404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-11-26T20:55:22.886169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTDD'. [2025-11-26T20:55:22.886497] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-11-26T20:55:22.887331] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-11-26T20:55:22.887401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:22.887461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:22.887503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:22.887600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:22.947098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:22.948056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:22.948161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:22.948202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:23.078319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:23.078520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:23.078576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:23.078614] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:23.082153] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-11-26T20:55:23.082445] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-11-26T20:55:23.082588] [INFO ] [sig ] CTDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:23.222849] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTDD.txt [2025-11-26T20:55:23.223017] [INFO ] [sig ] [836/3599] Completed CTDD in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:23.223073] [INFO ] [sig ] [837/3599] Forecasting CTKB... [2025-11-26T20:55:23.223119] [INFO ] [sig ] Generating forecast for: CTKB [2025-11-26T20:55:23.223162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'. [2025-11-26T20:55:23.234547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTKB'. [2025-11-26T20:55:23.234913] [INFO ] [FORECASTER] Starting predict_future for CTKB [2025-11-26T20:55:23.235776] [DEBUG] [LOCAL ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt [2025-11-26T20:55:23.235859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:23.235909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:23.235948] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:23.236015] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:23.294839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:23.295566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:23.295681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:23.295733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:23.422420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:23.422605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:23.422694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:23.422744] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:23.426565] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=84.16%) [2025-11-26T20:55:23.426927] [INFO ] [FORECASTER] Completed predict_future for CTKB [2025-11-26T20:55:23.427085] [INFO ] [sig ] CTKB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:23.572138] [INFO ] [LOCAL ] Saved forecast: CTKB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTKB.txt [2025-11-26T20:55:23.572303] [INFO ] [sig ] [837/3599] Completed CTKB in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:23.572360] [INFO ] [sig ] [838/3599] Forecasting CTLP... [2025-11-26T20:55:23.572406] [INFO ] [sig ] Generating forecast for: CTLP [2025-11-26T20:55:23.572451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'. [2025-11-26T20:55:23.584614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTLP'. [2025-11-26T20:55:23.585006] [INFO ] [FORECASTER] Starting predict_future for CTLP [2025-11-26T20:55:23.585878] [DEBUG] [LOCAL ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt [2025-11-26T20:55:23.585950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:23.585999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:23.586039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:23.586111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:23.646181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:23.647015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:23.647117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:23.647167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:23.768612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:23.768812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:23.768868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:23.768912] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:23.772394] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=71.31%) [2025-11-26T20:55:23.772711] [INFO ] [FORECASTER] Completed predict_future for CTLP [2025-11-26T20:55:23.772858] [INFO ] [sig ] CTLP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:23.918245] [INFO ] [LOCAL ] Saved forecast: CTLP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTLP.txt [2025-11-26T20:55:23.918425] [INFO ] [sig ] [838/3599] Completed CTLP in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:23.918475] [INFO ] [sig ] [839/3599] Forecasting CTMX... [2025-11-26T20:55:23.918519] [INFO ] [sig ] Generating forecast for: CTMX [2025-11-26T20:55:23.918564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'. [2025-11-26T20:55:23.930227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTMX'. [2025-11-26T20:55:23.930538] [INFO ] [FORECASTER] Starting predict_future for CTMX [2025-11-26T20:55:23.931388] [DEBUG] [LOCAL ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt [2025-11-26T20:55:23.931457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:23.931513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:23.931564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:23.931664] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:23.989588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:23.990564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:23.990711] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:23.990778] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:24.112714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:24.112903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:24.112963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:24.113005] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:24.116490] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=50.92%) [2025-11-26T20:55:24.116817] [INFO ] [FORECASTER] Completed predict_future for CTMX [2025-11-26T20:55:24.116981] [INFO ] [sig ] CTMX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:24.260255] [INFO ] [LOCAL ] Saved forecast: CTMX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTMX.txt [2025-11-26T20:55:24.260434] [INFO ] [sig ] [839/3599] Completed CTMX in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:24.260491] [INFO ] [sig ] [840/3599] Forecasting CTNM... [2025-11-26T20:55:24.260547] [INFO ] [sig ] Generating forecast for: CTNM [2025-11-26T20:55:24.260587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'. [2025-11-26T20:55:24.272501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTNM'. [2025-11-26T20:55:24.272850] [INFO ] [FORECASTER] Starting predict_future for CTNM [2025-11-26T20:55:24.273710] [DEBUG] [LOCAL ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt [2025-11-26T20:55:24.273778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:24.273822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:24.273862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:24.273929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:24.333270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:24.334167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:24.334267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:24.334310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:24.460285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:24.460471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:24.460523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:24.460565] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:24.464107] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=74.47%) [2025-11-26T20:55:24.464408] [INFO ] [FORECASTER] Completed predict_future for CTNM [2025-11-26T20:55:24.464558] [INFO ] [sig ] CTNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:24.611597] [INFO ] [LOCAL ] Saved forecast: CTNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTNM.txt [2025-11-26T20:55:24.611815] [INFO ] [sig ] [840/3599] Completed CTNM in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:24.611873] [INFO ] [sig ] [841/3599] Forecasting CTO... [2025-11-26T20:55:24.611918] [INFO ] [sig ] Generating forecast for: CTO [2025-11-26T20:55:24.611960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-11-26T20:55:24.623627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTO'. [2025-11-26T20:55:24.623980] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-11-26T20:55:24.624949] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-11-26T20:55:24.625018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:24.625073] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:24.625124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:24.625194] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:24.682111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:24.682874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:24.682973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:24.683031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:24.803420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:24.803597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:24.803670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:24.803714] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:24.807227] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-11-26T20:55:24.807555] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-11-26T20:55:24.807729] [INFO ] [sig ] CTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:24.949612] [INFO ] [LOCAL ] Saved forecast: CTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTO.txt [2025-11-26T20:55:24.949801] [INFO ] [sig ] [841/3599] Completed CTO in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:24.949863] [INFO ] [sig ] [842/3599] Forecasting CTRA... [2025-11-26T20:55:24.949907] [INFO ] [sig ] Generating forecast for: CTRA [2025-11-26T20:55:24.949952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-11-26T20:55:24.961887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRA'. [2025-11-26T20:55:24.962292] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-11-26T20:55:24.963149] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-11-26T20:55:24.963217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:24.963263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:24.963302] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:24.963369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:25.019772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:25.020481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:25.020578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:25.020624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:25.134832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:25.135033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:25.135103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:25.135145] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:25.138801] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=61.98%) [2025-11-26T20:55:25.139126] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-11-26T20:55:25.139278] [INFO ] [sig ] CTRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:25.284104] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTRA.txt [2025-11-26T20:55:25.284314] [INFO ] [sig ] [842/3599] Completed CTRA in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:25.284373] [INFO ] [sig ] [843/3599] Forecasting CTRE... [2025-11-26T20:55:25.284433] [INFO ] [sig ] Generating forecast for: CTRE [2025-11-26T20:55:25.284477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-11-26T20:55:25.297726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRE'. [2025-11-26T20:55:25.298193] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-11-26T20:55:25.299088] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-11-26T20:55:25.299159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:25.299205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:25.299248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:25.299318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:25.358350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:25.359315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:25.359458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:25.359517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:25.486210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:25.486438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:25.486495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:25.486564] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:25.490375] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=61.09%) [2025-11-26T20:55:25.490776] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-11-26T20:55:25.490942] [INFO ] [sig ] CTRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:25.633364] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTRE.txt [2025-11-26T20:55:25.633544] [INFO ] [sig ] [843/3599] Completed CTRE in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:25.633599] [INFO ] [sig ] [844/3599] Forecasting CTRM... [2025-11-26T20:55:25.633664] [INFO ] [sig ] Generating forecast for: CTRM [2025-11-26T20:55:25.633709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'. [2025-11-26T20:55:25.645053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRM'. [2025-11-26T20:55:25.645362] [INFO ] [FORECASTER] Starting predict_future for CTRM [2025-11-26T20:55:25.646223] [DEBUG] [LOCAL ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt [2025-11-26T20:55:25.646294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:25.646341] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:25.646382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:25.646449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:25.703586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:25.704243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:25.704338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:25.704381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:25.819061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:25.819251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:25.819308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:25.819352] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:25.822804] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-11-26T20:55:25.823095] [INFO ] [FORECASTER] Completed predict_future for CTRM [2025-11-26T20:55:25.823237] [INFO ] [sig ] CTRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:25.966828] [INFO ] [LOCAL ] Saved forecast: CTRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTRM.txt [2025-11-26T20:55:25.967006] [INFO ] [sig ] [844/3599] Completed CTRM in 0.3s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:25.967061] [INFO ] [sig ] [845/3599] Forecasting CTRN... [2025-11-26T20:55:25.967105] [INFO ] [sig ] Generating forecast for: CTRN [2025-11-26T20:55:25.967147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'. [2025-11-26T20:55:25.978690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRN'. [2025-11-26T20:55:25.979063] [INFO ] [FORECASTER] Starting predict_future for CTRN [2025-11-26T20:55:25.979907] [DEBUG] [LOCAL ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt [2025-11-26T20:55:25.979975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:25.980022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:25.980063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:25.980133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:26.040039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:26.041147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:26.041280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:26.041363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:26.165517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:26.165721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:26.165776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:26.165817] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:26.169258] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=55.90%) [2025-11-26T20:55:26.169555] [INFO ] [FORECASTER] Completed predict_future for CTRN [2025-11-26T20:55:26.169724] [INFO ] [sig ] CTRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:26.323100] [INFO ] [LOCAL ] Saved forecast: CTRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTRN.txt [2025-11-26T20:55:26.323281] [INFO ] [sig ] [845/3599] Completed CTRN in 0.4s | 2.91 sym/s | Total: 4.8m | ETA: 15.8m [2025-11-26T20:55:26.323336] [INFO ] [sig ] [846/3599] Forecasting CTS... [2025-11-26T20:55:26.323380] [INFO ] [sig ] Generating forecast for: CTS [2025-11-26T20:55:26.323422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-11-26T20:55:26.334682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTS'. [2025-11-26T20:55:26.334981] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-11-26T20:55:26.335822] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-11-26T20:55:26.335890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:26.335935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:26.335974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:26.336042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:26.393295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:26.394106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:26.394204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:26.394251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:26.511461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:26.511663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:26.511718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:26.511759] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:26.515167] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-11-26T20:55:26.515471] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-11-26T20:55:26.515622] [INFO ] [sig ] CTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:26.655700] [INFO ] [LOCAL ] Saved forecast: CTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTS.txt [2025-11-26T20:55:26.655893] [INFO ] [sig ] [846/3599] Completed CTS in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m [2025-11-26T20:55:26.655948] [INFO ] [sig ] [847/3599] Forecasting CTSH... [2025-11-26T20:55:26.655993] [INFO ] [sig ] Generating forecast for: CTSH [2025-11-26T20:55:26.656034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'. [2025-11-26T20:55:26.667569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTSH'. [2025-11-26T20:55:26.667999] [INFO ] [FORECASTER] Starting predict_future for CTSH [2025-11-26T20:55:26.668847] [DEBUG] [LOCAL ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt [2025-11-26T20:55:26.668915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:26.668962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:26.669016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:26.669086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:26.726177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:26.727100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:26.727201] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:26.727247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:26.846980] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:26.847176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:26.847232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:26.847272] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:26.850893] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=28.76%) [2025-11-26T20:55:26.851202] [INFO ] [FORECASTER] Completed predict_future for CTSH [2025-11-26T20:55:26.851354] [INFO ] [sig ] CTSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:26.994370] [INFO ] [LOCAL ] Saved forecast: CTSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTSH.txt [2025-11-26T20:55:26.994539] [INFO ] [sig ] [847/3599] Completed CTSH in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m [2025-11-26T20:55:26.994594] [INFO ] [sig ] [848/3599] Forecasting CTVA... [2025-11-26T20:55:26.994663] [INFO ] [sig ] Generating forecast for: CTVA [2025-11-26T20:55:26.994715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-11-26T20:55:27.005448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTVA'. [2025-11-26T20:55:27.005816] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-11-26T20:55:27.006704] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-11-26T20:55:27.006777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:27.006825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:27.006889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:27.006971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:27.067538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:27.068494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:27.068598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:27.068675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:27.191245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:27.191427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:27.191482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:27.191526] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:27.195256] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=25.19%) [2025-11-26T20:55:27.195572] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-11-26T20:55:27.195750] [INFO ] [sig ] CTVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:27.339131] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTVA.txt [2025-11-26T20:55:27.339325] [INFO ] [sig ] [848/3599] Completed CTVA in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m [2025-11-26T20:55:27.339391] [INFO ] [sig ] [849/3599] Forecasting CUBE... [2025-11-26T20:55:27.339432] [INFO ] [sig ] Generating forecast for: CUBE [2025-11-26T20:55:27.339474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-11-26T20:55:27.352263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBE'. [2025-11-26T20:55:27.352728] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-11-26T20:55:27.353683] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-11-26T20:55:27.353753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:27.353802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:27.353840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:27.353907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:27.412239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:27.413020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:27.413118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:27.413161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:27.532277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:27.532456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:27.532509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:27.532547] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:27.535933] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=50.45%) [2025-11-26T20:55:27.536222] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-11-26T20:55:27.536365] [INFO ] [sig ] CUBE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:27.675190] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CUBE.txt [2025-11-26T20:55:27.675357] [INFO ] [sig ] [849/3599] Completed CUBE in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m [2025-11-26T20:55:27.675411] [INFO ] [sig ] [850/3599] Forecasting CUBI... [2025-11-26T20:55:27.675453] [INFO ] [sig ] Generating forecast for: CUBI [2025-11-26T20:55:27.675493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-11-26T20:55:27.686684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBI'. [2025-11-26T20:55:27.687020] [INFO ] [FORECASTER] Starting predict_future for CUBI [2025-11-26T20:55:27.687877] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-11-26T20:55:27.687944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:27.687988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:27.688026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:27.688091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:27.744982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:27.745717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:27.745816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:27.745866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:27.865985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:27.866160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:27.866213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:27.866258] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:27.869657] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=20.35%) [2025-11-26T20:55:27.869950] [INFO ] [FORECASTER] Completed predict_future for CUBI [2025-11-26T20:55:27.870094] [INFO ] [sig ] CUBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:28.013446] [INFO ] [LOCAL ] Saved forecast: CUBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CUBI.txt [2025-11-26T20:55:28.013623] [INFO ] [sig ] [850/3599] Completed CUBI in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m [2025-11-26T20:55:28.013708] [INFO ] [sig ] [851/3599] Forecasting CUK... [2025-11-26T20:55:28.013753] [INFO ] [sig ] Generating forecast for: CUK [2025-11-26T20:55:28.013802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-11-26T20:55:28.025275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUK'. [2025-11-26T20:55:28.025622] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-11-26T20:55:28.026498] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-11-26T20:55:28.026574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:28.026634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:28.026705] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:28.026781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:28.085906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:28.086676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:28.086775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:28.086822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:28.210680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:28.210870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:28.210922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:28.210962] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:28.214389] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=50.36%) [2025-11-26T20:55:28.214715] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-11-26T20:55:28.214880] [INFO ] [sig ] CUK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:28.358661] [INFO ] [LOCAL ] Saved forecast: CUK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CUK.txt [2025-11-26T20:55:28.358861] [INFO ] [sig ] [851/3599] Completed CUK in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.8m [2025-11-26T20:55:28.358915] [INFO ] [sig ] [852/3599] Forecasting CULP... [2025-11-26T20:55:28.358958] [INFO ] [sig ] Generating forecast for: CULP [2025-11-26T20:55:28.358997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-11-26T20:55:28.369910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CULP'. [2025-11-26T20:55:28.370245] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-11-26T20:55:28.371135] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-11-26T20:55:28.371204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:28.371248] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:28.371287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:28.371353] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:28.429004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:28.429776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:28.429874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:28.429921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:28.532458] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:28.532628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:28.532709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:28.532755] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:28.536170] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=63.89%) [2025-11-26T20:55:28.536469] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-11-26T20:55:28.536621] [INFO ] [sig ] CULP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:28.676927] [INFO ] [LOCAL ] Saved forecast: CULP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CULP.txt [2025-11-26T20:55:28.677088] [INFO ] [sig ] [852/3599] Completed CULP in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:28.677143] [INFO ] [sig ] [853/3599] Forecasting CUZ... [2025-11-26T20:55:28.677186] [INFO ] [sig ] Generating forecast for: CUZ [2025-11-26T20:55:28.677225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-11-26T20:55:28.688463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUZ'. [2025-11-26T20:55:28.688844] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-11-26T20:55:28.689700] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-11-26T20:55:28.689769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:28.689815] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:28.689853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:28.689922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:28.748320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:28.749070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:28.749170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:28.749219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:28.869507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:28.869701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:28.869756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:28.869798] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:28.873235] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=90.05%) [2025-11-26T20:55:28.873544] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-11-26T20:55:28.873716] [INFO ] [sig ] CUZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:29.013679] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CUZ.txt [2025-11-26T20:55:29.013842] [INFO ] [sig ] [853/3599] Completed CUZ in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:29.013897] [INFO ] [sig ] [854/3599] Forecasting CVAC... [2025-11-26T20:55:29.013938] [INFO ] [sig ] Generating forecast for: CVAC [2025-11-26T20:55:29.013977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'. [2025-11-26T20:55:29.025056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVAC'. [2025-11-26T20:55:29.025391] [INFO ] [FORECASTER] Starting predict_future for CVAC [2025-11-26T20:55:29.026226] [DEBUG] [LOCAL ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt [2025-11-26T20:55:29.026296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:29.026340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:29.026379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:29.026445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:29.084562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:29.085390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:29.085493] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:29.085542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:29.208380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:29.208564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:29.208618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:29.208681] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:29.212196] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=7.28%) [2025-11-26T20:55:29.212496] [INFO ] [FORECASTER] Completed predict_future for CVAC [2025-11-26T20:55:29.212665] [INFO ] [sig ] CVAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:29.354121] [INFO ] [LOCAL ] Saved forecast: CVAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVAC.txt [2025-11-26T20:55:29.354307] [INFO ] [sig ] [854/3599] Completed CVAC in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:29.354362] [INFO ] [sig ] [855/3599] Forecasting CVBF... [2025-11-26T20:55:29.354407] [INFO ] [sig ] Generating forecast for: CVBF [2025-11-26T20:55:29.354448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'. [2025-11-26T20:55:29.367500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVBF'. [2025-11-26T20:55:29.367957] [INFO ] [FORECASTER] Starting predict_future for CVBF [2025-11-26T20:55:29.368809] [DEBUG] [LOCAL ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt [2025-11-26T20:55:29.368878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:29.368922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:29.368961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:29.369027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:29.426541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:29.427457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:29.427586] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:29.427634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:29.548788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:29.548954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:29.549033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:29.549101] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:29.552784] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=22.12%) [2025-11-26T20:55:29.553111] [INFO ] [FORECASTER] Completed predict_future for CVBF [2025-11-26T20:55:29.553287] [INFO ] [sig ] CVBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:29.696911] [INFO ] [LOCAL ] Saved forecast: CVBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVBF.txt [2025-11-26T20:55:29.697099] [INFO ] [sig ] [855/3599] Completed CVBF in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:29.697180] [INFO ] [sig ] [856/3599] Forecasting CVCO... [2025-11-26T20:55:29.697242] [INFO ] [sig ] Generating forecast for: CVCO [2025-11-26T20:55:29.697305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'. [2025-11-26T20:55:29.709035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVCO'. [2025-11-26T20:55:29.709407] [INFO ] [FORECASTER] Starting predict_future for CVCO [2025-11-26T20:55:29.710309] [DEBUG] [LOCAL ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt [2025-11-26T20:55:29.710384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:29.710450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:29.710509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:29.710613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:29.769721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:29.770542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:29.770690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:29.770776] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:29.889207] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:29.889398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:29.889452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:29.889491] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:29.892963] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T20:55:29.893249] [INFO ] [FORECASTER] Completed predict_future for CVCO [2025-11-26T20:55:29.893392] [INFO ] [sig ] CVCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:30.037175] [INFO ] [LOCAL ] Saved forecast: CVCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVCO.txt [2025-11-26T20:55:30.037345] [INFO ] [sig ] [856/3599] Completed CVCO in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:30.037400] [INFO ] [sig ] [857/3599] Forecasting CVE... [2025-11-26T20:55:30.037446] [INFO ] [sig ] Generating forecast for: CVE [2025-11-26T20:55:30.037488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-11-26T20:55:30.049234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVE'. [2025-11-26T20:55:30.049612] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-11-26T20:55:30.050510] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-11-26T20:55:30.050582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:30.050635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:30.050699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:30.050770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:30.111592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:30.112325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:30.112424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:30.112473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:30.241574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:30.241765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:30.241820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:30.241861] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:30.245269] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=25.18%) [2025-11-26T20:55:30.245561] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-11-26T20:55:30.245731] [INFO ] [sig ] CVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:30.383844] [INFO ] [LOCAL ] Saved forecast: CVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVE.txt [2025-11-26T20:55:30.384001] [INFO ] [sig ] [857/3599] Completed CVE in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:30.384055] [INFO ] [sig ] [858/3599] Forecasting CVEO... [2025-11-26T20:55:30.384098] [INFO ] [sig ] Generating forecast for: CVEO [2025-11-26T20:55:30.384139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-11-26T20:55:30.394970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVEO'. [2025-11-26T20:55:30.395303] [INFO ] [FORECASTER] Starting predict_future for CVEO [2025-11-26T20:55:30.396141] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-11-26T20:55:30.396210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:30.396256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:30.396295] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:30.396364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:30.453553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:30.454549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:30.454684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:30.454736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:30.578340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:30.578519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:30.578574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:30.578617] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:30.582081] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=94.39%) [2025-11-26T20:55:30.582383] [INFO ] [FORECASTER] Completed predict_future for CVEO [2025-11-26T20:55:30.582533] [INFO ] [sig ] CVEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:30.721098] [INFO ] [LOCAL ] Saved forecast: CVEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVEO.txt [2025-11-26T20:55:30.721260] [INFO ] [sig ] [858/3599] Completed CVEO in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:30.721314] [INFO ] [sig ] [859/3599] Forecasting CVGI... [2025-11-26T20:55:30.721353] [INFO ] [sig ] Generating forecast for: CVGI [2025-11-26T20:55:30.721395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'. [2025-11-26T20:55:30.732826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVGI'. [2025-11-26T20:55:30.733154] [INFO ] [FORECASTER] Starting predict_future for CVGI [2025-11-26T20:55:30.733982] [DEBUG] [LOCAL ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt [2025-11-26T20:55:30.734051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:30.734095] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:30.734135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:30.734203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:30.790796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:30.791503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:30.791599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:30.791665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:30.913765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:30.913948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:30.914000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:30.914042] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:30.917420] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=77.94%) [2025-11-26T20:55:30.917781] [INFO ] [FORECASTER] Completed predict_future for CVGI [2025-11-26T20:55:30.917940] [INFO ] [sig ] CVGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:31.056869] [INFO ] [LOCAL ] Saved forecast: CVGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVGI.txt [2025-11-26T20:55:31.057028] [INFO ] [sig ] [859/3599] Completed CVGI in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:31.057082] [INFO ] [sig ] [860/3599] Forecasting CVI... [2025-11-26T20:55:31.057125] [INFO ] [sig ] Generating forecast for: CVI [2025-11-26T20:55:31.057165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-11-26T20:55:31.069636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVI'. [2025-11-26T20:55:31.070119] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-11-26T20:55:31.071007] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-11-26T20:55:31.071090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:31.071137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:31.071177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:31.071244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:31.129033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:31.129984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:31.130097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:31.130148] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:31.252264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:31.252449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:31.252502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:31.252543] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:31.256005] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-11-26T20:55:31.256324] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-11-26T20:55:31.256475] [INFO ] [sig ] CVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:31.398730] [INFO ] [LOCAL ] Saved forecast: CVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVI.txt [2025-11-26T20:55:31.398913] [INFO ] [sig ] [860/3599] Completed CVI in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:31.398966] [INFO ] [sig ] [861/3599] Forecasting CVKD... [2025-11-26T20:55:31.399008] [INFO ] [sig ] Generating forecast for: CVKD [2025-11-26T20:55:31.399080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'. [2025-11-26T20:55:31.411265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVKD'. [2025-11-26T20:55:31.411686] [INFO ] [FORECASTER] Starting predict_future for CVKD [2025-11-26T20:55:31.412544] [DEBUG] [LOCAL ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt [2025-11-26T20:55:31.412617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:31.412705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:31.412763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:31.412836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:31.472553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:31.473460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:31.473560] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:31.473607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:31.595467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:31.595668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:31.595725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:31.595767] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:31.599290] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-11-26T20:55:31.599617] [INFO ] [FORECASTER] Completed predict_future for CVKD [2025-11-26T20:55:31.599834] [INFO ] [sig ] CVKD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:31.745167] [INFO ] [LOCAL ] Saved forecast: CVKD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVKD.txt [2025-11-26T20:55:31.745359] [INFO ] [sig ] [861/3599] Completed CVKD in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:31.745431] [INFO ] [sig ] [862/3599] Forecasting CVNA... [2025-11-26T20:55:31.745492] [INFO ] [sig ] Generating forecast for: CVNA [2025-11-26T20:55:31.745553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-11-26T20:55:31.757692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVNA'. [2025-11-26T20:55:31.758115] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-11-26T20:55:31.759053] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-11-26T20:55:31.759132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:31.759192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:31.759245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:31.759339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:31.819694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:31.820841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:31.820949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:31.821002] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:31.940378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:31.940570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:31.940620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:31.940684] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:31.944117] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=26.66%) [2025-11-26T20:55:31.944430] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-11-26T20:55:31.944578] [INFO ] [sig ] CVNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:32.088571] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVNA.txt [2025-11-26T20:55:32.088789] [INFO ] [sig ] [862/3599] Completed CVNA in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:32.088846] [INFO ] [sig ] [863/3599] Forecasting CVRX... [2025-11-26T20:55:32.088890] [INFO ] [sig ] Generating forecast for: CVRX [2025-11-26T20:55:32.088932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'. [2025-11-26T20:55:32.100898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVRX'. [2025-11-26T20:55:32.101297] [INFO ] [FORECASTER] Starting predict_future for CVRX [2025-11-26T20:55:32.102160] [DEBUG] [LOCAL ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt [2025-11-26T20:55:32.102233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:32.102279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:32.102317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:32.102385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:32.160989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:32.161897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:32.161999] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:32.162051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:32.287184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:32.287371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:32.287425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:32.287470] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:32.291119] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-11-26T20:55:32.291452] [INFO ] [FORECASTER] Completed predict_future for CVRX [2025-11-26T20:55:32.291608] [INFO ] [sig ] CVRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:32.437059] [INFO ] [LOCAL ] Saved forecast: CVRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVRX.txt [2025-11-26T20:55:32.437244] [INFO ] [sig ] [863/3599] Completed CVRX in 0.3s | 2.91 sym/s | Total: 4.9m | ETA: 15.7m [2025-11-26T20:55:32.437307] [INFO ] [sig ] [864/3599] Forecasting CVS... [2025-11-26T20:55:32.437350] [INFO ] [sig ] Generating forecast for: CVS [2025-11-26T20:55:32.437393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-11-26T20:55:32.448972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVS'. [2025-11-26T20:55:32.449373] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-11-26T20:55:32.450258] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-11-26T20:55:32.450339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:32.450401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:32.450457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:32.450544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:32.510947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:32.511853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:32.511955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:32.512007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:32.636584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:32.636790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:32.636858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:32.636917] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:32.640440] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=21.96%) [2025-11-26T20:55:32.640782] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-11-26T20:55:32.640952] [INFO ] [sig ] CVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:32.783179] [INFO ] [LOCAL ] Saved forecast: CVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVS.txt [2025-11-26T20:55:32.783382] [INFO ] [sig ] [864/3599] Completed CVS in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m [2025-11-26T20:55:32.783456] [INFO ] [sig ] [865/3599] Forecasting CVX... [2025-11-26T20:55:32.783518] [INFO ] [sig ] Generating forecast for: CVX [2025-11-26T20:55:32.783577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-11-26T20:55:32.795072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVX'. [2025-11-26T20:55:32.795424] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-11-26T20:55:32.796303] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-11-26T20:55:32.796382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:32.796443] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:32.796500] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:32.796589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:32.856200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:32.856930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:32.857034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:32.857095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:32.980239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:32.980456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:32.980532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:32.980589] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:32.984199] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=14.04%) [2025-11-26T20:55:32.984561] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-11-26T20:55:32.984791] [INFO ] [sig ] CVX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:33.136283] [INFO ] [LOCAL ] Saved forecast: CVX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVX.txt [2025-11-26T20:55:33.136443] [INFO ] [sig ] [865/3599] Completed CVX in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m [2025-11-26T20:55:33.136498] [INFO ] [sig ] [866/3599] Forecasting CWAN... [2025-11-26T20:55:33.136543] [INFO ] [sig ] Generating forecast for: CWAN [2025-11-26T20:55:33.136583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-11-26T20:55:33.147804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWAN'. [2025-11-26T20:55:33.148190] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-11-26T20:55:33.149091] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-11-26T20:55:33.149162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:33.149211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:33.149251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:33.149320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:33.208403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:33.209298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:33.209399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:33.209447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:33.330437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:33.330625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:33.330753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:33.330832] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:33.334334] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=70.01%) [2025-11-26T20:55:33.334689] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-11-26T20:55:33.334867] [INFO ] [sig ] CWAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:33.479040] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CWAN.txt [2025-11-26T20:55:33.479193] [INFO ] [sig ] [866/3599] Completed CWAN in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m [2025-11-26T20:55:33.479246] [INFO ] [sig ] [867/3599] Forecasting CWBC... [2025-11-26T20:55:33.479296] [INFO ] [sig ] Generating forecast for: CWBC [2025-11-26T20:55:33.479347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'. [2025-11-26T20:55:33.490366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWBC'. [2025-11-26T20:55:33.490733] [INFO ] [FORECASTER] Starting predict_future for CWBC [2025-11-26T20:55:33.491708] [DEBUG] [LOCAL ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt [2025-11-26T20:55:33.491780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:33.491830] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:33.491882] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:33.491978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:33.551353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:33.552100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:33.552206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:33.552268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:33.672206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:33.672386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:33.672477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:33.672535] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:33.676046] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=38.97%) [2025-11-26T20:55:33.676374] [INFO ] [FORECASTER] Completed predict_future for CWBC [2025-11-26T20:55:33.676547] [INFO ] [sig ] CWBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:33.820981] [INFO ] [LOCAL ] Saved forecast: CWBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWBC.txt [2025-11-26T20:55:33.821164] [INFO ] [sig ] [867/3599] Completed CWBC in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m [2025-11-26T20:55:33.821239] [INFO ] [sig ] [868/3599] Forecasting CWCO... [2025-11-26T20:55:33.821299] [INFO ] [sig ] Generating forecast for: CWCO [2025-11-26T20:55:33.821357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'. [2025-11-26T20:55:33.832575] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWCO'. [2025-11-26T20:55:33.833054] [INFO ] [FORECASTER] Starting predict_future for CWCO [2025-11-26T20:55:33.833968] [DEBUG] [LOCAL ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt [2025-11-26T20:55:33.834039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:33.834112] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:33.834172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:33.834270] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:33.894451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:33.895223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:33.895331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:33.895394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:34.015080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:34.015279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:34.015354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:34.015417] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:34.019087] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=45.47%) [2025-11-26T20:55:34.019466] [INFO ] [FORECASTER] Completed predict_future for CWCO [2025-11-26T20:55:34.019689] [INFO ] [sig ] CWCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:34.166190] [INFO ] [LOCAL ] Saved forecast: CWCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWCO.txt [2025-11-26T20:55:34.166362] [INFO ] [sig ] [868/3599] Completed CWCO in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m [2025-11-26T20:55:34.166454] [INFO ] [sig ] [869/3599] Forecasting CWD... [2025-11-26T20:55:34.166522] [INFO ] [sig ] Generating forecast for: CWD [2025-11-26T20:55:34.166587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'. [2025-11-26T20:55:34.177782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWD'. [2025-11-26T20:55:34.178121] [INFO ] [FORECASTER] Starting predict_future for CWD [2025-11-26T20:55:34.179007] [DEBUG] [LOCAL ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt [2025-11-26T20:55:34.179081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:34.179146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:34.179211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:34.179315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:34.239923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:34.240865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:34.240995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:34.241062] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:34.349821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:34.349992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:34.350064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:34.350126] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:34.353630] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=69.27%) [2025-11-26T20:55:34.353982] [INFO ] [FORECASTER] Completed predict_future for CWD [2025-11-26T20:55:34.354157] [INFO ] [sig ] CWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:34.500411] [INFO ] [LOCAL ] Saved forecast: CWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CWD.txt [2025-11-26T20:55:34.500617] [INFO ] [sig ] [869/3599] Completed CWD in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.7m [2025-11-26T20:55:34.500714] [INFO ] [sig ] [870/3599] Forecasting CWEN... [2025-11-26T20:55:34.500777] [INFO ] [sig ] Generating forecast for: CWEN [2025-11-26T20:55:34.500834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-11-26T20:55:34.512517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWEN'. [2025-11-26T20:55:34.512925] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-11-26T20:55:34.513843] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-11-26T20:55:34.513915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:34.513975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:34.514034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:34.514132] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:34.575422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:34.576390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:34.576498] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:34.576545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:34.701004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:34.701197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:34.701252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:34.701296] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:34.704843] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=42.67%) [2025-11-26T20:55:34.705165] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-11-26T20:55:34.705320] [INFO ] [sig ] CWEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:34.853037] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWEN.txt [2025-11-26T20:55:34.853234] [INFO ] [sig ] [870/3599] Completed CWEN in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:34.853293] [INFO ] [sig ] [871/3599] Forecasting CWH... [2025-11-26T20:55:34.853339] [INFO ] [sig ] Generating forecast for: CWH [2025-11-26T20:55:34.853383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-11-26T20:55:34.865272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWH'. [2025-11-26T20:55:34.865695] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-11-26T20:55:34.866611] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-11-26T20:55:34.866706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:34.866777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:34.866831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:34.866911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:34.927482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:34.928557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:34.928736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:34.928804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:35.068729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:35.068939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:35.069000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:35.069050] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:35.073670] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=1.26%) [2025-11-26T20:55:35.074077] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-11-26T20:55:35.074262] [INFO ] [sig ] CWH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:35.251476] [INFO ] [LOCAL ] Saved forecast: CWH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWH.txt [2025-11-26T20:55:35.251635] [INFO ] [sig ] [871/3599] Completed CWH in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:35.251705] [INFO ] [sig ] [872/3599] Forecasting CWK... [2025-11-26T20:55:35.251750] [INFO ] [sig ] Generating forecast for: CWK [2025-11-26T20:55:35.251795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-11-26T20:55:35.268185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWK'. [2025-11-26T20:55:35.268817] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-11-26T20:55:35.270140] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-11-26T20:55:35.270241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:35.270320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:35.270392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:35.270512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:35.334738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:35.335675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:35.335783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:35.335833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:35.464827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:35.465022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:35.465079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:35.465122] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:35.468533] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=13.41%) [2025-11-26T20:55:35.468853] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-11-26T20:55:35.469001] [INFO ] [sig ] CWK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:35.611907] [INFO ] [LOCAL ] Saved forecast: CWK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWK.txt [2025-11-26T20:55:35.612065] [INFO ] [sig ] [872/3599] Completed CWK in 0.4s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:35.612118] [INFO ] [sig ] [873/3599] Forecasting CXDO... [2025-11-26T20:55:35.612160] [INFO ] [sig ] Generating forecast for: CXDO [2025-11-26T20:55:35.612204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'. [2025-11-26T20:55:35.623479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXDO'. [2025-11-26T20:55:35.623929] [INFO ] [FORECASTER] Starting predict_future for CXDO [2025-11-26T20:55:35.624831] [DEBUG] [LOCAL ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt [2025-11-26T20:55:35.624900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:35.624946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:35.624988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:35.625115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:35.683531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:35.684474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:35.684577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:35.684634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:35.800677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:35.800861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:35.800916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:35.800958] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:35.804528] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=0.38%) [2025-11-26T20:55:35.804854] [INFO ] [FORECASTER] Completed predict_future for CXDO [2025-11-26T20:55:35.804997] [INFO ] [sig ] CXDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:35.945451] [INFO ] [LOCAL ] Saved forecast: CXDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CXDO.txt [2025-11-26T20:55:35.945576] [INFO ] [sig ] [873/3599] Completed CXDO in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:35.945630] [INFO ] [sig ] [874/3599] Forecasting CXE... [2025-11-26T20:55:35.945692] [INFO ] [sig ] Generating forecast for: CXE [2025-11-26T20:55:35.945743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-11-26T20:55:35.957672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXE'. [2025-11-26T20:55:35.958104] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-11-26T20:55:35.959034] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-11-26T20:55:35.959115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:35.959177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:35.959235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:35.959328] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:36.018687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:36.019552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:36.019692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:36.019772] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:36.135813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:36.136001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:36.136078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:36.136143] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:36.139799] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=43.23%) [2025-11-26T20:55:36.140131] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-11-26T20:55:36.140308] [INFO ] [sig ] CXE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:36.281115] [INFO ] [LOCAL ] Saved forecast: CXE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CXE.txt [2025-11-26T20:55:36.281357] [INFO ] [sig ] [874/3599] Completed CXE in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:36.281450] [INFO ] [sig ] [875/3599] Forecasting CXSE... [2025-11-26T20:55:36.281535] [INFO ] [sig ] Generating forecast for: CXSE [2025-11-26T20:55:36.281598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'. [2025-11-26T20:55:36.292915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXSE'. [2025-11-26T20:55:36.293326] [INFO ] [FORECASTER] Starting predict_future for CXSE [2025-11-26T20:55:36.294259] [DEBUG] [LOCAL ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt [2025-11-26T20:55:36.294330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:36.294405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:36.294472] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:36.294570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:36.353919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:36.354849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:36.354959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:36.355023] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:36.465096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:36.465275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:36.465355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:36.465428] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:36.469013] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=93.68%) [2025-11-26T20:55:36.469337] [INFO ] [FORECASTER] Completed predict_future for CXSE [2025-11-26T20:55:36.469513] [INFO ] [sig ] CXSE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:36.611657] [INFO ] [LOCAL ] Saved forecast: CXSE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CXSE.txt [2025-11-26T20:55:36.611865] [INFO ] [sig ] [875/3599] Completed CXSE in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:36.611956] [INFO ] [sig ] [876/3599] Forecasting CYD... [2025-11-26T20:55:36.612022] [INFO ] [sig ] Generating forecast for: CYD [2025-11-26T20:55:36.612092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-11-26T20:55:36.623719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYD'. [2025-11-26T20:55:36.624046] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-11-26T20:55:36.624991] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-11-26T20:55:36.625077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:36.625144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:36.625203] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:36.625300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:36.685508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:36.686392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:36.686500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:36.686562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:36.803502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:36.803678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:36.803746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:36.803797] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:36.807281] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=29.52%) [2025-11-26T20:55:36.807632] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-11-26T20:55:36.807823] [INFO ] [sig ] CYD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:36.948782] [INFO ] [LOCAL ] Saved forecast: CYD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYD.txt [2025-11-26T20:55:36.948980] [INFO ] [sig ] [876/3599] Completed CYD in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:36.949055] [INFO ] [sig ] [877/3599] Forecasting CYH... [2025-11-26T20:55:36.949127] [INFO ] [sig ] Generating forecast for: CYH [2025-11-26T20:55:36.949192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-11-26T20:55:36.960885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYH'. [2025-11-26T20:55:36.961252] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-11-26T20:55:36.962192] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-11-26T20:55:36.962263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:36.962310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:36.962360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:36.962440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:37.022527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:37.023328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:37.023428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:37.023487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:37.147891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:37.148084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:37.148163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:37.148209] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:37.151774] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=10.79%) [2025-11-26T20:55:37.152085] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-11-26T20:55:37.152258] [INFO ] [sig ] CYH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:37.292088] [INFO ] [LOCAL ] Saved forecast: CYH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYH.txt [2025-11-26T20:55:37.292253] [INFO ] [sig ] [877/3599] Completed CYH in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:37.292324] [INFO ] [sig ] [878/3599] Forecasting CYN... [2025-11-26T20:55:37.292368] [INFO ] [sig ] Generating forecast for: CYN [2025-11-26T20:55:37.292409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'. [2025-11-26T20:55:37.305932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYN'. [2025-11-26T20:55:37.306367] [INFO ] [FORECASTER] Starting predict_future for CYN [2025-11-26T20:55:37.307226] [DEBUG] [LOCAL ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt [2025-11-26T20:55:37.307296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:37.307351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:37.307400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:37.307477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:37.364450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:37.365219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:37.365317] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:37.365373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:37.481690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:37.481900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:37.481983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:37.482047] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:37.485661] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=30.05%) [2025-11-26T20:55:37.486009] [INFO ] [FORECASTER] Completed predict_future for CYN [2025-11-26T20:55:37.486174] [INFO ] [sig ] CYN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:37.629616] [INFO ] [LOCAL ] Saved forecast: CYN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYN.txt [2025-11-26T20:55:37.629785] [INFO ] [sig ] [878/3599] Completed CYN in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:37.629839] [INFO ] [sig ] [879/3599] Forecasting CYRX... [2025-11-26T20:55:37.629887] [INFO ] [sig ] Generating forecast for: CYRX [2025-11-26T20:55:37.629965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'. [2025-11-26T20:55:37.641360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYRX'. [2025-11-26T20:55:37.641761] [INFO ] [FORECASTER] Starting predict_future for CYRX [2025-11-26T20:55:37.642620] [DEBUG] [LOCAL ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt [2025-11-26T20:55:37.642720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:37.642790] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:37.642845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:37.642950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:37.700893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:37.701800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:37.701911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:37.701972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:37.824910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:37.825103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:37.825177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:37.825237] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:37.828749] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=43.81%) [2025-11-26T20:55:37.829069] [INFO ] [FORECASTER] Completed predict_future for CYRX [2025-11-26T20:55:37.829237] [INFO ] [sig ] CYRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:37.970452] [INFO ] [LOCAL ] Saved forecast: CYRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYRX.txt [2025-11-26T20:55:37.970606] [INFO ] [sig ] [879/3599] Completed CYRX in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:37.970681] [INFO ] [sig ] [880/3599] Forecasting CYTK... [2025-11-26T20:55:37.970736] [INFO ] [sig ] Generating forecast for: CYTK [2025-11-26T20:55:37.970777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'. [2025-11-26T20:55:37.981745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYTK'. [2025-11-26T20:55:37.982080] [INFO ] [FORECASTER] Starting predict_future for CYTK [2025-11-26T20:55:37.983015] [DEBUG] [LOCAL ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt [2025-11-26T20:55:37.983085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:37.983140] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:37.983192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:37.983275] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:38.040889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:38.041741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:38.041852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:38.041906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:38.166347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:38.166534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:38.166597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:38.166688] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:38.170250] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=79.49%) [2025-11-26T20:55:38.170563] [INFO ] [FORECASTER] Completed predict_future for CYTK [2025-11-26T20:55:38.170746] [INFO ] [sig ] CYTK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:38.314534] [INFO ] [LOCAL ] Saved forecast: CYTK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CYTK.txt [2025-11-26T20:55:38.314733] [INFO ] [sig ] [880/3599] Completed CYTK in 0.3s | 2.91 sym/s | Total: 5.0m | ETA: 15.6m [2025-11-26T20:55:38.314829] [INFO ] [sig ] [881/3599] Forecasting CZFS... [2025-11-26T20:55:38.314896] [INFO ] [sig ] Generating forecast for: CZFS [2025-11-26T20:55:38.314964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'. [2025-11-26T20:55:38.324898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZFS'. [2025-11-26T20:55:38.325198] [INFO ] [FORECASTER] Starting predict_future for CZFS [2025-11-26T20:55:38.326223] [DEBUG] [LOCAL ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt [2025-11-26T20:55:38.326304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:38.326383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:38.326453] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:38.326559] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:38.385238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:38.385946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:38.386043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:38.386108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:38.478341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:38.478492] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:55:38.478570] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:38.478658] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:38.482061] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=17.80%) [2025-11-26T20:55:38.482377] [INFO ] [FORECASTER] Completed predict_future for CZFS [2025-11-26T20:55:38.482551] [INFO ] [sig ] CZFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:38.623592] [INFO ] [LOCAL ] Saved forecast: CZFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CZFS.txt [2025-11-26T20:55:38.623827] [INFO ] [sig ] [881/3599] Completed CZFS in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m [2025-11-26T20:55:38.623908] [INFO ] [sig ] [882/3599] Forecasting CZNC... [2025-11-26T20:55:38.623973] [INFO ] [sig ] Generating forecast for: CZNC [2025-11-26T20:55:38.624240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'. [2025-11-26T20:55:38.638812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZNC'. [2025-11-26T20:55:38.639251] [INFO ] [FORECASTER] Starting predict_future for CZNC [2025-11-26T20:55:38.640170] [DEBUG] [LOCAL ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt [2025-11-26T20:55:38.640249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:38.640318] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:38.640380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:38.640502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:38.700510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:38.701477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:38.701602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:38.701696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:38.825175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:38.825395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:38.825473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:38.825537] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:38.829133] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=92.30%) [2025-11-26T20:55:38.829471] [INFO ] [FORECASTER] Completed predict_future for CZNC [2025-11-26T20:55:38.829639] [INFO ] [sig ] CZNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:38.971238] [INFO ] [LOCAL ] Saved forecast: CZNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CZNC.txt [2025-11-26T20:55:38.971405] [INFO ] [sig ] [882/3599] Completed CZNC in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m [2025-11-26T20:55:38.971459] [INFO ] [sig ] [883/3599] Forecasting CZWI... [2025-11-26T20:55:38.971499] [INFO ] [sig ] Generating forecast for: CZWI [2025-11-26T20:55:38.971539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'. [2025-11-26T20:55:38.983324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZWI'. [2025-11-26T20:55:38.983731] [INFO ] [FORECASTER] Starting predict_future for CZWI [2025-11-26T20:55:38.984606] [DEBUG] [LOCAL ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt [2025-11-26T20:55:38.984700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:38.984771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:38.984850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:38.984967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:39.044886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:39.045675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:39.045778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:39.045844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:39.160261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:39.160411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:39.160482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:39.160529] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:39.164127] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.48%) [2025-11-26T20:55:39.164429] [INFO ] [FORECASTER] Completed predict_future for CZWI [2025-11-26T20:55:39.164584] [INFO ] [sig ] CZWI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:39.308325] [INFO ] [LOCAL ] Saved forecast: CZWI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CZWI.txt [2025-11-26T20:55:39.308483] [INFO ] [sig ] [883/3599] Completed CZWI in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m [2025-11-26T20:55:39.308554] [INFO ] [sig ] [884/3599] Forecasting DAIO... [2025-11-26T20:55:39.308614] [INFO ] [sig ] Generating forecast for: DAIO [2025-11-26T20:55:39.308694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'. [2025-11-26T20:55:39.319628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAIO'. [2025-11-26T20:55:39.320024] [INFO ] [FORECASTER] Starting predict_future for DAIO [2025-11-26T20:55:39.320933] [DEBUG] [LOCAL ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt [2025-11-26T20:55:39.321018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:39.321067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:39.321110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:39.321190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:39.381134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:39.381975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:39.382083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:39.382130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:39.492708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:39.492900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:39.492993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:39.493055] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:39.496596] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-11-26T20:55:39.496950] [INFO ] [FORECASTER] Completed predict_future for DAIO [2025-11-26T20:55:39.497132] [INFO ] [sig ] DAIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:39.642843] [INFO ] [LOCAL ] Saved forecast: DAIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAIO.txt [2025-11-26T20:55:39.643023] [INFO ] [sig ] [884/3599] Completed DAIO in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m [2025-11-26T20:55:39.643082] [INFO ] [sig ] [885/3599] Forecasting DAL... [2025-11-26T20:55:39.643133] [INFO ] [sig ] Generating forecast for: DAL [2025-11-26T20:55:39.643183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-11-26T20:55:39.655394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAL'. [2025-11-26T20:55:39.655857] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-11-26T20:55:39.656746] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-11-26T20:55:39.656815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:39.656860] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:39.656900] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:39.656968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:39.715577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:39.716527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:39.716665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:39.716726] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:39.837999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:39.838228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:39.838293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:39.838345] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:39.841823] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=86.89%) [2025-11-26T20:55:39.842130] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-11-26T20:55:39.842281] [INFO ] [sig ] DAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:39.983327] [INFO ] [LOCAL ] Saved forecast: DAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAL.txt [2025-11-26T20:55:39.983498] [INFO ] [sig ] [885/3599] Completed DAL in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m [2025-11-26T20:55:39.983552] [INFO ] [sig ] [886/3599] Forecasting DAN... [2025-11-26T20:55:39.983594] [INFO ] [sig ] Generating forecast for: DAN [2025-11-26T20:55:39.983634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-11-26T20:55:39.995910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAN'. [2025-11-26T20:55:39.996381] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-11-26T20:55:39.997259] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-11-26T20:55:39.997333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:39.997381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:39.997422] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:39.997492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:40.055877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:40.056852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:40.056963] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:40.057011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:40.184287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:40.184471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:40.184523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:40.184564] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:40.188946] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=17.77%) [2025-11-26T20:55:40.189571] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-11-26T20:55:40.189822] [INFO ] [sig ] DAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:40.337395] [INFO ] [LOCAL ] Saved forecast: DAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAN.txt [2025-11-26T20:55:40.337593] [INFO ] [sig ] [886/3599] Completed DAN in 0.4s | 2.91 sym/s | Total: 5.1m | ETA: 15.6m [2025-11-26T20:55:40.337672] [INFO ] [sig ] [887/3599] Forecasting DAO... [2025-11-26T20:55:40.337719] [INFO ] [sig ] Generating forecast for: DAO [2025-11-26T20:55:40.337762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-11-26T20:55:40.349539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAO'. [2025-11-26T20:55:40.349872] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-11-26T20:55:40.350810] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-11-26T20:55:40.350879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:40.350926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:40.350966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:40.351035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:40.411837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:40.412821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:40.412923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:40.412969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:40.540473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:40.540682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:40.540744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:40.540789] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:40.544451] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=49.63%) [2025-11-26T20:55:40.544819] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-11-26T20:55:40.544971] [INFO ] [sig ] DAO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:40.687553] [INFO ] [LOCAL ] Saved forecast: DAO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAO.txt [2025-11-26T20:55:40.687748] [INFO ] [sig ] [887/3599] Completed DAO in 0.4s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:40.687812] [INFO ] [sig ] [888/3599] Forecasting DAPP... [2025-11-26T20:55:40.687855] [INFO ] [sig ] Generating forecast for: DAPP [2025-11-26T20:55:40.687897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'. [2025-11-26T20:55:40.699590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAPP'. [2025-11-26T20:55:40.699929] [INFO ] [FORECASTER] Starting predict_future for DAPP [2025-11-26T20:55:40.700763] [DEBUG] [LOCAL ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt [2025-11-26T20:55:40.700833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:40.700878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:40.700917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:40.700985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:40.759345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:40.760052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:40.760148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:40.760195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:40.882489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:40.882697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:40.882753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:40.882794] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:40.886246] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.01%) [2025-11-26T20:55:40.886537] [INFO ] [FORECASTER] Completed predict_future for DAPP [2025-11-26T20:55:40.886700] [INFO ] [sig ] DAPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:41.027474] [INFO ] [LOCAL ] Saved forecast: DAPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAPP.txt [2025-11-26T20:55:41.027677] [INFO ] [sig ] [888/3599] Completed DAPP in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:41.027737] [INFO ] [sig ] [889/3599] Forecasting DARE... [2025-11-26T20:55:41.027785] [INFO ] [sig ] Generating forecast for: DARE [2025-11-26T20:55:41.027836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'. [2025-11-26T20:55:41.039343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DARE'. [2025-11-26T20:55:41.039683] [INFO ] [FORECASTER] Starting predict_future for DARE [2025-11-26T20:55:41.040497] [DEBUG] [LOCAL ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt [2025-11-26T20:55:41.040568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:41.040614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:41.040676] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:41.040747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:41.098705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:41.099368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:41.099461] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:41.099508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:41.212885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:41.213071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:41.213125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:41.213169] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:41.216614] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=61.96%) [2025-11-26T20:55:41.216974] [INFO ] [FORECASTER] Completed predict_future for DARE [2025-11-26T20:55:41.217131] [INFO ] [sig ] DARE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:41.355808] [INFO ] [LOCAL ] Saved forecast: DARE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DARE.txt [2025-11-26T20:55:41.355973] [INFO ] [sig ] [889/3599] Completed DARE in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:41.356025] [INFO ] [sig ] [890/3599] Forecasting DASH... [2025-11-26T20:55:41.356068] [INFO ] [sig ] Generating forecast for: DASH [2025-11-26T20:55:41.356107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'. [2025-11-26T20:55:41.367795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DASH'. [2025-11-26T20:55:41.368103] [INFO ] [FORECASTER] Starting predict_future for DASH [2025-11-26T20:55:41.368962] [DEBUG] [LOCAL ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt [2025-11-26T20:55:41.369030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:41.369087] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:41.369137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:41.369208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:41.428345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:41.429127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:41.429223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:41.429281] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:41.554934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:41.555150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:41.555206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:41.555250] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:41.558860] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=47.13%) [2025-11-26T20:55:41.559208] [INFO ] [FORECASTER] Completed predict_future for DASH [2025-11-26T20:55:41.559374] [INFO ] [sig ] DASH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:41.708587] [INFO ] [LOCAL ] Saved forecast: DASH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DASH.txt [2025-11-26T20:55:41.708864] [INFO ] [sig ] [890/3599] Completed DASH in 0.4s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:41.708934] [INFO ] [sig ] [891/3599] Forecasting DAVA... [2025-11-26T20:55:41.708980] [INFO ] [sig ] Generating forecast for: DAVA [2025-11-26T20:55:41.709025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-11-26T20:55:41.723218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVA'. [2025-11-26T20:55:41.723916] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-11-26T20:55:41.724976] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-11-26T20:55:41.725115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:41.725204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:41.725246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:41.725323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:41.786934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:41.788279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:41.788416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:41.788468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:41.917417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:41.917664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:41.917738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:41.917791] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:41.921309] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=78.74%) [2025-11-26T20:55:41.921619] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-11-26T20:55:41.921795] [INFO ] [sig ] DAVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:42.063430] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAVA.txt [2025-11-26T20:55:42.063634] [INFO ] [sig ] [891/3599] Completed DAVA in 0.4s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:42.063718] [INFO ] [sig ] [892/3599] Forecasting DAVE... [2025-11-26T20:55:42.063756] [INFO ] [sig ] Generating forecast for: DAVE [2025-11-26T20:55:42.063798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'. [2025-11-26T20:55:42.076402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVE'. [2025-11-26T20:55:42.076902] [INFO ] [FORECASTER] Starting predict_future for DAVE [2025-11-26T20:55:42.077879] [DEBUG] [LOCAL ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt [2025-11-26T20:55:42.077953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:42.078002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:42.078043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:42.078113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:42.141474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:42.142432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:42.142536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:42.142599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:42.260383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:42.260535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:42.260595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:42.260666] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:42.264009] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=19.92%) [2025-11-26T20:55:42.264318] [INFO ] [FORECASTER] Completed predict_future for DAVE [2025-11-26T20:55:42.264476] [INFO ] [sig ] DAVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:42.404206] [INFO ] [LOCAL ] Saved forecast: DAVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAVE.txt [2025-11-26T20:55:42.404353] [INFO ] [sig ] [892/3599] Completed DAVE in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:42.404407] [INFO ] [sig ] [893/3599] Forecasting DAWN... [2025-11-26T20:55:42.404451] [INFO ] [sig ] Generating forecast for: DAWN [2025-11-26T20:55:42.404492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'. [2025-11-26T20:55:42.415899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAWN'. [2025-11-26T20:55:42.416240] [INFO ] [FORECASTER] Starting predict_future for DAWN [2025-11-26T20:55:42.417110] [DEBUG] [LOCAL ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt [2025-11-26T20:55:42.417182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:42.417229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:42.417269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:42.417339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:42.474683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:42.475451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:42.475551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:42.475599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:42.595570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:42.595751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:42.595806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:42.595850] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:42.599212] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=15.64%) [2025-11-26T20:55:42.599512] [INFO ] [FORECASTER] Completed predict_future for DAWN [2025-11-26T20:55:42.599680] [INFO ] [sig ] DAWN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:42.741047] [INFO ] [LOCAL ] Saved forecast: DAWN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAWN.txt [2025-11-26T20:55:42.741205] [INFO ] [sig ] [893/3599] Completed DAWN in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:42.741266] [INFO ] [sig ] [894/3599] Forecasting DB... [2025-11-26T20:55:42.741312] [INFO ] [sig ] Generating forecast for: DB [2025-11-26T20:55:42.741356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-11-26T20:55:42.753090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DB'. [2025-11-26T20:55:42.753430] [INFO ] [FORECASTER] Starting predict_future for DB [2025-11-26T20:55:42.754353] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-11-26T20:55:42.754425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:42.754473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:42.754515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:42.754585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:42.813427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:42.814161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:42.814266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:42.814332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:42.939582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:42.939790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:42.939862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:42.939920] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:42.943486] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=91.74%) [2025-11-26T20:55:42.943850] [INFO ] [FORECASTER] Completed predict_future for DB [2025-11-26T20:55:42.944032] [INFO ] [sig ] DB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:43.087051] [INFO ] [LOCAL ] Saved forecast: DB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DB.txt [2025-11-26T20:55:43.087209] [INFO ] [sig ] [894/3599] Completed DB in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:43.087264] [INFO ] [sig ] [895/3599] Forecasting DBI... [2025-11-26T20:55:43.087302] [INFO ] [sig ] Generating forecast for: DBI [2025-11-26T20:55:43.087348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-11-26T20:55:43.098337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBI'. [2025-11-26T20:55:43.098666] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-11-26T20:55:43.099465] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-11-26T20:55:43.099533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:43.099592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:43.099633] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:43.099722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:43.158733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:43.159424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:43.159520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:43.159568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:43.276482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:43.276685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:43.276744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:43.276788] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:43.280226] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-11-26T20:55:43.280523] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-11-26T20:55:43.280691] [INFO ] [sig ] DBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:43.423960] [INFO ] [LOCAL ] Saved forecast: DBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DBI.txt [2025-11-26T20:55:43.424116] [INFO ] [sig ] [895/3599] Completed DBI in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:43.424169] [INFO ] [sig ] [896/3599] Forecasting DBL... [2025-11-26T20:55:43.424210] [INFO ] [sig ] Generating forecast for: DBL [2025-11-26T20:55:43.424252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-11-26T20:55:43.435825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBL'. [2025-11-26T20:55:43.436131] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-11-26T20:55:43.436946] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-11-26T20:55:43.437014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:43.437060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:43.437099] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:43.437167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:43.495297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:43.495986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:43.496088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:43.496135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:43.620580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:43.620786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:43.620842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:43.620879] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:43.624398] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=77.92%) [2025-11-26T20:55:43.624720] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-11-26T20:55:43.624869] [INFO ] [sig ] DBL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:43.771534] [INFO ] [LOCAL ] Saved forecast: DBL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DBL.txt [2025-11-26T20:55:43.771759] [INFO ] [sig ] [896/3599] Completed DBL in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:43.771819] [INFO ] [sig ] [897/3599] Forecasting DBRG... [2025-11-26T20:55:43.771860] [INFO ] [sig ] Generating forecast for: DBRG [2025-11-26T20:55:43.771907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-11-26T20:55:43.783940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBRG'. [2025-11-26T20:55:43.784383] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-11-26T20:55:43.785256] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-11-26T20:55:43.785327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:43.785365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:43.785407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:43.785479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:43.844996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:43.845970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:43.846092] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:43.846155] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:43.971391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:43.971571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:43.971662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:43.971734] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:43.975313] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=20.96%) [2025-11-26T20:55:43.975636] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-11-26T20:55:43.975839] [INFO ] [sig ] DBRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:44.118481] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DBRG.txt [2025-11-26T20:55:44.118659] [INFO ] [sig ] [897/3599] Completed DBRG in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:44.118720] [INFO ] [sig ] [898/3599] Forecasting DBX... [2025-11-26T20:55:44.118775] [INFO ] [sig ] Generating forecast for: DBX [2025-11-26T20:55:44.118819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'. [2025-11-26T20:55:44.131066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBX'. [2025-11-26T20:55:44.131389] [INFO ] [FORECASTER] Starting predict_future for DBX [2025-11-26T20:55:44.132278] [DEBUG] [LOCAL ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt [2025-11-26T20:55:44.132365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:44.132426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:44.132486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:44.132579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:44.190693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:44.191378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:44.191472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:44.191514] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:44.310888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:44.311062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:44.311136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:44.311203] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:44.314747] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=11.40%) [2025-11-26T20:55:44.315100] [INFO ] [FORECASTER] Completed predict_future for DBX [2025-11-26T20:55:44.315279] [INFO ] [sig ] DBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:44.460484] [INFO ] [LOCAL ] Saved forecast: DBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DBX.txt [2025-11-26T20:55:44.460667] [INFO ] [sig ] [898/3599] Completed DBX in 0.3s | 2.91 sym/s | Total: 5.1m | ETA: 15.5m [2025-11-26T20:55:44.460729] [INFO ] [sig ] [899/3599] Forecasting DCBO... [2025-11-26T20:55:44.460789] [INFO ] [sig ] Generating forecast for: DCBO [2025-11-26T20:55:44.460834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'. [2025-11-26T20:55:44.472104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCBO'. [2025-11-26T20:55:44.472449] [INFO ] [FORECASTER] Starting predict_future for DCBO [2025-11-26T20:55:44.473397] [DEBUG] [LOCAL ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt [2025-11-26T20:55:44.473479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:44.473542] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:44.473597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:44.473709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:44.532267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:44.532978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:44.533088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:44.533158] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:44.655106] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:44.655265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:44.655333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:44.655393] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:44.658906] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=13.51%) [2025-11-26T20:55:44.659219] [INFO ] [FORECASTER] Completed predict_future for DCBO [2025-11-26T20:55:44.659382] [INFO ] [sig ] DCBO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:44.826424] [INFO ] [LOCAL ] Saved forecast: DCBO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCBO.txt [2025-11-26T20:55:44.826584] [INFO ] [sig ] [899/3599] Completed DCBO in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m [2025-11-26T20:55:44.826659] [INFO ] [sig ] [900/3599] Forecasting DCI... [2025-11-26T20:55:44.826708] [INFO ] [sig ] Generating forecast for: DCI [2025-11-26T20:55:44.826755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-11-26T20:55:44.837872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCI'. [2025-11-26T20:55:44.838211] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-11-26T20:55:44.839192] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-11-26T20:55:44.839267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:44.839330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:44.839384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:44.839468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:44.897950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:44.898663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:44.898763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:44.898824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:45.021525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:45.021740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:45.021799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:45.021842] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:45.025387] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=16.76%) [2025-11-26T20:55:45.025725] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-11-26T20:55:45.025886] [INFO ] [sig ] DCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:45.167946] [INFO ] [LOCAL ] Saved forecast: DCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCI.txt [2025-11-26T20:55:45.168104] [INFO ] [sig ] [900/3599] Completed DCI in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m [2025-11-26T20:55:45.168177] [INFO ] [sig ] [901/3599] Forecasting DCO... [2025-11-26T20:55:45.168237] [INFO ] [sig ] Generating forecast for: DCO [2025-11-26T20:55:45.168299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-11-26T20:55:45.179521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCO'. [2025-11-26T20:55:45.179891] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-11-26T20:55:45.180800] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-11-26T20:55:45.180875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:45.180943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:45.181007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:45.181117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:45.240611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:45.241323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:45.241433] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:45.241503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:45.357224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:45.357385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:45.357455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:45.357531] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:45.360928] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=10.44%) [2025-11-26T20:55:45.361257] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-11-26T20:55:45.361431] [INFO ] [sig ] DCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:45.505842] [INFO ] [LOCAL ] Saved forecast: DCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCO.txt [2025-11-26T20:55:45.505989] [INFO ] [sig ] [901/3599] Completed DCO in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m [2025-11-26T20:55:45.506044] [INFO ] [sig ] [902/3599] Forecasting DCOM... [2025-11-26T20:55:45.506084] [INFO ] [sig ] Generating forecast for: DCOM [2025-11-26T20:55:45.506123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'. [2025-11-26T20:55:45.517576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCOM'. [2025-11-26T20:55:45.517950] [INFO ] [FORECASTER] Starting predict_future for DCOM [2025-11-26T20:55:45.518876] [DEBUG] [LOCAL ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt [2025-11-26T20:55:45.518954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:45.519015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:45.519073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:45.519166] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:45.578000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:45.578724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:45.578829] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:45.578890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:45.698807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:45.698973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:45.699027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:45.699097] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:45.702628] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=7.49%) [2025-11-26T20:55:45.702997] [INFO ] [FORECASTER] Completed predict_future for DCOM [2025-11-26T20:55:45.703179] [INFO ] [sig ] DCOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:45.846133] [INFO ] [LOCAL ] Saved forecast: DCOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCOM.txt [2025-11-26T20:55:45.846320] [INFO ] [sig ] [902/3599] Completed DCOM in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m [2025-11-26T20:55:45.846396] [INFO ] [sig ] [903/3599] Forecasting DCTH... [2025-11-26T20:55:45.846453] [INFO ] [sig ] Generating forecast for: DCTH [2025-11-26T20:55:45.846501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'. [2025-11-26T20:55:45.857700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCTH'. [2025-11-26T20:55:45.858066] [INFO ] [FORECASTER] Starting predict_future for DCTH [2025-11-26T20:55:45.858959] [DEBUG] [LOCAL ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt [2025-11-26T20:55:45.859033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:45.859081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:45.859128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:45.859225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:45.918756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:45.919442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:45.919542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:45.919583] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:46.037958] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:46.038136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:46.038189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:46.038224] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:46.041725] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-11-26T20:55:46.042036] [INFO ] [FORECASTER] Completed predict_future for DCTH [2025-11-26T20:55:46.042196] [INFO ] [sig ] DCTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:46.183626] [INFO ] [LOCAL ] Saved forecast: DCTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DCTH.txt [2025-11-26T20:55:46.183832] [INFO ] [sig ] [903/3599] Completed DCTH in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.5m [2025-11-26T20:55:46.183915] [INFO ] [sig ] [904/3599] Forecasting DD... [2025-11-26T20:55:46.183980] [INFO ] [sig ] Generating forecast for: DD [2025-11-26T20:55:46.184022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-11-26T20:55:46.195479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DD'. [2025-11-26T20:55:46.195845] [INFO ] [FORECASTER] Starting predict_future for DD [2025-11-26T20:55:46.196777] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-11-26T20:55:46.196856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:46.196918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:46.196976] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:46.197072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:46.254042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:46.254802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:46.254912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:46.255001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:46.376142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:46.376332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:46.376417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:46.376487] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:46.379974] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=8.70%) [2025-11-26T20:55:46.380289] [INFO ] [FORECASTER] Completed predict_future for DD [2025-11-26T20:55:46.380463] [INFO ] [sig ] DD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:46.519687] [INFO ] [LOCAL ] Saved forecast: DD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DD.txt [2025-11-26T20:55:46.519875] [INFO ] [sig ] [904/3599] Completed DD in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:46.519953] [INFO ] [sig ] [905/3599] Forecasting DDD... [2025-11-26T20:55:46.519998] [INFO ] [sig ] Generating forecast for: DDD [2025-11-26T20:55:46.520062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-11-26T20:55:46.532795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDD'. [2025-11-26T20:55:46.533218] [INFO ] [FORECASTER] Starting predict_future for DDD [2025-11-26T20:55:46.534160] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-11-26T20:55:46.534252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:46.534319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:46.534371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:46.534438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:46.594240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:46.595150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:46.595256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:46.595305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:46.723170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:46.723363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:46.723417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:46.723461] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:46.727015] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=28.78%) [2025-11-26T20:55:46.727375] [INFO ] [FORECASTER] Completed predict_future for DDD [2025-11-26T20:55:46.727597] [INFO ] [sig ] DDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:46.875057] [INFO ] [LOCAL ] Saved forecast: DDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDD.txt [2025-11-26T20:55:46.875251] [INFO ] [sig ] [905/3599] Completed DDD in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:46.875308] [INFO ] [sig ] [906/3599] Forecasting DDI... [2025-11-26T20:55:46.875353] [INFO ] [sig ] Generating forecast for: DDI [2025-11-26T20:55:46.875397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'. [2025-11-26T20:55:46.887695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDI'. [2025-11-26T20:55:46.888182] [INFO ] [FORECASTER] Starting predict_future for DDI [2025-11-26T20:55:46.889136] [DEBUG] [LOCAL ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt [2025-11-26T20:55:46.889224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:46.889287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:46.889347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:46.889453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:46.948050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:46.949021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:46.949134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:46.949193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:47.074085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:47.074270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:47.074322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:47.074363] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:47.077765] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=83.93%) [2025-11-26T20:55:47.078059] [INFO ] [FORECASTER] Completed predict_future for DDI [2025-11-26T20:55:47.078205] [INFO ] [sig ] DDI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:47.218573] [INFO ] [LOCAL ] Saved forecast: DDI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DDI.txt [2025-11-26T20:55:47.218743] [INFO ] [sig ] [906/3599] Completed DDI in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:47.218800] [INFO ] [sig ] [907/3599] Forecasting DDL... [2025-11-26T20:55:47.218856] [INFO ] [sig ] Generating forecast for: DDL [2025-11-26T20:55:47.218905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-11-26T20:55:47.229940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDL'. [2025-11-26T20:55:47.230298] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-11-26T20:55:47.231191] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-11-26T20:55:47.231263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:47.231310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:47.231351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:47.231421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:47.290844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:47.291505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:47.291603] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:47.291668] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:47.412599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:47.412826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:47.412901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:47.412960] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:47.416538] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=34.95%) [2025-11-26T20:55:47.416882] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-11-26T20:55:47.417061] [INFO ] [sig ] DDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:47.557619] [INFO ] [LOCAL ] Saved forecast: DDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDL.txt [2025-11-26T20:55:47.557832] [INFO ] [sig ] [907/3599] Completed DDL in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:47.557888] [INFO ] [sig ] [908/3599] Forecasting DDOG... [2025-11-26T20:55:47.557930] [INFO ] [sig ] Generating forecast for: DDOG [2025-11-26T20:55:47.557970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'. [2025-11-26T20:55:47.569438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDOG'. [2025-11-26T20:55:47.569803] [INFO ] [FORECASTER] Starting predict_future for DDOG [2025-11-26T20:55:47.570659] [DEBUG] [LOCAL ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt [2025-11-26T20:55:47.570750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:47.570813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:47.570871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:47.570967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:47.630119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:47.630833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:47.630938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:47.630999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:47.757219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:47.757386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:47.757438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:47.757478] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:47.761013] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=31.43%) [2025-11-26T20:55:47.761314] [INFO ] [FORECASTER] Completed predict_future for DDOG [2025-11-26T20:55:47.761458] [INFO ] [sig ] DDOG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:47.900591] [INFO ] [LOCAL ] Saved forecast: DDOG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDOG.txt [2025-11-26T20:55:47.900761] [INFO ] [sig ] [908/3599] Completed DDOG in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:47.900822] [INFO ] [sig ] [909/3599] Forecasting DDS... [2025-11-26T20:55:47.900858] [INFO ] [sig ] Generating forecast for: DDS [2025-11-26T20:55:47.900900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-11-26T20:55:47.911772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDS'. [2025-11-26T20:55:47.912092] [INFO ] [FORECASTER] Starting predict_future for DDS [2025-11-26T20:55:47.912941] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-11-26T20:55:47.913009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:47.913062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:47.913112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:47.913190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:47.971799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:47.972528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:47.972625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:47.972690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:48.089136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:48.089295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:48.089348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:48.089397] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:48.092950] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=40.86%) [2025-11-26T20:55:48.093274] [INFO ] [FORECASTER] Completed predict_future for DDS [2025-11-26T20:55:48.093425] [INFO ] [sig ] DDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:48.243013] [INFO ] [LOCAL ] Saved forecast: DDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDS.txt [2025-11-26T20:55:48.243182] [INFO ] [sig ] [909/3599] Completed DDS in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:48.243251] [INFO ] [sig ] [910/3599] Forecasting DE... [2025-11-26T20:55:48.243311] [INFO ] [sig ] Generating forecast for: DE [2025-11-26T20:55:48.243365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-11-26T20:55:48.255763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DE'. [2025-11-26T20:55:48.256179] [INFO ] [FORECASTER] Starting predict_future for DE [2025-11-26T20:55:48.257065] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-11-26T20:55:48.257136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:48.257183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:48.257223] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:48.257296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:48.315770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:48.316529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:48.316634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:48.316705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:48.441133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:48.441325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:48.441380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:48.441423] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:48.445022] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-11-26T20:55:48.445320] [INFO ] [FORECASTER] Completed predict_future for DE [2025-11-26T20:55:48.445472] [INFO ] [sig ] DE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:48.590702] [INFO ] [LOCAL ] Saved forecast: DE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DE.txt [2025-11-26T20:55:48.590894] [INFO ] [sig ] [910/3599] Completed DE in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:48.590952] [INFO ] [sig ] [911/3599] Forecasting DEA... [2025-11-26T20:55:48.590988] [INFO ] [sig ] Generating forecast for: DEA [2025-11-26T20:55:48.591035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-11-26T20:55:48.604288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEA'. [2025-11-26T20:55:48.604709] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-11-26T20:55:48.605891] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-11-26T20:55:48.605968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:48.606015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:48.606056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:48.606231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:48.675422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:48.676420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:48.676531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:48.676591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:48.810039] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:48.810328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:48.810408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:48.810452] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:48.814390] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-11-26T20:55:48.814806] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-11-26T20:55:48.814984] [INFO ] [sig ] DEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:48.961177] [INFO ] [LOCAL ] Saved forecast: DEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DEA.txt [2025-11-26T20:55:48.961372] [INFO ] [sig ] [911/3599] Completed DEA in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:48.961440] [INFO ] [sig ] [912/3599] Forecasting DECK... [2025-11-26T20:55:48.961486] [INFO ] [sig ] Generating forecast for: DECK [2025-11-26T20:55:48.961536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-11-26T20:55:48.974834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DECK'. [2025-11-26T20:55:48.975234] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-11-26T20:55:48.976146] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-11-26T20:55:48.976216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:48.976264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:48.976303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:48.976374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:49.036365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:49.037219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:49.037320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:49.037368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:49.164975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:49.165169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:49.165226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:49.165269] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:49.169253] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=91.70%) [2025-11-26T20:55:49.169614] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-11-26T20:55:49.169814] [INFO ] [sig ] DECK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:49.314839] [INFO ] [LOCAL ] Saved forecast: DECK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DECK.txt [2025-11-26T20:55:49.315009] [INFO ] [sig ] [912/3599] Completed DECK in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:49.315063] [INFO ] [sig ] [913/3599] Forecasting DEI... [2025-11-26T20:55:49.315105] [INFO ] [sig ] Generating forecast for: DEI [2025-11-26T20:55:49.315144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-11-26T20:55:49.326883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEI'. [2025-11-26T20:55:49.327224] [INFO ] [FORECASTER] Starting predict_future for DEI [2025-11-26T20:55:49.328117] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-11-26T20:55:49.328185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:49.328230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:49.328280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:49.328415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:49.386137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:49.386993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:49.387095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:49.387152] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:49.515595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:49.515802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:49.515862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:49.515921] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:49.519537] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-11-26T20:55:49.519885] [INFO ] [FORECASTER] Completed predict_future for DEI [2025-11-26T20:55:49.520058] [INFO ] [sig ] DEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:49.669139] [INFO ] [LOCAL ] Saved forecast: DEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DEI.txt [2025-11-26T20:55:49.669340] [INFO ] [sig ] [913/3599] Completed DEI in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:49.669397] [INFO ] [sig ] [914/3599] Forecasting DELL... [2025-11-26T20:55:49.669447] [INFO ] [sig ] Generating forecast for: DELL [2025-11-26T20:55:49.669498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-11-26T20:55:49.681433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DELL'. [2025-11-26T20:55:49.681849] [INFO ] [FORECASTER] Starting predict_future for DELL [2025-11-26T20:55:49.682697] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-11-26T20:55:49.682768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:49.682814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:49.682854] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:49.682922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:49.742460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:49.743272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:49.743370] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:49.743416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:49.864594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:49.864788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:49.864841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:49.864882] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:49.868343] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=15.44%) [2025-11-26T20:55:49.868635] [INFO ] [FORECASTER] Completed predict_future for DELL [2025-11-26T20:55:49.868798] [INFO ] [sig ] DELL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:50.012312] [INFO ] [LOCAL ] Saved forecast: DELL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DELL.txt [2025-11-26T20:55:50.012481] [INFO ] [sig ] [914/3599] Completed DELL in 0.3s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:50.012534] [INFO ] [sig ] [915/3599] Forecasting DENN... [2025-11-26T20:55:50.012578] [INFO ] [sig ] Generating forecast for: DENN [2025-11-26T20:55:50.012620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'. [2025-11-26T20:55:50.024831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DENN'. [2025-11-26T20:55:50.025198] [INFO ] [FORECASTER] Starting predict_future for DENN [2025-11-26T20:55:50.026064] [DEBUG] [LOCAL ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt [2025-11-26T20:55:50.026135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:50.026181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:50.026222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:50.026332] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:50.087513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:50.088443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:50.088546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:50.088605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:50.212838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:50.213029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:50.213129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:50.213176] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:50.217006] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=88.19%) [2025-11-26T20:55:50.217354] [INFO ] [FORECASTER] Completed predict_future for DENN [2025-11-26T20:55:50.217538] [INFO ] [sig ] DENN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:50.410081] [INFO ] [LOCAL ] Saved forecast: DENN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DENN.txt [2025-11-26T20:55:50.410261] [INFO ] [sig ] [915/3599] Completed DENN in 0.4s | 2.91 sym/s | Total: 5.2m | ETA: 15.4m [2025-11-26T20:55:50.410315] [INFO ] [sig ] [916/3599] Forecasting DEO... [2025-11-26T20:55:50.410354] [INFO ] [sig ] Generating forecast for: DEO [2025-11-26T20:55:50.410397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-11-26T20:55:50.422360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEO'. [2025-11-26T20:55:50.422775] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-11-26T20:55:50.423691] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-11-26T20:55:50.423760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:50.423806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:50.423866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:50.423936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:50.483145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:50.483912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:50.484014] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:50.484073] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:50.606280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:50.606467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:50.606517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:50.606562] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:50.610306] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=16.48%) [2025-11-26T20:55:50.610629] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-11-26T20:55:50.610817] [INFO ] [sig ] DEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:50.757112] [INFO ] [LOCAL ] Saved forecast: DEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DEO.txt [2025-11-26T20:55:50.757303] [INFO ] [sig ] [916/3599] Completed DEO in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:50.757370] [INFO ] [sig ] [917/3599] Forecasting DERM... [2025-11-26T20:55:50.757434] [INFO ] [sig ] Generating forecast for: DERM [2025-11-26T20:55:50.757499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'. [2025-11-26T20:55:50.769947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DERM'. [2025-11-26T20:55:50.770328] [INFO ] [FORECASTER] Starting predict_future for DERM [2025-11-26T20:55:50.771182] [DEBUG] [LOCAL ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt [2025-11-26T20:55:50.771252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:50.771298] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:50.771337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:50.771404] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:50.828193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:50.829035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:50.829132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:50.829179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:50.959909] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:50.960117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:50.960180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:50.960222] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:50.963740] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=69.55%) [2025-11-26T20:55:50.964042] [INFO ] [FORECASTER] Completed predict_future for DERM [2025-11-26T20:55:50.964192] [INFO ] [sig ] DERM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:51.105296] [INFO ] [LOCAL ] Saved forecast: DERM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DERM.txt [2025-11-26T20:55:51.105477] [INFO ] [sig ] [917/3599] Completed DERM in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:51.105531] [INFO ] [sig ] [918/3599] Forecasting DFGP... [2025-11-26T20:55:51.105568] [INFO ] [sig ] Generating forecast for: DFGP [2025-11-26T20:55:51.105609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'. [2025-11-26T20:55:51.116945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGP'. [2025-11-26T20:55:51.117269] [INFO ] [FORECASTER] Starting predict_future for DFGP [2025-11-26T20:55:51.118175] [DEBUG] [LOCAL ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt [2025-11-26T20:55:51.118245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:51.118290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:51.118330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:51.118396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:51.178883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:51.179727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:51.179828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:51.179875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:51.297865] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:51.298038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:51.298092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:51.298134] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:51.301537] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=95.65%) [2025-11-26T20:55:51.301855] [INFO ] [FORECASTER] Completed predict_future for DFGP [2025-11-26T20:55:51.301999] [INFO ] [sig ] DFGP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:51.443808] [INFO ] [LOCAL ] Saved forecast: DFGP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFGP.txt [2025-11-26T20:55:51.443996] [INFO ] [sig ] [918/3599] Completed DFGP in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:51.444076] [INFO ] [sig ] [919/3599] Forecasting DFGX... [2025-11-26T20:55:51.444156] [INFO ] [sig ] Generating forecast for: DFGX [2025-11-26T20:55:51.444242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'. [2025-11-26T20:55:51.455604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGX'. [2025-11-26T20:55:51.456012] [INFO ] [FORECASTER] Starting predict_future for DFGX [2025-11-26T20:55:51.456925] [DEBUG] [LOCAL ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt [2025-11-26T20:55:51.456997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:51.457057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:51.457107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:51.457216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:51.516803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:51.517595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:51.517732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:51.517794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:51.642672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:51.642839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:51.642900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:51.642948] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:51.646493] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-11-26T20:55:51.646825] [INFO ] [FORECASTER] Completed predict_future for DFGX [2025-11-26T20:55:51.646983] [INFO ] [sig ] DFGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:51.793181] [INFO ] [LOCAL ] Saved forecast: DFGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DFGX.txt [2025-11-26T20:55:51.793410] [INFO ] [sig ] [919/3599] Completed DFGX in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:51.793479] [INFO ] [sig ] [920/3599] Forecasting DFH... [2025-11-26T20:55:51.793531] [INFO ] [sig ] Generating forecast for: DFH [2025-11-26T20:55:51.793625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-11-26T20:55:51.805819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFH'. [2025-11-26T20:55:51.806270] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-11-26T20:55:51.807317] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-11-26T20:55:51.807440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:51.807514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:51.807606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:51.807739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:51.868427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:51.869360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:51.869480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:51.869552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:51.992920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:51.993111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:51.993178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:51.993233] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:51.996954] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-11-26T20:55:51.997307] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-11-26T20:55:51.997474] [INFO ] [sig ] DFH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:52.140171] [INFO ] [LOCAL ] Saved forecast: DFH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFH.txt [2025-11-26T20:55:52.140353] [INFO ] [sig ] [920/3599] Completed DFH in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:52.140413] [INFO ] [sig ] [921/3599] Forecasting DFIN... [2025-11-26T20:55:52.140468] [INFO ] [sig ] Generating forecast for: DFIN [2025-11-26T20:55:52.140519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-11-26T20:55:52.151880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFIN'. [2025-11-26T20:55:52.152326] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-11-26T20:55:52.153268] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-11-26T20:55:52.153341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:52.153387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:52.153444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:52.153523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:52.211923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:52.212832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:52.212932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:52.212989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:52.331459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:52.331667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:52.331732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:52.331788] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:52.335248] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=67.09%) [2025-11-26T20:55:52.335559] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-11-26T20:55:52.335737] [INFO ] [sig ] DFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:52.479571] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFIN.txt [2025-11-26T20:55:52.479790] [INFO ] [sig ] [921/3599] Completed DFIN in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:52.479847] [INFO ] [sig ] [922/3599] Forecasting DFP... [2025-11-26T20:55:52.479928] [INFO ] [sig ] Generating forecast for: DFP [2025-11-26T20:55:52.479980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-11-26T20:55:52.491854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFP'. [2025-11-26T20:55:52.492285] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-11-26T20:55:52.493218] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-11-26T20:55:52.493290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:52.493337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:52.493376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:52.493462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:52.558510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:52.559514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:52.559628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:52.559714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:52.682923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:52.683125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:52.683179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:52.683222] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:52.686919] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=73.99%) [2025-11-26T20:55:52.687289] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-11-26T20:55:52.687462] [INFO ] [sig ] DFP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:52.830945] [INFO ] [LOCAL ] Saved forecast: DFP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFP.txt [2025-11-26T20:55:52.831142] [INFO ] [sig ] [922/3599] Completed DFP in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.4m [2025-11-26T20:55:52.831217] [INFO ] [sig ] [923/3599] Forecasting DG... [2025-11-26T20:55:52.831284] [INFO ] [sig ] Generating forecast for: DG [2025-11-26T20:55:52.831329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-11-26T20:55:52.843237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DG'. [2025-11-26T20:55:52.843705] [INFO ] [FORECASTER] Starting predict_future for DG [2025-11-26T20:55:52.844597] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-11-26T20:55:52.844698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:52.844787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:52.844851] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:52.844959] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:52.904328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:52.905251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:52.905354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:52.905414] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:53.033082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:53.033279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:53.033336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:53.033376] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:53.037181] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=93.67%) [2025-11-26T20:55:53.037547] [INFO ] [FORECASTER] Completed predict_future for DG [2025-11-26T20:55:53.037729] [INFO ] [sig ] DG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:53.179680] [INFO ] [LOCAL ] Saved forecast: DG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DG.txt [2025-11-26T20:55:53.179867] [INFO ] [sig ] [923/3599] Completed DG in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:53.179923] [INFO ] [sig ] [924/3599] Forecasting DGCB... [2025-11-26T20:55:53.179988] [INFO ] [sig ] Generating forecast for: DGCB [2025-11-26T20:55:53.180094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'. [2025-11-26T20:55:53.191390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGCB'. [2025-11-26T20:55:53.191795] [INFO ] [FORECASTER] Starting predict_future for DGCB [2025-11-26T20:55:53.192624] [DEBUG] [LOCAL ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt [2025-11-26T20:55:53.192714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:53.192760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:53.192819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:53.192897] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:53.249773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:53.250707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:53.250807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:53.250852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:53.373153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:53.373340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:53.373391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:53.373432] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:53.377088] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=57.05%) [2025-11-26T20:55:53.377411] [INFO ] [FORECASTER] Completed predict_future for DGCB [2025-11-26T20:55:53.377583] [INFO ] [sig ] DGCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:53.523698] [INFO ] [LOCAL ] Saved forecast: DGCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGCB.txt [2025-11-26T20:55:53.523946] [INFO ] [sig ] [924/3599] Completed DGCB in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:53.524006] [INFO ] [sig ] [925/3599] Forecasting DGICA... [2025-11-26T20:55:53.524050] [INFO ] [sig ] Generating forecast for: DGICA [2025-11-26T20:55:53.524091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'. [2025-11-26T20:55:53.537253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGICA'. [2025-11-26T20:55:53.537681] [INFO ] [FORECASTER] Starting predict_future for DGICA [2025-11-26T20:55:53.538514] [DEBUG] [LOCAL ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt [2025-11-26T20:55:53.538583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:53.538629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:53.538704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:53.538776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:53.595737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:53.596581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:53.596702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:53.596750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:53.719401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:53.719577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:53.719628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:53.719687] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:53.723240] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=50.32%) [2025-11-26T20:55:53.723572] [INFO ] [FORECASTER] Completed predict_future for DGICA [2025-11-26T20:55:53.723752] [INFO ] [sig ] DGICA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:53.867287] [INFO ] [LOCAL ] Saved forecast: DGICA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGICA.txt [2025-11-26T20:55:53.867500] [INFO ] [sig ] [925/3599] Completed DGICA in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:53.867584] [INFO ] [sig ] [926/3599] Forecasting DGII... [2025-11-26T20:55:53.867629] [INFO ] [sig ] Generating forecast for: DGII [2025-11-26T20:55:53.867688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'. [2025-11-26T20:55:53.879487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGII'. [2025-11-26T20:55:53.879932] [INFO ] [FORECASTER] Starting predict_future for DGII [2025-11-26T20:55:53.880866] [DEBUG] [LOCAL ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt [2025-11-26T20:55:53.880944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:53.881012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:53.881079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:53.881199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:53.942584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:53.943594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:53.943723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:53.943774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:54.068757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:54.068954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:54.069005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:54.069072] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:54.072745] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=73.45%) [2025-11-26T20:55:54.073069] [INFO ] [FORECASTER] Completed predict_future for DGII [2025-11-26T20:55:54.073242] [INFO ] [sig ] DGII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:54.220633] [INFO ] [LOCAL ] Saved forecast: DGII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGII.txt [2025-11-26T20:55:54.220854] [INFO ] [sig ] [926/3599] Completed DGII in 0.4s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:54.220917] [INFO ] [sig ] [927/3599] Forecasting DGLY... [2025-11-26T20:55:54.220995] [INFO ] [sig ] Generating forecast for: DGLY [2025-11-26T20:55:54.221045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'. [2025-11-26T20:55:54.232011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGLY'. [2025-11-26T20:55:54.232391] [INFO ] [FORECASTER] Starting predict_future for DGLY [2025-11-26T20:55:54.233287] [DEBUG] [LOCAL ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt [2025-11-26T20:55:54.233359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:54.233405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:54.233444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:54.233544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:54.293751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:54.294707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:54.294810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:54.294870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:54.408935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:54.409100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:54.409153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:54.409195] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:54.412615] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-11-26T20:55:54.412940] [INFO ] [FORECASTER] Completed predict_future for DGLY [2025-11-26T20:55:54.413094] [INFO ] [sig ] DGLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:54.556527] [INFO ] [LOCAL ] Saved forecast: DGLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGLY.txt [2025-11-26T20:55:54.556723] [INFO ] [sig ] [927/3599] Completed DGLY in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:54.556792] [INFO ] [sig ] [928/3599] Forecasting DGRE... [2025-11-26T20:55:54.556834] [INFO ] [sig ] Generating forecast for: DGRE [2025-11-26T20:55:54.556875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'. [2025-11-26T20:55:54.568039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRE'. [2025-11-26T20:55:54.568428] [INFO ] [FORECASTER] Starting predict_future for DGRE [2025-11-26T20:55:54.569326] [DEBUG] [LOCAL ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt [2025-11-26T20:55:54.569395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:54.569440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:54.569496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:54.569652] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:54.628061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:54.628856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:54.628958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:54.629024] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:54.738864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:54.739043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:54.739099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:54.739146] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:54.742693] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=82.12%) [2025-11-26T20:55:54.743003] [INFO ] [FORECASTER] Completed predict_future for DGRE [2025-11-26T20:55:54.743161] [INFO ] [sig ] DGRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:54.883431] [INFO ] [LOCAL ] Saved forecast: DGRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGRE.txt [2025-11-26T20:55:54.883585] [INFO ] [sig ] [928/3599] Completed DGRE in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:54.883655] [INFO ] [sig ] [929/3599] Forecasting DGRS... [2025-11-26T20:55:54.883738] [INFO ] [sig ] Generating forecast for: DGRS [2025-11-26T20:55:54.883782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'. [2025-11-26T20:55:54.894785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRS'. [2025-11-26T20:55:54.895152] [INFO ] [FORECASTER] Starting predict_future for DGRS [2025-11-26T20:55:54.896105] [DEBUG] [LOCAL ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt [2025-11-26T20:55:54.896177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:54.896224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:54.896264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:54.896332] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:54.955078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:54.955859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:54.955959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:54.956005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:55.073292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:55.073437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:55.073487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:55.073529] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:55.076905] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=31.26%) [2025-11-26T20:55:55.077197] [INFO ] [FORECASTER] Completed predict_future for DGRS [2025-11-26T20:55:55.077340] [INFO ] [sig ] DGRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:55.216592] [INFO ] [LOCAL ] Saved forecast: DGRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DGRS.txt [2025-11-26T20:55:55.216764] [INFO ] [sig ] [929/3599] Completed DGRS in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:55.216814] [INFO ] [sig ] [930/3599] Forecasting DGX... [2025-11-26T20:55:55.216857] [INFO ] [sig ] Generating forecast for: DGX [2025-11-26T20:55:55.216897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-11-26T20:55:55.227911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGX'. [2025-11-26T20:55:55.228233] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-11-26T20:55:55.229073] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-11-26T20:55:55.229141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:55.229186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:55.229232] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:55.229304] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:55.287976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:55.288721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:55.288821] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:55.288872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:55.410900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:55.411089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:55.411141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:55.411187] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:55.414557] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=8.73%) [2025-11-26T20:55:55.414873] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-11-26T20:55:55.415026] [INFO ] [sig ] DGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:55.559838] [INFO ] [LOCAL ] Saved forecast: DGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DGX.txt [2025-11-26T20:55:55.559992] [INFO ] [sig ] [930/3599] Completed DGX in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:55.560045] [INFO ] [sig ] [931/3599] Forecasting DH... [2025-11-26T20:55:55.560086] [INFO ] [sig ] Generating forecast for: DH [2025-11-26T20:55:55.560128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'. [2025-11-26T20:55:55.571172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DH'. [2025-11-26T20:55:55.571502] [INFO ] [FORECASTER] Starting predict_future for DH [2025-11-26T20:55:55.572339] [DEBUG] [LOCAL ] No optimal features file found for DH: ./output/feature-sets/DH.txt [2025-11-26T20:55:55.572408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:55.572453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:55.572491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:55.572557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:55.629814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:55.630536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:55.630635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:55.630704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:55.753426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:55.753604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:55.753682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:55.753724] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:55.757100] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-11-26T20:55:55.757396] [INFO ] [FORECASTER] Completed predict_future for DH [2025-11-26T20:55:55.757554] [INFO ] [sig ] DH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:55.899527] [INFO ] [LOCAL ] Saved forecast: DH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DH.txt [2025-11-26T20:55:55.899716] [INFO ] [sig ] [931/3599] Completed DH in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:55.899789] [INFO ] [sig ] [932/3599] Forecasting DHC... [2025-11-26T20:55:55.899845] [INFO ] [sig ] Generating forecast for: DHC [2025-11-26T20:55:55.899894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'. [2025-11-26T20:55:55.910816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHC'. [2025-11-26T20:55:55.911163] [INFO ] [FORECASTER] Starting predict_future for DHC [2025-11-26T20:55:55.912083] [DEBUG] [LOCAL ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt [2025-11-26T20:55:55.912175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:55.912246] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:55.912307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:55.912416] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:55.970663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:55.971430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:55.971540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:55.971608] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:56.093488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:56.093689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:56.093767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:56.093834] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:56.097428] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=93.77%) [2025-11-26T20:55:56.097795] [INFO ] [FORECASTER] Completed predict_future for DHC [2025-11-26T20:55:56.097971] [INFO ] [sig ] DHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:56.237957] [INFO ] [LOCAL ] Saved forecast: DHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DHC.txt [2025-11-26T20:55:56.238114] [INFO ] [sig ] [932/3599] Completed DHC in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:56.238173] [INFO ] [sig ] [933/3599] Forecasting DHF... [2025-11-26T20:55:56.238250] [INFO ] [sig ] Generating forecast for: DHF [2025-11-26T20:55:56.238313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-11-26T20:55:56.249457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHF'. [2025-11-26T20:55:56.249800] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-11-26T20:55:56.250681] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-11-26T20:55:56.250751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:56.250795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:56.250834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:56.250900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:56.312863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:56.313698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:56.313813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:56.313858] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:56.432729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:56.432902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:56.432954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:56.432999] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:56.436396] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=10.50%) [2025-11-26T20:55:56.436722] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-11-26T20:55:56.436865] [INFO ] [sig ] DHF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:56.575357] [INFO ] [LOCAL ] Saved forecast: DHF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DHF.txt [2025-11-26T20:55:56.575519] [INFO ] [sig ] [933/3599] Completed DHF in 0.3s | 2.91 sym/s | Total: 5.3m | ETA: 15.3m [2025-11-26T20:55:56.575571] [INFO ] [sig ] [934/3599] Forecasting DHI... [2025-11-26T20:55:56.575613] [INFO ] [sig ] Generating forecast for: DHI [2025-11-26T20:55:56.575675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-11-26T20:55:56.586913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHI'. [2025-11-26T20:55:56.587274] [INFO ] [FORECASTER] Starting predict_future for DHI [2025-11-26T20:55:56.588146] [DEBUG] [LOCAL ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt [2025-11-26T20:55:56.588214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:56.588263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:56.588301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:56.588366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:56.645611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:56.646359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:56.646455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:56.646501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:56.769274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:56.769443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:56.769496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:56.769538] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:56.772976] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-11-26T20:55:56.773270] [INFO ] [FORECASTER] Completed predict_future for DHI [2025-11-26T20:55:56.773415] [INFO ] [sig ] DHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:56.912889] [INFO ] [LOCAL ] Saved forecast: DHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DHI.txt [2025-11-26T20:55:56.913073] [INFO ] [sig ] [934/3599] Completed DHI in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m [2025-11-26T20:55:56.913138] [INFO ] [sig ] [935/3599] Forecasting DHIL... [2025-11-26T20:55:56.913177] [INFO ] [sig ] Generating forecast for: DHIL [2025-11-26T20:55:56.913217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'. [2025-11-26T20:55:56.923717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHIL'. [2025-11-26T20:55:56.924065] [INFO ] [FORECASTER] Starting predict_future for DHIL [2025-11-26T20:55:56.925050] [DEBUG] [LOCAL ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt [2025-11-26T20:55:56.925121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:56.925165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:56.925203] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:56.925272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:56.981760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:56.982692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:56.982791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:56.982836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:57.090762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:57.090957] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:55:57.091011] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:57.091052] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:57.094490] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=70.74%) [2025-11-26T20:55:57.094812] [INFO ] [FORECASTER] Completed predict_future for DHIL [2025-11-26T20:55:57.094961] [INFO ] [sig ] DHIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:57.236704] [INFO ] [LOCAL ] Saved forecast: DHIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DHIL.txt [2025-11-26T20:55:57.236882] [INFO ] [sig ] [935/3599] Completed DHIL in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m [2025-11-26T20:55:57.236935] [INFO ] [sig ] [936/3599] Forecasting DHX... [2025-11-26T20:55:57.236976] [INFO ] [sig ] Generating forecast for: DHX [2025-11-26T20:55:57.237016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-11-26T20:55:57.247806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHX'. [2025-11-26T20:55:57.248141] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-11-26T20:55:57.249002] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-11-26T20:55:57.249070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:57.249114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:57.249152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:57.249219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:57.305978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:57.306689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:57.306783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:57.306828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:57.419695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:57.419865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:57.419916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:57.419963] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:57.423281] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=91.43%) [2025-11-26T20:55:57.423570] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-11-26T20:55:57.423729] [INFO ] [sig ] DHX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:57.563049] [INFO ] [LOCAL ] Saved forecast: DHX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DHX.txt [2025-11-26T20:55:57.563185] [INFO ] [sig ] [936/3599] Completed DHX in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m [2025-11-26T20:55:57.563238] [INFO ] [sig ] [937/3599] Forecasting DIN... [2025-11-26T20:55:57.563281] [INFO ] [sig ] Generating forecast for: DIN [2025-11-26T20:55:57.563321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-11-26T20:55:57.574304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIN'. [2025-11-26T20:55:57.574617] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-11-26T20:55:57.575427] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-11-26T20:55:57.575495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:57.575539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:57.575578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:57.575668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:57.632221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:57.632889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:57.632982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:57.633027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:57.751222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:57.751361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:57.751411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:57.751453] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:57.754681] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=8.36%) [2025-11-26T20:55:57.754984] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-11-26T20:55:57.755123] [INFO ] [sig ] DIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:57.896239] [INFO ] [LOCAL ] Saved forecast: DIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DIN.txt [2025-11-26T20:55:57.896412] [INFO ] [sig ] [937/3599] Completed DIN in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m [2025-11-26T20:55:57.896469] [INFO ] [sig ] [938/3599] Forecasting DINO... [2025-11-26T20:55:57.896511] [INFO ] [sig ] Generating forecast for: DINO [2025-11-26T20:55:57.896553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-11-26T20:55:57.907912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DINO'. [2025-11-26T20:55:57.908236] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-11-26T20:55:57.909059] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-11-26T20:55:57.909127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:57.909171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:57.909211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:57.909278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:57.966355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:57.967039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:57.967133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:57.967179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:58.088049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:58.088236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:58.088290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:58.088329] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:58.091740] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-11-26T20:55:58.092036] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-11-26T20:55:58.092182] [INFO ] [sig ] DINO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:58.235030] [INFO ] [LOCAL ] Saved forecast: DINO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DINO.txt [2025-11-26T20:55:58.235222] [INFO ] [sig ] [938/3599] Completed DINO in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.3m [2025-11-26T20:55:58.235277] [INFO ] [sig ] [939/3599] Forecasting DIOD... [2025-11-26T20:55:58.235321] [INFO ] [sig ] Generating forecast for: DIOD [2025-11-26T20:55:58.235361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'. [2025-11-26T20:55:58.246931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIOD'. [2025-11-26T20:55:58.247365] [INFO ] [FORECASTER] Starting predict_future for DIOD [2025-11-26T20:55:58.248314] [DEBUG] [LOCAL ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt [2025-11-26T20:55:58.248391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:58.248459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:58.248516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:58.248697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:58.308818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:58.309809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:58.309924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:58.310006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:58.433220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:58.433421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:58.433514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:58.433572] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:58.437402] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=96.59%) [2025-11-26T20:55:58.437879] [INFO ] [FORECASTER] Completed predict_future for DIOD [2025-11-26T20:55:58.438075] [INFO ] [sig ] DIOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:58.583167] [INFO ] [LOCAL ] Saved forecast: DIOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DIOD.txt [2025-11-26T20:55:58.583362] [INFO ] [sig ] [939/3599] Completed DIOD in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:55:58.583418] [INFO ] [sig ] [940/3599] Forecasting DIS... [2025-11-26T20:55:58.583452] [INFO ] [sig ] Generating forecast for: DIS [2025-11-26T20:55:58.583489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-11-26T20:55:58.594886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIS'. [2025-11-26T20:55:58.595298] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-11-26T20:55:58.596235] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-11-26T20:55:58.596308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:58.596365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:58.596415] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:58.596496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:58.656916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:58.657871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:58.657981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:58.658029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:58.782048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:58.782234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:58.782292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:58.782335] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:58.785941] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=36.42%) [2025-11-26T20:55:58.786280] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-11-26T20:55:58.786432] [INFO ] [sig ] DIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:58.929305] [INFO ] [LOCAL ] Saved forecast: DIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DIS.txt [2025-11-26T20:55:58.929497] [INFO ] [sig ] [940/3599] Completed DIS in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:55:58.929567] [INFO ] [sig ] [941/3599] Forecasting DJCO... [2025-11-26T20:55:58.929613] [INFO ] [sig ] Generating forecast for: DJCO [2025-11-26T20:55:58.929692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'. [2025-11-26T20:55:58.940748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DJCO'. [2025-11-26T20:55:58.941108] [INFO ] [FORECASTER] Starting predict_future for DJCO [2025-11-26T20:55:58.941974] [DEBUG] [LOCAL ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt [2025-11-26T20:55:58.942042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:58.942097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:58.942145] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:58.942229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:59.001891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:59.002895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:59.003005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:59.003060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:59.121564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:59.121759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:59.121813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:59.121854] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:59.125376] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=11.40%) [2025-11-26T20:55:59.125697] [INFO ] [FORECASTER] Completed predict_future for DJCO [2025-11-26T20:55:59.125848] [INFO ] [sig ] DJCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:55:59.270945] [INFO ] [LOCAL ] Saved forecast: DJCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DJCO.txt [2025-11-26T20:55:59.271132] [INFO ] [sig ] [941/3599] Completed DJCO in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:55:59.271190] [INFO ] [sig ] [942/3599] Forecasting DK... [2025-11-26T20:55:59.271237] [INFO ] [sig ] Generating forecast for: DK [2025-11-26T20:55:59.271276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-11-26T20:55:59.282661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DK'. [2025-11-26T20:55:59.283015] [INFO ] [FORECASTER] Starting predict_future for DK [2025-11-26T20:55:59.283849] [DEBUG] [LOCAL ] No optimal features file found for DK: ./output/feature-sets/DK.txt [2025-11-26T20:55:59.283917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:59.283962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:59.284001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:59.284072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:59.342601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:59.343492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:59.343596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:59.343659] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:59.466182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:59.466389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:59.466443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:59.466482] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:59.470021] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-11-26T20:55:59.470354] [INFO ] [FORECASTER] Completed predict_future for DK [2025-11-26T20:55:59.470509] [INFO ] [sig ] DK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:59.611099] [INFO ] [LOCAL ] Saved forecast: DK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DK.txt [2025-11-26T20:55:59.611282] [INFO ] [sig ] [942/3599] Completed DK in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:55:59.611331] [INFO ] [sig ] [943/3599] Forecasting DKL... [2025-11-26T20:55:59.611382] [INFO ] [sig ] Generating forecast for: DKL [2025-11-26T20:55:59.611418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-11-26T20:55:59.623051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKL'. [2025-11-26T20:55:59.623371] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-11-26T20:55:59.624206] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-11-26T20:55:59.624276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:59.624335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:59.624376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:59.624445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:55:59.680822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:55:59.681446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:55:59.681541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:55:59.681587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:55:59.795240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:55:59.795419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:55:59.795466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:55:59.795509] [INFO ] [FORECASTER] Training complete [2025-11-26T20:55:59.798931] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=74.03%) [2025-11-26T20:55:59.799221] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-11-26T20:55:59.799370] [INFO ] [sig ] DKL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:55:59.937745] [INFO ] [LOCAL ] Saved forecast: DKL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DKL.txt [2025-11-26T20:55:59.937897] [INFO ] [sig ] [943/3599] Completed DKL in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:55:59.937949] [INFO ] [sig ] [944/3599] Forecasting DKNG... [2025-11-26T20:55:59.937987] [INFO ] [sig ] Generating forecast for: DKNG [2025-11-26T20:55:59.938030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'. [2025-11-26T20:55:59.950133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKNG'. [2025-11-26T20:55:59.950552] [INFO ] [FORECASTER] Starting predict_future for DKNG [2025-11-26T20:55:59.951457] [DEBUG] [LOCAL ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt [2025-11-26T20:55:59.951529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:55:59.951590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:55:59.951671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:55:59.951778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:00.009073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:00.010021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:00.010131] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:00.010198] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:00.127843] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:00.128054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:00.128139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:00.128206] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:00.131820] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=27.59%) [2025-11-26T20:56:00.132172] [INFO ] [FORECASTER] Completed predict_future for DKNG [2025-11-26T20:56:00.132360] [INFO ] [sig ] DKNG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:00.285904] [INFO ] [LOCAL ] Saved forecast: DKNG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DKNG.txt [2025-11-26T20:56:00.286120] [INFO ] [sig ] [944/3599] Completed DKNG in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:00.286206] [INFO ] [sig ] [945/3599] Forecasting DKS... [2025-11-26T20:56:00.286274] [INFO ] [sig ] Generating forecast for: DKS [2025-11-26T20:56:00.286343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-11-26T20:56:00.298107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKS'. [2025-11-26T20:56:00.298531] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-11-26T20:56:00.299431] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-11-26T20:56:00.299506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:00.299567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:00.299622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:00.299723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:00.357636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:00.358492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:00.358591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:00.358638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:00.482891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:00.483091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:00.483152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:00.483193] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:00.486827] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=35.51%) [2025-11-26T20:56:00.487211] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-11-26T20:56:00.487376] [INFO ] [sig ] DKS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:00.630967] [INFO ] [LOCAL ] Saved forecast: DKS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DKS.txt [2025-11-26T20:56:00.631157] [INFO ] [sig ] [945/3599] Completed DKS in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:00.631205] [INFO ] [sig ] [946/3599] Forecasting DLB... [2025-11-26T20:56:00.631241] [INFO ] [sig ] Generating forecast for: DLB [2025-11-26T20:56:00.631276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-11-26T20:56:00.643461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLB'. [2025-11-26T20:56:00.643954] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-11-26T20:56:00.644950] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-11-26T20:56:00.645030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:00.645068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:00.645100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:00.645163] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:00.702825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:00.703756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:00.703867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:00.703916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:00.825618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:00.825845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:00.825900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:00.825953] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:00.829519] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-11-26T20:56:00.829866] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-11-26T20:56:00.830036] [INFO ] [sig ] DLB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:00.969863] [INFO ] [LOCAL ] Saved forecast: DLB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DLB.txt [2025-11-26T20:56:00.970018] [INFO ] [sig ] [946/3599] Completed DLB in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:00.970067] [INFO ] [sig ] [947/3599] Forecasting DLHC... [2025-11-26T20:56:00.970145] [INFO ] [sig ] Generating forecast for: DLHC [2025-11-26T20:56:00.970192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'. [2025-11-26T20:56:00.981389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLHC'. [2025-11-26T20:56:00.981813] [INFO ] [FORECASTER] Starting predict_future for DLHC [2025-11-26T20:56:00.982696] [DEBUG] [LOCAL ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt [2025-11-26T20:56:00.982765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:00.982809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:00.982870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:00.982939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:01.041025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:01.041700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:01.041803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:01.041851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:01.159187] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:01.159376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:01.159429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:01.159470] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:01.162963] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-11-26T20:56:01.163264] [INFO ] [FORECASTER] Completed predict_future for DLHC [2025-11-26T20:56:01.163423] [INFO ] [sig ] DLHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:01.308560] [INFO ] [LOCAL ] Saved forecast: DLHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLHC.txt [2025-11-26T20:56:01.308781] [INFO ] [sig ] [947/3599] Completed DLHC in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:01.308872] [INFO ] [sig ] [948/3599] Forecasting DLNG... [2025-11-26T20:56:01.308940] [INFO ] [sig ] Generating forecast for: DLNG [2025-11-26T20:56:01.309043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-11-26T20:56:01.320722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLNG'. [2025-11-26T20:56:01.321029] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-11-26T20:56:01.321879] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-11-26T20:56:01.321947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:01.321991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:01.322032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:01.322121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:01.380672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:01.381390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:01.381487] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:01.381538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:01.499156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:01.499331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:01.499384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:01.499424] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:01.502960] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-11-26T20:56:01.503276] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-11-26T20:56:01.503431] [INFO ] [sig ] DLNG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:01.648945] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLNG.txt [2025-11-26T20:56:01.649155] [INFO ] [sig ] [948/3599] Completed DLNG in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:01.649219] [INFO ] [sig ] [949/3599] Forecasting DLO... [2025-11-26T20:56:01.649259] [INFO ] [sig ] Generating forecast for: DLO [2025-11-26T20:56:01.649302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'. [2025-11-26T20:56:01.661668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLO'. [2025-11-26T20:56:01.661999] [INFO ] [FORECASTER] Starting predict_future for DLO [2025-11-26T20:56:01.663093] [DEBUG] [LOCAL ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt [2025-11-26T20:56:01.663163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:01.663210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:01.663249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:01.663318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:01.721225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:01.721905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:01.722024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:01.722078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:01.840435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:01.840614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:01.840694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:01.840736] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:01.844413] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=3.78%) [2025-11-26T20:56:01.844735] [INFO ] [FORECASTER] Completed predict_future for DLO [2025-11-26T20:56:01.844905] [INFO ] [sig ] DLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:01.992448] [INFO ] [LOCAL ] Saved forecast: DLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLO.txt [2025-11-26T20:56:01.992678] [INFO ] [sig ] [949/3599] Completed DLO in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:01.992745] [INFO ] [sig ] [950/3599] Forecasting DLPN... [2025-11-26T20:56:01.992782] [INFO ] [sig ] Generating forecast for: DLPN [2025-11-26T20:56:01.992818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'. [2025-11-26T20:56:02.008000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLPN'. [2025-11-26T20:56:02.008432] [INFO ] [FORECASTER] Starting predict_future for DLPN [2025-11-26T20:56:02.009329] [DEBUG] [LOCAL ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt [2025-11-26T20:56:02.009404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:02.009482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:02.009547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:02.009665] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:02.069686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:02.070581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:02.070705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:02.070753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:02.188902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:02.189103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:02.189181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:02.189272] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:02.192865] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=88.02%) [2025-11-26T20:56:02.193196] [INFO ] [FORECASTER] Completed predict_future for DLPN [2025-11-26T20:56:02.193383] [INFO ] [sig ] DLPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:02.336221] [INFO ] [LOCAL ] Saved forecast: DLPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DLPN.txt [2025-11-26T20:56:02.336427] [INFO ] [sig ] [950/3599] Completed DLPN in 0.3s | 2.91 sym/s | Total: 5.4m | ETA: 15.2m [2025-11-26T20:56:02.336513] [INFO ] [sig ] [951/3599] Forecasting DLTH... [2025-11-26T20:56:02.336581] [INFO ] [sig ] Generating forecast for: DLTH [2025-11-26T20:56:02.336676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'. [2025-11-26T20:56:02.347928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLTH'. [2025-11-26T20:56:02.348290] [INFO ] [FORECASTER] Starting predict_future for DLTH [2025-11-26T20:56:02.349198] [DEBUG] [LOCAL ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt [2025-11-26T20:56:02.349277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:02.349348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:02.349413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:02.349521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:02.409856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:02.410587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:02.410722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:02.410786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:02.534656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:02.534831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:02.534897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:02.534954] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:02.538520] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T20:56:02.538851] [INFO ] [FORECASTER] Completed predict_future for DLTH [2025-11-26T20:56:02.539025] [INFO ] [sig ] DLTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:02.679760] [INFO ] [LOCAL ] Saved forecast: DLTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLTH.txt [2025-11-26T20:56:02.679917] [INFO ] [sig ] [951/3599] Completed DLTH in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:02.680017] [INFO ] [sig ] [952/3599] Forecasting DLX... [2025-11-26T20:56:02.680088] [INFO ] [sig ] Generating forecast for: DLX [2025-11-26T20:56:02.680177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-11-26T20:56:02.692302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLX'. [2025-11-26T20:56:02.692692] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-11-26T20:56:02.693549] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-11-26T20:56:02.693630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:02.693708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:02.693774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:02.693879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:02.751089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:02.751797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:02.751904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:02.751979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:02.875377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:02.875569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:02.875632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:02.875695] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:02.879428] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-11-26T20:56:02.879769] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-11-26T20:56:02.879932] [INFO ] [sig ] DLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:03.028112] [INFO ] [LOCAL ] Saved forecast: DLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLX.txt [2025-11-26T20:56:03.028381] [INFO ] [sig ] [952/3599] Completed DLX in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:03.028470] [INFO ] [sig ] [953/3599] Forecasting DLY... [2025-11-26T20:56:03.028579] [INFO ] [sig ] Generating forecast for: DLY [2025-11-26T20:56:03.028673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-11-26T20:56:03.042449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLY'. [2025-11-26T20:56:03.042953] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-11-26T20:56:03.043935] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-11-26T20:56:03.044023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:03.044114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:03.044178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:03.044267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:03.114085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:03.115235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:03.115363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:03.115412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:03.256491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:03.256703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:03.256759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:03.256802] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:03.260850] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=92.18%) [2025-11-26T20:56:03.261232] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-11-26T20:56:03.261403] [INFO ] [sig ] DLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:03.426808] [INFO ] [LOCAL ] Saved forecast: DLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DLY.txt [2025-11-26T20:56:03.427060] [INFO ] [sig ] [953/3599] Completed DLY in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:03.427134] [INFO ] [sig ] [954/3599] Forecasting DMAC... [2025-11-26T20:56:03.427179] [INFO ] [sig ] Generating forecast for: DMAC [2025-11-26T20:56:03.427310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'. [2025-11-26T20:56:03.440389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMAC'. [2025-11-26T20:56:03.440853] [INFO ] [FORECASTER] Starting predict_future for DMAC [2025-11-26T20:56:03.441828] [DEBUG] [LOCAL ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt [2025-11-26T20:56:03.441903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:03.441950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:03.441990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:03.442072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:03.517379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:03.518395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:03.518510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:03.518554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:03.691329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:03.692382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:03.692492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:03.692547] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:03.698024] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=93.99%) [2025-11-26T20:56:03.698560] [INFO ] [FORECASTER] Completed predict_future for DMAC [2025-11-26T20:56:03.698920] [INFO ] [sig ] DMAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:03.897101] [INFO ] [LOCAL ] Saved forecast: DMAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMAC.txt [2025-11-26T20:56:03.897376] [INFO ] [sig ] [954/3599] Completed DMAC in 0.5s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:03.897464] [INFO ] [sig ] [955/3599] Forecasting DMB... [2025-11-26T20:56:03.897574] [INFO ] [sig ] Generating forecast for: DMB [2025-11-26T20:56:03.897665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-11-26T20:56:03.914636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMB'. [2025-11-26T20:56:03.915243] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-11-26T20:56:03.916579] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-11-26T20:56:03.916720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:03.916797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:03.916865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:03.916979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:03.988264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:03.989492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:03.989702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:03.989762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:04.120791] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:04.120995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:04.121048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:04.121093] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:04.124694] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=30.79%) [2025-11-26T20:56:04.125035] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-11-26T20:56:04.125196] [INFO ] [sig ] DMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:04.268630] [INFO ] [LOCAL ] Saved forecast: DMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DMB.txt [2025-11-26T20:56:04.268844] [INFO ] [sig ] [955/3599] Completed DMB in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:04.268902] [INFO ] [sig ] [956/3599] Forecasting DMLP... [2025-11-26T20:56:04.268944] [INFO ] [sig ] Generating forecast for: DMLP [2025-11-26T20:56:04.268985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'. [2025-11-26T20:56:04.280232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMLP'. [2025-11-26T20:56:04.280595] [INFO ] [FORECASTER] Starting predict_future for DMLP [2025-11-26T20:56:04.281430] [DEBUG] [LOCAL ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt [2025-11-26T20:56:04.281511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:04.281558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:04.281597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:04.281689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:04.341082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:04.341988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:04.342099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:04.342147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:04.463613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:04.463814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:04.463872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:04.463912] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:04.467303] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=94.60%) [2025-11-26T20:56:04.467608] [INFO ] [FORECASTER] Completed predict_future for DMLP [2025-11-26T20:56:04.467770] [INFO ] [sig ] DMLP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:04.607335] [INFO ] [LOCAL ] Saved forecast: DMLP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMLP.txt [2025-11-26T20:56:04.607503] [INFO ] [sig ] [956/3599] Completed DMLP in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:04.607585] [INFO ] [sig ] [957/3599] Forecasting DMO... [2025-11-26T20:56:04.607627] [INFO ] [sig ] Generating forecast for: DMO [2025-11-26T20:56:04.607687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-11-26T20:56:04.627883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMO'. [2025-11-26T20:56:04.628279] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-11-26T20:56:04.629307] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-11-26T20:56:04.629387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:04.629440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:04.629487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:04.629574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:04.688792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:04.689418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:04.689512] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:04.689559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:04.802596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:04.802732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:04.802783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:04.802823] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:04.806021] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=99.02%) [2025-11-26T20:56:04.806332] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-11-26T20:56:04.806500] [INFO ] [sig ] DMO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:04.946509] [INFO ] [LOCAL ] Saved forecast: DMO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMO.txt [2025-11-26T20:56:04.946671] [INFO ] [sig ] [957/3599] Completed DMO in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.2m [2025-11-26T20:56:04.946730] [INFO ] [sig ] [958/3599] Forecasting DMRC... [2025-11-26T20:56:04.946789] [INFO ] [sig ] Generating forecast for: DMRC [2025-11-26T20:56:04.946868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'. [2025-11-26T20:56:04.958343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMRC'. [2025-11-26T20:56:04.958771] [INFO ] [FORECASTER] Starting predict_future for DMRC [2025-11-26T20:56:04.959629] [DEBUG] [LOCAL ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt [2025-11-26T20:56:04.959718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:04.959774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:04.959826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:04.959904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:05.018319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:05.019055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:05.019151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:05.019197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:05.141538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:05.141704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:05.141767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:05.141815] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:05.145871] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-11-26T20:56:05.146193] [INFO ] [FORECASTER] Completed predict_future for DMRC [2025-11-26T20:56:05.146357] [INFO ] [sig ] DMRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:05.289304] [INFO ] [LOCAL ] Saved forecast: DMRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMRC.txt [2025-11-26T20:56:05.289462] [INFO ] [sig ] [958/3599] Completed DMRC in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:05.289516] [INFO ] [sig ] [959/3599] Forecasting DMXF... [2025-11-26T20:56:05.289555] [INFO ] [sig ] Generating forecast for: DMXF [2025-11-26T20:56:05.289597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'. [2025-11-26T20:56:05.300279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMXF'. [2025-11-26T20:56:05.300592] [INFO ] [FORECASTER] Starting predict_future for DMXF [2025-11-26T20:56:05.301422] [DEBUG] [LOCAL ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt [2025-11-26T20:56:05.301497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:05.301543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:05.301581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:05.301667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:05.358447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:05.359105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:05.359198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:05.359243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:05.473795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:05.473972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:05.474033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:05.474083] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:05.477477] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=90.10%) [2025-11-26T20:56:05.477819] [INFO ] [FORECASTER] Completed predict_future for DMXF [2025-11-26T20:56:05.477974] [INFO ] [sig ] DMXF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:05.616729] [INFO ] [LOCAL ] Saved forecast: DMXF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMXF.txt [2025-11-26T20:56:05.616885] [INFO ] [sig ] [959/3599] Completed DMXF in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:05.616940] [INFO ] [sig ] [960/3599] Forecasting DNA... [2025-11-26T20:56:05.616979] [INFO ] [sig ] Generating forecast for: DNA [2025-11-26T20:56:05.617018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-11-26T20:56:05.628098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNA'. [2025-11-26T20:56:05.628412] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-11-26T20:56:05.629250] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-11-26T20:56:05.629318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:05.629373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:05.629425] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:05.629502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:05.685857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:05.686511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:05.686606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:05.686699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:05.801501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:05.801664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:05.801711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:05.801753] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:05.805026] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=18.11%) [2025-11-26T20:56:05.805326] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-11-26T20:56:05.805477] [INFO ] [sig ] DNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:05.944732] [INFO ] [LOCAL ] Saved forecast: DNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DNA.txt [2025-11-26T20:56:05.944887] [INFO ] [sig ] [960/3599] Completed DNA in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:05.944951] [INFO ] [sig ] [961/3599] Forecasting DNLI... [2025-11-26T20:56:05.944992] [INFO ] [sig ] Generating forecast for: DNLI [2025-11-26T20:56:05.945046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'. [2025-11-26T20:56:05.956123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNLI'. [2025-11-26T20:56:05.956455] [INFO ] [FORECASTER] Starting predict_future for DNLI [2025-11-26T20:56:05.957311] [DEBUG] [LOCAL ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt [2025-11-26T20:56:05.957381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:05.957442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:05.957501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:05.957607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:06.013949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:06.014639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:06.014750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:06.014799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:06.134099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:06.134279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:06.134332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:06.134370] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:06.137868] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=14.26%) [2025-11-26T20:56:06.138209] [INFO ] [FORECASTER] Completed predict_future for DNLI [2025-11-26T20:56:06.138356] [INFO ] [sig ] DNLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:06.280874] [INFO ] [LOCAL ] Saved forecast: DNLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DNLI.txt [2025-11-26T20:56:06.281053] [INFO ] [sig ] [961/3599] Completed DNLI in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:06.281120] [INFO ] [sig ] [962/3599] Forecasting DNP... [2025-11-26T20:56:06.281163] [INFO ] [sig ] Generating forecast for: DNP [2025-11-26T20:56:06.281238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-11-26T20:56:06.292568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNP'. [2025-11-26T20:56:06.292907] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-11-26T20:56:06.293830] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-11-26T20:56:06.293901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:06.293947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:06.293985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:06.294053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:06.353084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:06.353968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:06.354069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:06.354115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:06.475409] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:06.475551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:06.475604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:06.475663] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:06.479087] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-11-26T20:56:06.479382] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-11-26T20:56:06.479529] [INFO ] [sig ] DNP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:06.618544] [INFO ] [LOCAL ] Saved forecast: DNP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DNP.txt [2025-11-26T20:56:06.618704] [INFO ] [sig ] [962/3599] Completed DNP in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:06.618765] [INFO ] [sig ] [963/3599] Forecasting DNTH... [2025-11-26T20:56:06.618807] [INFO ] [sig ] Generating forecast for: DNTH [2025-11-26T20:56:06.618851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'. [2025-11-26T20:56:06.630009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNTH'. [2025-11-26T20:56:06.630324] [INFO ] [FORECASTER] Starting predict_future for DNTH [2025-11-26T20:56:06.631185] [DEBUG] [LOCAL ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt [2025-11-26T20:56:06.631256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:06.631302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:06.631343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:06.631413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:06.689060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:06.689849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:06.689946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:06.689992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:06.811980] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:06.812163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:06.812235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:06.812281] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:06.815841] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=56.59%) [2025-11-26T20:56:06.816146] [INFO ] [FORECASTER] Completed predict_future for DNTH [2025-11-26T20:56:06.816304] [INFO ] [sig ] DNTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:06.979359] [INFO ] [LOCAL ] Saved forecast: DNTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DNTH.txt [2025-11-26T20:56:06.979558] [INFO ] [sig ] [963/3599] Completed DNTH in 0.4s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:06.979615] [INFO ] [sig ] [964/3599] Forecasting DOCN... [2025-11-26T20:56:06.979683] [INFO ] [sig ] Generating forecast for: DOCN [2025-11-26T20:56:06.979727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-11-26T20:56:06.991372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCN'. [2025-11-26T20:56:06.991794] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-11-26T20:56:06.992671] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-11-26T20:56:06.992739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:06.992786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:06.992821] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:06.992895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:07.050809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:07.051633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:07.051754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:07.051800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:07.173823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:07.174021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:07.174075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:07.174117] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:07.177714] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=4.55%) [2025-11-26T20:56:07.178094] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-11-26T20:56:07.178265] [INFO ] [sig ] DOCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:07.318911] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOCN.txt [2025-11-26T20:56:07.319065] [INFO ] [sig ] [964/3599] Completed DOCN in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:07.319118] [INFO ] [sig ] [965/3599] Forecasting DOCS... [2025-11-26T20:56:07.319160] [INFO ] [sig ] Generating forecast for: DOCS [2025-11-26T20:56:07.319202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-11-26T20:56:07.330369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCS'. [2025-11-26T20:56:07.330662] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-11-26T20:56:07.331466] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-11-26T20:56:07.331537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:07.331582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:07.331623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:07.331714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:07.388348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:07.388997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:07.389091] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:07.389137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:07.509880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:07.510035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:07.510087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:07.510131] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:07.513456] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-11-26T20:56:07.513781] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-11-26T20:56:07.513930] [INFO ] [sig ] DOCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:07.652440] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOCS.txt [2025-11-26T20:56:07.652583] [INFO ] [sig ] [965/3599] Completed DOCS in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:07.652636] [INFO ] [sig ] [966/3599] Forecasting DOGZ... [2025-11-26T20:56:07.652699] [INFO ] [sig ] Generating forecast for: DOGZ [2025-11-26T20:56:07.652742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'. [2025-11-26T20:56:07.665132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'. [2025-11-26T20:56:07.665423] [INFO ] [FORECASTER] Starting predict_future for DOGZ [2025-11-26T20:56:07.666293] [DEBUG] [LOCAL ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt [2025-11-26T20:56:07.666362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:07.666399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:07.666437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:07.666500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:07.723295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:07.724073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:07.724171] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:07.724217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:07.847571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:07.847773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:07.847825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:07.847864] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:07.851426] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=70.40%) [2025-11-26T20:56:07.851743] [INFO ] [FORECASTER] Completed predict_future for DOGZ [2025-11-26T20:56:07.851910] [INFO ] [sig ] DOGZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:07.991283] [INFO ] [LOCAL ] Saved forecast: DOGZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOGZ.txt [2025-11-26T20:56:07.991422] [INFO ] [sig ] [966/3599] Completed DOGZ in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:07.991476] [INFO ] [sig ] [967/3599] Forecasting DOLE... [2025-11-26T20:56:07.991517] [INFO ] [sig ] Generating forecast for: DOLE [2025-11-26T20:56:07.991555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-11-26T20:56:08.002686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOLE'. [2025-11-26T20:56:08.002993] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-11-26T20:56:08.003848] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-11-26T20:56:08.003916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:08.003974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:08.004015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:08.004081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:08.060842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:08.061515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:08.061613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:08.061682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:08.180983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:08.181138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:08.181189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:08.181229] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:08.184548] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=25.25%) [2025-11-26T20:56:08.184858] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-11-26T20:56:08.185028] [INFO ] [sig ] DOLE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:08.324360] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOLE.txt [2025-11-26T20:56:08.324496] [INFO ] [sig ] [967/3599] Completed DOLE in 0.3s | 2.91 sym/s | Total: 5.5m | ETA: 15.1m [2025-11-26T20:56:08.324548] [INFO ] [sig ] [968/3599] Forecasting DOMO... [2025-11-26T20:56:08.324587] [INFO ] [sig ] Generating forecast for: DOMO [2025-11-26T20:56:08.324627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'. [2025-11-26T20:56:08.335459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOMO'. [2025-11-26T20:56:08.335776] [INFO ] [FORECASTER] Starting predict_future for DOMO [2025-11-26T20:56:08.336611] [DEBUG] [LOCAL ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt [2025-11-26T20:56:08.336700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:08.336745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:08.336783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:08.336851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:08.394093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:08.394764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:08.394856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:08.394902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:08.512216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:08.512355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:08.512402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:08.512441] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:08.515792] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=23.33%) [2025-11-26T20:56:08.516078] [INFO ] [FORECASTER] Completed predict_future for DOMO [2025-11-26T20:56:08.516231] [INFO ] [sig ] DOMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:08.658388] [INFO ] [LOCAL ] Saved forecast: DOMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOMO.txt [2025-11-26T20:56:08.658527] [INFO ] [sig ] [968/3599] Completed DOMO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:08.658585] [INFO ] [sig ] [969/3599] Forecasting DOOO... [2025-11-26T20:56:08.658622] [INFO ] [sig ] Generating forecast for: DOOO [2025-11-26T20:56:08.658687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'. [2025-11-26T20:56:08.669580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOOO'. [2025-11-26T20:56:08.669890] [INFO ] [FORECASTER] Starting predict_future for DOOO [2025-11-26T20:56:08.670723] [DEBUG] [LOCAL ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt [2025-11-26T20:56:08.670790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:08.670835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:08.670873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:08.670939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:08.727251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:08.727912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:08.728004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:08.728050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:08.847332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:08.847461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:08.847511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:08.847561] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:08.850901] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: UP (p=66.52%) [2025-11-26T20:56:08.851184] [INFO ] [FORECASTER] Completed predict_future for DOOO [2025-11-26T20:56:08.851332] [INFO ] [sig ] DOOO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:08.989806] [INFO ] [LOCAL ] Saved forecast: DOOO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOOO.txt [2025-11-26T20:56:08.989948] [INFO ] [sig ] [969/3599] Completed DOOO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:08.990000] [INFO ] [sig ] [970/3599] Forecasting DORM... [2025-11-26T20:56:08.990042] [INFO ] [sig ] Generating forecast for: DORM [2025-11-26T20:56:08.990080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'. [2025-11-26T20:56:09.000940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DORM'. [2025-11-26T20:56:09.001249] [INFO ] [FORECASTER] Starting predict_future for DORM [2025-11-26T20:56:09.002093] [DEBUG] [LOCAL ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt [2025-11-26T20:56:09.002163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:09.002205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:09.002245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:09.002311] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:09.059281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:09.059954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:09.060047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:09.060087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:09.180913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:09.181055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:09.181106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:09.181148] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:09.184475] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=56.21%) [2025-11-26T20:56:09.184906] [INFO ] [FORECASTER] Completed predict_future for DORM [2025-11-26T20:56:09.185059] [INFO ] [sig ] DORM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:09.324572] [INFO ] [LOCAL ] Saved forecast: DORM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DORM.txt [2025-11-26T20:56:09.324764] [INFO ] [sig ] [970/3599] Completed DORM in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:09.324828] [INFO ] [sig ] [971/3599] Forecasting DOUG... [2025-11-26T20:56:09.324873] [INFO ] [sig ] Generating forecast for: DOUG [2025-11-26T20:56:09.324914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-11-26T20:56:09.338697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOUG'. [2025-11-26T20:56:09.339047] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-11-26T20:56:09.339914] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-11-26T20:56:09.339981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:09.340025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:09.340064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:09.340130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:09.396899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:09.397558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:09.397675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:09.397724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:09.514931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:09.515068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:09.515118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:09.515157] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:09.518479] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=99.75%) [2025-11-26T20:56:09.518804] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-11-26T20:56:09.518952] [INFO ] [sig ] DOUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:09.658824] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOUG.txt [2025-11-26T20:56:09.658961] [INFO ] [sig ] [971/3599] Completed DOUG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:09.659011] [INFO ] [sig ] [972/3599] Forecasting DOX... [2025-11-26T20:56:09.659051] [INFO ] [sig ] Generating forecast for: DOX [2025-11-26T20:56:09.659090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'. [2025-11-26T20:56:09.669844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOX'. [2025-11-26T20:56:09.670138] [INFO ] [FORECASTER] Starting predict_future for DOX [2025-11-26T20:56:09.670972] [DEBUG] [LOCAL ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt [2025-11-26T20:56:09.671040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:09.671085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:09.671123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:09.671186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:09.727792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:09.728425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:09.728518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:09.728564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:09.848375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:09.848516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:09.848567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:09.848609] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:09.851932] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=84.91%) [2025-11-26T20:56:09.852234] [INFO ] [FORECASTER] Completed predict_future for DOX [2025-11-26T20:56:09.852395] [INFO ] [sig ] DOX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:09.991375] [INFO ] [LOCAL ] Saved forecast: DOX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOX.txt [2025-11-26T20:56:09.991509] [INFO ] [sig ] [972/3599] Completed DOX in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:09.991568] [INFO ] [sig ] [973/3599] Forecasting DPG... [2025-11-26T20:56:09.991608] [INFO ] [sig ] Generating forecast for: DPG [2025-11-26T20:56:09.991664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-11-26T20:56:10.002777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPG'. [2025-11-26T20:56:10.003076] [INFO ] [FORECASTER] Starting predict_future for DPG [2025-11-26T20:56:10.003914] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-11-26T20:56:10.003982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:10.004026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:10.004066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:10.004132] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:10.061887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:10.062548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:10.062660] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:10.062710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:10.184200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:10.184344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:10.184397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:10.184439] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:10.187915] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=84.04%) [2025-11-26T20:56:10.188210] [INFO ] [FORECASTER] Completed predict_future for DPG [2025-11-26T20:56:10.188360] [INFO ] [sig ] DPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:10.328848] [INFO ] [LOCAL ] Saved forecast: DPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DPG.txt [2025-11-26T20:56:10.329014] [INFO ] [sig ] [973/3599] Completed DPG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:10.329073] [INFO ] [sig ] [974/3599] Forecasting DPRO... [2025-11-26T20:56:10.329112] [INFO ] [sig ] Generating forecast for: DPRO [2025-11-26T20:56:10.329154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'. [2025-11-26T20:56:10.339727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPRO'. [2025-11-26T20:56:10.340019] [INFO ] [FORECASTER] Starting predict_future for DPRO [2025-11-26T20:56:10.340876] [DEBUG] [LOCAL ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt [2025-11-26T20:56:10.340943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:10.340987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:10.341026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:10.341091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:10.398432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:10.399087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:10.399180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:10.399219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:10.512477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:10.512613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:10.512675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:10.512767] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:10.516026] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=80.39%) [2025-11-26T20:56:10.516331] [INFO ] [FORECASTER] Completed predict_future for DPRO [2025-11-26T20:56:10.516475] [INFO ] [sig ] DPRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:10.655510] [INFO ] [LOCAL ] Saved forecast: DPRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DPRO.txt [2025-11-26T20:56:10.655661] [INFO ] [sig ] [974/3599] Completed DPRO in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.1m [2025-11-26T20:56:10.655715] [INFO ] [sig ] [975/3599] Forecasting DPZ... [2025-11-26T20:56:10.655755] [INFO ] [sig ] Generating forecast for: DPZ [2025-11-26T20:56:10.655801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'. [2025-11-26T20:56:10.666732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPZ'. [2025-11-26T20:56:10.667037] [INFO ] [FORECASTER] Starting predict_future for DPZ [2025-11-26T20:56:10.667932] [DEBUG] [LOCAL ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt [2025-11-26T20:56:10.668001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:10.668047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:10.668087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:10.668154] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:10.724636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:10.725279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:10.725372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:10.725411] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:10.843350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:10.843498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:10.843548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:10.843595] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:10.846899] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=7.86%) [2025-11-26T20:56:10.847183] [INFO ] [FORECASTER] Completed predict_future for DPZ [2025-11-26T20:56:10.847326] [INFO ] [sig ] DPZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:10.994940] [INFO ] [LOCAL ] Saved forecast: DPZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DPZ.txt [2025-11-26T20:56:10.995088] [INFO ] [sig ] [975/3599] Completed DPZ in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:10.995141] [INFO ] [sig ] [976/3599] Forecasting DQ... [2025-11-26T20:56:10.995180] [INFO ] [sig ] Generating forecast for: DQ [2025-11-26T20:56:10.995225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-11-26T20:56:11.006192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DQ'. [2025-11-26T20:56:11.006495] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-11-26T20:56:11.007352] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-11-26T20:56:11.007420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:11.007464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:11.007502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:11.007602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:11.065023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:11.065870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:11.065971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:11.066066] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:11.186201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:11.186377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:11.186436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:11.186485] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:11.190003] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=54.80%) [2025-11-26T20:56:11.190321] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-11-26T20:56:11.190481] [INFO ] [sig ] DQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:11.330390] [INFO ] [LOCAL ] Saved forecast: DQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DQ.txt [2025-11-26T20:56:11.330551] [INFO ] [sig ] [976/3599] Completed DQ in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:11.330610] [INFO ] [sig ] [977/3599] Forecasting DRD... [2025-11-26T20:56:11.330679] [INFO ] [sig ] Generating forecast for: DRD [2025-11-26T20:56:11.330723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-11-26T20:56:11.342144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRD'. [2025-11-26T20:56:11.342490] [INFO ] [FORECASTER] Starting predict_future for DRD [2025-11-26T20:56:11.343327] [DEBUG] [LOCAL ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt [2025-11-26T20:56:11.343395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:11.343449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:11.343496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:11.343565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:11.400670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:11.401433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:11.401533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:11.401592] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:11.518333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:11.518511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:11.518566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:11.518606] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:11.522102] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=2.87%) [2025-11-26T20:56:11.522416] [INFO ] [FORECASTER] Completed predict_future for DRD [2025-11-26T20:56:11.522566] [INFO ] [sig ] DRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:11.667886] [INFO ] [LOCAL ] Saved forecast: DRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRD.txt [2025-11-26T20:56:11.668092] [INFO ] [sig ] [977/3599] Completed DRD in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:11.668183] [INFO ] [sig ] [978/3599] Forecasting DRH... [2025-11-26T20:56:11.668236] [INFO ] [sig ] Generating forecast for: DRH [2025-11-26T20:56:11.668280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-11-26T20:56:11.679943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRH'. [2025-11-26T20:56:11.680328] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-11-26T20:56:11.681173] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-11-26T20:56:11.681242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:11.681287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:11.681340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:11.681410] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:11.739118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:11.739869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:11.739965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:11.740010] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:11.860070] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:11.860256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:11.860309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:11.860350] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:11.863791] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=1.25%) [2025-11-26T20:56:11.864081] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-11-26T20:56:11.864226] [INFO ] [sig ] DRH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:12.003014] [INFO ] [LOCAL ] Saved forecast: DRH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRH.txt [2025-11-26T20:56:12.003171] [INFO ] [sig ] [978/3599] Completed DRH in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:12.003225] [INFO ] [sig ] [979/3599] Forecasting DRI... [2025-11-26T20:56:12.003267] [INFO ] [sig ] Generating forecast for: DRI [2025-11-26T20:56:12.003307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-11-26T20:56:12.015681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRI'. [2025-11-26T20:56:12.016049] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-11-26T20:56:12.016986] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-11-26T20:56:12.017055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:12.017111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:12.017159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:12.017237] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:12.074429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:12.075358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:12.075480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:12.075528] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:12.200259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:12.200457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:12.200512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:12.200561] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:12.204564] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=25.67%) [2025-11-26T20:56:12.205072] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-11-26T20:56:12.205227] [INFO ] [sig ] DRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:12.346515] [INFO ] [LOCAL ] Saved forecast: DRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRI.txt [2025-11-26T20:56:12.346715] [INFO ] [sig ] [979/3599] Completed DRI in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:12.346771] [INFO ] [sig ] [980/3599] Forecasting DRIO... [2025-11-26T20:56:12.346813] [INFO ] [sig ] Generating forecast for: DRIO [2025-11-26T20:56:12.346855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'. [2025-11-26T20:56:12.357726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRIO'. [2025-11-26T20:56:12.358052] [INFO ] [FORECASTER] Starting predict_future for DRIO [2025-11-26T20:56:12.358955] [DEBUG] [LOCAL ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt [2025-11-26T20:56:12.359024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:12.359068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:12.359107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:12.359174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:12.424103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:12.425227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:12.425384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:12.425432] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:12.555781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:12.555979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:12.556031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:12.556072] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:12.559683] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=21.84%) [2025-11-26T20:56:12.560043] [INFO ] [FORECASTER] Completed predict_future for DRIO [2025-11-26T20:56:12.560204] [INFO ] [sig ] DRIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:12.710414] [INFO ] [LOCAL ] Saved forecast: DRIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRIO.txt [2025-11-26T20:56:12.710604] [INFO ] [sig ] [980/3599] Completed DRIO in 0.4s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:12.710679] [INFO ] [sig ] [981/3599] Forecasting DRLL... [2025-11-26T20:56:12.710726] [INFO ] [sig ] Generating forecast for: DRLL [2025-11-26T20:56:12.710767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-11-26T20:56:12.722216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRLL'. [2025-11-26T20:56:12.722637] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-11-26T20:56:12.723482] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-11-26T20:56:12.723551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:12.723594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:12.723638] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:12.723730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:12.781517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:12.782181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:12.782276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:12.782323] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:12.900242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:12.900430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:12.900482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:12.900524] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:12.903934] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=59.36%) [2025-11-26T20:56:12.904218] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-11-26T20:56:12.904359] [INFO ] [sig ] DRLL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:13.050278] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRLL.txt [2025-11-26T20:56:13.050435] [INFO ] [sig ] [981/3599] Completed DRLL in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:13.050489] [INFO ] [sig ] [982/3599] Forecasting DRMA... [2025-11-26T20:56:13.050532] [INFO ] [sig ] Generating forecast for: DRMA [2025-11-26T20:56:13.050579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'. [2025-11-26T20:56:13.061329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRMA'. [2025-11-26T20:56:13.061620] [INFO ] [FORECASTER] Starting predict_future for DRMA [2025-11-26T20:56:13.062460] [DEBUG] [LOCAL ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt [2025-11-26T20:56:13.062529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:13.062584] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:13.062632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:13.062730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:13.120953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:13.121872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:13.121971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:13.122028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:13.241453] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:13.241703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:13.241760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:13.241837] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:13.245452] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=78.74%) [2025-11-26T20:56:13.245791] [INFO ] [FORECASTER] Completed predict_future for DRMA [2025-11-26T20:56:13.245947] [INFO ] [sig ] DRMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:13.386588] [INFO ] [LOCAL ] Saved forecast: DRMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRMA.txt [2025-11-26T20:56:13.386805] [INFO ] [sig ] [982/3599] Completed DRMA in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:13.386882] [INFO ] [sig ] [983/3599] Forecasting DRS... [2025-11-26T20:56:13.386934] [INFO ] [sig ] Generating forecast for: DRS [2025-11-26T20:56:13.386977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'. [2025-11-26T20:56:13.398828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRS'. [2025-11-26T20:56:13.399165] [INFO ] [FORECASTER] Starting predict_future for DRS [2025-11-26T20:56:13.400007] [DEBUG] [LOCAL ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt [2025-11-26T20:56:13.400078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:13.400124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:13.400164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:13.400233] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:13.458529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:13.459363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:13.459476] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:13.459542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:13.577708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:13.577894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:13.577949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:13.577993] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:13.581388] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=77.96%) [2025-11-26T20:56:13.581721] [INFO ] [FORECASTER] Completed predict_future for DRS [2025-11-26T20:56:13.581878] [INFO ] [sig ] DRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:13.723596] [INFO ] [LOCAL ] Saved forecast: DRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRS.txt [2025-11-26T20:56:13.723807] [INFO ] [sig ] [983/3599] Completed DRS in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:13.723867] [INFO ] [sig ] [984/3599] Forecasting DRTS... [2025-11-26T20:56:13.723905] [INFO ] [sig ] Generating forecast for: DRTS [2025-11-26T20:56:13.723943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'. [2025-11-26T20:56:13.735211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRTS'. [2025-11-26T20:56:13.735578] [INFO ] [FORECASTER] Starting predict_future for DRTS [2025-11-26T20:56:13.736406] [DEBUG] [LOCAL ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt [2025-11-26T20:56:13.736475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:13.736520] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:13.736559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:13.736625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:13.794748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:13.795633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:13.795757] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:13.795803] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:13.912454] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:13.912669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:13.912729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:13.912770] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:13.916256] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=72.68%) [2025-11-26T20:56:13.916547] [INFO ] [FORECASTER] Completed predict_future for DRTS [2025-11-26T20:56:13.916716] [INFO ] [sig ] DRTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:14.061667] [INFO ] [LOCAL ] Saved forecast: DRTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRTS.txt [2025-11-26T20:56:14.061856] [INFO ] [sig ] [984/3599] Completed DRTS in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:14.061912] [INFO ] [sig ] [985/3599] Forecasting DRUG... [2025-11-26T20:56:14.061952] [INFO ] [sig ] Generating forecast for: DRUG [2025-11-26T20:56:14.061992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'. [2025-11-26T20:56:14.072838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRUG'. [2025-11-26T20:56:14.073159] [INFO ] [FORECASTER] Starting predict_future for DRUG [2025-11-26T20:56:14.074015] [DEBUG] [LOCAL ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt [2025-11-26T20:56:14.074083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:14.074128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:14.074179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:14.074300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:14.132793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:14.133726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:14.133826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:14.133885] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:14.259500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:14.259708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:14.259774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:14.259825] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:14.263449] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=78.62%) [2025-11-26T20:56:14.263780] [INFO ] [FORECASTER] Completed predict_future for DRUG [2025-11-26T20:56:14.263938] [INFO ] [sig ] DRUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:14.405855] [INFO ] [LOCAL ] Saved forecast: DRUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRUG.txt [2025-11-26T20:56:14.406019] [INFO ] [sig ] [985/3599] Completed DRUG in 0.3s | 2.91 sym/s | Total: 5.6m | ETA: 15.0m [2025-11-26T20:56:14.406090] [INFO ] [sig ] [986/3599] Forecasting DRVN... [2025-11-26T20:56:14.406139] [INFO ] [sig ] Generating forecast for: DRVN [2025-11-26T20:56:14.406190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'. [2025-11-26T20:56:14.417679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRVN'. [2025-11-26T20:56:14.418027] [INFO ] [FORECASTER] Starting predict_future for DRVN [2025-11-26T20:56:14.418868] [DEBUG] [LOCAL ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt [2025-11-26T20:56:14.418937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:14.418984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:14.419024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:14.419092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:14.476560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:14.477322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:14.477419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:14.477465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:14.595755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:14.595938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:14.595991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:14.596033] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:14.599476] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=99.77%) [2025-11-26T20:56:14.599791] [INFO ] [FORECASTER] Completed predict_future for DRVN [2025-11-26T20:56:14.599936] [INFO ] [sig ] DRVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:14.743621] [INFO ] [LOCAL ] Saved forecast: DRVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRVN.txt [2025-11-26T20:56:14.743835] [INFO ] [sig ] [986/3599] Completed DRVN in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m [2025-11-26T20:56:14.743893] [INFO ] [sig ] [987/3599] Forecasting DSGN... [2025-11-26T20:56:14.743935] [INFO ] [sig ] Generating forecast for: DSGN [2025-11-26T20:56:14.743975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'. [2025-11-26T20:56:14.755376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGN'. [2025-11-26T20:56:14.755764] [INFO ] [FORECASTER] Starting predict_future for DSGN [2025-11-26T20:56:14.756633] [DEBUG] [LOCAL ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt [2025-11-26T20:56:14.756737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:14.756784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:14.756822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:14.756888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:14.813766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:14.814530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:14.814627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:14.814702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:14.935104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:14.935343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:14.935407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:14.935462] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:14.939227] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=86.01%) [2025-11-26T20:56:14.939626] [INFO ] [FORECASTER] Completed predict_future for DSGN [2025-11-26T20:56:14.939827] [INFO ] [sig ] DSGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:15.084550] [INFO ] [LOCAL ] Saved forecast: DSGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DSGN.txt [2025-11-26T20:56:15.084726] [INFO ] [sig ] [987/3599] Completed DSGN in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m [2025-11-26T20:56:15.084782] [INFO ] [sig ] [988/3599] Forecasting DSGX... [2025-11-26T20:56:15.084827] [INFO ] [sig ] Generating forecast for: DSGX [2025-11-26T20:56:15.084862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'. [2025-11-26T20:56:15.096730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGX'. [2025-11-26T20:56:15.097112] [INFO ] [FORECASTER] Starting predict_future for DSGX [2025-11-26T20:56:15.098162] [DEBUG] [LOCAL ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt [2025-11-26T20:56:15.098243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:15.098303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:15.098351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:15.098444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:15.156871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:15.157514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:15.157636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:15.157705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:15.277848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:15.278028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:15.278083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:15.278127] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:15.281613] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=17.61%) [2025-11-26T20:56:15.281927] [INFO ] [FORECASTER] Completed predict_future for DSGX [2025-11-26T20:56:15.282074] [INFO ] [sig ] DSGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:15.425973] [INFO ] [LOCAL ] Saved forecast: DSGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSGX.txt [2025-11-26T20:56:15.426157] [INFO ] [sig ] [988/3599] Completed DSGX in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m [2025-11-26T20:56:15.426212] [INFO ] [sig ] [989/3599] Forecasting DSL... [2025-11-26T20:56:15.426255] [INFO ] [sig ] Generating forecast for: DSL [2025-11-26T20:56:15.426295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-11-26T20:56:15.437927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSL'. [2025-11-26T20:56:15.438281] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-11-26T20:56:15.439135] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-11-26T20:56:15.439204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:15.439260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:15.439310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:15.439380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:15.497602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:15.498529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:15.498629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:15.498715] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:15.618309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:15.618506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:15.618559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:15.618599] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:15.622110] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=12.66%) [2025-11-26T20:56:15.622437] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-11-26T20:56:15.622598] [INFO ] [sig ] DSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:15.763193] [INFO ] [LOCAL ] Saved forecast: DSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSL.txt [2025-11-26T20:56:15.763362] [INFO ] [sig ] [989/3599] Completed DSL in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m [2025-11-26T20:56:15.763438] [INFO ] [sig ] [990/3599] Forecasting DSM... [2025-11-26T20:56:15.763489] [INFO ] [sig ] Generating forecast for: DSM [2025-11-26T20:56:15.763594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'. [2025-11-26T20:56:15.774430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSM'. [2025-11-26T20:56:15.774765] [INFO ] [FORECASTER] Starting predict_future for DSM [2025-11-26T20:56:15.775563] [DEBUG] [LOCAL ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt [2025-11-26T20:56:15.775631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:15.775701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:15.775740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:15.775834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:15.833878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:15.834786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:15.834885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:15.834943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:15.958226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:15.958435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:15.958505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:15.958676] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:15.963081] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=52.43%) [2025-11-26T20:56:15.963477] [INFO ] [FORECASTER] Completed predict_future for DSM [2025-11-26T20:56:15.963693] [INFO ] [sig ] DSM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:16.106311] [INFO ] [LOCAL ] Saved forecast: DSM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DSM.txt [2025-11-26T20:56:16.106469] [INFO ] [sig ] [990/3599] Completed DSM in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m [2025-11-26T20:56:16.106522] [INFO ] [sig ] [991/3599] Forecasting DSP... [2025-11-26T20:56:16.106566] [INFO ] [sig ] Generating forecast for: DSP [2025-11-26T20:56:16.106608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'. [2025-11-26T20:56:16.117808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSP'. [2025-11-26T20:56:16.118143] [INFO ] [FORECASTER] Starting predict_future for DSP [2025-11-26T20:56:16.118984] [DEBUG] [LOCAL ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt [2025-11-26T20:56:16.119052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:16.119120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:16.119171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:16.119247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:16.175540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:16.176290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:16.176385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:16.176426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:16.307401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:16.307611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:16.307682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:16.307724] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:16.311242] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-11-26T20:56:16.311568] [INFO ] [FORECASTER] Completed predict_future for DSP [2025-11-26T20:56:16.311746] [INFO ] [sig ] DSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:16.463609] [INFO ] [LOCAL ] Saved forecast: DSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSP.txt [2025-11-26T20:56:16.463817] [INFO ] [sig ] [991/3599] Completed DSP in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 15.0m [2025-11-26T20:56:16.463875] [INFO ] [sig ] [992/3599] Forecasting DSX... [2025-11-26T20:56:16.463996] [INFO ] [sig ] Generating forecast for: DSX [2025-11-26T20:56:16.464043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-11-26T20:56:16.475719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSX'. [2025-11-26T20:56:16.476017] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-11-26T20:56:16.476851] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-11-26T20:56:16.476918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:16.476973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:16.477023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:16.477101] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:16.534609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:16.535271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:16.535364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:16.535419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:16.653299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:16.653490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:16.653544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:16.653587] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:16.657144] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=13.15%) [2025-11-26T20:56:16.657452] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-11-26T20:56:16.657636] [INFO ] [sig ] DSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:16.798939] [INFO ] [LOCAL ] Saved forecast: DSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSX.txt [2025-11-26T20:56:16.799127] [INFO ] [sig ] [992/3599] Completed DSX in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:16.799180] [INFO ] [sig ] [993/3599] Forecasting DTB... [2025-11-26T20:56:16.799227] [INFO ] [sig ] Generating forecast for: DTB [2025-11-26T20:56:16.799271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-11-26T20:56:16.811046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTB'. [2025-11-26T20:56:16.811455] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-11-26T20:56:16.812312] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-11-26T20:56:16.812382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:16.812438] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:16.812488] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:16.812567] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:16.869226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:16.870029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:16.870127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:16.870186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:16.982410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:16.982587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:16.982665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:16.982708] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:16.986217] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-11-26T20:56:16.986525] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-11-26T20:56:16.986705] [INFO ] [sig ] DTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:17.125211] [INFO ] [LOCAL ] Saved forecast: DTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTB.txt [2025-11-26T20:56:17.125377] [INFO ] [sig ] [993/3599] Completed DTB in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:17.125432] [INFO ] [sig ] [994/3599] Forecasting DTE... [2025-11-26T20:56:17.125472] [INFO ] [sig ] Generating forecast for: DTE [2025-11-26T20:56:17.125516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-11-26T20:56:17.136855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTE'. [2025-11-26T20:56:17.137211] [INFO ] [FORECASTER] Starting predict_future for DTE [2025-11-26T20:56:17.138077] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-11-26T20:56:17.138146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:17.138189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:17.138228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:17.138296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:17.195014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:17.195693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:17.195790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:17.195835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:17.310996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:17.311157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:17.311216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:17.311268] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:17.314623] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=29.56%) [2025-11-26T20:56:17.314966] [INFO ] [FORECASTER] Completed predict_future for DTE [2025-11-26T20:56:17.315115] [INFO ] [sig ] DTE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:17.455729] [INFO ] [LOCAL ] Saved forecast: DTE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DTE.txt [2025-11-26T20:56:17.455898] [INFO ] [sig ] [994/3599] Completed DTE in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:17.455960] [INFO ] [sig ] [995/3599] Forecasting DTG... [2025-11-26T20:56:17.456004] [INFO ] [sig ] Generating forecast for: DTG [2025-11-26T20:56:17.456051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-11-26T20:56:17.467213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTG'. [2025-11-26T20:56:17.467614] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-11-26T20:56:17.468629] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-11-26T20:56:17.468728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:17.468780] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:17.468834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:17.469091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:17.525569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:17.526303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:17.526402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:17.526444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:17.642775] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:17.642955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:17.643007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:17.643043] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:17.646451] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=56.35%) [2025-11-26T20:56:17.646791] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-11-26T20:56:17.646952] [INFO ] [sig ] DTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:17.784599] [INFO ] [LOCAL ] Saved forecast: DTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTG.txt [2025-11-26T20:56:17.784772] [INFO ] [sig ] [995/3599] Completed DTG in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:17.784826] [INFO ] [sig ] [996/3599] Forecasting DTIL... [2025-11-26T20:56:17.784864] [INFO ] [sig ] Generating forecast for: DTIL [2025-11-26T20:56:17.784903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'. [2025-11-26T20:56:17.795826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTIL'. [2025-11-26T20:56:17.796169] [INFO ] [FORECASTER] Starting predict_future for DTIL [2025-11-26T20:56:17.797020] [DEBUG] [LOCAL ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt [2025-11-26T20:56:17.797088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:17.797147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:17.797193] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:17.797261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:17.854005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:17.854769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:17.854863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:17.854913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:17.969217] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:17.969404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:17.969467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:17.969506] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:17.972938] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-11-26T20:56:17.973250] [INFO ] [FORECASTER] Completed predict_future for DTIL [2025-11-26T20:56:17.973430] [INFO ] [sig ] DTIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:18.112010] [INFO ] [LOCAL ] Saved forecast: DTIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTIL.txt [2025-11-26T20:56:18.112169] [INFO ] [sig ] [996/3599] Completed DTIL in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:18.112224] [INFO ] [sig ] [997/3599] Forecasting DTM... [2025-11-26T20:56:18.112270] [INFO ] [sig ] Generating forecast for: DTM [2025-11-26T20:56:18.112310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-11-26T20:56:18.123873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTM'. [2025-11-26T20:56:18.124227] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-11-26T20:56:18.125078] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-11-26T20:56:18.125147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:18.125228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:18.125276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:18.125373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:18.182322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:18.183055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:18.183168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:18.183220] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:18.307892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:18.308080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:18.308132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:18.308175] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:18.311719] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=73.08%) [2025-11-26T20:56:18.312047] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-11-26T20:56:18.312199] [INFO ] [sig ] DTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:18.451952] [INFO ] [LOCAL ] Saved forecast: DTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTM.txt [2025-11-26T20:56:18.452129] [INFO ] [sig ] [997/3599] Completed DTM in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:18.452201] [INFO ] [sig ] [998/3599] Forecasting DTSS... [2025-11-26T20:56:18.452262] [INFO ] [sig ] Generating forecast for: DTSS [2025-11-26T20:56:18.452324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'. [2025-11-26T20:56:18.463051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTSS'. [2025-11-26T20:56:18.463462] [INFO ] [FORECASTER] Starting predict_future for DTSS [2025-11-26T20:56:18.464321] [DEBUG] [LOCAL ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt [2025-11-26T20:56:18.464390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:18.464434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:18.464481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:18.464573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:18.521237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:18.522085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:18.522196] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:18.522245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:18.636291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:18.636477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:18.636530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:18.636616] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:18.640198] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=86.82%) [2025-11-26T20:56:18.640518] [INFO ] [FORECASTER] Completed predict_future for DTSS [2025-11-26T20:56:18.640695] [INFO ] [sig ] DTSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:18.779919] [INFO ] [LOCAL ] Saved forecast: DTSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTSS.txt [2025-11-26T20:56:18.780093] [INFO ] [sig ] [998/3599] Completed DTSS in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:18.780148] [INFO ] [sig ] [999/3599] Forecasting DUK... [2025-11-26T20:56:18.780229] [INFO ] [sig ] Generating forecast for: DUK [2025-11-26T20:56:18.780272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-11-26T20:56:18.791964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUK'. [2025-11-26T20:56:18.792371] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-11-26T20:56:18.793250] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-11-26T20:56:18.793321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:18.793387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:18.793444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:18.793531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:18.851685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:18.852588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:18.852716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:18.852770] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:18.968599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:18.968932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:18.969028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:18.969110] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:18.972705] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=99.81%) [2025-11-26T20:56:18.973079] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-11-26T20:56:18.973279] [INFO ] [sig ] DUK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:19.113819] [INFO ] [LOCAL ] Saved forecast: DUK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DUK.txt [2025-11-26T20:56:19.114029] [INFO ] [sig ] [999/3599] Completed DUK in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:19.114119] [INFO ] [sig ] [1000/3599] Forecasting DUKB... [2025-11-26T20:56:19.114226] [INFO ] [sig ] Generating forecast for: DUKB [2025-11-26T20:56:19.114288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-11-26T20:56:19.126183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUKB'. [2025-11-26T20:56:19.126620] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-11-26T20:56:19.127617] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-11-26T20:56:19.127718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:19.127789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:19.127851] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:19.127956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:19.185196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:19.185998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:19.186119] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:19.186200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:19.303110] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:19.303310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:19.303371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:19.303412] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:19.306888] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=80.76%) [2025-11-26T20:56:19.307181] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-11-26T20:56:19.307328] [INFO ] [sig ] DUKB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:19.447945] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DUKB.txt [2025-11-26T20:56:19.448129] [INFO ] [sig ] [1000/3599] Completed DUKB in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:19.448183] [INFO ] [sig ] [1001/3599] Forecasting DUOL... [2025-11-26T20:56:19.448267] [INFO ] [sig ] Generating forecast for: DUOL [2025-11-26T20:56:19.448319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'. [2025-11-26T20:56:19.459296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUOL'. [2025-11-26T20:56:19.459705] [INFO ] [FORECASTER] Starting predict_future for DUOL [2025-11-26T20:56:19.460555] [DEBUG] [LOCAL ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt [2025-11-26T20:56:19.460625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:19.460695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:19.460736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:19.460803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:19.518880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:19.519748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:19.519853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:19.519918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:19.644125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:19.644312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:19.644366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:19.644410] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:19.647922] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=40.83%) [2025-11-26T20:56:19.648218] [INFO ] [FORECASTER] Completed predict_future for DUOL [2025-11-26T20:56:19.648363] [INFO ] [sig ] DUOL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:19.793511] [INFO ] [LOCAL ] Saved forecast: DUOL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DUOL.txt [2025-11-26T20:56:19.793719] [INFO ] [sig ] [1001/3599] Completed DUOL in 0.3s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:19.793779] [INFO ] [sig ] [1002/3599] Forecasting DVA... [2025-11-26T20:56:19.793821] [INFO ] [sig ] Generating forecast for: DVA [2025-11-26T20:56:19.793861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-11-26T20:56:19.805715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVA'. [2025-11-26T20:56:19.806071] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-11-26T20:56:19.806933] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-11-26T20:56:19.807002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:19.807048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:19.807100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:19.807170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:19.867597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:19.868626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:19.868748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:19.868806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:19.999859] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:20.000063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:20.000132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:20.000177] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:20.004111] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=59.45%) [2025-11-26T20:56:20.004467] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-11-26T20:56:20.004623] [INFO ] [sig ] DVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:20.150616] [INFO ] [LOCAL ] Saved forecast: DVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DVA.txt [2025-11-26T20:56:20.150816] [INFO ] [sig ] [1002/3599] Completed DVA in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:20.150873] [INFO ] [sig ] [1003/3599] Forecasting DVAX... [2025-11-26T20:56:20.150915] [INFO ] [sig ] Generating forecast for: DVAX [2025-11-26T20:56:20.150955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'. [2025-11-26T20:56:20.162555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVAX'. [2025-11-26T20:56:20.162911] [INFO ] [FORECASTER] Starting predict_future for DVAX [2025-11-26T20:56:20.163881] [DEBUG] [LOCAL ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt [2025-11-26T20:56:20.163950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:20.163994] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:20.164032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:20.164100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:20.225184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:20.226104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:20.226228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:20.226278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:20.354759] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:20.354950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:20.355047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:20.355104] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:20.358967] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-11-26T20:56:20.359309] [INFO ] [FORECASTER] Completed predict_future for DVAX [2025-11-26T20:56:20.359478] [INFO ] [sig ] DVAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:20.504752] [INFO ] [LOCAL ] Saved forecast: DVAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DVAX.txt [2025-11-26T20:56:20.504951] [INFO ] [sig ] [1003/3599] Completed DVAX in 0.4s | 2.91 sym/s | Total: 5.7m | ETA: 14.9m [2025-11-26T20:56:20.505008] [INFO ] [sig ] [1004/3599] Forecasting DVN... [2025-11-26T20:56:20.505064] [INFO ] [sig ] Generating forecast for: DVN [2025-11-26T20:56:20.505108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-11-26T20:56:20.516897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVN'. [2025-11-26T20:56:20.517291] [INFO ] [FORECASTER] Starting predict_future for DVN [2025-11-26T20:56:20.518261] [DEBUG] [LOCAL ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt [2025-11-26T20:56:20.518332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:20.518388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:20.518438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:20.518516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:20.579189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:20.580139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:20.580243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:20.580303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:20.707681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:20.707872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:20.707923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:20.707957] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:20.711483] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=20.40%) [2025-11-26T20:56:20.711819] [INFO ] [FORECASTER] Completed predict_future for DVN [2025-11-26T20:56:20.711968] [INFO ] [sig ] DVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:20.863837] [INFO ] [LOCAL ] Saved forecast: DVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DVN.txt [2025-11-26T20:56:20.864011] [INFO ] [sig ] [1004/3599] Completed DVN in 0.4s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m [2025-11-26T20:56:20.864068] [INFO ] [sig ] [1005/3599] Forecasting DVY... [2025-11-26T20:56:20.864110] [INFO ] [sig ] Generating forecast for: DVY [2025-11-26T20:56:20.864153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'. [2025-11-26T20:56:20.876260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVY'. [2025-11-26T20:56:20.876690] [INFO ] [FORECASTER] Starting predict_future for DVY [2025-11-26T20:56:20.877632] [DEBUG] [LOCAL ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt [2025-11-26T20:56:20.877717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:20.877765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:20.877806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:20.877900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:20.937752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:20.938533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:20.938634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:20.938698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:21.057731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:21.057910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:21.057962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:21.058006] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:21.061460] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-11-26T20:56:21.061785] [INFO ] [FORECASTER] Completed predict_future for DVY [2025-11-26T20:56:21.061931] [INFO ] [sig ] DVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:21.200150] [INFO ] [LOCAL ] Saved forecast: DVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DVY.txt [2025-11-26T20:56:21.200319] [INFO ] [sig ] [1005/3599] Completed DVY in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m [2025-11-26T20:56:21.200376] [INFO ] [sig ] [1006/3599] Forecasting DWAS... [2025-11-26T20:56:21.200419] [INFO ] [sig ] Generating forecast for: DWAS [2025-11-26T20:56:21.200469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'. [2025-11-26T20:56:21.211685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWAS'. [2025-11-26T20:56:21.212044] [INFO ] [FORECASTER] Starting predict_future for DWAS [2025-11-26T20:56:21.212882] [DEBUG] [LOCAL ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt [2025-11-26T20:56:21.212949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:21.212993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:21.213033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:21.213099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:21.269492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:21.270251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:21.270348] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:21.270392] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:21.387783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:21.387975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:21.388030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:21.388067] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:21.391778] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-11-26T20:56:21.392126] [INFO ] [FORECASTER] Completed predict_future for DWAS [2025-11-26T20:56:21.392290] [INFO ] [sig ] DWAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:21.532812] [INFO ] [LOCAL ] Saved forecast: DWAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DWAS.txt [2025-11-26T20:56:21.532975] [INFO ] [sig ] [1006/3599] Completed DWAS in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m [2025-11-26T20:56:21.533029] [INFO ] [sig ] [1007/3599] Forecasting DWSH... [2025-11-26T20:56:21.533072] [INFO ] [sig ] Generating forecast for: DWSH [2025-11-26T20:56:21.533114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'. [2025-11-26T20:56:21.544320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWSH'. [2025-11-26T20:56:21.544733] [INFO ] [FORECASTER] Starting predict_future for DWSH [2025-11-26T20:56:21.545708] [DEBUG] [LOCAL ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt [2025-11-26T20:56:21.545777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:21.545822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:21.545880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:21.545949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:21.602331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:21.603040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:21.603138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:21.603185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:21.710231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:21.710416] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:56:21.710468] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:21.710507] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:21.713994] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-11-26T20:56:21.714301] [INFO ] [FORECASTER] Completed predict_future for DWSH [2025-11-26T20:56:21.714446] [INFO ] [sig ] DWSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:21.855807] [INFO ] [LOCAL ] Saved forecast: DWSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DWSH.txt [2025-11-26T20:56:21.855986] [INFO ] [sig ] [1007/3599] Completed DWSH in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.9m [2025-11-26T20:56:21.856052] [INFO ] [sig ] [1008/3599] Forecasting DX... [2025-11-26T20:56:21.856107] [INFO ] [sig ] Generating forecast for: DX [2025-11-26T20:56:21.856157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-11-26T20:56:21.868466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DX'. [2025-11-26T20:56:21.868908] [INFO ] [FORECASTER] Starting predict_future for DX [2025-11-26T20:56:21.869823] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-11-26T20:56:21.869905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:21.869977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:21.870040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:21.870151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:21.928217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:21.929150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:21.929263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:21.929339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:22.050465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:22.050694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:22.050772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:22.050833] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:22.054416] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=83.49%) [2025-11-26T20:56:22.054763] [INFO ] [FORECASTER] Completed predict_future for DX [2025-11-26T20:56:22.054945] [INFO ] [sig ] DX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:22.196165] [INFO ] [LOCAL ] Saved forecast: DX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DX.txt [2025-11-26T20:56:22.196334] [INFO ] [sig ] [1008/3599] Completed DX in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:22.196398] [INFO ] [sig ] [1009/3599] Forecasting DXC... [2025-11-26T20:56:22.196433] [INFO ] [sig ] Generating forecast for: DXC [2025-11-26T20:56:22.196470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-11-26T20:56:22.210143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXC'. [2025-11-26T20:56:22.210564] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-11-26T20:56:22.211458] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-11-26T20:56:22.211531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:22.211578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:22.211618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:22.211769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:22.274672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:22.275681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:22.275786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:22.275830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:22.397832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:22.398025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:22.398081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:22.398121] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:22.401812] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=43.88%) [2025-11-26T20:56:22.402131] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-11-26T20:56:22.402291] [INFO ] [sig ] DXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:22.545049] [INFO ] [LOCAL ] Saved forecast: DXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DXC.txt [2025-11-26T20:56:22.545229] [INFO ] [sig ] [1009/3599] Completed DXC in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:22.545285] [INFO ] [sig ] [1010/3599] Forecasting DXCM... [2025-11-26T20:56:22.545327] [INFO ] [sig ] Generating forecast for: DXCM [2025-11-26T20:56:22.545368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'. [2025-11-26T20:56:22.557231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXCM'. [2025-11-26T20:56:22.557683] [INFO ] [FORECASTER] Starting predict_future for DXCM [2025-11-26T20:56:22.558544] [DEBUG] [LOCAL ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt [2025-11-26T20:56:22.558615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:22.558679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:22.558731] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:22.558862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:22.615789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:22.616685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:22.616785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:22.616838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:22.735402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:22.735579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:22.735656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:22.735707] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:22.739245] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=86.62%) [2025-11-26T20:56:22.739578] [INFO ] [FORECASTER] Completed predict_future for DXCM [2025-11-26T20:56:22.739777] [INFO ] [sig ] DXCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:22.878222] [INFO ] [LOCAL ] Saved forecast: DXCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DXCM.txt [2025-11-26T20:56:22.878422] [INFO ] [sig ] [1010/3599] Completed DXCM in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:22.878499] [INFO ] [sig ] [1011/3599] Forecasting DXPE... [2025-11-26T20:56:22.878590] [INFO ] [sig ] Generating forecast for: DXPE [2025-11-26T20:56:22.878680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'. [2025-11-26T20:56:22.889855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXPE'. [2025-11-26T20:56:22.890243] [INFO ] [FORECASTER] Starting predict_future for DXPE [2025-11-26T20:56:22.891118] [DEBUG] [LOCAL ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt [2025-11-26T20:56:22.891188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:22.891252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:22.891329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:22.891450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:22.949246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:22.950085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:22.950193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:22.950274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:23.068567] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:23.068805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:23.068880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:23.068976] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:23.072459] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=63.69%) [2025-11-26T20:56:23.072824] [INFO ] [FORECASTER] Completed predict_future for DXPE [2025-11-26T20:56:23.073017] [INFO ] [sig ] DXPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:23.215819] [INFO ] [LOCAL ] Saved forecast: DXPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DXPE.txt [2025-11-26T20:56:23.216007] [INFO ] [sig ] [1011/3599] Completed DXPE in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:23.216083] [INFO ] [sig ] [1012/3599] Forecasting DY... [2025-11-26T20:56:23.216141] [INFO ] [sig ] Generating forecast for: DY [2025-11-26T20:56:23.216201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-11-26T20:56:23.228044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DY'. [2025-11-26T20:56:23.228441] [INFO ] [FORECASTER] Starting predict_future for DY [2025-11-26T20:56:23.229329] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-11-26T20:56:23.229400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:23.229448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:23.229487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:23.229557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:23.287010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:23.287734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:23.287841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:23.287939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:23.407796] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:23.407974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:23.408051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:23.408143] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:23.411554] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=97.05%) [2025-11-26T20:56:23.411911] [INFO ] [FORECASTER] Completed predict_future for DY [2025-11-26T20:56:23.412096] [INFO ] [sig ] DY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:23.553364] [INFO ] [LOCAL ] Saved forecast: DY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DY.txt [2025-11-26T20:56:23.553577] [INFO ] [sig ] [1012/3599] Completed DY in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:23.553693] [INFO ] [sig ] [1013/3599] Forecasting DYN... [2025-11-26T20:56:23.553780] [INFO ] [sig ] Generating forecast for: DYN [2025-11-26T20:56:23.553888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'. [2025-11-26T20:56:23.565845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DYN'. [2025-11-26T20:56:23.566293] [INFO ] [FORECASTER] Starting predict_future for DYN [2025-11-26T20:56:23.567211] [DEBUG] [LOCAL ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt [2025-11-26T20:56:23.567283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:23.567338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:23.567386] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:23.567464] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:23.626669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:23.627592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:23.627722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:23.627775] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:23.749667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:23.749856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:23.749913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:23.749954] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:23.753446] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=26.32%) [2025-11-26T20:56:23.753778] [INFO ] [FORECASTER] Completed predict_future for DYN [2025-11-26T20:56:23.753929] [INFO ] [sig ] DYN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:23.896867] [INFO ] [LOCAL ] Saved forecast: DYN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DYN.txt [2025-11-26T20:56:23.897025] [INFO ] [sig ] [1013/3599] Completed DYN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:23.897079] [INFO ] [sig ] [1014/3599] Forecasting E... [2025-11-26T20:56:23.897122] [INFO ] [sig ] Generating forecast for: E [2025-11-26T20:56:23.897191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-11-26T20:56:23.908793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'E'. [2025-11-26T20:56:23.909105] [INFO ] [FORECASTER] Starting predict_future for E [2025-11-26T20:56:23.909991] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-11-26T20:56:23.910069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:23.910138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:23.910213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:23.910333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:23.968030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:23.968724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:23.968833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:23.968916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:24.086194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:24.086364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:24.086440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:24.086519] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:24.089968] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=60.89%) [2025-11-26T20:56:24.090308] [INFO ] [FORECASTER] Completed predict_future for E [2025-11-26T20:56:24.090510] [INFO ] [sig ] E: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:24.231043] [INFO ] [LOCAL ] Saved forecast: E 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/E.txt [2025-11-26T20:56:24.231218] [INFO ] [sig ] [1014/3599] Completed E in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:24.231297] [INFO ] [sig ] [1015/3599] Forecasting EA... [2025-11-26T20:56:24.231411] [INFO ] [sig ] Generating forecast for: EA [2025-11-26T20:56:24.231507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'. [2025-11-26T20:56:24.242977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EA'. [2025-11-26T20:56:24.243394] [INFO ] [FORECASTER] Starting predict_future for EA [2025-11-26T20:56:24.244444] [DEBUG] [LOCAL ] No optimal features file found for EA: ./output/feature-sets/EA.txt [2025-11-26T20:56:24.244515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:24.244582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:24.244632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:24.244738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:24.301498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:24.302212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:24.302308] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:24.302354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:24.428292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:24.428432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:24.428520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:24.428601] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:24.432249] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=83.85%) [2025-11-26T20:56:24.432592] [INFO ] [FORECASTER] Completed predict_future for EA [2025-11-26T20:56:24.432803] [INFO ] [sig ] EA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:24.573020] [INFO ] [LOCAL ] Saved forecast: EA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EA.txt [2025-11-26T20:56:24.573195] [INFO ] [sig ] [1015/3599] Completed EA in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:24.573283] [INFO ] [sig ] [1016/3599] Forecasting EAF... [2025-11-26T20:56:24.573367] [INFO ] [sig ] Generating forecast for: EAF [2025-11-26T20:56:24.573444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-11-26T20:56:24.584795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAF'. [2025-11-26T20:56:24.585146] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-11-26T20:56:24.586014] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-11-26T20:56:24.586091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:24.586150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:24.586204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:24.586298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:24.642346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:24.643024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:24.643128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:24.643195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:24.760583] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:24.760772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:24.760839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:24.760898] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:24.764531] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=88.63%) [2025-11-26T20:56:24.764870] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-11-26T20:56:24.765035] [INFO ] [sig ] EAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:24.904309] [INFO ] [LOCAL ] Saved forecast: EAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EAF.txt [2025-11-26T20:56:24.904481] [INFO ] [sig ] [1016/3599] Completed EAF in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:24.904550] [INFO ] [sig ] [1017/3599] Forecasting EAI... [2025-11-26T20:56:24.904610] [INFO ] [sig ] Generating forecast for: EAI [2025-11-26T20:56:24.904691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-11-26T20:56:24.916023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAI'. [2025-11-26T20:56:24.916400] [INFO ] [FORECASTER] Starting predict_future for EAI [2025-11-26T20:56:24.917280] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-11-26T20:56:24.917359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:24.917419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:24.917477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:24.917599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:24.973997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:24.974705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:24.974809] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:24.974871] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:25.088730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:25.088909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:25.088977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:25.089034] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:25.092395] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-11-26T20:56:25.092735] [INFO ] [FORECASTER] Completed predict_future for EAI [2025-11-26T20:56:25.092903] [INFO ] [sig ] EAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:25.232871] [INFO ] [LOCAL ] Saved forecast: EAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EAI.txt [2025-11-26T20:56:25.233044] [INFO ] [sig ] [1017/3599] Completed EAI in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:25.233115] [INFO ] [sig ] [1018/3599] Forecasting EARN... [2025-11-26T20:56:25.233180] [INFO ] [sig ] Generating forecast for: EARN [2025-11-26T20:56:25.233248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-11-26T20:56:25.244443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EARN'. [2025-11-26T20:56:25.244844] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-11-26T20:56:25.245759] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-11-26T20:56:25.245829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:25.245875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:25.245928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:25.246021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:25.305291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:25.306118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:25.306217] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:25.306266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:25.427211] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:25.427384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:25.427453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:25.427510] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:25.431017] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=70.50%) [2025-11-26T20:56:25.431342] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-11-26T20:56:25.431506] [INFO ] [sig ] EARN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:25.571125] [INFO ] [LOCAL ] Saved forecast: EARN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EARN.txt [2025-11-26T20:56:25.571287] [INFO ] [sig ] [1018/3599] Completed EARN in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:25.571357] [INFO ] [sig ] [1019/3599] Forecasting EB... [2025-11-26T20:56:25.571427] [INFO ] [sig ] Generating forecast for: EB [2025-11-26T20:56:25.571485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-11-26T20:56:25.582457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EB'. [2025-11-26T20:56:25.582799] [INFO ] [FORECASTER] Starting predict_future for EB [2025-11-26T20:56:25.583626] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-11-26T20:56:25.583724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:25.583787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:25.583846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:25.583956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:25.640263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:25.640949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:25.641049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:25.641119] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:25.758310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:25.758477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:25.758528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:25.758567] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:25.761918] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=26.03%) [2025-11-26T20:56:25.762209] [INFO ] [FORECASTER] Completed predict_future for EB [2025-11-26T20:56:25.762361] [INFO ] [sig ] EB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:25.899780] [INFO ] [LOCAL ] Saved forecast: EB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EB.txt [2025-11-26T20:56:25.899930] [INFO ] [sig ] [1019/3599] Completed EB in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:25.899983] [INFO ] [sig ] [1020/3599] Forecasting EBAY... [2025-11-26T20:56:25.900020] [INFO ] [sig ] Generating forecast for: EBAY [2025-11-26T20:56:25.900059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'. [2025-11-26T20:56:25.911172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBAY'. [2025-11-26T20:56:25.911537] [INFO ] [FORECASTER] Starting predict_future for EBAY [2025-11-26T20:56:25.912414] [DEBUG] [LOCAL ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt [2025-11-26T20:56:25.912493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:25.912562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:25.912627] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:25.912754] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:25.969078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:25.969804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:25.969912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:25.969983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:26.093144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:26.093337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:26.093416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:26.093479] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:26.096952] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=82.56%) [2025-11-26T20:56:26.097302] [INFO ] [FORECASTER] Completed predict_future for EBAY [2025-11-26T20:56:26.097484] [INFO ] [sig ] EBAY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:26.236819] [INFO ] [LOCAL ] Saved forecast: EBAY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EBAY.txt [2025-11-26T20:56:26.237000] [INFO ] [sig ] [1020/3599] Completed EBAY in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:26.237076] [INFO ] [sig ] [1021/3599] Forecasting EBC... [2025-11-26T20:56:26.237138] [INFO ] [sig ] Generating forecast for: EBC [2025-11-26T20:56:26.237202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'. [2025-11-26T20:56:26.249989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBC'. [2025-11-26T20:56:26.250377] [INFO ] [FORECASTER] Starting predict_future for EBC [2025-11-26T20:56:26.251255] [DEBUG] [LOCAL ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt [2025-11-26T20:56:26.251330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:26.251398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:26.251461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:26.251572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:26.308872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:26.309620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:26.309754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:26.309822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:26.430191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:26.430387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:26.430456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:26.430521] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:26.434025] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=14.63%) [2025-11-26T20:56:26.434348] [INFO ] [FORECASTER] Completed predict_future for EBC [2025-11-26T20:56:26.434533] [INFO ] [sig ] EBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:26.572607] [INFO ] [LOCAL ] Saved forecast: EBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EBC.txt [2025-11-26T20:56:26.572805] [INFO ] [sig ] [1021/3599] Completed EBC in 0.3s | 2.91 sym/s | Total: 5.8m | ETA: 14.8m [2025-11-26T20:56:26.572890] [INFO ] [sig ] [1022/3599] Forecasting EBF... [2025-11-26T20:56:26.572959] [INFO ] [sig ] Generating forecast for: EBF [2025-11-26T20:56:26.573035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-11-26T20:56:26.584507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBF'. [2025-11-26T20:56:26.584894] [INFO ] [FORECASTER] Starting predict_future for EBF [2025-11-26T20:56:26.585769] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-11-26T20:56:26.585844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:26.585912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:26.585979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:26.586086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:26.642831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:26.643536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:26.643666] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:26.643738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:26.763661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:26.763833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:26.763912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:26.763998] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:26.767489] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-11-26T20:56:26.767855] [INFO ] [FORECASTER] Completed predict_future for EBF [2025-11-26T20:56:26.768039] [INFO ] [sig ] EBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:26.915067] [INFO ] [LOCAL ] Saved forecast: EBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EBF.txt [2025-11-26T20:56:26.915315] [INFO ] [sig ] [1022/3599] Completed EBF in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m [2025-11-26T20:56:26.915395] [INFO ] [sig ] [1023/3599] Forecasting EBON... [2025-11-26T20:56:26.915459] [INFO ] [sig ] Generating forecast for: EBON [2025-11-26T20:56:26.915523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'. [2025-11-26T20:56:26.927667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBON'. [2025-11-26T20:56:26.928076] [INFO ] [FORECASTER] Starting predict_future for EBON [2025-11-26T20:56:26.929032] [DEBUG] [LOCAL ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt [2025-11-26T20:56:26.929103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:26.929160] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:26.929210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:26.929299] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:26.988623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:26.989380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:26.989494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:26.989548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:27.092493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:27.092680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:27.092734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:27.092788] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:27.096287] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=46.04%) [2025-11-26T20:56:27.096604] [INFO ] [FORECASTER] Completed predict_future for EBON [2025-11-26T20:56:27.096786] [INFO ] [sig ] EBON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:27.236158] [INFO ] [LOCAL ] Saved forecast: EBON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EBON.txt [2025-11-26T20:56:27.236314] [INFO ] [sig ] [1023/3599] Completed EBON in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m [2025-11-26T20:56:27.236370] [INFO ] [sig ] [1024/3599] Forecasting EBS... [2025-11-26T20:56:27.236417] [INFO ] [sig ] Generating forecast for: EBS [2025-11-26T20:56:27.236532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-11-26T20:56:27.247961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBS'. [2025-11-26T20:56:27.248381] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-11-26T20:56:27.249247] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-11-26T20:56:27.249316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:27.249362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:27.249421] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:27.249544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:27.306422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:27.307178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:27.307281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:27.307407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:27.428679] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:27.428860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:27.428913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:27.428972] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:27.432505] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-11-26T20:56:27.432822] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-11-26T20:56:27.432966] [INFO ] [sig ] EBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:27.571738] [INFO ] [LOCAL ] Saved forecast: EBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EBS.txt [2025-11-26T20:56:27.571901] [INFO ] [sig ] [1024/3599] Completed EBS in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.8m [2025-11-26T20:56:27.571956] [INFO ] [sig ] [1025/3599] Forecasting EC... [2025-11-26T20:56:27.571999] [INFO ] [sig ] Generating forecast for: EC [2025-11-26T20:56:27.572040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-11-26T20:56:27.583296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EC'. [2025-11-26T20:56:27.583630] [INFO ] [FORECASTER] Starting predict_future for EC [2025-11-26T20:56:27.584448] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-11-26T20:56:27.584517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:27.584561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:27.584600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:27.584739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:27.640968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:27.641824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:27.641925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:27.641976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:27.761901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:27.762098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:27.762153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:27.762194] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:27.765619] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=43.65%) [2025-11-26T20:56:27.765941] [INFO ] [FORECASTER] Completed predict_future for EC [2025-11-26T20:56:27.766120] [INFO ] [sig ] EC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:27.907852] [INFO ] [LOCAL ] Saved forecast: EC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EC.txt [2025-11-26T20:56:27.908047] [INFO ] [sig ] [1025/3599] Completed EC in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:27.908116] [INFO ] [sig ] [1026/3599] Forecasting ECC... [2025-11-26T20:56:27.908166] [INFO ] [sig ] Generating forecast for: ECC [2025-11-26T20:56:27.908206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-11-26T20:56:27.919126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECC'. [2025-11-26T20:56:27.919451] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-11-26T20:56:27.920316] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-11-26T20:56:27.920385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:27.920430] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:27.920470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:27.920548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:27.981025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:27.982013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:27.982122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:27.982172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:28.098264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:28.098448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:28.098501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:28.098542] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:28.101956] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=73.53%) [2025-11-26T20:56:28.102253] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-11-26T20:56:28.102397] [INFO ] [sig ] ECC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:28.244454] [INFO ] [LOCAL ] Saved forecast: ECC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ECC.txt [2025-11-26T20:56:28.244709] [INFO ] [sig ] [1026/3599] Completed ECC in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:28.244774] [INFO ] [sig ] [1027/3599] Forecasting ECL... [2025-11-26T20:56:28.244817] [INFO ] [sig ] Generating forecast for: ECL [2025-11-26T20:56:28.244856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-11-26T20:56:28.257989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECL'. [2025-11-26T20:56:28.258419] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-11-26T20:56:28.259531] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-11-26T20:56:28.259603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:28.259698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:28.259756] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:28.259858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:28.320965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:28.322083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:28.322263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:28.322345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:28.444191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:28.444397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:28.444473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:28.444531] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:28.448366] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=97.40%) [2025-11-26T20:56:28.448780] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-11-26T20:56:28.448978] [INFO ] [sig ] ECL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:28.594146] [INFO ] [LOCAL ] Saved forecast: ECL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ECL.txt [2025-11-26T20:56:28.594346] [INFO ] [sig ] [1027/3599] Completed ECL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:28.594427] [INFO ] [sig ] [1028/3599] Forecasting ECPG... [2025-11-26T20:56:28.594528] [INFO ] [sig ] Generating forecast for: ECPG [2025-11-26T20:56:28.594588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'. [2025-11-26T20:56:28.605843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECPG'. [2025-11-26T20:56:28.606237] [INFO ] [FORECASTER] Starting predict_future for ECPG [2025-11-26T20:56:28.607146] [DEBUG] [LOCAL ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt [2025-11-26T20:56:28.607240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:28.607313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:28.607378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:28.607490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:28.664732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:28.665608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:28.665750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:28.665817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:28.783587] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:28.783809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:28.783882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:28.783942] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:28.787539] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=18.04%) [2025-11-26T20:56:28.787890] [INFO ] [FORECASTER] Completed predict_future for ECPG [2025-11-26T20:56:28.788072] [INFO ] [sig ] ECPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:28.931159] [INFO ] [LOCAL ] Saved forecast: ECPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ECPG.txt [2025-11-26T20:56:28.931331] [INFO ] [sig ] [1028/3599] Completed ECPG in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:28.931439] [INFO ] [sig ] [1029/3599] Forecasting ECX... [2025-11-26T20:56:28.931505] [INFO ] [sig ] Generating forecast for: ECX [2025-11-26T20:56:28.931578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'. [2025-11-26T20:56:28.943304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECX'. [2025-11-26T20:56:28.943708] [INFO ] [FORECASTER] Starting predict_future for ECX [2025-11-26T20:56:28.944573] [DEBUG] [LOCAL ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt [2025-11-26T20:56:28.944785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:28.944856] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:28.944912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:28.945006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:29.002365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:29.003170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:29.003283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:29.003346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:29.123868] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:29.124075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:29.124151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:29.124209] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:29.127762] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=57.38%) [2025-11-26T20:56:29.128075] [INFO ] [FORECASTER] Completed predict_future for ECX [2025-11-26T20:56:29.128254] [INFO ] [sig ] ECX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:29.267014] [INFO ] [LOCAL ] Saved forecast: ECX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ECX.txt [2025-11-26T20:56:29.267187] [INFO ] [sig ] [1029/3599] Completed ECX in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:29.267257] [INFO ] [sig ] [1030/3599] Forecasting ED... [2025-11-26T20:56:29.267317] [INFO ] [sig ] Generating forecast for: ED [2025-11-26T20:56:29.267377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-11-26T20:56:29.278979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ED'. [2025-11-26T20:56:29.279339] [INFO ] [FORECASTER] Starting predict_future for ED [2025-11-26T20:56:29.280226] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-11-26T20:56:29.280304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:29.280373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:29.280437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:29.280531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:29.337086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:29.338109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:29.338223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:29.338299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:29.464834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:29.465056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:29.465131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:29.465190] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:29.468886] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=11.41%) [2025-11-26T20:56:29.469207] [INFO ] [FORECASTER] Completed predict_future for ED [2025-11-26T20:56:29.469381] [INFO ] [sig ] ED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:29.611946] [INFO ] [LOCAL ] Saved forecast: ED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ED.txt [2025-11-26T20:56:29.612154] [INFO ] [sig ] [1030/3599] Completed ED in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:29.612238] [INFO ] [sig ] [1031/3599] Forecasting EDAP... [2025-11-26T20:56:29.612307] [INFO ] [sig ] Generating forecast for: EDAP [2025-11-26T20:56:29.612375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'. [2025-11-26T20:56:29.623875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDAP'. [2025-11-26T20:56:29.624248] [INFO ] [FORECASTER] Starting predict_future for EDAP [2025-11-26T20:56:29.625135] [DEBUG] [LOCAL ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt [2025-11-26T20:56:29.625213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:29.625275] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:29.625333] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:29.625425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:29.682922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:29.683608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:29.683721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:29.683767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:29.807038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:29.807216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:29.807270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:29.807312] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:29.810827] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-11-26T20:56:29.811126] [INFO ] [FORECASTER] Completed predict_future for EDAP [2025-11-26T20:56:29.811266] [INFO ] [sig ] EDAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:29.951924] [INFO ] [LOCAL ] Saved forecast: EDAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EDAP.txt [2025-11-26T20:56:29.952103] [INFO ] [sig ] [1031/3599] Completed EDAP in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:29.952167] [INFO ] [sig ] [1032/3599] Forecasting EDBL... [2025-11-26T20:56:29.952209] [INFO ] [sig ] Generating forecast for: EDBL [2025-11-26T20:56:29.952251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'. [2025-11-26T20:56:29.963676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDBL'. [2025-11-26T20:56:29.963978] [INFO ] [FORECASTER] Starting predict_future for EDBL [2025-11-26T20:56:29.964846] [DEBUG] [LOCAL ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt [2025-11-26T20:56:29.964913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:29.964959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:29.964999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:29.965067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:30.023299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:30.024039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:30.024138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:30.024186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:30.142020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:30.142193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:30.142245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:30.142285] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:30.145729] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-11-26T20:56:30.146016] [INFO ] [FORECASTER] Completed predict_future for EDBL [2025-11-26T20:56:30.146161] [INFO ] [sig ] EDBL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:30.288176] [INFO ] [LOCAL ] Saved forecast: EDBL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EDBL.txt [2025-11-26T20:56:30.288334] [INFO ] [sig ] [1032/3599] Completed EDBL in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:30.288388] [INFO ] [sig ] [1033/3599] Forecasting EDD... [2025-11-26T20:56:30.288433] [INFO ] [sig ] Generating forecast for: EDD [2025-11-26T20:56:30.288476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-11-26T20:56:30.299290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDD'. [2025-11-26T20:56:30.299629] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-11-26T20:56:30.300445] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-11-26T20:56:30.300514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:30.300561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:30.300601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:30.300689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:30.359202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:30.359913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:30.360011] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:30.360064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:30.484276] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:30.484441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:30.484495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:30.484537] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:30.488181] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=51.32%) [2025-11-26T20:56:30.488527] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-11-26T20:56:30.488714] [INFO ] [sig ] EDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:30.635095] [INFO ] [LOCAL ] Saved forecast: EDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EDD.txt [2025-11-26T20:56:30.635247] [INFO ] [sig ] [1033/3599] Completed EDD in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:30.635301] [INFO ] [sig ] [1034/3599] Forecasting EDF... [2025-11-26T20:56:30.635345] [INFO ] [sig ] Generating forecast for: EDF [2025-11-26T20:56:30.635432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-11-26T20:56:30.646282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDF'. [2025-11-26T20:56:30.646591] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-11-26T20:56:30.647415] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-11-26T20:56:30.647484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:30.647543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:30.647582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:30.647668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:30.704082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:30.704721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:30.704811] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:30.704856] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:30.819707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:30.819874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:30.819932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:30.819975] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:30.823471] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=99.65%) [2025-11-26T20:56:30.823787] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-11-26T20:56:30.823945] [INFO ] [sig ] EDF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:30.964000] [INFO ] [LOCAL ] Saved forecast: EDF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EDF.txt [2025-11-26T20:56:30.964149] [INFO ] [sig ] [1034/3599] Completed EDF in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:30.964203] [INFO ] [sig ] [1035/3599] Forecasting EDN... [2025-11-26T20:56:30.964245] [INFO ] [sig ] Generating forecast for: EDN [2025-11-26T20:56:30.964285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-11-26T20:56:30.975506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDN'. [2025-11-26T20:56:30.975853] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-11-26T20:56:30.976684] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-11-26T20:56:30.976762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:30.976809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:30.976848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:30.976916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:31.032862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:31.033568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:31.033684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:31.033733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:31.156042] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:31.156225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:31.156297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:31.156341] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:31.159739] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-11-26T20:56:31.160032] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-11-26T20:56:31.160179] [INFO ] [sig ] EDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:31.297452] [INFO ] [LOCAL ] Saved forecast: EDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EDN.txt [2025-11-26T20:56:31.297621] [INFO ] [sig ] [1035/3599] Completed EDN in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:31.297694] [INFO ] [sig ] [1036/3599] Forecasting EE... [2025-11-26T20:56:31.297738] [INFO ] [sig ] Generating forecast for: EE [2025-11-26T20:56:31.297778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-11-26T20:56:31.308923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EE'. [2025-11-26T20:56:31.309246] [INFO ] [FORECASTER] Starting predict_future for EE [2025-11-26T20:56:31.310070] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-11-26T20:56:31.310138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:31.310183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:31.310221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:31.310288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:31.370107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:31.371344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:31.371450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:31.371497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:31.488007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:31.488178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:31.488229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:31.488264] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:31.491729] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=41.61%) [2025-11-26T20:56:31.492038] [INFO ] [FORECASTER] Completed predict_future for EE [2025-11-26T20:56:31.492198] [INFO ] [sig ] EE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:31.638583] [INFO ] [LOCAL ] Saved forecast: EE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EE.txt [2025-11-26T20:56:31.638802] [INFO ] [sig ] [1036/3599] Completed EE in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:31.638933] [INFO ] [sig ] [1037/3599] Forecasting EEMA... [2025-11-26T20:56:31.638984] [INFO ] [sig ] Generating forecast for: EEMA [2025-11-26T20:56:31.639028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'. [2025-11-26T20:56:31.651671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEMA'. [2025-11-26T20:56:31.652162] [INFO ] [FORECASTER] Starting predict_future for EEMA [2025-11-26T20:56:31.653175] [DEBUG] [LOCAL ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt [2025-11-26T20:56:31.653249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:31.653307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:31.653361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:31.653443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:31.713405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:31.714332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:31.714450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:31.714511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:31.832896] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:31.833082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:31.833137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:31.833190] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:31.836905] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=94.99%) [2025-11-26T20:56:31.837261] [INFO ] [FORECASTER] Completed predict_future for EEMA [2025-11-26T20:56:31.837423] [INFO ] [sig ] EEMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:31.977726] [INFO ] [LOCAL ] Saved forecast: EEMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EEMA.txt [2025-11-26T20:56:31.977890] [INFO ] [sig ] [1037/3599] Completed EEMA in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:31.977945] [INFO ] [sig ] [1038/3599] Forecasting EEX... [2025-11-26T20:56:31.977983] [INFO ] [sig ] Generating forecast for: EEX [2025-11-26T20:56:31.978025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-11-26T20:56:31.988560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEX'. [2025-11-26T20:56:31.988920] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-11-26T20:56:31.989745] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-11-26T20:56:31.989811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:31.989856] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:31.989896] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:31.989963] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:32.047977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:32.048854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:32.048954] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:32.049002] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:32.168588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:32.168799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:32.168855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:32.168892] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:32.172359] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=73.28%) [2025-11-26T20:56:32.172683] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-11-26T20:56:32.172837] [INFO ] [sig ] EEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:32.314515] [INFO ] [LOCAL ] Saved forecast: EEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EEX.txt [2025-11-26T20:56:32.314689] [INFO ] [sig ] [1038/3599] Completed EEX in 0.3s | 2.91 sym/s | Total: 5.9m | ETA: 14.7m [2025-11-26T20:56:32.314745] [INFO ] [sig ] [1039/3599] Forecasting EFC... [2025-11-26T20:56:32.314787] [INFO ] [sig ] Generating forecast for: EFC [2025-11-26T20:56:32.314829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-11-26T20:56:32.326825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFC'. [2025-11-26T20:56:32.327200] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-11-26T20:56:32.328105] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-11-26T20:56:32.328174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:32.328243] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:32.328293] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:32.328369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:32.384591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:32.385534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:32.385638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:32.385734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:32.501158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:32.501322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:32.501374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:32.501416] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:32.504865] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=23.18%) [2025-11-26T20:56:32.505175] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-11-26T20:56:32.505333] [INFO ] [sig ] EFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:32.643998] [INFO ] [LOCAL ] Saved forecast: EFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EFC.txt [2025-11-26T20:56:32.644185] [INFO ] [sig ] [1039/3599] Completed EFC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m [2025-11-26T20:56:32.644256] [INFO ] [sig ] [1040/3599] Forecasting EFSC... [2025-11-26T20:56:32.644293] [INFO ] [sig ] Generating forecast for: EFSC [2025-11-26T20:56:32.644334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'. [2025-11-26T20:56:32.658083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFSC'. [2025-11-26T20:56:32.658721] [INFO ] [FORECASTER] Starting predict_future for EFSC [2025-11-26T20:56:32.659815] [DEBUG] [LOCAL ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt [2025-11-26T20:56:32.659888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:32.659941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:32.659983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:32.660052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:32.719511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:32.721405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:32.721598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:32.721690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:32.857236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:32.857437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:32.857506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:32.857610] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:32.861626] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-11-26T20:56:32.861972] [INFO ] [FORECASTER] Completed predict_future for EFSC [2025-11-26T20:56:32.862140] [INFO ] [sig ] EFSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:33.023410] [INFO ] [LOCAL ] Saved forecast: EFSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EFSC.txt [2025-11-26T20:56:33.023628] [INFO ] [sig ] [1040/3599] Completed EFSC in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m [2025-11-26T20:56:33.023727] [INFO ] [sig ] [1041/3599] Forecasting EFX... [2025-11-26T20:56:33.023786] [INFO ] [sig ] Generating forecast for: EFX [2025-11-26T20:56:33.023834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-11-26T20:56:33.036435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFX'. [2025-11-26T20:56:33.036861] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-11-26T20:56:33.037776] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-11-26T20:56:33.037846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:33.037892] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:33.037931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:33.037997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:33.094043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:33.094807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:33.094907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:33.094952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:33.210562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:33.210760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:33.210813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:33.210851] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:33.214268] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=92.31%) [2025-11-26T20:56:33.214566] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-11-26T20:56:33.214752] [INFO ] [sig ] EFX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:33.355303] [INFO ] [LOCAL ] Saved forecast: EFX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EFX.txt [2025-11-26T20:56:33.355463] [INFO ] [sig ] [1041/3599] Completed EFX in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.7m [2025-11-26T20:56:33.355527] [INFO ] [sig ] [1042/3599] Forecasting EG... [2025-11-26T20:56:33.355575] [INFO ] [sig ] Generating forecast for: EG [2025-11-26T20:56:33.355614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-11-26T20:56:33.366764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EG'. [2025-11-26T20:56:33.367103] [INFO ] [FORECASTER] Starting predict_future for EG [2025-11-26T20:56:33.368026] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-11-26T20:56:33.368095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:33.368151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:33.368200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:33.368278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:33.426149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:33.426922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:33.427017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:33.427065] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:33.546920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:33.547069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:33.547123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:33.547178] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:33.550795] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=65.96%) [2025-11-26T20:56:33.551130] [INFO ] [FORECASTER] Completed predict_future for EG [2025-11-26T20:56:33.551292] [INFO ] [sig ] EG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:33.691266] [INFO ] [LOCAL ] Saved forecast: EG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EG.txt [2025-11-26T20:56:33.691419] [INFO ] [sig ] [1042/3599] Completed EG in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:33.691475] [INFO ] [sig ] [1043/3599] Forecasting EGAN... [2025-11-26T20:56:33.691534] [INFO ] [sig ] Generating forecast for: EGAN [2025-11-26T20:56:33.691591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'. [2025-11-26T20:56:33.702397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGAN'. [2025-11-26T20:56:33.702724] [INFO ] [FORECASTER] Starting predict_future for EGAN [2025-11-26T20:56:33.703543] [DEBUG] [LOCAL ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt [2025-11-26T20:56:33.703608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:33.703671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:33.703713] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:33.703781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:33.761360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:33.762294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:33.762396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:33.762444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:33.882365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:33.882547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:33.882599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:33.882658] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:33.886601] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=94.88%) [2025-11-26T20:56:33.887016] [INFO ] [FORECASTER] Completed predict_future for EGAN [2025-11-26T20:56:33.887222] [INFO ] [sig ] EGAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:34.037306] [INFO ] [LOCAL ] Saved forecast: EGAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EGAN.txt [2025-11-26T20:56:34.037462] [INFO ] [sig ] [1043/3599] Completed EGAN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:34.037531] [INFO ] [sig ] [1044/3599] Forecasting EGBN... [2025-11-26T20:56:34.037575] [INFO ] [sig ] Generating forecast for: EGBN [2025-11-26T20:56:34.037614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'. [2025-11-26T20:56:34.049058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGBN'. [2025-11-26T20:56:34.049372] [INFO ] [FORECASTER] Starting predict_future for EGBN [2025-11-26T20:56:34.050246] [DEBUG] [LOCAL ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt [2025-11-26T20:56:34.050316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:34.050362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:34.050402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:34.050473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:34.106712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:34.107448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:34.107562] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:34.107610] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:34.226151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:34.226351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:34.226406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:34.226448] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:34.230471] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=98.02%) [2025-11-26T20:56:34.230795] [INFO ] [FORECASTER] Completed predict_future for EGBN [2025-11-26T20:56:34.230943] [INFO ] [sig ] EGBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:34.370967] [INFO ] [LOCAL ] Saved forecast: EGBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EGBN.txt [2025-11-26T20:56:34.371137] [INFO ] [sig ] [1044/3599] Completed EGBN in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:34.371199] [INFO ] [sig ] [1045/3599] Forecasting EGP... [2025-11-26T20:56:34.371234] [INFO ] [sig ] Generating forecast for: EGP [2025-11-26T20:56:34.371274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-11-26T20:56:34.382505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGP'. [2025-11-26T20:56:34.382860] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-11-26T20:56:34.383748] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-11-26T20:56:34.383819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:34.383865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:34.383906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:34.383977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:34.441108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:34.441775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:34.441870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:34.441915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:34.558295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:34.558449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:34.558500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:34.558543] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:34.561997] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=47.32%) [2025-11-26T20:56:34.562300] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-11-26T20:56:34.562445] [INFO ] [sig ] EGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:34.700702] [INFO ] [LOCAL ] Saved forecast: EGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EGP.txt [2025-11-26T20:56:34.700835] [INFO ] [sig ] [1045/3599] Completed EGP in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:34.700887] [INFO ] [sig ] [1046/3599] Forecasting EGY... [2025-11-26T20:56:34.700927] [INFO ] [sig ] Generating forecast for: EGY [2025-11-26T20:56:34.700972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-11-26T20:56:34.712668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGY'. [2025-11-26T20:56:34.713009] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-11-26T20:56:34.713866] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-11-26T20:56:34.713944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:34.714006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:34.714061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:34.714159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:34.771106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:34.771792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:34.771896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:34.771958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:34.888380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:34.888575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:34.888662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:34.888744] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:34.892261] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=74.84%) [2025-11-26T20:56:34.892598] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-11-26T20:56:34.892784] [INFO ] [sig ] EGY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:35.077168] [INFO ] [LOCAL ] Saved forecast: EGY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EGY.txt [2025-11-26T20:56:35.077351] [INFO ] [sig ] [1046/3599] Completed EGY in 0.4s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:35.077424] [INFO ] [sig ] [1047/3599] Forecasting EH... [2025-11-26T20:56:35.077485] [INFO ] [sig ] Generating forecast for: EH [2025-11-26T20:56:35.077560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'. [2025-11-26T20:56:35.089140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EH'. [2025-11-26T20:56:35.089482] [INFO ] [FORECASTER] Starting predict_future for EH [2025-11-26T20:56:35.090359] [DEBUG] [LOCAL ] No optimal features file found for EH: ./output/feature-sets/EH.txt [2025-11-26T20:56:35.090432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:35.090487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:35.090532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:35.090664] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:35.147828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:35.148531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:35.148627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:35.148702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:35.267881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:35.268038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:35.268105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:35.268157] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:35.271694] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=75.63%) [2025-11-26T20:56:35.272003] [INFO ] [FORECASTER] Completed predict_future for EH [2025-11-26T20:56:35.272165] [INFO ] [sig ] EH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:35.413918] [INFO ] [LOCAL ] Saved forecast: EH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EH.txt [2025-11-26T20:56:35.414076] [INFO ] [sig ] [1047/3599] Completed EH in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:35.414141] [INFO ] [sig ] [1048/3599] Forecasting EHAB... [2025-11-26T20:56:35.414193] [INFO ] [sig ] Generating forecast for: EHAB [2025-11-26T20:56:35.414246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-11-26T20:56:35.425371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHAB'. [2025-11-26T20:56:35.425736] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-11-26T20:56:35.426569] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-11-26T20:56:35.426668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:35.426732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:35.426790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:35.426883] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:35.483284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:35.483962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:35.484067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:35.484127] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:35.604043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:35.604204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:35.604275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:35.604332] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:35.607721] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=6.52%) [2025-11-26T20:56:35.608033] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-11-26T20:56:35.608207] [INFO ] [sig ] EHAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:35.746967] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHAB.txt [2025-11-26T20:56:35.747121] [INFO ] [sig ] [1048/3599] Completed EHAB in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:35.747193] [INFO ] [sig ] [1049/3599] Forecasting EHC... [2025-11-26T20:56:35.747250] [INFO ] [sig ] Generating forecast for: EHC [2025-11-26T20:56:35.747310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-11-26T20:56:35.758584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHC'. [2025-11-26T20:56:35.758949] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-11-26T20:56:35.759834] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-11-26T20:56:35.759904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:35.759959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:35.760021] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:35.760171] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:35.816751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:35.817445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:35.817579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:35.817678] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:35.935608] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:35.935806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:35.935859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:35.935897] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:35.939418] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=49.15%) [2025-11-26T20:56:35.939747] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-11-26T20:56:35.939893] [INFO ] [sig ] EHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:36.084332] [INFO ] [LOCAL ] Saved forecast: EHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHC.txt [2025-11-26T20:56:36.084516] [INFO ] [sig ] [1049/3599] Completed EHC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:36.084583] [INFO ] [sig ] [1050/3599] Forecasting EHI... [2025-11-26T20:56:36.084634] [INFO ] [sig ] Generating forecast for: EHI [2025-11-26T20:56:36.084692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-11-26T20:56:36.095456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHI'. [2025-11-26T20:56:36.095806] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-11-26T20:56:36.096692] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-11-26T20:56:36.096761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:36.096806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:36.096844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:36.096910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:36.153766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:36.154502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:36.154610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:36.154676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:36.271340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:36.271478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:36.271528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:36.271567] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:36.274954] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=38.22%) [2025-11-26T20:56:36.275252] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-11-26T20:56:36.275393] [INFO ] [sig ] EHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:36.416813] [INFO ] [LOCAL ] Saved forecast: EHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHI.txt [2025-11-26T20:56:36.416958] [INFO ] [sig ] [1050/3599] Completed EHI in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:36.417010] [INFO ] [sig ] [1051/3599] Forecasting EHTH... [2025-11-26T20:56:36.417051] [INFO ] [sig ] Generating forecast for: EHTH [2025-11-26T20:56:36.417095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'. [2025-11-26T20:56:36.427905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHTH'. [2025-11-26T20:56:36.428222] [INFO ] [FORECASTER] Starting predict_future for EHTH [2025-11-26T20:56:36.429070] [DEBUG] [LOCAL ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt [2025-11-26T20:56:36.429138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:36.429186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:36.429230] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:36.429295] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:36.486067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:36.486731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:36.486824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:36.486864] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:36.608199] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:36.608347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:36.608396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:36.608435] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:36.611869] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=16.19%) [2025-11-26T20:56:36.612166] [INFO ] [FORECASTER] Completed predict_future for EHTH [2025-11-26T20:56:36.612330] [INFO ] [sig ] EHTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:36.751410] [INFO ] [LOCAL ] Saved forecast: EHTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHTH.txt [2025-11-26T20:56:36.751596] [INFO ] [sig ] [1051/3599] Completed EHTH in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:36.751696] [INFO ] [sig ] [1052/3599] Forecasting EIC... [2025-11-26T20:56:36.751768] [INFO ] [sig ] Generating forecast for: EIC [2025-11-26T20:56:36.751838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-11-26T20:56:36.762952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIC'. [2025-11-26T20:56:36.763300] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-11-26T20:56:36.764151] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-11-26T20:56:36.764242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:36.764313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:36.764380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:36.764487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:36.825036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:36.825825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:36.825923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:36.825985] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:36.944986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:36.945125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:36.945200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:36.945266] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:36.948895] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=35.59%) [2025-11-26T20:56:36.949253] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-11-26T20:56:36.949428] [INFO ] [sig ] EIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:37.091304] [INFO ] [LOCAL ] Saved forecast: EIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EIC.txt [2025-11-26T20:56:37.091471] [INFO ] [sig ] [1052/3599] Completed EIC in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:37.091546] [INFO ] [sig ] [1053/3599] Forecasting EIG... [2025-11-26T20:56:37.091617] [INFO ] [sig ] Generating forecast for: EIG [2025-11-26T20:56:37.091706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-11-26T20:56:37.103132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIG'. [2025-11-26T20:56:37.103493] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-11-26T20:56:37.104390] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-11-26T20:56:37.104464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:37.104531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:37.104598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:37.104724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:37.161879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:37.162564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:37.162688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:37.162754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:37.281239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:37.281423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:37.281499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:37.281558] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:37.285145] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-11-26T20:56:37.285492] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-11-26T20:56:37.285695] [INFO ] [sig ] EIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:37.427108] [INFO ] [LOCAL ] Saved forecast: EIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EIG.txt [2025-11-26T20:56:37.427292] [INFO ] [sig ] [1053/3599] Completed EIG in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:37.427386] [INFO ] [sig ] [1054/3599] Forecasting EIX... [2025-11-26T20:56:37.427446] [INFO ] [sig ] Generating forecast for: EIX [2025-11-26T20:56:37.427484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-11-26T20:56:37.438992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIX'. [2025-11-26T20:56:37.439337] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-11-26T20:56:37.440225] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-11-26T20:56:37.440300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:37.440366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:37.440431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:37.440541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:37.498153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:37.498864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:37.498967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:37.499036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:37.615817] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:37.615981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:37.616052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:37.616117] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:37.619659] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=84.67%) [2025-11-26T20:56:37.619997] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-11-26T20:56:37.620171] [INFO ] [sig ] EIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:37.763929] [INFO ] [LOCAL ] Saved forecast: EIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EIX.txt [2025-11-26T20:56:37.764097] [INFO ] [sig ] [1054/3599] Completed EIX in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:37.764188] [INFO ] [sig ] [1055/3599] Forecasting EKSO... [2025-11-26T20:56:37.764258] [INFO ] [sig ] Generating forecast for: EKSO [2025-11-26T20:56:37.764323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'. [2025-11-26T20:56:37.775251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EKSO'. [2025-11-26T20:56:37.775599] [INFO ] [FORECASTER] Starting predict_future for EKSO [2025-11-26T20:56:37.776507] [DEBUG] [LOCAL ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt [2025-11-26T20:56:37.776578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:37.776624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:37.776698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:37.776775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:37.834463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:37.835137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:37.835233] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:37.835280] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:37.953573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:37.953759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:37.953818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:37.953857] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:37.957271] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=18.91%) [2025-11-26T20:56:37.957586] [INFO ] [FORECASTER] Completed predict_future for EKSO [2025-11-26T20:56:37.957759] [INFO ] [sig ] EKSO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:38.098229] [INFO ] [LOCAL ] Saved forecast: EKSO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EKSO.txt [2025-11-26T20:56:38.098385] [INFO ] [sig ] [1055/3599] Completed EKSO in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:38.098477] [INFO ] [sig ] [1056/3599] Forecasting EL... [2025-11-26T20:56:38.098545] [INFO ] [sig ] Generating forecast for: EL [2025-11-26T20:56:38.098611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-11-26T20:56:38.109759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EL'. [2025-11-26T20:56:38.110069] [INFO ] [FORECASTER] Starting predict_future for EL [2025-11-26T20:56:38.110915] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-11-26T20:56:38.110983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:38.111028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:38.111066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:38.111136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:38.168115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:38.168952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:38.169050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:38.169096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:38.293052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:38.293196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:38.293249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:38.293292] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:38.296559] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=41.77%) [2025-11-26T20:56:38.296864] [INFO ] [FORECASTER] Completed predict_future for EL [2025-11-26T20:56:38.297007] [INFO ] [sig ] EL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:38.436125] [INFO ] [LOCAL ] Saved forecast: EL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EL.txt [2025-11-26T20:56:38.436318] [INFO ] [sig ] [1056/3599] Completed EL in 0.3s | 2.91 sym/s | Total: 6.0m | ETA: 14.6m [2025-11-26T20:56:38.436383] [INFO ] [sig ] [1057/3599] Forecasting ELAB... [2025-11-26T20:56:38.436426] [INFO ] [sig ] Generating forecast for: ELAB [2025-11-26T20:56:38.436467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'. [2025-11-26T20:56:38.447231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAB'. [2025-11-26T20:56:38.447572] [INFO ] [FORECASTER] Starting predict_future for ELAB [2025-11-26T20:56:38.448460] [DEBUG] [LOCAL ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt [2025-11-26T20:56:38.448530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:38.448576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:38.448615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:38.448702] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:38.509091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:38.509893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:38.509993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:38.510044] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:38.634035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:38.634223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:38.634280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:38.634320] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:38.637880] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=17.00%) [2025-11-26T20:56:38.638197] [INFO ] [FORECASTER] Completed predict_future for ELAB [2025-11-26T20:56:38.638398] [INFO ] [sig ] ELAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:38.779257] [INFO ] [LOCAL ] Saved forecast: ELAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELAB.txt [2025-11-26T20:56:38.779411] [INFO ] [sig ] [1057/3599] Completed ELAB in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m [2025-11-26T20:56:38.779464] [INFO ] [sig ] [1058/3599] Forecasting ELAN... [2025-11-26T20:56:38.779505] [INFO ] [sig ] Generating forecast for: ELAN [2025-11-26T20:56:38.779545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-11-26T20:56:38.790723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAN'. [2025-11-26T20:56:38.791033] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-11-26T20:56:38.791864] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-11-26T20:56:38.791932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:38.791976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:38.792015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:38.792082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:38.849301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:38.849979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:38.850075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:38.850124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:38.971385] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:38.971548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:38.971599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:38.971655] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:38.975056] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-11-26T20:56:38.975383] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-11-26T20:56:38.975527] [INFO ] [sig ] ELAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:39.117481] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELAN.txt [2025-11-26T20:56:39.117671] [INFO ] [sig ] [1058/3599] Completed ELAN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.6m [2025-11-26T20:56:39.117728] [INFO ] [sig ] [1059/3599] Forecasting ELC... [2025-11-26T20:56:39.117763] [INFO ] [sig ] Generating forecast for: ELC [2025-11-26T20:56:39.117799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-11-26T20:56:39.128741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELC'. [2025-11-26T20:56:39.129047] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-11-26T20:56:39.129876] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-11-26T20:56:39.129943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:39.129988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:39.130027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:39.130093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:39.187333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:39.188049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:39.188145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:39.188186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:39.299959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:39.300093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:39.300166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:39.300208] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:39.303454] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=91.50%) [2025-11-26T20:56:39.303773] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-11-26T20:56:39.303924] [INFO ] [sig ] ELC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:39.449691] [INFO ] [LOCAL ] Saved forecast: ELC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELC.txt [2025-11-26T20:56:39.449852] [INFO ] [sig ] [1059/3599] Completed ELC in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:39.449905] [INFO ] [sig ] [1060/3599] Forecasting ELDN... [2025-11-26T20:56:39.449945] [INFO ] [sig ] Generating forecast for: ELDN [2025-11-26T20:56:39.449987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'. [2025-11-26T20:56:39.461367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELDN'. [2025-11-26T20:56:39.461697] [INFO ] [FORECASTER] Starting predict_future for ELDN [2025-11-26T20:56:39.462510] [DEBUG] [LOCAL ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt [2025-11-26T20:56:39.462577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:39.462622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:39.462685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:39.462753] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:39.520136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:39.520955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:39.521054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:39.521102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:39.637792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:39.637963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:39.638024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:39.638064] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:39.641521] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=69.14%) [2025-11-26T20:56:39.641847] [INFO ] [FORECASTER] Completed predict_future for ELDN [2025-11-26T20:56:39.641990] [INFO ] [sig ] ELDN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:39.783444] [INFO ] [LOCAL ] Saved forecast: ELDN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELDN.txt [2025-11-26T20:56:39.783613] [INFO ] [sig ] [1060/3599] Completed ELDN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:39.783682] [INFO ] [sig ] [1061/3599] Forecasting ELF... [2025-11-26T20:56:39.783725] [INFO ] [sig ] Generating forecast for: ELF [2025-11-26T20:56:39.783771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-11-26T20:56:39.795086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELF'. [2025-11-26T20:56:39.795404] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-11-26T20:56:39.796242] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-11-26T20:56:39.796311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:39.796356] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:39.796393] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:39.796461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:39.854050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:39.854724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:39.854851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:39.854898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:39.973990] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:39.974155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:39.974209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:39.974247] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:39.977786] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=76.87%) [2025-11-26T20:56:39.978092] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-11-26T20:56:39.978242] [INFO ] [sig ] ELF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:40.118851] [INFO ] [LOCAL ] Saved forecast: ELF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELF.txt [2025-11-26T20:56:40.119003] [INFO ] [sig ] [1061/3599] Completed ELF in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:40.119057] [INFO ] [sig ] [1062/3599] Forecasting ELME... [2025-11-26T20:56:40.119097] [INFO ] [sig ] Generating forecast for: ELME [2025-11-26T20:56:40.119138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-11-26T20:56:40.130418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELME'. [2025-11-26T20:56:40.130769] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-11-26T20:56:40.131594] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-11-26T20:56:40.131682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:40.131740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:40.131790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:40.131868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:40.189801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:40.190530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:40.190640] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:40.190709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:40.303971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:40.304110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:40.304164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:40.304205] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:40.307665] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=43.04%) [2025-11-26T20:56:40.307974] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-11-26T20:56:40.308133] [INFO ] [sig ] ELME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:40.449254] [INFO ] [LOCAL ] Saved forecast: ELME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELME.txt [2025-11-26T20:56:40.449441] [INFO ] [sig ] [1062/3599] Completed ELME in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:40.449495] [INFO ] [sig ] [1063/3599] Forecasting ELP... [2025-11-26T20:56:40.449536] [INFO ] [sig ] Generating forecast for: ELP [2025-11-26T20:56:40.449578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-11-26T20:56:40.465685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELP'. [2025-11-26T20:56:40.466050] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-11-26T20:56:40.466932] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-11-26T20:56:40.466999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:40.467055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:40.467113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:40.467223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:40.526077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:40.526811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:40.526908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:40.526986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:40.651374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:40.651542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:40.651595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:40.651652] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:40.655248] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-11-26T20:56:40.655557] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-11-26T20:56:40.655723] [INFO ] [sig ] ELP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:40.794675] [INFO ] [LOCAL ] Saved forecast: ELP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELP.txt [2025-11-26T20:56:40.794817] [INFO ] [sig ] [1063/3599] Completed ELP in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:40.794880] [INFO ] [sig ] [1064/3599] Forecasting ELS... [2025-11-26T20:56:40.794924] [INFO ] [sig ] Generating forecast for: ELS [2025-11-26T20:56:40.794971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-11-26T20:56:40.809635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELS'. [2025-11-26T20:56:40.809987] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-11-26T20:56:40.810836] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-11-26T20:56:40.810904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:40.810948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:40.810987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:40.811053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:40.867826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:40.868460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:40.868554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:40.868599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:40.984958] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:40.985117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:40.985175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:40.985214] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:40.988612] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-11-26T20:56:40.988925] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-11-26T20:56:40.989069] [INFO ] [sig ] ELS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:41.129348] [INFO ] [LOCAL ] Saved forecast: ELS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELS.txt [2025-11-26T20:56:41.129520] [INFO ] [sig ] [1064/3599] Completed ELS in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:41.129573] [INFO ] [sig ] [1065/3599] Forecasting ELTX... [2025-11-26T20:56:41.129616] [INFO ] [sig ] Generating forecast for: ELTX [2025-11-26T20:56:41.129674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'. [2025-11-26T20:56:41.141127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELTX'. [2025-11-26T20:56:41.141487] [INFO ] [FORECASTER] Starting predict_future for ELTX [2025-11-26T20:56:41.142349] [DEBUG] [LOCAL ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt [2025-11-26T20:56:41.142418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:41.142463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:41.142502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:41.142588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:41.201529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:41.202462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:41.202565] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:41.202626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:41.317406] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:41.317656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:41.317715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:41.317753] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:41.321480] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=74.10%) [2025-11-26T20:56:41.321847] [INFO ] [FORECASTER] Completed predict_future for ELTX [2025-11-26T20:56:41.322020] [INFO ] [sig ] ELTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:41.466365] [INFO ] [LOCAL ] Saved forecast: ELTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELTX.txt [2025-11-26T20:56:41.466565] [INFO ] [sig ] [1065/3599] Completed ELTX in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:41.466620] [INFO ] [sig ] [1066/3599] Forecasting ELVA... [2025-11-26T20:56:41.466686] [INFO ] [sig ] Generating forecast for: ELVA [2025-11-26T20:56:41.466731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'. [2025-11-26T20:56:41.477840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVA'. [2025-11-26T20:56:41.478205] [INFO ] [FORECASTER] Starting predict_future for ELVA [2025-11-26T20:56:41.479075] [DEBUG] [LOCAL ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt [2025-11-26T20:56:41.479143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:41.479221] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:41.479279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:41.479363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:41.536790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:41.537682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:41.537789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:41.537852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:41.651700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:41.651842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:41.651906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:41.651959] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:41.655494] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-11-26T20:56:41.655831] [INFO ] [FORECASTER] Completed predict_future for ELVA [2025-11-26T20:56:41.655998] [INFO ] [sig ] ELVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:41.796241] [INFO ] [LOCAL ] Saved forecast: ELVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELVA.txt [2025-11-26T20:56:41.796419] [INFO ] [sig ] [1066/3599] Completed ELVA in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:41.796474] [INFO ] [sig ] [1067/3599] Forecasting ELVN... [2025-11-26T20:56:41.796527] [INFO ] [sig ] Generating forecast for: ELVN [2025-11-26T20:56:41.796566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'. [2025-11-26T20:56:41.808525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVN'. [2025-11-26T20:56:41.808879] [INFO ] [FORECASTER] Starting predict_future for ELVN [2025-11-26T20:56:41.809747] [DEBUG] [LOCAL ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt [2025-11-26T20:56:41.809814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:41.809859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:41.809900] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:41.809968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:41.869494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:41.870306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:41.870410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:41.870460] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:41.986238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:41.986420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:41.986472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:41.986514] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:41.989939] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=81.82%) [2025-11-26T20:56:41.990230] [INFO ] [FORECASTER] Completed predict_future for ELVN [2025-11-26T20:56:41.990378] [INFO ] [sig ] ELVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:42.129313] [INFO ] [LOCAL ] Saved forecast: ELVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELVN.txt [2025-11-26T20:56:42.129475] [INFO ] [sig ] [1067/3599] Completed ELVN in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:42.129528] [INFO ] [sig ] [1068/3599] Forecasting ELWS... [2025-11-26T20:56:42.129571] [INFO ] [sig ] Generating forecast for: ELWS [2025-11-26T20:56:42.129616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'. [2025-11-26T20:56:42.140732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELWS'. [2025-11-26T20:56:42.141090] [INFO ] [FORECASTER] Starting predict_future for ELWS [2025-11-26T20:56:42.141932] [DEBUG] [LOCAL ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt [2025-11-26T20:56:42.142001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:42.142045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:42.142085] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:42.142152] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:42.200816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:42.201574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:42.201690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:42.201741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:42.319692] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:42.319887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:42.319948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:42.319992] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:42.323613] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=68.89%) [2025-11-26T20:56:42.323977] [INFO ] [FORECASTER] Completed predict_future for ELWS [2025-11-26T20:56:42.324137] [INFO ] [sig ] ELWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:42.463766] [INFO ] [LOCAL ] Saved forecast: ELWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELWS.txt [2025-11-26T20:56:42.463924] [INFO ] [sig ] [1068/3599] Completed ELWS in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:42.463980] [INFO ] [sig ] [1069/3599] Forecasting EM... [2025-11-26T20:56:42.464025] [INFO ] [sig ] Generating forecast for: EM [2025-11-26T20:56:42.464082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'. [2025-11-26T20:56:42.476043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EM'. [2025-11-26T20:56:42.476349] [INFO ] [FORECASTER] Starting predict_future for EM [2025-11-26T20:56:42.477187] [DEBUG] [LOCAL ] No optimal features file found for EM: ./output/feature-sets/EM.txt [2025-11-26T20:56:42.477255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:42.477300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:42.477344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:42.477405] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:42.534163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:42.534977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:42.535080] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:42.535140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:42.647848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:42.648010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:42.648063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:42.648105] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:42.651578] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=14.98%) [2025-11-26T20:56:42.651897] [INFO ] [FORECASTER] Completed predict_future for EM [2025-11-26T20:56:42.652041] [INFO ] [sig ] EM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:42.791267] [INFO ] [LOCAL ] Saved forecast: EM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EM.txt [2025-11-26T20:56:42.791432] [INFO ] [sig ] [1069/3599] Completed EM in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:42.791494] [INFO ] [sig ] [1070/3599] Forecasting EMB... [2025-11-26T20:56:42.791528] [INFO ] [sig ] Generating forecast for: EMB [2025-11-26T20:56:42.791572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'. [2025-11-26T20:56:42.802212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMB'. [2025-11-26T20:56:42.802536] [INFO ] [FORECASTER] Starting predict_future for EMB [2025-11-26T20:56:42.803371] [DEBUG] [LOCAL ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt [2025-11-26T20:56:42.803440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:42.803485] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:42.803524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:42.803589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:42.860399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:42.861093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:42.861190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:42.861238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:42.979251] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:42.979426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:42.979482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:42.979544] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:42.982931] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=13.01%) [2025-11-26T20:56:42.983220] [INFO ] [FORECASTER] Completed predict_future for EMB [2025-11-26T20:56:42.983364] [INFO ] [sig ] EMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:43.126835] [INFO ] [LOCAL ] Saved forecast: EMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EMB.txt [2025-11-26T20:56:43.127003] [INFO ] [sig ] [1070/3599] Completed EMB in 0.3s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:43.127060] [INFO ] [sig ] [1071/3599] Forecasting EMBC... [2025-11-26T20:56:43.127108] [INFO ] [sig ] Generating forecast for: EMBC [2025-11-26T20:56:43.127151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'. [2025-11-26T20:56:43.141880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMBC'. [2025-11-26T20:56:43.142547] [INFO ] [FORECASTER] Starting predict_future for EMBC [2025-11-26T20:56:43.143625] [DEBUG] [LOCAL ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt [2025-11-26T20:56:43.143725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:43.143778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:43.143821] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:43.143894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:43.204540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:43.205775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:43.205924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:43.205978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:43.333462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:43.333762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:43.333827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:43.333872] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:43.338112] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-11-26T20:56:43.338543] [INFO ] [FORECASTER] Completed predict_future for EMBC [2025-11-26T20:56:43.338742] [INFO ] [sig ] EMBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:43.485637] [INFO ] [LOCAL ] Saved forecast: EMBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMBC.txt [2025-11-26T20:56:43.485974] [INFO ] [sig ] [1071/3599] Completed EMBC in 0.4s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:43.486040] [INFO ] [sig ] [1072/3599] Forecasting EMD... [2025-11-26T20:56:43.486080] [INFO ] [sig ] Generating forecast for: EMD [2025-11-26T20:56:43.486133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-11-26T20:56:43.504015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMD'. [2025-11-26T20:56:43.504601] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-11-26T20:56:43.505875] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-11-26T20:56:43.505950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:43.506002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:43.506044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:43.506117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:43.565823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:43.567028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:43.567176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:43.567228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:43.690437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:43.690721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:43.690782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:43.690825] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:43.694861] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-11-26T20:56:43.695232] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-11-26T20:56:43.695389] [INFO ] [sig ] EMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:43.841181] [INFO ] [LOCAL ] Saved forecast: EMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMD.txt [2025-11-26T20:56:43.841442] [INFO ] [sig ] [1072/3599] Completed EMD in 0.4s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:43.841503] [INFO ] [sig ] [1073/3599] Forecasting EME... [2025-11-26T20:56:43.841550] [INFO ] [sig ] Generating forecast for: EME [2025-11-26T20:56:43.841597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'. [2025-11-26T20:56:43.855294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EME'. [2025-11-26T20:56:43.855776] [INFO ] [FORECASTER] Starting predict_future for EME [2025-11-26T20:56:43.856740] [DEBUG] [LOCAL ] No optimal features file found for EME: ./output/feature-sets/EME.txt [2025-11-26T20:56:43.856812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:43.856859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:43.856905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:43.857018] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:43.917247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:43.918527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:43.918678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:43.918731] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:44.053016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:44.053287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:44.053349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:44.053393] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:44.057485] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: UP (p=76.32%) [2025-11-26T20:56:44.057863] [INFO ] [FORECASTER] Completed predict_future for EME [2025-11-26T20:56:44.058039] [INFO ] [sig ] EME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:44.209758] [INFO ] [LOCAL ] Saved forecast: EME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EME.txt [2025-11-26T20:56:44.210012] [INFO ] [sig ] [1073/3599] Completed EME in 0.4s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:44.210072] [INFO ] [sig ] [1074/3599] Forecasting EMF... [2025-11-26T20:56:44.210124] [INFO ] [sig ] Generating forecast for: EMF [2025-11-26T20:56:44.210177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-11-26T20:56:44.224758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMF'. [2025-11-26T20:56:44.225373] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-11-26T20:56:44.226406] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-11-26T20:56:44.226489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:44.226539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:44.226580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:44.226691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:44.291040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:44.292439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:44.292579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:44.292630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:44.421966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:44.422234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:44.422299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:44.422346] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:44.426869] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=74.23%) [2025-11-26T20:56:44.427301] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-11-26T20:56:44.427554] [INFO ] [sig ] EMF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:44.575735] [INFO ] [LOCAL ] Saved forecast: EMF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMF.txt [2025-11-26T20:56:44.576000] [INFO ] [sig ] [1074/3599] Completed EMF in 0.4s | 2.91 sym/s | Total: 6.1m | ETA: 14.5m [2025-11-26T20:56:44.576094] [INFO ] [sig ] [1075/3599] Forecasting EML... [2025-11-26T20:56:44.576138] [INFO ] [sig ] Generating forecast for: EML [2025-11-26T20:56:44.576186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'. [2025-11-26T20:56:44.589951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EML'. [2025-11-26T20:56:44.590631] [INFO ] [FORECASTER] Starting predict_future for EML [2025-11-26T20:56:44.591955] [DEBUG] [LOCAL ] No optimal features file found for EML: ./output/feature-sets/EML.txt [2025-11-26T20:56:44.592043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:44.592094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:44.592138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:44.592216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:44.661596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:44.662882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:44.663006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:44.663058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:44.774196] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:44.774481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:44.774541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:44.774588] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:44.778818] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=53.25%) [2025-11-26T20:56:44.779183] [INFO ] [FORECASTER] Completed predict_future for EML [2025-11-26T20:56:44.779378] [INFO ] [sig ] EML: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:44.925112] [INFO ] [LOCAL ] Saved forecast: EML 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EML.txt [2025-11-26T20:56:44.925391] [INFO ] [sig ] [1075/3599] Completed EML in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.5m [2025-11-26T20:56:44.925458] [INFO ] [sig ] [1076/3599] Forecasting EMN... [2025-11-26T20:56:44.925506] [INFO ] [sig ] Generating forecast for: EMN [2025-11-26T20:56:44.925551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-11-26T20:56:44.944273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMN'. [2025-11-26T20:56:44.944919] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-11-26T20:56:44.946051] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-11-26T20:56:44.946142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:44.946258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:44.946330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:44.946482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:45.005152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:45.006384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:45.006507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:45.006559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:45.126668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:45.126939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:45.126997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:45.127034] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:45.131035] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=53.61%) [2025-11-26T20:56:45.131408] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-11-26T20:56:45.131581] [INFO ] [sig ] EMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:45.275753] [INFO ] [LOCAL ] Saved forecast: EMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMN.txt [2025-11-26T20:56:45.276009] [INFO ] [sig ] [1076/3599] Completed EMN in 0.4s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:45.276068] [INFO ] [sig ] [1077/3599] Forecasting EMO... [2025-11-26T20:56:45.276104] [INFO ] [sig ] Generating forecast for: EMO [2025-11-26T20:56:45.276141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-11-26T20:56:45.289302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMO'. [2025-11-26T20:56:45.289892] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-11-26T20:56:45.290862] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-11-26T20:56:45.290932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:45.290979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:45.291019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:45.291087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:45.350260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:45.351466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:45.351590] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:45.351657] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:45.468894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:45.469157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:45.469218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:45.469261] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:45.473139] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=46.67%) [2025-11-26T20:56:45.473476] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-11-26T20:56:45.473660] [INFO ] [sig ] EMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:45.622765] [INFO ] [LOCAL ] Saved forecast: EMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EMO.txt [2025-11-26T20:56:45.623054] [INFO ] [sig ] [1077/3599] Completed EMO in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:45.623124] [INFO ] [sig ] [1078/3599] Forecasting EMXC... [2025-11-26T20:56:45.623181] [INFO ] [sig ] Generating forecast for: EMXC [2025-11-26T20:56:45.623240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'. [2025-11-26T20:56:45.636614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMXC'. [2025-11-26T20:56:45.637233] [INFO ] [FORECASTER] Starting predict_future for EMXC [2025-11-26T20:56:45.638401] [DEBUG] [LOCAL ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt [2025-11-26T20:56:45.638475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:45.638527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:45.638582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:45.638772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:45.711563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:45.712943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:45.713096] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:45.713154] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:45.859815] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:45.860089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:45.860180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:45.860230] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:45.864337] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=29.45%) [2025-11-26T20:56:45.864783] [INFO ] [FORECASTER] Completed predict_future for EMXC [2025-11-26T20:56:45.865005] [INFO ] [sig ] EMXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:46.012677] [INFO ] [LOCAL ] Saved forecast: EMXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EMXC.txt [2025-11-26T20:56:46.012936] [INFO ] [sig ] [1078/3599] Completed EMXC in 0.4s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:46.012997] [INFO ] [sig ] [1079/3599] Forecasting ENB... [2025-11-26T20:56:46.013035] [INFO ] [sig ] Generating forecast for: ENB [2025-11-26T20:56:46.013080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-11-26T20:56:46.026554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENB'. [2025-11-26T20:56:46.027183] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-11-26T20:56:46.028340] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-11-26T20:56:46.028419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:46.028467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:46.028521] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:46.028613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:46.088003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:46.089205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:46.089333] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:46.089385] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:46.224986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:46.225173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:46.225229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:46.225271] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:46.228869] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=48.32%) [2025-11-26T20:56:46.229183] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-11-26T20:56:46.229343] [INFO ] [sig ] ENB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:46.368479] [INFO ] [LOCAL ] Saved forecast: ENB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENB.txt [2025-11-26T20:56:46.368637] [INFO ] [sig ] [1079/3599] Completed ENB in 0.4s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:46.368720] [INFO ] [sig ] [1080/3599] Forecasting ENGN... [2025-11-26T20:56:46.368768] [INFO ] [sig ] Generating forecast for: ENGN [2025-11-26T20:56:46.368809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'. [2025-11-26T20:56:46.380799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENGN'. [2025-11-26T20:56:46.381218] [INFO ] [FORECASTER] Starting predict_future for ENGN [2025-11-26T20:56:46.382121] [DEBUG] [LOCAL ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt [2025-11-26T20:56:46.382191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:46.382236] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:46.382279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:46.382349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:46.442796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:46.443737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:46.443838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:46.443886] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:46.566672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:46.566851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:46.566905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:46.566944] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:46.570507] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=6.35%) [2025-11-26T20:56:46.570843] [INFO ] [FORECASTER] Completed predict_future for ENGN [2025-11-26T20:56:46.570992] [INFO ] [sig ] ENGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:46.712694] [INFO ] [LOCAL ] Saved forecast: ENGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENGN.txt [2025-11-26T20:56:46.712875] [INFO ] [sig ] [1080/3599] Completed ENGN in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:46.712928] [INFO ] [sig ] [1081/3599] Forecasting ENIC... [2025-11-26T20:56:46.712965] [INFO ] [sig ] Generating forecast for: ENIC [2025-11-26T20:56:46.713005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-11-26T20:56:46.724083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENIC'. [2025-11-26T20:56:46.724422] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-11-26T20:56:46.725258] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-11-26T20:56:46.725327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:46.725371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:46.725407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:46.725475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:46.782925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:46.783823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:46.783921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:46.783965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:46.905434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:46.905621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:46.905696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:46.905738] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:46.909474] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=77.69%) [2025-11-26T20:56:46.909929] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-11-26T20:56:46.910100] [INFO ] [sig ] ENIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:47.054175] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENIC.txt [2025-11-26T20:56:47.054361] [INFO ] [sig ] [1081/3599] Completed ENIC in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:47.054418] [INFO ] [sig ] [1082/3599] Forecasting ENPH... [2025-11-26T20:56:47.054460] [INFO ] [sig ] Generating forecast for: ENPH [2025-11-26T20:56:47.054499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'. [2025-11-26T20:56:47.065711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENPH'. [2025-11-26T20:56:47.066061] [INFO ] [FORECASTER] Starting predict_future for ENPH [2025-11-26T20:56:47.066959] [DEBUG] [LOCAL ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt [2025-11-26T20:56:47.067029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:47.067074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:47.067113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:47.067180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:47.127343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:47.128392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:47.128519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:47.128571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:47.244367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:47.244545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:47.244597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:47.244635] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:47.248129] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-11-26T20:56:47.248423] [INFO ] [FORECASTER] Completed predict_future for ENPH [2025-11-26T20:56:47.248576] [INFO ] [sig ] ENPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:47.390177] [INFO ] [LOCAL ] Saved forecast: ENPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENPH.txt [2025-11-26T20:56:47.390368] [INFO ] [sig ] [1082/3599] Completed ENPH in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:47.390427] [INFO ] [sig ] [1083/3599] Forecasting ENS... [2025-11-26T20:56:47.390468] [INFO ] [sig ] Generating forecast for: ENS [2025-11-26T20:56:47.390511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-11-26T20:56:47.402586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENS'. [2025-11-26T20:56:47.403049] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-11-26T20:56:47.403978] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-11-26T20:56:47.404059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:47.404128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:47.404194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:47.404302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:47.465702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:47.466725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:47.466857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:47.466933] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:47.584426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:47.584620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:47.584714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:47.584758] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:47.588252] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=61.69%) [2025-11-26T20:56:47.588614] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-11-26T20:56:47.588789] [INFO ] [sig ] ENS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:47.733226] [INFO ] [LOCAL ] Saved forecast: ENS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENS.txt [2025-11-26T20:56:47.733413] [INFO ] [sig ] [1083/3599] Completed ENS in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:47.733473] [INFO ] [sig ] [1084/3599] Forecasting ENSC... [2025-11-26T20:56:47.733519] [INFO ] [sig ] Generating forecast for: ENSC [2025-11-26T20:56:47.733562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'. [2025-11-26T20:56:47.744870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSC'. [2025-11-26T20:56:47.745256] [INFO ] [FORECASTER] Starting predict_future for ENSC [2025-11-26T20:56:47.746128] [DEBUG] [LOCAL ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt [2025-11-26T20:56:47.746198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:47.746243] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:47.746296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:47.746440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:47.806813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:47.807746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:47.807857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:47.807906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:47.931542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:47.931726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:47.931781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:47.931824] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:47.935524] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=67.82%) [2025-11-26T20:56:47.935876] [INFO ] [FORECASTER] Completed predict_future for ENSC [2025-11-26T20:56:47.936059] [INFO ] [sig ] ENSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:48.077480] [INFO ] [LOCAL ] Saved forecast: ENSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENSC.txt [2025-11-26T20:56:48.077668] [INFO ] [sig ] [1084/3599] Completed ENSC in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:48.077746] [INFO ] [sig ] [1085/3599] Forecasting ENSG... [2025-11-26T20:56:48.077798] [INFO ] [sig ] Generating forecast for: ENSG [2025-11-26T20:56:48.077860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'. [2025-11-26T20:56:48.089453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSG'. [2025-11-26T20:56:48.089807] [INFO ] [FORECASTER] Starting predict_future for ENSG [2025-11-26T20:56:48.090697] [DEBUG] [LOCAL ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt [2025-11-26T20:56:48.090769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:48.090814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:48.090851] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:48.090990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:48.151220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:48.151935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:48.152034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:48.152082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:48.277265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:48.277456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:48.277514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:48.277574] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:48.281280] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=39.80%) [2025-11-26T20:56:48.281588] [INFO ] [FORECASTER] Completed predict_future for ENSG [2025-11-26T20:56:48.281763] [INFO ] [sig ] ENSG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:48.423542] [INFO ] [LOCAL ] Saved forecast: ENSG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENSG.txt [2025-11-26T20:56:48.423732] [INFO ] [sig ] [1085/3599] Completed ENSG in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:48.423798] [INFO ] [sig ] [1086/3599] Forecasting ENTA... [2025-11-26T20:56:48.423839] [INFO ] [sig ] Generating forecast for: ENTA [2025-11-26T20:56:48.423882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'. [2025-11-26T20:56:48.435367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTA'. [2025-11-26T20:56:48.435734] [INFO ] [FORECASTER] Starting predict_future for ENTA [2025-11-26T20:56:48.436672] [DEBUG] [LOCAL ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt [2025-11-26T20:56:48.436740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:48.436786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:48.436834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:48.436957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:48.496575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:48.497382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:48.497487] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:48.497560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:48.616122] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:48.616257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:48.616310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:48.616351] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:48.619776] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=84.61%) [2025-11-26T20:56:48.620084] [INFO ] [FORECASTER] Completed predict_future for ENTA [2025-11-26T20:56:48.620229] [INFO ] [sig ] ENTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:48.758715] [INFO ] [LOCAL ] Saved forecast: ENTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENTA.txt [2025-11-26T20:56:48.758857] [INFO ] [sig ] [1086/3599] Completed ENTA in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:48.758910] [INFO ] [sig ] [1087/3599] Forecasting ENTG... [2025-11-26T20:56:48.758990] [INFO ] [sig ] Generating forecast for: ENTG [2025-11-26T20:56:48.759032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'. [2025-11-26T20:56:48.770067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTG'. [2025-11-26T20:56:48.770394] [INFO ] [FORECASTER] Starting predict_future for ENTG [2025-11-26T20:56:48.771245] [DEBUG] [LOCAL ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt [2025-11-26T20:56:48.771315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:48.771393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:48.771445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:48.771514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:48.828592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:48.829242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:48.829335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:48.829379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:48.948922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:48.949078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:48.949128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:48.949168] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:48.952502] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=96.19%) [2025-11-26T20:56:48.952810] [INFO ] [FORECASTER] Completed predict_future for ENTG [2025-11-26T20:56:48.952962] [INFO ] [sig ] ENTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:49.092855] [INFO ] [LOCAL ] Saved forecast: ENTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENTG.txt [2025-11-26T20:56:49.093000] [INFO ] [sig ] [1087/3599] Completed ENTG in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:49.093051] [INFO ] [sig ] [1088/3599] Forecasting ENTO... [2025-11-26T20:56:49.093088] [INFO ] [sig ] Generating forecast for: ENTO [2025-11-26T20:56:49.093127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTO' from 'https://tdm.silogroup.org/data/derivative_storage/ENTO.csv'. [2025-11-26T20:56:49.104729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTO'. [2025-11-26T20:56:49.105104] [INFO ] [FORECASTER] Starting predict_future for ENTO [2025-11-26T20:56:49.105993] [DEBUG] [LOCAL ] No optimal features file found for ENTO: ./output/feature-sets/ENTO.txt [2025-11-26T20:56:49.106064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:49.106111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:49.106151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:49.106232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:49.166947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:49.167790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:49.167894] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:49.167950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:49.285425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:49.285617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:49.285688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:49.285730] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:49.289254] [DEBUG] [FORECASTER] ENTO: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-11-26T20:56:49.289590] [INFO ] [FORECASTER] Completed predict_future for ENTO [2025-11-26T20:56:49.289777] [INFO ] [sig ] ENTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:49.434092] [INFO ] [LOCAL ] Saved forecast: ENTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENTO.txt [2025-11-26T20:56:49.434279] [INFO ] [sig ] [1088/3599] Completed ENTO in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:49.434336] [INFO ] [sig ] [1089/3599] Forecasting ENTX... [2025-11-26T20:56:49.434378] [INFO ] [sig ] Generating forecast for: ENTX [2025-11-26T20:56:49.434420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'. [2025-11-26T20:56:49.446027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTX'. [2025-11-26T20:56:49.446499] [INFO ] [FORECASTER] Starting predict_future for ENTX [2025-11-26T20:56:49.447377] [DEBUG] [LOCAL ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt [2025-11-26T20:56:49.447447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:49.447496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:49.447564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:49.447634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:49.505588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:49.506513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:49.506629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:49.506700] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:49.623711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:49.623903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:49.623959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:49.624002] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:49.627619] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=3.53%) [2025-11-26T20:56:49.627954] [INFO ] [FORECASTER] Completed predict_future for ENTX [2025-11-26T20:56:49.628112] [INFO ] [sig ] ENTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:49.772474] [INFO ] [LOCAL ] Saved forecast: ENTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENTX.txt [2025-11-26T20:56:49.772630] [INFO ] [sig ] [1089/3599] Completed ENTX in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:49.772698] [INFO ] [sig ] [1090/3599] Forecasting ENVA... [2025-11-26T20:56:49.772743] [INFO ] [sig ] Generating forecast for: ENVA [2025-11-26T20:56:49.772783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-11-26T20:56:49.784565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVA'. [2025-11-26T20:56:49.784886] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-11-26T20:56:49.785713] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-11-26T20:56:49.785779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:49.785822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:49.785864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:49.785932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:49.844815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:49.845495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:49.845608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:49.845678] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:49.974981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:49.975193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:49.975249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:49.975283] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:49.978930] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=6.61%) [2025-11-26T20:56:49.979223] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-11-26T20:56:49.979374] [INFO ] [sig ] ENVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:50.121208] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENVA.txt [2025-11-26T20:56:50.121351] [INFO ] [sig ] [1090/3599] Completed ENVA in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:50.121412] [INFO ] [sig ] [1091/3599] Forecasting ENVB... [2025-11-26T20:56:50.121455] [INFO ] [sig ] Generating forecast for: ENVB [2025-11-26T20:56:50.121498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'. [2025-11-26T20:56:50.133063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVB'. [2025-11-26T20:56:50.133411] [INFO ] [FORECASTER] Starting predict_future for ENVB [2025-11-26T20:56:50.134246] [DEBUG] [LOCAL ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt [2025-11-26T20:56:50.134315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:50.134361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:50.134400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:50.134468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:50.194881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:50.195773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:50.195896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:50.195959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:50.312683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:50.312838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:50.312892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:50.312933] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:50.316392] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=30.10%) [2025-11-26T20:56:50.316717] [INFO ] [FORECASTER] Completed predict_future for ENVB [2025-11-26T20:56:50.316865] [INFO ] [sig ] ENVB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:50.461532] [INFO ] [LOCAL ] Saved forecast: ENVB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENVB.txt [2025-11-26T20:56:50.461942] [INFO ] [sig ] [1091/3599] Completed ENVB in 0.3s | 2.91 sym/s | Total: 6.2m | ETA: 14.4m [2025-11-26T20:56:50.462000] [INFO ] [sig ] [1092/3599] Forecasting ENVX... [2025-11-26T20:56:50.462042] [INFO ] [sig ] Generating forecast for: ENVX [2025-11-26T20:56:50.462082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'. [2025-11-26T20:56:50.483439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVX'. [2025-11-26T20:56:50.483843] [INFO ] [FORECASTER] Starting predict_future for ENVX [2025-11-26T20:56:50.484676] [DEBUG] [LOCAL ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt [2025-11-26T20:56:50.484741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:50.484787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:50.484825] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:50.484891] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:50.545973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:50.546925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:50.547033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:50.547081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:50.678523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:50.678758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:50.678841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:50.678902] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:50.683121] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=0.70%) [2025-11-26T20:56:50.683496] [INFO ] [FORECASTER] Completed predict_future for ENVX [2025-11-26T20:56:50.683731] [INFO ] [sig ] ENVX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:50.861711] [INFO ] [LOCAL ] Saved forecast: ENVX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENVX.txt [2025-11-26T20:56:50.861991] [INFO ] [sig ] [1092/3599] Completed ENVX in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m [2025-11-26T20:56:50.862064] [INFO ] [sig ] [1093/3599] Forecasting EOD... [2025-11-26T20:56:50.862116] [INFO ] [sig ] Generating forecast for: EOD [2025-11-26T20:56:50.862162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-11-26T20:56:50.878403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOD'. [2025-11-26T20:56:50.878977] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-11-26T20:56:50.880240] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-11-26T20:56:50.880334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:50.880409] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:50.880476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:50.880589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:50.975145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:50.976429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:50.976575] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:50.976677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:51.130813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:51.131056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:51.131146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:51.131217] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:51.136577] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=39.32%) [2025-11-26T20:56:51.137150] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-11-26T20:56:51.137394] [INFO ] [sig ] EOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:51.338228] [INFO ] [LOCAL ] Saved forecast: EOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EOD.txt [2025-11-26T20:56:51.338494] [INFO ] [sig ] [1093/3599] Completed EOD in 0.5s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m [2025-11-26T20:56:51.338588] [INFO ] [sig ] [1094/3599] Forecasting EOG... [2025-11-26T20:56:51.338682] [INFO ] [sig ] Generating forecast for: EOG [2025-11-26T20:56:51.338759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-11-26T20:56:51.356382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOG'. [2025-11-26T20:56:51.356954] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-11-26T20:56:51.358251] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-11-26T20:56:51.358343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:51.358421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:51.358486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:51.358615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:51.421080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:51.422160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:51.422291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:51.422358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:51.557397] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:51.557630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:51.557724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:51.557792] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:51.561495] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=71.53%) [2025-11-26T20:56:51.561921] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-11-26T20:56:51.562102] [INFO ] [sig ] EOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:51.738706] [INFO ] [LOCAL ] Saved forecast: EOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EOG.txt [2025-11-26T20:56:51.738960] [INFO ] [sig ] [1094/3599] Completed EOG in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.4m [2025-11-26T20:56:51.739036] [INFO ] [sig ] [1095/3599] Forecasting EOI... [2025-11-26T20:56:51.739098] [INFO ] [sig ] Generating forecast for: EOI [2025-11-26T20:56:51.739224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-11-26T20:56:51.754546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOI'. [2025-11-26T20:56:51.755115] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-11-26T20:56:51.756410] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-11-26T20:56:51.756495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:51.756572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:51.756637] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:51.756779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:51.821538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:51.822490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:51.822608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:51.822679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:51.942712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:51.942876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:51.942929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:51.942972] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:51.946388] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=32.15%) [2025-11-26T20:56:51.946744] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-11-26T20:56:51.946905] [INFO ] [sig ] EOI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:52.087184] [INFO ] [LOCAL ] Saved forecast: EOI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EOI.txt [2025-11-26T20:56:52.087338] [INFO ] [sig ] [1095/3599] Completed EOI in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:52.087394] [INFO ] [sig ] [1096/3599] Forecasting EOLS... [2025-11-26T20:56:52.087438] [INFO ] [sig ] Generating forecast for: EOLS [2025-11-26T20:56:52.087478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'. [2025-11-26T20:56:52.098435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOLS'. [2025-11-26T20:56:52.098791] [INFO ] [FORECASTER] Starting predict_future for EOLS [2025-11-26T20:56:52.099614] [DEBUG] [LOCAL ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt [2025-11-26T20:56:52.099703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:52.099750] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:52.099819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:52.099890] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:52.156850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:52.157607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:52.157739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:52.157802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:52.275750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:52.275921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:52.275973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:52.276013] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:52.279442] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=80.87%) [2025-11-26T20:56:52.279764] [INFO ] [FORECASTER] Completed predict_future for EOLS [2025-11-26T20:56:52.279908] [INFO ] [sig ] EOLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:52.420928] [INFO ] [LOCAL ] Saved forecast: EOLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EOLS.txt [2025-11-26T20:56:52.421082] [INFO ] [sig ] [1096/3599] Completed EOLS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:52.421135] [INFO ] [sig ] [1097/3599] Forecasting EOS... [2025-11-26T20:56:52.421187] [INFO ] [sig ] Generating forecast for: EOS [2025-11-26T20:56:52.421257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-11-26T20:56:52.432480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOS'. [2025-11-26T20:56:52.432866] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-11-26T20:56:52.433777] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-11-26T20:56:52.433846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:52.433891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:52.433934] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:52.434074] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:52.494262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:52.495035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:52.495134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:52.495195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:52.619630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:52.619835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:52.619890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:52.619931] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:52.623387] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=90.64%) [2025-11-26T20:56:52.623760] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-11-26T20:56:52.623917] [INFO ] [sig ] EOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:52.768990] [INFO ] [LOCAL ] Saved forecast: EOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EOS.txt [2025-11-26T20:56:52.769147] [INFO ] [sig ] [1097/3599] Completed EOS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:52.769201] [INFO ] [sig ] [1098/3599] Forecasting EOSE... [2025-11-26T20:56:52.769249] [INFO ] [sig ] Generating forecast for: EOSE [2025-11-26T20:56:52.769306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'. [2025-11-26T20:56:52.780592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOSE'. [2025-11-26T20:56:52.781062] [INFO ] [FORECASTER] Starting predict_future for EOSE [2025-11-26T20:56:52.782055] [DEBUG] [LOCAL ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt [2025-11-26T20:56:52.782128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:52.782186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:52.782268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:52.782373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:52.843017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:52.843958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:52.844060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:52.844120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:52.965487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:52.965666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:52.965744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:52.965803] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:52.969218] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-11-26T20:56:52.969520] [INFO ] [FORECASTER] Completed predict_future for EOSE [2025-11-26T20:56:52.969689] [INFO ] [sig ] EOSE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:53.109877] [INFO ] [LOCAL ] Saved forecast: EOSE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EOSE.txt [2025-11-26T20:56:53.110028] [INFO ] [sig ] [1098/3599] Completed EOSE in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:53.110082] [INFO ] [sig ] [1099/3599] Forecasting EPAC... [2025-11-26T20:56:53.110130] [INFO ] [sig ] Generating forecast for: EPAC [2025-11-26T20:56:53.110170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-11-26T20:56:53.121366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAC'. [2025-11-26T20:56:53.121737] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-11-26T20:56:53.122604] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-11-26T20:56:53.122703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:53.122775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:53.122841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:53.122950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:53.182772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:53.183491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:53.183603] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:53.183696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:53.300255] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:53.300426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:53.300494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:53.300552] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:53.304011] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-11-26T20:56:53.304343] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-11-26T20:56:53.304504] [INFO ] [sig ] EPAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:53.448837] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPAC.txt [2025-11-26T20:56:53.449016] [INFO ] [sig ] [1099/3599] Completed EPAC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:53.449091] [INFO ] [sig ] [1100/3599] Forecasting EPAM... [2025-11-26T20:56:53.449214] [INFO ] [sig ] Generating forecast for: EPAM [2025-11-26T20:56:53.449262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-11-26T20:56:53.461313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAM'. [2025-11-26T20:56:53.461637] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-11-26T20:56:53.462486] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-11-26T20:56:53.462557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:53.462611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:53.462677] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:53.462759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:53.521122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:53.521919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:53.522022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:53.522077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:53.651032] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:53.651210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:53.651276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:53.651330] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:53.654903] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=92.02%) [2025-11-26T20:56:53.655216] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-11-26T20:56:53.655375] [INFO ] [sig ] EPAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:53.801465] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPAM.txt [2025-11-26T20:56:53.801683] [INFO ] [sig ] [1100/3599] Completed EPAM in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:53.801741] [INFO ] [sig ] [1101/3599] Forecasting EPC... [2025-11-26T20:56:53.801781] [INFO ] [sig ] Generating forecast for: EPC [2025-11-26T20:56:53.801817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-11-26T20:56:53.813535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPC'. [2025-11-26T20:56:53.813921] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-11-26T20:56:53.814792] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-11-26T20:56:53.814862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:53.814909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:53.814950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:53.815017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:53.884372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:53.885299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:53.885402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:53.885450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:54.011228] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:54.011423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:54.011479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:54.011522] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:54.015004] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=91.72%) [2025-11-26T20:56:54.015327] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-11-26T20:56:54.015484] [INFO ] [sig ] EPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:54.155004] [INFO ] [LOCAL ] Saved forecast: EPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPC.txt [2025-11-26T20:56:54.155188] [INFO ] [sig ] [1101/3599] Completed EPC in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:54.155242] [INFO ] [sig ] [1102/3599] Forecasting EPD... [2025-11-26T20:56:54.155284] [INFO ] [sig ] Generating forecast for: EPD [2025-11-26T20:56:54.155334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-11-26T20:56:54.170592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPD'. [2025-11-26T20:56:54.170973] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-11-26T20:56:54.171811] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-11-26T20:56:54.171879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:54.171924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:54.171962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:54.172030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:54.233223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:54.234140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:54.234244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:54.234292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:54.355679] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:54.355861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:54.355916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:54.355957] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:54.359844] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=79.61%) [2025-11-26T20:56:54.360243] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-11-26T20:56:54.360428] [INFO ] [sig ] EPD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:54.504609] [INFO ] [LOCAL ] Saved forecast: EPD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPD.txt [2025-11-26T20:56:54.504806] [INFO ] [sig ] [1102/3599] Completed EPD in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:54.504861] [INFO ] [sig ] [1103/3599] Forecasting EPSN... [2025-11-26T20:56:54.504902] [INFO ] [sig ] Generating forecast for: EPSN [2025-11-26T20:56:54.504945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'. [2025-11-26T20:56:54.516490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPSN'. [2025-11-26T20:56:54.516852] [INFO ] [FORECASTER] Starting predict_future for EPSN [2025-11-26T20:56:54.517765] [DEBUG] [LOCAL ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt [2025-11-26T20:56:54.517835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:54.517894] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:54.517946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:54.518029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:54.579073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:54.580153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:54.580260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:54.580309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:54.706158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:54.706342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:54.706410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:54.706462] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:54.710257] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=21.78%) [2025-11-26T20:56:54.710629] [INFO ] [FORECASTER] Completed predict_future for EPSN [2025-11-26T20:56:54.710827] [INFO ] [sig ] EPSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:54.856822] [INFO ] [LOCAL ] Saved forecast: EPSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EPSN.txt [2025-11-26T20:56:54.857002] [INFO ] [sig ] [1103/3599] Completed EPSN in 0.4s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:54.857060] [INFO ] [sig ] [1104/3599] Forecasting EQBK... [2025-11-26T20:56:54.857102] [INFO ] [sig ] Generating forecast for: EQBK [2025-11-26T20:56:54.857144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-11-26T20:56:54.869186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQBK'. [2025-11-26T20:56:54.869567] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-11-26T20:56:54.870459] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-11-26T20:56:54.870531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:54.870578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:54.870629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:54.870797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:54.930754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:54.931697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:54.931815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:54.931865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:55.050784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:55.050982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:55.051061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:55.051112] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:55.054556] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=33.57%) [2025-11-26T20:56:55.054887] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-11-26T20:56:55.055045] [INFO ] [sig ] EQBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:55.198251] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EQBK.txt [2025-11-26T20:56:55.198470] [INFO ] [sig ] [1104/3599] Completed EQBK in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:55.198535] [INFO ] [sig ] [1105/3599] Forecasting EQH... [2025-11-26T20:56:55.198577] [INFO ] [sig ] Generating forecast for: EQH [2025-11-26T20:56:55.198619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-11-26T20:56:55.210393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQH'. [2025-11-26T20:56:55.210754] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-11-26T20:56:55.211576] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-11-26T20:56:55.211666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:55.211713] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:55.211764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:55.211840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:55.269414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:55.270201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:55.270296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:55.270355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:55.390264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:55.390437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:55.390504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:55.390556] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:55.393982] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=88.97%) [2025-11-26T20:56:55.394285] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-11-26T20:56:55.394441] [INFO ] [sig ] EQH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:55.533804] [INFO ] [LOCAL ] Saved forecast: EQH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EQH.txt [2025-11-26T20:56:55.533958] [INFO ] [sig ] [1105/3599] Completed EQH in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:55.534011] [INFO ] [sig ] [1106/3599] Forecasting EQIX... [2025-11-26T20:56:55.534054] [INFO ] [sig ] Generating forecast for: EQIX [2025-11-26T20:56:55.534114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'. [2025-11-26T20:56:55.548026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQIX'. [2025-11-26T20:56:55.548374] [INFO ] [FORECASTER] Starting predict_future for EQIX [2025-11-26T20:56:55.549214] [DEBUG] [LOCAL ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt [2025-11-26T20:56:55.549284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:55.549330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:55.549381] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:55.549509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:55.607120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:55.607857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:55.607956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:55.608014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:55.732453] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:55.732633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:55.732701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:55.732744] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:55.736283] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=91.43%) [2025-11-26T20:56:55.736582] [INFO ] [FORECASTER] Completed predict_future for EQIX [2025-11-26T20:56:55.736758] [INFO ] [sig ] EQIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:55.877596] [INFO ] [LOCAL ] Saved forecast: EQIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EQIX.txt [2025-11-26T20:56:55.877779] [INFO ] [sig ] [1106/3599] Completed EQIX in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:55.877902] [INFO ] [sig ] [1107/3599] Forecasting ERAS... [2025-11-26T20:56:55.877951] [INFO ] [sig ] Generating forecast for: ERAS [2025-11-26T20:56:55.877994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'. [2025-11-26T20:56:55.889274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERAS'. [2025-11-26T20:56:55.889667] [INFO ] [FORECASTER] Starting predict_future for ERAS [2025-11-26T20:56:55.890478] [DEBUG] [LOCAL ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt [2025-11-26T20:56:55.890547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:55.890603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:55.890672] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:55.890758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:55.947918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:55.948587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:55.948701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:55.948759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:56.066078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:56.066293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:56.066346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:56.066467] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:56.070185] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-11-26T20:56:56.070536] [INFO ] [FORECASTER] Completed predict_future for ERAS [2025-11-26T20:56:56.070725] [INFO ] [sig ] ERAS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:56.212591] [INFO ] [LOCAL ] Saved forecast: ERAS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERAS.txt [2025-11-26T20:56:56.212803] [INFO ] [sig ] [1107/3599] Completed ERAS in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:56.212860] [INFO ] [sig ] [1108/3599] Forecasting ERIC... [2025-11-26T20:56:56.212904] [INFO ] [sig ] Generating forecast for: ERIC [2025-11-26T20:56:56.213030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'. [2025-11-26T20:56:56.225841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIC'. [2025-11-26T20:56:56.226256] [INFO ] [FORECASTER] Starting predict_future for ERIC [2025-11-26T20:56:56.227317] [DEBUG] [LOCAL ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt [2025-11-26T20:56:56.227390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:56.227436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:56.227477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:56.227580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:56.285120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:56.286018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:56.286115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:56.286161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:56.411407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:56.411590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:56.411665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:56.411712] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:56.415168] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=84.31%) [2025-11-26T20:56:56.415486] [INFO ] [FORECASTER] Completed predict_future for ERIC [2025-11-26T20:56:56.415659] [INFO ] [sig ] ERIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:56.556108] [INFO ] [LOCAL ] Saved forecast: ERIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ERIC.txt [2025-11-26T20:56:56.556272] [INFO ] [sig ] [1108/3599] Completed ERIC in 0.3s | 2.91 sym/s | Total: 6.3m | ETA: 14.3m [2025-11-26T20:56:56.556327] [INFO ] [sig ] [1109/3599] Forecasting ERIE... [2025-11-26T20:56:56.556368] [INFO ] [sig ] Generating forecast for: ERIE [2025-11-26T20:56:56.556409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'. [2025-11-26T20:56:56.581907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIE'. [2025-11-26T20:56:56.582297] [INFO ] [FORECASTER] Starting predict_future for ERIE [2025-11-26T20:56:56.583216] [DEBUG] [LOCAL ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt [2025-11-26T20:56:56.583286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:56.583333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:56.583373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:56.583457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:56.645884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:56.646818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:56.646919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:56.646967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:56.771601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:56.771819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:56.771879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:56.771923] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:56.775477] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-11-26T20:56:56.775804] [INFO ] [FORECASTER] Completed predict_future for ERIE [2025-11-26T20:56:56.775954] [INFO ] [sig ] ERIE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:56.922194] [INFO ] [LOCAL ] Saved forecast: ERIE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERIE.txt [2025-11-26T20:56:56.922384] [INFO ] [sig ] [1109/3599] Completed ERIE in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m [2025-11-26T20:56:56.922440] [INFO ] [sig ] [1110/3599] Forecasting ERII... [2025-11-26T20:56:56.922483] [INFO ] [sig ] Generating forecast for: ERII [2025-11-26T20:56:56.922523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'. [2025-11-26T20:56:56.934764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERII'. [2025-11-26T20:56:56.935172] [INFO ] [FORECASTER] Starting predict_future for ERII [2025-11-26T20:56:56.936052] [DEBUG] [LOCAL ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt [2025-11-26T20:56:56.936122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:56.936176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:56.936218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:56.936292] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:56.992611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:56.993555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:56.993701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:56.993783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:57.115753] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:57.115935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:57.116012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:57.116077] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:57.119609] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=25.22%) [2025-11-26T20:56:57.119951] [INFO ] [FORECASTER] Completed predict_future for ERII [2025-11-26T20:56:57.120100] [INFO ] [sig ] ERII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:57.262520] [INFO ] [LOCAL ] Saved forecast: ERII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERII.txt [2025-11-26T20:56:57.262709] [INFO ] [sig ] [1110/3599] Completed ERII in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m [2025-11-26T20:56:57.262767] [INFO ] [sig ] [1111/3599] Forecasting ERNA... [2025-11-26T20:56:57.262809] [INFO ] [sig ] Generating forecast for: ERNA [2025-11-26T20:56:57.262848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'. [2025-11-26T20:56:57.274320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERNA'. [2025-11-26T20:56:57.274701] [INFO ] [FORECASTER] Starting predict_future for ERNA [2025-11-26T20:56:57.275560] [DEBUG] [LOCAL ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt [2025-11-26T20:56:57.275669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:57.275742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:57.275802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:57.275902] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:57.334616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:57.335393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:57.335507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:57.335574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:57.457707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:57.457887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:57.457940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:57.457982] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:57.461371] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=61.81%) [2025-11-26T20:56:57.461682] [INFO ] [FORECASTER] Completed predict_future for ERNA [2025-11-26T20:56:57.461827] [INFO ] [sig ] ERNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:57.601969] [INFO ] [LOCAL ] Saved forecast: ERNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ERNA.txt [2025-11-26T20:56:57.602135] [INFO ] [sig ] [1111/3599] Completed ERNA in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m [2025-11-26T20:56:57.602188] [INFO ] [sig ] [1112/3599] Forecasting ERO... [2025-11-26T20:56:57.602230] [INFO ] [sig ] Generating forecast for: ERO [2025-11-26T20:56:57.602267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-11-26T20:56:57.620293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERO'. [2025-11-26T20:56:57.620927] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-11-26T20:56:57.621946] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-11-26T20:56:57.622030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:57.622082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:57.622125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:57.622198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:57.688737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:57.690104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:57.690232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:57.690288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:57.818776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:57.818985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:57.819038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:57.819093] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:57.822737] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=12.17%) [2025-11-26T20:56:57.823067] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-11-26T20:56:57.823232] [INFO ] [sig ] ERO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:57.966046] [INFO ] [LOCAL ] Saved forecast: ERO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERO.txt [2025-11-26T20:56:57.966246] [INFO ] [sig ] [1112/3599] Completed ERO in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.3m [2025-11-26T20:56:57.966303] [INFO ] [sig ] [1113/3599] Forecasting ES... [2025-11-26T20:56:57.966339] [INFO ] [sig ] Generating forecast for: ES [2025-11-26T20:56:57.966377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-11-26T20:56:57.978532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ES'. [2025-11-26T20:56:57.978918] [INFO ] [FORECASTER] Starting predict_future for ES [2025-11-26T20:56:57.979797] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-11-26T20:56:57.979870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:57.979915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:57.979955] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:57.980022] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:58.037255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:58.038082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:58.038182] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:58.038228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:58.162382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:58.162578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:58.162632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:58.162698] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:58.166215] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-11-26T20:56:58.166516] [INFO ] [FORECASTER] Completed predict_future for ES [2025-11-26T20:56:58.166682] [INFO ] [sig ] ES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:58.314245] [INFO ] [LOCAL ] Saved forecast: ES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ES.txt [2025-11-26T20:56:58.314430] [INFO ] [sig ] [1113/3599] Completed ES in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:56:58.314489] [INFO ] [sig ] [1114/3599] Forecasting ESAB... [2025-11-26T20:56:58.314533] [INFO ] [sig ] Generating forecast for: ESAB [2025-11-26T20:56:58.314578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-11-26T20:56:58.330202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESAB'. [2025-11-26T20:56:58.330597] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-11-26T20:56:58.331489] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-11-26T20:56:58.331562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:58.331619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:58.331689] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:58.331778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:58.388683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:58.389570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:58.389695] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:58.389750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:58.514240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:58.514414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:58.514477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:58.514532] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:58.517961] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=59.04%) [2025-11-26T20:56:58.518261] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-11-26T20:56:58.518417] [INFO ] [sig ] ESAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:58.658679] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESAB.txt [2025-11-26T20:56:58.658881] [INFO ] [sig ] [1114/3599] Completed ESAB in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:56:58.658947] [INFO ] [sig ] [1115/3599] Forecasting ESCA... [2025-11-26T20:56:58.658999] [INFO ] [sig ] Generating forecast for: ESCA [2025-11-26T20:56:58.659076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'. [2025-11-26T20:56:58.670604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESCA'. [2025-11-26T20:56:58.671030] [INFO ] [FORECASTER] Starting predict_future for ESCA [2025-11-26T20:56:58.671968] [DEBUG] [LOCAL ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt [2025-11-26T20:56:58.672044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:58.672123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:58.672202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:58.672325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:58.733269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:58.734214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:58.734337] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:58.734424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:58.848755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:58.848960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:58.849044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:58.849137] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:58.852589] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=59.08%) [2025-11-26T20:56:58.852935] [INFO ] [FORECASTER] Completed predict_future for ESCA [2025-11-26T20:56:58.853121] [INFO ] [sig ] ESCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:58.993113] [INFO ] [LOCAL ] Saved forecast: ESCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESCA.txt [2025-11-26T20:56:58.993308] [INFO ] [sig ] [1115/3599] Completed ESCA in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:56:58.993368] [INFO ] [sig ] [1116/3599] Forecasting ESE... [2025-11-26T20:56:58.993412] [INFO ] [sig ] Generating forecast for: ESE [2025-11-26T20:56:58.993532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-11-26T20:56:59.007038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESE'. [2025-11-26T20:56:59.007495] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-11-26T20:56:59.008388] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-11-26T20:56:59.008459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:59.008506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:59.008601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:59.008725] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:59.066019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:59.066992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:59.067093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:59.067140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:59.182971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:59.183165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:59.183221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:59.183266] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:59.186705] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=0.36%) [2025-11-26T20:56:59.187015] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-11-26T20:56:59.187159] [INFO ] [sig ] ESE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:59.327055] [INFO ] [LOCAL ] Saved forecast: ESE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESE.txt [2025-11-26T20:56:59.327245] [INFO ] [sig ] [1116/3599] Completed ESE in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:56:59.327301] [INFO ] [sig ] [1117/3599] Forecasting ESEA... [2025-11-26T20:56:59.327348] [INFO ] [sig ] Generating forecast for: ESEA [2025-11-26T20:56:59.327389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'. [2025-11-26T20:56:59.338579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESEA'. [2025-11-26T20:56:59.338923] [INFO ] [FORECASTER] Starting predict_future for ESEA [2025-11-26T20:56:59.339776] [DEBUG] [LOCAL ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt [2025-11-26T20:56:59.339848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:59.339895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:59.339935] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:59.340011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:59.396840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:59.397476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:59.397579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:59.397629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:59.517447] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:59.517662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:59.517713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:59.517755] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:59.521239] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=80.05%) [2025-11-26T20:56:59.521531] [INFO ] [FORECASTER] Completed predict_future for ESEA [2025-11-26T20:56:59.521823] [INFO ] [sig ] ESEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:56:59.663282] [INFO ] [LOCAL ] Saved forecast: ESEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESEA.txt [2025-11-26T20:56:59.663440] [INFO ] [sig ] [1117/3599] Completed ESEA in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:56:59.663493] [INFO ] [sig ] [1118/3599] Forecasting ESGD... [2025-11-26T20:56:59.663531] [INFO ] [sig ] Generating forecast for: ESGD [2025-11-26T20:56:59.663574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'. [2025-11-26T20:56:59.674899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGD'. [2025-11-26T20:56:59.675218] [INFO ] [FORECASTER] Starting predict_future for ESGD [2025-11-26T20:56:59.676080] [DEBUG] [LOCAL ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt [2025-11-26T20:56:59.676148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:56:59.676192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:56:59.676231] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:56:59.676296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:56:59.733998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:56:59.734895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:56:59.734995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:56:59.735048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:56:59.854157] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:56:59.854336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:56:59.854410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:56:59.854455] [INFO ] [FORECASTER] Training complete [2025-11-26T20:56:59.857862] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=8.59%) [2025-11-26T20:56:59.858150] [INFO ] [FORECASTER] Completed predict_future for ESGD [2025-11-26T20:56:59.858294] [INFO ] [sig ] ESGD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:56:59.995925] [INFO ] [LOCAL ] Saved forecast: ESGD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESGD.txt [2025-11-26T20:56:59.996068] [INFO ] [sig ] [1118/3599] Completed ESGD in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:56:59.996122] [INFO ] [sig ] [1119/3599] Forecasting ESGE... [2025-11-26T20:56:59.996164] [INFO ] [sig ] Generating forecast for: ESGE [2025-11-26T20:56:59.996205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'. [2025-11-26T20:57:00.008150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGE'. [2025-11-26T20:57:00.008583] [INFO ] [FORECASTER] Starting predict_future for ESGE [2025-11-26T20:57:00.009454] [DEBUG] [LOCAL ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt [2025-11-26T20:57:00.009526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:00.009573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:00.009613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:00.009729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:00.070349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:00.071319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:00.071427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:00.071475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:00.200040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:00.200225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:00.200277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:00.200320] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:00.203717] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=66.84%) [2025-11-26T20:57:00.204006] [INFO ] [FORECASTER] Completed predict_future for ESGE [2025-11-26T20:57:00.204153] [INFO ] [sig ] ESGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:00.344306] [INFO ] [LOCAL ] Saved forecast: ESGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESGE.txt [2025-11-26T20:57:00.344462] [INFO ] [sig ] [1119/3599] Completed ESGE in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:00.344531] [INFO ] [sig ] [1120/3599] Forecasting ESI... [2025-11-26T20:57:00.344582] [INFO ] [sig ] Generating forecast for: ESI [2025-11-26T20:57:00.344633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-11-26T20:57:00.355782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESI'. [2025-11-26T20:57:00.356163] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-11-26T20:57:00.357011] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-11-26T20:57:00.357080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:00.357135] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:00.357185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:00.357255] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:00.414140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:00.414836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:00.414941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:00.414989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:00.529447] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:00.529626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:00.529697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:00.529745] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:00.533159] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-11-26T20:57:00.533475] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-11-26T20:57:00.533630] [INFO ] [sig ] ESI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:00.673369] [INFO ] [LOCAL ] Saved forecast: ESI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESI.txt [2025-11-26T20:57:00.673532] [INFO ] [sig ] [1120/3599] Completed ESI in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:00.673598] [INFO ] [sig ] [1121/3599] Forecasting ESOA... [2025-11-26T20:57:00.673671] [INFO ] [sig ] Generating forecast for: ESOA [2025-11-26T20:57:00.673730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'. [2025-11-26T20:57:00.687787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESOA'. [2025-11-26T20:57:00.688113] [INFO ] [FORECASTER] Starting predict_future for ESOA [2025-11-26T20:57:00.688992] [DEBUG] [LOCAL ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt [2025-11-26T20:57:00.689061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:00.689106] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:00.689165] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:00.689233] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:00.746745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:00.747439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:00.747547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:00.747606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:00.867446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:00.867662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:00.867714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:00.867777] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:00.871181] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=65.58%) [2025-11-26T20:57:00.871482] [INFO ] [FORECASTER] Completed predict_future for ESOA [2025-11-26T20:57:00.871638] [INFO ] [sig ] ESOA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:01.011675] [INFO ] [LOCAL ] Saved forecast: ESOA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESOA.txt [2025-11-26T20:57:01.011836] [INFO ] [sig ] [1121/3599] Completed ESOA in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:01.011901] [INFO ] [sig ] [1122/3599] Forecasting ESPO... [2025-11-26T20:57:01.011956] [INFO ] [sig ] Generating forecast for: ESPO [2025-11-26T20:57:01.012009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'. [2025-11-26T20:57:01.023002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESPO'. [2025-11-26T20:57:01.023328] [INFO ] [FORECASTER] Starting predict_future for ESPO [2025-11-26T20:57:01.024169] [DEBUG] [LOCAL ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt [2025-11-26T20:57:01.024237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:01.024295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:01.024347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:01.024485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:01.080871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:01.081552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:01.081665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:01.081726] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:01.202843] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:01.203032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:01.203087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:01.203151] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:01.206960] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=10.29%) [2025-11-26T20:57:01.207265] [INFO ] [FORECASTER] Completed predict_future for ESPO [2025-11-26T20:57:01.207425] [INFO ] [sig ] ESPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:01.350825] [INFO ] [LOCAL ] Saved forecast: ESPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESPO.txt [2025-11-26T20:57:01.351020] [INFO ] [sig ] [1122/3599] Completed ESPO in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:01.351100] [INFO ] [sig ] [1123/3599] Forecasting ESQ... [2025-11-26T20:57:01.351157] [INFO ] [sig ] Generating forecast for: ESQ [2025-11-26T20:57:01.351212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'. [2025-11-26T20:57:01.362846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESQ'. [2025-11-26T20:57:01.363222] [INFO ] [FORECASTER] Starting predict_future for ESQ [2025-11-26T20:57:01.364089] [DEBUG] [LOCAL ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt [2025-11-26T20:57:01.364162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:01.364221] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:01.364273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:01.364355] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:01.423268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:01.424220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:01.424324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:01.424384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:01.537996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:01.538190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:01.538244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:01.538284] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:01.541903] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=7.92%) [2025-11-26T20:57:01.542209] [INFO ] [FORECASTER] Completed predict_future for ESQ [2025-11-26T20:57:01.542370] [INFO ] [sig ] ESQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:01.703693] [INFO ] [LOCAL ] Saved forecast: ESQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESQ.txt [2025-11-26T20:57:01.703906] [INFO ] [sig ] [1123/3599] Completed ESQ in 0.4s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:01.703965] [INFO ] [sig ] [1124/3599] Forecasting ESTA... [2025-11-26T20:57:01.704009] [INFO ] [sig ] Generating forecast for: ESTA [2025-11-26T20:57:01.704050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'. [2025-11-26T20:57:01.716204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTA'. [2025-11-26T20:57:01.716802] [INFO ] [FORECASTER] Starting predict_future for ESTA [2025-11-26T20:57:01.717707] [DEBUG] [LOCAL ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt [2025-11-26T20:57:01.717775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:01.717823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:01.717864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:01.717937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:01.778150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:01.779098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:01.779202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:01.779251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:01.903114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:01.903297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:01.903350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:01.903392] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:01.906967] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-11-26T20:57:01.907270] [INFO ] [FORECASTER] Completed predict_future for ESTA [2025-11-26T20:57:01.907418] [INFO ] [sig ] ESTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:02.051583] [INFO ] [LOCAL ] Saved forecast: ESTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESTA.txt [2025-11-26T20:57:02.051767] [INFO ] [sig ] [1124/3599] Completed ESTA in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:02.051824] [INFO ] [sig ] [1125/3599] Forecasting ESTC... [2025-11-26T20:57:02.051868] [INFO ] [sig ] Generating forecast for: ESTC [2025-11-26T20:57:02.051908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-11-26T20:57:02.063135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTC'. [2025-11-26T20:57:02.063500] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-11-26T20:57:02.064376] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-11-26T20:57:02.064448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:02.064507] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:02.064559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:02.064686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:02.124988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:02.126045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:02.126153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:02.126212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:02.248629] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:02.248840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:02.248893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:02.248935] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:02.253032] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-11-26T20:57:02.253347] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-11-26T20:57:02.253505] [INFO ] [sig ] ESTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:02.398377] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESTC.txt [2025-11-26T20:57:02.398584] [INFO ] [sig ] [1125/3599] Completed ESTC in 0.3s | 2.91 sym/s | Total: 6.4m | ETA: 14.2m [2025-11-26T20:57:02.398673] [INFO ] [sig ] [1126/3599] Forecasting ETB... [2025-11-26T20:57:02.398721] [INFO ] [sig ] Generating forecast for: ETB [2025-11-26T20:57:02.398764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-11-26T20:57:02.410219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETB'. [2025-11-26T20:57:02.410585] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-11-26T20:57:02.411616] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-11-26T20:57:02.411724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:02.411782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:02.411835] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:02.411915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:02.468497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:02.469337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:02.469441] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:02.469498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:02.581526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:02.581737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:02.581791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:02.581834] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:02.585285] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-11-26T20:57:02.585593] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-11-26T20:57:02.585774] [INFO ] [sig ] ETB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:02.724905] [INFO ] [LOCAL ] Saved forecast: ETB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETB.txt [2025-11-26T20:57:02.725066] [INFO ] [sig ] [1126/3599] Completed ETB in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m [2025-11-26T20:57:02.725114] [INFO ] [sig ] [1127/3599] Forecasting ETD... [2025-11-26T20:57:02.725158] [INFO ] [sig ] Generating forecast for: ETD [2025-11-26T20:57:02.725199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-11-26T20:57:02.736930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETD'. [2025-11-26T20:57:02.737368] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-11-26T20:57:02.738292] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-11-26T20:57:02.738365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:02.738413] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:02.738452] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:02.738520] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:02.795769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:02.796668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:02.796769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:02.796815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:02.917285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:02.917480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:02.917550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:02.917596] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:02.921073] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=7.77%) [2025-11-26T20:57:02.921376] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-11-26T20:57:02.921550] [INFO ] [sig ] ETD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:03.076846] [INFO ] [LOCAL ] Saved forecast: ETD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETD.txt [2025-11-26T20:57:03.077060] [INFO ] [sig ] [1127/3599] Completed ETD in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m [2025-11-26T20:57:03.077127] [INFO ] [sig ] [1128/3599] Forecasting ETG... [2025-11-26T20:57:03.077171] [INFO ] [sig ] Generating forecast for: ETG [2025-11-26T20:57:03.077207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-11-26T20:57:03.089218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETG'. [2025-11-26T20:57:03.089590] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-11-26T20:57:03.090461] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-11-26T20:57:03.090535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:03.090581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:03.090621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:03.090723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:03.148109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:03.149034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:03.149137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:03.149204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:03.284775] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:03.284968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:03.285026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:03.285083] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:03.288815] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-11-26T20:57:03.289157] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-11-26T20:57:03.289332] [INFO ] [sig ] ETG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:03.434022] [INFO ] [LOCAL ] Saved forecast: ETG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETG.txt [2025-11-26T20:57:03.434212] [INFO ] [sig ] [1128/3599] Completed ETG in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m [2025-11-26T20:57:03.434267] [INFO ] [sig ] [1129/3599] Forecasting ETHA... [2025-11-26T20:57:03.434313] [INFO ] [sig ] Generating forecast for: ETHA [2025-11-26T20:57:03.434409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'. [2025-11-26T20:57:03.448568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETHA'. [2025-11-26T20:57:03.449216] [INFO ] [FORECASTER] Starting predict_future for ETHA [2025-11-26T20:57:03.450282] [DEBUG] [LOCAL ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt [2025-11-26T20:57:03.450357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:03.450406] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:03.450448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:03.450516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:03.513163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:03.514377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:03.514495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:03.514545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:03.639062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:03.639301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:03.639363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:03.639428] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:03.643163] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=13.12%) [2025-11-26T20:57:03.643555] [INFO ] [FORECASTER] Completed predict_future for ETHA [2025-11-26T20:57:03.643752] [INFO ] [sig ] ETHA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:03.787931] [INFO ] [LOCAL ] Saved forecast: ETHA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETHA.txt [2025-11-26T20:57:03.788147] [INFO ] [sig ] [1129/3599] Completed ETHA in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.2m [2025-11-26T20:57:03.788206] [INFO ] [sig ] [1130/3599] Forecasting ETJ... [2025-11-26T20:57:03.788248] [INFO ] [sig ] Generating forecast for: ETJ [2025-11-26T20:57:03.788291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-11-26T20:57:03.800238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETJ'. [2025-11-26T20:57:03.800608] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-11-26T20:57:03.801490] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-11-26T20:57:03.801563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:03.801620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:03.801690] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:03.801762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:03.859347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:03.860061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:03.860160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:03.860209] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:03.979314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:03.979509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:03.979569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:03.979613] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:03.983204] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=1.47%) [2025-11-26T20:57:03.983517] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-11-26T20:57:03.983690] [INFO ] [sig ] ETJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:04.131464] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETJ.txt [2025-11-26T20:57:04.131622] [INFO ] [sig ] [1130/3599] Completed ETJ in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:04.131693] [INFO ] [sig ] [1131/3599] Forecasting ETN... [2025-11-26T20:57:04.131737] [INFO ] [sig ] Generating forecast for: ETN [2025-11-26T20:57:04.131778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-11-26T20:57:04.143372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETN'. [2025-11-26T20:57:04.143691] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-11-26T20:57:04.144557] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-11-26T20:57:04.144631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:04.144699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:04.144740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:04.144810] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:04.203042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:04.203730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:04.203825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:04.203890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:04.325719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:04.325905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:04.325958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:04.325999] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:04.329537] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=62.54%) [2025-11-26T20:57:04.329901] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-11-26T20:57:04.330063] [INFO ] [sig ] ETN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:04.471559] [INFO ] [LOCAL ] Saved forecast: ETN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETN.txt [2025-11-26T20:57:04.471791] [INFO ] [sig ] [1131/3599] Completed ETN in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:04.471847] [INFO ] [sig ] [1132/3599] Forecasting ETO... [2025-11-26T20:57:04.471883] [INFO ] [sig ] Generating forecast for: ETO [2025-11-26T20:57:04.471922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-11-26T20:57:04.486887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETO'. [2025-11-26T20:57:04.487284] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-11-26T20:57:04.488227] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-11-26T20:57:04.488300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:04.488348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:04.488403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:04.488576] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:04.546236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:04.547135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:04.547238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:04.547287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:04.669302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:04.669489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:04.669542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:04.669584] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:04.673105] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=33.79%) [2025-11-26T20:57:04.673435] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-11-26T20:57:04.673597] [INFO ] [sig ] ETO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:04.816169] [INFO ] [LOCAL ] Saved forecast: ETO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETO.txt [2025-11-26T20:57:04.816325] [INFO ] [sig ] [1132/3599] Completed ETO in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:04.816379] [INFO ] [sig ] [1133/3599] Forecasting ETON... [2025-11-26T20:57:04.816421] [INFO ] [sig ] Generating forecast for: ETON [2025-11-26T20:57:04.816468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'. [2025-11-26T20:57:04.827776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETON'. [2025-11-26T20:57:04.828088] [INFO ] [FORECASTER] Starting predict_future for ETON [2025-11-26T20:57:04.828933] [DEBUG] [LOCAL ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt [2025-11-26T20:57:04.829010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:04.829060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:04.829112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:04.829181] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:04.887907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:04.888590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:04.888706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:04.888755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:05.008584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:05.008775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:05.008838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:05.008891] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:05.012478] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=71.02%) [2025-11-26T20:57:05.012821] [INFO ] [FORECASTER] Completed predict_future for ETON [2025-11-26T20:57:05.012993] [INFO ] [sig ] ETON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:05.156709] [INFO ] [LOCAL ] Saved forecast: ETON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETON.txt [2025-11-26T20:57:05.156865] [INFO ] [sig ] [1133/3599] Completed ETON in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:05.156920] [INFO ] [sig ] [1134/3599] Forecasting ETSY... [2025-11-26T20:57:05.156962] [INFO ] [sig ] Generating forecast for: ETSY [2025-11-26T20:57:05.157007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-11-26T20:57:05.168478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETSY'. [2025-11-26T20:57:05.168847] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-11-26T20:57:05.169712] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-11-26T20:57:05.169781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:05.169829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:05.169874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:05.169939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:05.229216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:05.229893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:05.229988] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:05.230047] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:05.352001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:05.352195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:05.352248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:05.352289] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:05.355893] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=0.36%) [2025-11-26T20:57:05.356194] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-11-26T20:57:05.356344] [INFO ] [sig ] ETSY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:05.499082] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETSY.txt [2025-11-26T20:57:05.499238] [INFO ] [sig ] [1134/3599] Completed ETSY in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:05.499292] [INFO ] [sig ] [1135/3599] Forecasting ETY... [2025-11-26T20:57:05.499334] [INFO ] [sig ] Generating forecast for: ETY [2025-11-26T20:57:05.499376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-11-26T20:57:05.510589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETY'. [2025-11-26T20:57:05.510907] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-11-26T20:57:05.511844] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-11-26T20:57:05.511920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:05.511979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:05.512030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:05.512110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:05.571392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:05.572187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:05.572286] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:05.572345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:05.689773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:05.689951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:05.690004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:05.690066] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:05.693625] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=57.37%) [2025-11-26T20:57:05.693951] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-11-26T20:57:05.694104] [INFO ] [sig ] ETY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:05.836997] [INFO ] [LOCAL ] Saved forecast: ETY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETY.txt [2025-11-26T20:57:05.837153] [INFO ] [sig ] [1135/3599] Completed ETY in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:05.837206] [INFO ] [sig ] [1136/3599] Forecasting EUFN... [2025-11-26T20:57:05.837315] [INFO ] [sig ] Generating forecast for: EUFN [2025-11-26T20:57:05.837398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'. [2025-11-26T20:57:05.849175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EUFN'. [2025-11-26T20:57:05.849566] [INFO ] [FORECASTER] Starting predict_future for EUFN [2025-11-26T20:57:05.850441] [DEBUG] [LOCAL ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt [2025-11-26T20:57:05.850512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:05.850559] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:05.850600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:05.850683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:05.907807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:05.908604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:05.908724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:05.908773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:06.025034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:06.025221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:06.025279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:06.025321] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:06.028766] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-11-26T20:57:06.029068] [INFO ] [FORECASTER] Completed predict_future for EUFN [2025-11-26T20:57:06.029216] [INFO ] [sig ] EUFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:06.168569] [INFO ] [LOCAL ] Saved forecast: EUFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EUFN.txt [2025-11-26T20:57:06.168752] [INFO ] [sig ] [1136/3599] Completed EUFN in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:06.168810] [INFO ] [sig ] [1137/3599] Forecasting EVAX... [2025-11-26T20:57:06.168850] [INFO ] [sig ] Generating forecast for: EVAX [2025-11-26T20:57:06.168901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'. [2025-11-26T20:57:06.180278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVAX'. [2025-11-26T20:57:06.180618] [INFO ] [FORECASTER] Starting predict_future for EVAX [2025-11-26T20:57:06.181454] [DEBUG] [LOCAL ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt [2025-11-26T20:57:06.181523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:06.181570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:06.181610] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:06.181697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:06.239005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:06.239730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:06.239826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:06.239872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:06.358191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:06.358378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:06.358434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:06.358476] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:06.361897] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=15.35%) [2025-11-26T20:57:06.362197] [INFO ] [FORECASTER] Completed predict_future for EVAX [2025-11-26T20:57:06.362346] [INFO ] [sig ] EVAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:06.501864] [INFO ] [LOCAL ] Saved forecast: EVAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVAX.txt [2025-11-26T20:57:06.502034] [INFO ] [sig ] [1137/3599] Completed EVAX in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:06.502089] [INFO ] [sig ] [1138/3599] Forecasting EVC... [2025-11-26T20:57:06.502132] [INFO ] [sig ] Generating forecast for: EVC [2025-11-26T20:57:06.502173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-11-26T20:57:06.513273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVC'. [2025-11-26T20:57:06.513670] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-11-26T20:57:06.514508] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-11-26T20:57:06.514579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:06.514624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:06.514709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:06.514779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:06.572071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:06.572901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:06.573002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:06.573060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:06.693499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:06.693712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:06.693768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:06.693809] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:06.697312] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=51.93%) [2025-11-26T20:57:06.697715] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-11-26T20:57:06.697888] [INFO ] [sig ] EVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:06.837438] [INFO ] [LOCAL ] Saved forecast: EVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVC.txt [2025-11-26T20:57:06.837637] [INFO ] [sig ] [1138/3599] Completed EVC in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:06.837709] [INFO ] [sig ] [1139/3599] Forecasting EVCM... [2025-11-26T20:57:06.837753] [INFO ] [sig ] Generating forecast for: EVCM [2025-11-26T20:57:06.837792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'. [2025-11-26T20:57:06.852430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVCM'. [2025-11-26T20:57:06.852820] [INFO ] [FORECASTER] Starting predict_future for EVCM [2025-11-26T20:57:06.853674] [DEBUG] [LOCAL ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt [2025-11-26T20:57:06.853742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:06.853796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:06.853842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:06.853915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:06.911478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:06.912262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:06.912365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:06.912411] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:07.031173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:07.031354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:07.031405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:07.031443] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:07.034909] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=64.48%) [2025-11-26T20:57:07.035256] [INFO ] [FORECASTER] Completed predict_future for EVCM [2025-11-26T20:57:07.035429] [INFO ] [sig ] EVCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:07.175884] [INFO ] [LOCAL ] Saved forecast: EVCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVCM.txt [2025-11-26T20:57:07.176051] [INFO ] [sig ] [1139/3599] Completed EVCM in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:07.176109] [INFO ] [sig ] [1140/3599] Forecasting EVEX... [2025-11-26T20:57:07.176190] [INFO ] [sig ] Generating forecast for: EVEX [2025-11-26T20:57:07.176239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-11-26T20:57:07.187074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVEX'. [2025-11-26T20:57:07.187437] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-11-26T20:57:07.188379] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-11-26T20:57:07.188452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:07.188500] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:07.188543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:07.188610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:07.251684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:07.252916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:07.253046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:07.253102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:07.379067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:07.379264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:07.379319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:07.379360] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:07.382950] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-11-26T20:57:07.383274] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-11-26T20:57:07.383431] [INFO ] [sig ] EVEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:07.540828] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVEX.txt [2025-11-26T20:57:07.541020] [INFO ] [sig ] [1140/3599] Completed EVEX in 0.4s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:07.541077] [INFO ] [sig ] [1141/3599] Forecasting EVF... [2025-11-26T20:57:07.541116] [INFO ] [sig ] Generating forecast for: EVF [2025-11-26T20:57:07.541158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-11-26T20:57:07.554752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVF'. [2025-11-26T20:57:07.555140] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-11-26T20:57:07.556001] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-11-26T20:57:07.556070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:07.556116] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:07.556155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:07.556223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:07.613416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:07.614318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:07.614429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:07.614477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:07.727732] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:07.727917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:07.727969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:07.728012] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:07.731407] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-11-26T20:57:07.731721] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-11-26T20:57:07.731864] [INFO ] [sig ] EVF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:07.871785] [INFO ] [LOCAL ] Saved forecast: EVF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVF.txt [2025-11-26T20:57:07.871926] [INFO ] [sig ] [1141/3599] Completed EVF in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:07.871981] [INFO ] [sig ] [1142/3599] Forecasting EVG... [2025-11-26T20:57:07.872024] [INFO ] [sig ] Generating forecast for: EVG [2025-11-26T20:57:07.872064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-11-26T20:57:07.883764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVG'. [2025-11-26T20:57:07.884076] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-11-26T20:57:07.884904] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-11-26T20:57:07.884972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:07.885019] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:07.885060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:07.885128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:07.943028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:07.943678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:07.943771] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:07.943812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:08.054955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:08.055133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:08.055186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:08.055234] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:08.058703] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=32.09%) [2025-11-26T20:57:08.058989] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-11-26T20:57:08.059135] [INFO ] [sig ] EVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:08.200591] [INFO ] [LOCAL ] Saved forecast: EVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVG.txt [2025-11-26T20:57:08.200744] [INFO ] [sig ] [1142/3599] Completed EVG in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:08.200798] [INFO ] [sig ] [1143/3599] Forecasting EVGN... [2025-11-26T20:57:08.200842] [INFO ] [sig ] Generating forecast for: EVGN [2025-11-26T20:57:08.200883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'. [2025-11-26T20:57:08.212997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGN'. [2025-11-26T20:57:08.213325] [INFO ] [FORECASTER] Starting predict_future for EVGN [2025-11-26T20:57:08.214191] [DEBUG] [LOCAL ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt [2025-11-26T20:57:08.214260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:08.214305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:08.214345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:08.214414] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:08.274589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:08.275338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:08.275435] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:08.275476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:08.390633] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:08.390830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:08.390883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:08.390920] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:08.394269] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=75.91%) [2025-11-26T20:57:08.394560] [INFO ] [FORECASTER] Completed predict_future for EVGN [2025-11-26T20:57:08.394721] [INFO ] [sig ] EVGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:08.535409] [INFO ] [LOCAL ] Saved forecast: EVGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVGN.txt [2025-11-26T20:57:08.535566] [INFO ] [sig ] [1143/3599] Completed EVGN in 0.3s | 2.91 sym/s | Total: 6.5m | ETA: 14.1m [2025-11-26T20:57:08.535620] [INFO ] [sig ] [1144/3599] Forecasting EVGO... [2025-11-26T20:57:08.535683] [INFO ] [sig ] Generating forecast for: EVGO [2025-11-26T20:57:08.535726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'. [2025-11-26T20:57:08.552822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGO'. [2025-11-26T20:57:08.553117] [INFO ] [FORECASTER] Starting predict_future for EVGO [2025-11-26T20:57:08.553953] [DEBUG] [LOCAL ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt [2025-11-26T20:57:08.554021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:08.554067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:08.554108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:08.554175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:08.612085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:08.612727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:08.612817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:08.612862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:08.732606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:08.732821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:08.732877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:08.732920] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:08.736273] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=36.69%) [2025-11-26T20:57:08.736560] [INFO ] [FORECASTER] Completed predict_future for EVGO [2025-11-26T20:57:08.736726] [INFO ] [sig ] EVGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:08.876569] [INFO ] [LOCAL ] Saved forecast: EVGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVGO.txt [2025-11-26T20:57:08.876775] [INFO ] [sig ] [1144/3599] Completed EVGO in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m [2025-11-26T20:57:08.876832] [INFO ] [sig ] [1145/3599] Forecasting EVH... [2025-11-26T20:57:08.876874] [INFO ] [sig ] Generating forecast for: EVH [2025-11-26T20:57:08.876915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-11-26T20:57:08.888823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVH'. [2025-11-26T20:57:08.889208] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-11-26T20:57:08.890103] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-11-26T20:57:08.890172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:08.890219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:08.890258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:08.890323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:08.949316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:08.950113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:08.950218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:08.950267] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:09.069901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:09.070104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:09.070159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:09.070198] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:09.073739] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=51.99%) [2025-11-26T20:57:09.074082] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-11-26T20:57:09.074253] [INFO ] [sig ] EVH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:09.215872] [INFO ] [LOCAL ] Saved forecast: EVH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVH.txt [2025-11-26T20:57:09.216054] [INFO ] [sig ] [1145/3599] Completed EVH in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m [2025-11-26T20:57:09.216111] [INFO ] [sig ] [1146/3599] Forecasting EVN... [2025-11-26T20:57:09.216149] [INFO ] [sig ] Generating forecast for: EVN [2025-11-26T20:57:09.216192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-11-26T20:57:09.227263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVN'. [2025-11-26T20:57:09.227632] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-11-26T20:57:09.228564] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-11-26T20:57:09.228678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:09.228742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:09.228787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:09.228857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:09.288567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:09.289333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:09.289437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:09.289484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:09.406750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:09.406939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:09.406986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:09.407028] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:09.410535] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=89.88%) [2025-11-26T20:57:09.410870] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-11-26T20:57:09.411042] [INFO ] [sig ] EVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:09.554015] [INFO ] [LOCAL ] Saved forecast: EVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVN.txt [2025-11-26T20:57:09.554184] [INFO ] [sig ] [1146/3599] Completed EVN in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.1m [2025-11-26T20:57:09.554239] [INFO ] [sig ] [1147/3599] Forecasting EVO... [2025-11-26T20:57:09.554280] [INFO ] [sig ] Generating forecast for: EVO [2025-11-26T20:57:09.554321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'. [2025-11-26T20:57:09.565324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVO'. [2025-11-26T20:57:09.565621] [INFO ] [FORECASTER] Starting predict_future for EVO [2025-11-26T20:57:09.566487] [DEBUG] [LOCAL ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt [2025-11-26T20:57:09.566556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:09.566602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:09.566666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:09.566738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:09.623929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:09.624553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:09.624667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:09.624796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:09.748075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:09.748265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:09.748343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:09.748398] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:09.751905] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=90.66%) [2025-11-26T20:57:09.752218] [INFO ] [FORECASTER] Completed predict_future for EVO [2025-11-26T20:57:09.752377] [INFO ] [sig ] EVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:09.895734] [INFO ] [LOCAL ] Saved forecast: EVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVO.txt [2025-11-26T20:57:09.895875] [INFO ] [sig ] [1147/3599] Completed EVO in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:09.895922] [INFO ] [sig ] [1148/3599] Forecasting EVOK... [2025-11-26T20:57:09.895973] [INFO ] [sig ] Generating forecast for: EVOK [2025-11-26T20:57:09.896024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'. [2025-11-26T20:57:09.912513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVOK'. [2025-11-26T20:57:09.912908] [INFO ] [FORECASTER] Starting predict_future for EVOK [2025-11-26T20:57:09.913801] [DEBUG] [LOCAL ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt [2025-11-26T20:57:09.913868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:09.913912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:09.913952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:09.914077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:09.971661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:09.972300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:09.972393] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:09.972433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:10.083959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:10.084151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:10.084203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:10.084244] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:10.087745] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=41.69%) [2025-11-26T20:57:10.088076] [INFO ] [FORECASTER] Completed predict_future for EVOK [2025-11-26T20:57:10.088225] [INFO ] [sig ] EVOK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:10.229466] [INFO ] [LOCAL ] Saved forecast: EVOK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVOK.txt [2025-11-26T20:57:10.229609] [INFO ] [sig ] [1148/3599] Completed EVOK in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:10.229685] [INFO ] [sig ] [1149/3599] Forecasting EVRG... [2025-11-26T20:57:10.229730] [INFO ] [sig ] Generating forecast for: EVRG [2025-11-26T20:57:10.229773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'. [2025-11-26T20:57:10.241297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVRG'. [2025-11-26T20:57:10.241660] [INFO ] [FORECASTER] Starting predict_future for EVRG [2025-11-26T20:57:10.242474] [DEBUG] [LOCAL ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt [2025-11-26T20:57:10.242545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:10.242590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:10.242669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:10.242741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:10.300422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:10.301306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:10.301407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:10.301467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:10.421776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:10.421933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:10.421985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:10.422037] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:10.425396] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=44.21%) [2025-11-26T20:57:10.425724] [INFO ] [FORECASTER] Completed predict_future for EVRG [2025-11-26T20:57:10.425878] [INFO ] [sig ] EVRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:10.566619] [INFO ] [LOCAL ] Saved forecast: EVRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVRG.txt [2025-11-26T20:57:10.566785] [INFO ] [sig ] [1149/3599] Completed EVRG in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:10.566850] [INFO ] [sig ] [1150/3599] Forecasting EVSD... [2025-11-26T20:57:10.566893] [INFO ] [sig ] Generating forecast for: EVSD [2025-11-26T20:57:10.566934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'. [2025-11-26T20:57:10.577899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVSD'. [2025-11-26T20:57:10.578218] [INFO ] [FORECASTER] Starting predict_future for EVSD [2025-11-26T20:57:10.579047] [DEBUG] [LOCAL ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt [2025-11-26T20:57:10.579132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:10.579184] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:10.579224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:10.579293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:10.637079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:10.637807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:10.637901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:10.637946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:10.754058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:10.754246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:10.754298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:10.754340] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:10.757757] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=49.82%) [2025-11-26T20:57:10.758043] [INFO ] [FORECASTER] Completed predict_future for EVSD [2025-11-26T20:57:10.758184] [INFO ] [sig ] EVSD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:10.897017] [INFO ] [LOCAL ] Saved forecast: EVSD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVSD.txt [2025-11-26T20:57:10.897174] [INFO ] [sig ] [1150/3599] Completed EVSD in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:10.897227] [INFO ] [sig ] [1151/3599] Forecasting EVTL... [2025-11-26T20:57:10.897271] [INFO ] [sig ] Generating forecast for: EVTL [2025-11-26T20:57:10.897313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-11-26T20:57:10.909722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVTL'. [2025-11-26T20:57:10.910108] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-11-26T20:57:10.910974] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-11-26T20:57:10.911044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:10.911090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:10.911128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:10.911197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:10.971521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:10.972431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:10.972533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:10.972580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:11.096571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:11.096790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:11.096845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:11.096885] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:11.100700] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=81.16%) [2025-11-26T20:57:11.101044] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-11-26T20:57:11.101199] [INFO ] [sig ] EVTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:11.248449] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVTL.txt [2025-11-26T20:57:11.248633] [INFO ] [sig ] [1151/3599] Completed EVTL in 0.4s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:11.248705] [INFO ] [sig ] [1152/3599] Forecasting EWBC... [2025-11-26T20:57:11.248748] [INFO ] [sig ] Generating forecast for: EWBC [2025-11-26T20:57:11.248790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'. [2025-11-26T20:57:11.260662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWBC'. [2025-11-26T20:57:11.261086] [INFO ] [FORECASTER] Starting predict_future for EWBC [2025-11-26T20:57:11.262066] [DEBUG] [LOCAL ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt [2025-11-26T20:57:11.262149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:11.262208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:11.262257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:11.262326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:11.323805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:11.324726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:11.324829] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:11.324878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:11.447585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:11.447804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:11.447887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:11.447942] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:11.451508] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-11-26T20:57:11.451850] [INFO ] [FORECASTER] Completed predict_future for EWBC [2025-11-26T20:57:11.452007] [INFO ] [sig ] EWBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:11.603079] [INFO ] [LOCAL ] Saved forecast: EWBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EWBC.txt [2025-11-26T20:57:11.603327] [INFO ] [sig ] [1152/3599] Completed EWBC in 0.4s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:11.603418] [INFO ] [sig ] [1153/3599] Forecasting EWCZ... [2025-11-26T20:57:11.603488] [INFO ] [sig ] Generating forecast for: EWCZ [2025-11-26T20:57:11.603559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'. [2025-11-26T20:57:11.615794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'. [2025-11-26T20:57:11.616215] [INFO ] [FORECASTER] Starting predict_future for EWCZ [2025-11-26T20:57:11.617077] [DEBUG] [LOCAL ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt [2025-11-26T20:57:11.617146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:11.617192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:11.617231] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:11.617297] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:11.676504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:11.677327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:11.677464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:11.677573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:11.795681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:11.795857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:11.795929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:11.795971] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:11.799400] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-11-26T20:57:11.799710] [INFO ] [FORECASTER] Completed predict_future for EWCZ [2025-11-26T20:57:11.799854] [INFO ] [sig ] EWCZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:11.940722] [INFO ] [LOCAL ] Saved forecast: EWCZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EWCZ.txt [2025-11-26T20:57:11.940890] [INFO ] [sig ] [1153/3599] Completed EWCZ in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:11.940945] [INFO ] [sig ] [1154/3599] Forecasting EWTX... [2025-11-26T20:57:11.940989] [INFO ] [sig ] Generating forecast for: EWTX [2025-11-26T20:57:11.941043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'. [2025-11-26T20:57:11.953944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWTX'. [2025-11-26T20:57:11.954245] [INFO ] [FORECASTER] Starting predict_future for EWTX [2025-11-26T20:57:11.955092] [DEBUG] [LOCAL ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt [2025-11-26T20:57:11.955162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:11.955208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:11.955252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:11.955319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:12.013032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:12.013771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:12.013870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:12.013916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:12.129624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:12.129795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:12.129847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:12.129889] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:12.133208] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=33.03%) [2025-11-26T20:57:12.133502] [INFO ] [FORECASTER] Completed predict_future for EWTX [2025-11-26T20:57:12.133668] [INFO ] [sig ] EWTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:12.272346] [INFO ] [LOCAL ] Saved forecast: EWTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EWTX.txt [2025-11-26T20:57:12.272497] [INFO ] [sig ] [1154/3599] Completed EWTX in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:12.272551] [INFO ] [sig ] [1155/3599] Forecasting EWZS... [2025-11-26T20:57:12.272595] [INFO ] [sig ] Generating forecast for: EWZS [2025-11-26T20:57:12.272657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'. [2025-11-26T20:57:12.284923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWZS'. [2025-11-26T20:57:12.285246] [INFO ] [FORECASTER] Starting predict_future for EWZS [2025-11-26T20:57:12.286094] [DEBUG] [LOCAL ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt [2025-11-26T20:57:12.286164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:12.286208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:12.286246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:12.286316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:12.343950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:12.344676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:12.344771] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:12.344817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:12.473726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:12.473948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:12.474003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:12.474047] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:12.477716] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=71.67%) [2025-11-26T20:57:12.478114] [INFO ] [FORECASTER] Completed predict_future for EWZS [2025-11-26T20:57:12.478286] [INFO ] [sig ] EWZS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:12.625019] [INFO ] [LOCAL ] Saved forecast: EWZS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EWZS.txt [2025-11-26T20:57:12.625215] [INFO ] [sig ] [1155/3599] Completed EWZS in 0.4s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:12.625271] [INFO ] [sig ] [1156/3599] Forecasting EXAS... [2025-11-26T20:57:12.625315] [INFO ] [sig ] Generating forecast for: EXAS [2025-11-26T20:57:12.625356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'. [2025-11-26T20:57:12.638098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXAS'. [2025-11-26T20:57:12.638570] [INFO ] [FORECASTER] Starting predict_future for EXAS [2025-11-26T20:57:12.639421] [DEBUG] [LOCAL ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt [2025-11-26T20:57:12.639492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:12.639537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:12.639579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:12.639670] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:12.697636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:12.698510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:12.698611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:12.698681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:12.823299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:12.823482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:12.823535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:12.823578] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:12.826975] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=75.95%) [2025-11-26T20:57:12.827262] [INFO ] [FORECASTER] Completed predict_future for EXAS [2025-11-26T20:57:12.827405] [INFO ] [sig ] EXAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:12.966804] [INFO ] [LOCAL ] Saved forecast: EXAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXAS.txt [2025-11-26T20:57:12.966946] [INFO ] [sig ] [1156/3599] Completed EXAS in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:12.966999] [INFO ] [sig ] [1157/3599] Forecasting EXC... [2025-11-26T20:57:12.967042] [INFO ] [sig ] Generating forecast for: EXC [2025-11-26T20:57:12.967083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'. [2025-11-26T20:57:12.979942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXC'. [2025-11-26T20:57:12.980395] [INFO ] [FORECASTER] Starting predict_future for EXC [2025-11-26T20:57:12.981280] [DEBUG] [LOCAL ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt [2025-11-26T20:57:12.981350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:12.981416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:12.981450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:12.981518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:13.039347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:13.040305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:13.040410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:13.040457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:13.163525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:13.163747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:13.163802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:13.163848] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:13.167310] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=36.74%) [2025-11-26T20:57:13.167631] [INFO ] [FORECASTER] Completed predict_future for EXC [2025-11-26T20:57:13.167799] [INFO ] [sig ] EXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:13.307626] [INFO ] [LOCAL ] Saved forecast: EXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXC.txt [2025-11-26T20:57:13.307811] [INFO ] [sig ] [1157/3599] Completed EXC in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:13.307865] [INFO ] [sig ] [1158/3599] Forecasting EXEL... [2025-11-26T20:57:13.307904] [INFO ] [sig ] Generating forecast for: EXEL [2025-11-26T20:57:13.307946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'. [2025-11-26T20:57:13.319378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXEL'. [2025-11-26T20:57:13.319710] [INFO ] [FORECASTER] Starting predict_future for EXEL [2025-11-26T20:57:13.320532] [DEBUG] [LOCAL ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt [2025-11-26T20:57:13.320601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:13.320668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:13.320715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:13.320782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:13.378228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:13.378907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:13.379004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:13.379054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:13.503043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:13.503239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:13.503294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:13.503333] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:13.506815] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=41.27%) [2025-11-26T20:57:13.507112] [INFO ] [FORECASTER] Completed predict_future for EXEL [2025-11-26T20:57:13.507255] [INFO ] [sig ] EXEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:13.647706] [INFO ] [LOCAL ] Saved forecast: EXEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXEL.txt [2025-11-26T20:57:13.647866] [INFO ] [sig ] [1158/3599] Completed EXEL in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:13.647916] [INFO ] [sig ] [1159/3599] Forecasting EXFY... [2025-11-26T20:57:13.647958] [INFO ] [sig ] Generating forecast for: EXFY [2025-11-26T20:57:13.648000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'. [2025-11-26T20:57:13.660760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXFY'. [2025-11-26T20:57:13.661094] [INFO ] [FORECASTER] Starting predict_future for EXFY [2025-11-26T20:57:13.661959] [DEBUG] [LOCAL ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt [2025-11-26T20:57:13.662027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:13.662077] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:13.662116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:13.662202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:13.721589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:13.722299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:13.722397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:13.722446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:13.845633] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:13.845811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:13.845862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:13.845904] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:13.849424] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-11-26T20:57:13.849750] [INFO ] [FORECASTER] Completed predict_future for EXFY [2025-11-26T20:57:13.849904] [INFO ] [sig ] EXFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:13.995226] [INFO ] [LOCAL ] Saved forecast: EXFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXFY.txt [2025-11-26T20:57:13.995393] [INFO ] [sig ] [1159/3599] Completed EXFY in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:13.995448] [INFO ] [sig ] [1160/3599] Forecasting EXG... [2025-11-26T20:57:13.995489] [INFO ] [sig ] Generating forecast for: EXG [2025-11-26T20:57:13.995531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-11-26T20:57:14.006796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXG'. [2025-11-26T20:57:14.007162] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-11-26T20:57:14.008081] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-11-26T20:57:14.008170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:14.008224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:14.008264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:14.008350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:14.067636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:14.068374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:14.068474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:14.068523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:14.190691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:14.190871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:14.190923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:14.190963] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:14.194394] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=54.80%) [2025-11-26T20:57:14.194717] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-11-26T20:57:14.194862] [INFO ] [sig ] EXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:14.336489] [INFO ] [LOCAL ] Saved forecast: EXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXG.txt [2025-11-26T20:57:14.336661] [INFO ] [sig ] [1160/3599] Completed EXG in 0.3s | 2.91 sym/s | Total: 6.6m | ETA: 14.0m [2025-11-26T20:57:14.336712] [INFO ] [sig ] [1161/3599] Forecasting EXK... [2025-11-26T20:57:14.336758] [INFO ] [sig ] Generating forecast for: EXK [2025-11-26T20:57:14.336809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-11-26T20:57:14.348026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXK'. [2025-11-26T20:57:14.348367] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-11-26T20:57:14.349247] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-11-26T20:57:14.349318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:14.349364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:14.349404] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:14.349491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:14.408321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:14.409161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:14.409258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:14.409305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:14.528184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:14.528361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:14.528415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:14.528457] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:14.532004] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=85.62%) [2025-11-26T20:57:14.532355] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-11-26T20:57:14.532507] [INFO ] [sig ] EXK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:14.674131] [INFO ] [LOCAL ] Saved forecast: EXK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXK.txt [2025-11-26T20:57:14.674282] [INFO ] [sig ] [1161/3599] Completed EXK in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m [2025-11-26T20:57:14.674335] [INFO ] [sig ] [1162/3599] Forecasting EXLS... [2025-11-26T20:57:14.674377] [INFO ] [sig ] Generating forecast for: EXLS [2025-11-26T20:57:14.674418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'. [2025-11-26T20:57:14.685458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXLS'. [2025-11-26T20:57:14.685786] [INFO ] [FORECASTER] Starting predict_future for EXLS [2025-11-26T20:57:14.686610] [DEBUG] [LOCAL ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt [2025-11-26T20:57:14.686702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:14.686748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:14.686787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:14.686854] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:14.748911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:14.749684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:14.749784] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:14.749832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:14.872900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:14.873070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:14.873144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:14.873190] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:14.876608] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=2.60%) [2025-11-26T20:57:14.876920] [INFO ] [FORECASTER] Completed predict_future for EXLS [2025-11-26T20:57:14.877063] [INFO ] [sig ] EXLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:15.018303] [INFO ] [LOCAL ] Saved forecast: EXLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXLS.txt [2025-11-26T20:57:15.018484] [INFO ] [sig ] [1162/3599] Completed EXLS in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m [2025-11-26T20:57:15.018539] [INFO ] [sig ] [1163/3599] Forecasting EXP... [2025-11-26T20:57:15.018588] [INFO ] [sig ] Generating forecast for: EXP [2025-11-26T20:57:15.018664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-11-26T20:57:15.033862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXP'. [2025-11-26T20:57:15.034255] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-11-26T20:57:15.035206] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-11-26T20:57:15.035279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:15.035325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:15.035367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:15.035441] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:15.092804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:15.093512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:15.093607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:15.093666] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:15.209143] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:15.209343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:15.209393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:15.209433] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:15.212931] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-11-26T20:57:15.213219] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-11-26T20:57:15.213369] [INFO ] [sig ] EXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:15.354898] [INFO ] [LOCAL ] Saved forecast: EXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXP.txt [2025-11-26T20:57:15.355059] [INFO ] [sig ] [1163/3599] Completed EXP in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 14.0m [2025-11-26T20:57:15.355113] [INFO ] [sig ] [1164/3599] Forecasting EXPD... [2025-11-26T20:57:15.355156] [INFO ] [sig ] Generating forecast for: EXPD [2025-11-26T20:57:15.355199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-11-26T20:57:15.366444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPD'. [2025-11-26T20:57:15.366781] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-11-26T20:57:15.367665] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-11-26T20:57:15.367733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:15.367778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:15.367818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:15.367884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:15.424730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:15.425369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:15.425466] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:15.425507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:15.544865] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:15.545038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:15.545099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:15.545160] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:15.551671] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=76.54%) [2025-11-26T20:57:15.551977] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-11-26T20:57:15.552131] [INFO ] [sig ] EXPD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:15.693326] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXPD.txt [2025-11-26T20:57:15.693497] [INFO ] [sig ] [1164/3599] Completed EXPD in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:15.693555] [INFO ] [sig ] [1165/3599] Forecasting EXPE... [2025-11-26T20:57:15.693599] [INFO ] [sig ] Generating forecast for: EXPE [2025-11-26T20:57:15.693659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'. [2025-11-26T20:57:15.707294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPE'. [2025-11-26T20:57:15.707965] [INFO ] [FORECASTER] Starting predict_future for EXPE [2025-11-26T20:57:15.709009] [DEBUG] [LOCAL ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt [2025-11-26T20:57:15.709148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:15.709206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:15.709255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:15.709329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:15.767863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:15.768961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:15.769073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:15.769121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:15.888245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:15.888449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:15.888505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:15.888539] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:15.892051] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=89.71%) [2025-11-26T20:57:15.892360] [INFO ] [FORECASTER] Completed predict_future for EXPE [2025-11-26T20:57:15.892510] [INFO ] [sig ] EXPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:16.031391] [INFO ] [LOCAL ] Saved forecast: EXPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXPE.txt [2025-11-26T20:57:16.031561] [INFO ] [sig ] [1165/3599] Completed EXPE in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:16.031615] [INFO ] [sig ] [1166/3599] Forecasting EXPI... [2025-11-26T20:57:16.031678] [INFO ] [sig ] Generating forecast for: EXPI [2025-11-26T20:57:16.031718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'. [2025-11-26T20:57:16.043393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPI'. [2025-11-26T20:57:16.043770] [INFO ] [FORECASTER] Starting predict_future for EXPI [2025-11-26T20:57:16.044594] [DEBUG] [LOCAL ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt [2025-11-26T20:57:16.044687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:16.044734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:16.044774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:16.044841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:16.101342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:16.102078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:16.102178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:16.102242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:16.218486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:16.218701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:16.218757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:16.218797] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:16.222240] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=84.07%) [2025-11-26T20:57:16.222532] [INFO ] [FORECASTER] Completed predict_future for EXPI [2025-11-26T20:57:16.222698] [INFO ] [sig ] EXPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:16.361104] [INFO ] [LOCAL ] Saved forecast: EXPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXPI.txt [2025-11-26T20:57:16.361252] [INFO ] [sig ] [1166/3599] Completed EXPI in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:16.361305] [INFO ] [sig ] [1167/3599] Forecasting EXPO... [2025-11-26T20:57:16.361346] [INFO ] [sig ] Generating forecast for: EXPO [2025-11-26T20:57:16.361388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'. [2025-11-26T20:57:16.372833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPO'. [2025-11-26T20:57:16.373137] [INFO ] [FORECASTER] Starting predict_future for EXPO [2025-11-26T20:57:16.373974] [DEBUG] [LOCAL ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt [2025-11-26T20:57:16.374043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:16.374088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:16.374132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:16.374205] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:16.430781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:16.431412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:16.431508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:16.431549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:16.549420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:16.549576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:16.549627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:16.549685] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:16.552963] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T20:57:16.553249] [INFO ] [FORECASTER] Completed predict_future for EXPO [2025-11-26T20:57:16.553392] [INFO ] [sig ] EXPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:16.693536] [INFO ] [LOCAL ] Saved forecast: EXPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXPO.txt [2025-11-26T20:57:16.693696] [INFO ] [sig ] [1167/3599] Completed EXPO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:16.693752] [INFO ] [sig ] [1168/3599] Forecasting EYE... [2025-11-26T20:57:16.693789] [INFO ] [sig ] Generating forecast for: EYE [2025-11-26T20:57:16.693833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'. [2025-11-26T20:57:16.705043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EYE'. [2025-11-26T20:57:16.705344] [INFO ] [FORECASTER] Starting predict_future for EYE [2025-11-26T20:57:16.706175] [DEBUG] [LOCAL ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt [2025-11-26T20:57:16.706243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:16.706287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:16.706337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:16.706406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:16.763336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:16.763981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:16.764077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:16.764128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:16.886457] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:16.886695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:16.886752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:16.886793] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:16.890350] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=13.17%) [2025-11-26T20:57:16.890685] [INFO ] [FORECASTER] Completed predict_future for EYE [2025-11-26T20:57:16.890839] [INFO ] [sig ] EYE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:17.030189] [INFO ] [LOCAL ] Saved forecast: EYE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EYE.txt [2025-11-26T20:57:17.030436] [INFO ] [sig ] [1168/3599] Completed EYE in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:17.030517] [INFO ] [sig ] [1169/3599] Forecasting EZGO... [2025-11-26T20:57:17.030578] [INFO ] [sig ] Generating forecast for: EZGO [2025-11-26T20:57:17.030634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'. [2025-11-26T20:57:17.042570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EZGO'. [2025-11-26T20:57:17.043064] [INFO ] [FORECASTER] Starting predict_future for EZGO [2025-11-26T20:57:17.043981] [DEBUG] [LOCAL ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt [2025-11-26T20:57:17.044053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:17.044098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:17.044148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:17.044228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:17.101175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:17.102087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:17.102197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:17.102249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:17.214803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:17.214962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:17.215016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:17.215059] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:17.218507] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=16.33%) [2025-11-26T20:57:17.218823] [INFO ] [FORECASTER] Completed predict_future for EZGO [2025-11-26T20:57:17.218970] [INFO ] [sig ] EZGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:17.362292] [INFO ] [LOCAL ] Saved forecast: EZGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EZGO.txt [2025-11-26T20:57:17.362594] [INFO ] [sig ] [1169/3599] Completed EZGO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:17.362705] [INFO ] [sig ] [1170/3599] Forecasting F... [2025-11-26T20:57:17.362776] [INFO ] [sig ] Generating forecast for: F [2025-11-26T20:57:17.362837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-11-26T20:57:17.376760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'F'. [2025-11-26T20:57:17.377281] [INFO ] [FORECASTER] Starting predict_future for F [2025-11-26T20:57:17.378368] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-11-26T20:57:17.378452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:17.378503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:17.378544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:17.378614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:17.446794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:17.447792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:17.447901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:17.447948] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:17.570282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:17.570475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:17.570531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:17.570573] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:17.574041] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=3.29%) [2025-11-26T20:57:17.574336] [INFO ] [FORECASTER] Completed predict_future for F [2025-11-26T20:57:17.574484] [INFO ] [sig ] F: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:17.722307] [INFO ] [LOCAL ] Saved forecast: F 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/F.txt [2025-11-26T20:57:17.722510] [INFO ] [sig ] [1170/3599] Completed F in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:17.722569] [INFO ] [sig ] [1171/3599] Forecasting FA... [2025-11-26T20:57:17.722619] [INFO ] [sig ] Generating forecast for: FA [2025-11-26T20:57:17.722686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'. [2025-11-26T20:57:17.735410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FA'. [2025-11-26T20:57:17.735809] [INFO ] [FORECASTER] Starting predict_future for FA [2025-11-26T20:57:17.736808] [DEBUG] [LOCAL ] No optimal features file found for FA: ./output/feature-sets/FA.txt [2025-11-26T20:57:17.736880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:17.736926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:17.736979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:17.737051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:17.797359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:17.798485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:17.798598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:17.798671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:17.919674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:17.919853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:17.919906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:17.919948] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:17.923388] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=71.66%) [2025-11-26T20:57:17.923705] [INFO ] [FORECASTER] Completed predict_future for FA [2025-11-26T20:57:17.923851] [INFO ] [sig ] FA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:18.063198] [INFO ] [LOCAL ] Saved forecast: FA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FA.txt [2025-11-26T20:57:18.063410] [INFO ] [sig ] [1171/3599] Completed FA in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:18.063468] [INFO ] [sig ] [1172/3599] Forecasting FAF... [2025-11-26T20:57:18.063511] [INFO ] [sig ] Generating forecast for: FAF [2025-11-26T20:57:18.063552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-11-26T20:57:18.075363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FAF'. [2025-11-26T20:57:18.075722] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-11-26T20:57:18.076598] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-11-26T20:57:18.076685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:18.076732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:18.076770] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:18.076837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:18.133782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:18.134456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:18.134552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:18.134599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:18.247311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:18.247470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:18.247547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:18.247603] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:18.251121] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=81.27%) [2025-11-26T20:57:18.251434] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-11-26T20:57:18.251593] [INFO ] [sig ] FAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:18.392164] [INFO ] [LOCAL ] Saved forecast: FAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FAF.txt [2025-11-26T20:57:18.392325] [INFO ] [sig ] [1172/3599] Completed FAF in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:18.392376] [INFO ] [sig ] [1173/3599] Forecasting FALN... [2025-11-26T20:57:18.392419] [INFO ] [sig ] Generating forecast for: FALN [2025-11-26T20:57:18.392460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'. [2025-11-26T20:57:18.403628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FALN'. [2025-11-26T20:57:18.404004] [INFO ] [FORECASTER] Starting predict_future for FALN [2025-11-26T20:57:18.404901] [DEBUG] [LOCAL ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt [2025-11-26T20:57:18.404971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:18.405018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:18.405059] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:18.405144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:18.464157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:18.464899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:18.465002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:18.465048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:18.585894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:18.586066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:18.586119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:18.586165] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:18.589552] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=70.78%) [2025-11-26T20:57:18.589871] [INFO ] [FORECASTER] Completed predict_future for FALN [2025-11-26T20:57:18.590015] [INFO ] [sig ] FALN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:18.729600] [INFO ] [LOCAL ] Saved forecast: FALN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FALN.txt [2025-11-26T20:57:18.729781] [INFO ] [sig ] [1173/3599] Completed FALN in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:18.729838] [INFO ] [sig ] [1174/3599] Forecasting FANG... [2025-11-26T20:57:18.729879] [INFO ] [sig ] Generating forecast for: FANG [2025-11-26T20:57:18.729921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'. [2025-11-26T20:57:18.741255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FANG'. [2025-11-26T20:57:18.741581] [INFO ] [FORECASTER] Starting predict_future for FANG [2025-11-26T20:57:18.742439] [DEBUG] [LOCAL ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt [2025-11-26T20:57:18.742507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:18.742553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:18.742599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:18.742697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:18.803800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:18.804622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:18.804751] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:18.804805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:18.925257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:18.925424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:18.925476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:18.925524] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:18.929215] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-11-26T20:57:18.929536] [INFO ] [FORECASTER] Completed predict_future for FANG [2025-11-26T20:57:18.929718] [INFO ] [sig ] FANG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:19.073134] [INFO ] [LOCAL ] Saved forecast: FANG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FANG.txt [2025-11-26T20:57:19.073304] [INFO ] [sig ] [1174/3599] Completed FANG in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:19.073373] [INFO ] [sig ] [1175/3599] Forecasting FARM... [2025-11-26T20:57:19.073420] [INFO ] [sig ] Generating forecast for: FARM [2025-11-26T20:57:19.073463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'. [2025-11-26T20:57:19.085177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FARM'. [2025-11-26T20:57:19.085538] [INFO ] [FORECASTER] Starting predict_future for FARM [2025-11-26T20:57:19.086501] [DEBUG] [LOCAL ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt [2025-11-26T20:57:19.086587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:19.086674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:19.086736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:19.086833] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:19.146253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:19.147054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:19.147166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:19.147235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:19.267482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:19.267695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:19.267769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:19.267830] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:19.271440] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=5.68%) [2025-11-26T20:57:19.271815] [INFO ] [FORECASTER] Completed predict_future for FARM [2025-11-26T20:57:19.271986] [INFO ] [sig ] FARM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:19.414894] [INFO ] [LOCAL ] Saved forecast: FARM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FARM.txt [2025-11-26T20:57:19.415076] [INFO ] [sig ] [1175/3599] Completed FARM in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:19.415154] [INFO ] [sig ] [1176/3599] Forecasting FATBP... [2025-11-26T20:57:19.415221] [INFO ] [sig ] Generating forecast for: FATBP [2025-11-26T20:57:19.415281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FATBP' from 'https://tdm.silogroup.org/data/derivative_storage/FATBP.csv'. [2025-11-26T20:57:19.426700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FATBP'. [2025-11-26T20:57:19.427069] [INFO ] [FORECASTER] Starting predict_future for FATBP [2025-11-26T20:57:19.428007] [DEBUG] [LOCAL ] No optimal features file found for FATBP: ./output/feature-sets/FATBP.txt [2025-11-26T20:57:19.428084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:19.428144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:19.428202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:19.428301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:19.488390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:19.489288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:19.489399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:19.489462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:19.600687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:19.600888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:19.600949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:19.600994] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:19.604504] [DEBUG] [FORECASTER] FATBP: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-11-26T20:57:19.604833] [INFO ] [FORECASTER] Completed predict_future for FATBP [2025-11-26T20:57:19.605010] [INFO ] [sig ] FATBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:19.751927] [INFO ] [LOCAL ] Saved forecast: FATBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FATBP.txt [2025-11-26T20:57:19.752124] [INFO ] [sig ] [1176/3599] Completed FATBP in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:19.752179] [INFO ] [sig ] [1177/3599] Forecasting FBIN... [2025-11-26T20:57:19.752227] [INFO ] [sig ] Generating forecast for: FBIN [2025-11-26T20:57:19.752281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-11-26T20:57:19.766993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIN'. [2025-11-26T20:57:19.767362] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-11-26T20:57:19.768325] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-11-26T20:57:19.768398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:19.768453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:19.768502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:19.768572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:19.827457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:19.828374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:19.828474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:19.828533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:19.949447] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:19.949667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:19.949739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:19.949783] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:19.953235] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=8.52%) [2025-11-26T20:57:19.953539] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-11-26T20:57:19.953714] [INFO ] [sig ] FBIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:20.137903] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBIN.txt [2025-11-26T20:57:20.138080] [INFO ] [sig ] [1177/3599] Completed FBIN in 0.4s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:20.138136] [INFO ] [sig ] [1178/3599] Forecasting FBIO... [2025-11-26T20:57:20.138178] [INFO ] [sig ] Generating forecast for: FBIO [2025-11-26T20:57:20.138219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'. [2025-11-26T20:57:20.150463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIO'. [2025-11-26T20:57:20.150871] [INFO ] [FORECASTER] Starting predict_future for FBIO [2025-11-26T20:57:20.151740] [DEBUG] [LOCAL ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt [2025-11-26T20:57:20.151806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:20.151852] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:20.151892] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:20.151962] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:20.209537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:20.210305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:20.210412] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:20.210463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:20.330119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:20.330307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:20.330365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:20.330409] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:20.333867] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=8.89%) [2025-11-26T20:57:20.334250] [INFO ] [FORECASTER] Completed predict_future for FBIO [2025-11-26T20:57:20.334418] [INFO ] [sig ] FBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:20.483479] [INFO ] [LOCAL ] Saved forecast: FBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBIO.txt [2025-11-26T20:57:20.483690] [INFO ] [sig ] [1178/3599] Completed FBIO in 0.3s | 2.91 sym/s | Total: 6.7m | ETA: 13.9m [2025-11-26T20:57:20.483754] [INFO ] [sig ] [1179/3599] Forecasting FBIZ... [2025-11-26T20:57:20.483809] [INFO ] [sig ] Generating forecast for: FBIZ [2025-11-26T20:57:20.483858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'. [2025-11-26T20:57:20.494753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'. [2025-11-26T20:57:20.495081] [INFO ] [FORECASTER] Starting predict_future for FBIZ [2025-11-26T20:57:20.495926] [DEBUG] [LOCAL ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt [2025-11-26T20:57:20.495995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:20.496047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:20.496100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:20.496195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:20.555160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:20.556013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:20.556112] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:20.556170] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:20.675334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:20.675508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:20.675570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:20.675605] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:20.679190] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=31.10%) [2025-11-26T20:57:20.679535] [INFO ] [FORECASTER] Completed predict_future for FBIZ [2025-11-26T20:57:20.679717] [INFO ] [sig ] FBIZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:20.821954] [INFO ] [LOCAL ] Saved forecast: FBIZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBIZ.txt [2025-11-26T20:57:20.822120] [INFO ] [sig ] [1179/3599] Completed FBIZ in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m [2025-11-26T20:57:20.822174] [INFO ] [sig ] [1180/3599] Forecasting FBK... [2025-11-26T20:57:20.822216] [INFO ] [sig ] Generating forecast for: FBK [2025-11-26T20:57:20.822256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-11-26T20:57:20.833285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBK'. [2025-11-26T20:57:20.833631] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-11-26T20:57:20.834502] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-11-26T20:57:20.834571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:20.834625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:20.834702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:20.834780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:20.893801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:20.894755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:20.894861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:20.894915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:21.014246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:21.014438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:21.014493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:21.014544] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:21.018068] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=56.46%) [2025-11-26T20:57:21.018398] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-11-26T20:57:21.018564] [INFO ] [sig ] FBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:21.159228] [INFO ] [LOCAL ] Saved forecast: FBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FBK.txt [2025-11-26T20:57:21.159391] [INFO ] [sig ] [1180/3599] Completed FBK in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m [2025-11-26T20:57:21.159445] [INFO ] [sig ] [1181/3599] Forecasting FBL... [2025-11-26T20:57:21.159501] [INFO ] [sig ] Generating forecast for: FBL [2025-11-26T20:57:21.159556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'. [2025-11-26T20:57:21.170594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBL'. [2025-11-26T20:57:21.170960] [INFO ] [FORECASTER] Starting predict_future for FBL [2025-11-26T20:57:21.171831] [DEBUG] [LOCAL ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt [2025-11-26T20:57:21.171911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:21.171958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:21.171997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:21.172066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:21.229703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:21.230429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:21.230527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:21.230574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:21.350915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:21.351106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:21.351162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:21.351205] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:21.354792] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=41.84%) [2025-11-26T20:57:21.355139] [INFO ] [FORECASTER] Completed predict_future for FBL [2025-11-26T20:57:21.355302] [INFO ] [sig ] FBL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:21.503115] [INFO ] [LOCAL ] Saved forecast: FBL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBL.txt [2025-11-26T20:57:21.503361] [INFO ] [sig ] [1181/3599] Completed FBL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.9m [2025-11-26T20:57:21.503427] [INFO ] [sig ] [1182/3599] Forecasting FBNC... [2025-11-26T20:57:21.503480] [INFO ] [sig ] Generating forecast for: FBNC [2025-11-26T20:57:21.503533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'. [2025-11-26T20:57:21.514724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBNC'. [2025-11-26T20:57:21.515057] [INFO ] [FORECASTER] Starting predict_future for FBNC [2025-11-26T20:57:21.515949] [DEBUG] [LOCAL ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt [2025-11-26T20:57:21.516019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:21.516064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:21.516105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:21.516173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:21.576007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:21.576818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:21.576942] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:21.577021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:21.693268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:21.693439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:21.693495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:21.693537] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:21.697077] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=73.97%) [2025-11-26T20:57:21.697391] [INFO ] [FORECASTER] Completed predict_future for FBNC [2025-11-26T20:57:21.697567] [INFO ] [sig ] FBNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:21.844050] [INFO ] [LOCAL ] Saved forecast: FBNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FBNC.txt [2025-11-26T20:57:21.844233] [INFO ] [sig ] [1182/3599] Completed FBNC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:21.844288] [INFO ] [sig ] [1183/3599] Forecasting FBP... [2025-11-26T20:57:21.844337] [INFO ] [sig ] Generating forecast for: FBP [2025-11-26T20:57:21.844384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-11-26T20:57:21.855781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBP'. [2025-11-26T20:57:21.856116] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-11-26T20:57:21.857013] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-11-26T20:57:21.857081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:21.857126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:21.857164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:21.857233] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:21.916455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:21.917200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:21.917299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:21.917348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:22.039755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:22.039933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:22.040018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:22.040078] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:22.043562] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-11-26T20:57:22.043897] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-11-26T20:57:22.044058] [INFO ] [sig ] FBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:22.184128] [INFO ] [LOCAL ] Saved forecast: FBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FBP.txt [2025-11-26T20:57:22.184314] [INFO ] [sig ] [1183/3599] Completed FBP in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:22.184392] [INFO ] [sig ] [1184/3599] Forecasting FC... [2025-11-26T20:57:22.184457] [INFO ] [sig ] Generating forecast for: FC [2025-11-26T20:57:22.184517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-11-26T20:57:22.196188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FC'. [2025-11-26T20:57:22.196554] [INFO ] [FORECASTER] Starting predict_future for FC [2025-11-26T20:57:22.197433] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-11-26T20:57:22.197513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:22.197596] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:22.197679] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:22.197774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:22.255102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:22.255833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:22.255939] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:22.256002] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:22.381072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:22.381247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:22.381319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:22.381376] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:22.384913] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=86.25%) [2025-11-26T20:57:22.385239] [INFO ] [FORECASTER] Completed predict_future for FC [2025-11-26T20:57:22.385404] [INFO ] [sig ] FC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:22.527930] [INFO ] [LOCAL ] Saved forecast: FC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FC.txt [2025-11-26T20:57:22.528098] [INFO ] [sig ] [1184/3599] Completed FC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:22.528177] [INFO ] [sig ] [1185/3599] Forecasting FCAL... [2025-11-26T20:57:22.528237] [INFO ] [sig ] Generating forecast for: FCAL [2025-11-26T20:57:22.528300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'. [2025-11-26T20:57:22.540101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCAL'. [2025-11-26T20:57:22.540508] [INFO ] [FORECASTER] Starting predict_future for FCAL [2025-11-26T20:57:22.541410] [DEBUG] [LOCAL ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt [2025-11-26T20:57:22.541492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:22.541554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:22.541614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:22.541729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:22.601789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:22.602725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:22.602840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:22.602911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:22.716218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:22.716427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:22.716482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:22.716522] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:22.720186] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=83.88%) [2025-11-26T20:57:22.720516] [INFO ] [FORECASTER] Completed predict_future for FCAL [2025-11-26T20:57:22.720689] [INFO ] [sig ] FCAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:22.863443] [INFO ] [LOCAL ] Saved forecast: FCAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCAL.txt [2025-11-26T20:57:22.863597] [INFO ] [sig ] [1185/3599] Completed FCAL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:22.863669] [INFO ] [sig ] [1186/3599] Forecasting FCBC... [2025-11-26T20:57:22.863716] [INFO ] [sig ] Generating forecast for: FCBC [2025-11-26T20:57:22.863757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'. [2025-11-26T20:57:22.874696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCBC'. [2025-11-26T20:57:22.875004] [INFO ] [FORECASTER] Starting predict_future for FCBC [2025-11-26T20:57:22.875963] [DEBUG] [LOCAL ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt [2025-11-26T20:57:22.876032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:22.876078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:22.876118] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:22.876190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:22.936402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:22.937382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:22.937499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:22.937568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:23.057189] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:23.057368] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:57:23.057423] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:23.057466] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:23.060867] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=62.20%) [2025-11-26T20:57:23.061155] [INFO ] [FORECASTER] Completed predict_future for FCBC [2025-11-26T20:57:23.061315] [INFO ] [sig ] FCBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:23.202349] [INFO ] [LOCAL ] Saved forecast: FCBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCBC.txt [2025-11-26T20:57:23.202517] [INFO ] [sig ] [1186/3599] Completed FCBC in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:23.202572] [INFO ] [sig ] [1187/3599] Forecasting FCCO... [2025-11-26T20:57:23.202613] [INFO ] [sig ] Generating forecast for: FCCO [2025-11-26T20:57:23.202672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'. [2025-11-26T20:57:23.214167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCCO'. [2025-11-26T20:57:23.214472] [INFO ] [FORECASTER] Starting predict_future for FCCO [2025-11-26T20:57:23.215316] [DEBUG] [LOCAL ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt [2025-11-26T20:57:23.215385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:23.215430] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:23.215469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:23.215535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:23.274868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:23.275681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:23.275781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:23.275824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:23.401033] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:23.401216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:23.401278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:23.401323] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:23.404928] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=70.83%) [2025-11-26T20:57:23.405241] [INFO ] [FORECASTER] Completed predict_future for FCCO [2025-11-26T20:57:23.405399] [INFO ] [sig ] FCCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:23.551438] [INFO ] [LOCAL ] Saved forecast: FCCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCCO.txt [2025-11-26T20:57:23.551672] [INFO ] [sig ] [1187/3599] Completed FCCO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:23.551732] [INFO ] [sig ] [1188/3599] Forecasting FCEL... [2025-11-26T20:57:23.551777] [INFO ] [sig ] Generating forecast for: FCEL [2025-11-26T20:57:23.551819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'. [2025-11-26T20:57:23.563499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCEL'. [2025-11-26T20:57:23.563850] [INFO ] [FORECASTER] Starting predict_future for FCEL [2025-11-26T20:57:23.564729] [DEBUG] [LOCAL ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt [2025-11-26T20:57:23.564799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:23.564848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:23.564899] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:23.564976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:23.623291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:23.624079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:23.624180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:23.624233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:23.742836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:23.743016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:23.743093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:23.743156] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:23.746759] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=63.53%) [2025-11-26T20:57:23.747070] [INFO ] [FORECASTER] Completed predict_future for FCEL [2025-11-26T20:57:23.747228] [INFO ] [sig ] FCEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:23.893978] [INFO ] [LOCAL ] Saved forecast: FCEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCEL.txt [2025-11-26T20:57:23.894133] [INFO ] [sig ] [1188/3599] Completed FCEL in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:23.894188] [INFO ] [sig ] [1189/3599] Forecasting FCF... [2025-11-26T20:57:23.894228] [INFO ] [sig ] Generating forecast for: FCF [2025-11-26T20:57:23.894264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-11-26T20:57:23.905617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCF'. [2025-11-26T20:57:23.905972] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-11-26T20:57:23.906866] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-11-26T20:57:23.906933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:23.906977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:23.907016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:23.907083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:23.965615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:23.966397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:23.966498] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:23.966547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:24.089065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:24.089247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:24.089314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:24.089365] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:24.092921] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-11-26T20:57:24.093220] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-11-26T20:57:24.093368] [INFO ] [sig ] FCF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:24.240284] [INFO ] [LOCAL ] Saved forecast: FCF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCF.txt [2025-11-26T20:57:24.240484] [INFO ] [sig ] [1189/3599] Completed FCF in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:24.240539] [INFO ] [sig ] [1190/3599] Forecasting FCFS... [2025-11-26T20:57:24.240580] [INFO ] [sig ] Generating forecast for: FCFS [2025-11-26T20:57:24.240624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'. [2025-11-26T20:57:24.251952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCFS'. [2025-11-26T20:57:24.252263] [INFO ] [FORECASTER] Starting predict_future for FCFS [2025-11-26T20:57:24.253134] [DEBUG] [LOCAL ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt [2025-11-26T20:57:24.253203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:24.253247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:24.253285] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:24.253351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:24.311475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:24.312266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:24.312385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:24.312438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:24.430270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:24.430427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:24.430479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:24.430525] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:24.433907] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-11-26T20:57:24.434213] [INFO ] [FORECASTER] Completed predict_future for FCFS [2025-11-26T20:57:24.434364] [INFO ] [sig ] FCFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:24.576747] [INFO ] [LOCAL ] Saved forecast: FCFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCFS.txt [2025-11-26T20:57:24.576928] [INFO ] [sig ] [1190/3599] Completed FCFS in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:24.577017] [INFO ] [sig ] [1191/3599] Forecasting FCN... [2025-11-26T20:57:24.577080] [INFO ] [sig ] Generating forecast for: FCN [2025-11-26T20:57:24.577208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-11-26T20:57:24.589139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCN'. [2025-11-26T20:57:24.589528] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-11-26T20:57:24.590419] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-11-26T20:57:24.590499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:24.590568] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:24.590637] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:24.590762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:24.651720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:24.652536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:24.652659] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:24.652709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:24.771943] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:24.772122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:24.772179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:24.772215] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:24.775591] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=4.38%) [2025-11-26T20:57:24.775911] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-11-26T20:57:24.776095] [INFO ] [sig ] FCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:24.918948] [INFO ] [LOCAL ] Saved forecast: FCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCN.txt [2025-11-26T20:57:24.919139] [INFO ] [sig ] [1191/3599] Completed FCN in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:24.919192] [INFO ] [sig ] [1192/3599] Forecasting FCNCA... [2025-11-26T20:57:24.919236] [INFO ] [sig ] Generating forecast for: FCNCA [2025-11-26T20:57:24.919283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'. [2025-11-26T20:57:24.930625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'. [2025-11-26T20:57:24.931041] [INFO ] [FORECASTER] Starting predict_future for FCNCA [2025-11-26T20:57:24.931951] [DEBUG] [LOCAL ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt [2025-11-26T20:57:24.932031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:24.932134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:24.932196] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:24.932312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:24.991999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:24.993023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:24.993138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:24.993186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:25.113664] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:25.113838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:25.113890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:25.113930] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:25.117444] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=87.89%) [2025-11-26T20:57:25.117797] [INFO ] [FORECASTER] Completed predict_future for FCNCA [2025-11-26T20:57:25.117954] [INFO ] [sig ] FCNCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:25.259594] [INFO ] [LOCAL ] Saved forecast: FCNCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCNCA.txt [2025-11-26T20:57:25.259835] [INFO ] [sig ] [1192/3599] Completed FCNCA in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:25.259926] [INFO ] [sig ] [1193/3599] Forecasting FCNCO... [2025-11-26T20:57:25.259990] [INFO ] [sig ] Generating forecast for: FCNCO [2025-11-26T20:57:25.260061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'. [2025-11-26T20:57:25.271990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'. [2025-11-26T20:57:25.272431] [INFO ] [FORECASTER] Starting predict_future for FCNCO [2025-11-26T20:57:25.273417] [DEBUG] [LOCAL ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt [2025-11-26T20:57:25.273499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:25.273566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:25.273664] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:25.273789] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:25.332269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:25.333260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:25.333386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:25.333470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:25.433758] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:25.433945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:25.433999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:25.434039] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:25.437498] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=3.86%) [2025-11-26T20:57:25.437893] [INFO ] [FORECASTER] Completed predict_future for FCNCO [2025-11-26T20:57:25.438057] [INFO ] [sig ] FCNCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:25.581489] [INFO ] [LOCAL ] Saved forecast: FCNCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCNCO.txt [2025-11-26T20:57:25.581684] [INFO ] [sig ] [1193/3599] Completed FCNCO in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:25.581741] [INFO ] [sig ] [1194/3599] Forecasting FCNCP... [2025-11-26T20:57:25.582264] [INFO ] [sig ] Generating forecast for: FCNCP [2025-11-26T20:57:25.582312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'. [2025-11-26T20:57:25.592955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'. [2025-11-26T20:57:25.593267] [INFO ] [FORECASTER] Starting predict_future for FCNCP [2025-11-26T20:57:25.594135] [DEBUG] [LOCAL ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt [2025-11-26T20:57:25.594205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:25.594260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:25.594309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:25.594392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:25.654276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:25.655169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:25.655272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:25.655319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:25.755747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:25.755912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:25.755966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:25.756005] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:25.759524] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-11-26T20:57:25.759846] [INFO ] [FORECASTER] Completed predict_future for FCNCP [2025-11-26T20:57:25.759997] [INFO ] [sig ] FCNCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:25.905315] [INFO ] [LOCAL ] Saved forecast: FCNCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCNCP.txt [2025-11-26T20:57:25.905532] [INFO ] [sig ] [1194/3599] Completed FCNCP in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:25.905585] [INFO ] [sig ] [1195/3599] Forecasting FCTE... [2025-11-26T20:57:25.905628] [INFO ] [sig ] Generating forecast for: FCTE [2025-11-26T20:57:25.905687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'. [2025-11-26T20:57:25.917102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCTE'. [2025-11-26T20:57:25.917493] [INFO ] [FORECASTER] Starting predict_future for FCTE [2025-11-26T20:57:25.918380] [DEBUG] [LOCAL ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt [2025-11-26T20:57:25.918448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:25.918493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:25.918530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:25.918597] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:25.977803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:25.978729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:25.978855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:25.978906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:26.099369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:26.099571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:26.099626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:26.099693] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:26.103040] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=69.83%) [2025-11-26T20:57:26.103327] [INFO ] [FORECASTER] Completed predict_future for FCTE [2025-11-26T20:57:26.103470] [INFO ] [sig ] FCTE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:26.245406] [INFO ] [LOCAL ] Saved forecast: FCTE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCTE.txt [2025-11-26T20:57:26.245600] [INFO ] [sig ] [1195/3599] Completed FCTE in 0.3s | 2.91 sym/s | Total: 6.8m | ETA: 13.8m [2025-11-26T20:57:26.245682] [INFO ] [sig ] [1196/3599] Forecasting FCX... [2025-11-26T20:57:26.245727] [INFO ] [sig ] Generating forecast for: FCX [2025-11-26T20:57:26.245770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-11-26T20:57:26.257555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCX'. [2025-11-26T20:57:26.258124] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-11-26T20:57:26.259023] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-11-26T20:57:26.259095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:26.259142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:26.259187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:26.259254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:26.316203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:26.317098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:26.317201] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:26.317248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:26.460390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:26.460682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:26.460751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:26.460797] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:26.466452] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=62.08%) [2025-11-26T20:57:26.466980] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-11-26T20:57:26.467216] [INFO ] [sig ] FCX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:26.612720] [INFO ] [LOCAL ] Saved forecast: FCX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCX.txt [2025-11-26T20:57:26.612930] [INFO ] [sig ] [1196/3599] Completed FCX in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m [2025-11-26T20:57:26.612984] [INFO ] [sig ] [1197/3599] Forecasting FDBC... [2025-11-26T20:57:26.613027] [INFO ] [sig ] Generating forecast for: FDBC [2025-11-26T20:57:26.613067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'. [2025-11-26T20:57:26.622969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDBC'. [2025-11-26T20:57:26.623371] [INFO ] [FORECASTER] Starting predict_future for FDBC [2025-11-26T20:57:26.624251] [DEBUG] [LOCAL ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt [2025-11-26T20:57:26.624333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:26.624385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:26.624424] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:26.624491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:26.683188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:26.684114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:26.684231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:26.684288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:26.781748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:26.781935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:26.781989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:26.782037] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:26.785617] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=34.48%) [2025-11-26T20:57:26.786003] [INFO ] [FORECASTER] Completed predict_future for FDBC [2025-11-26T20:57:26.786175] [INFO ] [sig ] FDBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:26.927154] [INFO ] [LOCAL ] Saved forecast: FDBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FDBC.txt [2025-11-26T20:57:26.927336] [INFO ] [sig ] [1197/3599] Completed FDBC in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m [2025-11-26T20:57:26.927391] [INFO ] [sig ] [1198/3599] Forecasting FDIF... [2025-11-26T20:57:26.927436] [INFO ] [sig ] Generating forecast for: FDIF [2025-11-26T20:57:26.927476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'. [2025-11-26T20:57:26.938862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIF'. [2025-11-26T20:57:26.939213] [INFO ] [FORECASTER] Starting predict_future for FDIF [2025-11-26T20:57:26.940063] [DEBUG] [LOCAL ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt [2025-11-26T20:57:26.940132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:26.940177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:26.940216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:26.940282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:26.998392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:26.999306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:26.999416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:26.999465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:27.107763] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:27.107950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:27.108003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:27.108044] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:27.111429] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-11-26T20:57:27.111748] [INFO ] [FORECASTER] Completed predict_future for FDIF [2025-11-26T20:57:27.111894] [INFO ] [sig ] FDIF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:27.253418] [INFO ] [LOCAL ] Saved forecast: FDIF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDIF.txt [2025-11-26T20:57:27.253616] [INFO ] [sig ] [1198/3599] Completed FDIF in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.8m [2025-11-26T20:57:27.253692] [INFO ] [sig ] [1199/3599] Forecasting FDIG... [2025-11-26T20:57:27.253738] [INFO ] [sig ] Generating forecast for: FDIG [2025-11-26T20:57:27.253778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'. [2025-11-26T20:57:27.265279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIG'. [2025-11-26T20:57:27.265682] [INFO ] [FORECASTER] Starting predict_future for FDIG [2025-11-26T20:57:27.266554] [DEBUG] [LOCAL ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt [2025-11-26T20:57:27.266626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:27.266689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:27.266729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:27.266800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:27.325380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:27.326270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:27.326381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:27.326431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:27.447573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:27.447774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:27.447834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:27.447896] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:27.451364] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=92.12%) [2025-11-26T20:57:27.451693] [INFO ] [FORECASTER] Completed predict_future for FDIG [2025-11-26T20:57:27.451839] [INFO ] [sig ] FDIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:27.592050] [INFO ] [LOCAL ] Saved forecast: FDIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDIG.txt [2025-11-26T20:57:27.592204] [INFO ] [sig ] [1199/3599] Completed FDIG in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:27.592258] [INFO ] [sig ] [1200/3599] Forecasting FDP... [2025-11-26T20:57:27.592298] [INFO ] [sig ] Generating forecast for: FDP [2025-11-26T20:57:27.592339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-11-26T20:57:27.603776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDP'. [2025-11-26T20:57:27.604095] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-11-26T20:57:27.604929] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-11-26T20:57:27.604997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:27.605042] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:27.605081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:27.605147] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:27.662239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:27.662920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:27.663013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:27.663062] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:27.784491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:27.784657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:27.784720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:27.784756] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:27.788262] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=45.76%) [2025-11-26T20:57:27.788595] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-11-26T20:57:27.788768] [INFO ] [sig ] FDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:27.930300] [INFO ] [LOCAL ] Saved forecast: FDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FDP.txt [2025-11-26T20:57:27.930475] [INFO ] [sig ] [1200/3599] Completed FDP in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:27.930528] [INFO ] [sig ] [1201/3599] Forecasting FDTX... [2025-11-26T20:57:27.930569] [INFO ] [sig ] Generating forecast for: FDTX [2025-11-26T20:57:27.930609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'. [2025-11-26T20:57:27.941015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDTX'. [2025-11-26T20:57:27.941308] [INFO ] [FORECASTER] Starting predict_future for FDTX [2025-11-26T20:57:27.942144] [DEBUG] [LOCAL ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt [2025-11-26T20:57:27.942212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:27.942258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:27.942298] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:27.942363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:28.001019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:28.001829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:28.001946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:28.001994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:28.118609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:28.118792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:28.118844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:28.118883] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:28.122239] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=51.13%) [2025-11-26T20:57:28.122546] [INFO ] [FORECASTER] Completed predict_future for FDTX [2025-11-26T20:57:28.122709] [INFO ] [sig ] FDTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:28.265431] [INFO ] [LOCAL ] Saved forecast: FDTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDTX.txt [2025-11-26T20:57:28.265591] [INFO ] [sig ] [1201/3599] Completed FDTX in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:28.265663] [INFO ] [sig ] [1202/3599] Forecasting FDUS... [2025-11-26T20:57:28.265706] [INFO ] [sig ] Generating forecast for: FDUS [2025-11-26T20:57:28.265747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'. [2025-11-26T20:57:28.276839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDUS'. [2025-11-26T20:57:28.277146] [INFO ] [FORECASTER] Starting predict_future for FDUS [2025-11-26T20:57:28.278003] [DEBUG] [LOCAL ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt [2025-11-26T20:57:28.278071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:28.278116] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:28.278155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:28.278223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:28.335490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:28.336217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:28.336311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:28.336357] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:28.455868] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:28.456027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:28.456079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:28.456120] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:28.459504] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=69.31%) [2025-11-26T20:57:28.459814] [INFO ] [FORECASTER] Completed predict_future for FDUS [2025-11-26T20:57:28.459965] [INFO ] [sig ] FDUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:28.599308] [INFO ] [LOCAL ] Saved forecast: FDUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDUS.txt [2025-11-26T20:57:28.599462] [INFO ] [sig ] [1202/3599] Completed FDUS in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:28.599518] [INFO ] [sig ] [1203/3599] Forecasting FDX... [2025-11-26T20:57:28.599557] [INFO ] [sig ] Generating forecast for: FDX [2025-11-26T20:57:28.599600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-11-26T20:57:28.610630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDX'. [2025-11-26T20:57:28.610982] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-11-26T20:57:28.611822] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-11-26T20:57:28.611889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:28.611931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:28.611984] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:28.612052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:28.668853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:28.669505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:28.669599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:28.669660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:28.798489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:28.798691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:28.798747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:28.798787] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:28.802146] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=86.67%) [2025-11-26T20:57:28.802452] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-11-26T20:57:28.802598] [INFO ] [sig ] FDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:28.942718] [INFO ] [LOCAL ] Saved forecast: FDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDX.txt [2025-11-26T20:57:28.942863] [INFO ] [sig ] [1203/3599] Completed FDX in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:28.942916] [INFO ] [sig ] [1204/3599] Forecasting FE... [2025-11-26T20:57:28.942951] [INFO ] [sig ] Generating forecast for: FE [2025-11-26T20:57:28.942990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-11-26T20:57:28.953768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FE'. [2025-11-26T20:57:28.954075] [INFO ] [FORECASTER] Starting predict_future for FE [2025-11-26T20:57:28.954901] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-11-26T20:57:28.954969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:28.955014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:28.955054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:28.955119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:29.015392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:29.016250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:29.016352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:29.016406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:29.133373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:29.133551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:29.133603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:29.133660] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:29.137065] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=3.08%) [2025-11-26T20:57:29.137363] [INFO ] [FORECASTER] Completed predict_future for FE [2025-11-26T20:57:29.137512] [INFO ] [sig ] FE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:29.278354] [INFO ] [LOCAL ] Saved forecast: FE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FE.txt [2025-11-26T20:57:29.278510] [INFO ] [sig ] [1204/3599] Completed FE in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:29.278563] [INFO ] [sig ] [1205/3599] Forecasting FEIM... [2025-11-26T20:57:29.278603] [INFO ] [sig ] Generating forecast for: FEIM [2025-11-26T20:57:29.278662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'. [2025-11-26T20:57:29.289794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEIM'. [2025-11-26T20:57:29.290119] [INFO ] [FORECASTER] Starting predict_future for FEIM [2025-11-26T20:57:29.290966] [DEBUG] [LOCAL ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt [2025-11-26T20:57:29.291036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:29.291090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:29.291138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:29.291216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:29.349243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:29.350122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:29.350218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:29.350259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:29.465827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:29.465993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:29.466046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:29.466083] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:29.469469] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=79.14%) [2025-11-26T20:57:29.469781] [INFO ] [FORECASTER] Completed predict_future for FEIM [2025-11-26T20:57:29.469921] [INFO ] [sig ] FEIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:29.610125] [INFO ] [LOCAL ] Saved forecast: FEIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FEIM.txt [2025-11-26T20:57:29.610293] [INFO ] [sig ] [1205/3599] Completed FEIM in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:29.610349] [INFO ] [sig ] [1206/3599] Forecasting FELE... [2025-11-26T20:57:29.610395] [INFO ] [sig ] Generating forecast for: FELE [2025-11-26T20:57:29.610442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'. [2025-11-26T20:57:29.622403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FELE'. [2025-11-26T20:57:29.622827] [INFO ] [FORECASTER] Starting predict_future for FELE [2025-11-26T20:57:29.623746] [DEBUG] [LOCAL ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt [2025-11-26T20:57:29.623818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:29.623865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:29.623907] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:29.623974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:29.683889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:29.684695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:29.684799] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:29.684851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:29.805156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:29.805327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:29.805380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:29.805424] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:29.808908] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=61.87%) [2025-11-26T20:57:29.809205] [INFO ] [FORECASTER] Completed predict_future for FELE [2025-11-26T20:57:29.809358] [INFO ] [sig ] FELE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:29.954966] [INFO ] [LOCAL ] Saved forecast: FELE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FELE.txt [2025-11-26T20:57:29.955120] [INFO ] [sig ] [1206/3599] Completed FELE in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:29.955174] [INFO ] [sig ] [1207/3599] Forecasting FEM... [2025-11-26T20:57:29.955214] [INFO ] [sig ] Generating forecast for: FEM [2025-11-26T20:57:29.955264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'. [2025-11-26T20:57:29.966515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEM'. [2025-11-26T20:57:29.966879] [INFO ] [FORECASTER] Starting predict_future for FEM [2025-11-26T20:57:29.967799] [DEBUG] [LOCAL ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt [2025-11-26T20:57:29.967878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:29.967947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:29.968021] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:29.968143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:30.031687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:30.032584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:30.032714] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:30.032796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:30.156624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:30.156816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:30.156906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:30.156983] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:30.160668] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=78.94%) [2025-11-26T20:57:30.160996] [INFO ] [FORECASTER] Completed predict_future for FEM [2025-11-26T20:57:30.161182] [INFO ] [sig ] FEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:30.302558] [INFO ] [LOCAL ] Saved forecast: FEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FEM.txt [2025-11-26T20:57:30.302755] [INFO ] [sig ] [1207/3599] Completed FEM in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:30.302852] [INFO ] [sig ] [1208/3599] Forecasting FEMS... [2025-11-26T20:57:30.302916] [INFO ] [sig ] Generating forecast for: FEMS [2025-11-26T20:57:30.302994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'. [2025-11-26T20:57:30.314032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEMS'. [2025-11-26T20:57:30.314404] [INFO ] [FORECASTER] Starting predict_future for FEMS [2025-11-26T20:57:30.315308] [DEBUG] [LOCAL ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt [2025-11-26T20:57:30.315387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:30.315467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:30.315538] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:30.315685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:30.375559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:30.376322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:30.376421] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:30.376487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:30.496544] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:30.496757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:30.496844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:30.496918] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:30.500373] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=48.50%) [2025-11-26T20:57:30.500770] [INFO ] [FORECASTER] Completed predict_future for FEMS [2025-11-26T20:57:30.500965] [INFO ] [sig ] FEMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:30.645857] [INFO ] [LOCAL ] Saved forecast: FEMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FEMS.txt [2025-11-26T20:57:30.646046] [INFO ] [sig ] [1208/3599] Completed FEMS in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:30.646143] [INFO ] [sig ] [1209/3599] Forecasting FENC... [2025-11-26T20:57:30.646224] [INFO ] [sig ] Generating forecast for: FENC [2025-11-26T20:57:30.646301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FENC' from 'https://tdm.silogroup.org/data/derivative_storage/FENC.csv'. [2025-11-26T20:57:30.657218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FENC'. [2025-11-26T20:57:30.657562] [INFO ] [FORECASTER] Starting predict_future for FENC [2025-11-26T20:57:30.658395] [DEBUG] [LOCAL ] No optimal features file found for FENC: ./output/feature-sets/FENC.txt [2025-11-26T20:57:30.658465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:30.658510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:30.658550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:30.658615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:30.716191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:30.716910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:30.717006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:30.717049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:30.835421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:30.835589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:30.835657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:30.835702] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:30.839191] [DEBUG] [FORECASTER] FENC: Forecast T+1@11:T+2@11: UP (p=66.95%) [2025-11-26T20:57:30.839576] [INFO ] [FORECASTER] Completed predict_future for FENC [2025-11-26T20:57:30.839797] [INFO ] [sig ] FENC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:30.998791] [INFO ] [LOCAL ] Saved forecast: FENC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FENC.txt [2025-11-26T20:57:30.998963] [INFO ] [sig ] [1209/3599] Completed FENC in 0.4s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:30.999020] [INFO ] [sig ] [1210/3599] Forecasting FEP... [2025-11-26T20:57:30.999064] [INFO ] [sig ] Generating forecast for: FEP [2025-11-26T20:57:30.999107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'. [2025-11-26T20:57:31.010023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEP'. [2025-11-26T20:57:31.010404] [INFO ] [FORECASTER] Starting predict_future for FEP [2025-11-26T20:57:31.011282] [DEBUG] [LOCAL ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt [2025-11-26T20:57:31.011353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:31.011398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:31.011439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:31.011509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:31.068669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:31.069551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:31.069670] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:31.069719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:31.188758] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:31.188934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:31.188988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:31.189030] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:31.193515] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=29.18%) [2025-11-26T20:57:31.193947] [INFO ] [FORECASTER] Completed predict_future for FEP [2025-11-26T20:57:31.194129] [INFO ] [sig ] FEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:31.340442] [INFO ] [LOCAL ] Saved forecast: FEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FEP.txt [2025-11-26T20:57:31.340615] [INFO ] [sig ] [1210/3599] Completed FEP in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:31.340689] [INFO ] [sig ] [1211/3599] Forecasting FEPI... [2025-11-26T20:57:31.340733] [INFO ] [sig ] Generating forecast for: FEPI [2025-11-26T20:57:31.340776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'. [2025-11-26T20:57:31.352585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEPI'. [2025-11-26T20:57:31.353044] [INFO ] [FORECASTER] Starting predict_future for FEPI [2025-11-26T20:57:31.353944] [DEBUG] [LOCAL ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt [2025-11-26T20:57:31.354016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:31.354061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:31.354098] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:31.354162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:31.411617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:31.412550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:31.412670] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:31.412719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:31.534213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:31.534414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:31.534468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:31.534510] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:31.537989] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=77.66%) [2025-11-26T20:57:31.538322] [INFO ] [FORECASTER] Completed predict_future for FEPI [2025-11-26T20:57:31.538481] [INFO ] [sig ] FEPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:31.685580] [INFO ] [LOCAL ] Saved forecast: FEPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FEPI.txt [2025-11-26T20:57:31.685810] [INFO ] [sig ] [1211/3599] Completed FEPI in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:31.685875] [INFO ] [sig ] [1212/3599] Forecasting FERG... [2025-11-26T20:57:31.685911] [INFO ] [sig ] Generating forecast for: FERG [2025-11-26T20:57:31.685953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-11-26T20:57:31.697865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FERG'. [2025-11-26T20:57:31.698319] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-11-26T20:57:31.699213] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-11-26T20:57:31.699284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:31.699331] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:31.699372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:31.699441] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:31.760939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:31.762056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:31.762161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:31.762212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:31.887493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:31.887715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:31.887779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:31.887821] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:31.891262] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=70.18%) [2025-11-26T20:57:31.891555] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-11-26T20:57:31.891722] [INFO ] [sig ] FERG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:32.033692] [INFO ] [LOCAL ] Saved forecast: FERG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FERG.txt [2025-11-26T20:57:32.033853] [INFO ] [sig ] [1212/3599] Completed FERG in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:32.033908] [INFO ] [sig ] [1213/3599] Forecasting FEX... [2025-11-26T20:57:32.033945] [INFO ] [sig ] Generating forecast for: FEX [2025-11-26T20:57:32.033986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'. [2025-11-26T20:57:32.045157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEX'. [2025-11-26T20:57:32.045453] [INFO ] [FORECASTER] Starting predict_future for FEX [2025-11-26T20:57:32.046276] [DEBUG] [LOCAL ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt [2025-11-26T20:57:32.046344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:32.046389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:32.046428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:32.046500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:32.104665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:32.105332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:32.105427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:32.105475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:32.214691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:32.214849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:32.214900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:32.214939] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:32.218258] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=5.81%) [2025-11-26T20:57:32.218554] [INFO ] [FORECASTER] Completed predict_future for FEX [2025-11-26T20:57:32.218722] [INFO ] [sig ] FEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:32.357603] [INFO ] [LOCAL ] Saved forecast: FEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FEX.txt [2025-11-26T20:57:32.357780] [INFO ] [sig ] [1213/3599] Completed FEX in 0.3s | 2.91 sym/s | Total: 6.9m | ETA: 13.7m [2025-11-26T20:57:32.357835] [INFO ] [sig ] [1214/3599] Forecasting FF... [2025-11-26T20:57:32.357882] [INFO ] [sig ] Generating forecast for: FF [2025-11-26T20:57:32.357921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-11-26T20:57:32.368949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FF'. [2025-11-26T20:57:32.369247] [INFO ] [FORECASTER] Starting predict_future for FF [2025-11-26T20:57:32.370069] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-11-26T20:57:32.370138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:32.370183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:32.370223] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:32.370289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:32.427452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:32.428151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:32.428245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:32.428285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:32.549129] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:32.549314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:32.549370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:32.549410] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:32.552913] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=17.87%) [2025-11-26T20:57:32.553205] [INFO ] [FORECASTER] Completed predict_future for FF [2025-11-26T20:57:32.553349] [INFO ] [sig ] FF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:32.696781] [INFO ] [LOCAL ] Saved forecast: FF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FF.txt [2025-11-26T20:57:32.696951] [INFO ] [sig ] [1214/3599] Completed FF in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m [2025-11-26T20:57:32.697008] [INFO ] [sig ] [1215/3599] Forecasting FFA... [2025-11-26T20:57:32.697053] [INFO ] [sig ] Generating forecast for: FFA [2025-11-26T20:57:32.697094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-11-26T20:57:32.708180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFA'. [2025-11-26T20:57:32.708526] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-11-26T20:57:32.709367] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-11-26T20:57:32.709435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:32.709480] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:32.709526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:32.709592] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:32.768189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:32.769041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:32.769146] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:32.769193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:32.886687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:32.886878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:32.886929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:32.886970] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:32.890458] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=99.04%) [2025-11-26T20:57:32.890832] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-11-26T20:57:32.890993] [INFO ] [sig ] FFA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:33.037593] [INFO ] [LOCAL ] Saved forecast: FFA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FFA.txt [2025-11-26T20:57:33.037806] [INFO ] [sig ] [1215/3599] Completed FFA in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.7m [2025-11-26T20:57:33.037861] [INFO ] [sig ] [1216/3599] Forecasting FFBC... [2025-11-26T20:57:33.037904] [INFO ] [sig ] Generating forecast for: FFBC [2025-11-26T20:57:33.037943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'. [2025-11-26T20:57:33.049217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFBC'. [2025-11-26T20:57:33.049682] [INFO ] [FORECASTER] Starting predict_future for FFBC [2025-11-26T20:57:33.050565] [DEBUG] [LOCAL ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt [2025-11-26T20:57:33.050673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:33.050723] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:33.050762] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:33.050829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:33.108212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:33.109133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:33.109237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:33.109285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:33.228449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:33.228633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:33.228707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:33.228750] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:33.232205] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=76.65%) [2025-11-26T20:57:33.232495] [INFO ] [FORECASTER] Completed predict_future for FFBC [2025-11-26T20:57:33.232670] [INFO ] [sig ] FFBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:33.373385] [INFO ] [LOCAL ] Saved forecast: FFBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FFBC.txt [2025-11-26T20:57:33.373581] [INFO ] [sig ] [1216/3599] Completed FFBC in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:33.373660] [INFO ] [sig ] [1217/3599] Forecasting FFC... [2025-11-26T20:57:33.373707] [INFO ] [sig ] Generating forecast for: FFC [2025-11-26T20:57:33.373742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-11-26T20:57:33.385346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFC'. [2025-11-26T20:57:33.385732] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-11-26T20:57:33.386544] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-11-26T20:57:33.386614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:33.386680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:33.386720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:33.386789] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:33.444567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:33.445461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:33.445582] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:33.445637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:33.566465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:33.566698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:33.566752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:33.566796] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:33.570281] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=74.62%) [2025-11-26T20:57:33.570579] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-11-26T20:57:33.570747] [INFO ] [sig ] FFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:33.712187] [INFO ] [LOCAL ] Saved forecast: FFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FFC.txt [2025-11-26T20:57:33.712375] [INFO ] [sig ] [1217/3599] Completed FFC in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:33.712431] [INFO ] [sig ] [1218/3599] Forecasting FFIC... [2025-11-26T20:57:33.712473] [INFO ] [sig ] Generating forecast for: FFIC [2025-11-26T20:57:33.712514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'. [2025-11-26T20:57:33.725550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIC'. [2025-11-26T20:57:33.726048] [INFO ] [FORECASTER] Starting predict_future for FFIC [2025-11-26T20:57:33.727122] [DEBUG] [LOCAL ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt [2025-11-26T20:57:33.727206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:33.727264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:33.727318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:33.727412] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:33.789606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:33.790517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:33.790634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:33.790717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:33.911421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:33.911603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:33.911676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:33.911721] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:33.915288] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=47.79%) [2025-11-26T20:57:33.915624] [INFO ] [FORECASTER] Completed predict_future for FFIC [2025-11-26T20:57:33.915798] [INFO ] [sig ] FFIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:34.098617] [INFO ] [LOCAL ] Saved forecast: FFIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FFIC.txt [2025-11-26T20:57:34.098832] [INFO ] [sig ] [1218/3599] Completed FFIC in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:34.098889] [INFO ] [sig ] [1219/3599] Forecasting FFIN... [2025-11-26T20:57:34.098931] [INFO ] [sig ] Generating forecast for: FFIN [2025-11-26T20:57:34.098973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'. [2025-11-26T20:57:34.110374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIN'. [2025-11-26T20:57:34.110709] [INFO ] [FORECASTER] Starting predict_future for FFIN [2025-11-26T20:57:34.111524] [DEBUG] [LOCAL ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt [2025-11-26T20:57:34.111597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:34.111665] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:34.111709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:34.111776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:34.168670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:34.169550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:34.169669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:34.169717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:34.284895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:34.285070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:34.285121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:34.285161] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:34.289234] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=26.78%) [2025-11-26T20:57:34.289523] [INFO ] [FORECASTER] Completed predict_future for FFIN [2025-11-26T20:57:34.289691] [INFO ] [sig ] FFIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:34.429619] [INFO ] [LOCAL ] Saved forecast: FFIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FFIN.txt [2025-11-26T20:57:34.429772] [INFO ] [sig ] [1219/3599] Completed FFIN in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:34.429835] [INFO ] [sig ] [1220/3599] Forecasting FFWM... [2025-11-26T20:57:34.429879] [INFO ] [sig ] Generating forecast for: FFWM [2025-11-26T20:57:34.429919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-11-26T20:57:34.441714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFWM'. [2025-11-26T20:57:34.442137] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-11-26T20:57:34.443014] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-11-26T20:57:34.443084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:34.443129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:34.443168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:34.443237] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:34.503186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:34.504204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:34.504312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:34.504360] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:34.623580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:34.623805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:34.623885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:34.623932] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:34.627742] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=31.77%) [2025-11-26T20:57:34.628140] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-11-26T20:57:34.628315] [INFO ] [sig ] FFWM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:34.774467] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FFWM.txt [2025-11-26T20:57:34.774686] [INFO ] [sig ] [1220/3599] Completed FFWM in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:34.774741] [INFO ] [sig ] [1221/3599] Forecasting FG... [2025-11-26T20:57:34.774785] [INFO ] [sig ] Generating forecast for: FG [2025-11-26T20:57:34.774827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-11-26T20:57:34.786508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FG'. [2025-11-26T20:57:34.786876] [INFO ] [FORECASTER] Starting predict_future for FG [2025-11-26T20:57:34.787794] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-11-26T20:57:34.787862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:34.787910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:34.787967] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:34.788047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:34.849638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:34.850577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:34.850702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:34.850756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:34.967534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:34.967753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:34.967808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:34.967849] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:34.971229] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=0.39%) [2025-11-26T20:57:34.971517] [INFO ] [FORECASTER] Completed predict_future for FG [2025-11-26T20:57:34.971708] [INFO ] [sig ] FG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:35.114848] [INFO ] [LOCAL ] Saved forecast: FG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FG.txt [2025-11-26T20:57:35.115040] [INFO ] [sig ] [1221/3599] Completed FG in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:35.115093] [INFO ] [sig ] [1222/3599] Forecasting FGEN... [2025-11-26T20:57:35.115140] [INFO ] [sig ] Generating forecast for: FGEN [2025-11-26T20:57:35.115180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'. [2025-11-26T20:57:35.126982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FGEN'. [2025-11-26T20:57:35.127277] [INFO ] [FORECASTER] Starting predict_future for FGEN [2025-11-26T20:57:35.128146] [DEBUG] [LOCAL ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt [2025-11-26T20:57:35.128216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:35.128271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:35.128320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:35.128390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:35.186775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:35.187741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:35.187847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:35.187903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:35.308237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:35.308396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:35.308468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:35.308521] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:35.311953] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=14.81%) [2025-11-26T20:57:35.312254] [INFO ] [FORECASTER] Completed predict_future for FGEN [2025-11-26T20:57:35.312410] [INFO ] [sig ] FGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:35.457828] [INFO ] [LOCAL ] Saved forecast: FGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FGEN.txt [2025-11-26T20:57:35.458016] [INFO ] [sig ] [1222/3599] Completed FGEN in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:35.458071] [INFO ] [sig ] [1223/3599] Forecasting FHB... [2025-11-26T20:57:35.458106] [INFO ] [sig ] Generating forecast for: FHB [2025-11-26T20:57:35.458150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'. [2025-11-26T20:57:35.469780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHB'. [2025-11-26T20:57:35.470167] [INFO ] [FORECASTER] Starting predict_future for FHB [2025-11-26T20:57:35.471054] [DEBUG] [LOCAL ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt [2025-11-26T20:57:35.471123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:35.471168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:35.471207] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:35.471339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:35.529867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:35.530768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:35.530865] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:35.530923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:35.651571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:35.651773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:35.651843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:35.651885] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:35.655438] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=0.89%) [2025-11-26T20:57:35.655801] [INFO ] [FORECASTER] Completed predict_future for FHB [2025-11-26T20:57:35.655970] [INFO ] [sig ] FHB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:35.799586] [INFO ] [LOCAL ] Saved forecast: FHB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FHB.txt [2025-11-26T20:57:35.799799] [INFO ] [sig ] [1223/3599] Completed FHB in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:35.799855] [INFO ] [sig ] [1224/3599] Forecasting FHI... [2025-11-26T20:57:35.799890] [INFO ] [sig ] Generating forecast for: FHI [2025-11-26T20:57:35.799929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-11-26T20:57:35.812624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHI'. [2025-11-26T20:57:35.812999] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-11-26T20:57:35.813876] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-11-26T20:57:35.813945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:35.813991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:35.814030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:35.814099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:35.871782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:35.872630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:35.872770] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:35.872825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:35.994340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:35.994540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:35.994593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:35.994634] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:35.998091] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=38.15%) [2025-11-26T20:57:35.998383] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-11-26T20:57:35.998529] [INFO ] [sig ] FHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:36.141787] [INFO ] [LOCAL ] Saved forecast: FHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FHI.txt [2025-11-26T20:57:36.141941] [INFO ] [sig ] [1224/3599] Completed FHI in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:36.141994] [INFO ] [sig ] [1225/3599] Forecasting FHN... [2025-11-26T20:57:36.142034] [INFO ] [sig ] Generating forecast for: FHN [2025-11-26T20:57:36.142076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-11-26T20:57:36.153409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHN'. [2025-11-26T20:57:36.153737] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-11-26T20:57:36.154569] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-11-26T20:57:36.154660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:36.154712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:36.154753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:36.154822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:36.212595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:36.213282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:36.213394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:36.213451] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:36.337411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:36.337622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:36.337698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:36.337740] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:36.341301] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=58.04%) [2025-11-26T20:57:36.341603] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-11-26T20:57:36.341769] [INFO ] [sig ] FHN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:36.482695] [INFO ] [LOCAL ] Saved forecast: FHN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FHN.txt [2025-11-26T20:57:36.482846] [INFO ] [sig ] [1225/3599] Completed FHN in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:36.482898] [INFO ] [sig ] [1226/3599] Forecasting FHTX... [2025-11-26T20:57:36.482941] [INFO ] [sig ] Generating forecast for: FHTX [2025-11-26T20:57:36.482982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'. [2025-11-26T20:57:36.495087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHTX'. [2025-11-26T20:57:36.495480] [INFO ] [FORECASTER] Starting predict_future for FHTX [2025-11-26T20:57:36.496398] [DEBUG] [LOCAL ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt [2025-11-26T20:57:36.496480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:36.496541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:36.496599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:36.496701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:36.556695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:36.557716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:36.557843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:36.557908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:36.677964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:36.678168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:36.678242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:36.678301] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:36.681801] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=77.73%) [2025-11-26T20:57:36.682111] [INFO ] [FORECASTER] Completed predict_future for FHTX [2025-11-26T20:57:36.682273] [INFO ] [sig ] FHTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:36.822988] [INFO ] [LOCAL ] Saved forecast: FHTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FHTX.txt [2025-11-26T20:57:36.823199] [INFO ] [sig ] [1226/3599] Completed FHTX in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:36.823273] [INFO ] [sig ] [1227/3599] Forecasting FIBK... [2025-11-26T20:57:36.823333] [INFO ] [sig ] Generating forecast for: FIBK [2025-11-26T20:57:36.823397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'. [2025-11-26T20:57:36.835413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIBK'. [2025-11-26T20:57:36.835890] [INFO ] [FORECASTER] Starting predict_future for FIBK [2025-11-26T20:57:36.836799] [DEBUG] [LOCAL ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt [2025-11-26T20:57:36.836880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:36.836954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:36.837009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:36.837099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:36.896480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:36.897445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:36.897581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:36.897667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:37.019739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:37.019915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:37.019992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:37.020061] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:37.025102] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=25.10%) [2025-11-26T20:57:37.025535] [INFO ] [FORECASTER] Completed predict_future for FIBK [2025-11-26T20:57:37.025768] [INFO ] [sig ] FIBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:37.173858] [INFO ] [LOCAL ] Saved forecast: FIBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIBK.txt [2025-11-26T20:57:37.174043] [INFO ] [sig ] [1227/3599] Completed FIBK in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:37.174120] [INFO ] [sig ] [1228/3599] Forecasting FICO... [2025-11-26T20:57:37.174250] [INFO ] [sig ] Generating forecast for: FICO [2025-11-26T20:57:37.174341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-11-26T20:57:37.186310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICO'. [2025-11-26T20:57:37.186736] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-11-26T20:57:37.187640] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-11-26T20:57:37.187735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:37.187789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:37.187838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:37.187916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:37.248446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:37.249323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:37.249445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:37.249515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:37.373076] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:37.373270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:37.373335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:37.373387] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:37.377046] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=80.40%) [2025-11-26T20:57:37.377389] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-11-26T20:57:37.377621] [INFO ] [sig ] FICO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:37.519998] [INFO ] [LOCAL ] Saved forecast: FICO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FICO.txt [2025-11-26T20:57:37.520174] [INFO ] [sig ] [1228/3599] Completed FICO in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:37.520230] [INFO ] [sig ] [1229/3599] Forecasting FICS... [2025-11-26T20:57:37.520274] [INFO ] [sig ] Generating forecast for: FICS [2025-11-26T20:57:37.520315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'. [2025-11-26T20:57:37.531298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICS'. [2025-11-26T20:57:37.531757] [INFO ] [FORECASTER] Starting predict_future for FICS [2025-11-26T20:57:37.532610] [DEBUG] [LOCAL ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt [2025-11-26T20:57:37.532703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:37.532756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:37.532804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:37.532871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:37.594540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:37.595552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:37.595674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:37.595734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:37.724516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:37.724711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:37.724764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:37.724803] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:37.728291] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=36.30%) [2025-11-26T20:57:37.728602] [INFO ] [FORECASTER] Completed predict_future for FICS [2025-11-26T20:57:37.728805] [INFO ] [sig ] FICS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:37.874669] [INFO ] [LOCAL ] Saved forecast: FICS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FICS.txt [2025-11-26T20:57:37.874825] [INFO ] [sig ] [1229/3599] Completed FICS in 0.4s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:37.874879] [INFO ] [sig ] [1230/3599] Forecasting FID... [2025-11-26T20:57:37.874961] [INFO ] [sig ] Generating forecast for: FID [2025-11-26T20:57:37.875005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'. [2025-11-26T20:57:37.885936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FID'. [2025-11-26T20:57:37.886265] [INFO ] [FORECASTER] Starting predict_future for FID [2025-11-26T20:57:37.887131] [DEBUG] [LOCAL ] No optimal features file found for FID: ./output/feature-sets/FID.txt [2025-11-26T20:57:37.887202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:37.887247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:37.887287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:37.887354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:37.946959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:37.947680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:37.947774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:37.947825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:38.065994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:38.066150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:38.066201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:38.066243] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:38.069639] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=62.17%) [2025-11-26T20:57:38.069952] [INFO ] [FORECASTER] Completed predict_future for FID [2025-11-26T20:57:38.070096] [INFO ] [sig ] FID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:38.213367] [INFO ] [LOCAL ] Saved forecast: FID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FID.txt [2025-11-26T20:57:38.213517] [INFO ] [sig ] [1230/3599] Completed FID in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:38.213573] [INFO ] [sig ] [1231/3599] Forecasting FIGS... [2025-11-26T20:57:38.213634] [INFO ] [sig ] Generating forecast for: FIGS [2025-11-26T20:57:38.213707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-11-26T20:57:38.225060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIGS'. [2025-11-26T20:57:38.225374] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-11-26T20:57:38.226250] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-11-26T20:57:38.226319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:38.226364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:38.226403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:38.226473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:38.284265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:38.284939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:38.285032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:38.285072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:38.405248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:38.405396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:38.405447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:38.405485] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:38.408835] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=26.22%) [2025-11-26T20:57:38.409131] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-11-26T20:57:38.409272] [INFO ] [sig ] FIGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:38.553091] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIGS.txt [2025-11-26T20:57:38.553252] [INFO ] [sig ] [1231/3599] Completed FIGS in 0.3s | 2.91 sym/s | Total: 7.0m | ETA: 13.6m [2025-11-26T20:57:38.553337] [INFO ] [sig ] [1232/3599] Forecasting FIHL... [2025-11-26T20:57:38.553412] [INFO ] [sig ] Generating forecast for: FIHL [2025-11-26T20:57:38.553487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-11-26T20:57:38.565289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIHL'. [2025-11-26T20:57:38.565633] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-11-26T20:57:38.566487] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-11-26T20:57:38.566564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:38.566638] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:38.566749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:38.566857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:38.626076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:38.626818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:38.626915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:38.626976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:38.748974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:38.749179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:38.749264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:38.749334] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:38.752977] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=17.10%) [2025-11-26T20:57:38.753320] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-11-26T20:57:38.753501] [INFO ] [sig ] FIHL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:38.893656] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIHL.txt [2025-11-26T20:57:38.893815] [INFO ] [sig ] [1232/3599] Completed FIHL in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.6m [2025-11-26T20:57:38.893898] [INFO ] [sig ] [1233/3599] Forecasting FINS... [2025-11-26T20:57:38.893969] [INFO ] [sig ] Generating forecast for: FINS [2025-11-26T20:57:38.894036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-11-26T20:57:38.905748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINS'. [2025-11-26T20:57:38.906047] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-11-26T20:57:38.906883] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-11-26T20:57:38.906950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:38.906995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:38.907033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:38.907101] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:38.964198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:38.964861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:38.964955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:38.965007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:39.089809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:39.089969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:39.090020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:39.090059] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:39.093406] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-11-26T20:57:39.093718] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-11-26T20:57:39.093863] [INFO ] [sig ] FINS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:39.235439] [INFO ] [LOCAL ] Saved forecast: FINS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FINS.txt [2025-11-26T20:57:39.235586] [INFO ] [sig ] [1233/3599] Completed FINS in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:39.235661] [INFO ] [sig ] [1234/3599] Forecasting FINX... [2025-11-26T20:57:39.235706] [INFO ] [sig ] Generating forecast for: FINX [2025-11-26T20:57:39.235742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'. [2025-11-26T20:57:39.246628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINX'. [2025-11-26T20:57:39.246950] [INFO ] [FORECASTER] Starting predict_future for FINX [2025-11-26T20:57:39.247815] [DEBUG] [LOCAL ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt [2025-11-26T20:57:39.247883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:39.247927] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:39.247966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:39.248033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:39.305700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:39.306381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:39.306475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:39.306521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:39.425104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:39.425256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:39.425306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:39.425364] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:39.428784] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=20.97%) [2025-11-26T20:57:39.429076] [INFO ] [FORECASTER] Completed predict_future for FINX [2025-11-26T20:57:39.429218] [INFO ] [sig ] FINX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:39.569933] [INFO ] [LOCAL ] Saved forecast: FINX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FINX.txt [2025-11-26T20:57:39.570071] [INFO ] [sig ] [1234/3599] Completed FINX in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:39.570124] [INFO ] [sig ] [1235/3599] Forecasting FIP... [2025-11-26T20:57:39.570162] [INFO ] [sig ] Generating forecast for: FIP [2025-11-26T20:57:39.570204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'. [2025-11-26T20:57:39.581101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIP'. [2025-11-26T20:57:39.581403] [INFO ] [FORECASTER] Starting predict_future for FIP [2025-11-26T20:57:39.582284] [DEBUG] [LOCAL ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt [2025-11-26T20:57:39.582353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:39.582408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:39.582456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:39.582534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:39.640745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:39.641421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:39.641515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:39.641555] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:39.761017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:39.761160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:39.761217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:39.761258] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:39.764747] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=15.88%) [2025-11-26T20:57:39.765053] [INFO ] [FORECASTER] Completed predict_future for FIP [2025-11-26T20:57:39.765212] [INFO ] [sig ] FIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:39.906556] [INFO ] [LOCAL ] Saved forecast: FIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIP.txt [2025-11-26T20:57:39.906720] [INFO ] [sig ] [1235/3599] Completed FIP in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:39.906784] [INFO ] [sig ] [1236/3599] Forecasting FIS... [2025-11-26T20:57:39.906835] [INFO ] [sig ] Generating forecast for: FIS [2025-11-26T20:57:39.906875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-11-26T20:57:39.917688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIS'. [2025-11-26T20:57:39.918002] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-11-26T20:57:39.918841] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-11-26T20:57:39.918908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:39.918953] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:39.918991] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:39.919057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:39.976518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:39.977190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:39.977283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:39.977344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:40.096530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:40.096683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:40.096739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:40.096778] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:40.100173] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=31.29%) [2025-11-26T20:57:40.100471] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-11-26T20:57:40.100613] [INFO ] [sig ] FIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:40.246375] [INFO ] [LOCAL ] Saved forecast: FIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIS.txt [2025-11-26T20:57:40.246535] [INFO ] [sig ] [1236/3599] Completed FIS in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:40.246589] [INFO ] [sig ] [1237/3599] Forecasting FISI... [2025-11-26T20:57:40.246630] [INFO ] [sig ] Generating forecast for: FISI [2025-11-26T20:57:40.246687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'. [2025-11-26T20:57:40.257593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FISI'. [2025-11-26T20:57:40.257941] [INFO ] [FORECASTER] Starting predict_future for FISI [2025-11-26T20:57:40.258811] [DEBUG] [LOCAL ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt [2025-11-26T20:57:40.258880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:40.258925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:40.258965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:40.259033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:40.316296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:40.316960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:40.317055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:40.317095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:40.437347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:40.437512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:40.437583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:40.437618] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:40.441055] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=51.20%) [2025-11-26T20:57:40.441339] [INFO ] [FORECASTER] Completed predict_future for FISI [2025-11-26T20:57:40.441480] [INFO ] [sig ] FISI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:40.584916] [INFO ] [LOCAL ] Saved forecast: FISI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FISI.txt [2025-11-26T20:57:40.585102] [INFO ] [sig ] [1237/3599] Completed FISI in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:40.585159] [INFO ] [sig ] [1238/3599] Forecasting FITB... [2025-11-26T20:57:40.585202] [INFO ] [sig ] Generating forecast for: FITB [2025-11-26T20:57:40.585241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'. [2025-11-26T20:57:40.596377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITB'. [2025-11-26T20:57:40.596705] [INFO ] [FORECASTER] Starting predict_future for FITB [2025-11-26T20:57:40.597579] [DEBUG] [LOCAL ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt [2025-11-26T20:57:40.597675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:40.597724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:40.597764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:40.597859] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:40.655246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:40.655920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:40.656012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:40.656058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:40.777478] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:40.777675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:40.777731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:40.777765] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:40.781145] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-11-26T20:57:40.781442] [INFO ] [FORECASTER] Completed predict_future for FITB [2025-11-26T20:57:40.781587] [INFO ] [sig ] FITB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:40.922915] [INFO ] [LOCAL ] Saved forecast: FITB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FITB.txt [2025-11-26T20:57:40.923056] [INFO ] [sig ] [1238/3599] Completed FITB in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:40.923109] [INFO ] [sig ] [1239/3599] Forecasting FITBI... [2025-11-26T20:57:40.923146] [INFO ] [sig ] Generating forecast for: FITBI [2025-11-26T20:57:40.923186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'. [2025-11-26T20:57:40.934194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBI'. [2025-11-26T20:57:40.934535] [INFO ] [FORECASTER] Starting predict_future for FITBI [2025-11-26T20:57:40.935437] [DEBUG] [LOCAL ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt [2025-11-26T20:57:40.935510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:40.935563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:40.935612] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:40.935719] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:40.997098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:40.997855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:40.997953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:40.998007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:41.118501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:41.118667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:41.118724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:41.118765] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:41.122167] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=69.66%) [2025-11-26T20:57:41.122461] [INFO ] [FORECASTER] Completed predict_future for FITBI [2025-11-26T20:57:41.122605] [INFO ] [sig ] FITBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:41.266884] [INFO ] [LOCAL ] Saved forecast: FITBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FITBI.txt [2025-11-26T20:57:41.267055] [INFO ] [sig ] [1239/3599] Completed FITBI in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:41.267111] [INFO ] [sig ] [1240/3599] Forecasting FITBO... [2025-11-26T20:57:41.267155] [INFO ] [sig ] Generating forecast for: FITBO [2025-11-26T20:57:41.267200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'. [2025-11-26T20:57:41.277948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBO'. [2025-11-26T20:57:41.278251] [INFO ] [FORECASTER] Starting predict_future for FITBO [2025-11-26T20:57:41.279118] [DEBUG] [LOCAL ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt [2025-11-26T20:57:41.279189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:41.279234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:41.279274] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:41.279341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:41.338014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:41.338772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:41.338873] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:41.338925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:41.462694] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:41.462848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:41.462899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:41.462939] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:41.466270] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=23.13%) [2025-11-26T20:57:41.466572] [INFO ] [FORECASTER] Completed predict_future for FITBO [2025-11-26T20:57:41.466757] [INFO ] [sig ] FITBO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:41.607817] [INFO ] [LOCAL ] Saved forecast: FITBO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FITBO.txt [2025-11-26T20:57:41.607963] [INFO ] [sig ] [1240/3599] Completed FITBO in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:41.608019] [INFO ] [sig ] [1241/3599] Forecasting FITBP... [2025-11-26T20:57:41.608063] [INFO ] [sig ] Generating forecast for: FITBP [2025-11-26T20:57:41.608104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBP' from 'https://tdm.silogroup.org/data/derivative_storage/FITBP.csv'. [2025-11-26T20:57:41.618910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBP'. [2025-11-26T20:57:41.619252] [INFO ] [FORECASTER] Starting predict_future for FITBP [2025-11-26T20:57:41.620120] [DEBUG] [LOCAL ] No optimal features file found for FITBP: ./output/feature-sets/FITBP.txt [2025-11-26T20:57:41.620190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:41.620235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:41.620276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:41.620343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:41.680916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:41.681579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:41.681702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:41.681762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:41.784274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:41.784425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:41.784479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:41.784519] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:41.788062] [DEBUG] [FORECASTER] FITBP: Forecast T+1@11:T+2@11: UP (p=70.39%) [2025-11-26T20:57:41.788362] [INFO ] [FORECASTER] Completed predict_future for FITBP [2025-11-26T20:57:41.788505] [INFO ] [sig ] FITBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:41.930196] [INFO ] [LOCAL ] Saved forecast: FITBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FITBP.txt [2025-11-26T20:57:41.930334] [INFO ] [sig ] [1241/3599] Completed FITBP in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:41.930388] [INFO ] [sig ] [1242/3599] Forecasting FIVE... [2025-11-26T20:57:41.930434] [INFO ] [sig ] Generating forecast for: FIVE [2025-11-26T20:57:41.930483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'. [2025-11-26T20:57:41.941848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVE'. [2025-11-26T20:57:41.942162] [INFO ] [FORECASTER] Starting predict_future for FIVE [2025-11-26T20:57:41.943023] [DEBUG] [LOCAL ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt [2025-11-26T20:57:41.943092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:41.943138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:41.943178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:41.943246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:42.006028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:42.006833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:42.006932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:42.006983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:42.131382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:42.131544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:42.131597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:42.131660] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:42.135051] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=83.19%) [2025-11-26T20:57:42.135358] [INFO ] [FORECASTER] Completed predict_future for FIVE [2025-11-26T20:57:42.135534] [INFO ] [sig ] FIVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:42.276560] [INFO ] [LOCAL ] Saved forecast: FIVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIVE.txt [2025-11-26T20:57:42.276723] [INFO ] [sig ] [1242/3599] Completed FIVE in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:42.276778] [INFO ] [sig ] [1243/3599] Forecasting FIVN... [2025-11-26T20:57:42.276820] [INFO ] [sig ] Generating forecast for: FIVN [2025-11-26T20:57:42.276859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'. [2025-11-26T20:57:42.287632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVN'. [2025-11-26T20:57:42.287963] [INFO ] [FORECASTER] Starting predict_future for FIVN [2025-11-26T20:57:42.288853] [DEBUG] [LOCAL ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt [2025-11-26T20:57:42.288922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:42.288969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:42.289011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:42.289081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:42.347309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:42.347999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:42.348093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:42.348140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:42.470716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:42.470882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:42.470933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:42.470975] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:42.474402] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-11-26T20:57:42.474714] [INFO ] [FORECASTER] Completed predict_future for FIVN [2025-11-26T20:57:42.474873] [INFO ] [sig ] FIVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:42.617871] [INFO ] [LOCAL ] Saved forecast: FIVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIVN.txt [2025-11-26T20:57:42.618046] [INFO ] [sig ] [1243/3599] Completed FIVN in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:42.618100] [INFO ] [sig ] [1244/3599] Forecasting FIX... [2025-11-26T20:57:42.618141] [INFO ] [sig ] Generating forecast for: FIX [2025-11-26T20:57:42.618181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-11-26T20:57:42.628913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIX'. [2025-11-26T20:57:42.629212] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-11-26T20:57:42.630083] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-11-26T20:57:42.630150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:42.630195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:42.630235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:42.630300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:42.688022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:42.688666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:42.688796] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:42.688849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:42.810990] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:42.811160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:42.811222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:42.811256] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:42.814805] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=85.56%) [2025-11-26T20:57:42.815107] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-11-26T20:57:42.815250] [INFO ] [sig ] FIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:42.956129] [INFO ] [LOCAL ] Saved forecast: FIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIX.txt [2025-11-26T20:57:42.956278] [INFO ] [sig ] [1244/3599] Completed FIX in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:42.956333] [INFO ] [sig ] [1245/3599] Forecasting FIXD... [2025-11-26T20:57:42.956375] [INFO ] [sig ] Generating forecast for: FIXD [2025-11-26T20:57:42.956414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'. [2025-11-26T20:57:42.972344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIXD'. [2025-11-26T20:57:42.972721] [INFO ] [FORECASTER] Starting predict_future for FIXD [2025-11-26T20:57:42.973617] [DEBUG] [LOCAL ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt [2025-11-26T20:57:42.973710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:42.973771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:42.973820] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:42.973906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:43.033415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:43.034166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:43.034265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:43.034313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:43.154594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:43.154750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:43.154804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:43.154844] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:43.158257] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-11-26T20:57:43.158549] [INFO ] [FORECASTER] Completed predict_future for FIXD [2025-11-26T20:57:43.158711] [INFO ] [sig ] FIXD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:43.299085] [INFO ] [LOCAL ] Saved forecast: FIXD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIXD.txt [2025-11-26T20:57:43.299266] [INFO ] [sig ] [1245/3599] Completed FIXD in 0.3s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:43.299318] [INFO ] [sig ] [1246/3599] Forecasting FIZZ... [2025-11-26T20:57:43.299359] [INFO ] [sig ] Generating forecast for: FIZZ [2025-11-26T20:57:43.299399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'. [2025-11-26T20:57:43.311290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'. [2025-11-26T20:57:43.311723] [INFO ] [FORECASTER] Starting predict_future for FIZZ [2025-11-26T20:57:43.312596] [DEBUG] [LOCAL ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt [2025-11-26T20:57:43.312733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:43.312799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:43.312849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:43.312926] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:43.371286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:43.372244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:43.372360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:43.372422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:43.501089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:43.501303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:43.501377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:43.501435] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:43.505130] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=27.54%) [2025-11-26T20:57:43.505514] [INFO ] [FORECASTER] Completed predict_future for FIZZ [2025-11-26T20:57:43.505736] [INFO ] [sig ] FIZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:43.686736] [INFO ] [LOCAL ] Saved forecast: FIZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIZZ.txt [2025-11-26T20:57:43.687044] [INFO ] [sig ] [1246/3599] Completed FIZZ in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:43.687134] [INFO ] [sig ] [1247/3599] Forecasting FJP... [2025-11-26T20:57:43.687196] [INFO ] [sig ] Generating forecast for: FJP [2025-11-26T20:57:43.687257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'. [2025-11-26T20:57:43.703954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FJP'. [2025-11-26T20:57:43.704482] [INFO ] [FORECASTER] Starting predict_future for FJP [2025-11-26T20:57:43.705886] [DEBUG] [LOCAL ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt [2025-11-26T20:57:43.705984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:43.706061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:43.706127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:43.706241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:43.795226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:43.796503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:43.796661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:43.796741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:43.930421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:43.930668] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:57:43.930732] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:43.930794] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:43.936329] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-11-26T20:57:43.936958] [INFO ] [FORECASTER] Completed predict_future for FJP [2025-11-26T20:57:43.937193] [INFO ] [sig ] FJP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:44.120411] [INFO ] [LOCAL ] Saved forecast: FJP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FJP.txt [2025-11-26T20:57:44.120623] [INFO ] [sig ] [1247/3599] Completed FJP in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:44.120706] [INFO ] [sig ] [1248/3599] Forecasting FLEX... [2025-11-26T20:57:44.120759] [INFO ] [sig ] Generating forecast for: FLEX [2025-11-26T20:57:44.120802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'. [2025-11-26T20:57:44.135183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLEX'. [2025-11-26T20:57:44.135740] [INFO ] [FORECASTER] Starting predict_future for FLEX [2025-11-26T20:57:44.136886] [DEBUG] [LOCAL ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt [2025-11-26T20:57:44.136970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:44.137022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:44.137082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:44.137174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:44.200328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:44.201488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:44.201625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:44.201718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:44.333045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:44.333248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:44.333303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:44.333345] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:44.338069] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-11-26T20:57:44.338596] [INFO ] [FORECASTER] Completed predict_future for FLEX [2025-11-26T20:57:44.338859] [INFO ] [sig ] FLEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:44.500521] [INFO ] [LOCAL ] Saved forecast: FLEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLEX.txt [2025-11-26T20:57:44.500751] [INFO ] [sig ] [1248/3599] Completed FLEX in 0.4s | 2.91 sym/s | Total: 7.1m | ETA: 13.5m [2025-11-26T20:57:44.500811] [INFO ] [sig ] [1249/3599] Forecasting FLGC... [2025-11-26T20:57:44.500853] [INFO ] [sig ] Generating forecast for: FLGC [2025-11-26T20:57:44.500892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'. [2025-11-26T20:57:44.512513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLGC'. [2025-11-26T20:57:44.512992] [INFO ] [FORECASTER] Starting predict_future for FLGC [2025-11-26T20:57:44.513967] [DEBUG] [LOCAL ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt [2025-11-26T20:57:44.514039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:44.514086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:44.514134] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:44.514226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:44.573421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:44.574387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:44.574495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:44.574549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:44.692784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:44.692975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:44.693029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:44.693071] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:44.696546] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=49.23%) [2025-11-26T20:57:44.696871] [INFO ] [FORECASTER] Completed predict_future for FLGC [2025-11-26T20:57:44.697026] [INFO ] [sig ] FLGC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:44.837824] [INFO ] [LOCAL ] Saved forecast: FLGC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLGC.txt [2025-11-26T20:57:44.837981] [INFO ] [sig ] [1249/3599] Completed FLGC in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T20:57:44.838035] [INFO ] [sig ] [1250/3599] Forecasting FLL... [2025-11-26T20:57:44.838077] [INFO ] [sig ] Generating forecast for: FLL [2025-11-26T20:57:44.838120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'. [2025-11-26T20:57:44.849057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLL'. [2025-11-26T20:57:44.849365] [INFO ] [FORECASTER] Starting predict_future for FLL [2025-11-26T20:57:44.850278] [DEBUG] [LOCAL ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt [2025-11-26T20:57:44.850355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:44.850424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:44.850490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:44.850597] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:44.909612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:44.910480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:44.910598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:44.910693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:45.029444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:45.029609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:45.029681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:45.029727] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:45.033163] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-11-26T20:57:45.033508] [INFO ] [FORECASTER] Completed predict_future for FLL [2025-11-26T20:57:45.033678] [INFO ] [sig ] FLL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:45.176397] [INFO ] [LOCAL ] Saved forecast: FLL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLL.txt [2025-11-26T20:57:45.176541] [INFO ] [sig ] [1250/3599] Completed FLL in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T20:57:45.176594] [INFO ] [sig ] [1251/3599] Forecasting FLNC... [2025-11-26T20:57:45.176634] [INFO ] [sig ] Generating forecast for: FLNC [2025-11-26T20:57:45.176695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'. [2025-11-26T20:57:45.187756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNC'. [2025-11-26T20:57:45.188079] [INFO ] [FORECASTER] Starting predict_future for FLNC [2025-11-26T20:57:45.188958] [DEBUG] [LOCAL ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt [2025-11-26T20:57:45.189038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:45.189084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:45.189125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:45.189191] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:45.247487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:45.248150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:45.248244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:45.248291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:45.369432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:45.369580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:45.369633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:45.369693] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:45.373111] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=62.32%) [2025-11-26T20:57:45.373406] [INFO ] [FORECASTER] Completed predict_future for FLNC [2025-11-26T20:57:45.373552] [INFO ] [sig ] FLNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:45.515001] [INFO ] [LOCAL ] Saved forecast: FLNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLNC.txt [2025-11-26T20:57:45.515149] [INFO ] [sig ] [1251/3599] Completed FLNC in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:45.515203] [INFO ] [sig ] [1252/3599] Forecasting FLNG... [2025-11-26T20:57:45.515241] [INFO ] [sig ] Generating forecast for: FLNG [2025-11-26T20:57:45.515283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-11-26T20:57:45.526206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNG'. [2025-11-26T20:57:45.526505] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-11-26T20:57:45.527346] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-11-26T20:57:45.527415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:45.527460] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:45.527499] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:45.527578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:45.585291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:45.585978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:45.586070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:45.586116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:45.702288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:45.702447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:45.702500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:45.702537] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:45.706021] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=18.66%) [2025-11-26T20:57:45.706315] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-11-26T20:57:45.706460] [INFO ] [sig ] FLNG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:45.850265] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLNG.txt [2025-11-26T20:57:45.850452] [INFO ] [sig ] [1252/3599] Completed FLNG in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:45.850508] [INFO ] [sig ] [1253/3599] Forecasting FLO... [2025-11-26T20:57:45.850553] [INFO ] [sig ] Generating forecast for: FLO [2025-11-26T20:57:45.850599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-11-26T20:57:45.862270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLO'. [2025-11-26T20:57:45.862665] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-11-26T20:57:45.863522] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-11-26T20:57:45.863592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:45.863654] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:45.863707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:45.863790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:45.921881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:45.922616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:45.922731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:45.922788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:46.042183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:46.042345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:46.042396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:46.042432] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:46.045837] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=3.20%) [2025-11-26T20:57:46.046143] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-11-26T20:57:46.046290] [INFO ] [sig ] FLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:46.188230] [INFO ] [LOCAL ] Saved forecast: FLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLO.txt [2025-11-26T20:57:46.188390] [INFO ] [sig ] [1253/3599] Completed FLO in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:46.188443] [INFO ] [sig ] [1254/3599] Forecasting FLS... [2025-11-26T20:57:46.188485] [INFO ] [sig ] Generating forecast for: FLS [2025-11-26T20:57:46.188527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-11-26T20:57:46.199251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLS'. [2025-11-26T20:57:46.199566] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-11-26T20:57:46.200441] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-11-26T20:57:46.200510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:46.200555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:46.200594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:46.200680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:46.258132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:46.258858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:46.258953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:46.258999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:46.380417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:46.380578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:46.380631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:46.380692] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:46.384103] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=19.27%) [2025-11-26T20:57:46.384402] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-11-26T20:57:46.384547] [INFO ] [sig ] FLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:46.526062] [INFO ] [LOCAL ] Saved forecast: FLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLS.txt [2025-11-26T20:57:46.526223] [INFO ] [sig ] [1254/3599] Completed FLS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:46.526278] [INFO ] [sig ] [1255/3599] Forecasting FLUX... [2025-11-26T20:57:46.526320] [INFO ] [sig ] Generating forecast for: FLUX [2025-11-26T20:57:46.526360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'. [2025-11-26T20:57:46.537665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLUX'. [2025-11-26T20:57:46.537989] [INFO ] [FORECASTER] Starting predict_future for FLUX [2025-11-26T20:57:46.538842] [DEBUG] [LOCAL ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt [2025-11-26T20:57:46.538926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:46.538979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:46.539019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:46.539085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:46.597471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:46.598285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:46.598376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:46.598416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:46.719864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:46.720058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:46.720113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:46.720185] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:46.723747] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-11-26T20:57:46.724063] [INFO ] [FORECASTER] Completed predict_future for FLUX [2025-11-26T20:57:46.724226] [INFO ] [sig ] FLUX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:46.864525] [INFO ] [LOCAL ] Saved forecast: FLUX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLUX.txt [2025-11-26T20:57:46.864736] [INFO ] [sig ] [1255/3599] Completed FLUX in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:46.864793] [INFO ] [sig ] [1256/3599] Forecasting FLWS... [2025-11-26T20:57:46.864891] [INFO ] [sig ] Generating forecast for: FLWS [2025-11-26T20:57:46.864932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'. [2025-11-26T20:57:46.876135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLWS'. [2025-11-26T20:57:46.876514] [INFO ] [FORECASTER] Starting predict_future for FLWS [2025-11-26T20:57:46.877365] [DEBUG] [LOCAL ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt [2025-11-26T20:57:46.877435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:46.877481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:46.877547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:46.877618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:46.938930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:46.940101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:46.940227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:46.940297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:47.065155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:47.065351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:47.065407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:47.065448] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:47.068957] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-11-26T20:57:47.069290] [INFO ] [FORECASTER] Completed predict_future for FLWS [2025-11-26T20:57:47.069442] [INFO ] [sig ] FLWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:47.212834] [INFO ] [LOCAL ] Saved forecast: FLWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLWS.txt [2025-11-26T20:57:47.213031] [INFO ] [sig ] [1256/3599] Completed FLWS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:47.213112] [INFO ] [sig ] [1257/3599] Forecasting FLXS... [2025-11-26T20:57:47.213163] [INFO ] [sig ] Generating forecast for: FLXS [2025-11-26T20:57:47.213206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'. [2025-11-26T20:57:47.226958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLXS'. [2025-11-26T20:57:47.227576] [INFO ] [FORECASTER] Starting predict_future for FLXS [2025-11-26T20:57:47.228689] [DEBUG] [LOCAL ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt [2025-11-26T20:57:47.228765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:47.228815] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:47.228860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:47.228933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:47.294349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:47.295866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:47.296023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:47.296073] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:47.420574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:47.420857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:47.420920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:47.420966] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:47.424947] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=12.57%) [2025-11-26T20:57:47.425313] [INFO ] [FORECASTER] Completed predict_future for FLXS [2025-11-26T20:57:47.425481] [INFO ] [sig ] FLXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:47.568261] [INFO ] [LOCAL ] Saved forecast: FLXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLXS.txt [2025-11-26T20:57:47.568468] [INFO ] [sig ] [1257/3599] Completed FLXS in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:47.568525] [INFO ] [sig ] [1258/3599] Forecasting FLYE... [2025-11-26T20:57:47.568569] [INFO ] [sig ] Generating forecast for: FLYE [2025-11-26T20:57:47.568610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'. [2025-11-26T20:57:47.580488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLYE'. [2025-11-26T20:57:47.580847] [INFO ] [FORECASTER] Starting predict_future for FLYE [2025-11-26T20:57:47.581717] [DEBUG] [LOCAL ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt [2025-11-26T20:57:47.581784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:47.581829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:47.581869] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:47.581936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:47.641987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:47.643252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:47.643392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:47.643450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:47.771080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:47.771402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:47.771468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:47.771513] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:47.775399] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=6.21%) [2025-11-26T20:57:47.775781] [INFO ] [FORECASTER] Completed predict_future for FLYE [2025-11-26T20:57:47.775957] [INFO ] [sig ] FLYE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:47.932862] [INFO ] [LOCAL ] Saved forecast: FLYE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLYE.txt [2025-11-26T20:57:47.933193] [INFO ] [sig ] [1258/3599] Completed FLYE in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:47.933271] [INFO ] [sig ] [1259/3599] Forecasting FMAO... [2025-11-26T20:57:47.933329] [INFO ] [sig ] Generating forecast for: FMAO [2025-11-26T20:57:47.933391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'. [2025-11-26T20:57:47.947913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMAO'. [2025-11-26T20:57:47.948554] [INFO ] [FORECASTER] Starting predict_future for FMAO [2025-11-26T20:57:47.949585] [DEBUG] [LOCAL ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt [2025-11-26T20:57:47.949700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:47.949770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:47.949830] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:47.949933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:48.018032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:48.019319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:48.019453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:48.019504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:48.142132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:48.142417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:48.142481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:48.142526] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:48.146994] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=76.02%) [2025-11-26T20:57:48.147578] [INFO ] [FORECASTER] Completed predict_future for FMAO [2025-11-26T20:57:48.147844] [INFO ] [sig ] FMAO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:48.307611] [INFO ] [LOCAL ] Saved forecast: FMAO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMAO.txt [2025-11-26T20:57:48.307902] [INFO ] [sig ] [1259/3599] Completed FMAO in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:48.307965] [INFO ] [sig ] [1260/3599] Forecasting FMB... [2025-11-26T20:57:48.308009] [INFO ] [sig ] Generating forecast for: FMB [2025-11-26T20:57:48.308052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'. [2025-11-26T20:57:48.321583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMB'. [2025-11-26T20:57:48.322191] [INFO ] [FORECASTER] Starting predict_future for FMB [2025-11-26T20:57:48.323154] [DEBUG] [LOCAL ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt [2025-11-26T20:57:48.323228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:48.323276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:48.323317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:48.323386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:48.381077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:48.382077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:48.382189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:48.382236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:48.506632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:48.506852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:48.506913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:48.506962] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:48.510871] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.91%) [2025-11-26T20:57:48.511250] [INFO ] [FORECASTER] Completed predict_future for FMB [2025-11-26T20:57:48.511417] [INFO ] [sig ] FMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:48.665237] [INFO ] [LOCAL ] Saved forecast: FMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMB.txt [2025-11-26T20:57:48.665446] [INFO ] [sig ] [1260/3599] Completed FMB in 0.4s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:48.665504] [INFO ] [sig ] [1261/3599] Forecasting FMBH... [2025-11-26T20:57:48.665547] [INFO ] [sig ] Generating forecast for: FMBH [2025-11-26T20:57:48.665587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'. [2025-11-26T20:57:48.677478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMBH'. [2025-11-26T20:57:48.677940] [INFO ] [FORECASTER] Starting predict_future for FMBH [2025-11-26T20:57:48.678814] [DEBUG] [LOCAL ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt [2025-11-26T20:57:48.678881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:48.678926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:48.678963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:48.679023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:48.736262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:48.737154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:48.737255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:48.737302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:48.855092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:48.855287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:48.855340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:48.855382] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:48.858869] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=55.17%) [2025-11-26T20:57:48.859187] [INFO ] [FORECASTER] Completed predict_future for FMBH [2025-11-26T20:57:48.859338] [INFO ] [sig ] FMBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:48.999739] [INFO ] [LOCAL ] Saved forecast: FMBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMBH.txt [2025-11-26T20:57:48.999932] [INFO ] [sig ] [1261/3599] Completed FMBH in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:48.999990] [INFO ] [sig ] [1262/3599] Forecasting FMC... [2025-11-26T20:57:49.000034] [INFO ] [sig ] Generating forecast for: FMC [2025-11-26T20:57:49.000080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-11-26T20:57:49.011343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMC'. [2025-11-26T20:57:49.011788] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-11-26T20:57:49.012681] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-11-26T20:57:49.012752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:49.012813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:49.012857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:49.012927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:49.071287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:49.072216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:49.072320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:49.072371] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:49.196635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:49.196844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:49.196904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:49.196954] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:49.200393] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-11-26T20:57:49.200716] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-11-26T20:57:49.200863] [INFO ] [sig ] FMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:49.342244] [INFO ] [LOCAL ] Saved forecast: FMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMC.txt [2025-11-26T20:57:49.342433] [INFO ] [sig ] [1262/3599] Completed FMC in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:49.342489] [INFO ] [sig ] [1263/3599] Forecasting FMN... [2025-11-26T20:57:49.342534] [INFO ] [sig ] Generating forecast for: FMN [2025-11-26T20:57:49.342578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-11-26T20:57:49.353960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMN'. [2025-11-26T20:57:49.354264] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-11-26T20:57:49.355107] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-11-26T20:57:49.355178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:49.355225] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:49.355266] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:49.355335] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:49.417392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:49.418221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:49.418320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:49.418370] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:49.535431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:49.535626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:49.535700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:49.535745] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:49.539251] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=39.40%) [2025-11-26T20:57:49.539539] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-11-26T20:57:49.539701] [INFO ] [sig ] FMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:49.679448] [INFO ] [LOCAL ] Saved forecast: FMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FMN.txt [2025-11-26T20:57:49.679595] [INFO ] [sig ] [1263/3599] Completed FMN in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:49.679668] [INFO ] [sig ] [1264/3599] Forecasting FMNB... [2025-11-26T20:57:49.679712] [INFO ] [sig ] Generating forecast for: FMNB [2025-11-26T20:57:49.679752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'. [2025-11-26T20:57:49.691291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMNB'. [2025-11-26T20:57:49.691607] [INFO ] [FORECASTER] Starting predict_future for FMNB [2025-11-26T20:57:49.692424] [DEBUG] [LOCAL ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt [2025-11-26T20:57:49.692492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:49.692537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:49.692577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:49.692666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:49.750429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:49.751089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:49.751183] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:49.751230] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:49.866866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:49.867038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:49.867091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:49.867135] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:49.870669] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=45.85%) [2025-11-26T20:57:49.870995] [INFO ] [FORECASTER] Completed predict_future for FMNB [2025-11-26T20:57:49.871148] [INFO ] [sig ] FMNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:50.011465] [INFO ] [LOCAL ] Saved forecast: FMNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FMNB.txt [2025-11-26T20:57:50.011610] [INFO ] [sig ] [1264/3599] Completed FMNB in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:50.011684] [INFO ] [sig ] [1265/3599] Forecasting FMS... [2025-11-26T20:57:50.011727] [INFO ] [sig ] Generating forecast for: FMS [2025-11-26T20:57:50.011772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-11-26T20:57:50.022947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMS'. [2025-11-26T20:57:50.023259] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-11-26T20:57:50.024144] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-11-26T20:57:50.024214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:50.024261] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:50.024303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:50.024374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:50.083442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:50.084203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:50.084301] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:50.084348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:50.208410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:50.208584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:50.208638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:50.208704] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:50.212105] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=60.50%) [2025-11-26T20:57:50.212401] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-11-26T20:57:50.212550] [INFO ] [sig ] FMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:50.353081] [INFO ] [LOCAL ] Saved forecast: FMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMS.txt [2025-11-26T20:57:50.353227] [INFO ] [sig ] [1265/3599] Completed FMS in 0.3s | 2.91 sym/s | Total: 7.2m | ETA: 13.4m [2025-11-26T20:57:50.353297] [INFO ] [sig ] [1266/3599] Forecasting FMX... [2025-11-26T20:57:50.353344] [INFO ] [sig ] Generating forecast for: FMX [2025-11-26T20:57:50.353387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-11-26T20:57:50.364511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMX'. [2025-11-26T20:57:50.364841] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-11-26T20:57:50.365704] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-11-26T20:57:50.365774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:50.365822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:50.365862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:50.365943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:50.424301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:50.424972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:50.425068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:50.425115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:50.549149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:50.549324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:50.549381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:50.549425] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:50.552908] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=20.78%) [2025-11-26T20:57:50.553207] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-11-26T20:57:50.553357] [INFO ] [sig ] FMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:50.693181] [INFO ] [LOCAL ] Saved forecast: FMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FMX.txt [2025-11-26T20:57:50.693362] [INFO ] [sig ] [1266/3599] Completed FMX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T20:57:50.693415] [INFO ] [sig ] [1267/3599] Forecasting FNB... [2025-11-26T20:57:50.693463] [INFO ] [sig ] Generating forecast for: FNB [2025-11-26T20:57:50.693506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-11-26T20:57:50.707394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNB'. [2025-11-26T20:57:50.708016] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-11-26T20:57:50.709021] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-11-26T20:57:50.709096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:50.709146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:50.709188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:50.709258] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:50.768901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:50.770120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:50.770244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:50.770295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:50.893294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:50.893586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:50.893667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:50.893715] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:50.898080] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=7.90%) [2025-11-26T20:57:50.898524] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-11-26T20:57:50.898729] [INFO ] [sig ] FNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:51.048399] [INFO ] [LOCAL ] Saved forecast: FNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNB.txt [2025-11-26T20:57:51.048923] [INFO ] [sig ] [1267/3599] Completed FNB in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T20:57:51.048987] [INFO ] [sig ] [1268/3599] Forecasting FND... [2025-11-26T20:57:51.049029] [INFO ] [sig ] Generating forecast for: FND [2025-11-26T20:57:51.049071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-11-26T20:57:51.060870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FND'. [2025-11-26T20:57:51.061203] [INFO ] [FORECASTER] Starting predict_future for FND [2025-11-26T20:57:51.062073] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-11-26T20:57:51.062140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:51.062185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:51.062224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:51.062291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:51.119638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:51.120395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:51.120499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:51.120546] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:51.236033] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:51.236193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:51.236247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:51.236289] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:51.239816] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=36.24%) [2025-11-26T20:57:51.240128] [INFO ] [FORECASTER] Completed predict_future for FND [2025-11-26T20:57:51.240277] [INFO ] [sig ] FND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:51.380039] [INFO ] [LOCAL ] Saved forecast: FND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FND.txt [2025-11-26T20:57:51.380203] [INFO ] [sig ] [1268/3599] Completed FND in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T20:57:51.380258] [INFO ] [sig ] [1269/3599] Forecasting FNF... [2025-11-26T20:57:51.380300] [INFO ] [sig ] Generating forecast for: FNF [2025-11-26T20:57:51.380338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-11-26T20:57:51.391151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNF'. [2025-11-26T20:57:51.391462] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-11-26T20:57:51.392312] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-11-26T20:57:51.392380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:51.392424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:51.392462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:51.392550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:51.451133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:51.451858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:51.451954] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:51.452005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:51.572335] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:51.572505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:51.572555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:51.572613] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:51.576115] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=18.38%) [2025-11-26T20:57:51.576428] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-11-26T20:57:51.576574] [INFO ] [sig ] FNF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:51.715589] [INFO ] [LOCAL ] Saved forecast: FNF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNF.txt [2025-11-26T20:57:51.715759] [INFO ] [sig ] [1269/3599] Completed FNF in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:51.715815] [INFO ] [sig ] [1270/3599] Forecasting FNLC... [2025-11-26T20:57:51.715854] [INFO ] [sig ] Generating forecast for: FNLC [2025-11-26T20:57:51.715895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'. [2025-11-26T20:57:51.726882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNLC'. [2025-11-26T20:57:51.727196] [INFO ] [FORECASTER] Starting predict_future for FNLC [2025-11-26T20:57:51.728052] [DEBUG] [LOCAL ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt [2025-11-26T20:57:51.728120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:51.728165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:51.728204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:51.728269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:51.785533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:51.786190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:51.786282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:51.786322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:51.891742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:51.891904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:51.891956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:51.891996] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:51.895568] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=12.28%) [2025-11-26T20:57:51.895892] [INFO ] [FORECASTER] Completed predict_future for FNLC [2025-11-26T20:57:51.896069] [INFO ] [sig ] FNLC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:52.038911] [INFO ] [LOCAL ] Saved forecast: FNLC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNLC.txt [2025-11-26T20:57:52.039070] [INFO ] [sig ] [1270/3599] Completed FNLC in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:52.039123] [INFO ] [sig ] [1271/3599] Forecasting FNX... [2025-11-26T20:57:52.039212] [INFO ] [sig ] Generating forecast for: FNX [2025-11-26T20:57:52.039247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'. [2025-11-26T20:57:52.052064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNX'. [2025-11-26T20:57:52.052411] [INFO ] [FORECASTER] Starting predict_future for FNX [2025-11-26T20:57:52.053309] [DEBUG] [LOCAL ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt [2025-11-26T20:57:52.053383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:52.053431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:52.053473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:52.053541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:52.111485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:52.112481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:52.112599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:52.112711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:52.234130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:52.234312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:52.234383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:52.234446] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:52.237982] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=46.25%) [2025-11-26T20:57:52.238311] [INFO ] [FORECASTER] Completed predict_future for FNX [2025-11-26T20:57:52.238490] [INFO ] [sig ] FNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:52.378459] [INFO ] [LOCAL ] Saved forecast: FNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNX.txt [2025-11-26T20:57:52.378626] [INFO ] [sig ] [1271/3599] Completed FNX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:52.378731] [INFO ] [sig ] [1272/3599] Forecasting FNY... [2025-11-26T20:57:52.378794] [INFO ] [sig ] Generating forecast for: FNY [2025-11-26T20:57:52.378859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'. [2025-11-26T20:57:52.390354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNY'. [2025-11-26T20:57:52.390708] [INFO ] [FORECASTER] Starting predict_future for FNY [2025-11-26T20:57:52.391604] [DEBUG] [LOCAL ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt [2025-11-26T20:57:52.391703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:52.391755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:52.391794] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:52.391862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:52.450671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:52.451364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:52.451478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:52.451533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:52.567135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:52.567299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:52.567350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:52.567390] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:52.570936] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=61.05%) [2025-11-26T20:57:52.571255] [INFO ] [FORECASTER] Completed predict_future for FNY [2025-11-26T20:57:52.571404] [INFO ] [sig ] FNY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:52.712431] [INFO ] [LOCAL ] Saved forecast: FNY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FNY.txt [2025-11-26T20:57:52.712585] [INFO ] [sig ] [1272/3599] Completed FNY in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:52.712656] [INFO ] [sig ] [1273/3599] Forecasting FOA... [2025-11-26T20:57:52.712700] [INFO ] [sig ] Generating forecast for: FOA [2025-11-26T20:57:52.712742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-11-26T20:57:52.723722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOA'. [2025-11-26T20:57:52.724069] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-11-26T20:57:52.724972] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-11-26T20:57:52.725044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:52.725091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:52.725144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:52.725218] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:52.786995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:52.787716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:52.787810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:52.787849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:52.910376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:52.910543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:52.910597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:52.910657] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:52.914174] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-11-26T20:57:52.914480] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-11-26T20:57:52.914634] [INFO ] [sig ] FOA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:53.057074] [INFO ] [LOCAL ] Saved forecast: FOA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOA.txt [2025-11-26T20:57:53.057234] [INFO ] [sig ] [1273/3599] Completed FOA in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:53.057291] [INFO ] [sig ] [1274/3599] Forecasting FOF... [2025-11-26T20:57:53.057335] [INFO ] [sig ] Generating forecast for: FOF [2025-11-26T20:57:53.057376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-11-26T20:57:53.069183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOF'. [2025-11-26T20:57:53.069520] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-11-26T20:57:53.070444] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-11-26T20:57:53.070517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:53.070567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:53.070611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:53.070723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:53.130039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:53.130840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:53.130938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:53.130986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:53.245241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:53.245411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:53.245466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:53.245507] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:53.249043] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=53.41%) [2025-11-26T20:57:53.249368] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-11-26T20:57:53.249519] [INFO ] [sig ] FOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:53.390996] [INFO ] [LOCAL ] Saved forecast: FOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FOF.txt [2025-11-26T20:57:53.391160] [INFO ] [sig ] [1274/3599] Completed FOF in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:53.391216] [INFO ] [sig ] [1275/3599] Forecasting FOLD... [2025-11-26T20:57:53.391261] [INFO ] [sig ] Generating forecast for: FOLD [2025-11-26T20:57:53.391304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'. [2025-11-26T20:57:53.402475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOLD'. [2025-11-26T20:57:53.402855] [INFO ] [FORECASTER] Starting predict_future for FOLD [2025-11-26T20:57:53.403768] [DEBUG] [LOCAL ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt [2025-11-26T20:57:53.403838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:53.403883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:53.403923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:53.403994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:53.461258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:53.462063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:53.462162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:53.462212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:53.579771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:53.579975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:53.580050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:53.580106] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:53.583524] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=98.27%) [2025-11-26T20:57:53.583851] [INFO ] [FORECASTER] Completed predict_future for FOLD [2025-11-26T20:57:53.584012] [INFO ] [sig ] FOLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:53.722895] [INFO ] [LOCAL ] Saved forecast: FOLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FOLD.txt [2025-11-26T20:57:53.723075] [INFO ] [sig ] [1275/3599] Completed FOLD in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:53.723146] [INFO ] [sig ] [1276/3599] Forecasting FORM... [2025-11-26T20:57:53.723205] [INFO ] [sig ] Generating forecast for: FORM [2025-11-26T20:57:53.723264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'. [2025-11-26T20:57:53.734608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FORM'. [2025-11-26T20:57:53.734969] [INFO ] [FORECASTER] Starting predict_future for FORM [2025-11-26T20:57:53.735873] [DEBUG] [LOCAL ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt [2025-11-26T20:57:53.735943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:53.736000] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:53.736050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:53.736122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:53.793255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:53.794007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:53.794102] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:53.794157] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:53.917191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:53.917369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:53.917437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:53.917539] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:53.921059] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=8.76%) [2025-11-26T20:57:53.921384] [INFO ] [FORECASTER] Completed predict_future for FORM [2025-11-26T20:57:53.921547] [INFO ] [sig ] FORM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:54.069958] [INFO ] [LOCAL ] Saved forecast: FORM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FORM.txt [2025-11-26T20:57:54.070188] [INFO ] [sig ] [1276/3599] Completed FORM in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:54.070262] [INFO ] [sig ] [1277/3599] Forecasting FOSL... [2025-11-26T20:57:54.070365] [INFO ] [sig ] Generating forecast for: FOSL [2025-11-26T20:57:54.070461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'. [2025-11-26T20:57:54.083567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOSL'. [2025-11-26T20:57:54.084040] [INFO ] [FORECASTER] Starting predict_future for FOSL [2025-11-26T20:57:54.085033] [DEBUG] [LOCAL ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt [2025-11-26T20:57:54.085106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:54.085152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:54.085192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:54.085261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:54.144448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:54.145204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:54.145300] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:54.145349] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:54.267785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:54.267984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:54.268059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:54.268118] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:54.271810] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=15.10%) [2025-11-26T20:57:54.272140] [INFO ] [FORECASTER] Completed predict_future for FOSL [2025-11-26T20:57:54.272312] [INFO ] [sig ] FOSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:54.415280] [INFO ] [LOCAL ] Saved forecast: FOSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOSL.txt [2025-11-26T20:57:54.415530] [INFO ] [sig ] [1277/3599] Completed FOSL in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:54.415619] [INFO ] [sig ] [1278/3599] Forecasting FOX... [2025-11-26T20:57:54.415709] [INFO ] [sig ] Generating forecast for: FOX [2025-11-26T20:57:54.415771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'. [2025-11-26T20:57:54.429252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOX'. [2025-11-26T20:57:54.429691] [INFO ] [FORECASTER] Starting predict_future for FOX [2025-11-26T20:57:54.430555] [DEBUG] [LOCAL ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt [2025-11-26T20:57:54.430626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:54.430702] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:54.430744] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:54.430817] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:54.493451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:54.494364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:54.494464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:54.494525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:54.617267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:54.617433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:54.617484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:54.617555] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:54.621069] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=8.17%) [2025-11-26T20:57:54.621404] [INFO ] [FORECASTER] Completed predict_future for FOX [2025-11-26T20:57:54.621557] [INFO ] [sig ] FOX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:54.762669] [INFO ] [LOCAL ] Saved forecast: FOX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOX.txt [2025-11-26T20:57:54.762822] [INFO ] [sig ] [1278/3599] Completed FOX in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:54.762876] [INFO ] [sig ] [1279/3599] Forecasting FOXA... [2025-11-26T20:57:54.762919] [INFO ] [sig ] Generating forecast for: FOXA [2025-11-26T20:57:54.763004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'. [2025-11-26T20:57:54.775190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXA'. [2025-11-26T20:57:54.775565] [INFO ] [FORECASTER] Starting predict_future for FOXA [2025-11-26T20:57:54.776465] [DEBUG] [LOCAL ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt [2025-11-26T20:57:54.776534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:54.776590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:54.776656] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:54.776736] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:54.835927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:54.836907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:54.837019] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:54.837085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:54.956340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:54.956553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:54.956607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:54.956677] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:54.960367] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=58.49%) [2025-11-26T20:57:54.960746] [INFO ] [FORECASTER] Completed predict_future for FOXA [2025-11-26T20:57:54.960949] [INFO ] [sig ] FOXA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:55.103954] [INFO ] [LOCAL ] Saved forecast: FOXA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FOXA.txt [2025-11-26T20:57:55.104167] [INFO ] [sig ] [1279/3599] Completed FOXA in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:55.104223] [INFO ] [sig ] [1280/3599] Forecasting FOXF... [2025-11-26T20:57:55.104265] [INFO ] [sig ] Generating forecast for: FOXF [2025-11-26T20:57:55.104312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'. [2025-11-26T20:57:55.116321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXF'. [2025-11-26T20:57:55.116732] [INFO ] [FORECASTER] Starting predict_future for FOXF [2025-11-26T20:57:55.117682] [DEBUG] [LOCAL ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt [2025-11-26T20:57:55.117751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:55.117795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:55.117831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:55.117895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:55.176042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:55.176990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:55.177103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:55.177157] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:55.300672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:55.300865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:55.300918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:55.300960] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:55.304454] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=7.01%) [2025-11-26T20:57:55.304768] [INFO ] [FORECASTER] Completed predict_future for FOXF [2025-11-26T20:57:55.304913] [INFO ] [sig ] FOXF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:55.454096] [INFO ] [LOCAL ] Saved forecast: FOXF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOXF.txt [2025-11-26T20:57:55.454298] [INFO ] [sig ] [1280/3599] Completed FOXF in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:55.454357] [INFO ] [sig ] [1281/3599] Forecasting FPF... [2025-11-26T20:57:55.454411] [INFO ] [sig ] Generating forecast for: FPF [2025-11-26T20:57:55.454465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-11-26T20:57:55.470024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPF'. [2025-11-26T20:57:55.470516] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-11-26T20:57:55.471660] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-11-26T20:57:55.471754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:55.471828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:55.471894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:55.472007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:55.541952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:55.543130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:55.543260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:55.543323] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:55.666595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:55.666828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:55.666901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:55.666959] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:55.670567] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=94.88%) [2025-11-26T20:57:55.670904] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-11-26T20:57:55.671077] [INFO ] [sig ] FPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:55.817017] [INFO ] [LOCAL ] Saved forecast: FPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPF.txt [2025-11-26T20:57:55.817221] [INFO ] [sig ] [1281/3599] Completed FPF in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:55.817292] [INFO ] [sig ] [1282/3599] Forecasting FPH... [2025-11-26T20:57:55.817352] [INFO ] [sig ] Generating forecast for: FPH [2025-11-26T20:57:55.817413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-11-26T20:57:55.829284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPH'. [2025-11-26T20:57:55.829698] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-11-26T20:57:55.830599] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-11-26T20:57:55.830696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:55.830757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:55.830811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:55.830903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:55.888203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:55.889232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:55.889342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:55.889404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:56.011955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:56.012179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:56.012258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:56.012319] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:56.015879] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=62.83%) [2025-11-26T20:57:56.016187] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-11-26T20:57:56.016361] [INFO ] [sig ] FPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:56.157532] [INFO ] [LOCAL ] Saved forecast: FPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPH.txt [2025-11-26T20:57:56.157758] [INFO ] [sig ] [1282/3599] Completed FPH in 0.3s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:56.157832] [INFO ] [sig ] [1283/3599] Forecasting FPI... [2025-11-26T20:57:56.157891] [INFO ] [sig ] Generating forecast for: FPI [2025-11-26T20:57:56.157951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-11-26T20:57:56.171920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPI'. [2025-11-26T20:57:56.172427] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-11-26T20:57:56.173579] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-11-26T20:57:56.173676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:56.173727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:56.173767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:56.173838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:56.236382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:56.237634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:56.237777] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:56.237828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:56.362373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:56.362636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:56.362711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:56.362749] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:56.366855] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=68.41%) [2025-11-26T20:57:56.367201] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-11-26T20:57:56.367371] [INFO ] [sig ] FPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:56.518356] [INFO ] [LOCAL ] Saved forecast: FPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPI.txt [2025-11-26T20:57:56.518576] [INFO ] [sig ] [1283/3599] Completed FPI in 0.4s | 2.91 sym/s | Total: 7.3m | ETA: 13.3m [2025-11-26T20:57:56.518636] [INFO ] [sig ] [1284/3599] Forecasting FPXI... [2025-11-26T20:57:56.518702] [INFO ] [sig ] Generating forecast for: FPXI [2025-11-26T20:57:56.518749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'. [2025-11-26T20:57:56.531717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPXI'. [2025-11-26T20:57:56.532186] [INFO ] [FORECASTER] Starting predict_future for FPXI [2025-11-26T20:57:56.533181] [DEBUG] [LOCAL ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt [2025-11-26T20:57:56.533254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:56.533303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:56.533344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:56.533442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:56.594953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:56.596080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:56.596212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:56.596264] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:56.707258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:56.707510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:56.707617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:56.707708] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:56.711691] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=93.51%) [2025-11-26T20:57:56.712085] [INFO ] [FORECASTER] Completed predict_future for FPXI [2025-11-26T20:57:56.712371] [INFO ] [sig ] FPXI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:56.861802] [INFO ] [LOCAL ] Saved forecast: FPXI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPXI.txt [2025-11-26T20:57:56.862052] [INFO ] [sig ] [1284/3599] Completed FPXI in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T20:57:56.862115] [INFO ] [sig ] [1285/3599] Forecasting FRA... [2025-11-26T20:57:56.862163] [INFO ] [sig ] Generating forecast for: FRA [2025-11-26T20:57:56.862211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-11-26T20:57:56.876985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRA'. [2025-11-26T20:57:56.877536] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-11-26T20:57:56.878626] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-11-26T20:57:56.878720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:56.878770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:56.878814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:56.878894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:56.941915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:56.943079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:56.943198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:56.943248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:57.075254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:57.075522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:57.075592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:57.075667] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:57.079527] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=69.80%) [2025-11-26T20:57:57.079879] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-11-26T20:57:57.080044] [INFO ] [sig ] FRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:57.227698] [INFO ] [LOCAL ] Saved forecast: FRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRA.txt [2025-11-26T20:57:57.227921] [INFO ] [sig ] [1285/3599] Completed FRA in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T20:57:57.227979] [INFO ] [sig ] [1286/3599] Forecasting FRBA... [2025-11-26T20:57:57.228026] [INFO ] [sig ] Generating forecast for: FRBA [2025-11-26T20:57:57.228070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'. [2025-11-26T20:57:57.241659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRBA'. [2025-11-26T20:57:57.242079] [INFO ] [FORECASTER] Starting predict_future for FRBA [2025-11-26T20:57:57.242962] [DEBUG] [LOCAL ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt [2025-11-26T20:57:57.243032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:57.243094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:57.243135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:57.243204] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:57.300378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:57.301208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:57.301307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:57.301353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:57.420198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:57.420387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:57.420441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:57.420481] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:57.423892] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=95.42%) [2025-11-26T20:57:57.424190] [INFO ] [FORECASTER] Completed predict_future for FRBA [2025-11-26T20:57:57.424336] [INFO ] [sig ] FRBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:57.564102] [INFO ] [LOCAL ] Saved forecast: FRBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRBA.txt [2025-11-26T20:57:57.564257] [INFO ] [sig ] [1286/3599] Completed FRBA in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:57.564312] [INFO ] [sig ] [1287/3599] Forecasting FRGE... [2025-11-26T20:57:57.564352] [INFO ] [sig ] Generating forecast for: FRGE [2025-11-26T20:57:57.564393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-11-26T20:57:57.575308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRGE'. [2025-11-26T20:57:57.575678] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-11-26T20:57:57.576549] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-11-26T20:57:57.576619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:57.576691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:57.576735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:57.576803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:57.634870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:57.635583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:57.635698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:57.635748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:57.767166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:57.767569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:57.767630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:57.767687] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:57.771361] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=67.11%) [2025-11-26T20:57:57.771678] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-11-26T20:57:57.771831] [INFO ] [sig ] FRGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:57.913087] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRGE.txt [2025-11-26T20:57:57.913308] [INFO ] [sig ] [1287/3599] Completed FRGE in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:57.913366] [INFO ] [sig ] [1288/3599] Forecasting FRHC... [2025-11-26T20:57:57.913410] [INFO ] [sig ] Generating forecast for: FRHC [2025-11-26T20:57:57.913453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'. [2025-11-26T20:57:57.926164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRHC'. [2025-11-26T20:57:57.926540] [INFO ] [FORECASTER] Starting predict_future for FRHC [2025-11-26T20:57:57.927394] [DEBUG] [LOCAL ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt [2025-11-26T20:57:57.927463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:57.927509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:57.927571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:57.927654] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:57.984773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:57.985482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:57.985581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:57.985620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:58.102885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:58.103061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:58.103118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:58.103158] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:58.106537] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=40.07%) [2025-11-26T20:57:58.106846] [INFO ] [FORECASTER] Completed predict_future for FRHC [2025-11-26T20:57:58.106992] [INFO ] [sig ] FRHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:58.247839] [INFO ] [LOCAL ] Saved forecast: FRHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRHC.txt [2025-11-26T20:57:58.248004] [INFO ] [sig ] [1288/3599] Completed FRHC in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:58.248061] [INFO ] [sig ] [1289/3599] Forecasting FRME... [2025-11-26T20:57:58.248102] [INFO ] [sig ] Generating forecast for: FRME [2025-11-26T20:57:58.248144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'. [2025-11-26T20:57:58.259939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRME'. [2025-11-26T20:57:58.260346] [INFO ] [FORECASTER] Starting predict_future for FRME [2025-11-26T20:57:58.261256] [DEBUG] [LOCAL ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt [2025-11-26T20:57:58.261326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:58.261556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:58.261596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:58.261697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:58.318565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:58.319346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:58.319453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:58.319506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:58.437788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:58.437966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:58.438016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:58.438060] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:58.441491] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=49.51%) [2025-11-26T20:57:58.441805] [INFO ] [FORECASTER] Completed predict_future for FRME [2025-11-26T20:57:58.441964] [INFO ] [sig ] FRME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:58.582776] [INFO ] [LOCAL ] Saved forecast: FRME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRME.txt [2025-11-26T20:57:58.582932] [INFO ] [sig ] [1289/3599] Completed FRME in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:58.582995] [INFO ] [sig ] [1290/3599] Forecasting FRO... [2025-11-26T20:57:58.583037] [INFO ] [sig ] Generating forecast for: FRO [2025-11-26T20:57:58.583086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-11-26T20:57:58.594585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRO'. [2025-11-26T20:57:58.594929] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-11-26T20:57:58.595753] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-11-26T20:57:58.595820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:58.595863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:58.595903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:58.595968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:58.653677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:58.654339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:58.654432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:58.654473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:58.774707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:58.774882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:58.774933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:58.774973] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:58.778353] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=11.32%) [2025-11-26T20:57:58.778666] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-11-26T20:57:58.778824] [INFO ] [sig ] FRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:58.921172] [INFO ] [LOCAL ] Saved forecast: FRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRO.txt [2025-11-26T20:57:58.921331] [INFO ] [sig ] [1290/3599] Completed FRO in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:58.921396] [INFO ] [sig ] [1291/3599] Forecasting FROG... [2025-11-26T20:57:58.921437] [INFO ] [sig ] Generating forecast for: FROG [2025-11-26T20:57:58.921479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'. [2025-11-26T20:57:58.932543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FROG'. [2025-11-26T20:57:58.932892] [INFO ] [FORECASTER] Starting predict_future for FROG [2025-11-26T20:57:58.933731] [DEBUG] [LOCAL ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt [2025-11-26T20:57:58.933799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:58.933845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:58.933882] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:58.933950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:58.991057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:58.991764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:58.991857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:58.991903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:59.109979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:59.110149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:59.110200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:59.110244] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:59.113606] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=58.14%) [2025-11-26T20:57:59.113975] [INFO ] [FORECASTER] Completed predict_future for FROG [2025-11-26T20:57:59.114198] [INFO ] [sig ] FROG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:59.254832] [INFO ] [LOCAL ] Saved forecast: FROG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FROG.txt [2025-11-26T20:57:59.254996] [INFO ] [sig ] [1291/3599] Completed FROG in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:59.255087] [INFO ] [sig ] [1292/3599] Forecasting FRPH... [2025-11-26T20:57:59.255169] [INFO ] [sig ] Generating forecast for: FRPH [2025-11-26T20:57:59.255237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'. [2025-11-26T20:57:59.266407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRPH'. [2025-11-26T20:57:59.266793] [INFO ] [FORECASTER] Starting predict_future for FRPH [2025-11-26T20:57:59.267709] [DEBUG] [LOCAL ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt [2025-11-26T20:57:59.267785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:59.267854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:59.267918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:59.268021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:59.326253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:59.327027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:59.327131] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:59.327197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:59.448465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:59.448675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:59.448731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:59.448775] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:59.452349] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=1.22%) [2025-11-26T20:57:59.452676] [INFO ] [FORECASTER] Completed predict_future for FRPH [2025-11-26T20:57:59.452829] [INFO ] [sig ] FRPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:57:59.592892] [INFO ] [LOCAL ] Saved forecast: FRPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRPH.txt [2025-11-26T20:57:59.593052] [INFO ] [sig ] [1292/3599] Completed FRPH in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:59.593108] [INFO ] [sig ] [1293/3599] Forecasting FRSH... [2025-11-26T20:57:59.593161] [INFO ] [sig ] Generating forecast for: FRSH [2025-11-26T20:57:59.593202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'. [2025-11-26T20:57:59.604744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSH'. [2025-11-26T20:57:59.605080] [INFO ] [FORECASTER] Starting predict_future for FRSH [2025-11-26T20:57:59.605971] [DEBUG] [LOCAL ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt [2025-11-26T20:57:59.606041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:59.606086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:59.606127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:59.606207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:57:59.667936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:57:59.668881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:57:59.668981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:57:59.669028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:57:59.791807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:57:59.792018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:57:59.792099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:57:59.792153] [INFO ] [FORECASTER] Training complete [2025-11-26T20:57:59.795749] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=82.85%) [2025-11-26T20:57:59.796047] [INFO ] [FORECASTER] Completed predict_future for FRSH [2025-11-26T20:57:59.796198] [INFO ] [sig ] FRSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:57:59.939408] [INFO ] [LOCAL ] Saved forecast: FRSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRSH.txt [2025-11-26T20:57:59.939563] [INFO ] [sig ] [1293/3599] Completed FRSH in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:57:59.939617] [INFO ] [sig ] [1294/3599] Forecasting FRSX... [2025-11-26T20:57:59.939676] [INFO ] [sig ] Generating forecast for: FRSX [2025-11-26T20:57:59.939721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'. [2025-11-26T20:57:59.950594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSX'. [2025-11-26T20:57:59.950989] [INFO ] [FORECASTER] Starting predict_future for FRSX [2025-11-26T20:57:59.951828] [DEBUG] [LOCAL ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt [2025-11-26T20:57:59.951895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:57:59.951941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:57:59.951980] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:57:59.952048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:00.009117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:00.009831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:00.009925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:00.009972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:00.128691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:00.128880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:00.128934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:00.128976] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:00.132346] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=96.59%) [2025-11-26T20:58:00.132663] [INFO ] [FORECASTER] Completed predict_future for FRSX [2025-11-26T20:58:00.132808] [INFO ] [sig ] FRSX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:00.273487] [INFO ] [LOCAL ] Saved forecast: FRSX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRSX.txt [2025-11-26T20:58:00.274531] [INFO ] [sig ] [1294/3599] Completed FRSX in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:00.274683] [INFO ] [sig ] [1295/3599] Forecasting FSBC... [2025-11-26T20:58:00.274729] [INFO ] [sig ] Generating forecast for: FSBC [2025-11-26T20:58:00.274771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'. [2025-11-26T20:58:00.286073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSBC'. [2025-11-26T20:58:00.286456] [INFO ] [FORECASTER] Starting predict_future for FSBC [2025-11-26T20:58:00.287331] [DEBUG] [LOCAL ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt [2025-11-26T20:58:00.287403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:00.287448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:00.287489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:00.287852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:00.347960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:00.348926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:00.349032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:00.349082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:00.478182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:00.478342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:00.478424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:00.478497] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:00.482345] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=5.56%) [2025-11-26T20:58:00.482710] [INFO ] [FORECASTER] Completed predict_future for FSBC [2025-11-26T20:58:00.482881] [INFO ] [sig ] FSBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:00.627239] [INFO ] [LOCAL ] Saved forecast: FSBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSBC.txt [2025-11-26T20:58:00.627445] [INFO ] [sig ] [1295/3599] Completed FSBC in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:00.627503] [INFO ] [sig ] [1296/3599] Forecasting FSCO... [2025-11-26T20:58:00.627568] [INFO ] [sig ] Generating forecast for: FSCO [2025-11-26T20:58:00.627603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-11-26T20:58:00.639196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSCO'. [2025-11-26T20:58:00.639525] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-11-26T20:58:00.640365] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-11-26T20:58:00.640435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:00.640482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:00.640523] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:00.640591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:00.698538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:00.699316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:00.699417] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:00.699466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:00.813280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:00.813472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:00.813527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:00.813569] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:00.817022] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=50.84%) [2025-11-26T20:58:00.817313] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-11-26T20:58:00.817461] [INFO ] [sig ] FSCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:00.957604] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FSCO.txt [2025-11-26T20:58:00.957783] [INFO ] [sig ] [1296/3599] Completed FSCO in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:00.957838] [INFO ] [sig ] [1297/3599] Forecasting FSK... [2025-11-26T20:58:00.957881] [INFO ] [sig ] Generating forecast for: FSK [2025-11-26T20:58:00.957921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-11-26T20:58:00.969659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSK'. [2025-11-26T20:58:00.970009] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-11-26T20:58:00.970854] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-11-26T20:58:00.970925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:00.970985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:00.971030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:00.971091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:01.027263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:01.027942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:01.028035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:01.028087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:01.144171] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:01.144352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:01.144404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:01.144445] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:01.147852] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=69.15%) [2025-11-26T20:58:01.148143] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-11-26T20:58:01.148294] [INFO ] [sig ] FSK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:01.293970] [INFO ] [LOCAL ] Saved forecast: FSK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FSK.txt [2025-11-26T20:58:01.294185] [INFO ] [sig ] [1297/3599] Completed FSK in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:01.294245] [INFO ] [sig ] [1298/3599] Forecasting FSLY... [2025-11-26T20:58:01.294289] [INFO ] [sig ] Generating forecast for: FSLY [2025-11-26T20:58:01.294331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-11-26T20:58:01.306631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSLY'. [2025-11-26T20:58:01.307136] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-11-26T20:58:01.308100] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-11-26T20:58:01.308182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:01.308237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:01.308287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:01.308362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:01.364967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:01.365940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:01.366044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:01.366093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:01.488963] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:01.489165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:01.489217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:01.489259] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:01.493320] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=24.86%) [2025-11-26T20:58:01.493618] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-11-26T20:58:01.493786] [INFO ] [sig ] FSLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:01.635131] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSLY.txt [2025-11-26T20:58:01.635294] [INFO ] [sig ] [1298/3599] Completed FSLY in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:01.635349] [INFO ] [sig ] [1299/3599] Forecasting FSM... [2025-11-26T20:58:01.635390] [INFO ] [sig ] Generating forecast for: FSM [2025-11-26T20:58:01.635431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-11-26T20:58:01.646823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSM'. [2025-11-26T20:58:01.647146] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-11-26T20:58:01.648859] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-11-26T20:58:01.649044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:01.649116] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:01.649180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:01.649284] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:01.719934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:01.720891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:01.720997] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:01.721045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:01.840121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:01.840317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:01.840370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:01.840410] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:01.843849] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-11-26T20:58:01.844158] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-11-26T20:58:01.844308] [INFO ] [sig ] FSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:01.995012] [INFO ] [LOCAL ] Saved forecast: FSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSM.txt [2025-11-26T20:58:01.995212] [INFO ] [sig ] [1299/3599] Completed FSM in 0.4s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:01.995268] [INFO ] [sig ] [1300/3599] Forecasting FSS... [2025-11-26T20:58:01.995310] [INFO ] [sig ] Generating forecast for: FSS [2025-11-26T20:58:01.995351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-11-26T20:58:02.007054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSS'. [2025-11-26T20:58:02.007463] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-11-26T20:58:02.008337] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-11-26T20:58:02.008409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:02.008456] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:02.008496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:02.008565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:02.066385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:02.067310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:02.067414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:02.067462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:02.195539] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:02.195765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:02.195828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:02.195872] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:02.199428] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=12.83%) [2025-11-26T20:58:02.199760] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-11-26T20:58:02.199912] [INFO ] [sig ] FSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:02.340990] [INFO ] [LOCAL ] Saved forecast: FSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSS.txt [2025-11-26T20:58:02.341186] [INFO ] [sig ] [1300/3599] Completed FSS in 0.3s | 2.91 sym/s | Total: 7.4m | ETA: 13.2m [2025-11-26T20:58:02.341242] [INFO ] [sig ] [1301/3599] Forecasting FTA... [2025-11-26T20:58:02.341293] [INFO ] [sig ] Generating forecast for: FTA [2025-11-26T20:58:02.341339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'. [2025-11-26T20:58:02.352516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTA'. [2025-11-26T20:58:02.352853] [INFO ] [FORECASTER] Starting predict_future for FTA [2025-11-26T20:58:02.353684] [DEBUG] [LOCAL ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt [2025-11-26T20:58:02.353751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:02.353798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:02.353838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:02.353907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:02.410047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:02.410692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:02.410786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:02.410831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:02.525459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:02.525624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:02.525703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:02.525745] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:02.529163] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=0.54%) [2025-11-26T20:58:02.529451] [INFO ] [FORECASTER] Completed predict_future for FTA [2025-11-26T20:58:02.529593] [INFO ] [sig ] FTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:02.690287] [INFO ] [LOCAL ] Saved forecast: FTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTA.txt [2025-11-26T20:58:02.690492] [INFO ] [sig ] [1301/3599] Completed FTA in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T20:58:02.690551] [INFO ] [sig ] [1302/3599] Forecasting FTAI... [2025-11-26T20:58:02.690598] [INFO ] [sig ] Generating forecast for: FTAI [2025-11-26T20:58:02.690660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'. [2025-11-26T20:58:02.703511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTAI'. [2025-11-26T20:58:02.703944] [INFO ] [FORECASTER] Starting predict_future for FTAI [2025-11-26T20:58:02.704809] [DEBUG] [LOCAL ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt [2025-11-26T20:58:02.704880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:02.704926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:02.704966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:02.705037] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:02.765515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:02.766476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:02.766587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:02.766637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:02.895656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:02.895862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:02.895914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:02.895954] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:02.900336] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=42.70%) [2025-11-26T20:58:02.900803] [INFO ] [FORECASTER] Completed predict_future for FTAI [2025-11-26T20:58:02.900980] [INFO ] [sig ] FTAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:03.047922] [INFO ] [LOCAL ] Saved forecast: FTAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTAI.txt [2025-11-26T20:58:03.048141] [INFO ] [sig ] [1302/3599] Completed FTAI in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T20:58:03.048206] [INFO ] [sig ] [1303/3599] Forecasting FTC... [2025-11-26T20:58:03.048251] [INFO ] [sig ] Generating forecast for: FTC [2025-11-26T20:58:03.048294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'. [2025-11-26T20:58:03.062309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTC'. [2025-11-26T20:58:03.062925] [INFO ] [FORECASTER] Starting predict_future for FTC [2025-11-26T20:58:03.064131] [DEBUG] [LOCAL ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt [2025-11-26T20:58:03.064237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:03.064285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:03.064326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:03.064398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:03.130743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:03.131939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:03.132069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:03.132148] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:03.258618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:03.258820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:03.258874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:03.258915] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:03.262284] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=33.72%) [2025-11-26T20:58:03.262575] [INFO ] [FORECASTER] Completed predict_future for FTC [2025-11-26T20:58:03.262739] [INFO ] [sig ] FTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:03.404560] [INFO ] [LOCAL ] Saved forecast: FTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTC.txt [2025-11-26T20:58:03.404745] [INFO ] [sig ] [1303/3599] Completed FTC in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T20:58:03.404802] [INFO ] [sig ] [1304/3599] Forecasting FTCI... [2025-11-26T20:58:03.404847] [INFO ] [sig ] Generating forecast for: FTCI [2025-11-26T20:58:03.404890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'. [2025-11-26T20:58:03.416596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCI'. [2025-11-26T20:58:03.417039] [INFO ] [FORECASTER] Starting predict_future for FTCI [2025-11-26T20:58:03.417936] [DEBUG] [LOCAL ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt [2025-11-26T20:58:03.418005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:03.418051] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:03.418090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:03.418160] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:03.478512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:03.479456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:03.479563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:03.479612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:03.605226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:03.605413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:03.605467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:03.605528] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:03.608999] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=33.58%) [2025-11-26T20:58:03.609309] [INFO ] [FORECASTER] Completed predict_future for FTCI [2025-11-26T20:58:03.609461] [INFO ] [sig ] FTCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:03.755491] [INFO ] [LOCAL ] Saved forecast: FTCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTCI.txt [2025-11-26T20:58:03.755705] [INFO ] [sig ] [1304/3599] Completed FTCI in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:03.755767] [INFO ] [sig ] [1305/3599] Forecasting FTCS... [2025-11-26T20:58:03.755812] [INFO ] [sig ] Generating forecast for: FTCS [2025-11-26T20:58:03.755855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'. [2025-11-26T20:58:03.768314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCS'. [2025-11-26T20:58:03.768844] [INFO ] [FORECASTER] Starting predict_future for FTCS [2025-11-26T20:58:03.769737] [DEBUG] [LOCAL ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt [2025-11-26T20:58:03.769810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:03.769858] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:03.769901] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:03.769969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:03.828707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:03.829585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:03.829705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:03.829754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:03.949223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:03.949422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:03.949474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:03.949515] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:03.953006] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-11-26T20:58:03.953323] [INFO ] [FORECASTER] Completed predict_future for FTCS [2025-11-26T20:58:03.953476] [INFO ] [sig ] FTCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:04.101919] [INFO ] [LOCAL ] Saved forecast: FTCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTCS.txt [2025-11-26T20:58:04.102116] [INFO ] [sig ] [1305/3599] Completed FTCS in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:04.102172] [INFO ] [sig ] [1306/3599] Forecasting FTEK... [2025-11-26T20:58:04.102217] [INFO ] [sig ] Generating forecast for: FTEK [2025-11-26T20:58:04.102254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'. [2025-11-26T20:58:04.114325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTEK'. [2025-11-26T20:58:04.114737] [INFO ] [FORECASTER] Starting predict_future for FTEK [2025-11-26T20:58:04.115561] [DEBUG] [LOCAL ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt [2025-11-26T20:58:04.115630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:04.115692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:04.115734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:04.115797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:04.173425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:04.174335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:04.174459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:04.174536] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:04.291674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:04.291874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:04.291927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:04.291965] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:04.295374] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=89.63%) [2025-11-26T20:58:04.295721] [INFO ] [FORECASTER] Completed predict_future for FTEK [2025-11-26T20:58:04.295871] [INFO ] [sig ] FTEK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:04.439000] [INFO ] [LOCAL ] Saved forecast: FTEK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTEK.txt [2025-11-26T20:58:04.439191] [INFO ] [sig ] [1306/3599] Completed FTEK in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:04.439252] [INFO ] [sig ] [1307/3599] Forecasting FTGC... [2025-11-26T20:58:04.439289] [INFO ] [sig ] Generating forecast for: FTGC [2025-11-26T20:58:04.439333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'. [2025-11-26T20:58:04.450984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGC'. [2025-11-26T20:58:04.451371] [INFO ] [FORECASTER] Starting predict_future for FTGC [2025-11-26T20:58:04.452221] [DEBUG] [LOCAL ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt [2025-11-26T20:58:04.452291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:04.452339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:04.452379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:04.452445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:04.511066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:04.511984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:04.512090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:04.512136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:04.632044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:04.632241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:04.632305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:04.632360] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:04.635911] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-11-26T20:58:04.636262] [INFO ] [FORECASTER] Completed predict_future for FTGC [2025-11-26T20:58:04.636448] [INFO ] [sig ] FTGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:04.784401] [INFO ] [LOCAL ] Saved forecast: FTGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTGC.txt [2025-11-26T20:58:04.784592] [INFO ] [sig ] [1307/3599] Completed FTGC in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:04.784668] [INFO ] [sig ] [1308/3599] Forecasting FTGS... [2025-11-26T20:58:04.784711] [INFO ] [sig ] Generating forecast for: FTGS [2025-11-26T20:58:04.784753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'. [2025-11-26T20:58:04.796043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGS'. [2025-11-26T20:58:04.796409] [INFO ] [FORECASTER] Starting predict_future for FTGS [2025-11-26T20:58:04.797295] [DEBUG] [LOCAL ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt [2025-11-26T20:58:04.797368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:04.797415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:04.797478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:04.797598] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:04.855092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:04.855982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:04.856082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:04.856133] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:04.977120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:04.977316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:04.977368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:04.977413] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:04.980901] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-11-26T20:58:04.981225] [INFO ] [FORECASTER] Completed predict_future for FTGS [2025-11-26T20:58:04.981392] [INFO ] [sig ] FTGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:05.168769] [INFO ] [LOCAL ] Saved forecast: FTGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTGS.txt [2025-11-26T20:58:05.168957] [INFO ] [sig ] [1308/3599] Completed FTGS in 0.4s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:05.169012] [INFO ] [sig ] [1309/3599] Forecasting FTHI... [2025-11-26T20:58:05.169061] [INFO ] [sig ] Generating forecast for: FTHI [2025-11-26T20:58:05.169111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'. [2025-11-26T20:58:05.180466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHI'. [2025-11-26T20:58:05.180901] [INFO ] [FORECASTER] Starting predict_future for FTHI [2025-11-26T20:58:05.181798] [DEBUG] [LOCAL ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt [2025-11-26T20:58:05.181866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:05.181911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:05.181950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:05.182016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:05.241750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:05.242668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:05.242772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:05.242822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:05.362734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:05.362912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:05.362975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:05.363015] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:05.366490] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-11-26T20:58:05.366822] [INFO ] [FORECASTER] Completed predict_future for FTHI [2025-11-26T20:58:05.366974] [INFO ] [sig ] FTHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:05.511332] [INFO ] [LOCAL ] Saved forecast: FTHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTHI.txt [2025-11-26T20:58:05.511517] [INFO ] [sig ] [1309/3599] Completed FTHI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:05.511574] [INFO ] [sig ] [1310/3599] Forecasting FTHM... [2025-11-26T20:58:05.511616] [INFO ] [sig ] Generating forecast for: FTHM [2025-11-26T20:58:05.511674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'. [2025-11-26T20:58:05.523057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHM'. [2025-11-26T20:58:05.523454] [INFO ] [FORECASTER] Starting predict_future for FTHM [2025-11-26T20:58:05.524333] [DEBUG] [LOCAL ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt [2025-11-26T20:58:05.524403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:05.524449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:05.524489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:05.524556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:05.583429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:05.584321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:05.584427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:05.584478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:05.706148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:05.706340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:05.706396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:05.706430] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:05.709910] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=17.66%) [2025-11-26T20:58:05.710234] [INFO ] [FORECASTER] Completed predict_future for FTHM [2025-11-26T20:58:05.710411] [INFO ] [sig ] FTHM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:05.853441] [INFO ] [LOCAL ] Saved forecast: FTHM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTHM.txt [2025-11-26T20:58:05.853633] [INFO ] [sig ] [1310/3599] Completed FTHM in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:05.853706] [INFO ] [sig ] [1311/3599] Forecasting FTHY... [2025-11-26T20:58:05.853747] [INFO ] [sig ] Generating forecast for: FTHY [2025-11-26T20:58:05.853787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-11-26T20:58:05.864983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHY'. [2025-11-26T20:58:05.865366] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-11-26T20:58:05.866233] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-11-26T20:58:05.866302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:05.866346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:05.866378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:05.866438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:05.924498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:05.925431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:05.925535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:05.925585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:06.041726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:06.041914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:06.041966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:06.042005] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:06.045637] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=87.67%) [2025-11-26T20:58:06.046058] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-11-26T20:58:06.046219] [INFO ] [sig ] FTHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:06.192911] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTHY.txt [2025-11-26T20:58:06.193111] [INFO ] [sig ] [1311/3599] Completed FTHY in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:06.193183] [INFO ] [sig ] [1312/3599] Forecasting FTI... [2025-11-26T20:58:06.193241] [INFO ] [sig ] Generating forecast for: FTI [2025-11-26T20:58:06.193336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-11-26T20:58:06.205333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTI'. [2025-11-26T20:58:06.205749] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-11-26T20:58:06.206709] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-11-26T20:58:06.206782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:06.206829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:06.206872] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:06.206941] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:06.267183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:06.268130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:06.268234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:06.268278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:06.387393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:06.387613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:06.387690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:06.387735] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:06.391179] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=7.00%) [2025-11-26T20:58:06.391490] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-11-26T20:58:06.391662] [INFO ] [sig ] FTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:06.533943] [INFO ] [LOCAL ] Saved forecast: FTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTI.txt [2025-11-26T20:58:06.534124] [INFO ] [sig ] [1312/3599] Completed FTI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:06.534180] [INFO ] [sig ] [1313/3599] Forecasting FTK... [2025-11-26T20:58:06.534225] [INFO ] [sig ] Generating forecast for: FTK [2025-11-26T20:58:06.534270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-11-26T20:58:06.545351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTK'. [2025-11-26T20:58:06.545702] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-11-26T20:58:06.546525] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-11-26T20:58:06.546596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:06.546673] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:06.546726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:06.546808] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:06.604722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:06.605562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:06.605687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:06.605744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:06.724959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:06.725146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:06.725208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:06.725260] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:06.728748] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=33.44%) [2025-11-26T20:58:06.729089] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-11-26T20:58:06.729242] [INFO ] [sig ] FTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:06.870607] [INFO ] [LOCAL ] Saved forecast: FTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTK.txt [2025-11-26T20:58:06.870842] [INFO ] [sig ] [1313/3599] Completed FTK in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:06.870899] [INFO ] [sig ] [1314/3599] Forecasting FTLF... [2025-11-26T20:58:06.870939] [INFO ] [sig ] Generating forecast for: FTLF [2025-11-26T20:58:06.870978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'. [2025-11-26T20:58:06.882306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTLF'. [2025-11-26T20:58:06.882751] [INFO ] [FORECASTER] Starting predict_future for FTLF [2025-11-26T20:58:06.883611] [DEBUG] [LOCAL ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt [2025-11-26T20:58:06.883718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:06.883769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:06.883811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:06.883877] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:06.941370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:06.942284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:06.942385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:06.942432] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:07.050761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:07.050949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:07.051001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:07.051042] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:07.054463] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=70.45%) [2025-11-26T20:58:07.054797] [INFO ] [FORECASTER] Completed predict_future for FTLF [2025-11-26T20:58:07.054946] [INFO ] [sig ] FTLF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:07.197151] [INFO ] [LOCAL ] Saved forecast: FTLF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTLF.txt [2025-11-26T20:58:07.197360] [INFO ] [sig ] [1314/3599] Completed FTLF in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:07.197430] [INFO ] [sig ] [1315/3599] Forecasting FTQI... [2025-11-26T20:58:07.197472] [INFO ] [sig ] Generating forecast for: FTQI [2025-11-26T20:58:07.197511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'. [2025-11-26T20:58:07.211360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTQI'. [2025-11-26T20:58:07.211779] [INFO ] [FORECASTER] Starting predict_future for FTQI [2025-11-26T20:58:07.212675] [DEBUG] [LOCAL ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt [2025-11-26T20:58:07.212744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:07.212790] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:07.212829] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:07.212897] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:07.270848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:07.271749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:07.271847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:07.271894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:07.389273] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:07.389473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:07.389526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:07.389567] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:07.393080] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=51.75%) [2025-11-26T20:58:07.393427] [INFO ] [FORECASTER] Completed predict_future for FTQI [2025-11-26T20:58:07.393578] [INFO ] [sig ] FTQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:07.534386] [INFO ] [LOCAL ] Saved forecast: FTQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTQI.txt [2025-11-26T20:58:07.534575] [INFO ] [sig ] [1315/3599] Completed FTQI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:07.534630] [INFO ] [sig ] [1316/3599] Forecasting FTRE... [2025-11-26T20:58:07.534694] [INFO ] [sig ] Generating forecast for: FTRE [2025-11-26T20:58:07.534737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'. [2025-11-26T20:58:07.546826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRE'. [2025-11-26T20:58:07.547218] [INFO ] [FORECASTER] Starting predict_future for FTRE [2025-11-26T20:58:07.548126] [DEBUG] [LOCAL ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt [2025-11-26T20:58:07.548199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:07.548245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:07.548283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:07.548355] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:07.606562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:07.607441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:07.607580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:07.607629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:07.729991] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:07.730176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:07.730230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:07.730272] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:07.733659] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=1.19%) [2025-11-26T20:58:07.733953] [INFO ] [FORECASTER] Completed predict_future for FTRE [2025-11-26T20:58:07.734097] [INFO ] [sig ] FTRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:07.875155] [INFO ] [LOCAL ] Saved forecast: FTRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTRE.txt [2025-11-26T20:58:07.875335] [INFO ] [sig ] [1316/3599] Completed FTRE in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:07.875391] [INFO ] [sig ] [1317/3599] Forecasting FTRI... [2025-11-26T20:58:07.875427] [INFO ] [sig ] Generating forecast for: FTRI [2025-11-26T20:58:07.875465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'. [2025-11-26T20:58:07.887065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRI'. [2025-11-26T20:58:07.887397] [INFO ] [FORECASTER] Starting predict_future for FTRI [2025-11-26T20:58:07.888263] [DEBUG] [LOCAL ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt [2025-11-26T20:58:07.888331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:07.888377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:07.888416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:07.888482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:07.944900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:07.945693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:07.945791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:07.945838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:08.066164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:08.066338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:08.066391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:08.066431] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:08.069819] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=65.25%) [2025-11-26T20:58:08.070116] [INFO ] [FORECASTER] Completed predict_future for FTRI [2025-11-26T20:58:08.070261] [INFO ] [sig ] FTRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:08.210111] [INFO ] [LOCAL ] Saved forecast: FTRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTRI.txt [2025-11-26T20:58:08.210274] [INFO ] [sig ] [1317/3599] Completed FTRI in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:08.210327] [INFO ] [sig ] [1318/3599] Forecasting FTS... [2025-11-26T20:58:08.210368] [INFO ] [sig ] Generating forecast for: FTS [2025-11-26T20:58:08.210408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-11-26T20:58:08.222726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTS'. [2025-11-26T20:58:08.223083] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-11-26T20:58:08.223906] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-11-26T20:58:08.223975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:08.224021] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:08.224060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:08.224126] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:08.284604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:08.285519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:08.285619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:08.285684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:08.410266] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:08.410443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:08.410497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:08.410542] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:08.414049] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-11-26T20:58:08.414344] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-11-26T20:58:08.414489] [INFO ] [sig ] FTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:08.554570] [INFO ] [LOCAL ] Saved forecast: FTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTS.txt [2025-11-26T20:58:08.554754] [INFO ] [sig ] [1318/3599] Completed FTS in 0.3s | 2.91 sym/s | Total: 7.5m | ETA: 13.1m [2025-11-26T20:58:08.554809] [INFO ] [sig ] [1319/3599] Forecasting FTSL... [2025-11-26T20:58:08.554858] [INFO ] [sig ] Generating forecast for: FTSL [2025-11-26T20:58:08.554915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'. [2025-11-26T20:58:08.565993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSL'. [2025-11-26T20:58:08.566329] [INFO ] [FORECASTER] Starting predict_future for FTSL [2025-11-26T20:58:08.567203] [DEBUG] [LOCAL ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt [2025-11-26T20:58:08.567276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:08.567327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:08.567367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:08.567438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:08.625026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:08.625828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:08.625929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:08.625977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:08.741029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:08.741199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:08.741251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:08.741291] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:08.744695] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=88.59%) [2025-11-26T20:58:08.744987] [INFO ] [FORECASTER] Completed predict_future for FTSL [2025-11-26T20:58:08.745129] [INFO ] [sig ] FTSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:08.884498] [INFO ] [LOCAL ] Saved forecast: FTSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTSL.txt [2025-11-26T20:58:08.884693] [INFO ] [sig ] [1319/3599] Completed FTSL in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T20:58:08.884754] [INFO ] [sig ] [1320/3599] Forecasting FTSM... [2025-11-26T20:58:08.884796] [INFO ] [sig ] Generating forecast for: FTSM [2025-11-26T20:58:08.884837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'. [2025-11-26T20:58:08.894867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSM'. [2025-11-26T20:58:08.895178] [INFO ] [FORECASTER] Starting predict_future for FTSM [2025-11-26T20:58:08.896028] [DEBUG] [LOCAL ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt [2025-11-26T20:58:08.896097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:08.896142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:08.896182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:08.896248] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:08.952875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:08.953667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:08.953765] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:08.953811] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:09.057369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:09.057579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:09.057662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:09.057743] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:09.061359] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.12%) [2025-11-26T20:58:09.061693] [INFO ] [FORECASTER] Completed predict_future for FTSM [2025-11-26T20:58:09.061858] [INFO ] [sig ] FTSM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:09.203820] [INFO ] [LOCAL ] Saved forecast: FTSM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTSM.txt [2025-11-26T20:58:09.203994] [INFO ] [sig ] [1320/3599] Completed FTSM in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T20:58:09.204050] [INFO ] [sig ] [1321/3599] Forecasting FTXG... [2025-11-26T20:58:09.204091] [INFO ] [sig ] Generating forecast for: FTXG [2025-11-26T20:58:09.204133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'. [2025-11-26T20:58:09.214995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXG'. [2025-11-26T20:58:09.215334] [INFO ] [FORECASTER] Starting predict_future for FTXG [2025-11-26T20:58:09.216230] [DEBUG] [LOCAL ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt [2025-11-26T20:58:09.216313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:09.216362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:09.216403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:09.216472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:09.275016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:09.275785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:09.275885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:09.275931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:09.384293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:09.384486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:09.384547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:09.384591] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:09.388176] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=98.62%) [2025-11-26T20:58:09.388485] [INFO ] [FORECASTER] Completed predict_future for FTXG [2025-11-26T20:58:09.388636] [INFO ] [sig ] FTXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:09.529538] [INFO ] [LOCAL ] Saved forecast: FTXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTXG.txt [2025-11-26T20:58:09.529729] [INFO ] [sig ] [1321/3599] Completed FTXG in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:09.529786] [INFO ] [sig ] [1322/3599] Forecasting FTXL... [2025-11-26T20:58:09.529830] [INFO ] [sig ] Generating forecast for: FTXL [2025-11-26T20:58:09.529870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'. [2025-11-26T20:58:09.541172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXL'. [2025-11-26T20:58:09.541513] [INFO ] [FORECASTER] Starting predict_future for FTXL [2025-11-26T20:58:09.542391] [DEBUG] [LOCAL ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt [2025-11-26T20:58:09.542461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:09.542507] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:09.542547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:09.542617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:09.599344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:09.600119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:09.600216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:09.600262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:09.727555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:09.727742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:09.727797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:09.727840] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:09.731350] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-11-26T20:58:09.731667] [INFO ] [FORECASTER] Completed predict_future for FTXL [2025-11-26T20:58:09.731816] [INFO ] [sig ] FTXL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:09.879167] [INFO ] [LOCAL ] Saved forecast: FTXL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTXL.txt [2025-11-26T20:58:09.879347] [INFO ] [sig ] [1322/3599] Completed FTXL in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:09.879405] [INFO ] [sig ] [1323/3599] Forecasting FTXN... [2025-11-26T20:58:09.879447] [INFO ] [sig ] Generating forecast for: FTXN [2025-11-26T20:58:09.879486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'. [2025-11-26T20:58:09.890528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXN'. [2025-11-26T20:58:09.890888] [INFO ] [FORECASTER] Starting predict_future for FTXN [2025-11-26T20:58:09.891779] [DEBUG] [LOCAL ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt [2025-11-26T20:58:09.891847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:09.891893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:09.891934] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:09.892002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:09.949532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:09.950491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:09.950801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:09.950848] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:10.068188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:10.068363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:10.068421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:10.068464] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:10.072191] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=8.94%) [2025-11-26T20:58:10.072480] [INFO ] [FORECASTER] Completed predict_future for FTXN [2025-11-26T20:58:10.072628] [INFO ] [sig ] FTXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:10.214341] [INFO ] [LOCAL ] Saved forecast: FTXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTXN.txt [2025-11-26T20:58:10.214509] [INFO ] [sig ] [1323/3599] Completed FTXN in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:10.214572] [INFO ] [sig ] [1324/3599] Forecasting FTXO... [2025-11-26T20:58:10.214608] [INFO ] [sig ] Generating forecast for: FTXO [2025-11-26T20:58:10.214663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'. [2025-11-26T20:58:10.225341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXO'. [2025-11-26T20:58:10.225674] [INFO ] [FORECASTER] Starting predict_future for FTXO [2025-11-26T20:58:10.226495] [DEBUG] [LOCAL ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt [2025-11-26T20:58:10.226563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:10.226608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:10.226666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:10.226737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:10.284391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:10.285189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:10.285290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:10.285337] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:10.404508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:10.404705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:10.404769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:10.404812] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:10.408313] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=16.54%) [2025-11-26T20:58:10.408668] [INFO ] [FORECASTER] Completed predict_future for FTXO [2025-11-26T20:58:10.408822] [INFO ] [sig ] FTXO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:10.553376] [INFO ] [LOCAL ] Saved forecast: FTXO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTXO.txt [2025-11-26T20:58:10.553548] [INFO ] [sig ] [1324/3599] Completed FTXO in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:10.553606] [INFO ] [sig ] [1325/3599] Forecasting FUBO... [2025-11-26T20:58:10.553665] [INFO ] [sig ] Generating forecast for: FUBO [2025-11-26T20:58:10.553713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-11-26T20:58:10.564150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUBO'. [2025-11-26T20:58:10.564467] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-11-26T20:58:10.565300] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-11-26T20:58:10.565370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:10.565415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:10.565454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:10.565519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:10.622824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:10.623563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:10.623677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:10.623726] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:10.743169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:10.743338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:10.743395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:10.743437] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:10.747266] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=77.33%) [2025-11-26T20:58:10.747576] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-11-26T20:58:10.747741] [INFO ] [sig ] FUBO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:10.889459] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FUBO.txt [2025-11-26T20:58:10.889607] [INFO ] [sig ] [1325/3599] Completed FUBO in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:10.889679] [INFO ] [sig ] [1326/3599] Forecasting FUL... [2025-11-26T20:58:10.889717] [INFO ] [sig ] Generating forecast for: FUL [2025-11-26T20:58:10.889757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-11-26T20:58:10.900436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUL'. [2025-11-26T20:58:10.900799] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-11-26T20:58:10.901859] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-11-26T20:58:10.901927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:10.901971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:10.902009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:10.902075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:10.960354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:10.961100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:10.961197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:10.961242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:11.081167] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:11.081361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:11.081415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:11.081459] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:11.084830] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=2.41%) [2025-11-26T20:58:11.085148] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-11-26T20:58:11.085292] [INFO ] [sig ] FUL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:11.228008] [INFO ] [LOCAL ] Saved forecast: FUL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FUL.txt [2025-11-26T20:58:11.228228] [INFO ] [sig ] [1326/3599] Completed FUL in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:11.228286] [INFO ] [sig ] [1327/3599] Forecasting FULC... [2025-11-26T20:58:11.228332] [INFO ] [sig ] Generating forecast for: FULC [2025-11-26T20:58:11.228373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'. [2025-11-26T20:58:11.239710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FULC'. [2025-11-26T20:58:11.240078] [INFO ] [FORECASTER] Starting predict_future for FULC [2025-11-26T20:58:11.240932] [DEBUG] [LOCAL ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt [2025-11-26T20:58:11.241000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:11.241044] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:11.241082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:11.241150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:11.298011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:11.298914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:11.299021] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:11.299069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:11.421976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:11.422161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:11.422215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:11.422254] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:11.425632] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=19.04%) [2025-11-26T20:58:11.425941] [INFO ] [FORECASTER] Completed predict_future for FULC [2025-11-26T20:58:11.426085] [INFO ] [sig ] FULC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:11.564914] [INFO ] [LOCAL ] Saved forecast: FULC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FULC.txt [2025-11-26T20:58:11.565083] [INFO ] [sig ] [1327/3599] Completed FULC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:11.565133] [INFO ] [sig ] [1328/3599] Forecasting FUN... [2025-11-26T20:58:11.565168] [INFO ] [sig ] Generating forecast for: FUN [2025-11-26T20:58:11.565205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-11-26T20:58:11.575787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUN'. [2025-11-26T20:58:11.576097] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-11-26T20:58:11.576925] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-11-26T20:58:11.576993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:11.577038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:11.577076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:11.577142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:11.634298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:11.635104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:11.635214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:11.635268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:11.753272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:11.753406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:11.753475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:11.753519] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:11.757171] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=46.70%) [2025-11-26T20:58:11.757477] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-11-26T20:58:11.757662] [INFO ] [sig ] FUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:11.901063] [INFO ] [LOCAL ] Saved forecast: FUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FUN.txt [2025-11-26T20:58:11.901230] [INFO ] [sig ] [1328/3599] Completed FUN in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:11.901293] [INFO ] [sig ] [1329/3599] Forecasting FUNC... [2025-11-26T20:58:11.901334] [INFO ] [sig ] Generating forecast for: FUNC [2025-11-26T20:58:11.901370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'. [2025-11-26T20:58:11.912364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUNC'. [2025-11-26T20:58:11.912776] [INFO ] [FORECASTER] Starting predict_future for FUNC [2025-11-26T20:58:11.913823] [DEBUG] [LOCAL ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt [2025-11-26T20:58:11.913901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:11.913960] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:11.914007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:11.914084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:11.974658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:11.975392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:11.975494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:11.975543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:12.093743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:12.093914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:12.093966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:12.094006] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:12.097404] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=51.88%) [2025-11-26T20:58:12.097763] [INFO ] [FORECASTER] Completed predict_future for FUNC [2025-11-26T20:58:12.097913] [INFO ] [sig ] FUNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:12.240329] [INFO ] [LOCAL ] Saved forecast: FUNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FUNC.txt [2025-11-26T20:58:12.240492] [INFO ] [sig ] [1329/3599] Completed FUNC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:12.240547] [INFO ] [sig ] [1330/3599] Forecasting FUND... [2025-11-26T20:58:12.240587] [INFO ] [sig ] Generating forecast for: FUND [2025-11-26T20:58:12.240626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'. [2025-11-26T20:58:12.251509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUND'. [2025-11-26T20:58:12.251871] [INFO ] [FORECASTER] Starting predict_future for FUND [2025-11-26T20:58:12.252711] [DEBUG] [LOCAL ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt [2025-11-26T20:58:12.252779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:12.252823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:12.252863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:12.252929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:12.312482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:12.313357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:12.313459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:12.313504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:12.426757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:12.426941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:12.426997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:12.427041] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:12.430534] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-11-26T20:58:12.430847] [INFO ] [FORECASTER] Completed predict_future for FUND [2025-11-26T20:58:12.430991] [INFO ] [sig ] FUND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:12.571854] [INFO ] [LOCAL ] Saved forecast: FUND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FUND.txt [2025-11-26T20:58:12.572029] [INFO ] [sig ] [1330/3599] Completed FUND in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:12.572085] [INFO ] [sig ] [1331/3599] Forecasting FVCB... [2025-11-26T20:58:12.572126] [INFO ] [sig ] Generating forecast for: FVCB [2025-11-26T20:58:12.572167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'. [2025-11-26T20:58:12.583377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FVCB'. [2025-11-26T20:58:12.583819] [INFO ] [FORECASTER] Starting predict_future for FVCB [2025-11-26T20:58:12.584682] [DEBUG] [LOCAL ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt [2025-11-26T20:58:12.584752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:12.584796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:12.584835] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:12.584903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:12.642165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:12.642903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:12.643012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:12.643064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:12.755128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:12.755293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:12.755346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:12.755388] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:12.758856] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=30.20%) [2025-11-26T20:58:12.759145] [INFO ] [FORECASTER] Completed predict_future for FVCB [2025-11-26T20:58:12.759284] [INFO ] [sig ] FVCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:12.899975] [INFO ] [LOCAL ] Saved forecast: FVCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FVCB.txt [2025-11-26T20:58:12.900123] [INFO ] [sig ] [1331/3599] Completed FVCB in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:12.900177] [INFO ] [sig ] [1332/3599] Forecasting FWONA... [2025-11-26T20:58:12.900219] [INFO ] [sig ] Generating forecast for: FWONA [2025-11-26T20:58:12.900261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'. [2025-11-26T20:58:12.911331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONA'. [2025-11-26T20:58:12.911630] [INFO ] [FORECASTER] Starting predict_future for FWONA [2025-11-26T20:58:12.912459] [DEBUG] [LOCAL ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt [2025-11-26T20:58:12.912528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:12.912585] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:12.912626] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:12.912720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:12.971101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:12.971894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:12.972000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:12.972063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:13.089514] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:13.089708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:13.089761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:13.089802] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:13.093182] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-11-26T20:58:13.093473] [INFO ] [FORECASTER] Completed predict_future for FWONA [2025-11-26T20:58:13.093615] [INFO ] [sig ] FWONA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:13.233546] [INFO ] [LOCAL ] Saved forecast: FWONA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FWONA.txt [2025-11-26T20:58:13.233724] [INFO ] [sig ] [1332/3599] Completed FWONA in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:13.233781] [INFO ] [sig ] [1333/3599] Forecasting FWONK... [2025-11-26T20:58:13.233824] [INFO ] [sig ] Generating forecast for: FWONK [2025-11-26T20:58:13.233865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'. [2025-11-26T20:58:13.244745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONK'. [2025-11-26T20:58:13.245045] [INFO ] [FORECASTER] Starting predict_future for FWONK [2025-11-26T20:58:13.245877] [DEBUG] [LOCAL ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt [2025-11-26T20:58:13.245946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:13.245990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:13.246029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:13.246095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:13.304905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:13.305735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:13.305831] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:13.305878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:13.420043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:13.420214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:13.420266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:13.420308] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:13.423680] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-11-26T20:58:13.423976] [INFO ] [FORECASTER] Completed predict_future for FWONK [2025-11-26T20:58:13.424134] [INFO ] [sig ] FWONK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:13.562888] [INFO ] [LOCAL ] Saved forecast: FWONK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FWONK.txt [2025-11-26T20:58:13.563045] [INFO ] [sig ] [1333/3599] Completed FWONK in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:13.563100] [INFO ] [sig ] [1334/3599] Forecasting FWRD... [2025-11-26T20:58:13.563142] [INFO ] [sig ] Generating forecast for: FWRD [2025-11-26T20:58:13.563182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'. [2025-11-26T20:58:13.574539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRD'. [2025-11-26T20:58:13.574882] [INFO ] [FORECASTER] Starting predict_future for FWRD [2025-11-26T20:58:13.575737] [DEBUG] [LOCAL ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt [2025-11-26T20:58:13.575804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:13.575849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:13.575897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:13.575979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:13.632814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:13.633504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:13.633605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:13.633686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:13.753927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:13.754079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:13.754141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:13.754196] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:13.757622] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-11-26T20:58:13.757959] [INFO ] [FORECASTER] Completed predict_future for FWRD [2025-11-26T20:58:13.758118] [INFO ] [sig ] FWRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:13.898573] [INFO ] [LOCAL ] Saved forecast: FWRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FWRD.txt [2025-11-26T20:58:13.898747] [INFO ] [sig ] [1334/3599] Completed FWRD in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:13.898808] [INFO ] [sig ] [1335/3599] Forecasting FWRG... [2025-11-26T20:58:13.898861] [INFO ] [sig ] Generating forecast for: FWRG [2025-11-26T20:58:13.898914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'. [2025-11-26T20:58:13.910326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRG'. [2025-11-26T20:58:13.910630] [INFO ] [FORECASTER] Starting predict_future for FWRG [2025-11-26T20:58:13.911480] [DEBUG] [LOCAL ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt [2025-11-26T20:58:13.911552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:13.911598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:13.911654] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:13.911726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:13.968516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:13.969177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:13.969272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:13.969317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:14.088337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:14.088531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:14.088584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:14.088626] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:14.092071] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-11-26T20:58:14.092396] [INFO ] [FORECASTER] Completed predict_future for FWRG [2025-11-26T20:58:14.092550] [INFO ] [sig ] FWRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:14.235850] [INFO ] [LOCAL ] Saved forecast: FWRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FWRG.txt [2025-11-26T20:58:14.236028] [INFO ] [sig ] [1335/3599] Completed FWRG in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:14.236094] [INFO ] [sig ] [1336/3599] Forecasting FYC... [2025-11-26T20:58:14.236137] [INFO ] [sig ] Generating forecast for: FYC [2025-11-26T20:58:14.236179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'. [2025-11-26T20:58:14.252028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYC'. [2025-11-26T20:58:14.252404] [INFO ] [FORECASTER] Starting predict_future for FYC [2025-11-26T20:58:14.253303] [DEBUG] [LOCAL ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt [2025-11-26T20:58:14.253373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:14.253419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:14.253459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:14.253529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:14.310014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:14.310719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:14.310813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:14.310862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:14.433827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:14.434039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:14.434091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:14.434126] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:14.437694] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=36.82%) [2025-11-26T20:58:14.438001] [INFO ] [FORECASTER] Completed predict_future for FYC [2025-11-26T20:58:14.438163] [INFO ] [sig ] FYC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:14.578844] [INFO ] [LOCAL ] Saved forecast: FYC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FYC.txt [2025-11-26T20:58:14.578991] [INFO ] [sig ] [1336/3599] Completed FYC in 0.3s | 2.91 sym/s | Total: 7.6m | ETA: 13.0m [2025-11-26T20:58:14.579047] [INFO ] [sig ] [1337/3599] Forecasting FYX... [2025-11-26T20:58:14.579102] [INFO ] [sig ] Generating forecast for: FYX [2025-11-26T20:58:14.579155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'. [2025-11-26T20:58:14.590511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYX'. [2025-11-26T20:58:14.590878] [INFO ] [FORECASTER] Starting predict_future for FYX [2025-11-26T20:58:14.591750] [DEBUG] [LOCAL ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt [2025-11-26T20:58:14.591817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:14.591863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:14.591909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:14.591993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:14.648829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:14.649504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:14.649607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:14.649680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:14.770665] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:14.770844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:14.770910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:14.770960] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:14.774369] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=48.77%) [2025-11-26T20:58:14.774712] [INFO ] [FORECASTER] Completed predict_future for FYX [2025-11-26T20:58:14.774895] [INFO ] [sig ] FYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:14.915426] [INFO ] [LOCAL ] Saved forecast: FYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FYX.txt [2025-11-26T20:58:14.915589] [INFO ] [sig ] [1337/3599] Completed FYX in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T20:58:14.915678] [INFO ] [sig ] [1338/3599] Forecasting G... [2025-11-26T20:58:14.915732] [INFO ] [sig ] Generating forecast for: G [2025-11-26T20:58:14.915779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-11-26T20:58:14.926816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'G'. [2025-11-26T20:58:14.927153] [INFO ] [FORECASTER] Starting predict_future for G [2025-11-26T20:58:14.928038] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-11-26T20:58:14.928106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:14.928150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:14.928200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:14.928278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:14.986029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:14.986782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:14.986877] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:14.986931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:15.107764] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:15.107939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:15.107991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:15.108032] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:15.111422] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=20.64%) [2025-11-26T20:58:15.111737] [INFO ] [FORECASTER] Completed predict_future for G [2025-11-26T20:58:15.111883] [INFO ] [sig ] G: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:15.257129] [INFO ] [LOCAL ] Saved forecast: G 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/G.txt [2025-11-26T20:58:15.257299] [INFO ] [sig ] [1338/3599] Completed G in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:15.257354] [INFO ] [sig ] [1339/3599] Forecasting GAB... [2025-11-26T20:58:15.257396] [INFO ] [sig ] Generating forecast for: GAB [2025-11-26T20:58:15.257436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-11-26T20:58:15.269163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAB'. [2025-11-26T20:58:15.269483] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-11-26T20:58:15.270325] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-11-26T20:58:15.270394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:15.270442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:15.270482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:15.270550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:15.328607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:15.329320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:15.329418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:15.329467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:15.452100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:15.452272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:15.452324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:15.452382] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:15.455753] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=63.56%) [2025-11-26T20:58:15.456043] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-11-26T20:58:15.456185] [INFO ] [sig ] GAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:15.599935] [INFO ] [LOCAL ] Saved forecast: GAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GAB.txt [2025-11-26T20:58:15.600091] [INFO ] [sig ] [1339/3599] Completed GAB in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:15.600146] [INFO ] [sig ] [1340/3599] Forecasting GABC... [2025-11-26T20:58:15.600186] [INFO ] [sig ] Generating forecast for: GABC [2025-11-26T20:58:15.600224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'. [2025-11-26T20:58:15.611391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GABC'. [2025-11-26T20:58:15.611728] [INFO ] [FORECASTER] Starting predict_future for GABC [2025-11-26T20:58:15.612576] [DEBUG] [LOCAL ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt [2025-11-26T20:58:15.612670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:15.612721] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:15.612763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:15.612834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:15.671976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:15.672732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:15.672829] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:15.672878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:15.788095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:15.788267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:15.788321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:15.788362] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:15.791891] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-11-26T20:58:15.792189] [INFO ] [FORECASTER] Completed predict_future for GABC [2025-11-26T20:58:15.792342] [INFO ] [sig ] GABC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:15.939220] [INFO ] [LOCAL ] Saved forecast: GABC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GABC.txt [2025-11-26T20:58:15.939389] [INFO ] [sig ] [1340/3599] Completed GABC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:15.939446] [INFO ] [sig ] [1341/3599] Forecasting GAIA... [2025-11-26T20:58:15.939488] [INFO ] [sig ] Generating forecast for: GAIA [2025-11-26T20:58:15.939531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'. [2025-11-26T20:58:15.949325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIA'. [2025-11-26T20:58:15.949691] [INFO ] [FORECASTER] Starting predict_future for GAIA [2025-11-26T20:58:15.950507] [DEBUG] [LOCAL ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt [2025-11-26T20:58:15.950581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:15.950625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:15.950687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:15.950773] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:16.008784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:16.009452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:16.009567] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:16.009622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:16.130054] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:16.130234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:16.130287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:16.130332] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:16.133922] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=81.41%) [2025-11-26T20:58:16.134266] [INFO ] [FORECASTER] Completed predict_future for GAIA [2025-11-26T20:58:16.134434] [INFO ] [sig ] GAIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:16.278072] [INFO ] [LOCAL ] Saved forecast: GAIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GAIA.txt [2025-11-26T20:58:16.278279] [INFO ] [sig ] [1341/3599] Completed GAIA in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:16.278353] [INFO ] [sig ] [1342/3599] Forecasting GAIN... [2025-11-26T20:58:16.278404] [INFO ] [sig ] Generating forecast for: GAIN [2025-11-26T20:58:16.278454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'. [2025-11-26T20:58:16.289799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIN'. [2025-11-26T20:58:16.290168] [INFO ] [FORECASTER] Starting predict_future for GAIN [2025-11-26T20:58:16.291063] [DEBUG] [LOCAL ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt [2025-11-26T20:58:16.291130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:16.291181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:16.291229] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:16.291302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:16.350972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:16.351865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:16.351966] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:16.352019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:16.469988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:16.470180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:16.470232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:16.470275] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:16.473795] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=29.09%) [2025-11-26T20:58:16.474106] [INFO ] [FORECASTER] Completed predict_future for GAIN [2025-11-26T20:58:16.474262] [INFO ] [sig ] GAIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:16.619232] [INFO ] [LOCAL ] Saved forecast: GAIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAIN.txt [2025-11-26T20:58:16.619425] [INFO ] [sig ] [1342/3599] Completed GAIN in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:16.619486] [INFO ] [sig ] [1343/3599] Forecasting GAM... [2025-11-26T20:58:16.619530] [INFO ] [sig ] Generating forecast for: GAM [2025-11-26T20:58:16.619571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-11-26T20:58:16.630579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAM'. [2025-11-26T20:58:16.630930] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-11-26T20:58:16.631811] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-11-26T20:58:16.631880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:16.631940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:16.631984] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:16.632053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:16.691385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:16.692231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:16.692337] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:16.692386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:16.804374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:16.804555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:16.804609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:16.804673] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:16.808125] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=39.74%) [2025-11-26T20:58:16.808423] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-11-26T20:58:16.808575] [INFO ] [sig ] GAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:16.947234] [INFO ] [LOCAL ] Saved forecast: GAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAM.txt [2025-11-26T20:58:16.947400] [INFO ] [sig ] [1343/3599] Completed GAM in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:16.947454] [INFO ] [sig ] [1344/3599] Forecasting GAMB... [2025-11-26T20:58:16.947496] [INFO ] [sig ] Generating forecast for: GAMB [2025-11-26T20:58:16.947554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'. [2025-11-26T20:58:16.959297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAMB'. [2025-11-26T20:58:16.959666] [INFO ] [FORECASTER] Starting predict_future for GAMB [2025-11-26T20:58:16.960547] [DEBUG] [LOCAL ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt [2025-11-26T20:58:16.960619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:16.960713] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:16.960780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:16.960888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:17.017593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:17.018409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:17.018530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:17.018619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:17.138405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:17.138586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:17.138680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:17.138745] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:17.142178] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=46.62%) [2025-11-26T20:58:17.142519] [INFO ] [FORECASTER] Completed predict_future for GAMB [2025-11-26T20:58:17.142720] [INFO ] [sig ] GAMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:17.281964] [INFO ] [LOCAL ] Saved forecast: GAMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAMB.txt [2025-11-26T20:58:17.282155] [INFO ] [sig ] [1344/3599] Completed GAMB in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:17.282239] [INFO ] [sig ] [1345/3599] Forecasting GANX... [2025-11-26T20:58:17.282308] [INFO ] [sig ] Generating forecast for: GANX [2025-11-26T20:58:17.282381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'. [2025-11-26T20:58:17.293521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GANX'. [2025-11-26T20:58:17.293942] [INFO ] [FORECASTER] Starting predict_future for GANX [2025-11-26T20:58:17.294830] [DEBUG] [LOCAL ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt [2025-11-26T20:58:17.294908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:17.294977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:17.295043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:17.295146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:17.352146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:17.352975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:17.353087] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:17.353161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:17.472186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:17.472384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:17.472458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:17.472523] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:17.475953] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=90.81%) [2025-11-26T20:58:17.476272] [INFO ] [FORECASTER] Completed predict_future for GANX [2025-11-26T20:58:17.476449] [INFO ] [sig ] GANX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:17.614733] [INFO ] [LOCAL ] Saved forecast: GANX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GANX.txt [2025-11-26T20:58:17.614910] [INFO ] [sig ] [1345/3599] Completed GANX in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:17.614990] [INFO ] [sig ] [1346/3599] Forecasting GASS... [2025-11-26T20:58:17.615060] [INFO ] [sig ] Generating forecast for: GASS [2025-11-26T20:58:17.615130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'. [2025-11-26T20:58:17.626333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GASS'. [2025-11-26T20:58:17.626735] [INFO ] [FORECASTER] Starting predict_future for GASS [2025-11-26T20:58:17.627623] [DEBUG] [LOCAL ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt [2025-11-26T20:58:17.627727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:17.627788] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:17.627845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:17.627933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:17.685083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:17.685860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:17.685966] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:17.686029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:17.805464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:17.805669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:17.805738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:17.805795] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:17.809359] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-11-26T20:58:17.809838] [INFO ] [FORECASTER] Completed predict_future for GASS [2025-11-26T20:58:17.810007] [INFO ] [sig ] GASS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:17.950535] [INFO ] [LOCAL ] Saved forecast: GASS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GASS.txt [2025-11-26T20:58:17.950726] [INFO ] [sig ] [1346/3599] Completed GASS in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:17.950799] [INFO ] [sig ] [1347/3599] Forecasting GATX... [2025-11-26T20:58:17.950871] [INFO ] [sig ] Generating forecast for: GATX [2025-11-26T20:58:17.950932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-11-26T20:58:17.962297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GATX'. [2025-11-26T20:58:17.962635] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-11-26T20:58:17.963495] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-11-26T20:58:17.963579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:17.963657] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:17.963716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:17.963810] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:18.020621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:18.021346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:18.021453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:18.021515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:18.141948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:18.142138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:18.142190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:18.142228] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:18.145766] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=6.18%) [2025-11-26T20:58:18.146078] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-11-26T20:58:18.146238] [INFO ] [sig ] GATX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:18.286684] [INFO ] [LOCAL ] Saved forecast: GATX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GATX.txt [2025-11-26T20:58:18.286838] [INFO ] [sig ] [1347/3599] Completed GATX in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:18.286890] [INFO ] [sig ] [1348/3599] Forecasting GAUZ... [2025-11-26T20:58:18.286936] [INFO ] [sig ] Generating forecast for: GAUZ [2025-11-26T20:58:18.286976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'. [2025-11-26T20:58:18.297826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'. [2025-11-26T20:58:18.298159] [INFO ] [FORECASTER] Starting predict_future for GAUZ [2025-11-26T20:58:18.299052] [DEBUG] [LOCAL ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt [2025-11-26T20:58:18.299124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:18.299169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:18.299215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:18.299296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:18.358010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:18.358789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:18.358887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:18.358934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:18.474900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:18.475074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:18.475126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:18.475167] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:18.478569] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-11-26T20:58:18.478892] [INFO ] [FORECASTER] Completed predict_future for GAUZ [2025-11-26T20:58:18.479049] [INFO ] [sig ] GAUZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:18.620706] [INFO ] [LOCAL ] Saved forecast: GAUZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAUZ.txt [2025-11-26T20:58:18.620858] [INFO ] [sig ] [1348/3599] Completed GAUZ in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:18.620913] [INFO ] [sig ] [1349/3599] Forecasting GBAB... [2025-11-26T20:58:18.620958] [INFO ] [sig ] Generating forecast for: GBAB [2025-11-26T20:58:18.620999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-11-26T20:58:18.632624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBAB'. [2025-11-26T20:58:18.632974] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-11-26T20:58:18.633825] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-11-26T20:58:18.633894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:18.633938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:18.633980] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:18.634064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:18.692706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:18.693423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:18.693522] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:18.693569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:18.819272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:18.819441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:18.819494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:18.819536] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:18.822939] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-11-26T20:58:18.823237] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-11-26T20:58:18.823383] [INFO ] [sig ] GBAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:18.964784] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBAB.txt [2025-11-26T20:58:18.964958] [INFO ] [sig ] [1349/3599] Completed GBAB in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:18.965023] [INFO ] [sig ] [1350/3599] Forecasting GBCI... [2025-11-26T20:58:18.965073] [INFO ] [sig ] Generating forecast for: GBCI [2025-11-26T20:58:18.965122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-11-26T20:58:18.975896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBCI'. [2025-11-26T20:58:18.976230] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-11-26T20:58:18.977061] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-11-26T20:58:18.977129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:18.977175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:18.977214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:18.977280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:19.033956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:19.034610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:19.034730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:19.034782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:19.153363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:19.153531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:19.153595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:19.153685] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:19.157238] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=28.06%) [2025-11-26T20:58:19.157564] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-11-26T20:58:19.157746] [INFO ] [sig ] GBCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:19.298629] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBCI.txt [2025-11-26T20:58:19.298805] [INFO ] [sig ] [1350/3599] Completed GBCI in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:19.298858] [INFO ] [sig ] [1351/3599] Forecasting GBDC... [2025-11-26T20:58:19.298901] [INFO ] [sig ] Generating forecast for: GBDC [2025-11-26T20:58:19.298941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'. [2025-11-26T20:58:19.310783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBDC'. [2025-11-26T20:58:19.311107] [INFO ] [FORECASTER] Starting predict_future for GBDC [2025-11-26T20:58:19.311992] [DEBUG] [LOCAL ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt [2025-11-26T20:58:19.312062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:19.312108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:19.312145] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:19.312211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:19.371506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:19.372310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:19.372406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:19.372452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:19.492618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:19.492810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:19.492861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:19.492901] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:19.496324] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=8.02%) [2025-11-26T20:58:19.496629] [INFO ] [FORECASTER] Completed predict_future for GBDC [2025-11-26T20:58:19.496791] [INFO ] [sig ] GBDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:19.635845] [INFO ] [LOCAL ] Saved forecast: GBDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBDC.txt [2025-11-26T20:58:19.636003] [INFO ] [sig ] [1351/3599] Completed GBDC in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:19.636064] [INFO ] [sig ] [1352/3599] Forecasting GBTG... [2025-11-26T20:58:19.636101] [INFO ] [sig ] Generating forecast for: GBTG [2025-11-26T20:58:19.636146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-11-26T20:58:19.646767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBTG'. [2025-11-26T20:58:19.647094] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-11-26T20:58:19.647942] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-11-26T20:58:19.648011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:19.648056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:19.648094] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:19.648162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:19.705756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:19.706628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:19.706748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:19.706813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:19.829264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:19.829475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:19.829551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:19.829618] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:19.834216] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=32.33%) [2025-11-26T20:58:19.834565] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-11-26T20:58:19.834765] [INFO ] [sig ] GBTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:19.975345] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBTG.txt [2025-11-26T20:58:19.975498] [INFO ] [sig ] [1352/3599] Completed GBTG in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:19.975551] [INFO ] [sig ] [1353/3599] Forecasting GBX... [2025-11-26T20:58:19.975595] [INFO ] [sig ] Generating forecast for: GBX [2025-11-26T20:58:19.975655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-11-26T20:58:19.986593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBX'. [2025-11-26T20:58:19.986929] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-11-26T20:58:19.987842] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-11-26T20:58:19.987914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:19.987956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:19.988004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:19.988074] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:20.045988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:20.046638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:20.046753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:20.046800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:20.158884] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:20.159063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:20.159116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:20.159154] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:20.162546] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=47.78%) [2025-11-26T20:58:20.162861] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-11-26T20:58:20.163018] [INFO ] [sig ] GBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:20.304206] [INFO ] [LOCAL ] Saved forecast: GBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBX.txt [2025-11-26T20:58:20.304367] [INFO ] [sig ] [1353/3599] Completed GBX in 0.3s | 2.91 sym/s | Total: 7.7m | ETA: 12.9m [2025-11-26T20:58:20.304421] [INFO ] [sig ] [1354/3599] Forecasting GCMG... [2025-11-26T20:58:20.304462] [INFO ] [sig ] Generating forecast for: GCMG [2025-11-26T20:58:20.304502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'. [2025-11-26T20:58:20.315568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCMG'. [2025-11-26T20:58:20.315909] [INFO ] [FORECASTER] Starting predict_future for GCMG [2025-11-26T20:58:20.316733] [DEBUG] [LOCAL ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt [2025-11-26T20:58:20.316801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:20.316846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:20.316897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:20.316968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:20.375186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:20.375939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:20.376036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:20.376084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:20.499156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:20.499340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:20.499402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:20.499442] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:20.502947] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=76.54%) [2025-11-26T20:58:20.503258] [INFO ] [FORECASTER] Completed predict_future for GCMG [2025-11-26T20:58:20.503410] [INFO ] [sig ] GCMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:20.643834] [INFO ] [LOCAL ] Saved forecast: GCMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GCMG.txt [2025-11-26T20:58:20.644002] [INFO ] [sig ] [1354/3599] Completed GCMG in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T20:58:20.644057] [INFO ] [sig ] [1355/3599] Forecasting GCO... [2025-11-26T20:58:20.644100] [INFO ] [sig ] Generating forecast for: GCO [2025-11-26T20:58:20.644141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-11-26T20:58:20.654974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCO'. [2025-11-26T20:58:20.655301] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-11-26T20:58:20.656135] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-11-26T20:58:20.656204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:20.656249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:20.656288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:20.656353] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:20.713303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:20.714055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:20.714150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:20.714196] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:20.835701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:20.835876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:20.835928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:20.835969] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:20.839399] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=76.47%) [2025-11-26T20:58:20.839721] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-11-26T20:58:20.839868] [INFO ] [sig ] GCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:20.979165] [INFO ] [LOCAL ] Saved forecast: GCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GCO.txt [2025-11-26T20:58:20.979333] [INFO ] [sig ] [1355/3599] Completed GCO in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:20.979387] [INFO ] [sig ] [1356/3599] Forecasting GD... [2025-11-26T20:58:20.979428] [INFO ] [sig ] Generating forecast for: GD [2025-11-26T20:58:20.979470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-11-26T20:58:20.990126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GD'. [2025-11-26T20:58:20.990449] [INFO ] [FORECASTER] Starting predict_future for GD [2025-11-26T20:58:20.991287] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-11-26T20:58:20.991355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:20.991400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:20.991438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:20.991504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:21.049132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:21.049925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:21.050026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:21.050072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:21.168024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:21.168193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:21.168246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:21.168289] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:21.171829] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=92.23%) [2025-11-26T20:58:21.172143] [INFO ] [FORECASTER] Completed predict_future for GD [2025-11-26T20:58:21.172296] [INFO ] [sig ] GD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:21.314567] [INFO ] [LOCAL ] Saved forecast: GD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GD.txt [2025-11-26T20:58:21.314743] [INFO ] [sig ] [1356/3599] Completed GD in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:21.314800] [INFO ] [sig ] [1357/3599] Forecasting GDC... [2025-11-26T20:58:21.314844] [INFO ] [sig ] Generating forecast for: GDC [2025-11-26T20:58:21.314883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'. [2025-11-26T20:58:21.325617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDC'. [2025-11-26T20:58:21.325961] [INFO ] [FORECASTER] Starting predict_future for GDC [2025-11-26T20:58:21.326797] [DEBUG] [LOCAL ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt [2025-11-26T20:58:21.326865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:21.326910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:21.326949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:21.327015] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:21.384115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:21.384912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:21.385010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:21.385057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:21.504959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:21.505132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:21.505186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:21.505230] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:21.508847] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=25.85%) [2025-11-26T20:58:21.509150] [INFO ] [FORECASTER] Completed predict_future for GDC [2025-11-26T20:58:21.509301] [INFO ] [sig ] GDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:21.651262] [INFO ] [LOCAL ] Saved forecast: GDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GDC.txt [2025-11-26T20:58:21.651436] [INFO ] [sig ] [1357/3599] Completed GDC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:21.651499] [INFO ] [sig ] [1358/3599] Forecasting GDDY... [2025-11-26T20:58:21.651551] [INFO ] [sig ] Generating forecast for: GDDY [2025-11-26T20:58:21.651600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-11-26T20:58:21.662883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDDY'. [2025-11-26T20:58:21.663219] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-11-26T20:58:21.664071] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-11-26T20:58:21.664142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:21.664197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:21.664247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:21.664326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:21.721899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:21.722769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:21.722871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:21.722918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:21.844044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:21.844217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:21.844269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:21.844312] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:21.847779] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=90.99%) [2025-11-26T20:58:21.848072] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-11-26T20:58:21.848219] [INFO ] [sig ] GDDY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:21.988727] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDDY.txt [2025-11-26T20:58:21.988898] [INFO ] [sig ] [1358/3599] Completed GDDY in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:21.988956] [INFO ] [sig ] [1359/3599] Forecasting GDEN... [2025-11-26T20:58:21.988997] [INFO ] [sig ] Generating forecast for: GDEN [2025-11-26T20:58:21.989036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'. [2025-11-26T20:58:22.000333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDEN'. [2025-11-26T20:58:22.000715] [INFO ] [FORECASTER] Starting predict_future for GDEN [2025-11-26T20:58:22.001542] [DEBUG] [LOCAL ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt [2025-11-26T20:58:22.001613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:22.001726] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:22.001773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:22.001841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:22.059203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:22.059986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:22.060091] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:22.060139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:22.179044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:22.179230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:22.179284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:22.179326] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:22.182917] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-11-26T20:58:22.183220] [INFO ] [FORECASTER] Completed predict_future for GDEN [2025-11-26T20:58:22.183369] [INFO ] [sig ] GDEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:22.323676] [INFO ] [LOCAL ] Saved forecast: GDEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDEN.txt [2025-11-26T20:58:22.323844] [INFO ] [sig ] [1359/3599] Completed GDEN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:22.323898] [INFO ] [sig ] [1360/3599] Forecasting GDHG... [2025-11-26T20:58:22.323942] [INFO ] [sig ] Generating forecast for: GDHG [2025-11-26T20:58:22.323982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'. [2025-11-26T20:58:22.335157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDHG'. [2025-11-26T20:58:22.335484] [INFO ] [FORECASTER] Starting predict_future for GDHG [2025-11-26T20:58:22.336327] [DEBUG] [LOCAL ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt [2025-11-26T20:58:22.336391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:22.336439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:22.336478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:22.336546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:22.393240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:22.394087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:22.394191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:22.394238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:22.506307] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:22.506488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:22.506541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:22.506584] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:22.510024] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=86.93%) [2025-11-26T20:58:22.510314] [INFO ] [FORECASTER] Completed predict_future for GDHG [2025-11-26T20:58:22.510457] [INFO ] [sig ] GDHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:22.651262] [INFO ] [LOCAL ] Saved forecast: GDHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDHG.txt [2025-11-26T20:58:22.651424] [INFO ] [sig ] [1360/3599] Completed GDHG in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:22.651479] [INFO ] [sig ] [1361/3599] Forecasting GDRX... [2025-11-26T20:58:22.651522] [INFO ] [sig ] Generating forecast for: GDRX [2025-11-26T20:58:22.651613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'. [2025-11-26T20:58:22.662432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDRX'. [2025-11-26T20:58:22.662757] [INFO ] [FORECASTER] Starting predict_future for GDRX [2025-11-26T20:58:22.663580] [DEBUG] [LOCAL ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt [2025-11-26T20:58:22.663675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:22.663729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:22.663772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:22.663838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:22.720784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:22.721548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:22.721667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:22.721716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:22.836972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:22.837148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:22.837201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:22.837243] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:22.840903] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-11-26T20:58:22.841222] [INFO ] [FORECASTER] Completed predict_future for GDRX [2025-11-26T20:58:22.841373] [INFO ] [sig ] GDRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:22.982285] [INFO ] [LOCAL ] Saved forecast: GDRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDRX.txt [2025-11-26T20:58:22.982498] [INFO ] [sig ] [1361/3599] Completed GDRX in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:22.982558] [INFO ] [sig ] [1362/3599] Forecasting GDS... [2025-11-26T20:58:22.982598] [INFO ] [sig ] Generating forecast for: GDS [2025-11-26T20:58:22.982657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'. [2025-11-26T20:58:22.994133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDS'. [2025-11-26T20:58:22.994490] [INFO ] [FORECASTER] Starting predict_future for GDS [2025-11-26T20:58:22.995328] [DEBUG] [LOCAL ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt [2025-11-26T20:58:22.995396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:22.995442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:22.995480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:22.995551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:23.055459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:23.056284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:23.056383] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:23.056431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:23.178461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:23.178633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:23.178703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:23.178744] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:23.182082] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=49.07%) [2025-11-26T20:58:23.182369] [INFO ] [FORECASTER] Completed predict_future for GDS [2025-11-26T20:58:23.182511] [INFO ] [sig ] GDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:23.321022] [INFO ] [LOCAL ] Saved forecast: GDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GDS.txt [2025-11-26T20:58:23.321188] [INFO ] [sig ] [1362/3599] Completed GDS in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:23.321242] [INFO ] [sig ] [1363/3599] Forecasting GDYN... [2025-11-26T20:58:23.321284] [INFO ] [sig ] Generating forecast for: GDYN [2025-11-26T20:58:23.321324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'. [2025-11-26T20:58:23.332423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDYN'. [2025-11-26T20:58:23.332764] [INFO ] [FORECASTER] Starting predict_future for GDYN [2025-11-26T20:58:23.333572] [DEBUG] [LOCAL ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt [2025-11-26T20:58:23.333660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:23.333703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:23.333744] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:23.333812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:23.391019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:23.391804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:23.391899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:23.391948] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:23.511671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:23.511857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:23.511913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:23.511955] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:23.515339] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=32.95%) [2025-11-26T20:58:23.515629] [INFO ] [FORECASTER] Completed predict_future for GDYN [2025-11-26T20:58:23.515798] [INFO ] [sig ] GDYN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:23.655269] [INFO ] [LOCAL ] Saved forecast: GDYN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GDYN.txt [2025-11-26T20:58:23.655426] [INFO ] [sig ] [1363/3599] Completed GDYN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:23.655481] [INFO ] [sig ] [1364/3599] Forecasting GE... [2025-11-26T20:58:23.655523] [INFO ] [sig ] Generating forecast for: GE [2025-11-26T20:58:23.655563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-11-26T20:58:23.666828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GE'. [2025-11-26T20:58:23.667140] [INFO ] [FORECASTER] Starting predict_future for GE [2025-11-26T20:58:23.667992] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-11-26T20:58:23.668060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:23.668105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:23.668142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:23.668210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:23.724691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:23.725378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:23.725473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:23.725518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:23.845893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:23.846065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:23.846117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:23.846157] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:23.849532] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T20:58:23.849849] [INFO ] [FORECASTER] Completed predict_future for GE [2025-11-26T20:58:23.849993] [INFO ] [sig ] GE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:23.989817] [INFO ] [LOCAL ] Saved forecast: GE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GE.txt [2025-11-26T20:58:23.989974] [INFO ] [sig ] [1364/3599] Completed GE in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:23.990026] [INFO ] [sig ] [1365/3599] Forecasting GECC... [2025-11-26T20:58:23.990069] [INFO ] [sig ] Generating forecast for: GECC [2025-11-26T20:58:23.990110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'. [2025-11-26T20:58:24.001317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GECC'. [2025-11-26T20:58:24.001635] [INFO ] [FORECASTER] Starting predict_future for GECC [2025-11-26T20:58:24.002460] [DEBUG] [LOCAL ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt [2025-11-26T20:58:24.002529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:24.002574] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:24.002613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:24.002704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:24.060267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:24.060923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:24.061015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:24.061061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:24.176605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:24.176920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:24.176980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:24.177021] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:24.180378] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=52.54%) [2025-11-26T20:58:24.180691] [INFO ] [FORECASTER] Completed predict_future for GECC [2025-11-26T20:58:24.180836] [INFO ] [sig ] GECC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:24.320163] [INFO ] [LOCAL ] Saved forecast: GECC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GECC.txt [2025-11-26T20:58:24.320312] [INFO ] [sig ] [1365/3599] Completed GECC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:24.320366] [INFO ] [sig ] [1366/3599] Forecasting GEF... [2025-11-26T20:58:24.320411] [INFO ] [sig ] Generating forecast for: GEF [2025-11-26T20:58:24.320454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-11-26T20:58:24.331683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEF'. [2025-11-26T20:58:24.331990] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-11-26T20:58:24.332818] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-11-26T20:58:24.332887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:24.332931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:24.332972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:24.333039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:24.389928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:24.390578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:24.390694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:24.390740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:24.508405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:24.508585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:24.508656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:24.508699] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:24.512134] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=8.40%) [2025-11-26T20:58:24.512428] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-11-26T20:58:24.512573] [INFO ] [sig ] GEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:24.651860] [INFO ] [LOCAL ] Saved forecast: GEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GEF.txt [2025-11-26T20:58:24.652011] [INFO ] [sig ] [1366/3599] Completed GEF in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:24.652066] [INFO ] [sig ] [1367/3599] Forecasting GEHC... [2025-11-26T20:58:24.652113] [INFO ] [sig ] Generating forecast for: GEHC [2025-11-26T20:58:24.652154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'. [2025-11-26T20:58:24.664445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEHC'. [2025-11-26T20:58:24.664887] [INFO ] [FORECASTER] Starting predict_future for GEHC [2025-11-26T20:58:24.665794] [DEBUG] [LOCAL ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt [2025-11-26T20:58:24.665864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:24.665926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:24.665968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:24.666044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:24.723306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:24.724042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:24.724141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:24.724187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:24.846057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:24.846238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:24.846292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:24.846335] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:24.849777] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-11-26T20:58:24.850065] [INFO ] [FORECASTER] Completed predict_future for GEHC [2025-11-26T20:58:24.850210] [INFO ] [sig ] GEHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:24.990731] [INFO ] [LOCAL ] Saved forecast: GEHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GEHC.txt [2025-11-26T20:58:24.990896] [INFO ] [sig ] [1367/3599] Completed GEHC in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:24.990954] [INFO ] [sig ] [1368/3599] Forecasting GEL... [2025-11-26T20:58:24.990996] [INFO ] [sig ] Generating forecast for: GEL [2025-11-26T20:58:24.991039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-11-26T20:58:25.002911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEL'. [2025-11-26T20:58:25.003254] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-11-26T20:58:25.004085] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-11-26T20:58:25.004162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:25.004207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:25.004247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:25.004315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:25.062261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:25.062968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:25.063064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:25.063112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:25.185127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:25.185312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:25.185367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:25.185409] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:25.189008] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=90.61%) [2025-11-26T20:58:25.189371] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-11-26T20:58:25.189542] [INFO ] [sig ] GEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:25.330229] [INFO ] [LOCAL ] Saved forecast: GEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GEL.txt [2025-11-26T20:58:25.330392] [INFO ] [sig ] [1368/3599] Completed GEL in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:25.330450] [INFO ] [sig ] [1369/3599] Forecasting GEN... [2025-11-26T20:58:25.330492] [INFO ] [sig ] Generating forecast for: GEN [2025-11-26T20:58:25.330536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'. [2025-11-26T20:58:25.342376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEN'. [2025-11-26T20:58:25.342744] [INFO ] [FORECASTER] Starting predict_future for GEN [2025-11-26T20:58:25.343582] [DEBUG] [LOCAL ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt [2025-11-26T20:58:25.343673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:25.343725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:25.343768] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:25.343839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:25.401699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:25.402468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:25.402572] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:25.402620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:25.521979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:25.522144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:25.522195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:25.522238] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:25.525548] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=8.46%) [2025-11-26T20:58:25.525861] [INFO ] [FORECASTER] Completed predict_future for GEN [2025-11-26T20:58:25.526004] [INFO ] [sig ] GEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:25.671094] [INFO ] [LOCAL ] Saved forecast: GEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GEN.txt [2025-11-26T20:58:25.671277] [INFO ] [sig ] [1369/3599] Completed GEN in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:25.671334] [INFO ] [sig ] [1370/3599] Forecasting GENI... [2025-11-26T20:58:25.671376] [INFO ] [sig ] Generating forecast for: GENI [2025-11-26T20:58:25.671417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-11-26T20:58:25.683153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENI'. [2025-11-26T20:58:25.683525] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-11-26T20:58:25.684398] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-11-26T20:58:25.684469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:25.684515] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:25.684556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:25.684626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:25.741889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:25.742555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:25.742669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:25.742718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:25.859855] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:25.860034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:25.860085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:25.860126] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:25.863509] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=10.89%) [2025-11-26T20:58:25.863831] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-11-26T20:58:25.863972] [INFO ] [sig ] GENI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:26.003066] [INFO ] [LOCAL ] Saved forecast: GENI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GENI.txt [2025-11-26T20:58:26.003211] [INFO ] [sig ] [1370/3599] Completed GENI in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.8m [2025-11-26T20:58:26.003272] [INFO ] [sig ] [1371/3599] Forecasting GENK... [2025-11-26T20:58:26.003317] [INFO ] [sig ] Generating forecast for: GENK [2025-11-26T20:58:26.003358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'. [2025-11-26T20:58:26.015127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENK'. [2025-11-26T20:58:26.015489] [INFO ] [FORECASTER] Starting predict_future for GENK [2025-11-26T20:58:26.016358] [DEBUG] [LOCAL ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt [2025-11-26T20:58:26.016427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:26.016476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:26.016515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:26.016580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:26.073017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:26.073705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:26.073801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:26.073847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:26.194449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:26.194628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:26.194698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:26.194735] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:26.198122] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=64.43%) [2025-11-26T20:58:26.198422] [INFO ] [FORECASTER] Completed predict_future for GENK [2025-11-26T20:58:26.198570] [INFO ] [sig ] GENK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:26.337293] [INFO ] [LOCAL ] Saved forecast: GENK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GENK.txt [2025-11-26T20:58:26.337452] [INFO ] [sig ] [1371/3599] Completed GENK in 0.3s | 2.91 sym/s | Total: 7.8m | ETA: 12.7m [2025-11-26T20:58:26.337507] [INFO ] [sig ] [1372/3599] Forecasting GEOS... [2025-11-26T20:58:26.337609] [INFO ] [sig ] Generating forecast for: GEOS [2025-11-26T20:58:26.337668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'. [2025-11-26T20:58:26.348686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEOS'. [2025-11-26T20:58:26.349007] [INFO ] [FORECASTER] Starting predict_future for GEOS [2025-11-26T20:58:26.349909] [DEBUG] [LOCAL ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt [2025-11-26T20:58:26.349980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:26.350045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:26.350108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:26.350213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:26.407465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:26.408165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:26.408275] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:26.408347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:26.527768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:26.527960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:26.528036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:26.528101] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:26.531616] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-11-26T20:58:26.531959] [INFO ] [FORECASTER] Completed predict_future for GEOS [2025-11-26T20:58:26.532168] [INFO ] [sig ] GEOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:26.673088] [INFO ] [LOCAL ] Saved forecast: GEOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GEOS.txt [2025-11-26T20:58:26.673272] [INFO ] [sig ] [1372/3599] Completed GEOS in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:26.673330] [INFO ] [sig ] [1373/3599] Forecasting GERN... [2025-11-26T20:58:26.673374] [INFO ] [sig ] Generating forecast for: GERN [2025-11-26T20:58:26.673416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'. [2025-11-26T20:58:26.685393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GERN'. [2025-11-26T20:58:26.685884] [INFO ] [FORECASTER] Starting predict_future for GERN [2025-11-26T20:58:26.686758] [DEBUG] [LOCAL ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt [2025-11-26T20:58:26.686827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:26.686873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:26.686913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:26.686983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:26.743525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:26.744429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:26.744532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:26.744580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:26.865472] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:26.865676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:26.865734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:26.865778] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:26.869201] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=10.83%) [2025-11-26T20:58:26.869493] [INFO ] [FORECASTER] Completed predict_future for GERN [2025-11-26T20:58:26.869655] [INFO ] [sig ] GERN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:27.007944] [INFO ] [LOCAL ] Saved forecast: GERN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GERN.txt [2025-11-26T20:58:27.008084] [INFO ] [sig ] [1373/3599] Completed GERN in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:27.008139] [INFO ] [sig ] [1374/3599] Forecasting GES... [2025-11-26T20:58:27.008184] [INFO ] [sig ] Generating forecast for: GES [2025-11-26T20:58:27.008227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-11-26T20:58:27.020535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GES'. [2025-11-26T20:58:27.020870] [INFO ] [FORECASTER] Starting predict_future for GES [2025-11-26T20:58:27.021688] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-11-26T20:58:27.021758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:27.021805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:27.021846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:27.021915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:27.078690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:27.079332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:27.079427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:27.079473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:27.194067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:27.194224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:27.194274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:27.194332] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:27.197668] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-11-26T20:58:27.197953] [INFO ] [FORECASTER] Completed predict_future for GES [2025-11-26T20:58:27.198097] [INFO ] [sig ] GES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:27.338658] [INFO ] [LOCAL ] Saved forecast: GES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GES.txt [2025-11-26T20:58:27.338814] [INFO ] [sig ] [1374/3599] Completed GES in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:27.338869] [INFO ] [sig ] [1375/3599] Forecasting GEVO... [2025-11-26T20:58:27.338909] [INFO ] [sig ] Generating forecast for: GEVO [2025-11-26T20:58:27.338951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'. [2025-11-26T20:58:27.349953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEVO'. [2025-11-26T20:58:27.350279] [INFO ] [FORECASTER] Starting predict_future for GEVO [2025-11-26T20:58:27.351134] [DEBUG] [LOCAL ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt [2025-11-26T20:58:27.351202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:27.351247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:27.351286] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:27.351349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:27.408967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:27.409627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:27.409739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:27.409785] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:27.529900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:27.530066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:27.530117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:27.530158] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:27.533512] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=3.66%) [2025-11-26T20:58:27.533827] [INFO ] [FORECASTER] Completed predict_future for GEVO [2025-11-26T20:58:27.533974] [INFO ] [sig ] GEVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:27.672482] [INFO ] [LOCAL ] Saved forecast: GEVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GEVO.txt [2025-11-26T20:58:27.672632] [INFO ] [sig ] [1375/3599] Completed GEVO in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:27.672704] [INFO ] [sig ] [1376/3599] Forecasting GFF... [2025-11-26T20:58:27.672747] [INFO ] [sig ] Generating forecast for: GFF [2025-11-26T20:58:27.672790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-11-26T20:58:27.683324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFF'. [2025-11-26T20:58:27.683635] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-11-26T20:58:27.684466] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-11-26T20:58:27.684534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:27.684580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:27.684620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:27.684714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:27.741026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:27.741675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:27.741786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:27.741833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:27.853525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:27.853712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:27.853766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:27.853804] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:27.857158] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=53.86%) [2025-11-26T20:58:27.857443] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-11-26T20:58:27.857612] [INFO ] [sig ] GFF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:27.996693] [INFO ] [LOCAL ] Saved forecast: GFF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GFF.txt [2025-11-26T20:58:27.996847] [INFO ] [sig ] [1376/3599] Completed GFF in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:27.996899] [INFO ] [sig ] [1377/3599] Forecasting GFL... [2025-11-26T20:58:27.996942] [INFO ] [sig ] Generating forecast for: GFL [2025-11-26T20:58:27.996984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-11-26T20:58:28.007453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFL'. [2025-11-26T20:58:28.007805] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-11-26T20:58:28.008601] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-11-26T20:58:28.008688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:28.008735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:28.008775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:28.008845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:28.066075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:28.066783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:28.066877] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:28.066922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:28.188385] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:28.188540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:28.188592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:28.188633] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:28.192219] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=40.80%) [2025-11-26T20:58:28.192506] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-11-26T20:58:28.192671] [INFO ] [sig ] GFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:28.332703] [INFO ] [LOCAL ] Saved forecast: GFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GFL.txt [2025-11-26T20:58:28.332847] [INFO ] [sig ] [1377/3599] Completed GFL in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:28.332908] [INFO ] [sig ] [1378/3599] Forecasting GFS... [2025-11-26T20:58:28.332944] [INFO ] [sig ] Generating forecast for: GFS [2025-11-26T20:58:28.332980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'. [2025-11-26T20:58:28.343837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFS'. [2025-11-26T20:58:28.344158] [INFO ] [FORECASTER] Starting predict_future for GFS [2025-11-26T20:58:28.344993] [DEBUG] [LOCAL ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt [2025-11-26T20:58:28.345062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:28.345107] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:28.345159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:28.345227] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:28.402571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:28.403350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:28.403446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:28.403493] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:28.518908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:28.519089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:28.519141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:28.519182] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:28.522550] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=46.88%) [2025-11-26T20:58:28.522868] [INFO ] [FORECASTER] Completed predict_future for GFS [2025-11-26T20:58:28.523014] [INFO ] [sig ] GFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:28.661658] [INFO ] [LOCAL ] Saved forecast: GFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GFS.txt [2025-11-26T20:58:28.661827] [INFO ] [sig ] [1378/3599] Completed GFS in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:28.661883] [INFO ] [sig ] [1379/3599] Forecasting GGAL... [2025-11-26T20:58:28.661927] [INFO ] [sig ] Generating forecast for: GGAL [2025-11-26T20:58:28.661967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'. [2025-11-26T20:58:28.672996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGAL'. [2025-11-26T20:58:28.673346] [INFO ] [FORECASTER] Starting predict_future for GGAL [2025-11-26T20:58:28.674197] [DEBUG] [LOCAL ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt [2025-11-26T20:58:28.674266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:28.674313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:28.674350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:28.674418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:28.730907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:28.731575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:28.731689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:28.731740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:28.852218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:28.852372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:28.852426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:28.852467] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:28.855956] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=2.46%) [2025-11-26T20:58:28.856263] [INFO ] [FORECASTER] Completed predict_future for GGAL [2025-11-26T20:58:28.856410] [INFO ] [sig ] GGAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:28.999074] [INFO ] [LOCAL ] Saved forecast: GGAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GGAL.txt [2025-11-26T20:58:28.999228] [INFO ] [sig ] [1379/3599] Completed GGAL in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:28.999285] [INFO ] [sig ] [1380/3599] Forecasting GGB... [2025-11-26T20:58:28.999326] [INFO ] [sig ] Generating forecast for: GGB [2025-11-26T20:58:28.999367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-11-26T20:58:29.010491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGB'. [2025-11-26T20:58:29.010851] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-11-26T20:58:29.011778] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-11-26T20:58:29.011850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:29.011915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:29.011982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:29.012091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:29.071290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:29.072183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:29.072293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:29.072364] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:29.194410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:29.194571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:29.194670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:29.194737] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:29.198134] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=69.74%) [2025-11-26T20:58:29.198474] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-11-26T20:58:29.198669] [INFO ] [sig ] GGB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:29.340726] [INFO ] [LOCAL ] Saved forecast: GGB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GGB.txt [2025-11-26T20:58:29.340888] [INFO ] [sig ] [1380/3599] Completed GGB in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:29.340943] [INFO ] [sig ] [1381/3599] Forecasting GGG... [2025-11-26T20:58:29.340984] [INFO ] [sig ] Generating forecast for: GGG [2025-11-26T20:58:29.341035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-11-26T20:58:29.352376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGG'. [2025-11-26T20:58:29.352756] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-11-26T20:58:29.353619] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-11-26T20:58:29.353718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:29.353774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:29.353813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:29.353886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:29.411728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:29.412370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:29.412463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:29.412509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:29.530303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:29.530459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:29.530511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:29.530558] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:29.533905] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=21.73%) [2025-11-26T20:58:29.534194] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-11-26T20:58:29.534339] [INFO ] [sig ] GGG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:29.672491] [INFO ] [LOCAL ] Saved forecast: GGG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GGG.txt [2025-11-26T20:58:29.672636] [INFO ] [sig ] [1381/3599] Completed GGG in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:29.672717] [INFO ] [sig ] [1382/3599] Forecasting GGLL... [2025-11-26T20:58:29.672764] [INFO ] [sig ] Generating forecast for: GGLL [2025-11-26T20:58:29.672813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'. [2025-11-26T20:58:29.683845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLL'. [2025-11-26T20:58:29.684171] [INFO ] [FORECASTER] Starting predict_future for GGLL [2025-11-26T20:58:29.685063] [DEBUG] [LOCAL ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt [2025-11-26T20:58:29.685133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:29.685180] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:29.685221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:29.685289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:29.742689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:29.743347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:29.743443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:29.743490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:29.859683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:29.859848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:29.859900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:29.859939] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:29.863410] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-11-26T20:58:29.863841] [INFO ] [FORECASTER] Completed predict_future for GGLL [2025-11-26T20:58:29.864036] [INFO ] [sig ] GGLL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:30.004500] [INFO ] [LOCAL ] Saved forecast: GGLL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GGLL.txt [2025-11-26T20:58:30.004683] [INFO ] [sig ] [1382/3599] Completed GGLL in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:30.004752] [INFO ] [sig ] [1383/3599] Forecasting GGLS... [2025-11-26T20:58:30.004800] [INFO ] [sig ] Generating forecast for: GGLS [2025-11-26T20:58:30.004848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'. [2025-11-26T20:58:30.015981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLS'. [2025-11-26T20:58:30.016296] [INFO ] [FORECASTER] Starting predict_future for GGLS [2025-11-26T20:58:30.017177] [DEBUG] [LOCAL ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt [2025-11-26T20:58:30.017250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:30.017305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:30.017353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:30.017436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:30.077091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:30.077944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:30.078046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:30.078134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:30.199404] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:30.199584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:30.199671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:30.199724] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:30.203203] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=51.52%) [2025-11-26T20:58:30.203511] [INFO ] [FORECASTER] Completed predict_future for GGLS [2025-11-26T20:58:30.203690] [INFO ] [sig ] GGLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:30.342977] [INFO ] [LOCAL ] Saved forecast: GGLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GGLS.txt [2025-11-26T20:58:30.343154] [INFO ] [sig ] [1383/3599] Completed GGLS in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:30.343220] [INFO ] [sig ] [1384/3599] Forecasting GH... [2025-11-26T20:58:30.343272] [INFO ] [sig ] Generating forecast for: GH [2025-11-26T20:58:30.343326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'. [2025-11-26T20:58:30.354688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GH'. [2025-11-26T20:58:30.355025] [INFO ] [FORECASTER] Starting predict_future for GH [2025-11-26T20:58:30.355899] [DEBUG] [LOCAL ] No optimal features file found for GH: ./output/feature-sets/GH.txt [2025-11-26T20:58:30.355969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:30.356015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:30.356056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:30.356127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:30.415923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:30.416802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:30.416906] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:30.416953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:30.543265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:30.543444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:30.543508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:30.543564] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:30.547157] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=91.39%) [2025-11-26T20:58:30.547466] [INFO ] [FORECASTER] Completed predict_future for GH [2025-11-26T20:58:30.547664] [INFO ] [sig ] GH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:30.689980] [INFO ] [LOCAL ] Saved forecast: GH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GH.txt [2025-11-26T20:58:30.690141] [INFO ] [sig ] [1384/3599] Completed GH in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:30.690194] [INFO ] [sig ] [1385/3599] Forecasting GHI... [2025-11-26T20:58:30.690235] [INFO ] [sig ] Generating forecast for: GHI [2025-11-26T20:58:30.690274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-11-26T20:58:30.701221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHI'. [2025-11-26T20:58:30.701566] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-11-26T20:58:30.702414] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-11-26T20:58:30.702483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:30.702529] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:30.702569] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:30.702635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:30.759842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:30.760607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:30.760723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:30.760769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:30.873870] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:30.874044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:30.874095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:30.874138] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:30.877537] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=23.49%) [2025-11-26T20:58:30.877851] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-11-26T20:58:30.877998] [INFO ] [sig ] GHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:31.017741] [INFO ] [LOCAL ] Saved forecast: GHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GHI.txt [2025-11-26T20:58:31.017902] [INFO ] [sig ] [1385/3599] Completed GHI in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:31.017955] [INFO ] [sig ] [1386/3599] Forecasting GHM... [2025-11-26T20:58:31.017995] [INFO ] [sig ] Generating forecast for: GHM [2025-11-26T20:58:31.018032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-11-26T20:58:31.029401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHM'. [2025-11-26T20:58:31.029779] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-11-26T20:58:31.030680] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-11-26T20:58:31.030750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:31.030795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:31.030837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:31.030906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:31.091402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:31.092441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:31.092546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:31.092594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:31.212459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:31.212666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:31.212722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:31.212763] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:31.216203] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=74.11%) [2025-11-26T20:58:31.216498] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-11-26T20:58:31.216663] [INFO ] [sig ] GHM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:31.363893] [INFO ] [LOCAL ] Saved forecast: GHM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GHM.txt [2025-11-26T20:58:31.364083] [INFO ] [sig ] [1386/3599] Completed GHM in 0.3s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:31.364140] [INFO ] [sig ] [1387/3599] Forecasting GHRS... [2025-11-26T20:58:31.364182] [INFO ] [sig ] Generating forecast for: GHRS [2025-11-26T20:58:31.364221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'. [2025-11-26T20:58:31.376149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHRS'. [2025-11-26T20:58:31.376573] [INFO ] [FORECASTER] Starting predict_future for GHRS [2025-11-26T20:58:31.377511] [DEBUG] [LOCAL ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt [2025-11-26T20:58:31.377610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:31.377683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:31.377735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:31.377814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:31.438334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:31.439293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:31.439402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:31.439462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:31.581655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:31.581880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:31.581940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:31.581992] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:31.585914] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=62.13%) [2025-11-26T20:58:31.586347] [INFO ] [FORECASTER] Completed predict_future for GHRS [2025-11-26T20:58:31.586547] [INFO ] [sig ] GHRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:31.759521] [INFO ] [LOCAL ] Saved forecast: GHRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GHRS.txt [2025-11-26T20:58:31.759745] [INFO ] [sig ] [1387/3599] Completed GHRS in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:31.759805] [INFO ] [sig ] [1388/3599] Forecasting GHY... [2025-11-26T20:58:31.759850] [INFO ] [sig ] Generating forecast for: GHY [2025-11-26T20:58:31.759895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-11-26T20:58:31.772611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHY'. [2025-11-26T20:58:31.773088] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-11-26T20:58:31.774012] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-11-26T20:58:31.774083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:31.774123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:31.774156] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:31.774218] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:31.851120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:31.852379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:31.852524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:31.852586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:32.020327] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:32.020570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:32.020671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:32.020741] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:32.025901] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=28.15%) [2025-11-26T20:58:32.026427] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-11-26T20:58:32.026688] [INFO ] [sig ] GHY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:32.186705] [INFO ] [LOCAL ] Saved forecast: GHY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GHY.txt [2025-11-26T20:58:32.186915] [INFO ] [sig ] [1388/3599] Completed GHY in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.7m [2025-11-26T20:58:32.186974] [INFO ] [sig ] [1389/3599] Forecasting GIB... [2025-11-26T20:58:32.187018] [INFO ] [sig ] Generating forecast for: GIB [2025-11-26T20:58:32.187062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-11-26T20:58:32.201687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIB'. [2025-11-26T20:58:32.202204] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-11-26T20:58:32.203172] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-11-26T20:58:32.203248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:32.203295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:32.203335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:32.203406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:32.267417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:32.268495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:32.268618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:32.268712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:32.392619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:32.392840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:32.392896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:32.392940] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:32.396467] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=84.67%) [2025-11-26T20:58:32.396843] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-11-26T20:58:32.397010] [INFO ] [sig ] GIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:32.541951] [INFO ] [LOCAL ] Saved forecast: GIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIB.txt [2025-11-26T20:58:32.542159] [INFO ] [sig ] [1389/3599] Completed GIB in 0.4s | 2.91 sym/s | Total: 7.9m | ETA: 12.6m [2025-11-26T20:58:32.542217] [INFO ] [sig ] [1390/3599] Forecasting GIFI... [2025-11-26T20:58:32.542263] [INFO ] [sig ] Generating forecast for: GIFI [2025-11-26T20:58:32.542306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'. [2025-11-26T20:58:32.554939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIFI'. [2025-11-26T20:58:32.555357] [INFO ] [FORECASTER] Starting predict_future for GIFI [2025-11-26T20:58:32.556231] [DEBUG] [LOCAL ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt [2025-11-26T20:58:32.556303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:32.556351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:32.556392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:32.556462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:32.615716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:32.616639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:32.616764] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:32.616813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:32.735378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:32.735588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:32.735661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:32.735709] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:32.739268] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=72.84%) [2025-11-26T20:58:32.739575] [INFO ] [FORECASTER] Completed predict_future for GIFI [2025-11-26T20:58:32.739747] [INFO ] [sig ] GIFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:32.878274] [INFO ] [LOCAL ] Saved forecast: GIFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIFI.txt [2025-11-26T20:58:32.878444] [INFO ] [sig ] [1390/3599] Completed GIFI in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:32.878499] [INFO ] [sig ] [1391/3599] Forecasting GIII... [2025-11-26T20:58:32.878543] [INFO ] [sig ] Generating forecast for: GIII [2025-11-26T20:58:32.878584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'. [2025-11-26T20:58:32.889756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIII'. [2025-11-26T20:58:32.890122] [INFO ] [FORECASTER] Starting predict_future for GIII [2025-11-26T20:58:32.890967] [DEBUG] [LOCAL ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt [2025-11-26T20:58:32.891049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:32.891096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:32.891134] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:32.891201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:32.948311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:32.949229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:32.949332] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:32.949381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:33.070874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:33.071065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:33.071120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:33.071163] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:33.074608] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=73.86%) [2025-11-26T20:58:33.074939] [INFO ] [FORECASTER] Completed predict_future for GIII [2025-11-26T20:58:33.075086] [INFO ] [sig ] GIII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:33.214695] [INFO ] [LOCAL ] Saved forecast: GIII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIII.txt [2025-11-26T20:58:33.214868] [INFO ] [sig ] [1391/3599] Completed GIII in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:33.214924] [INFO ] [sig ] [1392/3599] Forecasting GIL... [2025-11-26T20:58:33.214970] [INFO ] [sig ] Generating forecast for: GIL [2025-11-26T20:58:33.215012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-11-26T20:58:33.226316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIL'. [2025-11-26T20:58:33.226678] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-11-26T20:58:33.227493] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-11-26T20:58:33.227581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:33.227627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:33.227685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:33.227756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:33.284137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:33.285025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:33.285126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:33.285177] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:33.410771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:33.410956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:33.411012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:33.411055] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:33.414504] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T20:58:33.414830] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-11-26T20:58:33.414980] [INFO ] [sig ] GIL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:33.558407] [INFO ] [LOCAL ] Saved forecast: GIL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GIL.txt [2025-11-26T20:58:33.558571] [INFO ] [sig ] [1392/3599] Completed GIL in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:33.558624] [INFO ] [sig ] [1393/3599] Forecasting GILD... [2025-11-26T20:58:33.558687] [INFO ] [sig ] Generating forecast for: GILD [2025-11-26T20:58:33.558731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'. [2025-11-26T20:58:33.570397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GILD'. [2025-11-26T20:58:33.570785] [INFO ] [FORECASTER] Starting predict_future for GILD [2025-11-26T20:58:33.571623] [DEBUG] [LOCAL ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt [2025-11-26T20:58:33.571725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:33.571788] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:33.571843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:33.571925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:33.632048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:33.632898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:33.633002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:33.633051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:33.759006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:33.759190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:33.759245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:33.759288] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:33.762969] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=3.21%) [2025-11-26T20:58:33.763289] [INFO ] [FORECASTER] Completed predict_future for GILD [2025-11-26T20:58:33.763467] [INFO ] [sig ] GILD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:33.937433] [INFO ] [LOCAL ] Saved forecast: GILD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GILD.txt [2025-11-26T20:58:33.937668] [INFO ] [sig ] [1393/3599] Completed GILD in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:33.937728] [INFO ] [sig ] [1394/3599] Forecasting GIS... [2025-11-26T20:58:33.937775] [INFO ] [sig ] Generating forecast for: GIS [2025-11-26T20:58:33.937818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-11-26T20:58:33.950720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIS'. [2025-11-26T20:58:33.951156] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-11-26T20:58:33.952152] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-11-26T20:58:33.952226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:33.952275] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:33.952316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:33.952385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:34.016200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:34.017108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:34.017215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:34.017263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:34.139838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:34.140029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:34.140100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:34.140149] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:34.143826] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-11-26T20:58:34.144142] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-11-26T20:58:34.144296] [INFO ] [sig ] GIS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:34.294482] [INFO ] [LOCAL ] Saved forecast: GIS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIS.txt [2025-11-26T20:58:34.294692] [INFO ] [sig ] [1394/3599] Completed GIS in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:34.294760] [INFO ] [sig ] [1395/3599] Forecasting GKOS... [2025-11-26T20:58:34.294808] [INFO ] [sig ] Generating forecast for: GKOS [2025-11-26T20:58:34.294850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-11-26T20:58:34.306378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GKOS'. [2025-11-26T20:58:34.306763] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-11-26T20:58:34.307684] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-11-26T20:58:34.307756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:34.307803] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:34.307843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:34.307915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:34.368149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:34.369310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:34.369417] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:34.369478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:34.496315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:34.496486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:34.496540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:34.496583] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:34.500761] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=54.05%) [2025-11-26T20:58:34.501110] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-11-26T20:58:34.501271] [INFO ] [sig ] GKOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:34.651689] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GKOS.txt [2025-11-26T20:58:34.651890] [INFO ] [sig ] [1395/3599] Completed GKOS in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:34.651952] [INFO ] [sig ] [1396/3599] Forecasting GL... [2025-11-26T20:58:34.651997] [INFO ] [sig ] Generating forecast for: GL [2025-11-26T20:58:34.652040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-11-26T20:58:34.666244] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GL'. [2025-11-26T20:58:34.666862] [INFO ] [FORECASTER] Starting predict_future for GL [2025-11-26T20:58:34.667991] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-11-26T20:58:34.668067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:34.668133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:34.668199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:34.668308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:34.729476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:34.730764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:34.730905] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:34.731000] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:34.862607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:34.862906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:34.862993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:34.863062] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:34.867221] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=89.11%) [2025-11-26T20:58:34.867611] [INFO ] [FORECASTER] Completed predict_future for GL [2025-11-26T20:58:34.867848] [INFO ] [sig ] GL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:35.027156] [INFO ] [LOCAL ] Saved forecast: GL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GL.txt [2025-11-26T20:58:35.027360] [INFO ] [sig ] [1396/3599] Completed GL in 0.4s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:35.027417] [INFO ] [sig ] [1397/3599] Forecasting GLAD... [2025-11-26T20:58:35.027461] [INFO ] [sig ] Generating forecast for: GLAD [2025-11-26T20:58:35.027506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'. [2025-11-26T20:58:35.039883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLAD'. [2025-11-26T20:58:35.040339] [INFO ] [FORECASTER] Starting predict_future for GLAD [2025-11-26T20:58:35.041247] [DEBUG] [LOCAL ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt [2025-11-26T20:58:35.041320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:35.041366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:35.041407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:35.041481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:35.102519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:35.103440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:35.103547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:35.103595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:35.222607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:35.222845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:35.222903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:35.222945] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:35.226931] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=68.39%) [2025-11-26T20:58:35.227357] [INFO ] [FORECASTER] Completed predict_future for GLAD [2025-11-26T20:58:35.227548] [INFO ] [sig ] GLAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:35.372322] [INFO ] [LOCAL ] Saved forecast: GLAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLAD.txt [2025-11-26T20:58:35.372524] [INFO ] [sig ] [1397/3599] Completed GLAD in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:35.372581] [INFO ] [sig ] [1398/3599] Forecasting GLBE... [2025-11-26T20:58:35.372626] [INFO ] [sig ] Generating forecast for: GLBE [2025-11-26T20:58:35.372693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'. [2025-11-26T20:58:35.384540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBE'. [2025-11-26T20:58:35.385036] [INFO ] [FORECASTER] Starting predict_future for GLBE [2025-11-26T20:58:35.385938] [DEBUG] [LOCAL ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt [2025-11-26T20:58:35.386024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:35.386081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:35.386123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:35.386195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:35.447226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:35.448197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:35.448302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:35.448351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:35.572016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:35.572208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:35.572284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:35.572330] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:35.575772] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-11-26T20:58:35.576068] [INFO ] [FORECASTER] Completed predict_future for GLBE [2025-11-26T20:58:35.576217] [INFO ] [sig ] GLBE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:35.719802] [INFO ] [LOCAL ] Saved forecast: GLBE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLBE.txt [2025-11-26T20:58:35.719998] [INFO ] [sig ] [1398/3599] Completed GLBE in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:35.720056] [INFO ] [sig ] [1399/3599] Forecasting GLBS... [2025-11-26T20:58:35.720100] [INFO ] [sig ] Generating forecast for: GLBS [2025-11-26T20:58:35.720144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'. [2025-11-26T20:58:35.731597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBS'. [2025-11-26T20:58:35.732045] [INFO ] [FORECASTER] Starting predict_future for GLBS [2025-11-26T20:58:35.732955] [DEBUG] [LOCAL ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt [2025-11-26T20:58:35.733027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:35.733074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:35.733115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:35.733184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:35.791831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:35.792768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:35.792883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:35.792939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:35.907930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:35.908125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:35.908182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:35.908220] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:35.911777] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=48.65%) [2025-11-26T20:58:35.912140] [INFO ] [FORECASTER] Completed predict_future for GLBS [2025-11-26T20:58:35.912309] [INFO ] [sig ] GLBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:36.056617] [INFO ] [LOCAL ] Saved forecast: GLBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLBS.txt [2025-11-26T20:58:36.056836] [INFO ] [sig ] [1399/3599] Completed GLBS in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:36.056893] [INFO ] [sig ] [1400/3599] Forecasting GLDD... [2025-11-26T20:58:36.056935] [INFO ] [sig ] Generating forecast for: GLDD [2025-11-26T20:58:36.056980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'. [2025-11-26T20:58:36.068797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLDD'. [2025-11-26T20:58:36.069251] [INFO ] [FORECASTER] Starting predict_future for GLDD [2025-11-26T20:58:36.070101] [DEBUG] [LOCAL ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt [2025-11-26T20:58:36.070171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:36.070217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:36.070257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:36.070326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:36.130336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:36.131243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:36.131365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:36.131415] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:36.251490] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:36.251686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:36.251742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:36.251776] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:36.255154] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=23.03%) [2025-11-26T20:58:36.255445] [INFO ] [FORECASTER] Completed predict_future for GLDD [2025-11-26T20:58:36.255589] [INFO ] [sig ] GLDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:36.394564] [INFO ] [LOCAL ] Saved forecast: GLDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLDD.txt [2025-11-26T20:58:36.394782] [INFO ] [sig ] [1400/3599] Completed GLDD in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:36.394840] [INFO ] [sig ] [1401/3599] Forecasting GLNG... [2025-11-26T20:58:36.394884] [INFO ] [sig ] Generating forecast for: GLNG [2025-11-26T20:58:36.394926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'. [2025-11-26T20:58:36.406539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLNG'. [2025-11-26T20:58:36.406999] [INFO ] [FORECASTER] Starting predict_future for GLNG [2025-11-26T20:58:36.407941] [DEBUG] [LOCAL ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt [2025-11-26T20:58:36.408010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:36.408055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:36.408096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:36.408164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:36.466188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:36.467069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:36.467168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:36.467214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:36.586104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:36.586288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:36.586342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:36.586384] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:36.589830] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=95.89%) [2025-11-26T20:58:36.590125] [INFO ] [FORECASTER] Completed predict_future for GLNG [2025-11-26T20:58:36.590302] [INFO ] [sig ] GLNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:36.729257] [INFO ] [LOCAL ] Saved forecast: GLNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLNG.txt [2025-11-26T20:58:36.729412] [INFO ] [sig ] [1401/3599] Completed GLNG in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:36.729466] [INFO ] [sig ] [1402/3599] Forecasting GLOB... [2025-11-26T20:58:36.729510] [INFO ] [sig ] Generating forecast for: GLOB [2025-11-26T20:58:36.729551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-11-26T20:58:36.741129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLOB'. [2025-11-26T20:58:36.741447] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-11-26T20:58:36.742291] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-11-26T20:58:36.742359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:36.742420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:36.742461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:36.742530] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:36.799229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:36.799929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:36.800029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:36.800076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:36.918465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:36.918675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:36.918731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:36.918776] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:36.922236] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=92.73%) [2025-11-26T20:58:36.922548] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-11-26T20:58:36.922715] [INFO ] [sig ] GLOB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:37.066409] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLOB.txt [2025-11-26T20:58:37.066592] [INFO ] [sig ] [1402/3599] Completed GLOB in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:37.066667] [INFO ] [sig ] [1403/3599] Forecasting GLP... [2025-11-26T20:58:37.066708] [INFO ] [sig ] Generating forecast for: GLP [2025-11-26T20:58:37.066758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-11-26T20:58:37.079003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLP'. [2025-11-26T20:58:37.079381] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-11-26T20:58:37.080292] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-11-26T20:58:37.080364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:37.080411] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:37.080450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:37.080519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:37.141050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:37.141839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:37.141938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:37.141995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:37.261736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:37.261912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:37.261966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:37.262006] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:37.265600] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=9.49%) [2025-11-26T20:58:37.266064] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-11-26T20:58:37.266249] [INFO ] [sig ] GLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:37.407378] [INFO ] [LOCAL ] Saved forecast: GLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLP.txt [2025-11-26T20:58:37.407555] [INFO ] [sig ] [1403/3599] Completed GLP in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:37.407612] [INFO ] [sig ] [1404/3599] Forecasting GLPG... [2025-11-26T20:58:37.407676] [INFO ] [sig ] Generating forecast for: GLPG [2025-11-26T20:58:37.407721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'. [2025-11-26T20:58:37.419706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPG'. [2025-11-26T20:58:37.420126] [INFO ] [FORECASTER] Starting predict_future for GLPG [2025-11-26T20:58:37.420987] [DEBUG] [LOCAL ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt [2025-11-26T20:58:37.421070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:37.421127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:37.421171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:37.421239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:37.479076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:37.479825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:37.479937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:37.479984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:37.603875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:37.604055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:37.604106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:37.604147] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:37.607544] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=56.42%) [2025-11-26T20:58:37.607854] [INFO ] [FORECASTER] Completed predict_future for GLPG [2025-11-26T20:58:37.607999] [INFO ] [sig ] GLPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:37.746714] [INFO ] [LOCAL ] Saved forecast: GLPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLPG.txt [2025-11-26T20:58:37.746868] [INFO ] [sig ] [1404/3599] Completed GLPG in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:37.746922] [INFO ] [sig ] [1405/3599] Forecasting GLPI... [2025-11-26T20:58:37.746964] [INFO ] [sig ] Generating forecast for: GLPI [2025-11-26T20:58:37.747008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'. [2025-11-26T20:58:37.758875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPI'. [2025-11-26T20:58:37.759310] [INFO ] [FORECASTER] Starting predict_future for GLPI [2025-11-26T20:58:37.760172] [DEBUG] [LOCAL ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt [2025-11-26T20:58:37.760243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:37.760290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:37.760330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:37.760397] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:37.818098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:37.819039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:37.819140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:37.819189] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:37.934443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:37.934662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:37.934715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:37.934757] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:37.938160] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-11-26T20:58:37.938466] [INFO ] [FORECASTER] Completed predict_future for GLPI [2025-11-26T20:58:37.938615] [INFO ] [sig ] GLPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:38.078829] [INFO ] [LOCAL ] Saved forecast: GLPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLPI.txt [2025-11-26T20:58:38.079027] [INFO ] [sig ] [1405/3599] Completed GLPI in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:38.079082] [INFO ] [sig ] [1406/3599] Forecasting GLRE... [2025-11-26T20:58:38.079133] [INFO ] [sig ] Generating forecast for: GLRE [2025-11-26T20:58:38.079177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'. [2025-11-26T20:58:38.093561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLRE'. [2025-11-26T20:58:38.094009] [INFO ] [FORECASTER] Starting predict_future for GLRE [2025-11-26T20:58:38.094843] [DEBUG] [LOCAL ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt [2025-11-26T20:58:38.094911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:38.094948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:38.094983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:38.095052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:38.152703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:38.153588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:38.153708] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:38.153759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:38.274174] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:38.274369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:38.274423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:38.274465] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:38.277923] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=98.58%) [2025-11-26T20:58:38.278249] [INFO ] [FORECASTER] Completed predict_future for GLRE [2025-11-26T20:58:38.278394] [INFO ] [sig ] GLRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:38.421604] [INFO ] [LOCAL ] Saved forecast: GLRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLRE.txt [2025-11-26T20:58:38.421817] [INFO ] [sig ] [1406/3599] Completed GLRE in 0.3s | 2.91 sym/s | Total: 8.0m | ETA: 12.6m [2025-11-26T20:58:38.421874] [INFO ] [sig ] [1407/3599] Forecasting GLSI... [2025-11-26T20:58:38.421919] [INFO ] [sig ] Generating forecast for: GLSI [2025-11-26T20:58:38.421962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'. [2025-11-26T20:58:38.433177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLSI'. [2025-11-26T20:58:38.433661] [INFO ] [FORECASTER] Starting predict_future for GLSI [2025-11-26T20:58:38.434506] [DEBUG] [LOCAL ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt [2025-11-26T20:58:38.434575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:38.434621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:38.434681] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:38.434752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:38.492720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:38.493596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:38.493733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:38.493782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:38.615209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:38.615416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:38.615479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:38.615522] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:38.619008] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-11-26T20:58:38.619303] [INFO ] [FORECASTER] Completed predict_future for GLSI [2025-11-26T20:58:38.619449] [INFO ] [sig ] GLSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:38.759991] [INFO ] [LOCAL ] Saved forecast: GLSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLSI.txt [2025-11-26T20:58:38.760184] [INFO ] [sig ] [1407/3599] Completed GLSI in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:38.760240] [INFO ] [sig ] [1408/3599] Forecasting GLTO... [2025-11-26T20:58:38.760285] [INFO ] [sig ] Generating forecast for: GLTO [2025-11-26T20:58:38.760327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'. [2025-11-26T20:58:38.771413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLTO'. [2025-11-26T20:58:38.771819] [INFO ] [FORECASTER] Starting predict_future for GLTO [2025-11-26T20:58:38.772630] [DEBUG] [LOCAL ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt [2025-11-26T20:58:38.772718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:38.772764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:38.772803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:38.772868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:38.831437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:38.832236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:38.832334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:38.832380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:38.947562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:38.947777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:38.947832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:38.947875] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:38.951401] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=49.76%) [2025-11-26T20:58:38.951727] [INFO ] [FORECASTER] Completed predict_future for GLTO [2025-11-26T20:58:38.951878] [INFO ] [sig ] GLTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:39.092930] [INFO ] [LOCAL ] Saved forecast: GLTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLTO.txt [2025-11-26T20:58:39.093116] [INFO ] [sig ] [1408/3599] Completed GLTO in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:39.093170] [INFO ] [sig ] [1409/3599] Forecasting GLUE... [2025-11-26T20:58:39.093214] [INFO ] [sig ] Generating forecast for: GLUE [2025-11-26T20:58:39.093256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'. [2025-11-26T20:58:39.104447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLUE'. [2025-11-26T20:58:39.104806] [INFO ] [FORECASTER] Starting predict_future for GLUE [2025-11-26T20:58:39.105611] [DEBUG] [LOCAL ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt [2025-11-26T20:58:39.105700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:39.105745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:39.105783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:39.105851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:39.163748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:39.164708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:39.164813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:39.164865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:39.283035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:39.283219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:39.283272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:39.283329] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:39.286737] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=40.08%) [2025-11-26T20:58:39.287031] [INFO ] [FORECASTER] Completed predict_future for GLUE [2025-11-26T20:58:39.287176] [INFO ] [sig ] GLUE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:39.428551] [INFO ] [LOCAL ] Saved forecast: GLUE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLUE.txt [2025-11-26T20:58:39.428731] [INFO ] [sig ] [1409/3599] Completed GLUE in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:39.428787] [INFO ] [sig ] [1410/3599] Forecasting GMAB... [2025-11-26T20:58:39.428829] [INFO ] [sig ] Generating forecast for: GMAB [2025-11-26T20:58:39.428865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'. [2025-11-26T20:58:39.440038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMAB'. [2025-11-26T20:58:39.440348] [INFO ] [FORECASTER] Starting predict_future for GMAB [2025-11-26T20:58:39.441250] [DEBUG] [LOCAL ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt [2025-11-26T20:58:39.441320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:39.441367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:39.441406] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:39.441477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:39.500821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:39.501677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:39.501780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:39.501830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:39.627045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:39.627213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:39.627264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:39.627310] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:39.630794] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=56.62%) [2025-11-26T20:58:39.631099] [INFO ] [FORECASTER] Completed predict_future for GMAB [2025-11-26T20:58:39.631248] [INFO ] [sig ] GMAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:39.777472] [INFO ] [LOCAL ] Saved forecast: GMAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GMAB.txt [2025-11-26T20:58:39.777671] [INFO ] [sig ] [1410/3599] Completed GMAB in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:39.777726] [INFO ] [sig ] [1411/3599] Forecasting GME... [2025-11-26T20:58:39.777770] [INFO ] [sig ] Generating forecast for: GME [2025-11-26T20:58:39.777811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-11-26T20:58:39.789028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GME'. [2025-11-26T20:58:39.789377] [INFO ] [FORECASTER] Starting predict_future for GME [2025-11-26T20:58:39.790251] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-11-26T20:58:39.790321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:39.790368] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:39.790417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:39.790486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:39.849692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:39.850359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:39.850458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:39.850537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:39.970215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:39.970399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:39.970453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:39.970496] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:39.974013] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=5.01%) [2025-11-26T20:58:39.974324] [INFO ] [FORECASTER] Completed predict_future for GME [2025-11-26T20:58:39.974476] [INFO ] [sig ] GME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:40.115831] [INFO ] [LOCAL ] Saved forecast: GME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GME.txt [2025-11-26T20:58:40.115988] [INFO ] [sig ] [1411/3599] Completed GME in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:40.116035] [INFO ] [sig ] [1412/3599] Forecasting GMED... [2025-11-26T20:58:40.116082] [INFO ] [sig ] Generating forecast for: GMED [2025-11-26T20:58:40.116122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-11-26T20:58:40.127272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMED'. [2025-11-26T20:58:40.127578] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-11-26T20:58:40.128432] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-11-26T20:58:40.128503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:40.128550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:40.128591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:40.128681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:40.186634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:40.187509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:40.187631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:40.187693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:40.309269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:40.309453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:40.309514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:40.309550] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:40.313027] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=30.26%) [2025-11-26T20:58:40.313333] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-11-26T20:58:40.313481] [INFO ] [sig ] GMED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:40.454188] [INFO ] [LOCAL ] Saved forecast: GMED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GMED.txt [2025-11-26T20:58:40.454353] [INFO ] [sig ] [1412/3599] Completed GMED in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:40.454409] [INFO ] [sig ] [1413/3599] Forecasting GMM... [2025-11-26T20:58:40.454452] [INFO ] [sig ] Generating forecast for: GMM [2025-11-26T20:58:40.454495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'. [2025-11-26T20:58:40.465331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMM'. [2025-11-26T20:58:40.465827] [INFO ] [FORECASTER] Starting predict_future for GMM [2025-11-26T20:58:40.466698] [DEBUG] [LOCAL ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt [2025-11-26T20:58:40.466767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:40.466813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:40.466864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:40.466933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:40.525012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:40.525924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:40.526028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:40.526076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:40.636792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:40.636976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:40.637028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:40.637069] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:40.640562] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=13.49%) [2025-11-26T20:58:40.640909] [INFO ] [FORECASTER] Completed predict_future for GMM [2025-11-26T20:58:40.641067] [INFO ] [sig ] GMM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:40.781720] [INFO ] [LOCAL ] Saved forecast: GMM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GMM.txt [2025-11-26T20:58:40.781881] [INFO ] [sig ] [1413/3599] Completed GMM in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:40.781934] [INFO ] [sig ] [1414/3599] Forecasting GMRE... [2025-11-26T20:58:40.781979] [INFO ] [sig ] Generating forecast for: GMRE [2025-11-26T20:58:40.782018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-11-26T20:58:40.793883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMRE'. [2025-11-26T20:58:40.794288] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-11-26T20:58:40.795129] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-11-26T20:58:40.795197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:40.795243] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:40.795282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:40.795350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:40.852125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:40.852829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:40.852923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:40.852968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:40.977555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:40.977748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:40.977801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:40.977843] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:40.981244] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-11-26T20:58:40.981531] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-11-26T20:58:40.981694] [INFO ] [sig ] GMRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:41.121272] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GMRE.txt [2025-11-26T20:58:41.121438] [INFO ] [sig ] [1414/3599] Completed GMRE in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:41.121492] [INFO ] [sig ] [1415/3599] Forecasting GNE... [2025-11-26T20:58:41.121535] [INFO ] [sig ] Generating forecast for: GNE [2025-11-26T20:58:41.121576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-11-26T20:58:41.134020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNE'. [2025-11-26T20:58:41.134361] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-11-26T20:58:41.135229] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-11-26T20:58:41.135300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:41.135347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:41.135388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:41.135458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:41.193426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:41.194207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:41.194302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:41.194348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:41.310985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:41.311147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:41.311201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:41.311245] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:41.314752] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=77.42%) [2025-11-26T20:58:41.315054] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-11-26T20:58:41.315229] [INFO ] [sig ] GNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:41.456320] [INFO ] [LOCAL ] Saved forecast: GNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNE.txt [2025-11-26T20:58:41.456492] [INFO ] [sig ] [1415/3599] Completed GNE in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:41.456545] [INFO ] [sig ] [1416/3599] Forecasting GNL... [2025-11-26T20:58:41.456587] [INFO ] [sig ] Generating forecast for: GNL [2025-11-26T20:58:41.456626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-11-26T20:58:41.467802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNL'. [2025-11-26T20:58:41.468145] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-11-26T20:58:41.468996] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-11-26T20:58:41.469066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:41.469114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:41.469153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:41.469224] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:41.528413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:41.529268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:41.529370] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:41.529423] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:41.650915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:41.651114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:41.651169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:41.651209] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:41.654898] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=60.28%) [2025-11-26T20:58:41.655211] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-11-26T20:58:41.655362] [INFO ] [sig ] GNL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:41.800626] [INFO ] [LOCAL ] Saved forecast: GNL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNL.txt [2025-11-26T20:58:41.800815] [INFO ] [sig ] [1416/3599] Completed GNL in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:41.800873] [INFO ] [sig ] [1417/3599] Forecasting GNLN... [2025-11-26T20:58:41.800919] [INFO ] [sig ] Generating forecast for: GNLN [2025-11-26T20:58:41.800981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'. [2025-11-26T20:58:41.812335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLN'. [2025-11-26T20:58:41.812674] [INFO ] [FORECASTER] Starting predict_future for GNLN [2025-11-26T20:58:41.813525] [DEBUG] [LOCAL ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt [2025-11-26T20:58:41.813595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:41.813663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:41.813706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:41.813778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:41.872304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:41.873013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:41.873107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:41.873153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:41.980376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:41.980551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:41.980606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:41.980662] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:41.984404] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=9.69%) [2025-11-26T20:58:41.984785] [INFO ] [FORECASTER] Completed predict_future for GNLN [2025-11-26T20:58:41.984939] [INFO ] [sig ] GNLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:42.124740] [INFO ] [LOCAL ] Saved forecast: GNLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNLN.txt [2025-11-26T20:58:42.124913] [INFO ] [sig ] [1417/3599] Completed GNLN in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:42.124969] [INFO ] [sig ] [1418/3599] Forecasting GNLX... [2025-11-26T20:58:42.125009] [INFO ] [sig ] Generating forecast for: GNLX [2025-11-26T20:58:42.125050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'. [2025-11-26T20:58:42.135848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLX'. [2025-11-26T20:58:42.136180] [INFO ] [FORECASTER] Starting predict_future for GNLX [2025-11-26T20:58:42.137015] [DEBUG] [LOCAL ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt [2025-11-26T20:58:42.137084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:42.137129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:42.137168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:42.137234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:42.194230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:42.195041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:42.195139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:42.195184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:42.312284] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:42.312475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:42.312529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:42.312572] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:42.316230] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=24.27%) [2025-11-26T20:58:42.316571] [INFO ] [FORECASTER] Completed predict_future for GNLX [2025-11-26T20:58:42.316755] [INFO ] [sig ] GNLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:42.457357] [INFO ] [LOCAL ] Saved forecast: GNLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNLX.txt [2025-11-26T20:58:42.457566] [INFO ] [sig ] [1418/3599] Completed GNLX in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:42.457628] [INFO ] [sig ] [1419/3599] Forecasting GNMA... [2025-11-26T20:58:42.457725] [INFO ] [sig ] Generating forecast for: GNMA [2025-11-26T20:58:42.457799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'. [2025-11-26T20:58:42.468609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNMA'. [2025-11-26T20:58:42.468993] [INFO ] [FORECASTER] Starting predict_future for GNMA [2025-11-26T20:58:42.469841] [DEBUG] [LOCAL ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt [2025-11-26T20:58:42.469910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:42.469955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:42.469994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:42.470064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:42.528183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:42.529053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:42.529152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:42.529203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:42.642362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:42.642543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:42.642597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:42.642653] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:42.646156] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=60.78%) [2025-11-26T20:58:42.646458] [INFO ] [FORECASTER] Completed predict_future for GNMA [2025-11-26T20:58:42.646607] [INFO ] [sig ] GNMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:42.787276] [INFO ] [LOCAL ] Saved forecast: GNMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNMA.txt [2025-11-26T20:58:42.787474] [INFO ] [sig ] [1419/3599] Completed GNMA in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:42.787544] [INFO ] [sig ] [1420/3599] Forecasting GNOM... [2025-11-26T20:58:42.787917] [INFO ] [sig ] Generating forecast for: GNOM [2025-11-26T20:58:42.788081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'. [2025-11-26T20:58:42.799603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNOM'. [2025-11-26T20:58:42.799915] [INFO ] [FORECASTER] Starting predict_future for GNOM [2025-11-26T20:58:42.800776] [DEBUG] [LOCAL ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt [2025-11-26T20:58:42.800845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:42.800890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:42.800930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:42.800998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:42.858661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:42.859276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:42.859370] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:42.859415] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:42.975107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:42.975446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:42.975493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:42.975534] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:42.978915] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-11-26T20:58:42.979199] [INFO ] [FORECASTER] Completed predict_future for GNOM [2025-11-26T20:58:42.979340] [INFO ] [sig ] GNOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:43.118242] [INFO ] [LOCAL ] Saved forecast: GNOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNOM.txt [2025-11-26T20:58:43.118378] [INFO ] [sig ] [1420/3599] Completed GNOM in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:43.118431] [INFO ] [sig ] [1421/3599] Forecasting GNPX... [2025-11-26T20:58:43.118473] [INFO ] [sig ] Generating forecast for: GNPX [2025-11-26T20:58:43.118513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'. [2025-11-26T20:58:43.131620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNPX'. [2025-11-26T20:58:43.132076] [INFO ] [FORECASTER] Starting predict_future for GNPX [2025-11-26T20:58:43.132990] [DEBUG] [LOCAL ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt [2025-11-26T20:58:43.133072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:43.133126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:43.133166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:43.133235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:43.192261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:43.193258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:43.193367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:43.193412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:43.309704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:43.309906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:43.309965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:43.310008] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:43.313947] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=71.95%) [2025-11-26T20:58:43.314289] [INFO ] [FORECASTER] Completed predict_future for GNPX [2025-11-26T20:58:43.314450] [INFO ] [sig ] GNPX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:43.458834] [INFO ] [LOCAL ] Saved forecast: GNPX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNPX.txt [2025-11-26T20:58:43.459033] [INFO ] [sig ] [1421/3599] Completed GNPX in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:43.459094] [INFO ] [sig ] [1422/3599] Forecasting GNRC... [2025-11-26T20:58:43.459136] [INFO ] [sig ] Generating forecast for: GNRC [2025-11-26T20:58:43.459183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-11-26T20:58:43.474433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNRC'. [2025-11-26T20:58:43.474909] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-11-26T20:58:43.476064] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-11-26T20:58:43.476162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:43.476267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:43.476347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:43.476455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:43.536932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:43.537865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:43.537963] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:43.538009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:43.662786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:43.662970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:43.663024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:43.663066] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:43.666464] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-11-26T20:58:43.666789] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-11-26T20:58:43.666937] [INFO ] [sig ] GNRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:43.805809] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNRC.txt [2025-11-26T20:58:43.805987] [INFO ] [sig ] [1422/3599] Completed GNRC in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:43.806043] [INFO ] [sig ] [1423/3599] Forecasting GNSS... [2025-11-26T20:58:43.806084] [INFO ] [sig ] Generating forecast for: GNSS [2025-11-26T20:58:43.806122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'. [2025-11-26T20:58:43.817693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNSS'. [2025-11-26T20:58:43.818060] [INFO ] [FORECASTER] Starting predict_future for GNSS [2025-11-26T20:58:43.818953] [DEBUG] [LOCAL ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt [2025-11-26T20:58:43.819030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:43.819089] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:43.819142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:43.819234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:43.876597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:43.877350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:43.877459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:43.877537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:43.997259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:43.997448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:43.997543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:43.997602] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:44.001057] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-11-26T20:58:44.001374] [INFO ] [FORECASTER] Completed predict_future for GNSS [2025-11-26T20:58:44.001543] [INFO ] [sig ] GNSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:44.143022] [INFO ] [LOCAL ] Saved forecast: GNSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNSS.txt [2025-11-26T20:58:44.143228] [INFO ] [sig ] [1423/3599] Completed GNSS in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.5m [2025-11-26T20:58:44.143301] [INFO ] [sig ] [1424/3599] Forecasting GNTX... [2025-11-26T20:58:44.143361] [INFO ] [sig ] Generating forecast for: GNTX [2025-11-26T20:58:44.143429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'. [2025-11-26T20:58:44.155347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNTX'. [2025-11-26T20:58:44.155743] [INFO ] [FORECASTER] Starting predict_future for GNTX [2025-11-26T20:58:44.156592] [DEBUG] [LOCAL ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt [2025-11-26T20:58:44.156689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:44.156752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:44.156805] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:44.156908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:44.215935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:44.216862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:44.216975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:44.217037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:44.334472] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:44.334695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:44.334768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:44.334829] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:44.338380] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=51.93%) [2025-11-26T20:58:44.338710] [INFO ] [FORECASTER] Completed predict_future for GNTX [2025-11-26T20:58:44.338873] [INFO ] [sig ] GNTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:44.483909] [INFO ] [LOCAL ] Saved forecast: GNTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNTX.txt [2025-11-26T20:58:44.484122] [INFO ] [sig ] [1424/3599] Completed GNTX in 0.3s | 2.91 sym/s | Total: 8.1m | ETA: 12.4m [2025-11-26T20:58:44.484212] [INFO ] [sig ] [1425/3599] Forecasting GO... [2025-11-26T20:58:44.484278] [INFO ] [sig ] Generating forecast for: GO [2025-11-26T20:58:44.484346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'. [2025-11-26T20:58:44.496475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GO'. [2025-11-26T20:58:44.496851] [INFO ] [FORECASTER] Starting predict_future for GO [2025-11-26T20:58:44.497769] [DEBUG] [LOCAL ] No optimal features file found for GO: ./output/feature-sets/GO.txt [2025-11-26T20:58:44.497846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:44.497915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:44.497979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:44.498085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:44.556979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:44.557850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:44.557953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:44.558000] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:44.677657] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:44.677839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:44.677892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:44.677934] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:44.681404] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=53.30%) [2025-11-26T20:58:44.681724] [INFO ] [FORECASTER] Completed predict_future for GO [2025-11-26T20:58:44.681874] [INFO ] [sig ] GO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:44.821764] [INFO ] [LOCAL ] Saved forecast: GO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GO.txt [2025-11-26T20:58:44.821947] [INFO ] [sig ] [1425/3599] Completed GO in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:44.822002] [INFO ] [sig ] [1426/3599] Forecasting GOCO... [2025-11-26T20:58:44.822047] [INFO ] [sig ] Generating forecast for: GOCO [2025-11-26T20:58:44.822090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'. [2025-11-26T20:58:44.833763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOCO'. [2025-11-26T20:58:44.834113] [INFO ] [FORECASTER] Starting predict_future for GOCO [2025-11-26T20:58:44.834982] [DEBUG] [LOCAL ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt [2025-11-26T20:58:44.835065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:44.835114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:44.835171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:44.835247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:44.896496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:44.897403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:44.897505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:44.897579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:45.028636] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:45.028840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:45.028894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:45.028936] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:45.032460] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=0.33%) [2025-11-26T20:58:45.032804] [INFO ] [FORECASTER] Completed predict_future for GOCO [2025-11-26T20:58:45.032955] [INFO ] [sig ] GOCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:45.173894] [INFO ] [LOCAL ] Saved forecast: GOCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOCO.txt [2025-11-26T20:58:45.174060] [INFO ] [sig ] [1426/3599] Completed GOCO in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:45.174113] [INFO ] [sig ] [1427/3599] Forecasting GOF... [2025-11-26T20:58:45.174156] [INFO ] [sig ] Generating forecast for: GOF [2025-11-26T20:58:45.174203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-11-26T20:58:45.186453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOF'. [2025-11-26T20:58:45.186836] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-11-26T20:58:45.187755] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-11-26T20:58:45.187826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:45.187872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:45.187913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:45.187982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:45.251605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:45.252530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:45.252635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:45.252704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:45.375573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:45.375776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:45.375832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:45.375874] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:45.379616] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=69.12%) [2025-11-26T20:58:45.380045] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-11-26T20:58:45.380215] [INFO ] [sig ] GOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:45.522877] [INFO ] [LOCAL ] Saved forecast: GOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOF.txt [2025-11-26T20:58:45.523057] [INFO ] [sig ] [1427/3599] Completed GOF in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:45.523112] [INFO ] [sig ] [1428/3599] Forecasting GOGO... [2025-11-26T20:58:45.523163] [INFO ] [sig ] Generating forecast for: GOGO [2025-11-26T20:58:45.523213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'. [2025-11-26T20:58:45.540769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOGO'. [2025-11-26T20:58:45.541165] [INFO ] [FORECASTER] Starting predict_future for GOGO [2025-11-26T20:58:45.542077] [DEBUG] [LOCAL ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt [2025-11-26T20:58:45.542147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:45.542193] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:45.542246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:45.542324] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:45.601444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:45.602369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:45.602475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:45.602524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:45.720543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:45.720742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:45.720797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:45.720838] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:45.724263] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-11-26T20:58:45.724562] [INFO ] [FORECASTER] Completed predict_future for GOGO [2025-11-26T20:58:45.724730] [INFO ] [sig ] GOGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:45.872681] [INFO ] [LOCAL ] Saved forecast: GOGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOGO.txt [2025-11-26T20:58:45.872866] [INFO ] [sig ] [1428/3599] Completed GOGO in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:45.872921] [INFO ] [sig ] [1429/3599] Forecasting GOLF... [2025-11-26T20:58:45.872972] [INFO ] [sig ] Generating forecast for: GOLF [2025-11-26T20:58:45.873030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-11-26T20:58:45.884988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOLF'. [2025-11-26T20:58:45.885390] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-11-26T20:58:45.886252] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-11-26T20:58:45.886323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:45.886369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:45.886408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:45.886476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:45.943610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:45.944395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:45.944492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:45.944534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:46.065420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:46.065614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:46.065685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:46.065729] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:46.069245] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=48.48%) [2025-11-26T20:58:46.069540] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-11-26T20:58:46.069702] [INFO ] [sig ] GOLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:46.211163] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOLF.txt [2025-11-26T20:58:46.211374] [INFO ] [sig ] [1429/3599] Completed GOLF in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:46.211443] [INFO ] [sig ] [1430/3599] Forecasting GOOD... [2025-11-26T20:58:46.211490] [INFO ] [sig ] Generating forecast for: GOOD [2025-11-26T20:58:46.211532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'. [2025-11-26T20:58:46.224139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOD'. [2025-11-26T20:58:46.224518] [INFO ] [FORECASTER] Starting predict_future for GOOD [2025-11-26T20:58:46.225515] [DEBUG] [LOCAL ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt [2025-11-26T20:58:46.225587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:46.225632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:46.225699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:46.225772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:46.284557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:46.285516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:46.285622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:46.285697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:46.407673] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:46.407870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:46.407923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:46.407962] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:46.411639] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=89.02%) [2025-11-26T20:58:46.412024] [INFO ] [FORECASTER] Completed predict_future for GOOD [2025-11-26T20:58:46.412186] [INFO ] [sig ] GOOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:46.555618] [INFO ] [LOCAL ] Saved forecast: GOOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOOD.txt [2025-11-26T20:58:46.555799] [INFO ] [sig ] [1430/3599] Completed GOOD in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:46.555853] [INFO ] [sig ] [1431/3599] Forecasting GOOG... [2025-11-26T20:58:46.555894] [INFO ] [sig ] Generating forecast for: GOOG [2025-11-26T20:58:46.555936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'. [2025-11-26T20:58:46.567690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOG'. [2025-11-26T20:58:46.568000] [INFO ] [FORECASTER] Starting predict_future for GOOG [2025-11-26T20:58:46.568848] [DEBUG] [LOCAL ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt [2025-11-26T20:58:46.568916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:46.568961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:46.569001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:46.569068] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:46.625470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:46.626160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:46.626254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:46.626300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:46.748336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:46.748515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:46.748569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:46.748610] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:46.751985] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=57.70%) [2025-11-26T20:58:46.752313] [INFO ] [FORECASTER] Completed predict_future for GOOG [2025-11-26T20:58:46.752459] [INFO ] [sig ] GOOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:46.895062] [INFO ] [LOCAL ] Saved forecast: GOOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOOG.txt [2025-11-26T20:58:46.895317] [INFO ] [sig ] [1431/3599] Completed GOOG in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:46.895374] [INFO ] [sig ] [1432/3599] Forecasting GOOGL... [2025-11-26T20:58:46.895415] [INFO ] [sig ] Generating forecast for: GOOGL [2025-11-26T20:58:46.895457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'. [2025-11-26T20:58:46.908611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'. [2025-11-26T20:58:46.908993] [INFO ] [FORECASTER] Starting predict_future for GOOGL [2025-11-26T20:58:46.909850] [DEBUG] [LOCAL ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt [2025-11-26T20:58:46.909919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:46.909966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:46.910001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:46.910070] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:46.967450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:46.968306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:46.968422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:46.968470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:47.086600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:47.086798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:47.086855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:47.086898] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:47.090324] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=99.26%) [2025-11-26T20:58:47.090618] [INFO ] [FORECASTER] Completed predict_future for GOOGL [2025-11-26T20:58:47.090782] [INFO ] [sig ] GOOGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:47.232477] [INFO ] [LOCAL ] Saved forecast: GOOGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOOGL.txt [2025-11-26T20:58:47.232705] [INFO ] [sig ] [1432/3599] Completed GOOGL in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:47.232769] [INFO ] [sig ] [1433/3599] Forecasting GOOS... [2025-11-26T20:58:47.232813] [INFO ] [sig ] Generating forecast for: GOOS [2025-11-26T20:58:47.232853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-11-26T20:58:47.244415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOS'. [2025-11-26T20:58:47.244742] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-11-26T20:58:47.245618] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-11-26T20:58:47.245715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:47.245761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:47.245799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:47.245867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:47.305857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:47.306765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:47.306880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:47.306942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:47.430955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:47.431136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:47.431207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:47.431251] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:47.434925] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-11-26T20:58:47.435226] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-11-26T20:58:47.435378] [INFO ] [sig ] GOOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:47.576520] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOOS.txt [2025-11-26T20:58:47.576702] [INFO ] [sig ] [1433/3599] Completed GOOS in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:47.576759] [INFO ] [sig ] [1434/3599] Forecasting GOSS... [2025-11-26T20:58:47.576806] [INFO ] [sig ] Generating forecast for: GOSS [2025-11-26T20:58:47.576848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'. [2025-11-26T20:58:47.588255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOSS'. [2025-11-26T20:58:47.588575] [INFO ] [FORECASTER] Starting predict_future for GOSS [2025-11-26T20:58:47.589399] [DEBUG] [LOCAL ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt [2025-11-26T20:58:47.589468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:47.589513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:47.589553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:47.589620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:47.646181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:47.647049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:47.647151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:47.647197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:47.770007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:47.770201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:47.770262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:47.770310] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:47.773942] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=43.37%) [2025-11-26T20:58:47.774240] [INFO ] [FORECASTER] Completed predict_future for GOSS [2025-11-26T20:58:47.774393] [INFO ] [sig ] GOSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:47.917510] [INFO ] [LOCAL ] Saved forecast: GOSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOSS.txt [2025-11-26T20:58:47.917729] [INFO ] [sig ] [1434/3599] Completed GOSS in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:47.917793] [INFO ] [sig ] [1435/3599] Forecasting GOVI... [2025-11-26T20:58:47.917839] [INFO ] [sig ] Generating forecast for: GOVI [2025-11-26T20:58:47.917881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'. [2025-11-26T20:58:47.929667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOVI'. [2025-11-26T20:58:47.929998] [INFO ] [FORECASTER] Starting predict_future for GOVI [2025-11-26T20:58:47.930891] [DEBUG] [LOCAL ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt [2025-11-26T20:58:47.930962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:47.931009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:47.931050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:47.931121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:47.991708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:47.992420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:47.992528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:47.992585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:48.114853] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:48.115036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:48.115091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:48.115134] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:48.118678] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=5.44%) [2025-11-26T20:58:48.118974] [INFO ] [FORECASTER] Completed predict_future for GOVI [2025-11-26T20:58:48.119119] [INFO ] [sig ] GOVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:48.265462] [INFO ] [LOCAL ] Saved forecast: GOVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOVI.txt [2025-11-26T20:58:48.265635] [INFO ] [sig ] [1435/3599] Completed GOVI in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:48.265710] [INFO ] [sig ] [1436/3599] Forecasting GPC... [2025-11-26T20:58:48.265777] [INFO ] [sig ] Generating forecast for: GPC [2025-11-26T20:58:48.265823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-11-26T20:58:48.278571] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPC'. [2025-11-26T20:58:48.278941] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-11-26T20:58:48.279862] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-11-26T20:58:48.279931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:48.279976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:48.280018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:48.280088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:48.340488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:48.341342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:48.341442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:48.341489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:48.466389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:48.466576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:48.466631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:48.466697] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:48.470194] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=96.52%) [2025-11-26T20:58:48.470530] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-11-26T20:58:48.470701] [INFO ] [sig ] GPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:48.614725] [INFO ] [LOCAL ] Saved forecast: GPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPC.txt [2025-11-26T20:58:48.614886] [INFO ] [sig ] [1436/3599] Completed GPC in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:48.614940] [INFO ] [sig ] [1437/3599] Forecasting GPI... [2025-11-26T20:58:48.614982] [INFO ] [sig ] Generating forecast for: GPI [2025-11-26T20:58:48.615025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-11-26T20:58:48.626308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPI'. [2025-11-26T20:58:48.626673] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-11-26T20:58:48.627484] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-11-26T20:58:48.627576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:48.627654] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:48.627698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:48.627771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:48.685547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:48.686277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:48.686373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:48.686418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:48.804881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:48.805066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:48.805118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:48.805158] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:48.808698] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=81.43%) [2025-11-26T20:58:48.809009] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-11-26T20:58:48.809163] [INFO ] [sig ] GPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:48.954419] [INFO ] [LOCAL ] Saved forecast: GPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPI.txt [2025-11-26T20:58:48.954691] [INFO ] [sig ] [1437/3599] Completed GPI in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:48.954773] [INFO ] [sig ] [1438/3599] Forecasting GPIQ... [2025-11-26T20:58:48.954832] [INFO ] [sig ] Generating forecast for: GPIQ [2025-11-26T20:58:48.954885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'. [2025-11-26T20:58:48.969270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'. [2025-11-26T20:58:48.969736] [INFO ] [FORECASTER] Starting predict_future for GPIQ [2025-11-26T20:58:48.970602] [DEBUG] [LOCAL ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt [2025-11-26T20:58:48.970695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:48.970742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:48.970783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:48.970853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:49.031072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:49.031961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:49.032072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:49.032136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:49.155407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:49.155589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:49.155659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:49.155706] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:49.159223] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=96.71%) [2025-11-26T20:58:49.159553] [INFO ] [FORECASTER] Completed predict_future for GPIQ [2025-11-26T20:58:49.159719] [INFO ] [sig ] GPIQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:49.303511] [INFO ] [LOCAL ] Saved forecast: GPIQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPIQ.txt [2025-11-26T20:58:49.303721] [INFO ] [sig ] [1438/3599] Completed GPIQ in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:49.303801] [INFO ] [sig ] [1439/3599] Forecasting GPIX... [2025-11-26T20:58:49.303852] [INFO ] [sig ] Generating forecast for: GPIX [2025-11-26T20:58:49.303897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'. [2025-11-26T20:58:49.315445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIX'. [2025-11-26T20:58:49.315810] [INFO ] [FORECASTER] Starting predict_future for GPIX [2025-11-26T20:58:49.316663] [DEBUG] [LOCAL ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt [2025-11-26T20:58:49.316731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:49.316777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:49.316822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:49.316891] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:49.379071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:49.379907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:49.380013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:49.380062] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:49.498952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:49.499130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:49.499183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:49.499226] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:49.502783] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=59.65%) [2025-11-26T20:58:49.503080] [INFO ] [FORECASTER] Completed predict_future for GPIX [2025-11-26T20:58:49.503230] [INFO ] [sig ] GPIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:49.693067] [INFO ] [LOCAL ] Saved forecast: GPIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPIX.txt [2025-11-26T20:58:49.693241] [INFO ] [sig ] [1439/3599] Completed GPIX in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:49.693298] [INFO ] [sig ] [1440/3599] Forecasting GPJA... [2025-11-26T20:58:49.693339] [INFO ] [sig ] Generating forecast for: GPJA [2025-11-26T20:58:49.693382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-11-26T20:58:49.704726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPJA'. [2025-11-26T20:58:49.705022] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-11-26T20:58:49.705998] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-11-26T20:58:49.706072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:49.706118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:49.706157] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:49.706225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:49.765067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:49.765773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:49.765866] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:49.765912] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:49.881733] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:49.881913] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:58:49.881980] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:49.882032] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:49.886596] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-11-26T20:58:49.886928] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-11-26T20:58:49.887091] [INFO ] [sig ] GPJA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:50.029509] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPJA.txt [2025-11-26T20:58:50.029736] [INFO ] [sig ] [1440/3599] Completed GPJA in 0.3s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:50.029830] [INFO ] [sig ] [1441/3599] Forecasting GPK... [2025-11-26T20:58:50.029879] [INFO ] [sig ] Generating forecast for: GPK [2025-11-26T20:58:50.029920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-11-26T20:58:50.042226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPK'. [2025-11-26T20:58:50.042696] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-11-26T20:58:50.043702] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-11-26T20:58:50.043780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:50.043848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:50.043894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:50.043962] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:50.129194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:50.130264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:50.130374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:50.130422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:50.262709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:50.262927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:50.262983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:50.263028] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:50.266760] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=46.28%) [2025-11-26T20:58:50.267087] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-11-26T20:58:50.267241] [INFO ] [sig ] GPK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:50.413548] [INFO ] [LOCAL ] Saved forecast: GPK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPK.txt [2025-11-26T20:58:50.413769] [INFO ] [sig ] [1441/3599] Completed GPK in 0.4s | 2.91 sym/s | Total: 8.2m | ETA: 12.4m [2025-11-26T20:58:50.413826] [INFO ] [sig ] [1442/3599] Forecasting GPN... [2025-11-26T20:58:50.413870] [INFO ] [sig ] Generating forecast for: GPN [2025-11-26T20:58:50.413913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-11-26T20:58:50.425889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPN'. [2025-11-26T20:58:50.426328] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-11-26T20:58:50.427238] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-11-26T20:58:50.427315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:50.427366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:50.427403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:50.427473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:50.490104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:50.491067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:50.491180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:50.491239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:50.617902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:50.618105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:50.618185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:50.618264] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:50.621952] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=33.53%) [2025-11-26T20:58:50.622322] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-11-26T20:58:50.622518] [INFO ] [sig ] GPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:50.767843] [INFO ] [LOCAL ] Saved forecast: GPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPN.txt [2025-11-26T20:58:50.768064] [INFO ] [sig ] [1442/3599] Completed GPN in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:50.768143] [INFO ] [sig ] [1443/3599] Forecasting GPRE... [2025-11-26T20:58:50.768205] [INFO ] [sig ] Generating forecast for: GPRE [2025-11-26T20:58:50.768272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'. [2025-11-26T20:58:50.780101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRE'. [2025-11-26T20:58:50.780526] [INFO ] [FORECASTER] Starting predict_future for GPRE [2025-11-26T20:58:50.781508] [DEBUG] [LOCAL ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt [2025-11-26T20:58:50.781592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:50.781674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:50.781732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:50.781828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:50.841391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:50.842330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:50.842455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:50.842516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:50.964600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:50.964825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:50.964896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:50.964953] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:50.968559] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=65.87%) [2025-11-26T20:58:50.968933] [INFO ] [FORECASTER] Completed predict_future for GPRE [2025-11-26T20:58:50.969104] [INFO ] [sig ] GPRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:51.114931] [INFO ] [LOCAL ] Saved forecast: GPRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPRE.txt [2025-11-26T20:58:51.115140] [INFO ] [sig ] [1443/3599] Completed GPRE in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:51.115214] [INFO ] [sig ] [1444/3599] Forecasting GPRK... [2025-11-26T20:58:51.115274] [INFO ] [sig ] Generating forecast for: GPRK [2025-11-26T20:58:51.115335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-11-26T20:58:51.126799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRK'. [2025-11-26T20:58:51.127248] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-11-26T20:58:51.128223] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-11-26T20:58:51.128309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:51.128376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:51.128430] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:51.128527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:51.186390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:51.187386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:51.187527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:51.187594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:51.308978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:51.309175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:51.309229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:51.309293] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:51.312846] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-11-26T20:58:51.313194] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-11-26T20:58:51.313361] [INFO ] [sig ] GPRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:51.460453] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPRK.txt [2025-11-26T20:58:51.460677] [INFO ] [sig ] [1444/3599] Completed GPRK in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:51.460758] [INFO ] [sig ] [1445/3599] Forecasting GPRO... [2025-11-26T20:58:51.460818] [INFO ] [sig ] Generating forecast for: GPRO [2025-11-26T20:58:51.460878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'. [2025-11-26T20:58:51.473331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRO'. [2025-11-26T20:58:51.473769] [INFO ] [FORECASTER] Starting predict_future for GPRO [2025-11-26T20:58:51.474690] [DEBUG] [LOCAL ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt [2025-11-26T20:58:51.474758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:51.474805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:51.474842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:51.474907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:51.537243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:51.538202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:51.538310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:51.538367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:51.666373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:51.666577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:51.666633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:51.666697] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:51.670429] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-11-26T20:58:51.670830] [INFO ] [FORECASTER] Completed predict_future for GPRO [2025-11-26T20:58:51.671000] [INFO ] [sig ] GPRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:51.817247] [INFO ] [LOCAL ] Saved forecast: GPRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPRO.txt [2025-11-26T20:58:51.817419] [INFO ] [sig ] [1445/3599] Completed GPRO in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:51.817475] [INFO ] [sig ] [1446/3599] Forecasting GRAB... [2025-11-26T20:58:51.817539] [INFO ] [sig ] Generating forecast for: GRAB [2025-11-26T20:58:51.817583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'. [2025-11-26T20:58:51.829972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAB'. [2025-11-26T20:58:51.830311] [INFO ] [FORECASTER] Starting predict_future for GRAB [2025-11-26T20:58:51.831157] [DEBUG] [LOCAL ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt [2025-11-26T20:58:51.831228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:51.831273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:51.831313] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:51.831380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:51.895844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:51.896933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:51.897066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:51.897115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:52.024627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:52.024819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:52.024873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:52.024916] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:52.028528] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-11-26T20:58:52.028857] [INFO ] [FORECASTER] Completed predict_future for GRAB [2025-11-26T20:58:52.029032] [INFO ] [sig ] GRAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:52.175016] [INFO ] [LOCAL ] Saved forecast: GRAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRAB.txt [2025-11-26T20:58:52.175177] [INFO ] [sig ] [1446/3599] Completed GRAB in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:52.175231] [INFO ] [sig ] [1447/3599] Forecasting GRAL... [2025-11-26T20:58:52.175271] [INFO ] [sig ] Generating forecast for: GRAL [2025-11-26T20:58:52.175312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'. [2025-11-26T20:58:52.187044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAL'. [2025-11-26T20:58:52.187416] [INFO ] [FORECASTER] Starting predict_future for GRAL [2025-11-26T20:58:52.188331] [DEBUG] [LOCAL ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt [2025-11-26T20:58:52.188408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:52.188454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:52.188494] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:52.188564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:52.247657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:52.248446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:52.248548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:52.248596] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:52.371562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:52.371764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:52.371820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:52.371861] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:52.375452] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=66.41%) [2025-11-26T20:58:52.375782] [INFO ] [FORECASTER] Completed predict_future for GRAL [2025-11-26T20:58:52.375934] [INFO ] [sig ] GRAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:52.522289] [INFO ] [LOCAL ] Saved forecast: GRAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRAL.txt [2025-11-26T20:58:52.522473] [INFO ] [sig ] [1447/3599] Completed GRAL in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:52.522532] [INFO ] [sig ] [1448/3599] Forecasting GRBK... [2025-11-26T20:58:52.522573] [INFO ] [sig ] Generating forecast for: GRBK [2025-11-26T20:58:52.522615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-11-26T20:58:52.535176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRBK'. [2025-11-26T20:58:52.535569] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-11-26T20:58:52.536443] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-11-26T20:58:52.536517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:52.536575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:52.536616] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:52.536708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:52.596364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:52.597239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:52.597348] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:52.597397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:52.723192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:52.723379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:52.723441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:52.723493] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:52.727027] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=6.71%) [2025-11-26T20:58:52.727316] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-11-26T20:58:52.727459] [INFO ] [sig ] GRBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:52.874540] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRBK.txt [2025-11-26T20:58:52.874754] [INFO ] [sig ] [1448/3599] Completed GRBK in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:52.874837] [INFO ] [sig ] [1449/3599] Forecasting GRC... [2025-11-26T20:58:52.874910] [INFO ] [sig ] Generating forecast for: GRC [2025-11-26T20:58:52.874976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-11-26T20:58:52.887470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRC'. [2025-11-26T20:58:52.888000] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-11-26T20:58:52.889004] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-11-26T20:58:52.889076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:52.889121] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:52.889161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:52.889228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:52.947284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:52.948255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:52.948374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:52.948432] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:53.069601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:53.069804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:53.069858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:53.069900] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:53.073578] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=99.35%) [2025-11-26T20:58:53.073980] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-11-26T20:58:53.074146] [INFO ] [sig ] GRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:53.214163] [INFO ] [LOCAL ] Saved forecast: GRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRC.txt [2025-11-26T20:58:53.214345] [INFO ] [sig ] [1449/3599] Completed GRC in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:53.214399] [INFO ] [sig ] [1450/3599] Forecasting GREE... [2025-11-26T20:58:53.214442] [INFO ] [sig ] Generating forecast for: GREE [2025-11-26T20:58:53.214482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'. [2025-11-26T20:58:53.225860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GREE'. [2025-11-26T20:58:53.226223] [INFO ] [FORECASTER] Starting predict_future for GREE [2025-11-26T20:58:53.227076] [DEBUG] [LOCAL ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt [2025-11-26T20:58:53.227144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:53.227190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:53.227229] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:53.227297] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:53.284078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:53.285075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:53.285198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:53.285247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:53.407667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:53.407882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:53.407951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:53.407996] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:53.411660] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=77.39%) [2025-11-26T20:58:53.412021] [INFO ] [FORECASTER] Completed predict_future for GREE [2025-11-26T20:58:53.412188] [INFO ] [sig ] GREE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:53.553497] [INFO ] [LOCAL ] Saved forecast: GREE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GREE.txt [2025-11-26T20:58:53.553697] [INFO ] [sig ] [1450/3599] Completed GREE in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:53.553753] [INFO ] [sig ] [1451/3599] Forecasting GRFS... [2025-11-26T20:58:53.553793] [INFO ] [sig ] Generating forecast for: GRFS [2025-11-26T20:58:53.553839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'. [2025-11-26T20:58:53.564719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRFS'. [2025-11-26T20:58:53.565077] [INFO ] [FORECASTER] Starting predict_future for GRFS [2025-11-26T20:58:53.566012] [DEBUG] [LOCAL ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt [2025-11-26T20:58:53.566083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:53.566156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:53.566222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:53.566320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:53.623391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:53.624362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:53.624474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:53.624522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:53.745105] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:53.745295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:53.745347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:53.745388] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:53.748884] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=73.85%) [2025-11-26T20:58:53.749186] [INFO ] [FORECASTER] Completed predict_future for GRFS [2025-11-26T20:58:53.749332] [INFO ] [sig ] GRFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:53.892781] [INFO ] [LOCAL ] Saved forecast: GRFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRFS.txt [2025-11-26T20:58:53.892965] [INFO ] [sig ] [1451/3599] Completed GRFS in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:53.893020] [INFO ] [sig ] [1452/3599] Forecasting GRI... [2025-11-26T20:58:53.893063] [INFO ] [sig ] Generating forecast for: GRI [2025-11-26T20:58:53.893152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'. [2025-11-26T20:58:53.905338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRI'. [2025-11-26T20:58:53.906050] [INFO ] [FORECASTER] Starting predict_future for GRI [2025-11-26T20:58:53.907004] [DEBUG] [LOCAL ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt [2025-11-26T20:58:53.907085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:53.907152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:53.907215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:53.907322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:53.965345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:53.966320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:53.966446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:53.966519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:54.088777] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:54.088974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:54.089041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:54.089100] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:54.092613] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=24.54%) [2025-11-26T20:58:54.092977] [INFO ] [FORECASTER] Completed predict_future for GRI [2025-11-26T20:58:54.093165] [INFO ] [sig ] GRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:54.243761] [INFO ] [LOCAL ] Saved forecast: GRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRI.txt [2025-11-26T20:58:54.243990] [INFO ] [sig ] [1452/3599] Completed GRI in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:54.244067] [INFO ] [sig ] [1453/3599] Forecasting GRID... [2025-11-26T20:58:54.244135] [INFO ] [sig ] Generating forecast for: GRID [2025-11-26T20:58:54.244205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'. [2025-11-26T20:58:54.256240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRID'. [2025-11-26T20:58:54.256569] [INFO ] [FORECASTER] Starting predict_future for GRID [2025-11-26T20:58:54.257426] [DEBUG] [LOCAL ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt [2025-11-26T20:58:54.257496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:54.257577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:54.257628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:54.257908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:54.315582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:54.316373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:54.316496] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:54.316555] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:54.442121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:54.442303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:54.442354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:54.442399] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:54.445877] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-11-26T20:58:54.446226] [INFO ] [FORECASTER] Completed predict_future for GRID [2025-11-26T20:58:54.446378] [INFO ] [sig ] GRID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:54.600529] [INFO ] [LOCAL ] Saved forecast: GRID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRID.txt [2025-11-26T20:58:54.600746] [INFO ] [sig ] [1453/3599] Completed GRID in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:54.600805] [INFO ] [sig ] [1454/3599] Forecasting GRMN... [2025-11-26T20:58:54.600847] [INFO ] [sig ] Generating forecast for: GRMN [2025-11-26T20:58:54.600895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-11-26T20:58:54.612940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRMN'. [2025-11-26T20:58:54.613373] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-11-26T20:58:54.614252] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-11-26T20:58:54.614321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:54.614366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:54.614414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:54.614498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:54.671211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:54.672109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:54.672208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:54.672251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:54.792798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:54.792976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:54.793030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:54.793072] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:54.796462] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=94.36%) [2025-11-26T20:58:54.796777] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-11-26T20:58:54.796919] [INFO ] [sig ] GRMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:54.936979] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRMN.txt [2025-11-26T20:58:54.937144] [INFO ] [sig ] [1454/3599] Completed GRMN in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:54.937198] [INFO ] [sig ] [1455/3599] Forecasting GRND... [2025-11-26T20:58:54.937240] [INFO ] [sig ] Generating forecast for: GRND [2025-11-26T20:58:54.937282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-11-26T20:58:54.949043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRND'. [2025-11-26T20:58:54.949359] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-11-26T20:58:54.950226] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-11-26T20:58:54.950296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:54.950342] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:54.950383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:54.950455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:55.007877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:55.008660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:55.008758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:55.008805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:55.138257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:55.138452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:55.138534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:55.138604] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:55.142497] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=5.10%) [2025-11-26T20:58:55.142913] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-11-26T20:58:55.143104] [INFO ] [sig ] GRND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:55.298973] [INFO ] [LOCAL ] Saved forecast: GRND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRND.txt [2025-11-26T20:58:55.299167] [INFO ] [sig ] [1455/3599] Completed GRND in 0.4s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:55.299228] [INFO ] [sig ] [1456/3599] Forecasting GRPN... [2025-11-26T20:58:55.299273] [INFO ] [sig ] Generating forecast for: GRPN [2025-11-26T20:58:55.299317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'. [2025-11-26T20:58:55.311945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRPN'. [2025-11-26T20:58:55.312292] [INFO ] [FORECASTER] Starting predict_future for GRPN [2025-11-26T20:58:55.313143] [DEBUG] [LOCAL ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt [2025-11-26T20:58:55.313212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:55.313256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:55.313296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:55.313369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:55.370844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:55.371568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:55.371679] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:55.371728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:55.496654] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:55.496851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:55.496910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:55.496952] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:55.500461] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=11.66%) [2025-11-26T20:58:55.500769] [INFO ] [FORECASTER] Completed predict_future for GRPN [2025-11-26T20:58:55.500912] [INFO ] [sig ] GRPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:55.643448] [INFO ] [LOCAL ] Saved forecast: GRPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRPN.txt [2025-11-26T20:58:55.643626] [INFO ] [sig ] [1456/3599] Completed GRPN in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:55.643699] [INFO ] [sig ] [1457/3599] Forecasting GRVY... [2025-11-26T20:58:55.643746] [INFO ] [sig ] Generating forecast for: GRVY [2025-11-26T20:58:55.643786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'. [2025-11-26T20:58:55.655433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRVY'. [2025-11-26T20:58:55.655815] [INFO ] [FORECASTER] Starting predict_future for GRVY [2025-11-26T20:58:55.656621] [DEBUG] [LOCAL ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt [2025-11-26T20:58:55.656715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:55.656759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:55.656800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:55.656872] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:55.716208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:55.716884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:55.716979] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:55.717056] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:55.826902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:55.827087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:55.827140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:55.827183] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:55.830766] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=18.61%) [2025-11-26T20:58:55.831064] [INFO ] [FORECASTER] Completed predict_future for GRVY [2025-11-26T20:58:55.831211] [INFO ] [sig ] GRVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:55.973160] [INFO ] [LOCAL ] Saved forecast: GRVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRVY.txt [2025-11-26T20:58:55.973313] [INFO ] [sig ] [1457/3599] Completed GRVY in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:55.973363] [INFO ] [sig ] [1458/3599] Forecasting GRWG... [2025-11-26T20:58:55.973402] [INFO ] [sig ] Generating forecast for: GRWG [2025-11-26T20:58:55.973444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'. [2025-11-26T20:58:55.985191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRWG'. [2025-11-26T20:58:55.985515] [INFO ] [FORECASTER] Starting predict_future for GRWG [2025-11-26T20:58:55.986422] [DEBUG] [LOCAL ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt [2025-11-26T20:58:55.986495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:55.986538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:55.986582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:55.986673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:56.047398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:56.048328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:56.048428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:56.048476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:56.165987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:56.166176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:56.166229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:56.166269] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:56.169867] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=84.33%) [2025-11-26T20:58:56.170167] [INFO ] [FORECASTER] Completed predict_future for GRWG [2025-11-26T20:58:56.170315] [INFO ] [sig ] GRWG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:56.318811] [INFO ] [LOCAL ] Saved forecast: GRWG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRWG.txt [2025-11-26T20:58:56.318992] [INFO ] [sig ] [1458/3599] Completed GRWG in 0.3s | 2.91 sym/s | Total: 8.3m | ETA: 12.3m [2025-11-26T20:58:56.319050] [INFO ] [sig ] [1459/3599] Forecasting GRX... [2025-11-26T20:58:56.319093] [INFO ] [sig ] Generating forecast for: GRX [2025-11-26T20:58:56.319138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-11-26T20:58:56.330492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRX'. [2025-11-26T20:58:56.330893] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-11-26T20:58:56.331733] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-11-26T20:58:56.331802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:56.331847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:56.331886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:56.331968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:56.391245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:56.391948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:56.392045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:56.392093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:56.502269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:56.502465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:56.502528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:56.502578] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:56.506110] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=78.43%) [2025-11-26T20:58:56.506397] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-11-26T20:58:56.506566] [INFO ] [sig ] GRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:56.648888] [INFO ] [LOCAL ] Saved forecast: GRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRX.txt [2025-11-26T20:58:56.649060] [INFO ] [sig ] [1459/3599] Completed GRX in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:56.649113] [INFO ] [sig ] [1460/3599] Forecasting GS... [2025-11-26T20:58:56.649155] [INFO ] [sig ] Generating forecast for: GS [2025-11-26T20:58:56.649198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-11-26T20:58:56.660312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GS'. [2025-11-26T20:58:56.660708] [INFO ] [FORECASTER] Starting predict_future for GS [2025-11-26T20:58:56.661532] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-11-26T20:58:56.661600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:56.661666] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:56.661709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:56.661776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:56.718594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:56.719474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:56.719577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:56.719625] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:56.847964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:56.848147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:56.848199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:56.848239] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:56.853154] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=34.88%) [2025-11-26T20:58:56.853443] [INFO ] [FORECASTER] Completed predict_future for GS [2025-11-26T20:58:56.853585] [INFO ] [sig ] GS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:56.994416] [INFO ] [LOCAL ] Saved forecast: GS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GS.txt [2025-11-26T20:58:56.994579] [INFO ] [sig ] [1460/3599] Completed GS in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:56.994633] [INFO ] [sig ] [1461/3599] Forecasting GSBC... [2025-11-26T20:58:56.994688] [INFO ] [sig ] Generating forecast for: GSBC [2025-11-26T20:58:56.994737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'. [2025-11-26T20:58:57.006117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBC'. [2025-11-26T20:58:57.006493] [INFO ] [FORECASTER] Starting predict_future for GSBC [2025-11-26T20:58:57.007489] [DEBUG] [LOCAL ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt [2025-11-26T20:58:57.007602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:57.007677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:57.007738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:57.007818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:57.065099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:57.065810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:57.065905] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:57.065949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:57.181601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:57.181763] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:58:57.181815] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:57.181859] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:57.185241] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=97.65%) [2025-11-26T20:58:57.185567] [INFO ] [FORECASTER] Completed predict_future for GSBC [2025-11-26T20:58:57.185745] [INFO ] [sig ] GSBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:57.329734] [INFO ] [LOCAL ] Saved forecast: GSBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSBC.txt [2025-11-26T20:58:57.329974] [INFO ] [sig ] [1461/3599] Completed GSBC in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:57.330038] [INFO ] [sig ] [1462/3599] Forecasting GSBD... [2025-11-26T20:58:57.330078] [INFO ] [sig ] Generating forecast for: GSBD [2025-11-26T20:58:57.330126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-11-26T20:58:57.343871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBD'. [2025-11-26T20:58:57.344324] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-11-26T20:58:57.345375] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-11-26T20:58:57.345454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:57.345506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:57.345551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:57.345636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:57.404092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:57.404999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:57.405098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:57.405139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:57.527135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:57.527321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:57.527372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:57.527412] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:57.530997] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=93.29%) [2025-11-26T20:58:57.531286] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-11-26T20:58:57.531430] [INFO ] [sig ] GSBD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:57.673821] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSBD.txt [2025-11-26T20:58:57.673994] [INFO ] [sig ] [1462/3599] Completed GSBD in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:57.674048] [INFO ] [sig ] [1463/3599] Forecasting GSHD... [2025-11-26T20:58:57.674095] [INFO ] [sig ] Generating forecast for: GSHD [2025-11-26T20:58:57.674137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'. [2025-11-26T20:58:57.685831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSHD'. [2025-11-26T20:58:57.686171] [INFO ] [FORECASTER] Starting predict_future for GSHD [2025-11-26T20:58:57.687050] [DEBUG] [LOCAL ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt [2025-11-26T20:58:57.687120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:57.687165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:57.687212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:57.687294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:57.743713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:57.744355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:57.744450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:57.744507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:57.862126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:57.862306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:57.862370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:57.862417] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:57.865873] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=89.25%) [2025-11-26T20:58:57.866177] [INFO ] [FORECASTER] Completed predict_future for GSHD [2025-11-26T20:58:57.866337] [INFO ] [sig ] GSHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:58.006702] [INFO ] [LOCAL ] Saved forecast: GSHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSHD.txt [2025-11-26T20:58:58.006862] [INFO ] [sig ] [1463/3599] Completed GSHD in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:58.006915] [INFO ] [sig ] [1464/3599] Forecasting GSK... [2025-11-26T20:58:58.006958] [INFO ] [sig ] Generating forecast for: GSK [2025-11-26T20:58:58.006999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-11-26T20:58:58.022294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSK'. [2025-11-26T20:58:58.022761] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-11-26T20:58:58.023684] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-11-26T20:58:58.023753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:58.023797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:58.023836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:58.023903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:58.082361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:58.083110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:58.083208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:58.083250] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:58.209658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:58.209841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:58.209895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:58.209937] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:58.213563] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=90.31%) [2025-11-26T20:58:58.214040] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-11-26T20:58:58.214191] [INFO ] [sig ] GSK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:58.356110] [INFO ] [LOCAL ] Saved forecast: GSK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSK.txt [2025-11-26T20:58:58.356280] [INFO ] [sig ] [1464/3599] Completed GSK in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:58.356333] [INFO ] [sig ] [1465/3599] Forecasting GSL... [2025-11-26T20:58:58.356374] [INFO ] [sig ] Generating forecast for: GSL [2025-11-26T20:58:58.356414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-11-26T20:58:58.368302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSL'. [2025-11-26T20:58:58.368718] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-11-26T20:58:58.369551] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-11-26T20:58:58.369620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:58.369693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:58.369735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:58.369802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:58.427109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:58.427872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:58.427970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:58.428013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:58.558807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:58.559004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:58.559080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:58.559132] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:58.563049] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=75.11%) [2025-11-26T20:58:58.563523] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-11-26T20:58:58.563732] [INFO ] [sig ] GSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:58.709251] [INFO ] [LOCAL ] Saved forecast: GSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSL.txt [2025-11-26T20:58:58.709440] [INFO ] [sig ] [1465/3599] Completed GSL in 0.4s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:58.709494] [INFO ] [sig ] [1466/3599] Forecasting GSM... [2025-11-26T20:58:58.709536] [INFO ] [sig ] Generating forecast for: GSM [2025-11-26T20:58:58.709577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'. [2025-11-26T20:58:58.720875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSM'. [2025-11-26T20:58:58.721272] [INFO ] [FORECASTER] Starting predict_future for GSM [2025-11-26T20:58:58.722112] [DEBUG] [LOCAL ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt [2025-11-26T20:58:58.722180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:58.722225] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:58.722265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:58.722334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:58.780318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:58.781353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:58.781478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:58.781527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:58.910008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:58.910220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:58.910295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:58.910349] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:58.914225] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-11-26T20:58:58.914566] [INFO ] [FORECASTER] Completed predict_future for GSM [2025-11-26T20:58:58.914751] [INFO ] [sig ] GSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:58:59.056026] [INFO ] [LOCAL ] Saved forecast: GSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GSM.txt [2025-11-26T20:58:59.056188] [INFO ] [sig ] [1466/3599] Completed GSM in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:59.056243] [INFO ] [sig ] [1467/3599] Forecasting GTES... [2025-11-26T20:58:59.056288] [INFO ] [sig ] Generating forecast for: GTES [2025-11-26T20:58:59.056332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-11-26T20:58:59.067849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTES'. [2025-11-26T20:58:59.068154] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-11-26T20:58:59.068972] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-11-26T20:58:59.069040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:59.069085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:59.069124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:59.069193] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:59.127817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:59.128569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:59.128706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:59.128757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:59.247536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:59.247733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:59.247789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:59.247830] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:59.251413] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=83.11%) [2025-11-26T20:58:59.251735] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-11-26T20:58:59.251884] [INFO ] [sig ] GTES: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:59.395957] [INFO ] [LOCAL ] Saved forecast: GTES 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTES.txt [2025-11-26T20:58:59.396131] [INFO ] [sig ] [1467/3599] Completed GTES in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:59.396193] [INFO ] [sig ] [1468/3599] Forecasting GTLB... [2025-11-26T20:58:59.396240] [INFO ] [sig ] Generating forecast for: GTLB [2025-11-26T20:58:59.396283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'. [2025-11-26T20:58:59.407569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLB'. [2025-11-26T20:58:59.407910] [INFO ] [FORECASTER] Starting predict_future for GTLB [2025-11-26T20:58:59.408783] [DEBUG] [LOCAL ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt [2025-11-26T20:58:59.408852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:59.408899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:59.408939] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:59.409008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:59.467493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:59.468282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:59.468383] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:59.468431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:59.586510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:59.586698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:59.586769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:59.586812] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:59.590247] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-11-26T20:58:59.590537] [INFO ] [FORECASTER] Completed predict_future for GTLB [2025-11-26T20:58:59.590701] [INFO ] [sig ] GTLB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:58:59.732683] [INFO ] [LOCAL ] Saved forecast: GTLB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTLB.txt [2025-11-26T20:58:59.732835] [INFO ] [sig ] [1468/3599] Completed GTLB in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:58:59.732888] [INFO ] [sig ] [1469/3599] Forecasting GTLS... [2025-11-26T20:58:59.732929] [INFO ] [sig ] Generating forecast for: GTLS [2025-11-26T20:58:59.732971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-11-26T20:58:59.745221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLS'. [2025-11-26T20:58:59.745592] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-11-26T20:58:59.746462] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-11-26T20:58:59.746533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:58:59.746580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:58:59.746624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:58:59.746712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:58:59.806630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:58:59.807474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:58:59.807593] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:58:59.807662] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:58:59.931967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:58:59.932138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:58:59.932200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:58:59.932236] [INFO ] [FORECASTER] Training complete [2025-11-26T20:58:59.935668] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T20:58:59.935971] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-11-26T20:58:59.936116] [INFO ] [sig ] GTLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:00.087677] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GTLS.txt [2025-11-26T20:59:00.087838] [INFO ] [sig ] [1469/3599] Completed GTLS in 0.4s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:00.087893] [INFO ] [sig ] [1470/3599] Forecasting GTN... [2025-11-26T20:59:00.087935] [INFO ] [sig ] Generating forecast for: GTN [2025-11-26T20:59:00.087978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-11-26T20:59:00.099942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTN'. [2025-11-26T20:59:00.100323] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-11-26T20:59:00.101207] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-11-26T20:59:00.101277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:00.101334] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:00.101384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:00.101463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:00.159848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:00.160778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:00.160885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:00.160947] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:00.290007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:00.290197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:00.290252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:00.290290] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:00.293807] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-11-26T20:59:00.294102] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-11-26T20:59:00.294248] [INFO ] [sig ] GTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:00.435768] [INFO ] [LOCAL ] Saved forecast: GTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTN.txt [2025-11-26T20:59:00.435955] [INFO ] [sig ] [1470/3599] Completed GTN in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:00.436011] [INFO ] [sig ] [1471/3599] Forecasting GTX... [2025-11-26T20:59:00.436053] [INFO ] [sig ] Generating forecast for: GTX [2025-11-26T20:59:00.436096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'. [2025-11-26T20:59:00.448396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTX'. [2025-11-26T20:59:00.448843] [INFO ] [FORECASTER] Starting predict_future for GTX [2025-11-26T20:59:00.449691] [DEBUG] [LOCAL ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt [2025-11-26T20:59:00.449760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:00.449806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:00.449845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:00.449911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:00.507669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:00.508508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:00.508711] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:00.508761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:00.633008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:00.633196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:00.633249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:00.633290] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:00.636887] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-11-26T20:59:00.637223] [INFO ] [FORECASTER] Completed predict_future for GTX [2025-11-26T20:59:00.637381] [INFO ] [sig ] GTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:00.781790] [INFO ] [LOCAL ] Saved forecast: GTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GTX.txt [2025-11-26T20:59:00.781950] [INFO ] [sig ] [1471/3599] Completed GTX in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:00.782006] [INFO ] [sig ] [1472/3599] Forecasting GTY... [2025-11-26T20:59:00.782050] [INFO ] [sig ] Generating forecast for: GTY [2025-11-26T20:59:00.782091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-11-26T20:59:00.794166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTY'. [2025-11-26T20:59:00.794588] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-11-26T20:59:00.795454] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-11-26T20:59:00.795524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:00.795598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:00.795673] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:00.795749] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:00.852690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:00.853413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:00.853513] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:00.853568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:00.974026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:00.974215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:00.974265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:00.974306] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:00.977773] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=62.30%) [2025-11-26T20:59:00.978064] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-11-26T20:59:00.978210] [INFO ] [sig ] GTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:01.116287] [INFO ] [LOCAL ] Saved forecast: GTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTY.txt [2025-11-26T20:59:01.116447] [INFO ] [sig ] [1472/3599] Completed GTY in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:01.116501] [INFO ] [sig ] [1473/3599] Forecasting GUG... [2025-11-26T20:59:01.116540] [INFO ] [sig ] Generating forecast for: GUG [2025-11-26T20:59:01.116583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-11-26T20:59:01.128823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GUG'. [2025-11-26T20:59:01.129224] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-11-26T20:59:01.130128] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-11-26T20:59:01.130208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:01.130269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:01.130325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:01.130422] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:01.188063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:01.189158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:01.189267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:01.189328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:01.309358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:01.309595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:01.309695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:01.309755] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:01.313918] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=97.45%) [2025-11-26T20:59:01.314309] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-11-26T20:59:01.314479] [INFO ] [sig ] GUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:01.463391] [INFO ] [LOCAL ] Saved forecast: GUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GUG.txt [2025-11-26T20:59:01.463582] [INFO ] [sig ] [1473/3599] Completed GUG in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:01.463658] [INFO ] [sig ] [1474/3599] Forecasting GVA... [2025-11-26T20:59:01.463705] [INFO ] [sig ] Generating forecast for: GVA [2025-11-26T20:59:01.463748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-11-26T20:59:01.475997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GVA'. [2025-11-26T20:59:01.476441] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-11-26T20:59:01.477321] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-11-26T20:59:01.477394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:01.477440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:01.477482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:01.477602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:01.542516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:01.543584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:01.543737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:01.543786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:01.670221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:01.670422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:01.670482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:01.670525] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:01.674037] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=97.11%) [2025-11-26T20:59:01.674335] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-11-26T20:59:01.674485] [INFO ] [sig ] GVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:01.826561] [INFO ] [LOCAL ] Saved forecast: GVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GVA.txt [2025-11-26T20:59:01.826782] [INFO ] [sig ] [1474/3599] Completed GVA in 0.4s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:01.826840] [INFO ] [sig ] [1475/3599] Forecasting GWH... [2025-11-26T20:59:01.826884] [INFO ] [sig ] Generating forecast for: GWH [2025-11-26T20:59:01.826924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-11-26T20:59:01.838806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWH'. [2025-11-26T20:59:01.839231] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-11-26T20:59:01.840194] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-11-26T20:59:01.840272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:01.840320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:01.840360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:01.840429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:01.899714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:01.900690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:01.900797] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:01.900844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:02.023411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:02.023623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:02.023714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:02.023759] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:02.028043] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=70.52%) [2025-11-26T20:59:02.028441] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-11-26T20:59:02.028633] [INFO ] [sig ] GWH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:02.170971] [INFO ] [LOCAL ] Saved forecast: GWH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GWH.txt [2025-11-26T20:59:02.171165] [INFO ] [sig ] [1475/3599] Completed GWH in 0.3s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:02.171232] [INFO ] [sig ] [1476/3599] Forecasting GWRS... [2025-11-26T20:59:02.171290] [INFO ] [sig ] Generating forecast for: GWRS [2025-11-26T20:59:02.171336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'. [2025-11-26T20:59:02.183698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWRS'. [2025-11-26T20:59:02.184106] [INFO ] [FORECASTER] Starting predict_future for GWRS [2025-11-26T20:59:02.185032] [DEBUG] [LOCAL ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt [2025-11-26T20:59:02.185103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:02.185150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:02.185191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:02.185259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:02.246476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:02.247540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:02.247665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:02.247717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:02.367664] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:02.367852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:02.367905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:02.367949] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:02.371614] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=36.21%) [2025-11-26T20:59:02.371962] [INFO ] [FORECASTER] Completed predict_future for GWRS [2025-11-26T20:59:02.372117] [INFO ] [sig ] GWRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:02.523515] [INFO ] [LOCAL ] Saved forecast: GWRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GWRS.txt [2025-11-26T20:59:02.523751] [INFO ] [sig ] [1476/3599] Completed GWRS in 0.4s | 2.91 sym/s | Total: 8.4m | ETA: 12.2m [2025-11-26T20:59:02.523812] [INFO ] [sig ] [1477/3599] Forecasting GXAI... [2025-11-26T20:59:02.523859] [INFO ] [sig ] Generating forecast for: GXAI [2025-11-26T20:59:02.523902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'. [2025-11-26T20:59:02.535772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GXAI'. [2025-11-26T20:59:02.536118] [INFO ] [FORECASTER] Starting predict_future for GXAI [2025-11-26T20:59:02.537247] [DEBUG] [LOCAL ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt [2025-11-26T20:59:02.537320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:02.537365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:02.537408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:02.537479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:02.599476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:02.600352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:02.600454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:02.600503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:02.723440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:02.723636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:02.723725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:02.723767] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:02.727469] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=46.53%) [2025-11-26T20:59:02.727903] [INFO ] [FORECASTER] Completed predict_future for GXAI [2025-11-26T20:59:02.728097] [INFO ] [sig ] GXAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:02.879334] [INFO ] [LOCAL ] Saved forecast: GXAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GXAI.txt [2025-11-26T20:59:02.879522] [INFO ] [sig ] [1477/3599] Completed GXAI in 0.4s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:02.879584] [INFO ] [sig ] [1478/3599] Forecasting GYRE... [2025-11-26T20:59:02.879662] [INFO ] [sig ] Generating forecast for: GYRE [2025-11-26T20:59:02.879713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'. [2025-11-26T20:59:02.894017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GYRE'. [2025-11-26T20:59:02.894670] [INFO ] [FORECASTER] Starting predict_future for GYRE [2025-11-26T20:59:02.895836] [DEBUG] [LOCAL ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt [2025-11-26T20:59:02.895919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:02.895970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:02.896014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:02.896090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:02.956513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:02.957941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:02.958088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:02.958138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:03.082657] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:03.082957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:03.083032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:03.083084] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:03.087788] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=12.35%) [2025-11-26T20:59:03.088215] [INFO ] [FORECASTER] Completed predict_future for GYRE [2025-11-26T20:59:03.088410] [INFO ] [sig ] GYRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:03.238519] [INFO ] [LOCAL ] Saved forecast: GYRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GYRE.txt [2025-11-26T20:59:03.238747] [INFO ] [sig ] [1478/3599] Completed GYRE in 0.4s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:03.238807] [INFO ] [sig ] [1479/3599] Forecasting H... [2025-11-26T20:59:03.238853] [INFO ] [sig ] Generating forecast for: H [2025-11-26T20:59:03.238898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-11-26T20:59:03.252412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'H'. [2025-11-26T20:59:03.252906] [INFO ] [FORECASTER] Starting predict_future for H [2025-11-26T20:59:03.253914] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-11-26T20:59:03.253987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:03.254038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:03.254081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:03.254154] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:03.314550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:03.315702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:03.315827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:03.315879] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:03.435772] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:03.436047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:03.436113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:03.436184] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:03.440326] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=25.52%) [2025-11-26T20:59:03.440713] [INFO ] [FORECASTER] Completed predict_future for H [2025-11-26T20:59:03.440890] [INFO ] [sig ] H: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:03.598204] [INFO ] [LOCAL ] Saved forecast: H 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/H.txt [2025-11-26T20:59:03.598462] [INFO ] [sig ] [1479/3599] Completed H in 0.4s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:03.598537] [INFO ] [sig ] [1480/3599] Forecasting HAE... [2025-11-26T20:59:03.598587] [INFO ] [sig ] Generating forecast for: HAE [2025-11-26T20:59:03.598636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-11-26T20:59:03.614021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAE'. [2025-11-26T20:59:03.614631] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-11-26T20:59:03.615784] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-11-26T20:59:03.616052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:03.616101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:03.616143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:03.616215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:03.679998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:03.681419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:03.681544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:03.681596] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:03.814464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:03.814736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:03.814796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:03.814842] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:03.818746] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-11-26T20:59:03.819070] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-11-26T20:59:03.819229] [INFO ] [sig ] HAE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:03.963883] [INFO ] [LOCAL ] Saved forecast: HAE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HAE.txt [2025-11-26T20:59:03.964148] [INFO ] [sig ] [1480/3599] Completed HAE in 0.4s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:03.964216] [INFO ] [sig ] [1481/3599] Forecasting HAFC... [2025-11-26T20:59:03.964266] [INFO ] [sig ] Generating forecast for: HAFC [2025-11-26T20:59:03.964314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'. [2025-11-26T20:59:03.976993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAFC'. [2025-11-26T20:59:03.977506] [INFO ] [FORECASTER] Starting predict_future for HAFC [2025-11-26T20:59:03.978536] [DEBUG] [LOCAL ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt [2025-11-26T20:59:03.978608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:03.978682] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:03.978728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:03.978807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:04.041130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:04.042493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:04.042640] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:04.042756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:04.165668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:04.165868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:04.165923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:04.165966] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:04.169532] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-11-26T20:59:04.169871] [INFO ] [FORECASTER] Completed predict_future for HAFC [2025-11-26T20:59:04.170031] [INFO ] [sig ] HAFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:04.311508] [INFO ] [LOCAL ] Saved forecast: HAFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HAFC.txt [2025-11-26T20:59:04.311702] [INFO ] [sig ] [1481/3599] Completed HAFC in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:04.311760] [INFO ] [sig ] [1482/3599] Forecasting HAIN... [2025-11-26T20:59:04.311803] [INFO ] [sig ] Generating forecast for: HAIN [2025-11-26T20:59:04.311844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'. [2025-11-26T20:59:04.323534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAIN'. [2025-11-26T20:59:04.323922] [INFO ] [FORECASTER] Starting predict_future for HAIN [2025-11-26T20:59:04.324798] [DEBUG] [LOCAL ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt [2025-11-26T20:59:04.324883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:04.324931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:04.324972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:04.325043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:04.384398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:04.385277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:04.385378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:04.385425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:04.504086] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:04.504280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:04.504335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:04.504377] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:04.507845] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T20:59:04.508140] [INFO ] [FORECASTER] Completed predict_future for HAIN [2025-11-26T20:59:04.508297] [INFO ] [sig ] HAIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:04.647020] [INFO ] [LOCAL ] Saved forecast: HAIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HAIN.txt [2025-11-26T20:59:04.647189] [INFO ] [sig ] [1482/3599] Completed HAIN in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:04.647245] [INFO ] [sig ] [1483/3599] Forecasting HAL... [2025-11-26T20:59:04.647286] [INFO ] [sig ] Generating forecast for: HAL [2025-11-26T20:59:04.647329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-11-26T20:59:04.658235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAL'. [2025-11-26T20:59:04.658536] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-11-26T20:59:04.659381] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-11-26T20:59:04.659450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:04.659496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:04.659537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:04.659623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:04.716149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:04.716794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:04.716887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:04.716934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:04.833915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:04.834040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:04.834088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:04.834126] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:04.837288] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=69.25%) [2025-11-26T20:59:04.837605] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-11-26T20:59:04.837772] [INFO ] [sig ] HAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:04.976351] [INFO ] [LOCAL ] Saved forecast: HAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HAL.txt [2025-11-26T20:59:04.976481] [INFO ] [sig ] [1483/3599] Completed HAL in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:04.976534] [INFO ] [sig ] [1484/3599] Forecasting HALO... [2025-11-26T20:59:04.976576] [INFO ] [sig ] Generating forecast for: HALO [2025-11-26T20:59:04.976617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'. [2025-11-26T20:59:04.988904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HALO'. [2025-11-26T20:59:04.989299] [INFO ] [FORECASTER] Starting predict_future for HALO [2025-11-26T20:59:04.990223] [DEBUG] [LOCAL ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt [2025-11-26T20:59:04.990294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:04.990343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:04.990382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:04.990449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:05.050711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:05.051567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:05.051693] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:05.051744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:05.175682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:05.175881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:05.175939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:05.175980] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:05.179455] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=91.03%) [2025-11-26T20:59:05.179783] [INFO ] [FORECASTER] Completed predict_future for HALO [2025-11-26T20:59:05.179933] [INFO ] [sig ] HALO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:05.322185] [INFO ] [LOCAL ] Saved forecast: HALO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HALO.txt [2025-11-26T20:59:05.322376] [INFO ] [sig ] [1484/3599] Completed HALO in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:05.322431] [INFO ] [sig ] [1485/3599] Forecasting HAS... [2025-11-26T20:59:05.322474] [INFO ] [sig ] Generating forecast for: HAS [2025-11-26T20:59:05.322517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'. [2025-11-26T20:59:05.333739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAS'. [2025-11-26T20:59:05.334143] [INFO ] [FORECASTER] Starting predict_future for HAS [2025-11-26T20:59:05.335063] [DEBUG] [LOCAL ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt [2025-11-26T20:59:05.335164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:05.335235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:05.335301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:05.335407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:05.392928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:05.393811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:05.393929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:05.393997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:05.514348] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:05.514576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:05.514667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:05.514730] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:05.518484] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=31.36%) [2025-11-26T20:59:05.518920] [INFO ] [FORECASTER] Completed predict_future for HAS [2025-11-26T20:59:05.519108] [INFO ] [sig ] HAS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:05.661133] [INFO ] [LOCAL ] Saved forecast: HAS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HAS.txt [2025-11-26T20:59:05.661308] [INFO ] [sig ] [1485/3599] Completed HAS in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:05.661380] [INFO ] [sig ] [1486/3599] Forecasting HASI... [2025-11-26T20:59:05.661442] [INFO ] [sig ] Generating forecast for: HASI [2025-11-26T20:59:05.661510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-11-26T20:59:05.673269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HASI'. [2025-11-26T20:59:05.673701] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-11-26T20:59:05.674567] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-11-26T20:59:05.674666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:05.674732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:05.674789] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:05.674885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:05.733201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:05.734018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:05.734128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:05.734189] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:05.855226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:05.855416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:05.855471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:05.855514] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:05.859093] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=8.35%) [2025-11-26T20:59:05.859393] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-11-26T20:59:05.859539] [INFO ] [sig ] HASI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:06.002153] [INFO ] [LOCAL ] Saved forecast: HASI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HASI.txt [2025-11-26T20:59:06.002346] [INFO ] [sig ] [1486/3599] Completed HASI in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:06.002401] [INFO ] [sig ] [1487/3599] Forecasting HBAN... [2025-11-26T20:59:06.002445] [INFO ] [sig ] Generating forecast for: HBAN [2025-11-26T20:59:06.002490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'. [2025-11-26T20:59:06.014234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBAN'. [2025-11-26T20:59:06.014565] [INFO ] [FORECASTER] Starting predict_future for HBAN [2025-11-26T20:59:06.015429] [DEBUG] [LOCAL ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt [2025-11-26T20:59:06.015499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:06.015538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:06.015578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:06.015667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:06.073391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:06.074108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:06.074207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:06.074255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:06.200573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:06.200911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:06.200981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:06.201019] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:06.204867] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-11-26T20:59:06.205165] [INFO ] [FORECASTER] Completed predict_future for HBAN [2025-11-26T20:59:06.205312] [INFO ] [sig ] HBAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:06.347658] [INFO ] [LOCAL ] Saved forecast: HBAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HBAN.txt [2025-11-26T20:59:06.347833] [INFO ] [sig ] [1487/3599] Completed HBAN in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:06.347889] [INFO ] [sig ] [1488/3599] Forecasting HBANL... [2025-11-26T20:59:06.347933] [INFO ] [sig ] Generating forecast for: HBANL [2025-11-26T20:59:06.347977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'. [2025-11-26T20:59:06.360080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANL'. [2025-11-26T20:59:06.360616] [INFO ] [FORECASTER] Starting predict_future for HBANL [2025-11-26T20:59:06.361712] [DEBUG] [LOCAL ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt [2025-11-26T20:59:06.361794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:06.361848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:06.361895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:06.361991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:06.425265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:06.426378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:06.426559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:06.426619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:06.544170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:06.544357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:06.544410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:06.544453] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:06.548050] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=38.23%) [2025-11-26T20:59:06.548360] [INFO ] [FORECASTER] Completed predict_future for HBANL [2025-11-26T20:59:06.548513] [INFO ] [sig ] HBANL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:06.691110] [INFO ] [LOCAL ] Saved forecast: HBANL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBANL.txt [2025-11-26T20:59:06.691278] [INFO ] [sig ] [1488/3599] Completed HBANL in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:06.691332] [INFO ] [sig ] [1489/3599] Forecasting HBANP... [2025-11-26T20:59:06.691375] [INFO ] [sig ] Generating forecast for: HBANP [2025-11-26T20:59:06.691417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'. [2025-11-26T20:59:06.702696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANP'. [2025-11-26T20:59:06.703019] [INFO ] [FORECASTER] Starting predict_future for HBANP [2025-11-26T20:59:06.703851] [DEBUG] [LOCAL ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt [2025-11-26T20:59:06.703918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:06.703963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:06.704002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:06.704069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:06.760187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:06.760843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:06.760938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:06.760984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:06.875795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:06.875971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:06.876021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:06.876063] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:06.879611] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=15.74%) [2025-11-26T20:59:06.879930] [INFO ] [FORECASTER] Completed predict_future for HBANP [2025-11-26T20:59:06.880074] [INFO ] [sig ] HBANP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:07.020761] [INFO ] [LOCAL ] Saved forecast: HBANP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBANP.txt [2025-11-26T20:59:07.020930] [INFO ] [sig ] [1489/3599] Completed HBANP in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:07.020983] [INFO ] [sig ] [1490/3599] Forecasting HBB... [2025-11-26T20:59:07.021020] [INFO ] [sig ] Generating forecast for: HBB [2025-11-26T20:59:07.021064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-11-26T20:59:07.033400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBB'. [2025-11-26T20:59:07.033849] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-11-26T20:59:07.034734] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-11-26T20:59:07.034804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:07.034849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:07.034886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:07.034952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:07.092022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:07.092871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:07.092972] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:07.093017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:07.208075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:07.208209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:07.208259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:07.208299] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:07.211609] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=76.96%) [2025-11-26T20:59:07.211919] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-11-26T20:59:07.212065] [INFO ] [sig ] HBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:07.351378] [INFO ] [LOCAL ] Saved forecast: HBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HBB.txt [2025-11-26T20:59:07.351527] [INFO ] [sig ] [1490/3599] Completed HBB in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:07.351580] [INFO ] [sig ] [1491/3599] Forecasting HBCP... [2025-11-26T20:59:07.351619] [INFO ] [sig ] Generating forecast for: HBCP [2025-11-26T20:59:07.351675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'. [2025-11-26T20:59:07.362882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBCP'. [2025-11-26T20:59:07.363223] [INFO ] [FORECASTER] Starting predict_future for HBCP [2025-11-26T20:59:07.364075] [DEBUG] [LOCAL ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt [2025-11-26T20:59:07.364142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:07.364187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:07.364227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:07.364293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:07.420692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:07.421323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:07.421419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:07.421459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:07.536064] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:07.536207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:07.536257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:07.536293] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:07.539729] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=45.75%) [2025-11-26T20:59:07.540027] [INFO ] [FORECASTER] Completed predict_future for HBCP [2025-11-26T20:59:07.540168] [INFO ] [sig ] HBCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:07.680303] [INFO ] [LOCAL ] Saved forecast: HBCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBCP.txt [2025-11-26T20:59:07.680474] [INFO ] [sig ] [1491/3599] Completed HBCP in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:07.680528] [INFO ] [sig ] [1492/3599] Forecasting HBI... [2025-11-26T20:59:07.680577] [INFO ] [sig ] Generating forecast for: HBI [2025-11-26T20:59:07.680619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-11-26T20:59:07.691237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBI'. [2025-11-26T20:59:07.691543] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-11-26T20:59:07.692372] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-11-26T20:59:07.692440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:07.692485] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:07.692523] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:07.692589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:07.749287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:07.749981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:07.750074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:07.750124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:07.870353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:07.870496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:07.870546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:07.870584] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:07.873881] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-11-26T20:59:07.874171] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-11-26T20:59:07.874327] [INFO ] [sig ] HBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:08.014824] [INFO ] [LOCAL ] Saved forecast: HBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBI.txt [2025-11-26T20:59:08.014966] [INFO ] [sig ] [1492/3599] Completed HBI in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:08.015020] [INFO ] [sig ] [1493/3599] Forecasting HBM... [2025-11-26T20:59:08.015061] [INFO ] [sig ] Generating forecast for: HBM [2025-11-26T20:59:08.015101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-11-26T20:59:08.026116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBM'. [2025-11-26T20:59:08.026416] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-11-26T20:59:08.027251] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-11-26T20:59:08.027319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:08.027363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:08.027403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:08.027469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:08.084660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:08.085305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:08.085398] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:08.085447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:08.208202] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:08.208400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:08.208457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:08.208496] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:08.212063] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=33.46%) [2025-11-26T20:59:08.212365] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-11-26T20:59:08.212519] [INFO ] [sig ] HBM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:08.355782] [INFO ] [LOCAL ] Saved forecast: HBM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBM.txt [2025-11-26T20:59:08.355979] [INFO ] [sig ] [1493/3599] Completed HBM in 0.3s | 2.91 sym/s | Total: 8.5m | ETA: 12.1m [2025-11-26T20:59:08.356035] [INFO ] [sig ] [1494/3599] Forecasting HBNC... [2025-11-26T20:59:08.356078] [INFO ] [sig ] Generating forecast for: HBNC [2025-11-26T20:59:08.356119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'. [2025-11-26T20:59:08.368054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBNC'. [2025-11-26T20:59:08.368442] [INFO ] [FORECASTER] Starting predict_future for HBNC [2025-11-26T20:59:08.369388] [DEBUG] [LOCAL ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt [2025-11-26T20:59:08.369460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:08.369509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:08.369549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:08.369619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:08.431549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:08.432543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:08.432676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:08.432732] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:08.553508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:08.553728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:08.553785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:08.553827] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:08.557369] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=69.01%) [2025-11-26T20:59:08.557733] [INFO ] [FORECASTER] Completed predict_future for HBNC [2025-11-26T20:59:08.557913] [INFO ] [sig ] HBNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:08.700554] [INFO ] [LOCAL ] Saved forecast: HBNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HBNC.txt [2025-11-26T20:59:08.700744] [INFO ] [sig ] [1494/3599] Completed HBNC in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:08.700803] [INFO ] [sig ] [1495/3599] Forecasting HCA... [2025-11-26T20:59:08.700839] [INFO ] [sig ] Generating forecast for: HCA [2025-11-26T20:59:08.700876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-11-26T20:59:08.712501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCA'. [2025-11-26T20:59:08.712981] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-11-26T20:59:08.713912] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-11-26T20:59:08.713984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:08.714031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:08.714073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:08.714142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:08.773958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:08.774837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:08.774938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:08.774988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:08.895517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:08.895724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:08.895781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:08.895823] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:08.899365] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=42.89%) [2025-11-26T20:59:08.899677] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-11-26T20:59:08.899826] [INFO ] [sig ] HCA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:09.043006] [INFO ] [LOCAL ] Saved forecast: HCA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCA.txt [2025-11-26T20:59:09.043172] [INFO ] [sig ] [1495/3599] Completed HCA in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:09.043228] [INFO ] [sig ] [1496/3599] Forecasting HCC... [2025-11-26T20:59:09.043272] [INFO ] [sig ] Generating forecast for: HCC [2025-11-26T20:59:09.043314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-11-26T20:59:09.054516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCC'. [2025-11-26T20:59:09.054914] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-11-26T20:59:09.055748] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-11-26T20:59:09.055829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:09.055876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:09.055915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:09.055984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:09.114154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:09.114972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:09.115072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:09.115122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:09.239537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:09.239747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:09.239801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:09.239843] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:09.243299] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=5.49%) [2025-11-26T20:59:09.243598] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-11-26T20:59:09.243765] [INFO ] [sig ] HCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:09.385453] [INFO ] [LOCAL ] Saved forecast: HCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCC.txt [2025-11-26T20:59:09.385615] [INFO ] [sig ] [1496/3599] Completed HCC in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:09.385688] [INFO ] [sig ] [1497/3599] Forecasting HCI... [2025-11-26T20:59:09.385732] [INFO ] [sig ] Generating forecast for: HCI [2025-11-26T20:59:09.385782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-11-26T20:59:09.397252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCI'. [2025-11-26T20:59:09.397602] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-11-26T20:59:09.398440] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-11-26T20:59:09.398509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:09.398554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:09.398594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:09.398683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:09.457493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:09.458343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:09.458442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:09.458490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:09.576998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:09.577181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:09.577235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:09.577279] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:09.581070] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=20.63%) [2025-11-26T20:59:09.581407] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-11-26T20:59:09.581558] [INFO ] [sig ] HCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:09.724151] [INFO ] [LOCAL ] Saved forecast: HCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCI.txt [2025-11-26T20:59:09.724334] [INFO ] [sig ] [1497/3599] Completed HCI in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:09.724401] [INFO ] [sig ] [1498/3599] Forecasting HCM... [2025-11-26T20:59:09.724448] [INFO ] [sig ] Generating forecast for: HCM [2025-11-26T20:59:09.724490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'. [2025-11-26T20:59:09.736830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCM'. [2025-11-26T20:59:09.737251] [INFO ] [FORECASTER] Starting predict_future for HCM [2025-11-26T20:59:09.738203] [DEBUG] [LOCAL ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt [2025-11-26T20:59:09.738274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:09.738320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:09.738359] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:09.738425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:09.795089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:09.795816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:09.795916] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:09.795965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:09.918057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:09.918253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:09.918308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:09.918351] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:09.921873] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-11-26T20:59:09.922182] [INFO ] [FORECASTER] Completed predict_future for HCM [2025-11-26T20:59:09.922333] [INFO ] [sig ] HCM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:10.061195] [INFO ] [LOCAL ] Saved forecast: HCM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCM.txt [2025-11-26T20:59:10.061361] [INFO ] [sig ] [1498/3599] Completed HCM in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:10.061414] [INFO ] [sig ] [1499/3599] Forecasting HCSG... [2025-11-26T20:59:10.061456] [INFO ] [sig ] Generating forecast for: HCSG [2025-11-26T20:59:10.061498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'. [2025-11-26T20:59:10.072929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCSG'. [2025-11-26T20:59:10.073275] [INFO ] [FORECASTER] Starting predict_future for HCSG [2025-11-26T20:59:10.074182] [DEBUG] [LOCAL ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt [2025-11-26T20:59:10.074252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:10.074308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:10.074360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:10.074435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:10.132359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:10.133118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:10.133224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:10.133277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:10.252589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:10.252790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:10.252855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:10.252909] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:10.256376] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=58.47%) [2025-11-26T20:59:10.256706] [INFO ] [FORECASTER] Completed predict_future for HCSG [2025-11-26T20:59:10.256923] [INFO ] [sig ] HCSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:10.396737] [INFO ] [LOCAL ] Saved forecast: HCSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HCSG.txt [2025-11-26T20:59:10.396903] [INFO ] [sig ] [1499/3599] Completed HCSG in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:10.396973] [INFO ] [sig ] [1500/3599] Forecasting HCTI... [2025-11-26T20:59:10.397030] [INFO ] [sig ] Generating forecast for: HCTI [2025-11-26T20:59:10.397082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'. [2025-11-26T20:59:10.408098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCTI'. [2025-11-26T20:59:10.408430] [INFO ] [FORECASTER] Starting predict_future for HCTI [2025-11-26T20:59:10.409277] [DEBUG] [LOCAL ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt [2025-11-26T20:59:10.409344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:10.409390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:10.409427] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:10.409493] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:10.465784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:10.466526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:10.466621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:10.466685] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:10.576496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:10.576685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:10.576741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:10.576776] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:10.580130] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=89.42%) [2025-11-26T20:59:10.580427] [INFO ] [FORECASTER] Completed predict_future for HCTI [2025-11-26T20:59:10.580572] [INFO ] [sig ] HCTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:10.720192] [INFO ] [LOCAL ] Saved forecast: HCTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HCTI.txt [2025-11-26T20:59:10.720352] [INFO ] [sig ] [1500/3599] Completed HCTI in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:10.720406] [INFO ] [sig ] [1501/3599] Forecasting HD... [2025-11-26T20:59:10.720449] [INFO ] [sig ] Generating forecast for: HD [2025-11-26T20:59:10.720489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-11-26T20:59:10.731565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HD'. [2025-11-26T20:59:10.731919] [INFO ] [FORECASTER] Starting predict_future for HD [2025-11-26T20:59:10.732756] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-11-26T20:59:10.732822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:10.732866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:10.732904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:10.732971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:10.789395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:10.790221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:10.790319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:10.790365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:10.907410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:10.907601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:10.907671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:10.907712] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:10.911103] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=70.93%) [2025-11-26T20:59:10.911397] [INFO ] [FORECASTER] Completed predict_future for HD [2025-11-26T20:59:10.911560] [INFO ] [sig ] HD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:11.050565] [INFO ] [LOCAL ] Saved forecast: HD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HD.txt [2025-11-26T20:59:11.050758] [INFO ] [sig ] [1501/3599] Completed HD in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:11.050816] [INFO ] [sig ] [1502/3599] Forecasting HDB... [2025-11-26T20:59:11.050859] [INFO ] [sig ] Generating forecast for: HDB [2025-11-26T20:59:11.050903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-11-26T20:59:11.062329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDB'. [2025-11-26T20:59:11.062726] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-11-26T20:59:11.063598] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-11-26T20:59:11.063692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:11.063745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:11.063786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:11.063854] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:11.121318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:11.122120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:11.122221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:11.122268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:11.245205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:11.245367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:11.245419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:11.245460] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:11.248883] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=26.52%) [2025-11-26T20:59:11.249174] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-11-26T20:59:11.249319] [INFO ] [sig ] HDB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:11.387904] [INFO ] [LOCAL ] Saved forecast: HDB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HDB.txt [2025-11-26T20:59:11.388058] [INFO ] [sig ] [1502/3599] Completed HDB in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:11.388110] [INFO ] [sig ] [1503/3599] Forecasting HDSN... [2025-11-26T20:59:11.388151] [INFO ] [sig ] Generating forecast for: HDSN [2025-11-26T20:59:11.388191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'. [2025-11-26T20:59:11.399630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDSN'. [2025-11-26T20:59:11.399987] [INFO ] [FORECASTER] Starting predict_future for HDSN [2025-11-26T20:59:11.400862] [DEBUG] [LOCAL ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt [2025-11-26T20:59:11.400931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:11.400977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:11.401016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:11.401085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:11.458737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:11.459432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:11.459527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:11.459572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:11.574466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:11.574653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:11.574739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:11.574809] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:11.578339] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=41.22%) [2025-11-26T20:59:11.578668] [INFO ] [FORECASTER] Completed predict_future for HDSN [2025-11-26T20:59:11.578833] [INFO ] [sig ] HDSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:11.718911] [INFO ] [LOCAL ] Saved forecast: HDSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HDSN.txt [2025-11-26T20:59:11.719060] [INFO ] [sig ] [1503/3599] Completed HDSN in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:11.719115] [INFO ] [sig ] [1504/3599] Forecasting HE... [2025-11-26T20:59:11.719156] [INFO ] [sig ] Generating forecast for: HE [2025-11-26T20:59:11.719197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-11-26T20:59:11.730864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HE'. [2025-11-26T20:59:11.731181] [INFO ] [FORECASTER] Starting predict_future for HE [2025-11-26T20:59:11.732029] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-11-26T20:59:11.732097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:11.732153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:11.732199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:11.732276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:11.789224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:11.790042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:11.790147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:11.790193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:11.912934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:11.913083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:11.913139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:11.913181] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:11.916567] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=8.65%) [2025-11-26T20:59:11.916872] [INFO ] [FORECASTER] Completed predict_future for HE [2025-11-26T20:59:11.917016] [INFO ] [sig ] HE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:12.057823] [INFO ] [LOCAL ] Saved forecast: HE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HE.txt [2025-11-26T20:59:12.057978] [INFO ] [sig ] [1504/3599] Completed HE in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:12.058030] [INFO ] [sig ] [1505/3599] Forecasting HEI... [2025-11-26T20:59:12.058078] [INFO ] [sig ] Generating forecast for: HEI [2025-11-26T20:59:12.058119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-11-26T20:59:12.069036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEI'. [2025-11-26T20:59:12.069380] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-11-26T20:59:12.070247] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-11-26T20:59:12.070317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:12.070372] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:12.070420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:12.070497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:12.128367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:12.129080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:12.129194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:12.129248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:12.249476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:12.249636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:12.249711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:12.249759] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:12.253167] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=32.76%) [2025-11-26T20:59:12.253476] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-11-26T20:59:12.253635] [INFO ] [sig ] HEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:12.393401] [INFO ] [LOCAL ] Saved forecast: HEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HEI.txt [2025-11-26T20:59:12.393553] [INFO ] [sig ] [1505/3599] Completed HEI in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:12.393606] [INFO ] [sig ] [1506/3599] Forecasting HEPS... [2025-11-26T20:59:12.393669] [INFO ] [sig ] Generating forecast for: HEPS [2025-11-26T20:59:12.393717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'. [2025-11-26T20:59:12.405527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEPS'. [2025-11-26T20:59:12.405867] [INFO ] [FORECASTER] Starting predict_future for HEPS [2025-11-26T20:59:12.406777] [DEBUG] [LOCAL ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt [2025-11-26T20:59:12.406847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:12.406893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:12.406932] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:12.407001] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:12.466768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:12.467433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:12.467544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:12.467599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:12.587388] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:12.587555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:12.587611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:12.587674] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:12.591129] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=60.35%) [2025-11-26T20:59:12.591429] [INFO ] [FORECASTER] Completed predict_future for HEPS [2025-11-26T20:59:12.591579] [INFO ] [sig ] HEPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:12.736401] [INFO ] [LOCAL ] Saved forecast: HEPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HEPS.txt [2025-11-26T20:59:12.736549] [INFO ] [sig ] [1506/3599] Completed HEPS in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:12.736602] [INFO ] [sig ] [1507/3599] Forecasting HEQ... [2025-11-26T20:59:12.736657] [INFO ] [sig ] Generating forecast for: HEQ [2025-11-26T20:59:12.736701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-11-26T20:59:12.747466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEQ'. [2025-11-26T20:59:12.747804] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-11-26T20:59:12.748665] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-11-26T20:59:12.748738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:12.748781] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:12.748841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:12.748927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:12.808420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:12.809231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:12.809329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:12.809379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:12.923421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:12.923597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:12.923684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:12.923744] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:12.927160] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=81.37%) [2025-11-26T20:59:12.927465] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-11-26T20:59:12.927682] [INFO ] [sig ] HEQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:13.066921] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HEQ.txt [2025-11-26T20:59:13.067086] [INFO ] [sig ] [1507/3599] Completed HEQ in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:13.067158] [INFO ] [sig ] [1508/3599] Forecasting HESM... [2025-11-26T20:59:13.067217] [INFO ] [sig ] Generating forecast for: HESM [2025-11-26T20:59:13.067280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-11-26T20:59:13.078378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HESM'. [2025-11-26T20:59:13.078743] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-11-26T20:59:13.079609] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-11-26T20:59:13.079727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:13.079792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:13.079836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:13.079907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:13.137191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:13.137992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:13.138092] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:13.138141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:13.260406] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:13.260582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:13.260634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:13.260694] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:13.264069] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=48.18%) [2025-11-26T20:59:13.264367] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-11-26T20:59:13.264515] [INFO ] [sig ] HESM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:13.403354] [INFO ] [LOCAL ] Saved forecast: HESM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HESM.txt [2025-11-26T20:59:13.403512] [INFO ] [sig ] [1508/3599] Completed HESM in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:13.403566] [INFO ] [sig ] [1509/3599] Forecasting HFFG... [2025-11-26T20:59:13.403609] [INFO ] [sig ] Generating forecast for: HFFG [2025-11-26T20:59:13.403666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'. [2025-11-26T20:59:13.414772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFFG'. [2025-11-26T20:59:13.415120] [INFO ] [FORECASTER] Starting predict_future for HFFG [2025-11-26T20:59:13.416106] [DEBUG] [LOCAL ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt [2025-11-26T20:59:13.416175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:13.416221] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:13.416258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:13.416325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:13.473299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:13.474020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:13.474115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:13.474166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:13.586389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:13.586557] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T20:59:13.586609] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:13.586667] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:13.590059] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=55.01%) [2025-11-26T20:59:13.590359] [INFO ] [FORECASTER] Completed predict_future for HFFG [2025-11-26T20:59:13.590506] [INFO ] [sig ] HFFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:13.729579] [INFO ] [LOCAL ] Saved forecast: HFFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HFFG.txt [2025-11-26T20:59:13.729755] [INFO ] [sig ] [1509/3599] Completed HFFG in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:13.729811] [INFO ] [sig ] [1510/3599] Forecasting HFRO... [2025-11-26T20:59:13.729857] [INFO ] [sig ] Generating forecast for: HFRO [2025-11-26T20:59:13.729903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-11-26T20:59:13.740612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFRO'. [2025-11-26T20:59:13.740961] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-11-26T20:59:13.741796] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-11-26T20:59:13.741863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:13.741908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:13.741947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:13.742012] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:13.798253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:13.798975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:13.799069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:13.799114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:13.917764] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:13.917941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:13.917993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:13.918032] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:13.921492] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=60.31%) [2025-11-26T20:59:13.921815] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-11-26T20:59:13.921964] [INFO ] [sig ] HFRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:14.060738] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HFRO.txt [2025-11-26T20:59:14.060907] [INFO ] [sig ] [1510/3599] Completed HFRO in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 12.0m [2025-11-26T20:59:14.060962] [INFO ] [sig ] [1511/3599] Forecasting HFWA... [2025-11-26T20:59:14.061009] [INFO ] [sig ] Generating forecast for: HFWA [2025-11-26T20:59:14.061056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'. [2025-11-26T20:59:14.072215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFWA'. [2025-11-26T20:59:14.072532] [INFO ] [FORECASTER] Starting predict_future for HFWA [2025-11-26T20:59:14.073360] [DEBUG] [LOCAL ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt [2025-11-26T20:59:14.073427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:14.073473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:14.073513] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:14.073580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:14.130011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:14.130709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:14.130803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:14.130852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:14.248556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:14.248743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:14.248801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:14.248837] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:14.252208] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=44.10%) [2025-11-26T20:59:14.252501] [INFO ] [FORECASTER] Completed predict_future for HFWA [2025-11-26T20:59:14.252671] [INFO ] [sig ] HFWA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:14.391335] [INFO ] [LOCAL ] Saved forecast: HFWA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HFWA.txt [2025-11-26T20:59:14.391485] [INFO ] [sig ] [1511/3599] Completed HFWA in 0.3s | 2.91 sym/s | Total: 8.6m | ETA: 11.9m [2025-11-26T20:59:14.391538] [INFO ] [sig ] [1512/3599] Forecasting HG... [2025-11-26T20:59:14.391584] [INFO ] [sig ] Generating forecast for: HG [2025-11-26T20:59:14.391624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'. [2025-11-26T20:59:14.402440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HG'. [2025-11-26T20:59:14.402794] [INFO ] [FORECASTER] Starting predict_future for HG [2025-11-26T20:59:14.403608] [DEBUG] [LOCAL ] No optimal features file found for HG: ./output/feature-sets/HG.txt [2025-11-26T20:59:14.403699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:14.403746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:14.403786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:14.403853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:14.459986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:14.460669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:14.460762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:14.460802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:14.577617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:14.577794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:14.577849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:14.577888] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:14.581212] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=89.78%) [2025-11-26T20:59:14.581506] [INFO ] [FORECASTER] Completed predict_future for HG [2025-11-26T20:59:14.581671] [INFO ] [sig ] HG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:14.720445] [INFO ] [LOCAL ] Saved forecast: HG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HG.txt [2025-11-26T20:59:14.720602] [INFO ] [sig ] [1512/3599] Completed HG in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:14.720793] [INFO ] [sig ] [1513/3599] Forecasting HGBL... [2025-11-26T20:59:14.720841] [INFO ] [sig ] Generating forecast for: HGBL [2025-11-26T20:59:14.720881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'. [2025-11-26T20:59:14.731563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGBL'. [2025-11-26T20:59:14.731891] [INFO ] [FORECASTER] Starting predict_future for HGBL [2025-11-26T20:59:14.732723] [DEBUG] [LOCAL ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt [2025-11-26T20:59:14.732790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:14.732835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:14.732877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:14.732945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:14.790025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:14.790771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:14.790865] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:14.790916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:14.902328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:14.902485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:14.902537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:14.902578] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:14.905949] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=83.83%) [2025-11-26T20:59:14.906257] [INFO ] [FORECASTER] Completed predict_future for HGBL [2025-11-26T20:59:14.906402] [INFO ] [sig ] HGBL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:15.044762] [INFO ] [LOCAL ] Saved forecast: HGBL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HGBL.txt [2025-11-26T20:59:15.044915] [INFO ] [sig ] [1513/3599] Completed HGBL in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:15.044975] [INFO ] [sig ] [1514/3599] Forecasting HGLB... [2025-11-26T20:59:15.045015] [INFO ] [sig ] Generating forecast for: HGLB [2025-11-26T20:59:15.045061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-11-26T20:59:15.056292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGLB'. [2025-11-26T20:59:15.056664] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-11-26T20:59:15.057552] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-11-26T20:59:15.057624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:15.057700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:15.057766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:15.057876] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:15.114876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:15.115563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:15.115688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:15.115761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:15.237143] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:15.237316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:15.237366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:15.237422] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:15.240823] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=8.68%) [2025-11-26T20:59:15.241175] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-11-26T20:59:15.241324] [INFO ] [sig ] HGLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:15.380209] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HGLB.txt [2025-11-26T20:59:15.380363] [INFO ] [sig ] [1514/3599] Completed HGLB in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:15.380415] [INFO ] [sig ] [1515/3599] Forecasting HGTY... [2025-11-26T20:59:15.380456] [INFO ] [sig ] Generating forecast for: HGTY [2025-11-26T20:59:15.380498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-11-26T20:59:15.391752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGTY'. [2025-11-26T20:59:15.392074] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-11-26T20:59:15.392910] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-11-26T20:59:15.392981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:15.393025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:15.393065] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:15.393130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:15.449479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:15.450182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:15.450277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:15.450317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:15.569133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:15.569320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:15.569374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:15.569415] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:15.572946] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-11-26T20:59:15.573247] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-11-26T20:59:15.573395] [INFO ] [sig ] HGTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:15.711993] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HGTY.txt [2025-11-26T20:59:15.712153] [INFO ] [sig ] [1515/3599] Completed HGTY in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:15.712209] [INFO ] [sig ] [1516/3599] Forecasting HI... [2025-11-26T20:59:15.712251] [INFO ] [sig ] Generating forecast for: HI [2025-11-26T20:59:15.712295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-11-26T20:59:15.723386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HI'. [2025-11-26T20:59:15.723707] [INFO ] [FORECASTER] Starting predict_future for HI [2025-11-26T20:59:15.724514] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-11-26T20:59:15.724583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:15.724629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:15.724687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:15.724757] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:15.782437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:15.783358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:15.783460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:15.783508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:15.902050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:15.902240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:15.902293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:15.902336] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:15.905817] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=54.68%) [2025-11-26T20:59:15.906158] [INFO ] [FORECASTER] Completed predict_future for HI [2025-11-26T20:59:15.906314] [INFO ] [sig ] HI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:16.046499] [INFO ] [LOCAL ] Saved forecast: HI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HI.txt [2025-11-26T20:59:16.046673] [INFO ] [sig ] [1516/3599] Completed HI in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:16.046727] [INFO ] [sig ] [1517/3599] Forecasting HIFS... [2025-11-26T20:59:16.046769] [INFO ] [sig ] Generating forecast for: HIFS [2025-11-26T20:59:16.046812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'. [2025-11-26T20:59:16.057757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIFS'. [2025-11-26T20:59:16.058084] [INFO ] [FORECASTER] Starting predict_future for HIFS [2025-11-26T20:59:16.058898] [DEBUG] [LOCAL ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt [2025-11-26T20:59:16.058967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:16.059012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:16.059052] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:16.059118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:16.115876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:16.116542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:16.116636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:16.116703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:16.230075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:16.230258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:16.230310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:16.230352] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:16.233730] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=3.67%) [2025-11-26T20:59:16.234017] [INFO ] [FORECASTER] Completed predict_future for HIFS [2025-11-26T20:59:16.234159] [INFO ] [sig ] HIFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:16.373123] [INFO ] [LOCAL ] Saved forecast: HIFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIFS.txt [2025-11-26T20:59:16.373305] [INFO ] [sig ] [1517/3599] Completed HIFS in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:16.373359] [INFO ] [sig ] [1518/3599] Forecasting HIG... [2025-11-26T20:59:16.373402] [INFO ] [sig ] Generating forecast for: HIG [2025-11-26T20:59:16.373444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-11-26T20:59:16.384787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIG'. [2025-11-26T20:59:16.385088] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-11-26T20:59:16.386042] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-11-26T20:59:16.386118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:16.386162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:16.386202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:16.386282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:16.442923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:16.443823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:16.443925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:16.443975] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:16.563674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:16.563856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:16.563907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:16.563948] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:16.567304] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=77.18%) [2025-11-26T20:59:16.567611] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-11-26T20:59:16.567775] [INFO ] [sig ] HIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:16.709661] [INFO ] [LOCAL ] Saved forecast: HIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIG.txt [2025-11-26T20:59:16.709849] [INFO ] [sig ] [1518/3599] Completed HIG in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:16.709903] [INFO ] [sig ] [1519/3599] Forecasting HII... [2025-11-26T20:59:16.709947] [INFO ] [sig ] Generating forecast for: HII [2025-11-26T20:59:16.709988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-11-26T20:59:16.725761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HII'. [2025-11-26T20:59:16.726197] [INFO ] [FORECASTER] Starting predict_future for HII [2025-11-26T20:59:16.727148] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-11-26T20:59:16.727229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:16.727285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:16.727341] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:16.727439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:16.789832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:16.790692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:16.790791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:16.790837] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:16.913532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:16.913760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:16.913815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:16.913857] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:16.917208] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-11-26T20:59:16.917493] [INFO ] [FORECASTER] Completed predict_future for HII [2025-11-26T20:59:16.917665] [INFO ] [sig ] HII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:17.058932] [INFO ] [LOCAL ] Saved forecast: HII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HII.txt [2025-11-26T20:59:17.059089] [INFO ] [sig ] [1519/3599] Completed HII in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:17.059142] [INFO ] [sig ] [1520/3599] Forecasting HIMS... [2025-11-26T20:59:17.059185] [INFO ] [sig ] Generating forecast for: HIMS [2025-11-26T20:59:17.059226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-11-26T20:59:17.070395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMS'. [2025-11-26T20:59:17.070742] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-11-26T20:59:17.071557] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-11-26T20:59:17.071658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:17.071707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:17.071748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:17.071818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:17.128701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:17.129325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:17.129418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:17.129463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:17.246571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:17.246765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:17.246818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:17.246859] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:17.250300] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=67.41%) [2025-11-26T20:59:17.250587] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-11-26T20:59:17.250749] [INFO ] [sig ] HIMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:17.391879] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIMS.txt [2025-11-26T20:59:17.392033] [INFO ] [sig ] [1520/3599] Completed HIMS in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:17.392096] [INFO ] [sig ] [1521/3599] Forecasting HIMX... [2025-11-26T20:59:17.392144] [INFO ] [sig ] Generating forecast for: HIMX [2025-11-26T20:59:17.392184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'. [2025-11-26T20:59:17.403020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMX'. [2025-11-26T20:59:17.403308] [INFO ] [FORECASTER] Starting predict_future for HIMX [2025-11-26T20:59:17.404137] [DEBUG] [LOCAL ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt [2025-11-26T20:59:17.404206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:17.404250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:17.404289] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:17.404355] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:17.463054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:17.463814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:17.463910] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:17.463956] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:17.586312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:17.586504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:17.586561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:17.586602] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:17.590371] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=61.54%) [2025-11-26T20:59:17.590772] [INFO ] [FORECASTER] Completed predict_future for HIMX [2025-11-26T20:59:17.590940] [INFO ] [sig ] HIMX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:17.735299] [INFO ] [LOCAL ] Saved forecast: HIMX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIMX.txt [2025-11-26T20:59:17.735488] [INFO ] [sig ] [1521/3599] Completed HIMX in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:17.735543] [INFO ] [sig ] [1522/3599] Forecasting HIO... [2025-11-26T20:59:17.735588] [INFO ] [sig ] Generating forecast for: HIO [2025-11-26T20:59:17.735629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-11-26T20:59:17.746832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIO'. [2025-11-26T20:59:17.747221] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-11-26T20:59:17.748099] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-11-26T20:59:17.748168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:17.748214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:17.748253] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:17.748322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:17.806960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:17.807934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:17.808040] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:17.808088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:17.931069] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:17.931268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:17.931334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:17.931379] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:17.935028] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-11-26T20:59:17.935325] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-11-26T20:59:17.935472] [INFO ] [sig ] HIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:18.077718] [INFO ] [LOCAL ] Saved forecast: HIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIO.txt [2025-11-26T20:59:18.077895] [INFO ] [sig ] [1522/3599] Completed HIO in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:18.077960] [INFO ] [sig ] [1523/3599] Forecasting HIPO... [2025-11-26T20:59:18.078013] [INFO ] [sig ] Generating forecast for: HIPO [2025-11-26T20:59:18.078071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-11-26T20:59:18.089353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIPO'. [2025-11-26T20:59:18.089681] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-11-26T20:59:18.090474] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-11-26T20:59:18.090543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:18.090589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:18.090629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:18.090720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:18.148591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:18.149260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:18.149356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:18.149403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:18.272337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:18.272518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:18.272572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:18.272615] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:18.276078] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=90.87%) [2025-11-26T20:59:18.276391] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-11-26T20:59:18.276538] [INFO ] [sig ] HIPO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:18.417406] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIPO.txt [2025-11-26T20:59:18.417613] [INFO ] [sig ] [1523/3599] Completed HIPO in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:18.417710] [INFO ] [sig ] [1524/3599] Forecasting HITI... [2025-11-26T20:59:18.417767] [INFO ] [sig ] Generating forecast for: HITI [2025-11-26T20:59:18.417810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'. [2025-11-26T20:59:18.429457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HITI'. [2025-11-26T20:59:18.429818] [INFO ] [FORECASTER] Starting predict_future for HITI [2025-11-26T20:59:18.430724] [DEBUG] [LOCAL ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt [2025-11-26T20:59:18.430794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:18.430840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:18.430878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:18.430945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:18.487636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:18.488441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:18.488541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:18.488588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:18.607544] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:18.607747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:18.607801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:18.607843] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:18.611273] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-11-26T20:59:18.611571] [INFO ] [FORECASTER] Completed predict_future for HITI [2025-11-26T20:59:18.611738] [INFO ] [sig ] HITI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:18.750666] [INFO ] [LOCAL ] Saved forecast: HITI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HITI.txt [2025-11-26T20:59:18.750836] [INFO ] [sig ] [1524/3599] Completed HITI in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:18.750893] [INFO ] [sig ] [1525/3599] Forecasting HIVE... [2025-11-26T20:59:18.750938] [INFO ] [sig ] Generating forecast for: HIVE [2025-11-26T20:59:18.750981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'. [2025-11-26T20:59:18.762319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIVE'. [2025-11-26T20:59:18.762685] [INFO ] [FORECASTER] Starting predict_future for HIVE [2025-11-26T20:59:18.763514] [DEBUG] [LOCAL ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt [2025-11-26T20:59:18.763585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:18.763630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:18.763698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:18.763771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:18.820877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:18.821723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:18.821821] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:18.821867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:18.941377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:18.941551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:18.941604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:18.941668] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:18.945174] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=11.63%) [2025-11-26T20:59:18.945489] [INFO ] [FORECASTER] Completed predict_future for HIVE [2025-11-26T20:59:18.945637] [INFO ] [sig ] HIVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:19.086707] [INFO ] [LOCAL ] Saved forecast: HIVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIVE.txt [2025-11-26T20:59:19.086875] [INFO ] [sig ] [1525/3599] Completed HIVE in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:19.086929] [INFO ] [sig ] [1526/3599] Forecasting HIX... [2025-11-26T20:59:19.086978] [INFO ] [sig ] Generating forecast for: HIX [2025-11-26T20:59:19.087019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-11-26T20:59:19.098042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIX'. [2025-11-26T20:59:19.098363] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-11-26T20:59:19.099245] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-11-26T20:59:19.099323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:19.099393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:19.099455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:19.099561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:19.156464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:19.157256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:19.157364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:19.157433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:19.272562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:19.272751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:19.272813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:19.272849] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:19.276286] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=7.93%) [2025-11-26T20:59:19.276588] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-11-26T20:59:19.276757] [INFO ] [sig ] HIX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:19.417588] [INFO ] [LOCAL ] Saved forecast: HIX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIX.txt [2025-11-26T20:59:19.417749] [INFO ] [sig ] [1526/3599] Completed HIX in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:19.417811] [INFO ] [sig ] [1527/3599] Forecasting HL... [2025-11-26T20:59:19.417846] [INFO ] [sig ] Generating forecast for: HL [2025-11-26T20:59:19.417886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-11-26T20:59:19.429180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HL'. [2025-11-26T20:59:19.429505] [INFO ] [FORECASTER] Starting predict_future for HL [2025-11-26T20:59:19.430384] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-11-26T20:59:19.430455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:19.430501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:19.430541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:19.430610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:19.489364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:19.490025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:19.490122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:19.490169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:19.613726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:19.613859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:19.613927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:19.613971] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:19.617285] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=79.67%) [2025-11-26T20:59:19.617599] [INFO ] [FORECASTER] Completed predict_future for HL [2025-11-26T20:59:19.617762] [INFO ] [sig ] HL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:19.759165] [INFO ] [LOCAL ] Saved forecast: HL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HL.txt [2025-11-26T20:59:19.759326] [INFO ] [sig ] [1527/3599] Completed HL in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.9m [2025-11-26T20:59:19.759378] [INFO ] [sig ] [1528/3599] Forecasting HLAL... [2025-11-26T20:59:19.759418] [INFO ] [sig ] Generating forecast for: HLAL [2025-11-26T20:59:19.759457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'. [2025-11-26T20:59:19.770107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLAL'. [2025-11-26T20:59:19.770410] [INFO ] [FORECASTER] Starting predict_future for HLAL [2025-11-26T20:59:19.771259] [DEBUG] [LOCAL ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt [2025-11-26T20:59:19.771327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:19.771372] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:19.771412] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:19.771477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:19.829152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:19.829820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:19.829913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:19.829952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:19.949345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:19.949496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:19.949545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:19.949584] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:19.952895] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=20.36%) [2025-11-26T20:59:19.953192] [INFO ] [FORECASTER] Completed predict_future for HLAL [2025-11-26T20:59:19.953346] [INFO ] [sig ] HLAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:20.092760] [INFO ] [LOCAL ] Saved forecast: HLAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLAL.txt [2025-11-26T20:59:20.092900] [INFO ] [sig ] [1528/3599] Completed HLAL in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.8m [2025-11-26T20:59:20.092952] [INFO ] [sig ] [1529/3599] Forecasting HLF... [2025-11-26T20:59:20.092990] [INFO ] [sig ] Generating forecast for: HLF [2025-11-26T20:59:20.093030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-11-26T20:59:20.103986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLF'. [2025-11-26T20:59:20.104330] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-11-26T20:59:20.105176] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-11-26T20:59:20.105257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:20.105319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:20.105378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:20.105475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:20.163628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:20.164491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:20.164601] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:20.164682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:20.288213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:20.288356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:20.288421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:20.288480] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:20.291769] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-11-26T20:59:20.292079] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-11-26T20:59:20.292250] [INFO ] [sig ] HLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:20.434838] [INFO ] [LOCAL ] Saved forecast: HLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLF.txt [2025-11-26T20:59:20.434980] [INFO ] [sig ] [1529/3599] Completed HLF in 0.3s | 2.91 sym/s | Total: 8.7m | ETA: 11.8m [2025-11-26T20:59:20.435042] [INFO ] [sig ] [1530/3599] Forecasting HLI... [2025-11-26T20:59:20.435090] [INFO ] [sig ] Generating forecast for: HLI [2025-11-26T20:59:20.435135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-11-26T20:59:20.446914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLI'. [2025-11-26T20:59:20.447257] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-11-26T20:59:20.448179] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-11-26T20:59:20.448253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:20.448319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:20.448384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:20.448490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:20.508009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:20.508714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:20.508818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:20.508880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:20.620507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:20.620666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:20.620731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:20.620794] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:20.624065] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=77.86%) [2025-11-26T20:59:20.624386] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-11-26T20:59:20.624553] [INFO ] [sig ] HLI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:20.765667] [INFO ] [LOCAL ] Saved forecast: HLI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLI.txt [2025-11-26T20:59:20.765812] [INFO ] [sig ] [1530/3599] Completed HLI in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:20.765882] [INFO ] [sig ] [1531/3599] Forecasting HLIO... [2025-11-26T20:59:20.765941] [INFO ] [sig ] Generating forecast for: HLIO [2025-11-26T20:59:20.766014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-11-26T20:59:20.777372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLIO'. [2025-11-26T20:59:20.777792] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-11-26T20:59:20.778678] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-11-26T20:59:20.778748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:20.778807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:20.778848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:20.778916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:20.836319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:20.836977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:20.837074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:20.837117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:20.957600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:20.957766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:20.957837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:20.957900] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:20.961424] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-11-26T20:59:20.961783] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-11-26T20:59:20.961953] [INFO ] [sig ] HLIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:21.101087] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLIO.txt [2025-11-26T20:59:21.101230] [INFO ] [sig ] [1531/3599] Completed HLIO in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:21.101302] [INFO ] [sig ] [1532/3599] Forecasting HLLY... [2025-11-26T20:59:21.101371] [INFO ] [sig ] Generating forecast for: HLLY [2025-11-26T20:59:21.101434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-11-26T20:59:21.112990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLLY'. [2025-11-26T20:59:21.113336] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-11-26T20:59:21.114226] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-11-26T20:59:21.114298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:21.114363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:21.114431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:21.114536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:21.173608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:21.174301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:21.174407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:21.174480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:21.291376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:21.291562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:21.291617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:21.291674] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:21.295194] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=94.68%) [2025-11-26T20:59:21.295504] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-11-26T20:59:21.295667] [INFO ] [sig ] HLLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:21.435842] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLLY.txt [2025-11-26T20:59:21.436035] [INFO ] [sig ] [1532/3599] Completed HLLY in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:21.436102] [INFO ] [sig ] [1533/3599] Forecasting HLMN... [2025-11-26T20:59:21.436153] [INFO ] [sig ] Generating forecast for: HLMN [2025-11-26T20:59:21.436204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'. [2025-11-26T20:59:21.447710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLMN'. [2025-11-26T20:59:21.448044] [INFO ] [FORECASTER] Starting predict_future for HLMN [2025-11-26T20:59:21.448935] [DEBUG] [LOCAL ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt [2025-11-26T20:59:21.449005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:21.449057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:21.449097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:21.449167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:21.507211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:21.508026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:21.508126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:21.508174] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:21.629488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:21.629686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:21.629741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:21.629781] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:21.633300] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=4.14%) [2025-11-26T20:59:21.633600] [INFO ] [FORECASTER] Completed predict_future for HLMN [2025-11-26T20:59:21.633769] [INFO ] [sig ] HLMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:21.776355] [INFO ] [LOCAL ] Saved forecast: HLMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLMN.txt [2025-11-26T20:59:21.776515] [INFO ] [sig ] [1533/3599] Completed HLMN in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:21.776570] [INFO ] [sig ] [1534/3599] Forecasting HLN... [2025-11-26T20:59:21.776612] [INFO ] [sig ] Generating forecast for: HLN [2025-11-26T20:59:21.776671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-11-26T20:59:21.788288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLN'. [2025-11-26T20:59:21.788604] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-11-26T20:59:21.789467] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-11-26T20:59:21.789537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:21.789583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:21.789618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:21.789708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:21.848454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:21.849122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:21.849224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:21.849272] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:21.968887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:21.969066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:21.969123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:21.969160] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:21.972672] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=74.91%) [2025-11-26T20:59:21.972964] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-11-26T20:59:21.973109] [INFO ] [sig ] HLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:22.128749] [INFO ] [LOCAL ] Saved forecast: HLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLN.txt [2025-11-26T20:59:22.128904] [INFO ] [sig ] [1534/3599] Completed HLN in 0.4s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:22.128958] [INFO ] [sig ] [1535/3599] Forecasting HLNE... [2025-11-26T20:59:22.129005] [INFO ] [sig ] Generating forecast for: HLNE [2025-11-26T20:59:22.129049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'. [2025-11-26T20:59:22.140404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLNE'. [2025-11-26T20:59:22.140744] [INFO ] [FORECASTER] Starting predict_future for HLNE [2025-11-26T20:59:22.141559] [DEBUG] [LOCAL ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt [2025-11-26T20:59:22.141629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:22.141697] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:22.141739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:22.141809] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:22.208481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:22.209759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:22.209878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:22.209937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:22.330901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:22.331082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:22.331133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:22.331174] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:22.334572] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-11-26T20:59:22.334883] [INFO ] [FORECASTER] Completed predict_future for HLNE [2025-11-26T20:59:22.335026] [INFO ] [sig ] HLNE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:22.475918] [INFO ] [LOCAL ] Saved forecast: HLNE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLNE.txt [2025-11-26T20:59:22.476066] [INFO ] [sig ] [1535/3599] Completed HLNE in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:22.476119] [INFO ] [sig ] [1536/3599] Forecasting HLX... [2025-11-26T20:59:22.476161] [INFO ] [sig ] Generating forecast for: HLX [2025-11-26T20:59:22.476205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-11-26T20:59:22.486869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLX'. [2025-11-26T20:59:22.487177] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-11-26T20:59:22.488053] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-11-26T20:59:22.488124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:22.488172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:22.488217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:22.488287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:22.546130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:22.546779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:22.546871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:22.546917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:22.665922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:22.666084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:22.666134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:22.666176] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:22.669522] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=8.38%) [2025-11-26T20:59:22.669836] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-11-26T20:59:22.669980] [INFO ] [sig ] HLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:22.810322] [INFO ] [LOCAL ] Saved forecast: HLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLX.txt [2025-11-26T20:59:22.810469] [INFO ] [sig ] [1536/3599] Completed HLX in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:22.810522] [INFO ] [sig ] [1537/3599] Forecasting HMC... [2025-11-26T20:59:22.810565] [INFO ] [sig ] Generating forecast for: HMC [2025-11-26T20:59:22.810606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-11-26T20:59:22.821184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMC'. [2025-11-26T20:59:22.821465] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-11-26T20:59:22.822284] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-11-26T20:59:22.822354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:22.822398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:22.822437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:22.822505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:22.879921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:22.880561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:22.880696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:22.880747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:23.000984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:23.001166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:23.001217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:23.001258] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:23.004678] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-11-26T20:59:23.004968] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-11-26T20:59:23.005115] [INFO ] [sig ] HMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:23.155599] [INFO ] [LOCAL ] Saved forecast: HMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HMC.txt [2025-11-26T20:59:23.155772] [INFO ] [sig ] [1537/3599] Completed HMC in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:23.155825] [INFO ] [sig ] [1538/3599] Forecasting HMN... [2025-11-26T20:59:23.155868] [INFO ] [sig ] Generating forecast for: HMN [2025-11-26T20:59:23.155910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-11-26T20:59:23.166905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMN'. [2025-11-26T20:59:23.167185] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-11-26T20:59:23.168042] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-11-26T20:59:23.168111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:23.168156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:23.168194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:23.168263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:23.225392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:23.226159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:23.226255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:23.226303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:23.349077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:23.349264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:23.349318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:23.349379] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:23.352831] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=65.21%) [2025-11-26T20:59:23.353145] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-11-26T20:59:23.353301] [INFO ] [sig ] HMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:23.494050] [INFO ] [LOCAL ] Saved forecast: HMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HMN.txt [2025-11-26T20:59:23.494206] [INFO ] [sig ] [1538/3599] Completed HMN in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:23.494263] [INFO ] [sig ] [1539/3599] Forecasting HMY... [2025-11-26T20:59:23.494306] [INFO ] [sig ] Generating forecast for: HMY [2025-11-26T20:59:23.494345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-11-26T20:59:23.506838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMY'. [2025-11-26T20:59:23.507325] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-11-26T20:59:23.508305] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-11-26T20:59:23.508386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:23.508447] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:23.508502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:23.508593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:23.567931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:23.568897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:23.569023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:23.569071] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:23.692563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:23.692774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:23.692837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:23.692875] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:23.696382] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=18.03%) [2025-11-26T20:59:23.696730] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-11-26T20:59:23.696898] [INFO ] [sig ] HMY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:23.838201] [INFO ] [LOCAL ] Saved forecast: HMY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HMY.txt [2025-11-26T20:59:23.838400] [INFO ] [sig ] [1539/3599] Completed HMY in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:23.838468] [INFO ] [sig ] [1540/3599] Forecasting HNDL... [2025-11-26T20:59:23.838523] [INFO ] [sig ] Generating forecast for: HNDL [2025-11-26T20:59:23.838575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'. [2025-11-26T20:59:23.849897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNDL'. [2025-11-26T20:59:23.850277] [INFO ] [FORECASTER] Starting predict_future for HNDL [2025-11-26T20:59:23.851143] [DEBUG] [LOCAL ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt [2025-11-26T20:59:23.851212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:23.851265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:23.851315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:23.851394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:23.909886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:23.910821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:23.910923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:23.910988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:24.029561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:24.029763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:24.029816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:24.029857] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:24.033300] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=4.18%) [2025-11-26T20:59:24.033589] [INFO ] [FORECASTER] Completed predict_future for HNDL [2025-11-26T20:59:24.033751] [INFO ] [sig ] HNDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:24.175368] [INFO ] [LOCAL ] Saved forecast: HNDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HNDL.txt [2025-11-26T20:59:24.175530] [INFO ] [sig ] [1540/3599] Completed HNDL in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:24.175586] [INFO ] [sig ] [1541/3599] Forecasting HNI... [2025-11-26T20:59:24.175628] [INFO ] [sig ] Generating forecast for: HNI [2025-11-26T20:59:24.175693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-11-26T20:59:24.187485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNI'. [2025-11-26T20:59:24.187820] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-11-26T20:59:24.188628] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-11-26T20:59:24.188718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:24.188764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:24.188802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:24.188871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:24.246823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:24.247440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:24.247546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:24.247596] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:24.367904] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:24.368066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:24.368117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:24.368151] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:24.371531] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=35.85%) [2025-11-26T20:59:24.371839] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-11-26T20:59:24.371984] [INFO ] [sig ] HNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:24.513926] [INFO ] [LOCAL ] Saved forecast: HNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HNI.txt [2025-11-26T20:59:24.514077] [INFO ] [sig ] [1541/3599] Completed HNI in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:24.514130] [INFO ] [sig ] [1542/3599] Forecasting HNRG... [2025-11-26T20:59:24.514172] [INFO ] [sig ] Generating forecast for: HNRG [2025-11-26T20:59:24.514216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'. [2025-11-26T20:59:24.526774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNRG'. [2025-11-26T20:59:24.527152] [INFO ] [FORECASTER] Starting predict_future for HNRG [2025-11-26T20:59:24.528055] [DEBUG] [LOCAL ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt [2025-11-26T20:59:24.528141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:24.528199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:24.528249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:24.528348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:24.588426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:24.589401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:24.589505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:24.589553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:24.711462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:24.711665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:24.711720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:24.711761] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:24.715214] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-11-26T20:59:24.715506] [INFO ] [FORECASTER] Completed predict_future for HNRG [2025-11-26T20:59:24.715677] [INFO ] [sig ] HNRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:24.859550] [INFO ] [LOCAL ] Saved forecast: HNRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HNRG.txt [2025-11-26T20:59:24.859715] [INFO ] [sig ] [1542/3599] Completed HNRG in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:24.859770] [INFO ] [sig ] [1543/3599] Forecasting HOG... [2025-11-26T20:59:24.859812] [INFO ] [sig ] Generating forecast for: HOG [2025-11-26T20:59:24.859853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-11-26T20:59:24.871126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOG'. [2025-11-26T20:59:24.871428] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-11-26T20:59:24.872255] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-11-26T20:59:24.872332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:24.872378] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:24.872418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:24.872486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:24.931271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:24.932015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:24.932116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:24.932166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:25.054011] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:25.054204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:25.054257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:25.054294] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:25.057740] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=93.70%) [2025-11-26T20:59:25.058029] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-11-26T20:59:25.058173] [INFO ] [sig ] HOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:25.200894] [INFO ] [LOCAL ] Saved forecast: HOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOG.txt [2025-11-26T20:59:25.201055] [INFO ] [sig ] [1543/3599] Completed HOG in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:25.201104] [INFO ] [sig ] [1544/3599] Forecasting HOLO... [2025-11-26T20:59:25.201152] [INFO ] [sig ] Generating forecast for: HOLO [2025-11-26T20:59:25.201194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'. [2025-11-26T20:59:25.212504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLO'. [2025-11-26T20:59:25.212849] [INFO ] [FORECASTER] Starting predict_future for HOLO [2025-11-26T20:59:25.213686] [DEBUG] [LOCAL ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt [2025-11-26T20:59:25.213766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:25.213813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:25.213858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:25.213926] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:25.271166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:25.271897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:25.271994] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:25.272036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:25.391564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:25.391760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:25.391813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:25.391855] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:25.395371] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-11-26T20:59:25.395689] [INFO ] [FORECASTER] Completed predict_future for HOLO [2025-11-26T20:59:25.395838] [INFO ] [sig ] HOLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:25.544616] [INFO ] [LOCAL ] Saved forecast: HOLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOLO.txt [2025-11-26T20:59:25.544818] [INFO ] [sig ] [1544/3599] Completed HOLO in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.8m [2025-11-26T20:59:25.544895] [INFO ] [sig ] [1545/3599] Forecasting HOLX... [2025-11-26T20:59:25.544942] [INFO ] [sig ] Generating forecast for: HOLX [2025-11-26T20:59:25.544985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'. [2025-11-26T20:59:25.557055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLX'. [2025-11-26T20:59:25.557439] [INFO ] [FORECASTER] Starting predict_future for HOLX [2025-11-26T20:59:25.558354] [DEBUG] [LOCAL ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt [2025-11-26T20:59:25.558439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:25.558504] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:25.558558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:25.558630] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:25.618296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:25.619084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:25.619205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:25.619262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:25.741949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:25.742139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:25.742195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:25.742238] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:25.745904] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-11-26T20:59:25.746206] [INFO ] [FORECASTER] Completed predict_future for HOLX [2025-11-26T20:59:25.746356] [INFO ] [sig ] HOLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:25.890013] [INFO ] [LOCAL ] Saved forecast: HOLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOLX.txt [2025-11-26T20:59:25.890175] [INFO ] [sig ] [1545/3599] Completed HOLX in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.7m [2025-11-26T20:59:25.890231] [INFO ] [sig ] [1546/3599] Forecasting HOMB... [2025-11-26T20:59:25.890277] [INFO ] [sig ] Generating forecast for: HOMB [2025-11-26T20:59:25.890322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-11-26T20:59:25.902293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOMB'. [2025-11-26T20:59:25.902622] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-11-26T20:59:25.903485] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-11-26T20:59:25.903556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:25.903602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:25.903661] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:25.903735] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:25.962456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:25.963228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:25.963328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:25.963374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:26.078819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:26.078993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:26.079047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:26.079088] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:26.082525] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=10.94%) [2025-11-26T20:59:26.082839] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-11-26T20:59:26.082983] [INFO ] [sig ] HOMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:26.222332] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOMB.txt [2025-11-26T20:59:26.222488] [INFO ] [sig ] [1546/3599] Completed HOMB in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.7m [2025-11-26T20:59:26.222556] [INFO ] [sig ] [1547/3599] Forecasting HON... [2025-11-26T20:59:26.222594] [INFO ] [sig ] Generating forecast for: HON [2025-11-26T20:59:26.222654] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'. [2025-11-26T20:59:26.234207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HON'. [2025-11-26T20:59:26.234539] [INFO ] [FORECASTER] Starting predict_future for HON [2025-11-26T20:59:26.235373] [DEBUG] [LOCAL ] No optimal features file found for HON: ./output/feature-sets/HON.txt [2025-11-26T20:59:26.235443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:26.235490] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:26.235530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:26.235594] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:26.292565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:26.293271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:26.293365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:26.293406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:26.415984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:26.416196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:26.416274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:26.416329] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:26.420909] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=98.35%) [2025-11-26T20:59:26.421375] [INFO ] [FORECASTER] Completed predict_future for HON [2025-11-26T20:59:26.421581] [INFO ] [sig ] HON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:26.566778] [INFO ] [LOCAL ] Saved forecast: HON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HON.txt [2025-11-26T20:59:26.566940] [INFO ] [sig ] [1547/3599] Completed HON in 0.3s | 2.91 sym/s | Total: 8.8m | ETA: 11.7m [2025-11-26T20:59:26.566995] [INFO ] [sig ] [1548/3599] Forecasting HOOD... [2025-11-26T20:59:26.567038] [INFO ] [sig ] Generating forecast for: HOOD [2025-11-26T20:59:26.567080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'. [2025-11-26T20:59:26.578750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOOD'. [2025-11-26T20:59:26.579071] [INFO ] [FORECASTER] Starting predict_future for HOOD [2025-11-26T20:59:26.579908] [DEBUG] [LOCAL ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt [2025-11-26T20:59:26.579978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:26.580025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:26.580065] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:26.580134] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:26.640227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:26.641018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:26.641117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:26.641165] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:26.764911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:26.765094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:26.765150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:26.765193] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:26.768687] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=66.94%) [2025-11-26T20:59:26.768983] [INFO ] [FORECASTER] Completed predict_future for HOOD [2025-11-26T20:59:26.769130] [INFO ] [sig ] HOOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:26.914468] [INFO ] [LOCAL ] Saved forecast: HOOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOOD.txt [2025-11-26T20:59:26.914626] [INFO ] [sig ] [1548/3599] Completed HOOD in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:26.914701] [INFO ] [sig ] [1549/3599] Forecasting HOPE... [2025-11-26T20:59:26.914744] [INFO ] [sig ] Generating forecast for: HOPE [2025-11-26T20:59:26.914785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'. [2025-11-26T20:59:26.926172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOPE'. [2025-11-26T20:59:26.926501] [INFO ] [FORECASTER] Starting predict_future for HOPE [2025-11-26T20:59:26.927341] [DEBUG] [LOCAL ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt [2025-11-26T20:59:26.927411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:26.927458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:26.927497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:26.927587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:26.988714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:26.989483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:26.989581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:26.989628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:27.103281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:27.103463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:27.103518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:27.103561] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:27.107102] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-11-26T20:59:27.107400] [INFO ] [FORECASTER] Completed predict_future for HOPE [2025-11-26T20:59:27.107568] [INFO ] [sig ] HOPE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:27.251193] [INFO ] [LOCAL ] Saved forecast: HOPE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOPE.txt [2025-11-26T20:59:27.251346] [INFO ] [sig ] [1549/3599] Completed HOPE in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:27.251400] [INFO ] [sig ] [1550/3599] Forecasting HOTH... [2025-11-26T20:59:27.251442] [INFO ] [sig ] Generating forecast for: HOTH [2025-11-26T20:59:27.251485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'. [2025-11-26T20:59:27.264053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOTH'. [2025-11-26T20:59:27.264458] [INFO ] [FORECASTER] Starting predict_future for HOTH [2025-11-26T20:59:27.265362] [DEBUG] [LOCAL ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt [2025-11-26T20:59:27.265435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:27.265482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:27.265524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:27.265609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:27.324161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:27.325091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:27.325200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:27.325247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:27.442339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:27.442515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:27.442571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:27.442614] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:27.446147] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=65.60%) [2025-11-26T20:59:27.446480] [INFO ] [FORECASTER] Completed predict_future for HOTH [2025-11-26T20:59:27.446628] [INFO ] [sig ] HOTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:27.586240] [INFO ] [LOCAL ] Saved forecast: HOTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOTH.txt [2025-11-26T20:59:27.586376] [INFO ] [sig ] [1550/3599] Completed HOTH in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:27.586430] [INFO ] [sig ] [1551/3599] Forecasting HOUS... [2025-11-26T20:59:27.586473] [INFO ] [sig ] Generating forecast for: HOUS [2025-11-26T20:59:27.586513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-11-26T20:59:27.598448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOUS'. [2025-11-26T20:59:27.598826] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-11-26T20:59:27.599695] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-11-26T20:59:27.599763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:27.599810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:27.599848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:27.599915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:27.661774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:27.662695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:27.662798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:27.662844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:27.787419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:27.787894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:27.788119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:27.788203] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:27.792044] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=70.26%) [2025-11-26T20:59:27.792361] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-11-26T20:59:27.792539] [INFO ] [sig ] HOUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:27.931863] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOUS.txt [2025-11-26T20:59:27.932058] [INFO ] [sig ] [1551/3599] Completed HOUS in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:27.932115] [INFO ] [sig ] [1552/3599] Forecasting HP... [2025-11-26T20:59:27.932157] [INFO ] [sig ] Generating forecast for: HP [2025-11-26T20:59:27.932201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-11-26T20:59:27.944572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HP'. [2025-11-26T20:59:27.944935] [INFO ] [FORECASTER] Starting predict_future for HP [2025-11-26T20:59:27.945809] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-11-26T20:59:27.945879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:27.945926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:27.945965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:27.946034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:28.004243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:28.004920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:28.005015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:28.005058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:28.121245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:28.121426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:28.121479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:28.121525] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:28.124974] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.24%) [2025-11-26T20:59:28.125278] [INFO ] [FORECASTER] Completed predict_future for HP [2025-11-26T20:59:28.125426] [INFO ] [sig ] HP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:28.263591] [INFO ] [LOCAL ] Saved forecast: HP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HP.txt [2025-11-26T20:59:28.263746] [INFO ] [sig ] [1552/3599] Completed HP in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:28.263808] [INFO ] [sig ] [1553/3599] Forecasting HPE... [2025-11-26T20:59:28.263848] [INFO ] [sig ] Generating forecast for: HPE [2025-11-26T20:59:28.263887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-11-26T20:59:28.274950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPE'. [2025-11-26T20:59:28.275263] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-11-26T20:59:28.276103] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-11-26T20:59:28.276173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:28.276223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:28.276263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:28.276331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:28.335585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:28.336235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:28.336328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:28.336378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:28.453627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:28.453802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:28.453853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:28.453898] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:28.457272] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=96.41%) [2025-11-26T20:59:28.457584] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-11-26T20:59:28.457745] [INFO ] [sig ] HPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:28.597626] [INFO ] [LOCAL ] Saved forecast: HPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPE.txt [2025-11-26T20:59:28.597794] [INFO ] [sig ] [1553/3599] Completed HPE in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:28.597847] [INFO ] [sig ] [1554/3599] Forecasting HPF... [2025-11-26T20:59:28.597889] [INFO ] [sig ] Generating forecast for: HPF [2025-11-26T20:59:28.597932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-11-26T20:59:28.608859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPF'. [2025-11-26T20:59:28.609165] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-11-26T20:59:28.610002] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-11-26T20:59:28.610071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:28.610115] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:28.610153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:28.610223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:28.667351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:28.668011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:28.668103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:28.668149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:28.787560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:28.787696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:28.787751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:28.787794] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:28.791191] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=90.88%) [2025-11-26T20:59:28.791478] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-11-26T20:59:28.791619] [INFO ] [sig ] HPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:28.930738] [INFO ] [LOCAL ] Saved forecast: HPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPF.txt [2025-11-26T20:59:28.930882] [INFO ] [sig ] [1554/3599] Completed HPF in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:28.930934] [INFO ] [sig ] [1555/3599] Forecasting HPI... [2025-11-26T20:59:28.930973] [INFO ] [sig ] Generating forecast for: HPI [2025-11-26T20:59:28.931008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-11-26T20:59:28.941733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPI'. [2025-11-26T20:59:28.942029] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-11-26T20:59:28.942860] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-11-26T20:59:28.942928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:28.942985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:28.943025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:28.943090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:29.000765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:29.001391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:29.001485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:29.001531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:29.120258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:29.120404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:29.120449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:29.120490] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:29.123846] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=29.13%) [2025-11-26T20:59:29.124141] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-11-26T20:59:29.124287] [INFO ] [sig ] HPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:29.268159] [INFO ] [LOCAL ] Saved forecast: HPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HPI.txt [2025-11-26T20:59:29.268326] [INFO ] [sig ] [1555/3599] Completed HPI in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:29.268390] [INFO ] [sig ] [1556/3599] Forecasting HPK... [2025-11-26T20:59:29.268425] [INFO ] [sig ] Generating forecast for: HPK [2025-11-26T20:59:29.268460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'. [2025-11-26T20:59:29.278722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPK'. [2025-11-26T20:59:29.279026] [INFO ] [FORECASTER] Starting predict_future for HPK [2025-11-26T20:59:29.279898] [DEBUG] [LOCAL ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt [2025-11-26T20:59:29.279967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:29.280012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:29.280053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:29.280119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:29.337155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:29.337827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:29.337922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:29.337969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:29.456444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:29.456580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:29.456629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:29.456689] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:29.459962] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=1.57%) [2025-11-26T20:59:29.460253] [INFO ] [FORECASTER] Completed predict_future for HPK [2025-11-26T20:59:29.460400] [INFO ] [sig ] HPK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:29.599369] [INFO ] [LOCAL ] Saved forecast: HPK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HPK.txt [2025-11-26T20:59:29.599503] [INFO ] [sig ] [1556/3599] Completed HPK in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:29.599555] [INFO ] [sig ] [1557/3599] Forecasting HPP... [2025-11-26T20:59:29.599595] [INFO ] [sig ] Generating forecast for: HPP [2025-11-26T20:59:29.599634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-11-26T20:59:29.610664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPP'. [2025-11-26T20:59:29.610992] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-11-26T20:59:29.611861] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-11-26T20:59:29.611931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:29.611977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:29.612016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:29.612083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:29.668737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:29.669409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:29.669502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:29.669549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:29.786988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:29.787132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:29.787183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:29.787221] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:29.790605] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=94.62%) [2025-11-26T20:59:29.790937] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-11-26T20:59:29.791080] [INFO ] [sig ] HPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:29.933806] [INFO ] [LOCAL ] Saved forecast: HPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPP.txt [2025-11-26T20:59:29.933945] [INFO ] [sig ] [1557/3599] Completed HPP in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:29.933999] [INFO ] [sig ] [1558/3599] Forecasting HPQ... [2025-11-26T20:59:29.934045] [INFO ] [sig ] Generating forecast for: HPQ [2025-11-26T20:59:29.934085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-11-26T20:59:29.944957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPQ'. [2025-11-26T20:59:29.945269] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-11-26T20:59:29.946100] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-11-26T20:59:29.946169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:29.946224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:29.946272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:29.946354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:30.003629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:30.004304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:30.004399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:30.004449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:30.123634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:30.123790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:30.123840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:30.123878] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:30.127140] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=92.05%) [2025-11-26T20:59:30.127429] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-11-26T20:59:30.127581] [INFO ] [sig ] HPQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:30.266197] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPQ.txt [2025-11-26T20:59:30.266331] [INFO ] [sig ] [1558/3599] Completed HPQ in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:30.266392] [INFO ] [sig ] [1559/3599] Forecasting HPS... [2025-11-26T20:59:30.266436] [INFO ] [sig ] Generating forecast for: HPS [2025-11-26T20:59:30.266476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-11-26T20:59:30.277695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPS'. [2025-11-26T20:59:30.278006] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-11-26T20:59:30.278837] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-11-26T20:59:30.278906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:30.278951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:30.278988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:30.279055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:30.335396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:30.336046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:30.336139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:30.336179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:30.452135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:30.452263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:30.452313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:30.452351] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:30.455540] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=57.42%) [2025-11-26T20:59:30.455857] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-11-26T20:59:30.456004] [INFO ] [sig ] HPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:30.593975] [INFO ] [LOCAL ] Saved forecast: HPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPS.txt [2025-11-26T20:59:30.594109] [INFO ] [sig ] [1559/3599] Completed HPS in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:30.594159] [INFO ] [sig ] [1560/3599] Forecasting HQI... [2025-11-26T20:59:30.594199] [INFO ] [sig ] Generating forecast for: HQI [2025-11-26T20:59:30.594238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'. [2025-11-26T20:59:30.605177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQI'. [2025-11-26T20:59:30.605499] [INFO ] [FORECASTER] Starting predict_future for HQI [2025-11-26T20:59:30.606333] [DEBUG] [LOCAL ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt [2025-11-26T20:59:30.606401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:30.606446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:30.606484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:30.606549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:30.663558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:30.664209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:30.664303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:30.664348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:30.763668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:30.763803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:30.763851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:30.763886] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:30.767107] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=46.43%) [2025-11-26T20:59:30.767402] [INFO ] [FORECASTER] Completed predict_future for HQI [2025-11-26T20:59:30.767592] [INFO ] [sig ] HQI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:30.906300] [INFO ] [LOCAL ] Saved forecast: HQI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HQI.txt [2025-11-26T20:59:30.906435] [INFO ] [sig ] [1560/3599] Completed HQI in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:30.906485] [INFO ] [sig ] [1561/3599] Forecasting HQL... [2025-11-26T20:59:30.906525] [INFO ] [sig ] Generating forecast for: HQL [2025-11-26T20:59:30.906564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-11-26T20:59:30.917819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQL'. [2025-11-26T20:59:30.918124] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-11-26T20:59:30.918974] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-11-26T20:59:30.919042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:30.919087] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:30.919126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:30.919192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:30.975460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:30.976121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:30.976214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:30.976265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:31.095429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:31.095577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:31.095626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:31.095685] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:31.099006] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-11-26T20:59:31.099307] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-11-26T20:59:31.099456] [INFO ] [sig ] HQL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:31.238999] [INFO ] [LOCAL ] Saved forecast: HQL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HQL.txt [2025-11-26T20:59:31.239148] [INFO ] [sig ] [1561/3599] Completed HQL in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T20:59:31.239201] [INFO ] [sig ] [1562/3599] Forecasting HQY... [2025-11-26T20:59:31.239242] [INFO ] [sig ] Generating forecast for: HQY [2025-11-26T20:59:31.239285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'. [2025-11-26T20:59:31.249477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQY'. [2025-11-26T20:59:31.249829] [INFO ] [FORECASTER] Starting predict_future for HQY [2025-11-26T20:59:31.250738] [DEBUG] [LOCAL ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt [2025-11-26T20:59:31.250809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:31.250856] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:31.250894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:31.250964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:31.312086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:31.312768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:31.312863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:31.312908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:31.431766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:31.431913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:31.431979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:31.432058] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:31.435498] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=23.31%) [2025-11-26T20:59:31.435827] [INFO ] [FORECASTER] Completed predict_future for HQY [2025-11-26T20:59:31.435986] [INFO ] [sig ] HQY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:31.576312] [INFO ] [LOCAL ] Saved forecast: HQY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HQY.txt [2025-11-26T20:59:31.576475] [INFO ] [sig ] [1562/3599] Completed HQY in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.6m [2025-11-26T20:59:31.576543] [INFO ] [sig ] [1563/3599] Forecasting HRB... [2025-11-26T20:59:31.576600] [INFO ] [sig ] Generating forecast for: HRB [2025-11-26T20:59:31.576675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-11-26T20:59:31.587678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRB'. [2025-11-26T20:59:31.587983] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-11-26T20:59:31.588832] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-11-26T20:59:31.588903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:31.588950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:31.588989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:31.589057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:31.646385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:31.647037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:31.647136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:31.647182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:31.766693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:31.766842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:31.766892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:31.766931] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:31.770219] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=38.13%) [2025-11-26T20:59:31.770519] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-11-26T20:59:31.770684] [INFO ] [sig ] HRB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:31.909716] [INFO ] [LOCAL ] Saved forecast: HRB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRB.txt [2025-11-26T20:59:31.909876] [INFO ] [sig ] [1563/3599] Completed HRB in 0.3s | 2.91 sym/s | Total: 8.9m | ETA: 11.6m [2025-11-26T20:59:31.909937] [INFO ] [sig ] [1564/3599] Forecasting HRL... [2025-11-26T20:59:31.909980] [INFO ] [sig ] Generating forecast for: HRL [2025-11-26T20:59:31.910023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-11-26T20:59:31.923927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRL'. [2025-11-26T20:59:31.924518] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-11-26T20:59:31.925784] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-11-26T20:59:31.925868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:31.925937] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:31.925996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:31.926088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:31.988258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:31.989477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:31.989598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:31.989696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:32.113912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:32.114185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:32.114254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:32.114300] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:32.118398] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=29.24%) [2025-11-26T20:59:32.118766] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-11-26T20:59:32.118943] [INFO ] [sig ] HRL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:32.263131] [INFO ] [LOCAL ] Saved forecast: HRL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRL.txt [2025-11-26T20:59:32.263444] [INFO ] [sig ] [1564/3599] Completed HRL in 0.4s | 2.91 sym/s | Total: 8.9m | ETA: 11.6m [2025-11-26T20:59:32.263508] [INFO ] [sig ] [1565/3599] Forecasting HRMY... [2025-11-26T20:59:32.263549] [INFO ] [sig ] Generating forecast for: HRMY [2025-11-26T20:59:32.263602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'. [2025-11-26T20:59:32.276833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRMY'. [2025-11-26T20:59:32.277367] [INFO ] [FORECASTER] Starting predict_future for HRMY [2025-11-26T20:59:32.278460] [DEBUG] [LOCAL ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt [2025-11-26T20:59:32.278536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:32.278585] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:32.278630] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:32.278740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:32.339006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:32.340225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:32.340353] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:32.340407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:32.461805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:32.462091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:32.462157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:32.462194] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:32.466415] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=45.65%) [2025-11-26T20:59:32.466780] [INFO ] [FORECASTER] Completed predict_future for HRMY [2025-11-26T20:59:32.466975] [INFO ] [sig ] HRMY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:32.612876] [INFO ] [LOCAL ] Saved forecast: HRMY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRMY.txt [2025-11-26T20:59:32.613118] [INFO ] [sig ] [1565/3599] Completed HRMY in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:32.613184] [INFO ] [sig ] [1566/3599] Forecasting HRTG... [2025-11-26T20:59:32.613235] [INFO ] [sig ] Generating forecast for: HRTG [2025-11-26T20:59:32.613287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-11-26T20:59:32.628584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTG'. [2025-11-26T20:59:32.629215] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-11-26T20:59:32.630250] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-11-26T20:59:32.630323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:32.630371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:32.630431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:32.630539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:32.697061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:32.698432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:32.698568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:32.698620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:32.821774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:32.822061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:32.822123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:32.822160] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:32.826528] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-11-26T20:59:32.826933] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-11-26T20:59:32.827101] [INFO ] [sig ] HRTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:32.979236] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRTG.txt [2025-11-26T20:59:32.979491] [INFO ] [sig ] [1566/3599] Completed HRTG in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:32.979553] [INFO ] [sig ] [1567/3599] Forecasting HRTX... [2025-11-26T20:59:32.979591] [INFO ] [sig ] Generating forecast for: HRTX [2025-11-26T20:59:32.979664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'. [2025-11-26T20:59:32.993919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTX'. [2025-11-26T20:59:32.994452] [INFO ] [FORECASTER] Starting predict_future for HRTX [2025-11-26T20:59:32.995446] [DEBUG] [LOCAL ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt [2025-11-26T20:59:32.995520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:32.995572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:32.995624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:32.995737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:33.055336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:33.056516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:33.056633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:33.056712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:33.178023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:33.178285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:33.178357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:33.178413] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:33.182734] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=48.55%) [2025-11-26T20:59:33.183161] [INFO ] [FORECASTER] Completed predict_future for HRTX [2025-11-26T20:59:33.183344] [INFO ] [sig ] HRTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:33.331300] [INFO ] [LOCAL ] Saved forecast: HRTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRTX.txt [2025-11-26T20:59:33.331539] [INFO ] [sig ] [1567/3599] Completed HRTX in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:33.331600] [INFO ] [sig ] [1568/3599] Forecasting HSAI... [2025-11-26T20:59:33.331675] [INFO ] [sig ] Generating forecast for: HSAI [2025-11-26T20:59:33.331732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'. [2025-11-26T20:59:33.345713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSAI'. [2025-11-26T20:59:33.346266] [INFO ] [FORECASTER] Starting predict_future for HSAI [2025-11-26T20:59:33.347273] [DEBUG] [LOCAL ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt [2025-11-26T20:59:33.347350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:33.347398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:33.347439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:33.347506] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:33.406882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:33.407886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:33.407994] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:33.408041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:33.528454] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:33.528671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:33.528720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:33.528762] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:33.532179] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=9.79%) [2025-11-26T20:59:33.532485] [INFO ] [FORECASTER] Completed predict_future for HSAI [2025-11-26T20:59:33.532637] [INFO ] [sig ] HSAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:33.673564] [INFO ] [LOCAL ] Saved forecast: HSAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HSAI.txt [2025-11-26T20:59:33.673779] [INFO ] [sig ] [1568/3599] Completed HSAI in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:33.673841] [INFO ] [sig ] [1569/3599] Forecasting HSBC... [2025-11-26T20:59:33.673877] [INFO ] [sig ] Generating forecast for: HSBC [2025-11-26T20:59:33.673917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-11-26T20:59:33.688358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSBC'. [2025-11-26T20:59:33.689058] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-11-26T20:59:33.690118] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-11-26T20:59:33.690201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:33.690252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:33.690297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:33.690371] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:33.755926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:33.757193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:33.757325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:33.757379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:33.886565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:33.886866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:33.886931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:33.886975] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:33.891156] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-11-26T20:59:33.891506] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-11-26T20:59:33.891700] [INFO ] [sig ] HSBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:34.038874] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSBC.txt [2025-11-26T20:59:34.039133] [INFO ] [sig ] [1569/3599] Completed HSBC in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:34.039195] [INFO ] [sig ] [1570/3599] Forecasting HSCS... [2025-11-26T20:59:34.039242] [INFO ] [sig ] Generating forecast for: HSCS [2025-11-26T20:59:34.039300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'. [2025-11-26T20:59:34.052680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSCS'. [2025-11-26T20:59:34.053204] [INFO ] [FORECASTER] Starting predict_future for HSCS [2025-11-26T20:59:34.054218] [DEBUG] [LOCAL ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt [2025-11-26T20:59:34.054294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:34.054343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:34.054385] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:34.054457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:34.113719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:34.115046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:34.115176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:34.115229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:34.233858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:34.234135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:34.234199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:34.234238] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:34.238319] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=47.39%) [2025-11-26T20:59:34.238681] [INFO ] [FORECASTER] Completed predict_future for HSCS [2025-11-26T20:59:34.238845] [INFO ] [sig ] HSCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:34.470657] [INFO ] [LOCAL ] Saved forecast: HSCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HSCS.txt [2025-11-26T20:59:34.470909] [INFO ] [sig ] [1570/3599] Completed HSCS in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:34.470977] [INFO ] [sig ] [1571/3599] Forecasting HSHP... [2025-11-26T20:59:34.471020] [INFO ] [sig ] Generating forecast for: HSHP [2025-11-26T20:59:34.471066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-11-26T20:59:34.484186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSHP'. [2025-11-26T20:59:34.484602] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-11-26T20:59:34.485479] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-11-26T20:59:34.485550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:34.485597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:34.485636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:34.485726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:34.542530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:34.543222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:34.543323] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:34.543370] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:34.662603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:34.662794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:34.662851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:34.662895] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:34.666277] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-11-26T20:59:34.666579] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-11-26T20:59:34.666752] [INFO ] [sig ] HSHP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:34.806734] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSHP.txt [2025-11-26T20:59:34.806926] [INFO ] [sig ] [1571/3599] Completed HSHP in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:34.806987] [INFO ] [sig ] [1572/3599] Forecasting HSIC... [2025-11-26T20:59:34.807041] [INFO ] [sig ] Generating forecast for: HSIC [2025-11-26T20:59:34.807092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'. [2025-11-26T20:59:34.820625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSIC'. [2025-11-26T20:59:34.821047] [INFO ] [FORECASTER] Starting predict_future for HSIC [2025-11-26T20:59:34.822253] [DEBUG] [LOCAL ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt [2025-11-26T20:59:34.822346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:34.822418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:34.822485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:34.822599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:34.881730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:34.882606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:34.882722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:34.882770] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:35.002554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:35.002767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:35.002837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:35.002896] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:35.006277] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=45.19%) [2025-11-26T20:59:35.006578] [INFO ] [FORECASTER] Completed predict_future for HSIC [2025-11-26T20:59:35.006754] [INFO ] [sig ] HSIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:35.146628] [INFO ] [LOCAL ] Saved forecast: HSIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HSIC.txt [2025-11-26T20:59:35.146827] [INFO ] [sig ] [1572/3599] Completed HSIC in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:35.146898] [INFO ] [sig ] [1573/3599] Forecasting HSII... [2025-11-26T20:59:35.146956] [INFO ] [sig ] Generating forecast for: HSII [2025-11-26T20:59:35.147014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'. [2025-11-26T20:59:35.161098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSII'. [2025-11-26T20:59:35.161454] [INFO ] [FORECASTER] Starting predict_future for HSII [2025-11-26T20:59:35.162497] [DEBUG] [LOCAL ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt [2025-11-26T20:59:35.162578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:35.162635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:35.162710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:35.162803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:35.227576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:35.229201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:35.229325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:35.229374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:35.349510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:35.349719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:35.349776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:35.349820] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:35.353343] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=92.47%) [2025-11-26T20:59:35.353684] [INFO ] [FORECASTER] Completed predict_future for HSII [2025-11-26T20:59:35.353838] [INFO ] [sig ] HSII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:35.499238] [INFO ] [LOCAL ] Saved forecast: HSII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSII.txt [2025-11-26T20:59:35.499443] [INFO ] [sig ] [1573/3599] Completed HSII in 0.4s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:35.499507] [INFO ] [sig ] [1574/3599] Forecasting HSTM... [2025-11-26T20:59:35.499550] [INFO ] [sig ] Generating forecast for: HSTM [2025-11-26T20:59:35.499593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'. [2025-11-26T20:59:35.511457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSTM'. [2025-11-26T20:59:35.511820] [INFO ] [FORECASTER] Starting predict_future for HSTM [2025-11-26T20:59:35.512676] [DEBUG] [LOCAL ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt [2025-11-26T20:59:35.512742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:35.512788] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:35.512827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:35.512894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:35.570696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:35.571525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:35.571628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:35.571701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:35.691525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:35.691743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:35.691803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:35.691846] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:35.695417] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=94.41%) [2025-11-26T20:59:35.695755] [INFO ] [FORECASTER] Completed predict_future for HSTM [2025-11-26T20:59:35.695912] [INFO ] [sig ] HSTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:35.838146] [INFO ] [LOCAL ] Saved forecast: HSTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSTM.txt [2025-11-26T20:59:35.838349] [INFO ] [sig ] [1574/3599] Completed HSTM in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:35.838412] [INFO ] [sig ] [1575/3599] Forecasting HSY... [2025-11-26T20:59:35.838464] [INFO ] [sig ] Generating forecast for: HSY [2025-11-26T20:59:35.838514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-11-26T20:59:35.850686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSY'. [2025-11-26T20:59:35.851118] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-11-26T20:59:35.852018] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-11-26T20:59:35.852097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:35.852143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:35.852182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:35.852249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:35.910321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:35.911230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:35.911330] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:35.911372] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:36.027394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:36.027574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:36.027620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:36.027682] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:36.031008] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=57.85%) [2025-11-26T20:59:36.031292] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-11-26T20:59:36.031434] [INFO ] [sig ] HSY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:36.175682] [INFO ] [LOCAL ] Saved forecast: HSY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSY.txt [2025-11-26T20:59:36.175862] [INFO ] [sig ] [1575/3599] Completed HSY in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:36.175917] [INFO ] [sig ] [1576/3599] Forecasting HTBK... [2025-11-26T20:59:36.175953] [INFO ] [sig ] Generating forecast for: HTBK [2025-11-26T20:59:36.175996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'. [2025-11-26T20:59:36.187394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTBK'. [2025-11-26T20:59:36.187872] [INFO ] [FORECASTER] Starting predict_future for HTBK [2025-11-26T20:59:36.188726] [DEBUG] [LOCAL ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt [2025-11-26T20:59:36.188796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:36.188841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:36.188882] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:36.188949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:36.245257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:36.245948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:36.246042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:36.246089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:36.364222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:36.364400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:36.364457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:36.364498] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:36.367928] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=46.46%) [2025-11-26T20:59:36.368219] [INFO ] [FORECASTER] Completed predict_future for HTBK [2025-11-26T20:59:36.368372] [INFO ] [sig ] HTBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:36.508272] [INFO ] [LOCAL ] Saved forecast: HTBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTBK.txt [2025-11-26T20:59:36.508426] [INFO ] [sig ] [1576/3599] Completed HTBK in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:36.508480] [INFO ] [sig ] [1577/3599] Forecasting HTGC... [2025-11-26T20:59:36.508522] [INFO ] [sig ] Generating forecast for: HTGC [2025-11-26T20:59:36.508565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-11-26T20:59:36.519565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTGC'. [2025-11-26T20:59:36.519870] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-11-26T20:59:36.520697] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-11-26T20:59:36.520764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:36.520808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:36.520848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:36.520931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:36.578040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:36.578706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:36.578800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:36.578847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:36.696956] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:36.697136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:36.697190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:36.697231] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:36.700610] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=77.92%) [2025-11-26T20:59:36.700913] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-11-26T20:59:36.701054] [INFO ] [sig ] HTGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:36.839943] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HTGC.txt [2025-11-26T20:59:36.840112] [INFO ] [sig ] [1577/3599] Completed HTGC in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:36.840169] [INFO ] [sig ] [1578/3599] Forecasting HTH... [2025-11-26T20:59:36.840213] [INFO ] [sig ] Generating forecast for: HTH [2025-11-26T20:59:36.840255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-11-26T20:59:36.851881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTH'. [2025-11-26T20:59:36.852255] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-11-26T20:59:36.853138] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-11-26T20:59:36.853210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:36.853276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:36.853363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:36.853492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:36.909774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:36.910447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:36.910552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:36.910634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:37.025622] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:37.025801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:37.025886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:37.025968] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:37.029462] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-11-26T20:59:37.029836] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-11-26T20:59:37.030010] [INFO ] [sig ] HTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:37.169898] [INFO ] [LOCAL ] Saved forecast: HTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTH.txt [2025-11-26T20:59:37.170061] [INFO ] [sig ] [1578/3599] Completed HTH in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:37.170143] [INFO ] [sig ] [1579/3599] Forecasting HTLD... [2025-11-26T20:59:37.170218] [INFO ] [sig ] Generating forecast for: HTLD [2025-11-26T20:59:37.170289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'. [2025-11-26T20:59:37.181339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTLD'. [2025-11-26T20:59:37.181711] [INFO ] [FORECASTER] Starting predict_future for HTLD [2025-11-26T20:59:37.182584] [DEBUG] [LOCAL ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt [2025-11-26T20:59:37.182703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:37.182796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:37.182868] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:37.182994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:37.241209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:37.241935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:37.242033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:37.242091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:37.359107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:37.359262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:37.359313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:37.359360] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:37.362719] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=6.87%) [2025-11-26T20:59:37.363015] [INFO ] [FORECASTER] Completed predict_future for HTLD [2025-11-26T20:59:37.363159] [INFO ] [sig ] HTLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:37.501690] [INFO ] [LOCAL ] Saved forecast: HTLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTLD.txt [2025-11-26T20:59:37.501830] [INFO ] [sig ] [1579/3599] Completed HTLD in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T20:59:37.501883] [INFO ] [sig ] [1580/3599] Forecasting HTOO... [2025-11-26T20:59:37.501938] [INFO ] [sig ] Generating forecast for: HTOO [2025-11-26T20:59:37.501989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'. [2025-11-26T20:59:37.512823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTOO'. [2025-11-26T20:59:37.513123] [INFO ] [FORECASTER] Starting predict_future for HTOO [2025-11-26T20:59:37.513980] [DEBUG] [LOCAL ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt [2025-11-26T20:59:37.514049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:37.514093] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:37.514132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:37.514205] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:37.570902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:37.571532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:37.571624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:37.571699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:37.690385] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:37.690601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:37.690674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:37.690716] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:37.694125] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=3.70%) [2025-11-26T20:59:37.694438] [INFO ] [FORECASTER] Completed predict_future for HTOO [2025-11-26T20:59:37.694584] [INFO ] [sig ] HTOO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:37.834984] [INFO ] [LOCAL ] Saved forecast: HTOO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTOO.txt [2025-11-26T20:59:37.835138] [INFO ] [sig ] [1580/3599] Completed HTOO in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.5m [2025-11-26T20:59:37.835191] [INFO ] [sig ] [1581/3599] Forecasting HTZ... [2025-11-26T20:59:37.835234] [INFO ] [sig ] Generating forecast for: HTZ [2025-11-26T20:59:37.835278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'. [2025-11-26T20:59:37.846288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTZ'. [2025-11-26T20:59:37.846618] [INFO ] [FORECASTER] Starting predict_future for HTZ [2025-11-26T20:59:37.847530] [DEBUG] [LOCAL ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt [2025-11-26T20:59:37.847602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:37.847668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:37.847711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:37.847776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:37.904958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:37.905661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:37.905755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:37.905800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:38.026132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:38.026290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:38.026340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:38.026380] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:38.029728] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T20:59:38.030016] [INFO ] [FORECASTER] Completed predict_future for HTZ [2025-11-26T20:59:38.030162] [INFO ] [sig ] HTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:38.170508] [INFO ] [LOCAL ] Saved forecast: HTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTZ.txt [2025-11-26T20:59:38.170657] [INFO ] [sig ] [1581/3599] Completed HTZ in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.5m [2025-11-26T20:59:38.170714] [INFO ] [sig ] [1582/3599] Forecasting HUBB... [2025-11-26T20:59:38.170754] [INFO ] [sig ] Generating forecast for: HUBB [2025-11-26T20:59:38.170790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-11-26T20:59:38.182166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBB'. [2025-11-26T20:59:38.182493] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-11-26T20:59:38.183353] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-11-26T20:59:38.183423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:38.183470] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:38.183510] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:38.183580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:38.242875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:38.243526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:38.243621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:38.243865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:38.363096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:38.363239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:38.363289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:38.363328] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:38.366625] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-11-26T20:59:38.366927] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-11-26T20:59:38.367069] [INFO ] [sig ] HUBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:38.510078] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUBB.txt [2025-11-26T20:59:38.510239] [INFO ] [sig ] [1582/3599] Completed HUBB in 0.3s | 2.91 sym/s | Total: 9.0m | ETA: 11.5m [2025-11-26T20:59:38.510293] [INFO ] [sig ] [1583/3599] Forecasting HUBG... [2025-11-26T20:59:38.510338] [INFO ] [sig ] Generating forecast for: HUBG [2025-11-26T20:59:38.510377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'. [2025-11-26T20:59:38.521721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBG'. [2025-11-26T20:59:38.522040] [INFO ] [FORECASTER] Starting predict_future for HUBG [2025-11-26T20:59:38.522913] [DEBUG] [LOCAL ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt [2025-11-26T20:59:38.522983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:38.523028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:38.523070] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:38.523141] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:38.581269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:38.581925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:38.582019] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:38.582059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:38.697963] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:38.698107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:38.698157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:38.698198] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:38.701485] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=21.30%) [2025-11-26T20:59:38.701805] [INFO ] [FORECASTER] Completed predict_future for HUBG [2025-11-26T20:59:38.701963] [INFO ] [sig ] HUBG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:38.840202] [INFO ] [LOCAL ] Saved forecast: HUBG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HUBG.txt [2025-11-26T20:59:38.840335] [INFO ] [sig ] [1583/3599] Completed HUBG in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:38.840387] [INFO ] [sig ] [1584/3599] Forecasting HUBS... [2025-11-26T20:59:38.840439] [INFO ] [sig ] Generating forecast for: HUBS [2025-11-26T20:59:38.840480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-11-26T20:59:38.851592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBS'. [2025-11-26T20:59:38.851949] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-11-26T20:59:38.852842] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-11-26T20:59:38.852927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:38.852982] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:38.853024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:38.853093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:38.911960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:38.912618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:38.912732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:38.912783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:39.033955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:39.034086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:39.034134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:39.034173] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:39.037547] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=62.38%) [2025-11-26T20:59:39.037876] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-11-26T20:59:39.038023] [INFO ] [sig ] HUBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:39.180412] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUBS.txt [2025-11-26T20:59:39.180553] [INFO ] [sig ] [1584/3599] Completed HUBS in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:39.180607] [INFO ] [sig ] [1585/3599] Forecasting HUM... [2025-11-26T20:59:39.180670] [INFO ] [sig ] Generating forecast for: HUM [2025-11-26T20:59:39.180708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-11-26T20:59:39.192010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUM'. [2025-11-26T20:59:39.192358] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-11-26T20:59:39.193239] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-11-26T20:59:39.193309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:39.193366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:39.193416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:39.193499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:39.255552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:39.256353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:39.256450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:39.256497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:39.378780] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:39.378944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:39.379009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:39.379061] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:39.382518] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=68.09%) [2025-11-26T20:59:39.382864] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-11-26T20:59:39.383027] [INFO ] [sig ] HUM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:39.526404] [INFO ] [LOCAL ] Saved forecast: HUM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUM.txt [2025-11-26T20:59:39.526556] [INFO ] [sig ] [1585/3599] Completed HUM in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:39.526610] [INFO ] [sig ] [1586/3599] Forecasting HUMA... [2025-11-26T20:59:39.526706] [INFO ] [sig ] Generating forecast for: HUMA [2025-11-26T20:59:39.526752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'. [2025-11-26T20:59:39.538791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUMA'. [2025-11-26T20:59:39.539203] [INFO ] [FORECASTER] Starting predict_future for HUMA [2025-11-26T20:59:39.540072] [DEBUG] [LOCAL ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt [2025-11-26T20:59:39.540143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:39.540188] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:39.540228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:39.540296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:39.598932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:39.599829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:39.599930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:39.599978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:39.722948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:39.723128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:39.723200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:39.723243] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:39.726630] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=33.04%) [2025-11-26T20:59:39.726939] [INFO ] [FORECASTER] Completed predict_future for HUMA [2025-11-26T20:59:39.727087] [INFO ] [sig ] HUMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:39.869614] [INFO ] [LOCAL ] Saved forecast: HUMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HUMA.txt [2025-11-26T20:59:39.869798] [INFO ] [sig ] [1586/3599] Completed HUMA in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:39.869855] [INFO ] [sig ] [1587/3599] Forecasting HUN... [2025-11-26T20:59:39.869900] [INFO ] [sig ] Generating forecast for: HUN [2025-11-26T20:59:39.869943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-11-26T20:59:39.880907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUN'. [2025-11-26T20:59:39.881225] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-11-26T20:59:39.882054] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-11-26T20:59:39.882123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:39.882168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:39.882207] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:39.882273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:39.940756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:39.941507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:39.941608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:39.941678] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:40.064735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:40.064922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:40.064978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:40.065023] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:40.069002] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=84.91%) [2025-11-26T20:59:40.069303] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-11-26T20:59:40.069454] [INFO ] [sig ] HUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:40.214068] [INFO ] [LOCAL ] Saved forecast: HUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUN.txt [2025-11-26T20:59:40.214254] [INFO ] [sig ] [1587/3599] Completed HUN in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:40.214308] [INFO ] [sig ] [1588/3599] Forecasting HURC... [2025-11-26T20:59:40.214352] [INFO ] [sig ] Generating forecast for: HURC [2025-11-26T20:59:40.214393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'. [2025-11-26T20:59:40.226877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURC'. [2025-11-26T20:59:40.227311] [INFO ] [FORECASTER] Starting predict_future for HURC [2025-11-26T20:59:40.228251] [DEBUG] [LOCAL ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt [2025-11-26T20:59:40.228323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:40.228369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:40.228407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:40.228481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:40.299332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:40.300343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:40.300466] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:40.300516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:40.438466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:40.438695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:40.438755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:40.438792] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:40.442519] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T20:59:40.442906] [INFO ] [FORECASTER] Completed predict_future for HURC [2025-11-26T20:59:40.443078] [INFO ] [sig ] HURC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:40.599533] [INFO ] [LOCAL ] Saved forecast: HURC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HURC.txt [2025-11-26T20:59:40.599820] [INFO ] [sig ] [1588/3599] Completed HURC in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:40.599901] [INFO ] [sig ] [1589/3599] Forecasting HURN... [2025-11-26T20:59:40.599969] [INFO ] [sig ] Generating forecast for: HURN [2025-11-26T20:59:40.600046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'. [2025-11-26T20:59:40.616962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURN'. [2025-11-26T20:59:40.617496] [INFO ] [FORECASTER] Starting predict_future for HURN [2025-11-26T20:59:40.618809] [DEBUG] [LOCAL ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt [2025-11-26T20:59:40.618905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:40.618981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:40.619047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:40.619154] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:40.712008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:40.713354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:40.713519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:40.713597] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:40.861930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:40.862136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:40.862195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:40.862238] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:40.866425] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=21.22%) [2025-11-26T20:59:40.866953] [INFO ] [FORECASTER] Completed predict_future for HURN [2025-11-26T20:59:40.867173] [INFO ] [sig ] HURN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:41.035551] [INFO ] [LOCAL ] Saved forecast: HURN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HURN.txt [2025-11-26T20:59:41.035798] [INFO ] [sig ] [1589/3599] Completed HURN in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:41.035864] [INFO ] [sig ] [1590/3599] Forecasting HUYA... [2025-11-26T20:59:41.035910] [INFO ] [sig ] Generating forecast for: HUYA [2025-11-26T20:59:41.035955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-11-26T20:59:41.049246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUYA'. [2025-11-26T20:59:41.049771] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-11-26T20:59:41.050827] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-11-26T20:59:41.050906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:41.050971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:41.051013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:41.051082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:41.131425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:41.132539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:41.132698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:41.132756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:41.261178] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:41.261375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:41.261432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:41.261474] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:41.264983] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=93.39%) [2025-11-26T20:59:41.265322] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-11-26T20:59:41.265482] [INFO ] [sig ] HUYA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:41.414633] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUYA.txt [2025-11-26T20:59:41.414853] [INFO ] [sig ] [1590/3599] Completed HUYA in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:41.414908] [INFO ] [sig ] [1591/3599] Forecasting HWC... [2025-11-26T20:59:41.414952] [INFO ] [sig ] Generating forecast for: HWC [2025-11-26T20:59:41.414992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'. [2025-11-26T20:59:41.426361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWC'. [2025-11-26T20:59:41.426743] [INFO ] [FORECASTER] Starting predict_future for HWC [2025-11-26T20:59:41.427635] [DEBUG] [LOCAL ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt [2025-11-26T20:59:41.427730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:41.427775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:41.427814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:41.427906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:41.487711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:41.488509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:41.488605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:41.488674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:41.611626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:41.611801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:41.611853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:41.611897] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:41.615195] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=49.12%) [2025-11-26T20:59:41.615486] [INFO ] [FORECASTER] Completed predict_future for HWC [2025-11-26T20:59:41.615635] [INFO ] [sig ] HWC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:41.754763] [INFO ] [LOCAL ] Saved forecast: HWC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HWC.txt [2025-11-26T20:59:41.754929] [INFO ] [sig ] [1591/3599] Completed HWC in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:41.754985] [INFO ] [sig ] [1592/3599] Forecasting HWH... [2025-11-26T20:59:41.755032] [INFO ] [sig ] Generating forecast for: HWH [2025-11-26T20:59:41.755079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'. [2025-11-26T20:59:41.766199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWH'. [2025-11-26T20:59:41.766567] [INFO ] [FORECASTER] Starting predict_future for HWH [2025-11-26T20:59:41.767422] [DEBUG] [LOCAL ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt [2025-11-26T20:59:41.767492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:41.767567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:41.767616] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:41.767708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:41.826017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:41.826872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:41.826970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:41.827016] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:41.949847] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:41.950036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:41.950090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:41.950132] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:41.953680] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=17.03%) [2025-11-26T20:59:41.953977] [INFO ] [FORECASTER] Completed predict_future for HWH [2025-11-26T20:59:41.954123] [INFO ] [sig ] HWH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:42.093686] [INFO ] [LOCAL ] Saved forecast: HWH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HWH.txt [2025-11-26T20:59:42.093865] [INFO ] [sig ] [1592/3599] Completed HWH in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:42.093930] [INFO ] [sig ] [1593/3599] Forecasting HWKN... [2025-11-26T20:59:42.093973] [INFO ] [sig ] Generating forecast for: HWKN [2025-11-26T20:59:42.094014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'. [2025-11-26T20:59:42.106461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWKN'. [2025-11-26T20:59:42.106855] [INFO ] [FORECASTER] Starting predict_future for HWKN [2025-11-26T20:59:42.107729] [DEBUG] [LOCAL ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt [2025-11-26T20:59:42.107796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:42.107841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:42.107880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:42.107946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:42.165186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:42.166029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:42.166129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:42.166178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:42.284115] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:42.284302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:42.284363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:42.284408] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:42.287846] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=63.31%) [2025-11-26T20:59:42.288145] [INFO ] [FORECASTER] Completed predict_future for HWKN [2025-11-26T20:59:42.288292] [INFO ] [sig ] HWKN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:42.429802] [INFO ] [LOCAL ] Saved forecast: HWKN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HWKN.txt [2025-11-26T20:59:42.429973] [INFO ] [sig ] [1593/3599] Completed HWKN in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:42.430035] [INFO ] [sig ] [1594/3599] Forecasting HXL... [2025-11-26T20:59:42.430080] [INFO ] [sig ] Generating forecast for: HXL [2025-11-26T20:59:42.430121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-11-26T20:59:42.441562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HXL'. [2025-11-26T20:59:42.441941] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-11-26T20:59:42.442888] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-11-26T20:59:42.442965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:42.443025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:42.443079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:42.443172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:42.502298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:42.503274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:42.503379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:42.503427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:42.635205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:42.635398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:42.635452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:42.635496] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:42.639163] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=80.90%) [2025-11-26T20:59:42.639479] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-11-26T20:59:42.639687] [INFO ] [sig ] HXL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:42.781851] [INFO ] [LOCAL ] Saved forecast: HXL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HXL.txt [2025-11-26T20:59:42.782045] [INFO ] [sig ] [1594/3599] Completed HXL in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:42.782102] [INFO ] [sig ] [1595/3599] Forecasting HY... [2025-11-26T20:59:42.782148] [INFO ] [sig ] Generating forecast for: HY [2025-11-26T20:59:42.782192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-11-26T20:59:42.795060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HY'. [2025-11-26T20:59:42.795458] [INFO ] [FORECASTER] Starting predict_future for HY [2025-11-26T20:59:42.796317] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-11-26T20:59:42.796388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:42.796435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:42.796478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:42.796549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:42.855197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:42.856033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:42.856136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:42.856185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:42.980057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:42.980264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:42.980321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:42.980377] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:42.983988] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=61.04%) [2025-11-26T20:59:42.984354] [INFO ] [FORECASTER] Completed predict_future for HY [2025-11-26T20:59:42.984532] [INFO ] [sig ] HY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:43.130036] [INFO ] [LOCAL ] Saved forecast: HY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HY.txt [2025-11-26T20:59:43.130196] [INFO ] [sig ] [1595/3599] Completed HY in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:43.130250] [INFO ] [sig ] [1596/3599] Forecasting HYFM... [2025-11-26T20:59:43.130293] [INFO ] [sig ] Generating forecast for: HYFM [2025-11-26T20:59:43.130334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'. [2025-11-26T20:59:43.142259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYFM'. [2025-11-26T20:59:43.142670] [INFO ] [FORECASTER] Starting predict_future for HYFM [2025-11-26T20:59:43.143565] [DEBUG] [LOCAL ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt [2025-11-26T20:59:43.143659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:43.143709] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:43.143750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:43.143820] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:43.204950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:43.205852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:43.205955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:43.206003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:43.324531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:43.324749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:43.324806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:43.324849] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:43.328419] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=33.32%) [2025-11-26T20:59:43.328765] [INFO ] [FORECASTER] Completed predict_future for HYFM [2025-11-26T20:59:43.328941] [INFO ] [sig ] HYFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:43.475713] [INFO ] [LOCAL ] Saved forecast: HYFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HYFM.txt [2025-11-26T20:59:43.475896] [INFO ] [sig ] [1596/3599] Completed HYFM in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:43.475977] [INFO ] [sig ] [1597/3599] Forecasting HYI... [2025-11-26T20:59:43.476024] [INFO ] [sig ] Generating forecast for: HYI [2025-11-26T20:59:43.476068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-11-26T20:59:43.487921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYI'. [2025-11-26T20:59:43.488291] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-11-26T20:59:43.489243] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-11-26T20:59:43.489320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:43.489376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:43.489423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:43.489505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:43.548152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:43.549040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:43.549137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:43.549183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:43.666834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:43.667011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:43.667062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:43.667118] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:43.670526] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=85.47%) [2025-11-26T20:59:43.670844] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-11-26T20:59:43.670988] [INFO ] [sig ] HYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:43.812206] [INFO ] [LOCAL ] Saved forecast: HYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYI.txt [2025-11-26T20:59:43.812434] [INFO ] [sig ] [1597/3599] Completed HYI in 0.3s | 2.91 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T20:59:43.812512] [INFO ] [sig ] [1598/3599] Forecasting HYLS... [2025-11-26T20:59:43.812560] [INFO ] [sig ] Generating forecast for: HYLS [2025-11-26T20:59:43.812606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'. [2025-11-26T20:59:43.826726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYLS'. [2025-11-26T20:59:43.827154] [INFO ] [FORECASTER] Starting predict_future for HYLS [2025-11-26T20:59:43.828057] [DEBUG] [LOCAL ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt [2025-11-26T20:59:43.828131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:43.828178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:43.828218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:43.828291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:43.888155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:43.889175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:43.889281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:43.889328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:44.019452] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:44.019667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:44.019729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:44.019775] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:44.023373] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=1.83%) [2025-11-26T20:59:44.023713] [INFO ] [FORECASTER] Completed predict_future for HYLS [2025-11-26T20:59:44.023859] [INFO ] [sig ] HYLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:44.164047] [INFO ] [LOCAL ] Saved forecast: HYLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HYLS.txt [2025-11-26T20:59:44.164192] [INFO ] [sig ] [1598/3599] Completed HYLS in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.4m [2025-11-26T20:59:44.164245] [INFO ] [sig ] [1599/3599] Forecasting HYMC... [2025-11-26T20:59:44.164286] [INFO ] [sig ] Generating forecast for: HYMC [2025-11-26T20:59:44.164328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'. [2025-11-26T20:59:44.177615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYMC'. [2025-11-26T20:59:44.178093] [INFO ] [FORECASTER] Starting predict_future for HYMC [2025-11-26T20:59:44.179047] [DEBUG] [LOCAL ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt [2025-11-26T20:59:44.179131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:44.179189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:44.179241] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:44.179334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:44.239906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:44.240836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:44.240941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:44.241009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:44.363186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:44.363385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:44.363441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:44.363482] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:44.367165] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=93.25%) [2025-11-26T20:59:44.367480] [INFO ] [FORECASTER] Completed predict_future for HYMC [2025-11-26T20:59:44.367682] [INFO ] [sig ] HYMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:44.514226] [INFO ] [LOCAL ] Saved forecast: HYMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYMC.txt [2025-11-26T20:59:44.514417] [INFO ] [sig ] [1599/3599] Completed HYMC in 0.4s | 2.91 sym/s | Total: 9.1m | ETA: 11.4m [2025-11-26T20:59:44.514472] [INFO ] [sig ] [1600/3599] Forecasting HYXF... [2025-11-26T20:59:44.514520] [INFO ] [sig ] Generating forecast for: HYXF [2025-11-26T20:59:44.514556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'. [2025-11-26T20:59:44.526489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYXF'. [2025-11-26T20:59:44.526931] [INFO ] [FORECASTER] Starting predict_future for HYXF [2025-11-26T20:59:44.527921] [DEBUG] [LOCAL ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt [2025-11-26T20:59:44.527995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:44.528041] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:44.528083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:44.528151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:44.591381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:44.592307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:44.592421] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:44.592471] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:44.698067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:44.698256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:44.698310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:44.698350] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:44.701851] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-11-26T20:59:44.702175] [INFO ] [FORECASTER] Completed predict_future for HYXF [2025-11-26T20:59:44.702328] [INFO ] [sig ] HYXF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:44.843956] [INFO ] [LOCAL ] Saved forecast: HYXF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYXF.txt [2025-11-26T20:59:44.844152] [INFO ] [sig ] [1600/3599] Completed HYXF in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:44.844207] [INFO ] [sig ] [1601/3599] Forecasting HYZD... [2025-11-26T20:59:44.844249] [INFO ] [sig ] Generating forecast for: HYZD [2025-11-26T20:59:44.844284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'. [2025-11-26T20:59:44.855728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYZD'. [2025-11-26T20:59:44.856105] [INFO ] [FORECASTER] Starting predict_future for HYZD [2025-11-26T20:59:44.856995] [DEBUG] [LOCAL ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt [2025-11-26T20:59:44.857066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:44.857112] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:44.857177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:44.857257] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:44.918056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:44.918962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:44.919064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:44.919124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:45.040684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:45.040867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:45.040927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:45.040966] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:45.044565] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=80.33%) [2025-11-26T20:59:45.044907] [INFO ] [FORECASTER] Completed predict_future for HYZD [2025-11-26T20:59:45.045057] [INFO ] [sig ] HYZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:45.189062] [INFO ] [LOCAL ] Saved forecast: HYZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYZD.txt [2025-11-26T20:59:45.189257] [INFO ] [sig ] [1601/3599] Completed HYZD in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:45.189312] [INFO ] [sig ] [1602/3599] Forecasting HZO... [2025-11-26T20:59:45.189352] [INFO ] [sig ] Generating forecast for: HZO [2025-11-26T20:59:45.189395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-11-26T20:59:45.202097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HZO'. [2025-11-26T20:59:45.202534] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-11-26T20:59:45.203437] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-11-26T20:59:45.203508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:45.203553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:45.203595] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:45.203680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:45.264185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:45.265153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:45.265265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:45.265339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:45.391441] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:45.391658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:45.391729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:45.391781] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:45.395672] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=33.69%) [2025-11-26T20:59:45.396029] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-11-26T20:59:45.396210] [INFO ] [sig ] HZO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:45.542879] [INFO ] [LOCAL ] Saved forecast: HZO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HZO.txt [2025-11-26T20:59:45.543064] [INFO ] [sig ] [1602/3599] Completed HZO in 0.4s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:45.543119] [INFO ] [sig ] [1603/3599] Forecasting IAC... [2025-11-26T20:59:45.543158] [INFO ] [sig ] Generating forecast for: IAC [2025-11-26T20:59:45.543201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'. [2025-11-26T20:59:45.554771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAC'. [2025-11-26T20:59:45.555072] [INFO ] [FORECASTER] Starting predict_future for IAC [2025-11-26T20:59:45.555926] [DEBUG] [LOCAL ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt [2025-11-26T20:59:45.555995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:45.556041] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:45.556080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:45.556149] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:45.614000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:45.614853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:45.614952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:45.614998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:45.736414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:45.736606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:45.736692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:45.736743] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:45.740297] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=8.92%) [2025-11-26T20:59:45.740593] [INFO ] [FORECASTER] Completed predict_future for IAC [2025-11-26T20:59:45.740786] [INFO ] [sig ] IAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:45.881463] [INFO ] [LOCAL ] Saved forecast: IAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IAC.txt [2025-11-26T20:59:45.881609] [INFO ] [sig ] [1603/3599] Completed IAC in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:45.881689] [INFO ] [sig ] [1604/3599] Forecasting IAE... [2025-11-26T20:59:45.881734] [INFO ] [sig ] Generating forecast for: IAE [2025-11-26T20:59:45.881775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-11-26T20:59:45.892587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAE'. [2025-11-26T20:59:45.892921] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-11-26T20:59:45.893770] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-11-26T20:59:45.893839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:45.893886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:45.893926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:45.893994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:45.952711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:45.953387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:45.953481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:45.953526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:46.066912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:46.067075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:46.067128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:46.067172] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:46.070545] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=99.59%) [2025-11-26T20:59:46.070858] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-11-26T20:59:46.071002] [INFO ] [sig ] IAE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:46.215607] [INFO ] [LOCAL ] Saved forecast: IAE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IAE.txt [2025-11-26T20:59:46.215874] [INFO ] [sig ] [1604/3599] Completed IAE in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:46.215959] [INFO ] [sig ] [1605/3599] Forecasting IAG... [2025-11-26T20:59:46.216029] [INFO ] [sig ] Generating forecast for: IAG [2025-11-26T20:59:46.216104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-11-26T20:59:46.228606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAG'. [2025-11-26T20:59:46.229337] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-11-26T20:59:46.230516] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-11-26T20:59:46.230586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:46.230635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:46.230697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:46.230766] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:46.292006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:46.292758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:46.292857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:46.292903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:46.415883] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:46.416052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:46.416103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:46.416144] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:46.419675] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-11-26T20:59:46.419971] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-11-26T20:59:46.420114] [INFO ] [sig ] IAG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:46.561160] [INFO ] [LOCAL ] Saved forecast: IAG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IAG.txt [2025-11-26T20:59:46.561307] [INFO ] [sig ] [1605/3599] Completed IAG in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:46.561362] [INFO ] [sig ] [1606/3599] Forecasting IAS... [2025-11-26T20:59:46.561405] [INFO ] [sig ] Generating forecast for: IAS [2025-11-26T20:59:46.561445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'. [2025-11-26T20:59:46.573865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAS'. [2025-11-26T20:59:46.574377] [INFO ] [FORECASTER] Starting predict_future for IAS [2025-11-26T20:59:46.575306] [DEBUG] [LOCAL ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt [2025-11-26T20:59:46.575379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:46.575426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:46.575466] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:46.575534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:46.635910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:46.636855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:46.636960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:46.637008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:46.755460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:46.755667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:46.755721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:46.755763] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:46.759170] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-11-26T20:59:46.759466] [INFO ] [FORECASTER] Completed predict_future for IAS [2025-11-26T20:59:46.759616] [INFO ] [sig ] IAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:46.899279] [INFO ] [LOCAL ] Saved forecast: IAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IAS.txt [2025-11-26T20:59:46.899487] [INFO ] [sig ] [1606/3599] Completed IAS in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:46.899567] [INFO ] [sig ] [1607/3599] Forecasting IBB... [2025-11-26T20:59:46.899605] [INFO ] [sig ] Generating forecast for: IBB [2025-11-26T20:59:46.899662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'. [2025-11-26T20:59:46.915491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBB'. [2025-11-26T20:59:46.916260] [INFO ] [FORECASTER] Starting predict_future for IBB [2025-11-26T20:59:46.917581] [DEBUG] [LOCAL ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt [2025-11-26T20:59:46.917702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:46.917772] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:46.917837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:46.917945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:46.990365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:46.991591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:46.991731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:46.991783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:47.119279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:47.119493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:47.119552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:47.119596] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:47.123341] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=23.32%) [2025-11-26T20:59:47.123683] [INFO ] [FORECASTER] Completed predict_future for IBB [2025-11-26T20:59:47.123851] [INFO ] [sig ] IBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:47.266071] [INFO ] [LOCAL ] Saved forecast: IBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBB.txt [2025-11-26T20:59:47.266314] [INFO ] [sig ] [1607/3599] Completed IBB in 0.4s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:47.266388] [INFO ] [sig ] [1608/3599] Forecasting IBBQ... [2025-11-26T20:59:47.266434] [INFO ] [sig ] Generating forecast for: IBBQ [2025-11-26T20:59:47.266476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'. [2025-11-26T20:59:47.278109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'. [2025-11-26T20:59:47.278455] [INFO ] [FORECASTER] Starting predict_future for IBBQ [2025-11-26T20:59:47.279316] [DEBUG] [LOCAL ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt [2025-11-26T20:59:47.279388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:47.279436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:47.279478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:47.279547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:47.338940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:47.339751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:47.339850] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:47.339898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:47.451889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:47.452131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:47.452218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:47.452279] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:47.456287] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=21.92%) [2025-11-26T20:59:47.456616] [INFO ] [FORECASTER] Completed predict_future for IBBQ [2025-11-26T20:59:47.456885] [INFO ] [sig ] IBBQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:47.619132] [INFO ] [LOCAL ] Saved forecast: IBBQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBBQ.txt [2025-11-26T20:59:47.619312] [INFO ] [sig ] [1608/3599] Completed IBBQ in 0.4s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:47.619371] [INFO ] [sig ] [1609/3599] Forecasting IBCP... [2025-11-26T20:59:47.619415] [INFO ] [sig ] Generating forecast for: IBCP [2025-11-26T20:59:47.619457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'. [2025-11-26T20:59:47.633465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBCP'. [2025-11-26T20:59:47.633920] [INFO ] [FORECASTER] Starting predict_future for IBCP [2025-11-26T20:59:47.634954] [DEBUG] [LOCAL ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt [2025-11-26T20:59:47.635036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:47.635091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:47.635142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:47.635231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:47.697819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:47.698729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:47.698833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:47.698881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:47.822348] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:47.822506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:47.822574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:47.822631] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:47.826767] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-11-26T20:59:47.827088] [INFO ] [FORECASTER] Completed predict_future for IBCP [2025-11-26T20:59:47.827273] [INFO ] [sig ] IBCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:47.981707] [INFO ] [LOCAL ] Saved forecast: IBCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBCP.txt [2025-11-26T20:59:47.981912] [INFO ] [sig ] [1609/3599] Completed IBCP in 0.4s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:47.981994] [INFO ] [sig ] [1610/3599] Forecasting IBEX... [2025-11-26T20:59:47.982062] [INFO ] [sig ] Generating forecast for: IBEX [2025-11-26T20:59:47.982127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'. [2025-11-26T20:59:47.997297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBEX'. [2025-11-26T20:59:47.997702] [INFO ] [FORECASTER] Starting predict_future for IBEX [2025-11-26T20:59:47.998611] [DEBUG] [LOCAL ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt [2025-11-26T20:59:47.998720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:47.998779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:47.998825] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:47.998916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:48.057303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:48.058253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:48.058364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:48.058420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:48.179034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:48.179242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:48.179298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:48.179342] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:48.182773] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=7.09%) [2025-11-26T20:59:48.183068] [INFO ] [FORECASTER] Completed predict_future for IBEX [2025-11-26T20:59:48.183218] [INFO ] [sig ] IBEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:48.328419] [INFO ] [LOCAL ] Saved forecast: IBEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBEX.txt [2025-11-26T20:59:48.328612] [INFO ] [sig ] [1610/3599] Completed IBEX in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:48.328693] [INFO ] [sig ] [1611/3599] Forecasting IBM... [2025-11-26T20:59:48.328738] [INFO ] [sig ] Generating forecast for: IBM [2025-11-26T20:59:48.328779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-11-26T20:59:48.341016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBM'. [2025-11-26T20:59:48.341395] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-11-26T20:59:48.342279] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-11-26T20:59:48.342360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:48.342409] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:48.342450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:48.342519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:48.398869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:48.399722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:48.399823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:48.399870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:48.518810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:48.519002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:48.519057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:48.519098] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:48.522596] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=88.64%) [2025-11-26T20:59:48.522927] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-11-26T20:59:48.523081] [INFO ] [sig ] IBM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:48.663678] [INFO ] [LOCAL ] Saved forecast: IBM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBM.txt [2025-11-26T20:59:48.663862] [INFO ] [sig ] [1611/3599] Completed IBM in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:48.663919] [INFO ] [sig ] [1612/3599] Forecasting IBN... [2025-11-26T20:59:48.663962] [INFO ] [sig ] Generating forecast for: IBN [2025-11-26T20:59:48.664005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-11-26T20:59:48.675530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBN'. [2025-11-26T20:59:48.675907] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-11-26T20:59:48.676787] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-11-26T20:59:48.676860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:48.676910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:48.676951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:48.677014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:48.737537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:48.738598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:48.738735] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:48.738788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:48.862038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:48.862193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:48.862247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:48.862288] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:48.865793] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=33.87%) [2025-11-26T20:59:48.866102] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-11-26T20:59:48.866260] [INFO ] [sig ] IBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:49.008187] [INFO ] [LOCAL ] Saved forecast: IBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBN.txt [2025-11-26T20:59:49.008359] [INFO ] [sig ] [1612/3599] Completed IBN in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:49.008415] [INFO ] [sig ] [1613/3599] Forecasting IBOC... [2025-11-26T20:59:49.008463] [INFO ] [sig ] Generating forecast for: IBOC [2025-11-26T20:59:49.008502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'. [2025-11-26T20:59:49.019631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBOC'. [2025-11-26T20:59:49.019968] [INFO ] [FORECASTER] Starting predict_future for IBOC [2025-11-26T20:59:49.020835] [DEBUG] [LOCAL ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt [2025-11-26T20:59:49.020902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:49.020947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:49.020986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:49.021052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:49.078323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:49.079079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:49.079172] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:49.079221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:49.194518] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:49.194704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:49.194762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:49.194798] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:49.198176] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=62.58%) [2025-11-26T20:59:49.198478] [INFO ] [FORECASTER] Completed predict_future for IBOC [2025-11-26T20:59:49.198662] [INFO ] [sig ] IBOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:49.338274] [INFO ] [LOCAL ] Saved forecast: IBOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBOC.txt [2025-11-26T20:59:49.338421] [INFO ] [sig ] [1613/3599] Completed IBOC in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:49.338474] [INFO ] [sig ] [1614/3599] Forecasting IBP... [2025-11-26T20:59:49.338515] [INFO ] [sig ] Generating forecast for: IBP [2025-11-26T20:59:49.338553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-11-26T20:59:49.349565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBP'. [2025-11-26T20:59:49.349906] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-11-26T20:59:49.350746] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-11-26T20:59:49.350825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:49.350871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:49.350910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:49.350975] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:49.407938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:49.408591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:49.408702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:49.408751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:49.527996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:49.528172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:49.528223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:49.528261] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:49.531635] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=4.57%) [2025-11-26T20:59:49.531957] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-11-26T20:59:49.532106] [INFO ] [sig ] IBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:49.670750] [INFO ] [LOCAL ] Saved forecast: IBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBP.txt [2025-11-26T20:59:49.670904] [INFO ] [sig ] [1614/3599] Completed IBP in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:49.670956] [INFO ] [sig ] [1615/3599] Forecasting IBRX... [2025-11-26T20:59:49.671004] [INFO ] [sig ] Generating forecast for: IBRX [2025-11-26T20:59:49.671046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'. [2025-11-26T20:59:49.682161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBRX'. [2025-11-26T20:59:49.682517] [INFO ] [FORECASTER] Starting predict_future for IBRX [2025-11-26T20:59:49.683442] [DEBUG] [LOCAL ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt [2025-11-26T20:59:49.683512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:49.683559] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:49.683600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:49.683701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:49.740364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:49.741121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:49.741219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:49.741262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:49.858523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:49.858736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:49.858806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:49.858851] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:49.862264] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=79.04%) [2025-11-26T20:59:49.862561] [INFO ] [FORECASTER] Completed predict_future for IBRX [2025-11-26T20:59:49.862749] [INFO ] [sig ] IBRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:50.011854] [INFO ] [LOCAL ] Saved forecast: IBRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBRX.txt [2025-11-26T20:59:50.012037] [INFO ] [sig ] [1615/3599] Completed IBRX in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T20:59:50.012116] [INFO ] [sig ] [1616/3599] Forecasting IBTF... [2025-11-26T20:59:50.012170] [INFO ] [sig ] Generating forecast for: IBTF [2025-11-26T20:59:50.012239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'. [2025-11-26T20:59:50.023395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTF'. [2025-11-26T20:59:50.023793] [INFO ] [FORECASTER] Starting predict_future for IBTF [2025-11-26T20:59:50.024696] [DEBUG] [LOCAL ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt [2025-11-26T20:59:50.024773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:50.024842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:50.024912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:50.025011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:50.086088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:50.087038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:50.087154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:50.087218] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:50.196776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:50.196946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:50.196999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:50.197039] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:50.200462] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: DOWN (p=10.47%) [2025-11-26T20:59:50.200784] [INFO ] [FORECASTER] Completed predict_future for IBTF [2025-11-26T20:59:50.200930] [INFO ] [sig ] IBTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:50.341023] [INFO ] [LOCAL ] Saved forecast: IBTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTF.txt [2025-11-26T20:59:50.341212] [INFO ] [sig ] [1616/3599] Completed IBTF in 0.3s | 2.91 sym/s | Total: 9.2m | ETA: 11.3m [2025-11-26T20:59:50.341268] [INFO ] [sig ] [1617/3599] Forecasting IBTG... [2025-11-26T20:59:50.341310] [INFO ] [sig ] Generating forecast for: IBTG [2025-11-26T20:59:50.341353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'. [2025-11-26T20:59:50.352573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTG'. [2025-11-26T20:59:50.352972] [INFO ] [FORECASTER] Starting predict_future for IBTG [2025-11-26T20:59:50.353842] [DEBUG] [LOCAL ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt [2025-11-26T20:59:50.353910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:50.353955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:50.353994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:50.354064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:50.411125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:50.412010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:50.412114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:50.412160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:50.534380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:50.534570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:50.534624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:50.534688] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:50.538299] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=61.20%) [2025-11-26T20:59:50.538615] [INFO ] [FORECASTER] Completed predict_future for IBTG [2025-11-26T20:59:50.538794] [INFO ] [sig ] IBTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:50.686763] [INFO ] [LOCAL ] Saved forecast: IBTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTG.txt [2025-11-26T20:59:50.686982] [INFO ] [sig ] [1617/3599] Completed IBTG in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:50.687060] [INFO ] [sig ] [1618/3599] Forecasting IBTH... [2025-11-26T20:59:50.687107] [INFO ] [sig ] Generating forecast for: IBTH [2025-11-26T20:59:50.687151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'. [2025-11-26T20:59:50.699241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTH'. [2025-11-26T20:59:50.699625] [INFO ] [FORECASTER] Starting predict_future for IBTH [2025-11-26T20:59:50.700515] [DEBUG] [LOCAL ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt [2025-11-26T20:59:50.700588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:50.700635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:50.700695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:50.700770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:50.762260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:50.763209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:50.763327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:50.763383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:50.891797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:50.891999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:50.892064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:50.892109] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:50.896953] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=20.27%) [2025-11-26T20:59:50.897411] [INFO ] [FORECASTER] Completed predict_future for IBTH [2025-11-26T20:59:50.897674] [INFO ] [sig ] IBTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:51.053451] [INFO ] [LOCAL ] Saved forecast: IBTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTH.txt [2025-11-26T20:59:51.053667] [INFO ] [sig ] [1618/3599] Completed IBTH in 0.4s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:51.053736] [INFO ] [sig ] [1619/3599] Forecasting IBTI... [2025-11-26T20:59:51.053775] [INFO ] [sig ] Generating forecast for: IBTI [2025-11-26T20:59:51.053817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'. [2025-11-26T20:59:51.065359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTI'. [2025-11-26T20:59:51.065831] [INFO ] [FORECASTER] Starting predict_future for IBTI [2025-11-26T20:59:51.066777] [DEBUG] [LOCAL ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt [2025-11-26T20:59:51.066855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:51.066899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:51.066938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:51.067005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:51.125119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:51.126025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:51.126126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:51.126175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:51.246945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:51.247120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:51.247175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:51.247216] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:51.250685] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=91.97%) [2025-11-26T20:59:51.250999] [INFO ] [FORECASTER] Completed predict_future for IBTI [2025-11-26T20:59:51.251150] [INFO ] [sig ] IBTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:51.388826] [INFO ] [LOCAL ] Saved forecast: IBTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTI.txt [2025-11-26T20:59:51.388997] [INFO ] [sig ] [1619/3599] Completed IBTI in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:51.389050] [INFO ] [sig ] [1620/3599] Forecasting IBTJ... [2025-11-26T20:59:51.389089] [INFO ] [sig ] Generating forecast for: IBTJ [2025-11-26T20:59:51.389135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'. [2025-11-26T20:59:51.400948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'. [2025-11-26T20:59:51.401283] [INFO ] [FORECASTER] Starting predict_future for IBTJ [2025-11-26T20:59:51.402122] [DEBUG] [LOCAL ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt [2025-11-26T20:59:51.402194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:51.402240] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:51.402281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:51.402349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:51.459311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:51.460118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:51.460220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:51.460269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:51.581083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:51.581271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:51.581326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:51.581371] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:51.584973] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=20.49%) [2025-11-26T20:59:51.585284] [INFO ] [FORECASTER] Completed predict_future for IBTJ [2025-11-26T20:59:51.585438] [INFO ] [sig ] IBTJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:51.729795] [INFO ] [LOCAL ] Saved forecast: IBTJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTJ.txt [2025-11-26T20:59:51.730000] [INFO ] [sig ] [1620/3599] Completed IBTJ in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:51.730060] [INFO ] [sig ] [1621/3599] Forecasting IBTK... [2025-11-26T20:59:51.730106] [INFO ] [sig ] Generating forecast for: IBTK [2025-11-26T20:59:51.730150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'. [2025-11-26T20:59:51.742967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTK'. [2025-11-26T20:59:51.743385] [INFO ] [FORECASTER] Starting predict_future for IBTK [2025-11-26T20:59:51.744272] [DEBUG] [LOCAL ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt [2025-11-26T20:59:51.744352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:51.744415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:51.744458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:51.744529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:51.807818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:51.808764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:51.808872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:51.808921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:51.941475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:51.941713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:51.941794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:51.941841] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:51.945516] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=21.90%) [2025-11-26T20:59:51.945874] [INFO ] [FORECASTER] Completed predict_future for IBTK [2025-11-26T20:59:51.946038] [INFO ] [sig ] IBTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:52.093870] [INFO ] [LOCAL ] Saved forecast: IBTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTK.txt [2025-11-26T20:59:52.094027] [INFO ] [sig ] [1621/3599] Completed IBTK in 0.4s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:52.094081] [INFO ] [sig ] [1622/3599] Forecasting IBTL... [2025-11-26T20:59:52.094125] [INFO ] [sig ] Generating forecast for: IBTL [2025-11-26T20:59:52.094168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'. [2025-11-26T20:59:52.108759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTL'. [2025-11-26T20:59:52.109464] [INFO ] [FORECASTER] Starting predict_future for IBTL [2025-11-26T20:59:52.110684] [DEBUG] [LOCAL ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt [2025-11-26T20:59:52.110768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:52.110841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:52.110910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:52.111021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:52.172891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:52.174384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:52.174570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:52.174630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:52.305070] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:52.305341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:52.305419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:52.305476] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:52.309735] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=76.13%) [2025-11-26T20:59:52.310160] [INFO ] [FORECASTER] Completed predict_future for IBTL [2025-11-26T20:59:52.310364] [INFO ] [sig ] IBTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:52.462595] [INFO ] [LOCAL ] Saved forecast: IBTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTL.txt [2025-11-26T20:59:52.462863] [INFO ] [sig ] [1622/3599] Completed IBTL in 0.4s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:52.462941] [INFO ] [sig ] [1623/3599] Forecasting IBTO... [2025-11-26T20:59:52.462986] [INFO ] [sig ] Generating forecast for: IBTO [2025-11-26T20:59:52.463041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'. [2025-11-26T20:59:52.474595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTO'. [2025-11-26T20:59:52.475051] [INFO ] [FORECASTER] Starting predict_future for IBTO [2025-11-26T20:59:52.475953] [DEBUG] [LOCAL ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt [2025-11-26T20:59:52.476021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:52.476066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:52.476104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:52.476250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:52.534312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:52.535291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:52.535394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:52.535434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:52.660313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:52.660512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:52.660566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:52.660607] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:52.664094] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=84.09%) [2025-11-26T20:59:52.664395] [INFO ] [FORECASTER] Completed predict_future for IBTO [2025-11-26T20:59:52.664544] [INFO ] [sig ] IBTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:52.806580] [INFO ] [LOCAL ] Saved forecast: IBTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTO.txt [2025-11-26T20:59:52.806796] [INFO ] [sig ] [1623/3599] Completed IBTO in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:52.806857] [INFO ] [sig ] [1624/3599] Forecasting ICE... [2025-11-26T20:59:52.806900] [INFO ] [sig ] Generating forecast for: ICE [2025-11-26T20:59:52.806941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-11-26T20:59:52.819348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICE'. [2025-11-26T20:59:52.819805] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-11-26T20:59:52.820708] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-11-26T20:59:52.820788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:52.820849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:52.820904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:52.821003] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:52.881417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:52.882355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:52.882459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:52.882507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:53.004548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:53.004748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:53.004807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:53.004868] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:53.008414] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-11-26T20:59:53.008896] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-11-26T20:59:53.009051] [INFO ] [sig ] ICE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:53.153667] [INFO ] [LOCAL ] Saved forecast: ICE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICE.txt [2025-11-26T20:59:53.153839] [INFO ] [sig ] [1624/3599] Completed ICE in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:53.153896] [INFO ] [sig ] [1625/3599] Forecasting ICFI... [2025-11-26T20:59:53.153941] [INFO ] [sig ] Generating forecast for: ICFI [2025-11-26T20:59:53.153982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'. [2025-11-26T20:59:53.166266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICFI'. [2025-11-26T20:59:53.166617] [INFO ] [FORECASTER] Starting predict_future for ICFI [2025-11-26T20:59:53.167492] [DEBUG] [LOCAL ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt [2025-11-26T20:59:53.167591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:53.167677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:53.167724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:53.167796] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:53.226072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:53.227081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:53.227187] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:53.227238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:53.349329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:53.349530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:53.349585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:53.349631] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:53.353080] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=77.32%) [2025-11-26T20:59:53.353386] [INFO ] [FORECASTER] Completed predict_future for ICFI [2025-11-26T20:59:53.353540] [INFO ] [sig ] ICFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:53.495917] [INFO ] [LOCAL ] Saved forecast: ICFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICFI.txt [2025-11-26T20:59:53.496096] [INFO ] [sig ] [1625/3599] Completed ICFI in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:53.496149] [INFO ] [sig ] [1626/3599] Forecasting ICL... [2025-11-26T20:59:53.496196] [INFO ] [sig ] Generating forecast for: ICL [2025-11-26T20:59:53.496240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-11-26T20:59:53.511768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICL'. [2025-11-26T20:59:53.512159] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-11-26T20:59:53.513093] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-11-26T20:59:53.513163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:53.513210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:53.513250] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:53.513318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:53.570906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:53.571832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:53.571957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:53.572004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:53.693988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:53.694173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:53.694234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:53.694272] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:53.697755] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=63.63%) [2025-11-26T20:59:53.698050] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-11-26T20:59:53.698201] [INFO ] [sig ] ICL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:53.842148] [INFO ] [LOCAL ] Saved forecast: ICL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICL.txt [2025-11-26T20:59:53.842339] [INFO ] [sig ] [1626/3599] Completed ICL in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:53.842397] [INFO ] [sig ] [1627/3599] Forecasting ICLN... [2025-11-26T20:59:53.842439] [INFO ] [sig ] Generating forecast for: ICLN [2025-11-26T20:59:53.842480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'. [2025-11-26T20:59:53.854770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICLN'. [2025-11-26T20:59:53.855129] [INFO ] [FORECASTER] Starting predict_future for ICLN [2025-11-26T20:59:53.856027] [DEBUG] [LOCAL ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt [2025-11-26T20:59:53.856099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:53.856145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:53.856185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:53.856256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:53.919339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:53.920261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:53.920362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:53.920409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:54.042520] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:54.042719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:54.042775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:54.042817] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:54.046313] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-11-26T20:59:54.046613] [INFO ] [FORECASTER] Completed predict_future for ICLN [2025-11-26T20:59:54.046789] [INFO ] [sig ] ICLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:54.186112] [INFO ] [LOCAL ] Saved forecast: ICLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICLN.txt [2025-11-26T20:59:54.186306] [INFO ] [sig ] [1627/3599] Completed ICLN in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:54.186357] [INFO ] [sig ] [1628/3599] Forecasting ICMB... [2025-11-26T20:59:54.186402] [INFO ] [sig ] Generating forecast for: ICMB [2025-11-26T20:59:54.186443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'. [2025-11-26T20:59:54.198148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICMB'. [2025-11-26T20:59:54.198581] [INFO ] [FORECASTER] Starting predict_future for ICMB [2025-11-26T20:59:54.199446] [DEBUG] [LOCAL ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt [2025-11-26T20:59:54.199518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:54.199565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:54.199604] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:54.199693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:54.259526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:54.260443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:54.260556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:54.260605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:54.375209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:54.375424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:54.375482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:54.375526] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:54.379152] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=0.70%) [2025-11-26T20:59:54.379458] [INFO ] [FORECASTER] Completed predict_future for ICMB [2025-11-26T20:59:54.379609] [INFO ] [sig ] ICMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:54.526507] [INFO ] [LOCAL ] Saved forecast: ICMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ICMB.txt [2025-11-26T20:59:54.526689] [INFO ] [sig ] [1628/3599] Completed ICMB in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:54.526748] [INFO ] [sig ] [1629/3599] Forecasting ICOP... [2025-11-26T20:59:54.526800] [INFO ] [sig ] Generating forecast for: ICOP [2025-11-26T20:59:54.526846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'. [2025-11-26T20:59:54.537353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICOP'. [2025-11-26T20:59:54.537808] [INFO ] [FORECASTER] Starting predict_future for ICOP [2025-11-26T20:59:54.538678] [DEBUG] [LOCAL ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt [2025-11-26T20:59:54.538751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:54.538798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:54.538838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:54.538912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:54.596943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:54.597820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:54.597920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:54.597968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:54.716229] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:54.716412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:54.716466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:54.716506] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:54.720092] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=51.75%) [2025-11-26T20:59:54.720397] [INFO ] [FORECASTER] Completed predict_future for ICOP [2025-11-26T20:59:54.720546] [INFO ] [sig ] ICOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:54.869603] [INFO ] [LOCAL ] Saved forecast: ICOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICOP.txt [2025-11-26T20:59:54.869797] [INFO ] [sig ] [1629/3599] Completed ICOP in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:54.869862] [INFO ] [sig ] [1630/3599] Forecasting ICUI... [2025-11-26T20:59:54.869911] [INFO ] [sig ] Generating forecast for: ICUI [2025-11-26T20:59:54.869955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'. [2025-11-26T20:59:54.881894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICUI'. [2025-11-26T20:59:54.882209] [INFO ] [FORECASTER] Starting predict_future for ICUI [2025-11-26T20:59:54.883051] [DEBUG] [LOCAL ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt [2025-11-26T20:59:54.883120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:54.883166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:54.883206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:54.883273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:54.945293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:54.946176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:54.946275] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:54.946322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:55.069312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:55.069496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:55.069561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:55.069609] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:55.073215] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=50.31%) [2025-11-26T20:59:55.073549] [INFO ] [FORECASTER] Completed predict_future for ICUI [2025-11-26T20:59:55.073729] [INFO ] [sig ] ICUI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:55.215305] [INFO ] [LOCAL ] Saved forecast: ICUI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICUI.txt [2025-11-26T20:59:55.215470] [INFO ] [sig ] [1630/3599] Completed ICUI in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:55.215526] [INFO ] [sig ] [1631/3599] Forecasting IDA... [2025-11-26T20:59:55.215569] [INFO ] [sig ] Generating forecast for: IDA [2025-11-26T20:59:55.215611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-11-26T20:59:55.227143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDA'. [2025-11-26T20:59:55.227464] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-11-26T20:59:55.228321] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-11-26T20:59:55.228391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:55.228440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:55.228477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:55.228547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:55.285425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:55.286173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:55.286271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:55.286318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:55.405435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:55.405616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:55.405690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:55.405733] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:55.409220] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=58.16%) [2025-11-26T20:59:55.409518] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-11-26T20:59:55.409689] [INFO ] [sig ] IDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:55.548270] [INFO ] [LOCAL ] Saved forecast: IDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IDA.txt [2025-11-26T20:59:55.548452] [INFO ] [sig ] [1631/3599] Completed IDA in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:55.548507] [INFO ] [sig ] [1632/3599] Forecasting IDAI... [2025-11-26T20:59:55.548551] [INFO ] [sig ] Generating forecast for: IDAI [2025-11-26T20:59:55.548593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'. [2025-11-26T20:59:55.559834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDAI'. [2025-11-26T20:59:55.560172] [INFO ] [FORECASTER] Starting predict_future for IDAI [2025-11-26T20:59:55.561012] [DEBUG] [LOCAL ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt [2025-11-26T20:59:55.561081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:55.561125] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:55.561164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:55.561232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:55.617623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:55.618327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:55.618422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:55.618467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:55.736888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:55.737066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:55.737125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:55.737205] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:55.740594] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=0.21%) [2025-11-26T20:59:55.740903] [INFO ] [FORECASTER] Completed predict_future for IDAI [2025-11-26T20:59:55.741050] [INFO ] [sig ] IDAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:55.879375] [INFO ] [LOCAL ] Saved forecast: IDAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDAI.txt [2025-11-26T20:59:55.879533] [INFO ] [sig ] [1632/3599] Completed IDAI in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T20:59:55.879588] [INFO ] [sig ] [1633/3599] Forecasting IDCC... [2025-11-26T20:59:55.879630] [INFO ] [sig ] Generating forecast for: IDCC [2025-11-26T20:59:55.879693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'. [2025-11-26T20:59:55.892601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDCC'. [2025-11-26T20:59:55.893080] [INFO ] [FORECASTER] Starting predict_future for IDCC [2025-11-26T20:59:55.893988] [DEBUG] [LOCAL ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt [2025-11-26T20:59:55.894058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:55.894105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:55.894146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:55.894219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:55.952958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:55.953876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:55.953980] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:55.954027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:56.077445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:56.077681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:56.077752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:56.077799] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:56.081585] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=62.99%) [2025-11-26T20:59:56.081977] [INFO ] [FORECASTER] Completed predict_future for IDCC [2025-11-26T20:59:56.082141] [INFO ] [sig ] IDCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:56.230278] [INFO ] [LOCAL ] Saved forecast: IDCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IDCC.txt [2025-11-26T20:59:56.230465] [INFO ] [sig ] [1633/3599] Completed IDCC in 0.4s | 2.91 sym/s | Total: 9.3m | ETA: 11.2m [2025-11-26T20:59:56.230520] [INFO ] [sig ] [1634/3599] Forecasting IDE... [2025-11-26T20:59:56.230562] [INFO ] [sig ] Generating forecast for: IDE [2025-11-26T20:59:56.230603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-11-26T20:59:56.242394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDE'. [2025-11-26T20:59:56.242838] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-11-26T20:59:56.243703] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-11-26T20:59:56.243772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:56.243818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:56.243856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:56.243922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:56.303517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:56.304414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:56.304519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:56.304587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:56.431269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:56.431463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:56.431517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:56.431559] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:56.435175] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-11-26T20:59:56.435499] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-11-26T20:59:56.435673] [INFO ] [sig ] IDE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:56.579254] [INFO ] [LOCAL ] Saved forecast: IDE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IDE.txt [2025-11-26T20:59:56.579454] [INFO ] [sig ] [1634/3599] Completed IDE in 0.3s | 2.91 sym/s | Total: 9.3m | ETA: 11.2m [2025-11-26T20:59:56.579515] [INFO ] [sig ] [1635/3599] Forecasting IDN... [2025-11-26T20:59:56.579559] [INFO ] [sig ] Generating forecast for: IDN [2025-11-26T20:59:56.579601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'. [2025-11-26T20:59:56.591106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDN'. [2025-11-26T20:59:56.591490] [INFO ] [FORECASTER] Starting predict_future for IDN [2025-11-26T20:59:56.592340] [DEBUG] [LOCAL ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt [2025-11-26T20:59:56.592412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:56.592458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:56.592496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:56.592586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:56.651255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:56.652206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:56.652326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:56.652384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:56.773765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:56.773949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:56.774003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:56.774045] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:56.777433] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=48.99%) [2025-11-26T20:59:56.777780] [INFO ] [FORECASTER] Completed predict_future for IDN [2025-11-26T20:59:56.777943] [INFO ] [sig ] IDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:56.917900] [INFO ] [LOCAL ] Saved forecast: IDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDN.txt [2025-11-26T20:59:56.918062] [INFO ] [sig ] [1635/3599] Completed IDN in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:56.918127] [INFO ] [sig ] [1636/3599] Forecasting IDXX... [2025-11-26T20:59:56.918186] [INFO ] [sig ] Generating forecast for: IDXX [2025-11-26T20:59:56.918243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'. [2025-11-26T20:59:56.929697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDXX'. [2025-11-26T20:59:56.930022] [INFO ] [FORECASTER] Starting predict_future for IDXX [2025-11-26T20:59:56.930872] [DEBUG] [LOCAL ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt [2025-11-26T20:59:56.930942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:56.930999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:56.931065] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:56.931146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:56.988118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:56.988941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:56.989044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:56.989097] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:57.114601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:57.114790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:57.114843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:57.114885] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:57.118544] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=5.29%) [2025-11-26T20:59:57.118875] [INFO ] [FORECASTER] Completed predict_future for IDXX [2025-11-26T20:59:57.119029] [INFO ] [sig ] IDXX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:57.264307] [INFO ] [LOCAL ] Saved forecast: IDXX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDXX.txt [2025-11-26T20:59:57.264503] [INFO ] [sig ] [1636/3599] Completed IDXX in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:57.264561] [INFO ] [sig ] [1637/3599] Forecasting IDYA... [2025-11-26T20:59:57.264605] [INFO ] [sig ] Generating forecast for: IDYA [2025-11-26T20:59:57.264665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'. [2025-11-26T20:59:57.275975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDYA'. [2025-11-26T20:59:57.276279] [INFO ] [FORECASTER] Starting predict_future for IDYA [2025-11-26T20:59:57.277138] [DEBUG] [LOCAL ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt [2025-11-26T20:59:57.277206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:57.277251] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:57.277290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:57.277356] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:57.339140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:57.340060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:57.340159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:57.340206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:57.460065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:57.460245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:57.460323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:57.460367] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:57.464052] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=5.06%) [2025-11-26T20:59:57.464368] [INFO ] [FORECASTER] Completed predict_future for IDYA [2025-11-26T20:59:57.464517] [INFO ] [sig ] IDYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:57.606892] [INFO ] [LOCAL ] Saved forecast: IDYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDYA.txt [2025-11-26T20:59:57.607076] [INFO ] [sig ] [1637/3599] Completed IDYA in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:57.607150] [INFO ] [sig ] [1638/3599] Forecasting IEF... [2025-11-26T20:59:57.607211] [INFO ] [sig ] Generating forecast for: IEF [2025-11-26T20:59:57.607271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'. [2025-11-26T20:59:57.618473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEF'. [2025-11-26T20:59:57.618821] [INFO ] [FORECASTER] Starting predict_future for IEF [2025-11-26T20:59:57.619726] [DEBUG] [LOCAL ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt [2025-11-26T20:59:57.619803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:57.619872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:57.620010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:57.620110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:57.682710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:57.683582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:57.683703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:57.683753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:57.807125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:57.807303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:57.807373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:57.807423] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:57.810937] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=19.58%) [2025-11-26T20:59:57.811250] [INFO ] [FORECASTER] Completed predict_future for IEF [2025-11-26T20:59:57.811400] [INFO ] [sig ] IEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:57.952076] [INFO ] [LOCAL ] Saved forecast: IEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IEF.txt [2025-11-26T20:59:57.952235] [INFO ] [sig ] [1638/3599] Completed IEF in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:57.952289] [INFO ] [sig ] [1639/3599] Forecasting IEI... [2025-11-26T20:59:57.952331] [INFO ] [sig ] Generating forecast for: IEI [2025-11-26T20:59:57.952377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'. [2025-11-26T20:59:57.964008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEI'. [2025-11-26T20:59:57.964316] [INFO ] [FORECASTER] Starting predict_future for IEI [2025-11-26T20:59:57.965147] [DEBUG] [LOCAL ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt [2025-11-26T20:59:57.965216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:57.965261] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:57.965302] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:57.965373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:58.023784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:58.024555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:58.024682] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:58.024745] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:58.153850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:58.154036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:58.154113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:58.154182] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:58.157742] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=75.01%) [2025-11-26T20:59:58.158060] [INFO ] [FORECASTER] Completed predict_future for IEI [2025-11-26T20:59:58.158235] [INFO ] [sig ] IEI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:58.310094] [INFO ] [LOCAL ] Saved forecast: IEI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IEI.txt [2025-11-26T20:59:58.310295] [INFO ] [sig ] [1639/3599] Completed IEI in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:58.310354] [INFO ] [sig ] [1640/3599] Forecasting IEP... [2025-11-26T20:59:58.310402] [INFO ] [sig ] Generating forecast for: IEP [2025-11-26T20:59:58.310458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'. [2025-11-26T20:59:58.322904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEP'. [2025-11-26T20:59:58.323279] [INFO ] [FORECASTER] Starting predict_future for IEP [2025-11-26T20:59:58.324160] [DEBUG] [LOCAL ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt [2025-11-26T20:59:58.324234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:58.324284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:58.324332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:58.324404] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:58.383008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:58.383965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:58.384071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:58.384120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:58.509456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:58.509678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:58.509740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:58.509784] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:58.513489] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=52.02%) [2025-11-26T20:59:58.513826] [INFO ] [FORECASTER] Completed predict_future for IEP [2025-11-26T20:59:58.513985] [INFO ] [sig ] IEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T20:59:58.654560] [INFO ] [LOCAL ] Saved forecast: IEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IEP.txt [2025-11-26T20:59:58.654756] [INFO ] [sig ] [1640/3599] Completed IEP in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:58.654814] [INFO ] [sig ] [1641/3599] Forecasting IESC... [2025-11-26T20:59:58.654859] [INFO ] [sig ] Generating forecast for: IESC [2025-11-26T20:59:58.654904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'. [2025-11-26T20:59:58.668943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IESC'. [2025-11-26T20:59:58.669506] [INFO ] [FORECASTER] Starting predict_future for IESC [2025-11-26T20:59:58.670392] [DEBUG] [LOCAL ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt [2025-11-26T20:59:58.670461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:58.670508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:58.670548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:58.670614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:58.730975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:58.731986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:58.732107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:58.732156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:58.852396] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:58.852588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:58.852660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:58.852706] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:58.856238] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=8.23%) [2025-11-26T20:59:58.856543] [INFO ] [FORECASTER] Completed predict_future for IESC [2025-11-26T20:59:58.856712] [INFO ] [sig ] IESC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:59.001213] [INFO ] [LOCAL ] Saved forecast: IESC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IESC.txt [2025-11-26T20:59:59.001532] [INFO ] [sig ] [1641/3599] Completed IESC in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:59.001603] [INFO ] [sig ] [1642/3599] Forecasting IEX... [2025-11-26T20:59:59.001664] [INFO ] [sig ] Generating forecast for: IEX [2025-11-26T20:59:59.001707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-11-26T20:59:59.016052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEX'. [2025-11-26T20:59:59.016437] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-11-26T20:59:59.017314] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-11-26T20:59:59.017385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:59.017432] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:59.017473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:59.017573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:59.074228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:59.074883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:59.074978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:59.075027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:59.190256] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:59.190450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:59.190506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:59.190551] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:59.194176] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=3.92%) [2025-11-26T20:59:59.194470] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-11-26T20:59:59.194615] [INFO ] [sig ] IEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:59.338771] [INFO ] [LOCAL ] Saved forecast: IEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IEX.txt [2025-11-26T20:59:59.338969] [INFO ] [sig ] [1642/3599] Completed IEX in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:59.339030] [INFO ] [sig ] [1643/3599] Forecasting IFF... [2025-11-26T20:59:59.339075] [INFO ] [sig ] Generating forecast for: IFF [2025-11-26T20:59:59.339117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-11-26T20:59:59.352602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFF'. [2025-11-26T20:59:59.353161] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-11-26T20:59:59.354086] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-11-26T20:59:59.354158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:59.354217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:59.354269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:59.354350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:59.412951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:59.414082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:59.414212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:59.414263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:59.542300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:59.542519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:59.542580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:59.542625] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:59.546449] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=45.63%) [2025-11-26T20:59:59.546830] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-11-26T20:59:59.547010] [INFO ] [sig ] IFF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T20:59:59.693240] [INFO ] [LOCAL ] Saved forecast: IFF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IFF.txt [2025-11-26T20:59:59.693406] [INFO ] [sig ] [1643/3599] Completed IFF in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T20:59:59.693461] [INFO ] [sig ] [1644/3599] Forecasting IFN... [2025-11-26T20:59:59.693503] [INFO ] [sig ] Generating forecast for: IFN [2025-11-26T20:59:59.693541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-11-26T20:59:59.705222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFN'. [2025-11-26T20:59:59.705590] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-11-26T20:59:59.706485] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-11-26T20:59:59.706569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T20:59:59.706617] [DEBUG] [FORECASTER] Starting train method [2025-11-26T20:59:59.706673] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T20:59:59.706743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T20:59:59.764326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T20:59:59.765284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T20:59:59.765389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T20:59:59.765435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T20:59:59.881330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T20:59:59.881506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T20:59:59.881558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T20:59:59.881600] [INFO ] [FORECASTER] Training complete [2025-11-26T20:59:59.885059] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=16.66%) [2025-11-26T20:59:59.885350] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-11-26T20:59:59.885497] [INFO ] [sig ] IFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:00.028298] [INFO ] [LOCAL ] Saved forecast: IFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IFN.txt [2025-11-26T21:00:00.028502] [INFO ] [sig ] [1644/3599] Completed IFN in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:00.028556] [INFO ] [sig ] [1645/3599] Forecasting IFRX... [2025-11-26T21:00:00.028600] [INFO ] [sig ] Generating forecast for: IFRX [2025-11-26T21:00:00.028659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'. [2025-11-26T21:00:00.040153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFRX'. [2025-11-26T21:00:00.040575] [INFO ] [FORECASTER] Starting predict_future for IFRX [2025-11-26T21:00:00.041433] [DEBUG] [LOCAL ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt [2025-11-26T21:00:00.041503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:00.041557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:00.041606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:00.041691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:00.104085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:00.105065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:00.105178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:00.105234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:00.231623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:00.231853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:00.231906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:00.231947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:00.235424] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: UP (p=62.42%) [2025-11-26T21:00:00.235756] [INFO ] [FORECASTER] Completed predict_future for IFRX [2025-11-26T21:00:00.235925] [INFO ] [sig ] IFRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:00.378027] [INFO ] [LOCAL ] Saved forecast: IFRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IFRX.txt [2025-11-26T21:00:00.378222] [INFO ] [sig ] [1645/3599] Completed IFRX in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:00.378278] [INFO ] [sig ] [1646/3599] Forecasting IFS... [2025-11-26T21:00:00.378313] [INFO ] [sig ] Generating forecast for: IFS [2025-11-26T21:00:00.378351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-11-26T21:00:00.389771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFS'. [2025-11-26T21:00:00.390198] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-11-26T21:00:00.391060] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-11-26T21:00:00.391133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:00.391179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:00.391219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:00.391286] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:00.450190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:00.451100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:00.451206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:00.451255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:00.583002] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:00.583445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:00.583498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:00.583543] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:00.586955] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=10.95%) [2025-11-26T21:00:00.587249] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-11-26T21:00:00.587392] [INFO ] [sig ] IFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:00.728441] [INFO ] [LOCAL ] Saved forecast: IFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IFS.txt [2025-11-26T21:00:00.728626] [INFO ] [sig ] [1646/3599] Completed IFS in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:00.728707] [INFO ] [sig ] [1647/3599] Forecasting IGA... [2025-11-26T21:00:00.728750] [INFO ] [sig ] Generating forecast for: IGA [2025-11-26T21:00:00.728790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-11-26T21:00:00.739836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGA'. [2025-11-26T21:00:00.740333] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-11-26T21:00:00.741201] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-11-26T21:00:00.741272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:00.741317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:00.741367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:00.741444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:00.800904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:00.801799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:00.801897] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:00.801944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:00.926271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:00.926468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:00.926523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:00.926568] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:00.930181] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-11-26T21:00:00.930511] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-11-26T21:00:00.930689] [INFO ] [sig ] IGA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:01.075034] [INFO ] [LOCAL ] Saved forecast: IGA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IGA.txt [2025-11-26T21:00:01.075233] [INFO ] [sig ] [1647/3599] Completed IGA in 0.3s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:01.075309] [INFO ] [sig ] [1648/3599] Forecasting IGD... [2025-11-26T21:00:01.075354] [INFO ] [sig ] Generating forecast for: IGD [2025-11-26T21:00:01.075396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-11-26T21:00:01.087013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGD'. [2025-11-26T21:00:01.087538] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-11-26T21:00:01.088767] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-11-26T21:00:01.088857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:01.088920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:01.088970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:01.089063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:01.158828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:01.159710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:01.159813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:01.159861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:01.284583] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:01.284839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:01.284947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:01.285018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:01.290271] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=23.57%) [2025-11-26T21:00:01.290784] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-11-26T21:00:01.291023] [INFO ] [sig ] IGD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:01.445564] [INFO ] [LOCAL ] Saved forecast: IGD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IGD.txt [2025-11-26T21:00:01.445784] [INFO ] [sig ] [1648/3599] Completed IGD in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:01.445846] [INFO ] [sig ] [1649/3599] Forecasting IGF... [2025-11-26T21:00:01.445898] [INFO ] [sig ] Generating forecast for: IGF [2025-11-26T21:00:01.445954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'. [2025-11-26T21:00:01.457577] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGF'. [2025-11-26T21:00:01.458073] [INFO ] [FORECASTER] Starting predict_future for IGF [2025-11-26T21:00:01.459025] [DEBUG] [LOCAL ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt [2025-11-26T21:00:01.459111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:01.459173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:01.459235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:01.459337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:01.519698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:01.520594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:01.520837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:01.520892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:01.663247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:01.663451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:01.663525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:01.663594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:01.667618] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=85.93%) [2025-11-26T21:00:01.668123] [INFO ] [FORECASTER] Completed predict_future for IGF [2025-11-26T21:00:01.668360] [INFO ] [sig ] IGF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:01.840634] [INFO ] [LOCAL ] Saved forecast: IGF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGF.txt [2025-11-26T21:00:01.841045] [INFO ] [sig ] [1649/3599] Completed IGF in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:01.841319] [INFO ] [sig ] [1650/3599] Forecasting IGI... [2025-11-26T21:00:01.841375] [INFO ] [sig ] Generating forecast for: IGI [2025-11-26T21:00:01.841428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-11-26T21:00:01.857904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGI'. [2025-11-26T21:00:01.858706] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-11-26T21:00:01.860241] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-11-26T21:00:01.860386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:01.860454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:01.860499] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:01.860595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:01.944800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:01.946284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:01.946485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:01.946557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:02.088998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:02.089233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:02.089346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:02.089432] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:02.095140] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-11-26T21:00:02.095760] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-11-26T21:00:02.096004] [INFO ] [sig ] IGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:02.277232] [INFO ] [LOCAL ] Saved forecast: IGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGI.txt [2025-11-26T21:00:02.277567] [INFO ] [sig ] [1650/3599] Completed IGI in 0.4s | 2.91 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:00:02.277678] [INFO ] [sig ] [1651/3599] Forecasting IGIB... [2025-11-26T21:00:02.277759] [INFO ] [sig ] Generating forecast for: IGIB [2025-11-26T21:00:02.277837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'. [2025-11-26T21:00:02.290025] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIB'. [2025-11-26T21:00:02.290530] [INFO ] [FORECASTER] Starting predict_future for IGIB [2025-11-26T21:00:02.291570] [DEBUG] [LOCAL ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt [2025-11-26T21:00:02.291690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:02.291778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:02.291832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:02.291978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:02.356284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:02.357284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:02.357404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:02.357467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:02.492467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:02.492716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:02.492793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:02.492854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:02.497109] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=58.84%) [2025-11-26T21:00:02.497557] [INFO ] [FORECASTER] Completed predict_future for IGIB [2025-11-26T21:00:02.497778] [INFO ] [sig ] IGIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:02.650845] [INFO ] [LOCAL ] Saved forecast: IGIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGIB.txt [2025-11-26T21:00:02.651065] [INFO ] [sig ] [1651/3599] Completed IGIB in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:00:02.651140] [INFO ] [sig ] [1652/3599] Forecasting IGIC... [2025-11-26T21:00:02.651198] [INFO ] [sig ] Generating forecast for: IGIC [2025-11-26T21:00:02.651256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'. [2025-11-26T21:00:02.664539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIC'. [2025-11-26T21:00:02.665003] [INFO ] [FORECASTER] Starting predict_future for IGIC [2025-11-26T21:00:02.666229] [DEBUG] [LOCAL ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt [2025-11-26T21:00:02.666310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:02.666355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:02.666390] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:02.666468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:02.728017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:02.729000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:02.729127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:02.729196] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:02.860737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:02.860955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:02.861037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:02.861098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:02.865211] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=12.46%) [2025-11-26T21:00:02.865741] [INFO ] [FORECASTER] Completed predict_future for IGIC [2025-11-26T21:00:02.865981] [INFO ] [sig ] IGIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:03.028824] [INFO ] [LOCAL ] Saved forecast: IGIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IGIC.txt [2025-11-26T21:00:03.029035] [INFO ] [sig ] [1652/3599] Completed IGIC in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:03.029102] [INFO ] [sig ] [1653/3599] Forecasting IGSB... [2025-11-26T21:00:03.029186] [INFO ] [sig ] Generating forecast for: IGSB [2025-11-26T21:00:03.029235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'. [2025-11-26T21:00:03.043047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGSB'. [2025-11-26T21:00:03.043560] [INFO ] [FORECASTER] Starting predict_future for IGSB [2025-11-26T21:00:03.044579] [DEBUG] [LOCAL ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt [2025-11-26T21:00:03.044698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:03.044781] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:03.044849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:03.044969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:03.106857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:03.107876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:03.108003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:03.108061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:03.239968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:03.240182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:03.240263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:03.240329] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:03.244836] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-11-26T21:00:03.245261] [INFO ] [FORECASTER] Completed predict_future for IGSB [2025-11-26T21:00:03.245461] [INFO ] [sig ] IGSB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:03.400344] [INFO ] [LOCAL ] Saved forecast: IGSB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGSB.txt [2025-11-26T21:00:03.400543] [INFO ] [sig ] [1653/3599] Completed IGSB in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:03.400598] [INFO ] [sig ] [1654/3599] Forecasting IHG... [2025-11-26T21:00:03.400668] [INFO ] [sig ] Generating forecast for: IHG [2025-11-26T21:00:03.400763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-11-26T21:00:03.420120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHG'. [2025-11-26T21:00:03.420611] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-11-26T21:00:03.421772] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-11-26T21:00:03.421845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:03.421893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:03.421935] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:03.422045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:03.487062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:03.488076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:03.488199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:03.488259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:03.614391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:03.614607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:03.614694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:03.614755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:03.618389] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-11-26T21:00:03.618715] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-11-26T21:00:03.618892] [INFO ] [sig ] IHG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:03.761042] [INFO ] [LOCAL ] Saved forecast: IHG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IHG.txt [2025-11-26T21:00:03.761199] [INFO ] [sig ] [1654/3599] Completed IHG in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:03.761291] [INFO ] [sig ] [1655/3599] Forecasting IHS... [2025-11-26T21:00:03.761350] [INFO ] [sig ] Generating forecast for: IHS [2025-11-26T21:00:03.761418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-11-26T21:00:03.773488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHS'. [2025-11-26T21:00:03.773834] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-11-26T21:00:03.774735] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-11-26T21:00:03.774813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:03.774871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:03.774930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:03.775023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:03.834173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:03.834980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:03.835090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:03.835150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:03.953197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:03.953367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:03.953421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:03.953459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:03.956865] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=78.35%) [2025-11-26T21:00:03.957162] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-11-26T21:00:03.957309] [INFO ] [sig ] IHS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:04.096878] [INFO ] [LOCAL ] Saved forecast: IHS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IHS.txt [2025-11-26T21:00:04.097036] [INFO ] [sig ] [1655/3599] Completed IHS in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:04.097089] [INFO ] [sig ] [1656/3599] Forecasting IIF... [2025-11-26T21:00:04.097129] [INFO ] [sig ] Generating forecast for: IIF [2025-11-26T21:00:04.097169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-11-26T21:00:04.108066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIF'. [2025-11-26T21:00:04.108410] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-11-26T21:00:04.109329] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-11-26T21:00:04.109402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:04.109449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:04.109491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:04.109564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:04.168440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:04.169398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:04.169502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:04.169552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:04.294364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:04.294562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:04.294617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:04.294700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:04.298548] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=81.72%) [2025-11-26T21:00:04.298946] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-11-26T21:00:04.299115] [INFO ] [sig ] IIF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:04.453535] [INFO ] [LOCAL ] Saved forecast: IIF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IIF.txt [2025-11-26T21:00:04.453749] [INFO ] [sig ] [1656/3599] Completed IIF in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:04.453809] [INFO ] [sig ] [1657/3599] Forecasting III... [2025-11-26T21:00:04.453853] [INFO ] [sig ] Generating forecast for: III [2025-11-26T21:00:04.453893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'. [2025-11-26T21:00:04.466244] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'III'. [2025-11-26T21:00:04.466705] [INFO ] [FORECASTER] Starting predict_future for III [2025-11-26T21:00:04.467571] [DEBUG] [LOCAL ] No optimal features file found for III: ./output/feature-sets/III.txt [2025-11-26T21:00:04.467662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:04.467712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:04.467753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:04.467823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:04.526823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:04.527781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:04.527890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:04.527939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:04.647499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:04.647745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:04.647802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:04.647844] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:04.651459] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=70.55%) [2025-11-26T21:00:04.651853] [INFO ] [FORECASTER] Completed predict_future for III [2025-11-26T21:00:04.652026] [INFO ] [sig ] III: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:04.800486] [INFO ] [LOCAL ] Saved forecast: III 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/III.txt [2025-11-26T21:00:04.800693] [INFO ] [sig ] [1657/3599] Completed III in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:04.800748] [INFO ] [sig ] [1658/3599] Forecasting IIIN... [2025-11-26T21:00:04.800792] [INFO ] [sig ] Generating forecast for: IIIN [2025-11-26T21:00:04.800833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-11-26T21:00:04.812874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIIN'. [2025-11-26T21:00:04.813227] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-11-26T21:00:04.814074] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-11-26T21:00:04.814144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:04.814187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:04.814227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:04.814294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:04.872690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:04.873620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:04.873762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:04.873813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:04.995886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:04.996085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:04.996142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:04.996185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:04.999941] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=85.91%) [2025-11-26T21:00:05.000294] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-11-26T21:00:05.000455] [INFO ] [sig ] IIIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:05.146169] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IIIN.txt [2025-11-26T21:00:05.146355] [INFO ] [sig ] [1658/3599] Completed IIIN in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:05.146410] [INFO ] [sig ] [1659/3599] Forecasting IIM... [2025-11-26T21:00:05.146454] [INFO ] [sig ] Generating forecast for: IIM [2025-11-26T21:00:05.146497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-11-26T21:00:05.158036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIM'. [2025-11-26T21:00:05.158343] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-11-26T21:00:05.159228] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-11-26T21:00:05.159300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:05.159355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:05.159406] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:05.159484] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:05.221451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:05.222382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:05.222502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:05.222552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:05.344102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:05.344300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:05.344357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:05.344397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:05.348259] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-11-26T21:00:05.348675] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-11-26T21:00:05.348860] [INFO ] [sig ] IIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:05.498841] [INFO ] [LOCAL ] Saved forecast: IIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IIM.txt [2025-11-26T21:00:05.499062] [INFO ] [sig ] [1659/3599] Completed IIM in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:05.499129] [INFO ] [sig ] [1660/3599] Forecasting ILMN... [2025-11-26T21:00:05.499182] [INFO ] [sig ] Generating forecast for: ILMN [2025-11-26T21:00:05.499222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'. [2025-11-26T21:00:05.511448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ILMN'. [2025-11-26T21:00:05.511854] [INFO ] [FORECASTER] Starting predict_future for ILMN [2025-11-26T21:00:05.512711] [DEBUG] [LOCAL ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt [2025-11-26T21:00:05.512779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:05.512816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:05.512864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:05.512947] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:05.571849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:05.572871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:05.572981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:05.573029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:05.700306] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:05.700502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:05.700552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:05.700597] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:05.704410] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=71.08%) [2025-11-26T21:00:05.704809] [INFO ] [FORECASTER] Completed predict_future for ILMN [2025-11-26T21:00:05.704992] [INFO ] [sig ] ILMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:05.849704] [INFO ] [LOCAL ] Saved forecast: ILMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ILMN.txt [2025-11-26T21:00:05.849909] [INFO ] [sig ] [1660/3599] Completed ILMN in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:05.849967] [INFO ] [sig ] [1661/3599] Forecasting IMAX... [2025-11-26T21:00:05.850013] [INFO ] [sig ] Generating forecast for: IMAX [2025-11-26T21:00:05.850055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-11-26T21:00:05.862879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMAX'. [2025-11-26T21:00:05.863345] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-11-26T21:00:05.864215] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-11-26T21:00:05.864289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:05.864336] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:05.864375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:05.864444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:05.929709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:05.930928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:05.931077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:05.931159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:06.056190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:06.056382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:06.056438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:06.056480] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:06.059982] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=47.65%) [2025-11-26T21:00:06.060286] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-11-26T21:00:06.060439] [INFO ] [sig ] IMAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:06.203262] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMAX.txt [2025-11-26T21:00:06.203457] [INFO ] [sig ] [1661/3599] Completed IMAX in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:06.203512] [INFO ] [sig ] [1662/3599] Forecasting IMKTA... [2025-11-26T21:00:06.203556] [INFO ] [sig ] Generating forecast for: IMKTA [2025-11-26T21:00:06.203596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'. [2025-11-26T21:00:06.215445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'. [2025-11-26T21:00:06.215948] [INFO ] [FORECASTER] Starting predict_future for IMKTA [2025-11-26T21:00:06.216902] [DEBUG] [LOCAL ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt [2025-11-26T21:00:06.216973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:06.217031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:06.217081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:06.217160] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:06.273764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:06.274706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:06.274820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:06.274869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:06.393019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:06.393222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:06.393275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:06.393317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:06.396862] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=25.86%) [2025-11-26T21:00:06.397218] [INFO ] [FORECASTER] Completed predict_future for IMKTA [2025-11-26T21:00:06.397391] [INFO ] [sig ] IMKTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:06.539960] [INFO ] [LOCAL ] Saved forecast: IMKTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMKTA.txt [2025-11-26T21:00:06.540143] [INFO ] [sig ] [1662/3599] Completed IMKTA in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:06.540198] [INFO ] [sig ] [1663/3599] Forecasting IMMP... [2025-11-26T21:00:06.540241] [INFO ] [sig ] Generating forecast for: IMMP [2025-11-26T21:00:06.540283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'. [2025-11-26T21:00:06.552145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMP'. [2025-11-26T21:00:06.552577] [INFO ] [FORECASTER] Starting predict_future for IMMP [2025-11-26T21:00:06.553463] [DEBUG] [LOCAL ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt [2025-11-26T21:00:06.553533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:06.553580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:06.553618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:06.553707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:06.612047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:06.612971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:06.613077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:06.613125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:06.728968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:06.729196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:06.729252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:06.729296] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:06.732807] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-11-26T21:00:06.733131] [INFO ] [FORECASTER] Completed predict_future for IMMP [2025-11-26T21:00:06.733289] [INFO ] [sig ] IMMP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:06.881502] [INFO ] [LOCAL ] Saved forecast: IMMP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMMP.txt [2025-11-26T21:00:06.881727] [INFO ] [sig ] [1663/3599] Completed IMMP in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:06.881787] [INFO ] [sig ] [1664/3599] Forecasting IMMX... [2025-11-26T21:00:06.881830] [INFO ] [sig ] Generating forecast for: IMMX [2025-11-26T21:00:06.881883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'. [2025-11-26T21:00:06.893823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMX'. [2025-11-26T21:00:06.894238] [INFO ] [FORECASTER] Starting predict_future for IMMX [2025-11-26T21:00:06.895155] [DEBUG] [LOCAL ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt [2025-11-26T21:00:06.895226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:06.895272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:06.895310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:06.895378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:06.956715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:06.957608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:06.957731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:06.957782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:07.078312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:07.078495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:07.078547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:07.078589] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:07.082050] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=39.28%) [2025-11-26T21:00:07.082351] [INFO ] [FORECASTER] Completed predict_future for IMMX [2025-11-26T21:00:07.082499] [INFO ] [sig ] IMMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:07.226610] [INFO ] [LOCAL ] Saved forecast: IMMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMMX.txt [2025-11-26T21:00:07.226790] [INFO ] [sig ] [1664/3599] Completed IMMX in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:07.226846] [INFO ] [sig ] [1665/3599] Forecasting IMNM... [2025-11-26T21:00:07.226889] [INFO ] [sig ] Generating forecast for: IMNM [2025-11-26T21:00:07.226930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'. [2025-11-26T21:00:07.241497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNM'. [2025-11-26T21:00:07.241853] [INFO ] [FORECASTER] Starting predict_future for IMNM [2025-11-26T21:00:07.242695] [DEBUG] [LOCAL ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt [2025-11-26T21:00:07.242762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:07.242806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:07.242845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:07.242912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:07.301465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:07.302256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:07.302354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:07.302400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:07.428738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:07.428925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:07.428979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:07.429022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:07.432549] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=97.39%) [2025-11-26T21:00:07.432884] [INFO ] [FORECASTER] Completed predict_future for IMNM [2025-11-26T21:00:07.433036] [INFO ] [sig ] IMNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:07.576421] [INFO ] [LOCAL ] Saved forecast: IMNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMNM.txt [2025-11-26T21:00:07.576587] [INFO ] [sig ] [1665/3599] Completed IMNM in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:07.576661] [INFO ] [sig ] [1666/3599] Forecasting IMNN... [2025-11-26T21:00:07.576703] [INFO ] [sig ] Generating forecast for: IMNN [2025-11-26T21:00:07.576745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'. [2025-11-26T21:00:07.588490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNN'. [2025-11-26T21:00:07.588881] [INFO ] [FORECASTER] Starting predict_future for IMNN [2025-11-26T21:00:07.589766] [DEBUG] [LOCAL ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt [2025-11-26T21:00:07.589837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:07.589886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:07.589927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:07.589997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:07.649941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:07.651215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:07.651358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:07.651426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:07.775944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:07.776135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:07.776200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:07.776249] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:07.779807] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=17.52%) [2025-11-26T21:00:07.780126] [INFO ] [FORECASTER] Completed predict_future for IMNN [2025-11-26T21:00:07.780282] [INFO ] [sig ] IMNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:07.925040] [INFO ] [LOCAL ] Saved forecast: IMNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMNN.txt [2025-11-26T21:00:07.925240] [INFO ] [sig ] [1666/3599] Completed IMNN in 0.3s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:07.925300] [INFO ] [sig ] [1667/3599] Forecasting IMOS... [2025-11-26T21:00:07.925344] [INFO ] [sig ] Generating forecast for: IMOS [2025-11-26T21:00:07.925386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'. [2025-11-26T21:00:07.936776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMOS'. [2025-11-26T21:00:07.937198] [INFO ] [FORECASTER] Starting predict_future for IMOS [2025-11-26T21:00:07.938115] [DEBUG] [LOCAL ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt [2025-11-26T21:00:07.938215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:07.938279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:07.938329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:07.938413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:07.998730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:07.999701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:07.999810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:07.999859] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:08.136233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:08.136445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:08.136514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:08.136594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:08.140376] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=55.12%) [2025-11-26T21:00:08.140702] [INFO ] [FORECASTER] Completed predict_future for IMOS [2025-11-26T21:00:08.140852] [INFO ] [sig ] IMOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:08.292118] [INFO ] [LOCAL ] Saved forecast: IMOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMOS.txt [2025-11-26T21:00:08.292282] [INFO ] [sig ] [1667/3599] Completed IMOS in 0.4s | 2.91 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:00:08.292338] [INFO ] [sig ] [1668/3599] Forecasting IMPP... [2025-11-26T21:00:08.292380] [INFO ] [sig ] Generating forecast for: IMPP [2025-11-26T21:00:08.292421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'. [2025-11-26T21:00:08.304536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMPP'. [2025-11-26T21:00:08.304933] [INFO ] [FORECASTER] Starting predict_future for IMPP [2025-11-26T21:00:08.305812] [DEBUG] [LOCAL ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt [2025-11-26T21:00:08.305883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:08.305934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:08.305975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:08.306051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:08.365738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:08.366603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:08.366723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:08.366773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:08.485606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:08.485809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:08.485864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:08.485908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:08.489547] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-11-26T21:00:08.489866] [INFO ] [FORECASTER] Completed predict_future for IMPP [2025-11-26T21:00:08.490014] [INFO ] [sig ] IMPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:08.632857] [INFO ] [LOCAL ] Saved forecast: IMPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMPP.txt [2025-11-26T21:00:08.633055] [INFO ] [sig ] [1668/3599] Completed IMPP in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:00:08.633113] [INFO ] [sig ] [1669/3599] Forecasting IMRX... [2025-11-26T21:00:08.633158] [INFO ] [sig ] Generating forecast for: IMRX [2025-11-26T21:00:08.633200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'. [2025-11-26T21:00:08.645345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMRX'. [2025-11-26T21:00:08.645743] [INFO ] [FORECASTER] Starting predict_future for IMRX [2025-11-26T21:00:08.646773] [DEBUG] [LOCAL ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt [2025-11-26T21:00:08.646850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:08.646897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:08.646938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:08.647005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:08.705691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:08.706636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:08.706786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:08.706857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:08.835147] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:08.835361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:08.835420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:08.835462] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:08.839030] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=67.58%) [2025-11-26T21:00:08.839339] [INFO ] [FORECASTER] Completed predict_future for IMRX [2025-11-26T21:00:08.839491] [INFO ] [sig ] IMRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:08.987489] [INFO ] [LOCAL ] Saved forecast: IMRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMRX.txt [2025-11-26T21:00:08.987738] [INFO ] [sig ] [1669/3599] Completed IMRX in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:00:08.987798] [INFO ] [sig ] [1670/3599] Forecasting IMTX... [2025-11-26T21:00:08.987834] [INFO ] [sig ] Generating forecast for: IMTX [2025-11-26T21:00:08.987883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'. [2025-11-26T21:00:09.000760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMTX'. [2025-11-26T21:00:09.001199] [INFO ] [FORECASTER] Starting predict_future for IMTX [2025-11-26T21:00:09.002107] [DEBUG] [LOCAL ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt [2025-11-26T21:00:09.002182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:09.002231] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:09.002275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:09.002349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:09.062971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:09.063988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:09.064106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:09.064157] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:09.193486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:09.193693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:09.193744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:09.193790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:09.197185] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T21:00:09.197479] [INFO ] [FORECASTER] Completed predict_future for IMTX [2025-11-26T21:00:09.197669] [INFO ] [sig ] IMTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:09.341469] [INFO ] [LOCAL ] Saved forecast: IMTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMTX.txt [2025-11-26T21:00:09.341634] [INFO ] [sig ] [1670/3599] Completed IMTX in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:09.341714] [INFO ] [sig ] [1671/3599] Forecasting IMXI... [2025-11-26T21:00:09.341760] [INFO ] [sig ] Generating forecast for: IMXI [2025-11-26T21:00:09.341803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'. [2025-11-26T21:00:09.356149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMXI'. [2025-11-26T21:00:09.356785] [INFO ] [FORECASTER] Starting predict_future for IMXI [2025-11-26T21:00:09.357942] [DEBUG] [LOCAL ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt [2025-11-26T21:00:09.358015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:09.358065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:09.358107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:09.358267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:09.431371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:09.432820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:09.433025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:09.433092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:09.563907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:09.564111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:09.564169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:09.564213] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:09.567716] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=74.13%) [2025-11-26T21:00:09.568052] [INFO ] [FORECASTER] Completed predict_future for IMXI [2025-11-26T21:00:09.568212] [INFO ] [sig ] IMXI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:09.721073] [INFO ] [LOCAL ] Saved forecast: IMXI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMXI.txt [2025-11-26T21:00:09.721814] [INFO ] [sig ] [1671/3599] Completed IMXI in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:09.722013] [INFO ] [sig ] [1672/3599] Forecasting INAB... [2025-11-26T21:00:09.722062] [INFO ] [sig ] Generating forecast for: INAB [2025-11-26T21:00:09.722109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'. [2025-11-26T21:00:09.735907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INAB'. [2025-11-26T21:00:09.736524] [INFO ] [FORECASTER] Starting predict_future for INAB [2025-11-26T21:00:09.737588] [DEBUG] [LOCAL ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt [2025-11-26T21:00:09.737700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:09.737753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:09.737794] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:09.737869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:09.797708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:09.799006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:09.799128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:09.799179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:09.919695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:09.919964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:09.920034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:09.920084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:09.924339] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=36.48%) [2025-11-26T21:00:09.924766] [INFO ] [FORECASTER] Completed predict_future for INAB [2025-11-26T21:00:09.924947] [INFO ] [sig ] INAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:10.088524] [INFO ] [LOCAL ] Saved forecast: INAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INAB.txt [2025-11-26T21:00:10.088747] [INFO ] [sig ] [1672/3599] Completed INAB in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:10.088806] [INFO ] [sig ] [1673/3599] Forecasting INBK... [2025-11-26T21:00:10.088852] [INFO ] [sig ] Generating forecast for: INBK [2025-11-26T21:00:10.088893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'. [2025-11-26T21:00:10.101217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBK'. [2025-11-26T21:00:10.101726] [INFO ] [FORECASTER] Starting predict_future for INBK [2025-11-26T21:00:10.103874] [DEBUG] [LOCAL ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt [2025-11-26T21:00:10.104062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:10.104118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:10.104166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:10.104241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:10.163281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:10.164574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:10.164730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:10.164784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:10.287934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:10.288207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:10.288282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:10.288333] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:10.293098] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=27.60%) [2025-11-26T21:00:10.293544] [INFO ] [FORECASTER] Completed predict_future for INBK [2025-11-26T21:00:10.293764] [INFO ] [sig ] INBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:10.437420] [INFO ] [LOCAL ] Saved forecast: INBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INBK.txt [2025-11-26T21:00:10.437740] [INFO ] [sig ] [1673/3599] Completed INBK in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:10.437812] [INFO ] [sig ] [1674/3599] Forecasting INBX... [2025-11-26T21:00:10.437859] [INFO ] [sig ] Generating forecast for: INBX [2025-11-26T21:00:10.437899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'. [2025-11-26T21:00:10.451741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBX'. [2025-11-26T21:00:10.452391] [INFO ] [FORECASTER] Starting predict_future for INBX [2025-11-26T21:00:10.453415] [DEBUG] [LOCAL ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt [2025-11-26T21:00:10.453503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:10.453570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:10.453626] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:10.453745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:10.514498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:10.515552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:10.515691] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:10.515756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:10.636735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:10.636940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:10.636998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:10.637050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:10.640796] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=49.45%) [2025-11-26T21:00:10.641179] [INFO ] [FORECASTER] Completed predict_future for INBX [2025-11-26T21:00:10.641356] [INFO ] [sig ] INBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:10.787860] [INFO ] [LOCAL ] Saved forecast: INBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INBX.txt [2025-11-26T21:00:10.788075] [INFO ] [sig ] [1674/3599] Completed INBX in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:10.788167] [INFO ] [sig ] [1675/3599] Forecasting INCY... [2025-11-26T21:00:10.788230] [INFO ] [sig ] Generating forecast for: INCY [2025-11-26T21:00:10.788306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'. [2025-11-26T21:00:10.800387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INCY'. [2025-11-26T21:00:10.800840] [INFO ] [FORECASTER] Starting predict_future for INCY [2025-11-26T21:00:10.801731] [DEBUG] [LOCAL ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt [2025-11-26T21:00:10.801809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:10.801869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:10.801924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:10.802013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:10.859871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:10.860838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:10.860955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:10.861015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:10.993381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:10.993589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:10.993668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:10.993716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:10.997119] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=50.92%) [2025-11-26T21:00:10.997476] [INFO ] [FORECASTER] Completed predict_future for INCY [2025-11-26T21:00:10.997708] [INFO ] [sig ] INCY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:11.143944] [INFO ] [LOCAL ] Saved forecast: INCY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INCY.txt [2025-11-26T21:00:11.144356] [INFO ] [sig ] [1675/3599] Completed INCY in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:11.144424] [INFO ] [sig ] [1676/3599] Forecasting INDB... [2025-11-26T21:00:11.144472] [INFO ] [sig ] Generating forecast for: INDB [2025-11-26T21:00:11.144528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'. [2025-11-26T21:00:11.156689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDB'. [2025-11-26T21:00:11.157149] [INFO ] [FORECASTER] Starting predict_future for INDB [2025-11-26T21:00:11.158057] [DEBUG] [LOCAL ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt [2025-11-26T21:00:11.158127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:11.158174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:11.158213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:11.158281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:11.215152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:11.216617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:11.216996] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:11.217055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:11.339910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:11.340179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:11.340248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:11.340287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:11.344517] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-11-26T21:00:11.344913] [INFO ] [FORECASTER] Completed predict_future for INDB [2025-11-26T21:00:11.345088] [INFO ] [sig ] INDB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:11.508839] [INFO ] [LOCAL ] Saved forecast: INDB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INDB.txt [2025-11-26T21:00:11.509045] [INFO ] [sig ] [1676/3599] Completed INDB in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:11.509102] [INFO ] [sig ] [1677/3599] Forecasting INDI... [2025-11-26T21:00:11.509148] [INFO ] [sig ] Generating forecast for: INDI [2025-11-26T21:00:11.509202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'. [2025-11-26T21:00:11.521383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDI'. [2025-11-26T21:00:11.521839] [INFO ] [FORECASTER] Starting predict_future for INDI [2025-11-26T21:00:11.522790] [DEBUG] [LOCAL ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt [2025-11-26T21:00:11.522863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:11.522910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:11.522949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:11.523016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:11.582831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:11.583780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:11.583887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:11.583933] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:11.706469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:11.706701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:11.706772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:11.706828] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:11.710442] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-11-26T21:00:11.710813] [INFO ] [FORECASTER] Completed predict_future for INDI [2025-11-26T21:00:11.710985] [INFO ] [sig ] INDI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:11.855193] [INFO ] [LOCAL ] Saved forecast: INDI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INDI.txt [2025-11-26T21:00:11.855413] [INFO ] [sig ] [1677/3599] Completed INDI in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:11.855495] [INFO ] [sig ] [1678/3599] Forecasting INDP... [2025-11-26T21:00:11.855561] [INFO ] [sig ] Generating forecast for: INDP [2025-11-26T21:00:11.855623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'. [2025-11-26T21:00:11.869583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDP'. [2025-11-26T21:00:11.869978] [INFO ] [FORECASTER] Starting predict_future for INDP [2025-11-26T21:00:11.870901] [DEBUG] [LOCAL ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt [2025-11-26T21:00:11.870982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:11.871043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:11.871102] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:11.871201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:11.932856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:11.933784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:11.933904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:11.933975] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:12.045537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:12.045757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:12.045830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:12.045895] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:12.049674] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-11-26T21:00:12.050032] [INFO ] [FORECASTER] Completed predict_future for INDP [2025-11-26T21:00:12.050222] [INFO ] [sig ] INDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:12.195247] [INFO ] [LOCAL ] Saved forecast: INDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INDP.txt [2025-11-26T21:00:12.195469] [INFO ] [sig ] [1678/3599] Completed INDP in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:12.195550] [INFO ] [sig ] [1679/3599] Forecasting INDY... [2025-11-26T21:00:12.195622] [INFO ] [sig ] Generating forecast for: INDY [2025-11-26T21:00:12.195717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'. [2025-11-26T21:00:12.207740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDY'. [2025-11-26T21:00:12.208180] [INFO ] [FORECASTER] Starting predict_future for INDY [2025-11-26T21:00:12.209117] [DEBUG] [LOCAL ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt [2025-11-26T21:00:12.209195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:12.209263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:12.209328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:12.209439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:12.271531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:12.272529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:12.272674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:12.272747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:12.397288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:12.397497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:12.397594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:12.397684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:12.401237] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=3.82%) [2025-11-26T21:00:12.401565] [INFO ] [FORECASTER] Completed predict_future for INDY [2025-11-26T21:00:12.401764] [INFO ] [sig ] INDY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:12.546130] [INFO ] [LOCAL ] Saved forecast: INDY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INDY.txt [2025-11-26T21:00:12.546367] [INFO ] [sig ] [1679/3599] Completed INDY in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:12.546444] [INFO ] [sig ] [1680/3599] Forecasting INFY... [2025-11-26T21:00:12.546513] [INFO ] [sig ] Generating forecast for: INFY [2025-11-26T21:00:12.546584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-11-26T21:00:12.561700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INFY'. [2025-11-26T21:00:12.562207] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-11-26T21:00:12.563410] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-11-26T21:00:12.563504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:12.563566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:12.563623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:12.563750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:12.629696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:12.630609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:12.630744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:12.630791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:12.754353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:12.754555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:12.754609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:12.754677] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:12.758365] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=38.68%) [2025-11-26T21:00:12.758751] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-11-26T21:00:12.758928] [INFO ] [sig ] INFY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:12.910378] [INFO ] [LOCAL ] Saved forecast: INFY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INFY.txt [2025-11-26T21:00:12.910622] [INFO ] [sig ] [1680/3599] Completed INFY in 0.4s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:12.910719] [INFO ] [sig ] [1681/3599] Forecasting ING... [2025-11-26T21:00:12.910778] [INFO ] [sig ] Generating forecast for: ING [2025-11-26T21:00:12.910842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-11-26T21:00:12.923599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ING'. [2025-11-26T21:00:12.924064] [INFO ] [FORECASTER] Starting predict_future for ING [2025-11-26T21:00:12.924985] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-11-26T21:00:12.925065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:12.925136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:12.925202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:12.925310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:12.983986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:12.984975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:12.985093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:12.985163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:13.108148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:13.108358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:13.108429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:13.108490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:13.112200] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=58.66%) [2025-11-26T21:00:13.112638] [INFO ] [FORECASTER] Completed predict_future for ING [2025-11-26T21:00:13.112857] [INFO ] [sig ] ING: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:13.258962] [INFO ] [LOCAL ] Saved forecast: ING 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ING.txt [2025-11-26T21:00:13.259151] [INFO ] [sig ] [1681/3599] Completed ING in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:13.259207] [INFO ] [sig ] [1682/3599] Forecasting INGN... [2025-11-26T21:00:13.259254] [INFO ] [sig ] Generating forecast for: INGN [2025-11-26T21:00:13.259293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'. [2025-11-26T21:00:13.270778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INGN'. [2025-11-26T21:00:13.271182] [INFO ] [FORECASTER] Starting predict_future for INGN [2025-11-26T21:00:13.272099] [DEBUG] [LOCAL ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt [2025-11-26T21:00:13.272177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:13.272257] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:13.272330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:13.272461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:13.330076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:13.331070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:13.331194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:13.331274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:13.450858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:13.451058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:13.451138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:13.451206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:13.454777] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=90.70%) [2025-11-26T21:00:13.455102] [INFO ] [FORECASTER] Completed predict_future for INGN [2025-11-26T21:00:13.455283] [INFO ] [sig ] INGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:13.597077] [INFO ] [LOCAL ] Saved forecast: INGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INGN.txt [2025-11-26T21:00:13.597279] [INFO ] [sig ] [1682/3599] Completed INGN in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:13.597395] [INFO ] [sig ] [1683/3599] Forecasting INM... [2025-11-26T21:00:13.597460] [INFO ] [sig ] Generating forecast for: INM [2025-11-26T21:00:13.597563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'. [2025-11-26T21:00:13.609845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INM'. [2025-11-26T21:00:13.610319] [INFO ] [FORECASTER] Starting predict_future for INM [2025-11-26T21:00:13.611197] [DEBUG] [LOCAL ] No optimal features file found for INM: ./output/feature-sets/INM.txt [2025-11-26T21:00:13.611266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:13.611312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:13.611351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:13.611418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:13.669405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:13.670343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:13.670463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:13.670511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:13.790535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:13.790752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:13.790809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:13.790853] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:13.794675] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=49.61%) [2025-11-26T21:00:13.795069] [INFO ] [FORECASTER] Completed predict_future for INM [2025-11-26T21:00:13.795250] [INFO ] [sig ] INM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:13.943156] [INFO ] [LOCAL ] Saved forecast: INM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INM.txt [2025-11-26T21:00:13.943362] [INFO ] [sig ] [1683/3599] Completed INM in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:13.943418] [INFO ] [sig ] [1684/3599] Forecasting INMB... [2025-11-26T21:00:13.943454] [INFO ] [sig ] Generating forecast for: INMB [2025-11-26T21:00:13.943495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'. [2025-11-26T21:00:13.955673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMB'. [2025-11-26T21:00:13.956079] [INFO ] [FORECASTER] Starting predict_future for INMB [2025-11-26T21:00:13.957003] [DEBUG] [LOCAL ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt [2025-11-26T21:00:13.957088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:13.957136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:13.957177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:13.957247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:14.015254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:14.016166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:14.016268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:14.016314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:14.143477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:14.143637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:14.143729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:14.143797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:14.147636] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=96.84%) [2025-11-26T21:00:14.148001] [INFO ] [FORECASTER] Completed predict_future for INMB [2025-11-26T21:00:14.148190] [INFO ] [sig ] INMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:14.292451] [INFO ] [LOCAL ] Saved forecast: INMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INMB.txt [2025-11-26T21:00:14.292692] [INFO ] [sig ] [1684/3599] Completed INMB in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:00:14.292774] [INFO ] [sig ] [1685/3599] Forecasting INMD... [2025-11-26T21:00:14.292832] [INFO ] [sig ] Generating forecast for: INMD [2025-11-26T21:00:14.292903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'. [2025-11-26T21:00:14.304840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMD'. [2025-11-26T21:00:14.305279] [INFO ] [FORECASTER] Starting predict_future for INMD [2025-11-26T21:00:14.306231] [DEBUG] [LOCAL ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt [2025-11-26T21:00:14.306312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:14.306371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:14.306427] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:14.306521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:14.367100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:14.368069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:14.368182] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:14.368244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:14.488310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:14.488520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:14.488590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:14.488667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:14.492286] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=34.48%) [2025-11-26T21:00:14.492669] [INFO ] [FORECASTER] Completed predict_future for INMD [2025-11-26T21:00:14.492845] [INFO ] [sig ] INMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:14.636582] [INFO ] [LOCAL ] Saved forecast: INMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INMD.txt [2025-11-26T21:00:14.636765] [INFO ] [sig ] [1685/3599] Completed INMD in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:00:14.636821] [INFO ] [sig ] [1686/3599] Forecasting INN... [2025-11-26T21:00:14.636863] [INFO ] [sig ] Generating forecast for: INN [2025-11-26T21:00:14.636903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-11-26T21:00:14.648030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INN'. [2025-11-26T21:00:14.648338] [INFO ] [FORECASTER] Starting predict_future for INN [2025-11-26T21:00:14.649185] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-11-26T21:00:14.649256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:14.649305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:14.649344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:14.649412] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:14.710011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:14.710920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:14.711025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:14.711072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:14.827947] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:14.828142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:14.828194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:14.828239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:14.831825] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-11-26T21:00:14.832169] [INFO ] [FORECASTER] Completed predict_future for INN [2025-11-26T21:00:14.832328] [INFO ] [sig ] INN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:14.973699] [INFO ] [LOCAL ] Saved forecast: INN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INN.txt [2025-11-26T21:00:14.973908] [INFO ] [sig ] [1686/3599] Completed INN in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:00:14.973966] [INFO ] [sig ] [1687/3599] Forecasting INO... [2025-11-26T21:00:14.974003] [INFO ] [sig ] Generating forecast for: INO [2025-11-26T21:00:14.974044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'. [2025-11-26T21:00:14.986425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INO'. [2025-11-26T21:00:14.986743] [INFO ] [FORECASTER] Starting predict_future for INO [2025-11-26T21:00:14.987574] [DEBUG] [LOCAL ] No optimal features file found for INO: ./output/feature-sets/INO.txt [2025-11-26T21:00:14.987666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:14.987714] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:14.987751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:14.987818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:15.044795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:15.045534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:15.045629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:15.045697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:15.164501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:15.164706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:15.164760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:15.164802] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:15.168300] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=32.86%) [2025-11-26T21:00:15.168633] [INFO ] [FORECASTER] Completed predict_future for INO [2025-11-26T21:00:15.168798] [INFO ] [sig ] INO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:15.314608] [INFO ] [LOCAL ] Saved forecast: INO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INO.txt [2025-11-26T21:00:15.314843] [INFO ] [sig ] [1687/3599] Completed INO in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:00:15.314909] [INFO ] [sig ] [1688/3599] Forecasting INOD... [2025-11-26T21:00:15.314947] [INFO ] [sig ] Generating forecast for: INOD [2025-11-26T21:00:15.314988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'. [2025-11-26T21:00:15.326828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INOD'. [2025-11-26T21:00:15.327316] [INFO ] [FORECASTER] Starting predict_future for INOD [2025-11-26T21:00:15.328314] [DEBUG] [LOCAL ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt [2025-11-26T21:00:15.328389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:15.328436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:15.328474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:15.328543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:15.386416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:15.387488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:15.387669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:15.387720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:15.512716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:15.512917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:15.512970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:15.513007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:15.516548] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=88.02%) [2025-11-26T21:00:15.516870] [INFO ] [FORECASTER] Completed predict_future for INOD [2025-11-26T21:00:15.517021] [INFO ] [sig ] INOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:15.658433] [INFO ] [LOCAL ] Saved forecast: INOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INOD.txt [2025-11-26T21:00:15.658598] [INFO ] [sig ] [1688/3599] Completed INOD in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:15.658670] [INFO ] [sig ] [1689/3599] Forecasting INSE... [2025-11-26T21:00:15.658716] [INFO ] [sig ] Generating forecast for: INSE [2025-11-26T21:00:15.658751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'. [2025-11-26T21:00:15.670401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSE'. [2025-11-26T21:00:15.670724] [INFO ] [FORECASTER] Starting predict_future for INSE [2025-11-26T21:00:15.671548] [DEBUG] [LOCAL ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt [2025-11-26T21:00:15.671617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:15.671681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:15.671721] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:15.671788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:15.729694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:15.730522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:15.730626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:15.730696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:15.853434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:15.853630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:15.853704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:15.853746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:15.857168] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=93.94%) [2025-11-26T21:00:15.857487] [INFO ] [FORECASTER] Completed predict_future for INSE [2025-11-26T21:00:15.857671] [INFO ] [sig ] INSE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:16.000413] [INFO ] [LOCAL ] Saved forecast: INSE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INSE.txt [2025-11-26T21:00:16.000606] [INFO ] [sig ] [1689/3599] Completed INSE in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:16.000685] [INFO ] [sig ] [1690/3599] Forecasting INSG... [2025-11-26T21:00:16.000724] [INFO ] [sig ] Generating forecast for: INSG [2025-11-26T21:00:16.000768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'. [2025-11-26T21:00:16.012297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSG'. [2025-11-26T21:00:16.012714] [INFO ] [FORECASTER] Starting predict_future for INSG [2025-11-26T21:00:16.013544] [DEBUG] [LOCAL ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt [2025-11-26T21:00:16.013613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:16.013683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:16.013724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:16.013791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:16.071088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:16.071783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:16.071878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:16.071924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:16.192263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:16.192453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:16.192506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:16.192548] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:16.196169] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=31.13%) [2025-11-26T21:00:16.196520] [INFO ] [FORECASTER] Completed predict_future for INSG [2025-11-26T21:00:16.196690] [INFO ] [sig ] INSG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:16.344106] [INFO ] [LOCAL ] Saved forecast: INSG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INSG.txt [2025-11-26T21:00:16.344338] [INFO ] [sig ] [1690/3599] Completed INSG in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:16.344394] [INFO ] [sig ] [1691/3599] Forecasting INSM... [2025-11-26T21:00:16.344438] [INFO ] [sig ] Generating forecast for: INSM [2025-11-26T21:00:16.344481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'. [2025-11-26T21:00:16.357616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSM'. [2025-11-26T21:00:16.358030] [INFO ] [FORECASTER] Starting predict_future for INSM [2025-11-26T21:00:16.358900] [DEBUG] [LOCAL ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt [2025-11-26T21:00:16.358969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:16.359015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:16.359054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:16.359120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:16.415708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:16.416406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:16.416507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:16.416553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:16.535100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:16.535276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:16.535362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:16.535405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:16.538870] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=9.42%) [2025-11-26T21:00:16.539171] [INFO ] [FORECASTER] Completed predict_future for INSM [2025-11-26T21:00:16.539328] [INFO ] [sig ] INSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:16.678014] [INFO ] [LOCAL ] Saved forecast: INSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INSM.txt [2025-11-26T21:00:16.678183] [INFO ] [sig ] [1691/3599] Completed INSM in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:16.678237] [INFO ] [sig ] [1692/3599] Forecasting INSP... [2025-11-26T21:00:16.678280] [INFO ] [sig ] Generating forecast for: INSP [2025-11-26T21:00:16.678321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-11-26T21:00:16.689575] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSP'. [2025-11-26T21:00:16.689934] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-11-26T21:00:16.690808] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-11-26T21:00:16.690878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:16.690926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:16.690965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:16.691034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:16.748779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:16.749515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:16.749615] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:16.749683] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:16.868093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:16.868273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:16.868325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:16.868366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:16.871781] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=21.48%) [2025-11-26T21:00:16.872084] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-11-26T21:00:16.872236] [INFO ] [sig ] INSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:17.010694] [INFO ] [LOCAL ] Saved forecast: INSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INSP.txt [2025-11-26T21:00:17.010896] [INFO ] [sig ] [1692/3599] Completed INSP in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:17.010952] [INFO ] [sig ] [1693/3599] Forecasting INTA... [2025-11-26T21:00:17.010996] [INFO ] [sig ] Generating forecast for: INTA [2025-11-26T21:00:17.011037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'. [2025-11-26T21:00:17.022513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTA'. [2025-11-26T21:00:17.022890] [INFO ] [FORECASTER] Starting predict_future for INTA [2025-11-26T21:00:17.023797] [DEBUG] [LOCAL ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt [2025-11-26T21:00:17.023874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:17.023935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:17.023995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:17.024088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:17.081849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:17.082784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:17.082896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:17.082962] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:17.211079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:17.211247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:17.211319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:17.211375] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:17.214874] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-11-26T21:00:17.215178] [INFO ] [FORECASTER] Completed predict_future for INTA [2025-11-26T21:00:17.215337] [INFO ] [sig ] INTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:17.355175] [INFO ] [LOCAL ] Saved forecast: INTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INTA.txt [2025-11-26T21:00:17.355320] [INFO ] [sig ] [1693/3599] Completed INTA in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:17.355373] [INFO ] [sig ] [1694/3599] Forecasting INTC... [2025-11-26T21:00:17.355413] [INFO ] [sig ] Generating forecast for: INTC [2025-11-26T21:00:17.355452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'. [2025-11-26T21:00:17.366935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTC'. [2025-11-26T21:00:17.367262] [INFO ] [FORECASTER] Starting predict_future for INTC [2025-11-26T21:00:17.368186] [DEBUG] [LOCAL ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt [2025-11-26T21:00:17.368258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:17.368315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:17.368377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:17.368469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:17.427804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:17.428504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:17.428608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:17.428691] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:17.546362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:17.546495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:17.546560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:17.546616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:17.549972] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=40.19%) [2025-11-26T21:00:17.550297] [INFO ] [FORECASTER] Completed predict_future for INTC [2025-11-26T21:00:17.550460] [INFO ] [sig ] INTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:17.690496] [INFO ] [LOCAL ] Saved forecast: INTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INTC.txt [2025-11-26T21:00:17.690683] [INFO ] [sig ] [1694/3599] Completed INTC in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:17.690764] [INFO ] [sig ] [1695/3599] Forecasting INTZ... [2025-11-26T21:00:17.690824] [INFO ] [sig ] Generating forecast for: INTZ [2025-11-26T21:00:17.690889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'. [2025-11-26T21:00:17.701860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTZ'. [2025-11-26T21:00:17.702175] [INFO ] [FORECASTER] Starting predict_future for INTZ [2025-11-26T21:00:17.703029] [DEBUG] [LOCAL ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt [2025-11-26T21:00:17.703097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:17.703156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:17.703208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:17.703289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:17.760029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:17.760698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:17.760792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:17.760832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:17.883482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:17.883670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:17.883721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:17.883755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:17.887136] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=70.32%) [2025-11-26T21:00:17.887427] [INFO ] [FORECASTER] Completed predict_future for INTZ [2025-11-26T21:00:17.887630] [INFO ] [sig ] INTZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:18.027563] [INFO ] [LOCAL ] Saved forecast: INTZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INTZ.txt [2025-11-26T21:00:18.027709] [INFO ] [sig ] [1695/3599] Completed INTZ in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:18.027762] [INFO ] [sig ] [1696/3599] Forecasting INVA... [2025-11-26T21:00:18.027802] [INFO ] [sig ] Generating forecast for: INVA [2025-11-26T21:00:18.027840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'. [2025-11-26T21:00:18.038915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVA'. [2025-11-26T21:00:18.039237] [INFO ] [FORECASTER] Starting predict_future for INVA [2025-11-26T21:00:18.040149] [DEBUG] [LOCAL ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt [2025-11-26T21:00:18.040224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:18.040293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:18.040360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:18.040468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:18.097483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:18.098209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:18.098309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:18.098373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:18.219493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:18.219864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:18.219947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:18.220015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:18.223781] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=67.10%) [2025-11-26T21:00:18.224075] [INFO ] [FORECASTER] Completed predict_future for INVA [2025-11-26T21:00:18.224226] [INFO ] [sig ] INVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:18.365898] [INFO ] [LOCAL ] Saved forecast: INVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INVA.txt [2025-11-26T21:00:18.366051] [INFO ] [sig ] [1696/3599] Completed INVA in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:18.366107] [INFO ] [sig ] [1697/3599] Forecasting INVE... [2025-11-26T21:00:18.366150] [INFO ] [sig ] Generating forecast for: INVE [2025-11-26T21:00:18.366191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'. [2025-11-26T21:00:18.377001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVE'. [2025-11-26T21:00:18.377325] [INFO ] [FORECASTER] Starting predict_future for INVE [2025-11-26T21:00:18.378248] [DEBUG] [LOCAL ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt [2025-11-26T21:00:18.378316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:18.378369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:18.378438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:18.378531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:18.440468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:18.441178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:18.441274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:18.441328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:18.554466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:18.554595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:18.554660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:18.554702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:18.557967] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=97.78%) [2025-11-26T21:00:18.558268] [INFO ] [FORECASTER] Completed predict_future for INVE [2025-11-26T21:00:18.558432] [INFO ] [sig ] INVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:18.699327] [INFO ] [LOCAL ] Saved forecast: INVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INVE.txt [2025-11-26T21:00:18.699470] [INFO ] [sig ] [1697/3599] Completed INVE in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:18.699523] [INFO ] [sig ] [1698/3599] Forecasting INVH... [2025-11-26T21:00:18.699563] [INFO ] [sig ] Generating forecast for: INVH [2025-11-26T21:00:18.699630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-11-26T21:00:18.710432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVH'. [2025-11-26T21:00:18.710756] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-11-26T21:00:18.711584] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-11-26T21:00:18.711674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:18.711729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:18.711786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:18.711862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:18.769142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:18.769816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:18.769913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:18.769960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:18.887929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:18.888075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:18.888127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:18.888168] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:18.891710] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=98.75%) [2025-11-26T21:00:18.892030] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-11-26T21:00:18.892182] [INFO ] [sig ] INVH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:19.038947] [INFO ] [LOCAL ] Saved forecast: INVH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INVH.txt [2025-11-26T21:00:19.039107] [INFO ] [sig ] [1698/3599] Completed INVH in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:19.039182] [INFO ] [sig ] [1699/3599] Forecasting INVZ... [2025-11-26T21:00:19.039235] [INFO ] [sig ] Generating forecast for: INVZ [2025-11-26T21:00:19.039289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'. [2025-11-26T21:00:19.051346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVZ'. [2025-11-26T21:00:19.051707] [INFO ] [FORECASTER] Starting predict_future for INVZ [2025-11-26T21:00:19.052566] [DEBUG] [LOCAL ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt [2025-11-26T21:00:19.052660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:19.052714] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:19.052754] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:19.052824] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:19.114165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:19.114898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:19.114995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:19.115040] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:19.239939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:19.240115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:19.240177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:19.240215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:19.243885] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=8.69%) [2025-11-26T21:00:19.244190] [INFO ] [FORECASTER] Completed predict_future for INVZ [2025-11-26T21:00:19.244343] [INFO ] [sig ] INVZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:19.385657] [INFO ] [LOCAL ] Saved forecast: INVZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INVZ.txt [2025-11-26T21:00:19.385817] [INFO ] [sig ] [1699/3599] Completed INVZ in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:19.385874] [INFO ] [sig ] [1700/3599] Forecasting IONS... [2025-11-26T21:00:19.385916] [INFO ] [sig ] Generating forecast for: IONS [2025-11-26T21:00:19.385957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'. [2025-11-26T21:00:19.403099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IONS'. [2025-11-26T21:00:19.403565] [INFO ] [FORECASTER] Starting predict_future for IONS [2025-11-26T21:00:19.404431] [DEBUG] [LOCAL ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt [2025-11-26T21:00:19.404502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:19.404547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:19.404585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:19.404671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:19.462621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:19.463511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:19.463611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:19.463677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:19.589495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:19.589721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:19.589780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:19.589822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:19.593491] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=93.84%) [2025-11-26T21:00:19.593849] [INFO ] [FORECASTER] Completed predict_future for IONS [2025-11-26T21:00:19.594028] [INFO ] [sig ] IONS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:19.740911] [INFO ] [LOCAL ] Saved forecast: IONS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IONS.txt [2025-11-26T21:00:19.741073] [INFO ] [sig ] [1700/3599] Completed IONS in 0.4s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:19.741125] [INFO ] [sig ] [1701/3599] Forecasting IOSP... [2025-11-26T21:00:19.741167] [INFO ] [sig ] Generating forecast for: IOSP [2025-11-26T21:00:19.741207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'. [2025-11-26T21:00:19.752971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IOSP'. [2025-11-26T21:00:19.753411] [INFO ] [FORECASTER] Starting predict_future for IOSP [2025-11-26T21:00:19.754313] [DEBUG] [LOCAL ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt [2025-11-26T21:00:19.754386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:19.754433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:19.754474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:19.754543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:19.813300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:19.814190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:19.814293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:19.814341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:19.930178] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:19.930362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:19.930415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:19.930460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:19.933934] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=87.66%) [2025-11-26T21:00:19.934229] [INFO ] [FORECASTER] Completed predict_future for IOSP [2025-11-26T21:00:19.934385] [INFO ] [sig ] IOSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:20.119944] [INFO ] [LOCAL ] Saved forecast: IOSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IOSP.txt [2025-11-26T21:00:20.120112] [INFO ] [sig ] [1701/3599] Completed IOSP in 0.4s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:20.120171] [INFO ] [sig ] [1702/3599] Forecasting IPG... [2025-11-26T21:00:20.120215] [INFO ] [sig ] Generating forecast for: IPG [2025-11-26T21:00:20.120255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-11-26T21:00:20.131424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPG'. [2025-11-26T21:00:20.131768] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-11-26T21:00:20.132590] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-11-26T21:00:20.132682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:20.132730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:20.132770] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:20.132838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:20.190379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:20.191164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:20.191266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:20.191314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:20.305818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:20.306001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:20.306072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:20.306116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:20.309531] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=56.17%) [2025-11-26T21:00:20.309842] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-11-26T21:00:20.309988] [INFO ] [sig ] IPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:20.453384] [INFO ] [LOCAL ] Saved forecast: IPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IPG.txt [2025-11-26T21:00:20.453558] [INFO ] [sig ] [1702/3599] Completed IPG in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:00:20.453610] [INFO ] [sig ] [1703/3599] Forecasting IPGP... [2025-11-26T21:00:20.453675] [INFO ] [sig ] Generating forecast for: IPGP [2025-11-26T21:00:20.453718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'. [2025-11-26T21:00:20.464790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPGP'. [2025-11-26T21:00:20.465128] [INFO ] [FORECASTER] Starting predict_future for IPGP [2025-11-26T21:00:20.465985] [DEBUG] [LOCAL ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt [2025-11-26T21:00:20.466053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:20.466103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:20.466138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:20.466209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:20.522802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:20.523483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:20.523580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:20.523627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:20.640174] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:20.640356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:20.640408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:20.640450] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:20.643914] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=54.02%) [2025-11-26T21:00:20.644213] [INFO ] [FORECASTER] Completed predict_future for IPGP [2025-11-26T21:00:20.644360] [INFO ] [sig ] IPGP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:20.785044] [INFO ] [LOCAL ] Saved forecast: IPGP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IPGP.txt [2025-11-26T21:00:20.785213] [INFO ] [sig ] [1703/3599] Completed IPGP in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:00:20.785267] [INFO ] [sig ] [1704/3599] Forecasting IPI... [2025-11-26T21:00:20.785309] [INFO ] [sig ] Generating forecast for: IPI [2025-11-26T21:00:20.785352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-11-26T21:00:20.796881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPI'. [2025-11-26T21:00:20.797193] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-11-26T21:00:20.798050] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-11-26T21:00:20.798119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:20.798165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:20.798204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:20.798272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:20.854687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:20.855342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:20.855454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:20.855507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:20.977486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:20.977729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:20.977785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:20.977827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:20.981258] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=88.73%) [2025-11-26T21:00:20.981559] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-11-26T21:00:20.981736] [INFO ] [sig ] IPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:21.121306] [INFO ] [LOCAL ] Saved forecast: IPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IPI.txt [2025-11-26T21:00:21.121473] [INFO ] [sig ] [1704/3599] Completed IPI in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:00:21.121526] [INFO ] [sig ] [1705/3599] Forecasting IQ... [2025-11-26T21:00:21.121570] [INFO ] [sig ] Generating forecast for: IQ [2025-11-26T21:00:21.121613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'. [2025-11-26T21:00:21.132615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQ'. [2025-11-26T21:00:21.132948] [INFO ] [FORECASTER] Starting predict_future for IQ [2025-11-26T21:00:21.133811] [DEBUG] [LOCAL ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt [2025-11-26T21:00:21.133880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:21.133925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:21.133964] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:21.134031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:21.193081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:21.193921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:21.194026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:21.194107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:21.336058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:21.336241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:21.336290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:21.336335] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:21.339819] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T21:00:21.340108] [INFO ] [FORECASTER] Completed predict_future for IQ [2025-11-26T21:00:21.340249] [INFO ] [sig ] IQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:21.479923] [INFO ] [LOCAL ] Saved forecast: IQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IQ.txt [2025-11-26T21:00:21.480100] [INFO ] [sig ] [1705/3599] Completed IQ in 0.4s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:21.480154] [INFO ] [sig ] [1706/3599] Forecasting IQI... [2025-11-26T21:00:21.480197] [INFO ] [sig ] Generating forecast for: IQI [2025-11-26T21:00:21.480236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-11-26T21:00:21.491747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQI'. [2025-11-26T21:00:21.492181] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-11-26T21:00:21.493028] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-11-26T21:00:21.493098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:21.493144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:21.493198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:21.493269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:21.551163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:21.552066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:21.552168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:21.552217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:21.669976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:21.670163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:21.670217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:21.670266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:21.673759] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=93.93%) [2025-11-26T21:00:21.674075] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-11-26T21:00:21.674228] [INFO ] [sig ] IQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:21.817387] [INFO ] [LOCAL ] Saved forecast: IQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IQI.txt [2025-11-26T21:00:21.817596] [INFO ] [sig ] [1706/3599] Completed IQI in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:21.817675] [INFO ] [sig ] [1707/3599] Forecasting IQQQ... [2025-11-26T21:00:21.817713] [INFO ] [sig ] Generating forecast for: IQQQ [2025-11-26T21:00:21.817754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'. [2025-11-26T21:00:21.830391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'. [2025-11-26T21:00:21.830748] [INFO ] [FORECASTER] Starting predict_future for IQQQ [2025-11-26T21:00:21.831562] [DEBUG] [LOCAL ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt [2025-11-26T21:00:21.831632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:21.831699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:21.831741] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:21.831811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:21.888611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:21.889463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:21.889563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:21.889610] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:22.011409] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:22.011620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:22.011694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:22.011737] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:22.015349] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-11-26T21:00:22.015671] [INFO ] [FORECASTER] Completed predict_future for IQQQ [2025-11-26T21:00:22.015823] [INFO ] [sig ] IQQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:22.160207] [INFO ] [LOCAL ] Saved forecast: IQQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IQQQ.txt [2025-11-26T21:00:22.160398] [INFO ] [sig ] [1707/3599] Completed IQQQ in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:22.160455] [INFO ] [sig ] [1708/3599] Forecasting IRDM... [2025-11-26T21:00:22.160497] [INFO ] [sig ] Generating forecast for: IRDM [2025-11-26T21:00:22.160539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'. [2025-11-26T21:00:22.175626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRDM'. [2025-11-26T21:00:22.176141] [INFO ] [FORECASTER] Starting predict_future for IRDM [2025-11-26T21:00:22.177288] [DEBUG] [LOCAL ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt [2025-11-26T21:00:22.177374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:22.177438] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:22.177496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:22.177623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:22.238176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:22.239144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:22.239250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:22.239298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:22.357414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:22.357614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:22.357686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:22.357729] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:22.361168] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=11.13%) [2025-11-26T21:00:22.361470] [INFO ] [FORECASTER] Completed predict_future for IRDM [2025-11-26T21:00:22.361626] [INFO ] [sig ] IRDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:22.502156] [INFO ] [LOCAL ] Saved forecast: IRDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRDM.txt [2025-11-26T21:00:22.502348] [INFO ] [sig ] [1708/3599] Completed IRDM in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:22.502413] [INFO ] [sig ] [1709/3599] Forecasting IREN... [2025-11-26T21:00:22.502453] [INFO ] [sig ] Generating forecast for: IREN [2025-11-26T21:00:22.502501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'. [2025-11-26T21:00:22.513693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IREN'. [2025-11-26T21:00:22.514067] [INFO ] [FORECASTER] Starting predict_future for IREN [2025-11-26T21:00:22.514921] [DEBUG] [LOCAL ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt [2025-11-26T21:00:22.514990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:22.515035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:22.515077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:22.515143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:22.572394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:22.573297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:22.573399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:22.573443] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:22.695861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:22.696037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:22.696089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:22.696130] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:22.699582] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=77.07%) [2025-11-26T21:00:22.699893] [INFO ] [FORECASTER] Completed predict_future for IREN [2025-11-26T21:00:22.700042] [INFO ] [sig ] IREN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:22.839048] [INFO ] [LOCAL ] Saved forecast: IREN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IREN.txt [2025-11-26T21:00:22.839202] [INFO ] [sig ] [1709/3599] Completed IREN in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:22.839256] [INFO ] [sig ] [1710/3599] Forecasting IRM... [2025-11-26T21:00:22.839296] [INFO ] [sig ] Generating forecast for: IRM [2025-11-26T21:00:22.839344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-11-26T21:00:22.850462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRM'. [2025-11-26T21:00:22.850832] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-11-26T21:00:22.851662] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-11-26T21:00:22.851729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:22.851774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:22.851813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:22.851880] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:22.908016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:22.908716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:22.908812] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:22.908858] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:23.028523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:23.028718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:23.028770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:23.028807] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:23.032186] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=60.40%) [2025-11-26T21:00:23.032481] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-11-26T21:00:23.032624] [INFO ] [sig ] IRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:23.173930] [INFO ] [LOCAL ] Saved forecast: IRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IRM.txt [2025-11-26T21:00:23.174111] [INFO ] [sig ] [1710/3599] Completed IRM in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:23.174165] [INFO ] [sig ] [1711/3599] Forecasting IRMD... [2025-11-26T21:00:23.174210] [INFO ] [sig ] Generating forecast for: IRMD [2025-11-26T21:00:23.174253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'. [2025-11-26T21:00:23.185288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRMD'. [2025-11-26T21:00:23.185733] [INFO ] [FORECASTER] Starting predict_future for IRMD [2025-11-26T21:00:23.186595] [DEBUG] [LOCAL ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt [2025-11-26T21:00:23.186691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:23.186733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:23.186767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:23.186828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:23.243503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:23.244393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:23.244491] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:23.244537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:23.365434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:23.365605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:23.365679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:23.365722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:23.369256] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=32.10%) [2025-11-26T21:00:23.369556] [INFO ] [FORECASTER] Completed predict_future for IRMD [2025-11-26T21:00:23.369723] [INFO ] [sig ] IRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:23.508745] [INFO ] [LOCAL ] Saved forecast: IRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRMD.txt [2025-11-26T21:00:23.508926] [INFO ] [sig ] [1711/3599] Completed IRMD in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:23.508985] [INFO ] [sig ] [1712/3599] Forecasting IRON... [2025-11-26T21:00:23.509030] [INFO ] [sig ] Generating forecast for: IRON [2025-11-26T21:00:23.509082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'. [2025-11-26T21:00:23.520104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRON'. [2025-11-26T21:00:23.520443] [INFO ] [FORECASTER] Starting predict_future for IRON [2025-11-26T21:00:23.521310] [DEBUG] [LOCAL ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt [2025-11-26T21:00:23.521382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:23.521429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:23.521469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:23.521537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:23.580061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:23.580849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:23.580949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:23.580994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:23.701324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:23.701507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:23.701561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:23.701604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:23.705132] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=11.46%) [2025-11-26T21:00:23.705443] [INFO ] [FORECASTER] Completed predict_future for IRON [2025-11-26T21:00:23.705590] [INFO ] [sig ] IRON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:23.846121] [INFO ] [LOCAL ] Saved forecast: IRON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRON.txt [2025-11-26T21:00:23.846292] [INFO ] [sig ] [1712/3599] Completed IRON in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:23.846347] [INFO ] [sig ] [1713/3599] Forecasting IRTC... [2025-11-26T21:00:23.846390] [INFO ] [sig ] Generating forecast for: IRTC [2025-11-26T21:00:23.846441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'. [2025-11-26T21:00:23.857894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRTC'. [2025-11-26T21:00:23.858234] [INFO ] [FORECASTER] Starting predict_future for IRTC [2025-11-26T21:00:23.859105] [DEBUG] [LOCAL ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt [2025-11-26T21:00:23.859177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:23.859223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:23.859264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:23.859336] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:23.920405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:23.921296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:23.921405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:23.921454] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:24.042932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:24.043114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:24.043163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:24.043220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:24.046677] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=52.89%) [2025-11-26T21:00:24.046979] [INFO ] [FORECASTER] Completed predict_future for IRTC [2025-11-26T21:00:24.047131] [INFO ] [sig ] IRTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:24.187823] [INFO ] [LOCAL ] Saved forecast: IRTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IRTC.txt [2025-11-26T21:00:24.187983] [INFO ] [sig ] [1713/3599] Completed IRTC in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:24.188039] [INFO ] [sig ] [1714/3599] Forecasting IRWD... [2025-11-26T21:00:24.188113] [INFO ] [sig ] Generating forecast for: IRWD [2025-11-26T21:00:24.188186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'. [2025-11-26T21:00:24.199335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRWD'. [2025-11-26T21:00:24.199722] [INFO ] [FORECASTER] Starting predict_future for IRWD [2025-11-26T21:00:24.200591] [DEBUG] [LOCAL ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt [2025-11-26T21:00:24.200787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:24.200844] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:24.200893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:24.200983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:24.259477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:24.260240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:24.260347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:24.260399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:24.381083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:24.381279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:24.381331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:24.381380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:24.384871] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=4.94%) [2025-11-26T21:00:24.385177] [INFO ] [FORECASTER] Completed predict_future for IRWD [2025-11-26T21:00:24.385339] [INFO ] [sig ] IRWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:24.526313] [INFO ] [LOCAL ] Saved forecast: IRWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRWD.txt [2025-11-26T21:00:24.526502] [INFO ] [sig ] [1714/3599] Completed IRWD in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:24.526559] [INFO ] [sig ] [1715/3599] Forecasting ISD... [2025-11-26T21:00:24.526603] [INFO ] [sig ] Generating forecast for: ISD [2025-11-26T21:00:24.526677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-11-26T21:00:24.538540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISD'. [2025-11-26T21:00:24.538980] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-11-26T21:00:24.539897] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-11-26T21:00:24.539975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:24.540045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:24.540105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:24.540209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:24.598847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:24.599802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:24.599926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:24.599997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:24.720078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:24.720317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:24.720398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:24.720467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:24.724222] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-11-26T21:00:24.724562] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-11-26T21:00:24.724764] [INFO ] [sig ] ISD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:24.873337] [INFO ] [LOCAL ] Saved forecast: ISD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ISD.txt [2025-11-26T21:00:24.873565] [INFO ] [sig ] [1715/3599] Completed ISD in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:24.873677] [INFO ] [sig ] [1716/3599] Forecasting ISPO... [2025-11-26T21:00:24.873735] [INFO ] [sig ] Generating forecast for: ISPO [2025-11-26T21:00:24.873808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'. [2025-11-26T21:00:24.885359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISPO'. [2025-11-26T21:00:24.885841] [INFO ] [FORECASTER] Starting predict_future for ISPO [2025-11-26T21:00:24.886862] [DEBUG] [LOCAL ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt [2025-11-26T21:00:24.886940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:24.886987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:24.887029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:24.887120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:24.945396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:24.946331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:24.946445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:24.946500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:25.051330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:25.051528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:25.051578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:25.051619] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:25.055134] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=55.53%) [2025-11-26T21:00:25.055478] [INFO ] [FORECASTER] Completed predict_future for ISPO [2025-11-26T21:00:25.055680] [INFO ] [sig ] ISPO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:25.198953] [INFO ] [LOCAL ] Saved forecast: ISPO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ISPO.txt [2025-11-26T21:00:25.199144] [INFO ] [sig ] [1716/3599] Completed ISPO in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:25.199198] [INFO ] [sig ] [1717/3599] Forecasting ISRG... [2025-11-26T21:00:25.199245] [INFO ] [sig ] Generating forecast for: ISRG [2025-11-26T21:00:25.199287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'. [2025-11-26T21:00:25.210438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISRG'. [2025-11-26T21:00:25.210870] [INFO ] [FORECASTER] Starting predict_future for ISRG [2025-11-26T21:00:25.211763] [DEBUG] [LOCAL ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt [2025-11-26T21:00:25.211832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:25.211878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:25.211917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:25.212002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:25.271636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:25.272600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:25.272742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:25.272791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:25.396475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:25.396689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:25.396744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:25.396786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:25.400318] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=33.26%) [2025-11-26T21:00:25.400628] [INFO ] [FORECASTER] Completed predict_future for ISRG [2025-11-26T21:00:25.400801] [INFO ] [sig ] ISRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:25.553287] [INFO ] [LOCAL ] Saved forecast: ISRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ISRG.txt [2025-11-26T21:00:25.553468] [INFO ] [sig ] [1717/3599] Completed ISRG in 0.4s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:25.553534] [INFO ] [sig ] [1718/3599] Forecasting ISSC... [2025-11-26T21:00:25.553599] [INFO ] [sig ] Generating forecast for: ISSC [2025-11-26T21:00:25.553665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'. [2025-11-26T21:00:25.565379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISSC'. [2025-11-26T21:00:25.565784] [INFO ] [FORECASTER] Starting predict_future for ISSC [2025-11-26T21:00:25.566714] [DEBUG] [LOCAL ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt [2025-11-26T21:00:25.566783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:25.566829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:25.566867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:25.566935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:25.624539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:25.625401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:25.625502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:25.625552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:25.742591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:25.742806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:25.742899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:25.742967] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:25.746452] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=46.95%) [2025-11-26T21:00:25.746785] [INFO ] [FORECASTER] Completed predict_future for ISSC [2025-11-26T21:00:25.746956] [INFO ] [sig ] ISSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:25.886194] [INFO ] [LOCAL ] Saved forecast: ISSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ISSC.txt [2025-11-26T21:00:25.886368] [INFO ] [sig ] [1718/3599] Completed ISSC in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:25.886421] [INFO ] [sig ] [1719/3599] Forecasting ISTB... [2025-11-26T21:00:25.886462] [INFO ] [sig ] Generating forecast for: ISTB [2025-11-26T21:00:25.886502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'. [2025-11-26T21:00:25.898151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISTB'. [2025-11-26T21:00:25.898556] [INFO ] [FORECASTER] Starting predict_future for ISTB [2025-11-26T21:00:25.899408] [DEBUG] [LOCAL ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt [2025-11-26T21:00:25.899492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:25.899541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:25.899584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:25.899682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:25.956741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:25.957636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:25.957765] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:25.957810] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:26.076168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:26.076352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:26.076404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:26.076445] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:26.079976] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=99.07%) [2025-11-26T21:00:26.080318] [INFO ] [FORECASTER] Completed predict_future for ISTB [2025-11-26T21:00:26.080473] [INFO ] [sig ] ISTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:26.221511] [INFO ] [LOCAL ] Saved forecast: ISTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ISTB.txt [2025-11-26T21:00:26.221725] [INFO ] [sig ] [1719/3599] Completed ISTB in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:26.221782] [INFO ] [sig ] [1720/3599] Forecasting ITIC... [2025-11-26T21:00:26.221827] [INFO ] [sig ] Generating forecast for: ITIC [2025-11-26T21:00:26.221868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'. [2025-11-26T21:00:26.233223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITIC'. [2025-11-26T21:00:26.233550] [INFO ] [FORECASTER] Starting predict_future for ITIC [2025-11-26T21:00:26.234391] [DEBUG] [LOCAL ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt [2025-11-26T21:00:26.234461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:26.234505] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:26.234548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:26.234619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:26.295466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:26.296458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:26.296563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:26.296609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:26.402742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:26.402929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:26.402982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:26.403023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:26.406387] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=1.00%) [2025-11-26T21:00:26.406700] [INFO ] [FORECASTER] Completed predict_future for ITIC [2025-11-26T21:00:26.406845] [INFO ] [sig ] ITIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:26.547491] [INFO ] [LOCAL ] Saved forecast: ITIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ITIC.txt [2025-11-26T21:00:26.547732] [INFO ] [sig ] [1720/3599] Completed ITIC in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:00:26.547793] [INFO ] [sig ] [1721/3599] Forecasting ITRI... [2025-11-26T21:00:26.547837] [INFO ] [sig ] Generating forecast for: ITRI [2025-11-26T21:00:26.547877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'. [2025-11-26T21:00:26.562781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRI'. [2025-11-26T21:00:26.563299] [INFO ] [FORECASTER] Starting predict_future for ITRI [2025-11-26T21:00:26.564286] [DEBUG] [LOCAL ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt [2025-11-26T21:00:26.564360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:26.564407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:26.564450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:26.564523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:26.624105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:26.625026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:26.625132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:26.625186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:26.757208] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:26.757420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:26.757482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:26.757545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:26.761084] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=2.34%) [2025-11-26T21:00:26.761416] [INFO ] [FORECASTER] Completed predict_future for ITRI [2025-11-26T21:00:26.761596] [INFO ] [sig ] ITRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:26.912081] [INFO ] [LOCAL ] Saved forecast: ITRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ITRI.txt [2025-11-26T21:00:26.912281] [INFO ] [sig ] [1721/3599] Completed ITRI in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:00:26.912343] [INFO ] [sig ] [1722/3599] Forecasting ITRN... [2025-11-26T21:00:26.912388] [INFO ] [sig ] Generating forecast for: ITRN [2025-11-26T21:00:26.912431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'. [2025-11-26T21:00:26.925346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRN'. [2025-11-26T21:00:26.925890] [INFO ] [FORECASTER] Starting predict_future for ITRN [2025-11-26T21:00:26.927002] [DEBUG] [LOCAL ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt [2025-11-26T21:00:26.927082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:26.927130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:26.927171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:26.927241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:26.989866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:26.990823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:26.990928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:26.990976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:27.120434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:27.120621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:27.120696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:27.120741] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:27.124502] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:00:27.124927] [INFO ] [FORECASTER] Completed predict_future for ITRN [2025-11-26T21:00:27.125129] [INFO ] [sig ] ITRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:27.274399] [INFO ] [LOCAL ] Saved forecast: ITRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ITRN.txt [2025-11-26T21:00:27.274587] [INFO ] [sig ] [1722/3599] Completed ITRN in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:27.274666] [INFO ] [sig ] [1723/3599] Forecasting ITUB... [2025-11-26T21:00:27.274715] [INFO ] [sig ] Generating forecast for: ITUB [2025-11-26T21:00:27.274758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-11-26T21:00:27.286701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITUB'. [2025-11-26T21:00:27.287095] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-11-26T21:00:27.288120] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-11-26T21:00:27.288193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:27.288240] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:27.288279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:27.288349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:27.350178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:27.351115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:27.351229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:27.351278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:27.481524] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:27.481740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:27.481797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:27.481842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:27.485383] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=77.52%) [2025-11-26T21:00:27.485721] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-11-26T21:00:27.485879] [INFO ] [sig ] ITUB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:27.641890] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ITUB.txt [2025-11-26T21:00:27.642093] [INFO ] [sig ] [1723/3599] Completed ITUB in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:27.642158] [INFO ] [sig ] [1724/3599] Forecasting IUS... [2025-11-26T21:00:27.642205] [INFO ] [sig ] Generating forecast for: IUS [2025-11-26T21:00:27.642249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'. [2025-11-26T21:00:27.654342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUS'. [2025-11-26T21:00:27.654808] [INFO ] [FORECASTER] Starting predict_future for IUS [2025-11-26T21:00:27.655751] [DEBUG] [LOCAL ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt [2025-11-26T21:00:27.655830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:27.655879] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:27.655931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:27.656014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:27.718673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:27.719776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:27.719903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:27.719968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:27.877265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:27.877500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:27.877599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:27.877682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:27.882440] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=4.44%) [2025-11-26T21:00:27.882936] [INFO ] [FORECASTER] Completed predict_future for IUS [2025-11-26T21:00:27.883163] [INFO ] [sig ] IUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:28.081691] [INFO ] [LOCAL ] Saved forecast: IUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IUS.txt [2025-11-26T21:00:28.081965] [INFO ] [sig ] [1724/3599] Completed IUS in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:28.082051] [INFO ] [sig ] [1725/3599] Forecasting IUSB... [2025-11-26T21:00:28.082123] [INFO ] [sig ] Generating forecast for: IUSB [2025-11-26T21:00:28.082188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'. [2025-11-26T21:00:28.099842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSB'. [2025-11-26T21:00:28.100405] [INFO ] [FORECASTER] Starting predict_future for IUSB [2025-11-26T21:00:28.101729] [DEBUG] [LOCAL ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt [2025-11-26T21:00:28.101823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:28.101891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:28.101955] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:28.102065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:28.181473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:28.186184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:28.186354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:28.186431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:28.368584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:28.368864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:28.368935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:28.368990] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:28.374482] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=28.30%) [2025-11-26T21:00:28.375061] [INFO ] [FORECASTER] Completed predict_future for IUSB [2025-11-26T21:00:28.375296] [INFO ] [sig ] IUSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:28.594909] [INFO ] [LOCAL ] Saved forecast: IUSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IUSB.txt [2025-11-26T21:00:28.595153] [INFO ] [sig ] [1725/3599] Completed IUSB in 0.5s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:28.595240] [INFO ] [sig ] [1726/3599] Forecasting IUSG... [2025-11-26T21:00:28.595307] [INFO ] [sig ] Generating forecast for: IUSG [2025-11-26T21:00:28.595370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'. [2025-11-26T21:00:28.611220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSG'. [2025-11-26T21:00:28.611789] [INFO ] [FORECASTER] Starting predict_future for IUSG [2025-11-26T21:00:28.612970] [DEBUG] [LOCAL ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt [2025-11-26T21:00:28.613063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:28.613128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:28.613186] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:28.613285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:28.698469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:28.699697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:28.699855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:28.699930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:28.863040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:28.863259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:28.863314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:28.863356] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:28.866835] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=86.95%) [2025-11-26T21:00:28.867150] [INFO ] [FORECASTER] Completed predict_future for IUSG [2025-11-26T21:00:28.867303] [INFO ] [sig ] IUSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:29.011215] [INFO ] [LOCAL ] Saved forecast: IUSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IUSG.txt [2025-11-26T21:00:29.011418] [INFO ] [sig ] [1726/3599] Completed IUSG in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:29.011476] [INFO ] [sig ] [1727/3599] Forecasting IVAL... [2025-11-26T21:00:29.011518] [INFO ] [sig ] Generating forecast for: IVAL [2025-11-26T21:00:29.011560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'. [2025-11-26T21:00:29.022553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVAL'. [2025-11-26T21:00:29.022968] [INFO ] [FORECASTER] Starting predict_future for IVAL [2025-11-26T21:00:29.023867] [DEBUG] [LOCAL ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt [2025-11-26T21:00:29.023937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:29.023983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:29.024022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:29.024090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:29.081671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:29.082560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:29.082683] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:29.082733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:29.196836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:29.197023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:29.197076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:29.197117] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:29.200730] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=18.63%) [2025-11-26T21:00:29.201055] [INFO ] [FORECASTER] Completed predict_future for IVAL [2025-11-26T21:00:29.201215] [INFO ] [sig ] IVAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:29.347248] [INFO ] [LOCAL ] Saved forecast: IVAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IVAL.txt [2025-11-26T21:00:29.347447] [INFO ] [sig ] [1727/3599] Completed IVAL in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:29.347502] [INFO ] [sig ] [1728/3599] Forecasting IVZ... [2025-11-26T21:00:29.347579] [INFO ] [sig ] Generating forecast for: IVZ [2025-11-26T21:00:29.347625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-11-26T21:00:29.358534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVZ'. [2025-11-26T21:00:29.359005] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-11-26T21:00:29.359930] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-11-26T21:00:29.360000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:29.360048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:29.360089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:29.360159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:29.420244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:29.421192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:29.421296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:29.421345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:29.547792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:29.547999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:29.548053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:29.548096] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:29.552033] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=15.79%) [2025-11-26T21:00:29.552401] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-11-26T21:00:29.552563] [INFO ] [sig ] IVZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:29.699509] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IVZ.txt [2025-11-26T21:00:29.699746] [INFO ] [sig ] [1728/3599] Completed IVZ in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:29.699805] [INFO ] [sig ] [1729/3599] Forecasting IX... [2025-11-26T21:00:29.699848] [INFO ] [sig ] Generating forecast for: IX [2025-11-26T21:00:29.699975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-11-26T21:00:29.713047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IX'. [2025-11-26T21:00:29.713511] [INFO ] [FORECASTER] Starting predict_future for IX [2025-11-26T21:00:29.714482] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-11-26T21:00:29.714559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:29.714608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:29.714682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:29.714763] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:29.777864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:29.778799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:29.778898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:29.778946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:29.906120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:29.906312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:29.906367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:29.906411] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:29.910058] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=0.81%) [2025-11-26T21:00:29.910405] [INFO ] [FORECASTER] Completed predict_future for IX [2025-11-26T21:00:29.910567] [INFO ] [sig ] IX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:30.059084] [INFO ] [LOCAL ] Saved forecast: IX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IX.txt [2025-11-26T21:00:30.059271] [INFO ] [sig ] [1729/3599] Completed IX in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:30.059327] [INFO ] [sig ] [1730/3599] Forecasting IXUS... [2025-11-26T21:00:30.059369] [INFO ] [sig ] Generating forecast for: IXUS [2025-11-26T21:00:30.059410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'. [2025-11-26T21:00:30.071246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IXUS'. [2025-11-26T21:00:30.071700] [INFO ] [FORECASTER] Starting predict_future for IXUS [2025-11-26T21:00:30.072591] [DEBUG] [LOCAL ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt [2025-11-26T21:00:30.072688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:30.072763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:30.072815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:30.072906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:30.131093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:30.132007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:30.132107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:30.132162] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:30.255394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:30.255582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:30.255638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:30.255696] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:30.259234] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=35.49%) [2025-11-26T21:00:30.259566] [INFO ] [FORECASTER] Completed predict_future for IXUS [2025-11-26T21:00:30.259748] [INFO ] [sig ] IXUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:30.400913] [INFO ] [LOCAL ] Saved forecast: IXUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IXUS.txt [2025-11-26T21:00:30.401061] [INFO ] [sig ] [1730/3599] Completed IXUS in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:30.401117] [INFO ] [sig ] [1731/3599] Forecasting IZEA... [2025-11-26T21:00:30.401162] [INFO ] [sig ] Generating forecast for: IZEA [2025-11-26T21:00:30.401203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'. [2025-11-26T21:00:30.412099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IZEA'. [2025-11-26T21:00:30.412456] [INFO ] [FORECASTER] Starting predict_future for IZEA [2025-11-26T21:00:30.413356] [DEBUG] [LOCAL ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt [2025-11-26T21:00:30.413427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:30.413474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:30.413515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:30.413582] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:30.471125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:30.471819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:30.471914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:30.471954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:30.585745] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:30.585937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:30.585989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:30.586030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:30.589500] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=65.38%) [2025-11-26T21:00:30.589844] [INFO ] [FORECASTER] Completed predict_future for IZEA [2025-11-26T21:00:30.589994] [INFO ] [sig ] IZEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:30.729504] [INFO ] [LOCAL ] Saved forecast: IZEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IZEA.txt [2025-11-26T21:00:30.729697] [INFO ] [sig ] [1731/3599] Completed IZEA in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:30.729765] [INFO ] [sig ] [1732/3599] Forecasting J... [2025-11-26T21:00:30.729807] [INFO ] [sig ] Generating forecast for: J [2025-11-26T21:00:30.729847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-11-26T21:00:30.741233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'J'. [2025-11-26T21:00:30.741564] [INFO ] [FORECASTER] Starting predict_future for J [2025-11-26T21:00:30.742466] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-11-26T21:00:30.742538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:30.742584] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:30.742626] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:30.742725] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:30.799970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:30.800768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:30.800864] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:30.800910] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:30.917658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:30.917839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:30.917895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:30.917977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:30.921516] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=66.57%) [2025-11-26T21:00:30.921828] [INFO ] [FORECASTER] Completed predict_future for J [2025-11-26T21:00:30.921975] [INFO ] [sig ] J: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:31.080322] [INFO ] [LOCAL ] Saved forecast: J 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/J.txt [2025-11-26T21:00:31.080526] [INFO ] [sig ] [1732/3599] Completed J in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:31.080599] [INFO ] [sig ] [1733/3599] Forecasting JACK... [2025-11-26T21:00:31.080681] [INFO ] [sig ] Generating forecast for: JACK [2025-11-26T21:00:31.080746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'. [2025-11-26T21:00:31.094915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JACK'. [2025-11-26T21:00:31.095398] [INFO ] [FORECASTER] Starting predict_future for JACK [2025-11-26T21:00:31.096549] [DEBUG] [LOCAL ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt [2025-11-26T21:00:31.096634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:31.096722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:31.096783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:31.096884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:31.160689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:31.161568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:31.161682] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:31.161728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:31.281026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:31.281211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:31.281265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:31.281305] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:31.284742] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=6.81%) [2025-11-26T21:00:31.285038] [INFO ] [FORECASTER] Completed predict_future for JACK [2025-11-26T21:00:31.285188] [INFO ] [sig ] JACK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:31.424852] [INFO ] [LOCAL ] Saved forecast: JACK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JACK.txt [2025-11-26T21:00:31.425011] [INFO ] [sig ] [1733/3599] Completed JACK in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:31.425071] [INFO ] [sig ] [1734/3599] Forecasting JAGX... [2025-11-26T21:00:31.425115] [INFO ] [sig ] Generating forecast for: JAGX [2025-11-26T21:00:31.425157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'. [2025-11-26T21:00:31.435967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAGX'. [2025-11-26T21:00:31.436273] [INFO ] [FORECASTER] Starting predict_future for JAGX [2025-11-26T21:00:31.437111] [DEBUG] [LOCAL ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt [2025-11-26T21:00:31.437179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:31.437224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:31.437263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:31.437330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:31.495517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:31.496210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:31.496304] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:31.496366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:31.611510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:31.611714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:31.611792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:31.611858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:31.615323] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=78.48%) [2025-11-26T21:00:31.615670] [INFO ] [FORECASTER] Completed predict_future for JAGX [2025-11-26T21:00:31.615853] [INFO ] [sig ] JAGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:31.757131] [INFO ] [LOCAL ] Saved forecast: JAGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JAGX.txt [2025-11-26T21:00:31.757297] [INFO ] [sig ] [1734/3599] Completed JAGX in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:31.757375] [INFO ] [sig ] [1735/3599] Forecasting JAKK... [2025-11-26T21:00:31.757436] [INFO ] [sig ] Generating forecast for: JAKK [2025-11-26T21:00:31.757491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'. [2025-11-26T21:00:31.768925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAKK'. [2025-11-26T21:00:31.769284] [INFO ] [FORECASTER] Starting predict_future for JAKK [2025-11-26T21:00:31.770190] [DEBUG] [LOCAL ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt [2025-11-26T21:00:31.770260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:31.770306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:31.770347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:31.770425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:31.829062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:31.829814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:31.829907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:31.829952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:31.952156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:31.952339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:31.952391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:31.952451] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:31.955870] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-11-26T21:00:31.956176] [INFO ] [FORECASTER] Completed predict_future for JAKK [2025-11-26T21:00:31.956354] [INFO ] [sig ] JAKK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:32.110052] [INFO ] [LOCAL ] Saved forecast: JAKK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JAKK.txt [2025-11-26T21:00:32.110250] [INFO ] [sig ] [1735/3599] Completed JAKK in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:32.110309] [INFO ] [sig ] [1736/3599] Forecasting JAMF... [2025-11-26T21:00:32.110353] [INFO ] [sig ] Generating forecast for: JAMF [2025-11-26T21:00:32.110397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'. [2025-11-26T21:00:32.122026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAMF'. [2025-11-26T21:00:32.122447] [INFO ] [FORECASTER] Starting predict_future for JAMF [2025-11-26T21:00:32.123376] [DEBUG] [LOCAL ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt [2025-11-26T21:00:32.123457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:32.123518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:32.123576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:32.123681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:32.180813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:32.181746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:32.181853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:32.181906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:32.298973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:32.299106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:32.299168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:32.299220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:32.302583] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=27.41%) [2025-11-26T21:00:32.302902] [INFO ] [FORECASTER] Completed predict_future for JAMF [2025-11-26T21:00:32.303061] [INFO ] [sig ] JAMF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:32.442030] [INFO ] [LOCAL ] Saved forecast: JAMF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JAMF.txt [2025-11-26T21:00:32.442207] [INFO ] [sig ] [1736/3599] Completed JAMF in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:00:32.442272] [INFO ] [sig ] [1737/3599] Forecasting JANX... [2025-11-26T21:00:32.442314] [INFO ] [sig ] Generating forecast for: JANX [2025-11-26T21:00:32.442360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'. [2025-11-26T21:00:32.453630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JANX'. [2025-11-26T21:00:32.453997] [INFO ] [FORECASTER] Starting predict_future for JANX [2025-11-26T21:00:32.454860] [DEBUG] [LOCAL ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt [2025-11-26T21:00:32.454930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:32.454976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:32.455017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:32.455086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:32.514369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:32.515299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:32.515408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:32.515457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:32.643054] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:32.643249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:32.643321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:32.643363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:32.646882] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=96.60%) [2025-11-26T21:00:32.647181] [INFO ] [FORECASTER] Completed predict_future for JANX [2025-11-26T21:00:32.647333] [INFO ] [sig ] JANX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:32.791596] [INFO ] [LOCAL ] Saved forecast: JANX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JANX.txt [2025-11-26T21:00:32.791807] [INFO ] [sig ] [1737/3599] Completed JANX in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:00:32.791865] [INFO ] [sig ] [1738/3599] Forecasting JAZZ... [2025-11-26T21:00:32.791909] [INFO ] [sig ] Generating forecast for: JAZZ [2025-11-26T21:00:32.791950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'. [2025-11-26T21:00:32.804132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'. [2025-11-26T21:00:32.804514] [INFO ] [FORECASTER] Starting predict_future for JAZZ [2025-11-26T21:00:32.805424] [DEBUG] [LOCAL ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt [2025-11-26T21:00:32.805506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:32.805589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:32.805636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:32.805728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:32.862795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:32.863580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:32.863701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:32.863751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:32.985039] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:32.985199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:32.985251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:32.985291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:32.988889] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-11-26T21:00:32.989186] [INFO ] [FORECASTER] Completed predict_future for JAZZ [2025-11-26T21:00:32.989338] [INFO ] [sig ] JAZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:33.131842] [INFO ] [LOCAL ] Saved forecast: JAZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JAZZ.txt [2025-11-26T21:00:33.132036] [INFO ] [sig ] [1738/3599] Completed JAZZ in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:00:33.132096] [INFO ] [sig ] [1739/3599] Forecasting JBGS... [2025-11-26T21:00:33.132139] [INFO ] [sig ] Generating forecast for: JBGS [2025-11-26T21:00:33.132182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-11-26T21:00:33.144362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBGS'. [2025-11-26T21:00:33.144765] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-11-26T21:00:33.145595] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-11-26T21:00:33.145691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:33.145747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:33.145798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:33.145869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:33.207321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:33.208300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:33.208445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:33.208497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:33.330283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:33.330469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:33.330534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:33.330590] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:33.334196] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=38.86%) [2025-11-26T21:00:33.334518] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-11-26T21:00:33.334703] [INFO ] [sig ] JBGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:33.479306] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JBGS.txt [2025-11-26T21:00:33.479479] [INFO ] [sig ] [1739/3599] Completed JBGS in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:00:33.479538] [INFO ] [sig ] [1740/3599] Forecasting JBI... [2025-11-26T21:00:33.479582] [INFO ] [sig ] Generating forecast for: JBI [2025-11-26T21:00:33.479632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-11-26T21:00:33.491050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBI'. [2025-11-26T21:00:33.491427] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-11-26T21:00:33.492375] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-11-26T21:00:33.492450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:33.492499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:33.492541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:33.492612] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:33.552333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:33.553500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:33.553609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:33.553684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:33.680111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:33.680301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:33.680355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:33.680397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:33.683857] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=21.77%) [2025-11-26T21:00:33.684151] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-11-26T21:00:33.684296] [INFO ] [sig ] JBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:33.826744] [INFO ] [LOCAL ] Saved forecast: JBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JBI.txt [2025-11-26T21:00:33.826991] [INFO ] [sig ] [1740/3599] Completed JBI in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:00:33.827067] [INFO ] [sig ] [1741/3599] Forecasting JBL... [2025-11-26T21:00:33.827125] [INFO ] [sig ] Generating forecast for: JBL [2025-11-26T21:00:33.827181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-11-26T21:00:33.843272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBL'. [2025-11-26T21:00:33.843786] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-11-26T21:00:33.844912] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-11-26T21:00:33.845000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:33.845093] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:33.845164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:33.845290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:33.903206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:33.904146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:33.904248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:33.904307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:34.025890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:34.026105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:34.026164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:34.026207] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:34.029981] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-11-26T21:00:34.030286] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-11-26T21:00:34.030447] [INFO ] [sig ] JBL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:34.170169] [INFO ] [LOCAL ] Saved forecast: JBL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JBL.txt [2025-11-26T21:00:34.170361] [INFO ] [sig ] [1741/3599] Completed JBL in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:34.170421] [INFO ] [sig ] [1742/3599] Forecasting JBND... [2025-11-26T21:00:34.170465] [INFO ] [sig ] Generating forecast for: JBND [2025-11-26T21:00:34.170505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-11-26T21:00:34.182572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBND'. [2025-11-26T21:00:34.182976] [INFO ] [FORECASTER] Starting predict_future for JBND [2025-11-26T21:00:34.183852] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-11-26T21:00:34.183921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:34.183966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:34.184006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:34.184083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:34.242896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:34.243854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:34.243953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:34.244008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:34.362736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:34.362937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:34.362990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:34.363073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:34.366779] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=32.29%) [2025-11-26T21:00:34.367141] [INFO ] [FORECASTER] Completed predict_future for JBND [2025-11-26T21:00:34.367324] [INFO ] [sig ] JBND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:34.511541] [INFO ] [LOCAL ] Saved forecast: JBND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JBND.txt [2025-11-26T21:00:34.511722] [INFO ] [sig ] [1742/3599] Completed JBND in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:34.511786] [INFO ] [sig ] [1743/3599] Forecasting JBSS... [2025-11-26T21:00:34.511831] [INFO ] [sig ] Generating forecast for: JBSS [2025-11-26T21:00:34.511872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'. [2025-11-26T21:00:34.523386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBSS'. [2025-11-26T21:00:34.523738] [INFO ] [FORECASTER] Starting predict_future for JBSS [2025-11-26T21:00:34.524563] [DEBUG] [LOCAL ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt [2025-11-26T21:00:34.524632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:34.524707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:34.524755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:34.524828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:34.581149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:34.581943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:34.582052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:34.582100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:34.700744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:34.700934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:34.700993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:34.701029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:34.704418] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=85.91%) [2025-11-26T21:00:34.704773] [INFO ] [FORECASTER] Completed predict_future for JBSS [2025-11-26T21:00:34.704962] [INFO ] [sig ] JBSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:34.847350] [INFO ] [LOCAL ] Saved forecast: JBSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JBSS.txt [2025-11-26T21:00:34.847523] [INFO ] [sig ] [1743/3599] Completed JBSS in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:34.847581] [INFO ] [sig ] [1744/3599] Forecasting JCE... [2025-11-26T21:00:34.847677] [INFO ] [sig ] Generating forecast for: JCE [2025-11-26T21:00:34.847726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-11-26T21:00:34.858846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCE'. [2025-11-26T21:00:34.859187] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-11-26T21:00:34.860064] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-11-26T21:00:34.860134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:34.860179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:34.860219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:34.860286] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:34.917219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:34.918106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:34.918214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:34.918287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:35.036961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:35.037162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:35.037230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:35.037308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:35.040933] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=43.96%) [2025-11-26T21:00:35.041288] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-11-26T21:00:35.041484] [INFO ] [sig ] JCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:35.181051] [INFO ] [LOCAL ] Saved forecast: JCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JCE.txt [2025-11-26T21:00:35.181248] [INFO ] [sig ] [1744/3599] Completed JCE in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:35.181356] [INFO ] [sig ] [1745/3599] Forecasting JCI... [2025-11-26T21:00:35.181432] [INFO ] [sig ] Generating forecast for: JCI [2025-11-26T21:00:35.181504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-11-26T21:00:35.193944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCI'. [2025-11-26T21:00:35.194336] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-11-26T21:00:35.195266] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-11-26T21:00:35.195341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:35.195390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:35.195445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:35.195521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:35.254783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:35.255750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:35.255867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:35.255928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:35.382140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:35.382344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:35.382416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:35.382481] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:35.385989] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=8.66%) [2025-11-26T21:00:35.386327] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-11-26T21:00:35.386517] [INFO ] [sig ] JCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:35.527491] [INFO ] [LOCAL ] Saved forecast: JCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JCI.txt [2025-11-26T21:00:35.527755] [INFO ] [sig ] [1745/3599] Completed JCI in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:35.527837] [INFO ] [sig ] [1746/3599] Forecasting JD... [2025-11-26T21:00:35.527943] [INFO ] [sig ] Generating forecast for: JD [2025-11-26T21:00:35.528010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'. [2025-11-26T21:00:35.543157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JD'. [2025-11-26T21:00:35.543597] [INFO ] [FORECASTER] Starting predict_future for JD [2025-11-26T21:00:35.544509] [DEBUG] [LOCAL ] No optimal features file found for JD: ./output/feature-sets/JD.txt [2025-11-26T21:00:35.544585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:35.544673] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:35.544753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:35.544879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:35.604452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:35.605421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:35.605540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:35.605621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:35.729142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:35.729338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:35.729393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:35.729435] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:35.732923] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=75.65%) [2025-11-26T21:00:35.733252] [INFO ] [FORECASTER] Completed predict_future for JD [2025-11-26T21:00:35.733422] [INFO ] [sig ] JD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:35.872722] [INFO ] [LOCAL ] Saved forecast: JD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JD.txt [2025-11-26T21:00:35.872894] [INFO ] [sig ] [1746/3599] Completed JD in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:35.872949] [INFO ] [sig ] [1747/3599] Forecasting JDZG... [2025-11-26T21:00:35.873005] [INFO ] [sig ] Generating forecast for: JDZG [2025-11-26T21:00:35.873057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'. [2025-11-26T21:00:35.884100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JDZG'. [2025-11-26T21:00:35.884508] [INFO ] [FORECASTER] Starting predict_future for JDZG [2025-11-26T21:00:35.885360] [DEBUG] [LOCAL ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt [2025-11-26T21:00:35.885431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:35.885478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:35.885520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:35.885587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:35.941948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:35.942722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:35.942822] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:35.942870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:36.060337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:36.060516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:36.060575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:36.060616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:36.064045] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: UP (p=84.66%) [2025-11-26T21:00:36.064342] [INFO ] [FORECASTER] Completed predict_future for JDZG [2025-11-26T21:00:36.064492] [INFO ] [sig ] JDZG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:36.206040] [INFO ] [LOCAL ] Saved forecast: JDZG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JDZG.txt [2025-11-26T21:00:36.206263] [INFO ] [sig ] [1747/3599] Completed JDZG in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:36.206334] [INFO ] [sig ] [1748/3599] Forecasting JEF... [2025-11-26T21:00:36.206380] [INFO ] [sig ] Generating forecast for: JEF [2025-11-26T21:00:36.206420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-11-26T21:00:36.219445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEF'. [2025-11-26T21:00:36.219864] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-11-26T21:00:36.220854] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-11-26T21:00:36.220926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:36.220972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:36.221012] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:36.221080] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:36.285577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:36.286502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:36.286626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:36.286709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:36.425875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:36.426105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:36.426188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:36.426271] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:36.430201] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=33.15%) [2025-11-26T21:00:36.430548] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-11-26T21:00:36.430735] [INFO ] [sig ] JEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:36.579785] [INFO ] [LOCAL ] Saved forecast: JEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JEF.txt [2025-11-26T21:00:36.579946] [INFO ] [sig ] [1748/3599] Completed JEF in 0.4s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:36.580001] [INFO ] [sig ] [1749/3599] Forecasting JELD... [2025-11-26T21:00:36.580054] [INFO ] [sig ] Generating forecast for: JELD [2025-11-26T21:00:36.580147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-11-26T21:00:36.591361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JELD'. [2025-11-26T21:00:36.591713] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-11-26T21:00:36.592525] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-11-26T21:00:36.592594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:36.592659] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:36.592702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:36.592777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:36.648891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:36.649779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:36.649881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:36.649926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:36.777396] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:36.777634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:36.777716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:36.777760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:36.781525] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=74.48%) [2025-11-26T21:00:36.781871] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-11-26T21:00:36.782048] [INFO ] [sig ] JELD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:36.927275] [INFO ] [LOCAL ] Saved forecast: JELD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JELD.txt [2025-11-26T21:00:36.927485] [INFO ] [sig ] [1749/3599] Completed JELD in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:36.927580] [INFO ] [sig ] [1750/3599] Forecasting JEPQ... [2025-11-26T21:00:36.927627] [INFO ] [sig ] Generating forecast for: JEPQ [2025-11-26T21:00:36.927697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'. [2025-11-26T21:00:36.939507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'. [2025-11-26T21:00:36.939991] [INFO ] [FORECASTER] Starting predict_future for JEPQ [2025-11-26T21:00:36.940896] [DEBUG] [LOCAL ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt [2025-11-26T21:00:36.940965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:36.941010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:36.941050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:36.941118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:36.999303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:37.000306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:37.000411] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:37.000459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:37.126106] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:37.126292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:37.126344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:37.126385] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:37.129850] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=86.76%) [2025-11-26T21:00:37.130151] [INFO ] [FORECASTER] Completed predict_future for JEPQ [2025-11-26T21:00:37.130301] [INFO ] [sig ] JEPQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:37.274428] [INFO ] [LOCAL ] Saved forecast: JEPQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JEPQ.txt [2025-11-26T21:00:37.274614] [INFO ] [sig ] [1750/3599] Completed JEPQ in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:37.274695] [INFO ] [sig ] [1751/3599] Forecasting JFIN... [2025-11-26T21:00:37.274741] [INFO ] [sig ] Generating forecast for: JFIN [2025-11-26T21:00:37.274791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'. [2025-11-26T21:00:37.286427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JFIN'. [2025-11-26T21:00:37.286859] [INFO ] [FORECASTER] Starting predict_future for JFIN [2025-11-26T21:00:37.287768] [DEBUG] [LOCAL ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt [2025-11-26T21:00:37.287842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:37.287888] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:37.287928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:37.287997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:37.347814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:37.348632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:37.348753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:37.348803] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:37.468630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:37.468833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:37.468886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:37.468927] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:37.472354] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=68.98%) [2025-11-26T21:00:37.472668] [INFO ] [FORECASTER] Completed predict_future for JFIN [2025-11-26T21:00:37.472813] [INFO ] [sig ] JFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:37.612611] [INFO ] [LOCAL ] Saved forecast: JFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JFIN.txt [2025-11-26T21:00:37.612868] [INFO ] [sig ] [1751/3599] Completed JFIN in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:37.612955] [INFO ] [sig ] [1752/3599] Forecasting JGLO... [2025-11-26T21:00:37.613023] [INFO ] [sig ] Generating forecast for: JGLO [2025-11-26T21:00:37.613075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'. [2025-11-26T21:00:37.625169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JGLO'. [2025-11-26T21:00:37.625534] [INFO ] [FORECASTER] Starting predict_future for JGLO [2025-11-26T21:00:37.626371] [DEBUG] [LOCAL ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt [2025-11-26T21:00:37.626441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:37.626487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:37.626529] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:37.626622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:37.683912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:37.684867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:37.684976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:37.685025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:37.804947] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:37.805154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:37.805225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:37.805273] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:37.808840] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=86.26%) [2025-11-26T21:00:37.809160] [INFO ] [FORECASTER] Completed predict_future for JGLO [2025-11-26T21:00:37.809319] [INFO ] [sig ] JGLO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:37.947687] [INFO ] [LOCAL ] Saved forecast: JGLO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JGLO.txt [2025-11-26T21:00:37.947872] [INFO ] [sig ] [1752/3599] Completed JGLO in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:37.947928] [INFO ] [sig ] [1753/3599] Forecasting JHG... [2025-11-26T21:00:37.947967] [INFO ] [sig ] Generating forecast for: JHG [2025-11-26T21:00:37.948013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-11-26T21:00:37.960337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHG'. [2025-11-26T21:00:37.960719] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-11-26T21:00:37.961563] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-11-26T21:00:37.961635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:37.961701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:37.961745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:37.961812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:38.019483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:38.020425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:38.020538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:38.020589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:38.138629] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:38.138817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:38.138873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:38.138916] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:38.142326] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-11-26T21:00:38.142626] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-11-26T21:00:38.142792] [INFO ] [sig ] JHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:38.283054] [INFO ] [LOCAL ] Saved forecast: JHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JHG.txt [2025-11-26T21:00:38.283218] [INFO ] [sig ] [1753/3599] Completed JHG in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:00:38.283285] [INFO ] [sig ] [1754/3599] Forecasting JHI... [2025-11-26T21:00:38.283332] [INFO ] [sig ] Generating forecast for: JHI [2025-11-26T21:00:38.283372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-11-26T21:00:38.294153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHI'. [2025-11-26T21:00:38.294474] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-11-26T21:00:38.295341] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-11-26T21:00:38.295425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:38.295473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:38.295515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:38.295600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:38.354193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:38.355064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:38.355169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:38.355216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:38.462148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:38.462317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:38.462369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:38.462412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:38.466139] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=28.54%) [2025-11-26T21:00:38.466434] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-11-26T21:00:38.466577] [INFO ] [sig ] JHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:38.612771] [INFO ] [LOCAL ] Saved forecast: JHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JHI.txt [2025-11-26T21:00:38.612941] [INFO ] [sig ] [1754/3599] Completed JHI in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:00:38.612996] [INFO ] [sig ] [1755/3599] Forecasting JHX... [2025-11-26T21:00:38.613037] [INFO ] [sig ] Generating forecast for: JHX [2025-11-26T21:00:38.613078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-11-26T21:00:38.624377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHX'. [2025-11-26T21:00:38.624729] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-11-26T21:00:38.625555] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-11-26T21:00:38.625626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:38.625694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:38.625736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:38.625807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:38.683921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:38.684775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:38.684879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:38.684926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:38.804469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:38.804665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:38.804724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:38.804769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:38.808388] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=26.15%) [2025-11-26T21:00:38.808714] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-11-26T21:00:38.808864] [INFO ] [sig ] JHX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:38.953237] [INFO ] [LOCAL ] Saved forecast: JHX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JHX.txt [2025-11-26T21:00:38.953406] [INFO ] [sig ] [1755/3599] Completed JHX in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:00:38.953459] [INFO ] [sig ] [1756/3599] Forecasting JILL... [2025-11-26T21:00:38.953502] [INFO ] [sig ] Generating forecast for: JILL [2025-11-26T21:00:38.953544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-11-26T21:00:38.965092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JILL'. [2025-11-26T21:00:38.965401] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-11-26T21:00:38.966243] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-11-26T21:00:38.966312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:38.966358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:38.966398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:38.966460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:39.025037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:39.025949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:39.026050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:39.026097] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:39.145908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:39.146096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:39.146150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:39.146194] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:39.149722] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=48.01%) [2025-11-26T21:00:39.150032] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-11-26T21:00:39.150216] [INFO ] [sig ] JILL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:39.291257] [INFO ] [LOCAL ] Saved forecast: JILL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JILL.txt [2025-11-26T21:00:39.291442] [INFO ] [sig ] [1756/3599] Completed JILL in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:00:39.291498] [INFO ] [sig ] [1757/3599] Forecasting JIVE... [2025-11-26T21:00:39.291541] [INFO ] [sig ] Generating forecast for: JIVE [2025-11-26T21:00:39.291583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'. [2025-11-26T21:00:39.303007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JIVE'. [2025-11-26T21:00:39.303449] [INFO ] [FORECASTER] Starting predict_future for JIVE [2025-11-26T21:00:39.304301] [DEBUG] [LOCAL ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt [2025-11-26T21:00:39.304370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:39.304414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:39.304453] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:39.304521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:39.363811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:39.364736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:39.364843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:39.364892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:39.482193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:39.482388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:39.482440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:39.482481] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:39.485951] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=72.08%) [2025-11-26T21:00:39.486284] [INFO ] [FORECASTER] Completed predict_future for JIVE [2025-11-26T21:00:39.486444] [INFO ] [sig ] JIVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:39.630705] [INFO ] [LOCAL ] Saved forecast: JIVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JIVE.txt [2025-11-26T21:00:39.630906] [INFO ] [sig ] [1757/3599] Completed JIVE in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:00:39.630965] [INFO ] [sig ] [1758/3599] Forecasting JJSF... [2025-11-26T21:00:39.631005] [INFO ] [sig ] Generating forecast for: JJSF [2025-11-26T21:00:39.631047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'. [2025-11-26T21:00:39.642774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JJSF'. [2025-11-26T21:00:39.643171] [INFO ] [FORECASTER] Starting predict_future for JJSF [2025-11-26T21:00:39.644020] [DEBUG] [LOCAL ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt [2025-11-26T21:00:39.644088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:39.644132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:39.644171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:39.644238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:39.702550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:39.703499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:39.703600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:39.703680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:39.823246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:39.823419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:39.823475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:39.823512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:39.826896] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=74.01%) [2025-11-26T21:00:39.827190] [INFO ] [FORECASTER] Completed predict_future for JJSF [2025-11-26T21:00:39.827330] [INFO ] [sig ] JJSF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:39.967267] [INFO ] [LOCAL ] Saved forecast: JJSF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JJSF.txt [2025-11-26T21:00:39.967418] [INFO ] [sig ] [1758/3599] Completed JJSF in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:39.967472] [INFO ] [sig ] [1759/3599] Forecasting JKHY... [2025-11-26T21:00:39.967527] [INFO ] [sig ] Generating forecast for: JKHY [2025-11-26T21:00:39.967696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'. [2025-11-26T21:00:39.978796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKHY'. [2025-11-26T21:00:39.979128] [INFO ] [FORECASTER] Starting predict_future for JKHY [2025-11-26T21:00:39.979984] [DEBUG] [LOCAL ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt [2025-11-26T21:00:39.980053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:39.980098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:39.980139] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:39.980208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:40.037806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:40.038581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:40.038696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:40.038746] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:40.156174] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:40.156362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:40.156414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:40.156459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:40.159896] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=71.89%) [2025-11-26T21:00:40.160206] [INFO ] [FORECASTER] Completed predict_future for JKHY [2025-11-26T21:00:40.160353] [INFO ] [sig ] JKHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:40.302193] [INFO ] [LOCAL ] Saved forecast: JKHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JKHY.txt [2025-11-26T21:00:40.302380] [INFO ] [sig ] [1759/3599] Completed JKHY in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:40.302438] [INFO ] [sig ] [1760/3599] Forecasting JKS... [2025-11-26T21:00:40.302483] [INFO ] [sig ] Generating forecast for: JKS [2025-11-26T21:00:40.302527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-11-26T21:00:40.314470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKS'. [2025-11-26T21:00:40.314828] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-11-26T21:00:40.315624] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-11-26T21:00:40.315711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:40.315757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:40.315796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:40.315864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:40.373510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:40.374399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:40.374502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:40.374551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:40.493394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:40.493584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:40.493655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:40.493702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:40.497165] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=67.38%) [2025-11-26T21:00:40.497467] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-11-26T21:00:40.497656] [INFO ] [sig ] JKS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:40.653233] [INFO ] [LOCAL ] Saved forecast: JKS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JKS.txt [2025-11-26T21:00:40.653413] [INFO ] [sig ] [1760/3599] Completed JKS in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:40.653468] [INFO ] [sig ] [1761/3599] Forecasting JLL... [2025-11-26T21:00:40.653510] [INFO ] [sig ] Generating forecast for: JLL [2025-11-26T21:00:40.653551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-11-26T21:00:40.665860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLL'. [2025-11-26T21:00:40.666282] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-11-26T21:00:40.667213] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-11-26T21:00:40.667285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:40.667335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:40.667375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:40.667444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:40.727662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:40.728596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:40.728731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:40.728784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:40.855226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:40.855434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:40.855489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:40.855530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:40.859005] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-11-26T21:00:40.859355] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-11-26T21:00:40.859528] [INFO ] [sig ] JLL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:41.007086] [INFO ] [LOCAL ] Saved forecast: JLL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JLL.txt [2025-11-26T21:00:41.007276] [INFO ] [sig ] [1761/3599] Completed JLL in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:41.007332] [INFO ] [sig ] [1762/3599] Forecasting JLS... [2025-11-26T21:00:41.007389] [INFO ] [sig ] Generating forecast for: JLS [2025-11-26T21:00:41.007437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-11-26T21:00:41.019568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLS'. [2025-11-26T21:00:41.020040] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-11-26T21:00:41.020954] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-11-26T21:00:41.021026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:41.021074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:41.021115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:41.021184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:41.082472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:41.083408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:41.083511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:41.083560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:41.194666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:41.194843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:41.194899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:41.194942] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:41.198337] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=86.24%) [2025-11-26T21:00:41.198632] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-11-26T21:00:41.198798] [INFO ] [sig ] JLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:41.343689] [INFO ] [LOCAL ] Saved forecast: JLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JLS.txt [2025-11-26T21:00:41.343877] [INFO ] [sig ] [1762/3599] Completed JLS in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:41.343932] [INFO ] [sig ] [1763/3599] Forecasting JMIA... [2025-11-26T21:00:41.343974] [INFO ] [sig ] Generating forecast for: JMIA [2025-11-26T21:00:41.344017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-11-26T21:00:41.355092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMIA'. [2025-11-26T21:00:41.355434] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-11-26T21:00:41.356258] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-11-26T21:00:41.356327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:41.356371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:41.356410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:41.356478] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:41.414887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:41.415847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:41.415958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:41.416005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:41.541394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:41.541578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:41.541636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:41.541702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:41.545219] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=28.44%) [2025-11-26T21:00:41.545522] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-11-26T21:00:41.545691] [INFO ] [sig ] JMIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:41.690667] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JMIA.txt [2025-11-26T21:00:41.690879] [INFO ] [sig ] [1763/3599] Completed JMIA in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:41.690937] [INFO ] [sig ] [1764/3599] Forecasting JMSB... [2025-11-26T21:00:41.690972] [INFO ] [sig ] Generating forecast for: JMSB [2025-11-26T21:00:41.691008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'. [2025-11-26T21:00:41.703114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMSB'. [2025-11-26T21:00:41.703556] [INFO ] [FORECASTER] Starting predict_future for JMSB [2025-11-26T21:00:41.704608] [DEBUG] [LOCAL ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt [2025-11-26T21:00:41.704700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:41.704747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:41.704788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:41.704855] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:41.763473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:41.764447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:41.764562] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:41.764613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:41.869209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:41.869409] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:00:41.869465] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:41.869508] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:41.873233] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=44.07%) [2025-11-26T21:00:41.873598] [INFO ] [FORECASTER] Completed predict_future for JMSB [2025-11-26T21:00:41.873786] [INFO ] [sig ] JMSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:42.024884] [INFO ] [LOCAL ] Saved forecast: JMSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JMSB.txt [2025-11-26T21:00:42.025099] [INFO ] [sig ] [1764/3599] Completed JMSB in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:42.025168] [INFO ] [sig ] [1765/3599] Forecasting JNJ... [2025-11-26T21:00:42.025212] [INFO ] [sig ] Generating forecast for: JNJ [2025-11-26T21:00:42.025253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-11-26T21:00:42.038304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JNJ'. [2025-11-26T21:00:42.038768] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-11-26T21:00:42.039621] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-11-26T21:00:42.039719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:42.039785] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:42.039841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:42.039990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:42.103685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:42.104611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:42.104742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:42.104793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:42.229967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:42.230157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:42.230225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:42.230268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:42.233767] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-11-26T21:00:42.234076] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-11-26T21:00:42.234232] [INFO ] [sig ] JNJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:42.376416] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JNJ.txt [2025-11-26T21:00:42.376618] [INFO ] [sig ] [1765/3599] Completed JNJ in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:42.376695] [INFO ] [sig ] [1766/3599] Forecasting JOBY... [2025-11-26T21:00:42.376739] [INFO ] [sig ] Generating forecast for: JOBY [2025-11-26T21:00:42.376807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-11-26T21:00:42.388792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOBY'. [2025-11-26T21:00:42.389233] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-11-26T21:00:42.390166] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-11-26T21:00:42.390239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:42.390287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:42.390372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:42.390472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:42.462383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:42.463298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:42.463410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:42.463477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:42.581295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:42.581485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:42.581560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:42.581612] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:42.585183] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=74.98%) [2025-11-26T21:00:42.585512] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-11-26T21:00:42.585697] [INFO ] [sig ] JOBY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:42.729445] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JOBY.txt [2025-11-26T21:00:42.729634] [INFO ] [sig ] [1766/3599] Completed JOBY in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:42.729710] [INFO ] [sig ] [1767/3599] Forecasting JOE... [2025-11-26T21:00:42.729844] [INFO ] [sig ] Generating forecast for: JOE [2025-11-26T21:00:42.729888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-11-26T21:00:42.741211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOE'. [2025-11-26T21:00:42.741653] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-11-26T21:00:42.742541] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-11-26T21:00:42.742616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:42.742700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:42.742754] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:42.742841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:42.803082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:42.804030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:42.804137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:42.804199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:42.928340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:42.928558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:42.928610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:42.928673] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:42.932308] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-11-26T21:00:42.932685] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-11-26T21:00:42.932837] [INFO ] [sig ] JOE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:43.076053] [INFO ] [LOCAL ] Saved forecast: JOE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JOE.txt [2025-11-26T21:00:43.076268] [INFO ] [sig ] [1767/3599] Completed JOE in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:43.076326] [INFO ] [sig ] [1768/3599] Forecasting JOF... [2025-11-26T21:00:43.076369] [INFO ] [sig ] Generating forecast for: JOF [2025-11-26T21:00:43.076409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-11-26T21:00:43.088854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOF'. [2025-11-26T21:00:43.089305] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-11-26T21:00:43.090155] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-11-26T21:00:43.090225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:43.090272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:43.090312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:43.090429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:43.148182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:43.149339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:43.149551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:43.149619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:43.265526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:43.265739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:43.265800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:43.265840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:43.269393] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=6.26%) [2025-11-26T21:00:43.269855] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-11-26T21:00:43.270025] [INFO ] [sig ] JOF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:43.412781] [INFO ] [LOCAL ] Saved forecast: JOF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JOF.txt [2025-11-26T21:00:43.412978] [INFO ] [sig ] [1768/3599] Completed JOF in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:43.413050] [INFO ] [sig ] [1769/3599] Forecasting JPC... [2025-11-26T21:00:43.413098] [INFO ] [sig ] Generating forecast for: JPC [2025-11-26T21:00:43.413139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-11-26T21:00:43.424846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPC'. [2025-11-26T21:00:43.425296] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-11-26T21:00:43.426167] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-11-26T21:00:43.426237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:43.426282] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:43.426322] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:43.426458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:43.484434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:43.485361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:43.485480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:43.485543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:43.607485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:43.607676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:43.607730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:43.607769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:43.611214] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=14.67%) [2025-11-26T21:00:43.611523] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-11-26T21:00:43.611704] [INFO ] [sig ] JPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:43.752457] [INFO ] [LOCAL ] Saved forecast: JPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JPC.txt [2025-11-26T21:00:43.752623] [INFO ] [sig ] [1769/3599] Completed JPC in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:43.752698] [INFO ] [sig ] [1770/3599] Forecasting JPEF... [2025-11-26T21:00:43.752761] [INFO ] [sig ] Generating forecast for: JPEF [2025-11-26T21:00:43.752806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'. [2025-11-26T21:00:43.763811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPEF'. [2025-11-26T21:00:43.764136] [INFO ] [FORECASTER] Starting predict_future for JPEF [2025-11-26T21:00:43.764991] [DEBUG] [LOCAL ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt [2025-11-26T21:00:43.765059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:43.765105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:43.765144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:43.765209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:43.823373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:43.824151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:43.824252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:43.824298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:43.942946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:43.943123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:43.943176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:43.943216] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:43.946615] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=42.60%) [2025-11-26T21:00:43.946922] [INFO ] [FORECASTER] Completed predict_future for JPEF [2025-11-26T21:00:43.947103] [INFO ] [sig ] JPEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:44.102094] [INFO ] [LOCAL ] Saved forecast: JPEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JPEF.txt [2025-11-26T21:00:44.102337] [INFO ] [sig ] [1770/3599] Completed JPEF in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:44.102422] [INFO ] [sig ] [1771/3599] Forecasting JPM... [2025-11-26T21:00:44.102492] [INFO ] [sig ] Generating forecast for: JPM [2025-11-26T21:00:44.102554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-11-26T21:00:44.115004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPM'. [2025-11-26T21:00:44.115487] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-11-26T21:00:44.116430] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-11-26T21:00:44.116509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:44.116578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:44.116638] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:44.116761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:44.175013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:44.176051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:44.176175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:44.176244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:44.302541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:44.302750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:44.302836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:44.302897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:44.306453] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=85.00%) [2025-11-26T21:00:44.306815] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-11-26T21:00:44.306993] [INFO ] [sig ] JPM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:44.448114] [INFO ] [LOCAL ] Saved forecast: JPM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JPM.txt [2025-11-26T21:00:44.448323] [INFO ] [sig ] [1771/3599] Completed JPM in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:00:44.448413] [INFO ] [sig ] [1772/3599] Forecasting JQC... [2025-11-26T21:00:44.448471] [INFO ] [sig ] Generating forecast for: JQC [2025-11-26T21:00:44.448515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-11-26T21:00:44.460364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JQC'. [2025-11-26T21:00:44.460819] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-11-26T21:00:44.461748] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-11-26T21:00:44.461821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:44.461886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:44.461956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:44.462062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:44.520430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:44.521362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:44.521476] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:44.521550] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:44.647320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:44.647536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:44.647620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:44.647755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:44.651370] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=16.09%) [2025-11-26T21:00:44.651734] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-11-26T21:00:44.651907] [INFO ] [sig ] JQC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:44.791859] [INFO ] [LOCAL ] Saved forecast: JQC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JQC.txt [2025-11-26T21:00:44.792034] [INFO ] [sig ] [1772/3599] Completed JQC in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:00:44.792088] [INFO ] [sig ] [1773/3599] Forecasting JRI... [2025-11-26T21:00:44.792131] [INFO ] [sig ] Generating forecast for: JRI [2025-11-26T21:00:44.792174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-11-26T21:00:44.806336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRI'. [2025-11-26T21:00:44.806682] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-11-26T21:00:44.807596] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-11-26T21:00:44.807683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:44.807731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:44.807771] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:44.807839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:44.866089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:44.866829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:44.866928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:44.866976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:44.984452] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:44.984628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:44.984699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:44.984741] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:44.988241] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:00:44.988545] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-11-26T21:00:44.988713] [INFO ] [sig ] JRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:45.131425] [INFO ] [LOCAL ] Saved forecast: JRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JRI.txt [2025-11-26T21:00:45.131587] [INFO ] [sig ] [1773/3599] Completed JRI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:00:45.131659] [INFO ] [sig ] [1774/3599] Forecasting JRS... [2025-11-26T21:00:45.131705] [INFO ] [sig ] Generating forecast for: JRS [2025-11-26T21:00:45.131747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-11-26T21:00:45.142563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRS'. [2025-11-26T21:00:45.142964] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-11-26T21:00:45.143845] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-11-26T21:00:45.143913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:45.143957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:45.143995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:45.144061] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:45.203356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:45.204175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:45.204275] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:45.204338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:45.323459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:45.323637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:45.323709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:45.323743] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:45.327248] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=41.74%) [2025-11-26T21:00:45.327566] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-11-26T21:00:45.327732] [INFO ] [sig ] JRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:45.476533] [INFO ] [LOCAL ] Saved forecast: JRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JRS.txt [2025-11-26T21:00:45.476717] [INFO ] [sig ] [1774/3599] Completed JRS in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:00:45.476775] [INFO ] [sig ] [1775/3599] Forecasting JSM... [2025-11-26T21:00:45.476816] [INFO ] [sig ] Generating forecast for: JSM [2025-11-26T21:00:45.476858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'. [2025-11-26T21:00:45.488065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSM'. [2025-11-26T21:00:45.488413] [INFO ] [FORECASTER] Starting predict_future for JSM [2025-11-26T21:00:45.489248] [DEBUG] [LOCAL ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt [2025-11-26T21:00:45.489316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:45.489361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:45.489400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:45.489468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:45.546207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:45.546945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:45.547039] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:45.547085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:45.661116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:45.661295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:45.661347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:45.661388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:45.664795] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=26.56%) [2025-11-26T21:00:45.665090] [INFO ] [FORECASTER] Completed predict_future for JSM [2025-11-26T21:00:45.665235] [INFO ] [sig ] JSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:45.808233] [INFO ] [LOCAL ] Saved forecast: JSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JSM.txt [2025-11-26T21:00:45.808400] [INFO ] [sig ] [1775/3599] Completed JSM in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:00:45.808455] [INFO ] [sig ] [1776/3599] Forecasting JSMD... [2025-11-26T21:00:45.808498] [INFO ] [sig ] Generating forecast for: JSMD [2025-11-26T21:00:45.808540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'. [2025-11-26T21:00:45.819423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSMD'. [2025-11-26T21:00:45.819760] [INFO ] [FORECASTER] Starting predict_future for JSMD [2025-11-26T21:00:45.820572] [DEBUG] [LOCAL ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt [2025-11-26T21:00:45.820657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:45.820705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:45.820774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:45.820845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:45.877828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:45.878585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:45.878704] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:45.878753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:46.000970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:46.001146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:46.001200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:46.001243] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:46.004613] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=11.79%) [2025-11-26T21:00:46.004923] [INFO ] [FORECASTER] Completed predict_future for JSMD [2025-11-26T21:00:46.005068] [INFO ] [sig ] JSMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:46.144367] [INFO ] [LOCAL ] Saved forecast: JSMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JSMD.txt [2025-11-26T21:00:46.144526] [INFO ] [sig ] [1776/3599] Completed JSMD in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:46.144581] [INFO ] [sig ] [1777/3599] Forecasting JSML... [2025-11-26T21:00:46.144622] [INFO ] [sig ] Generating forecast for: JSML [2025-11-26T21:00:46.144684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'. [2025-11-26T21:00:46.155938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSML'. [2025-11-26T21:00:46.156327] [INFO ] [FORECASTER] Starting predict_future for JSML [2025-11-26T21:00:46.157160] [DEBUG] [LOCAL ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt [2025-11-26T21:00:46.157229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:46.157275] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:46.157315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:46.157382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:46.214454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:46.215281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:46.215381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:46.215427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:46.331795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:46.331986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:46.332038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:46.332080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:46.335497] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-11-26T21:00:46.335815] [INFO ] [FORECASTER] Completed predict_future for JSML [2025-11-26T21:00:46.335958] [INFO ] [sig ] JSML: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:46.480477] [INFO ] [LOCAL ] Saved forecast: JSML 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JSML.txt [2025-11-26T21:00:46.480671] [INFO ] [sig ] [1777/3599] Completed JSML in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:46.480729] [INFO ] [sig ] [1778/3599] Forecasting JTAI... [2025-11-26T21:00:46.480772] [INFO ] [sig ] Generating forecast for: JTAI [2025-11-26T21:00:46.480813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'. [2025-11-26T21:00:46.492893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTAI'. [2025-11-26T21:00:46.493311] [INFO ] [FORECASTER] Starting predict_future for JTAI [2025-11-26T21:00:46.494251] [DEBUG] [LOCAL ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt [2025-11-26T21:00:46.494332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:46.494394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:46.494452] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:46.494547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:46.553454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:46.554290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:46.554404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:46.554468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:46.673679] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:46.673858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:46.673910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:46.673951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:46.677345] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=73.33%) [2025-11-26T21:00:46.677694] [INFO ] [FORECASTER] Completed predict_future for JTAI [2025-11-26T21:00:46.677845] [INFO ] [sig ] JTAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:46.816633] [INFO ] [LOCAL ] Saved forecast: JTAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JTAI.txt [2025-11-26T21:00:46.816866] [INFO ] [sig ] [1778/3599] Completed JTAI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:46.816924] [INFO ] [sig ] [1779/3599] Forecasting JTEK... [2025-11-26T21:00:46.816963] [INFO ] [sig ] Generating forecast for: JTEK [2025-11-26T21:00:46.817011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'. [2025-11-26T21:00:46.827973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTEK'. [2025-11-26T21:00:46.828325] [INFO ] [FORECASTER] Starting predict_future for JTEK [2025-11-26T21:00:46.829165] [DEBUG] [LOCAL ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt [2025-11-26T21:00:46.829234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:46.829279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:46.829319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:46.829389] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:46.885706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:46.886434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:46.886530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:46.886571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:47.003352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:47.003528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:47.003594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:47.003632] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:47.007036] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=90.42%) [2025-11-26T21:00:47.007328] [INFO ] [FORECASTER] Completed predict_future for JTEK [2025-11-26T21:00:47.007471] [INFO ] [sig ] JTEK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:47.145877] [INFO ] [LOCAL ] Saved forecast: JTEK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JTEK.txt [2025-11-26T21:00:47.146045] [INFO ] [sig ] [1779/3599] Completed JTEK in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:47.146101] [INFO ] [sig ] [1780/3599] Forecasting JVA... [2025-11-26T21:00:47.146143] [INFO ] [sig ] Generating forecast for: JVA [2025-11-26T21:00:47.146191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'. [2025-11-26T21:00:47.156910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JVA'. [2025-11-26T21:00:47.157256] [INFO ] [FORECASTER] Starting predict_future for JVA [2025-11-26T21:00:47.158147] [DEBUG] [LOCAL ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt [2025-11-26T21:00:47.158218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:47.158262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:47.158299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:47.158365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:47.214860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:47.215586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:47.215702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:47.215749] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:47.333814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:47.333965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:47.334014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:47.334054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:47.337358] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=50.11%) [2025-11-26T21:00:47.337691] [INFO ] [FORECASTER] Completed predict_future for JVA [2025-11-26T21:00:47.337840] [INFO ] [sig ] JVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:47.477841] [INFO ] [LOCAL ] Saved forecast: JVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JVA.txt [2025-11-26T21:00:47.477992] [INFO ] [sig ] [1780/3599] Completed JVA in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:47.478044] [INFO ] [sig ] [1781/3599] Forecasting JXN... [2025-11-26T21:00:47.478087] [INFO ] [sig ] Generating forecast for: JXN [2025-11-26T21:00:47.478128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-11-26T21:00:47.488911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JXN'. [2025-11-26T21:00:47.489223] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-11-26T21:00:47.490107] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-11-26T21:00:47.490185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:47.490239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:47.490287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:47.490365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:47.547738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:47.548388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:47.548482] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:47.548542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:47.669896] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:47.670078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:47.670133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:47.670173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:47.673589] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=7.64%) [2025-11-26T21:00:47.673912] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-11-26T21:00:47.674071] [INFO ] [sig ] JXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:47.814634] [INFO ] [LOCAL ] Saved forecast: JXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JXN.txt [2025-11-26T21:00:47.814853] [INFO ] [sig ] [1781/3599] Completed JXN in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:47.814910] [INFO ] [sig ] [1782/3599] Forecasting K... [2025-11-26T21:00:47.814953] [INFO ] [sig ] Generating forecast for: K [2025-11-26T21:00:47.815006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-11-26T21:00:47.829048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'K'. [2025-11-26T21:00:47.829442] [INFO ] [FORECASTER] Starting predict_future for K [2025-11-26T21:00:47.830510] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-11-26T21:00:47.830591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:47.830666] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:47.830720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:47.830817] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:47.895736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:47.896454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:47.896551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:47.896597] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:48.022133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:48.022500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:48.022560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:48.022598] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:48.026190] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T21:00:48.026499] [INFO ] [FORECASTER] Completed predict_future for K [2025-11-26T21:00:48.026669] [INFO ] [sig ] K: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:48.166419] [INFO ] [LOCAL ] Saved forecast: K 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/K.txt [2025-11-26T21:00:48.166575] [INFO ] [sig ] [1782/3599] Completed K in 0.4s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:48.166628] [INFO ] [sig ] [1783/3599] Forecasting KAI... [2025-11-26T21:00:48.166690] [INFO ] [sig ] Generating forecast for: KAI [2025-11-26T21:00:48.166733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-11-26T21:00:48.177535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KAI'. [2025-11-26T21:00:48.177884] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-11-26T21:00:48.178763] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-11-26T21:00:48.178830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:48.178886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:48.178938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:48.179016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:48.236949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:48.237800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:48.237895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:48.237935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:48.357368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:48.357568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:48.357629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:48.357701] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:48.361091] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=96.01%) [2025-11-26T21:00:48.361399] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-11-26T21:00:48.361554] [INFO ] [sig ] KAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:48.502054] [INFO ] [LOCAL ] Saved forecast: KAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KAI.txt [2025-11-26T21:00:48.502236] [INFO ] [sig ] [1783/3599] Completed KAI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:48.502290] [INFO ] [sig ] [1784/3599] Forecasting KARO... [2025-11-26T21:00:48.502334] [INFO ] [sig ] Generating forecast for: KARO [2025-11-26T21:00:48.502387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'. [2025-11-26T21:00:48.513314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KARO'. [2025-11-26T21:00:48.513687] [INFO ] [FORECASTER] Starting predict_future for KARO [2025-11-26T21:00:48.514565] [DEBUG] [LOCAL ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt [2025-11-26T21:00:48.514659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:48.514742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:48.514816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:48.514934] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:48.573792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:48.574560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:48.574692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:48.574774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:48.698076] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:48.698273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:48.698347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:48.698426] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:48.702207] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=68.50%) [2025-11-26T21:00:48.702545] [INFO ] [FORECASTER] Completed predict_future for KARO [2025-11-26T21:00:48.702741] [INFO ] [sig ] KARO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:48.846921] [INFO ] [LOCAL ] Saved forecast: KARO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KARO.txt [2025-11-26T21:00:48.847079] [INFO ] [sig ] [1784/3599] Completed KARO in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:48.847144] [INFO ] [sig ] [1785/3599] Forecasting KB... [2025-11-26T21:00:48.847189] [INFO ] [sig ] Generating forecast for: KB [2025-11-26T21:00:48.847231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-11-26T21:00:48.864502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KB'. [2025-11-26T21:00:48.865055] [INFO ] [FORECASTER] Starting predict_future for KB [2025-11-26T21:00:48.866020] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-11-26T21:00:48.866094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:48.866154] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:48.866205] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:48.866277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:48.924851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:48.925804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:48.925907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:48.925954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:49.046892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:49.047125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:49.047192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:49.047247] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:49.050778] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=5.77%) [2025-11-26T21:00:49.051126] [INFO ] [FORECASTER] Completed predict_future for KB [2025-11-26T21:00:49.051282] [INFO ] [sig ] KB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:49.194079] [INFO ] [LOCAL ] Saved forecast: KB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KB.txt [2025-11-26T21:00:49.194270] [INFO ] [sig ] [1785/3599] Completed KB in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:49.194325] [INFO ] [sig ] [1786/3599] Forecasting KBH... [2025-11-26T21:00:49.194420] [INFO ] [sig ] Generating forecast for: KBH [2025-11-26T21:00:49.194467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-11-26T21:00:49.206442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBH'. [2025-11-26T21:00:49.206828] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-11-26T21:00:49.207705] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-11-26T21:00:49.207773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:49.207820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:49.207858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:49.207929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:49.267064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:49.267850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:49.267951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:49.267999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:49.390988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:49.391172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:49.391224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:49.391263] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:49.394661] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=87.67%) [2025-11-26T21:00:49.394951] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-11-26T21:00:49.395097] [INFO ] [sig ] KBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:49.536459] [INFO ] [LOCAL ] Saved forecast: KBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KBH.txt [2025-11-26T21:00:49.536628] [INFO ] [sig ] [1786/3599] Completed KBH in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:49.536697] [INFO ] [sig ] [1787/3599] Forecasting KBWB... [2025-11-26T21:00:49.536734] [INFO ] [sig ] Generating forecast for: KBWB [2025-11-26T21:00:49.536769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'. [2025-11-26T21:00:49.548411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWB'. [2025-11-26T21:00:49.548771] [INFO ] [FORECASTER] Starting predict_future for KBWB [2025-11-26T21:00:49.549616] [DEBUG] [LOCAL ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt [2025-11-26T21:00:49.549705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:49.549752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:49.549791] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:49.549859] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:49.607074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:49.607933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:49.608034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:49.608091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:49.729704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:49.729880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:49.729933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:49.729976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:49.733381] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=83.72%) [2025-11-26T21:00:49.733697] [INFO ] [FORECASTER] Completed predict_future for KBWB [2025-11-26T21:00:49.733847] [INFO ] [sig ] KBWB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:49.874877] [INFO ] [LOCAL ] Saved forecast: KBWB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KBWB.txt [2025-11-26T21:00:49.875033] [INFO ] [sig ] [1787/3599] Completed KBWB in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:49.875088] [INFO ] [sig ] [1788/3599] Forecasting KBWD... [2025-11-26T21:00:49.875130] [INFO ] [sig ] Generating forecast for: KBWD [2025-11-26T21:00:49.875172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'. [2025-11-26T21:00:49.886568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWD'. [2025-11-26T21:00:49.886897] [INFO ] [FORECASTER] Starting predict_future for KBWD [2025-11-26T21:00:49.887751] [DEBUG] [LOCAL ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt [2025-11-26T21:00:49.887818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:49.887864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:49.887903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:49.887971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:49.945161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:49.945852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:49.945951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:49.945998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:50.068449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:50.068634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:50.068707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:50.068751] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:50.072224] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=87.23%) [2025-11-26T21:00:50.072526] [INFO ] [FORECASTER] Completed predict_future for KBWD [2025-11-26T21:00:50.072700] [INFO ] [sig ] KBWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:50.215333] [INFO ] [LOCAL ] Saved forecast: KBWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KBWD.txt [2025-11-26T21:00:50.215502] [INFO ] [sig ] [1788/3599] Completed KBWD in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:50.215559] [INFO ] [sig ] [1789/3599] Forecasting KBWP... [2025-11-26T21:00:50.215601] [INFO ] [sig ] Generating forecast for: KBWP [2025-11-26T21:00:50.215663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'. [2025-11-26T21:00:50.227324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWP'. [2025-11-26T21:00:50.227745] [INFO ] [FORECASTER] Starting predict_future for KBWP [2025-11-26T21:00:50.228778] [DEBUG] [LOCAL ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt [2025-11-26T21:00:50.228861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:50.228937] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:50.228999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:50.229100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:50.301949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:50.302865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:50.302962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:50.303003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:50.421622] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:50.421829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:50.421884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:50.421924] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:50.425323] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=10.97%) [2025-11-26T21:00:50.425639] [INFO ] [FORECASTER] Completed predict_future for KBWP [2025-11-26T21:00:50.425808] [INFO ] [sig ] KBWP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:50.568126] [INFO ] [LOCAL ] Saved forecast: KBWP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KBWP.txt [2025-11-26T21:00:50.568308] [INFO ] [sig ] [1789/3599] Completed KBWP in 0.4s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:00:50.568364] [INFO ] [sig ] [1790/3599] Forecasting KBWY... [2025-11-26T21:00:50.568404] [INFO ] [sig ] Generating forecast for: KBWY [2025-11-26T21:00:50.568446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'. [2025-11-26T21:00:50.585383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWY'. [2025-11-26T21:00:50.585703] [INFO ] [FORECASTER] Starting predict_future for KBWY [2025-11-26T21:00:50.586523] [DEBUG] [LOCAL ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt [2025-11-26T21:00:50.586594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:50.586660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:50.586706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:50.586777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:50.645146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:50.646057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:50.646158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:50.646205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:50.760506] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:50.760720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:50.760775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:50.760818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:50.764270] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=15.77%) [2025-11-26T21:00:50.764597] [INFO ] [FORECASTER] Completed predict_future for KBWY [2025-11-26T21:00:50.764771] [INFO ] [sig ] KBWY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:50.910776] [INFO ] [LOCAL ] Saved forecast: KBWY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KBWY.txt [2025-11-26T21:00:50.910967] [INFO ] [sig ] [1790/3599] Completed KBWY in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:00:50.911032] [INFO ] [sig ] [1791/3599] Forecasting KC... [2025-11-26T21:00:50.911084] [INFO ] [sig ] Generating forecast for: KC [2025-11-26T21:00:50.911128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'. [2025-11-26T21:00:50.923149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KC'. [2025-11-26T21:00:50.923545] [INFO ] [FORECASTER] Starting predict_future for KC [2025-11-26T21:00:50.924415] [DEBUG] [LOCAL ] No optimal features file found for KC: ./output/feature-sets/KC.txt [2025-11-26T21:00:50.924486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:50.924532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:50.924574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:50.924663] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:50.982767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:50.983699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:50.983807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:50.983857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:51.120077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:51.120289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:51.120355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:51.120409] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:51.124985] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=28.84%) [2025-11-26T21:00:51.125403] [INFO ] [FORECASTER] Completed predict_future for KC [2025-11-26T21:00:51.125590] [INFO ] [sig ] KC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:51.270795] [INFO ] [LOCAL ] Saved forecast: KC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KC.txt [2025-11-26T21:00:51.270981] [INFO ] [sig ] [1791/3599] Completed KC in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:00:51.271036] [INFO ] [sig ] [1792/3599] Forecasting KD... [2025-11-26T21:00:51.271080] [INFO ] [sig ] Generating forecast for: KD [2025-11-26T21:00:51.271121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-11-26T21:00:51.282572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KD'. [2025-11-26T21:00:51.282936] [INFO ] [FORECASTER] Starting predict_future for KD [2025-11-26T21:00:51.283771] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-11-26T21:00:51.283840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:51.283886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:51.283924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:51.283992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:51.346768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:51.348118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:51.348268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:51.348324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:51.508240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:51.508463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:51.508528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:51.508581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:51.512909] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=84.19%) [2025-11-26T21:00:51.513380] [INFO ] [FORECASTER] Completed predict_future for KD [2025-11-26T21:00:51.513581] [INFO ] [sig ] KD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:51.673010] [INFO ] [LOCAL ] Saved forecast: KD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KD.txt [2025-11-26T21:00:51.673216] [INFO ] [sig ] [1792/3599] Completed KD in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:00:51.673281] [INFO ] [sig ] [1793/3599] Forecasting KDP... [2025-11-26T21:00:51.673327] [INFO ] [sig ] Generating forecast for: KDP [2025-11-26T21:00:51.673368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'. [2025-11-26T21:00:51.684868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KDP'. [2025-11-26T21:00:51.685249] [INFO ] [FORECASTER] Starting predict_future for KDP [2025-11-26T21:00:51.686124] [DEBUG] [LOCAL ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt [2025-11-26T21:00:51.686194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:51.686239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:51.686279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:51.686348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:51.742515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:51.743383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:51.743490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:51.743538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:51.874705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:51.874891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:51.874961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:51.875027] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:51.878953] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=99.88%) [2025-11-26T21:00:51.879268] [INFO ] [FORECASTER] Completed predict_future for KDP [2025-11-26T21:00:51.879422] [INFO ] [sig ] KDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:52.027979] [INFO ] [LOCAL ] Saved forecast: KDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KDP.txt [2025-11-26T21:00:52.028153] [INFO ] [sig ] [1793/3599] Completed KDP in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:52.028212] [INFO ] [sig ] [1794/3599] Forecasting KE... [2025-11-26T21:00:52.028258] [INFO ] [sig ] Generating forecast for: KE [2025-11-26T21:00:52.028301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'. [2025-11-26T21:00:52.040630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KE'. [2025-11-26T21:00:52.041040] [INFO ] [FORECASTER] Starting predict_future for KE [2025-11-26T21:00:52.041928] [DEBUG] [LOCAL ] No optimal features file found for KE: ./output/feature-sets/KE.txt [2025-11-26T21:00:52.042004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:52.042053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:52.042094] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:52.042169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:52.101447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:52.102253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:52.102358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:52.102408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:52.225491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:52.225706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:52.225766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:52.225807] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:52.229354] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=2.90%) [2025-11-26T21:00:52.229682] [INFO ] [FORECASTER] Completed predict_future for KE [2025-11-26T21:00:52.229854] [INFO ] [sig ] KE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:52.372411] [INFO ] [LOCAL ] Saved forecast: KE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KE.txt [2025-11-26T21:00:52.372567] [INFO ] [sig ] [1794/3599] Completed KE in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:52.372620] [INFO ] [sig ] [1795/3599] Forecasting KELYA... [2025-11-26T21:00:52.372679] [INFO ] [sig ] Generating forecast for: KELYA [2025-11-26T21:00:52.372725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'. [2025-11-26T21:00:52.384183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KELYA'. [2025-11-26T21:00:52.384551] [INFO ] [FORECASTER] Starting predict_future for KELYA [2025-11-26T21:00:52.385448] [DEBUG] [LOCAL ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt [2025-11-26T21:00:52.385529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:52.385599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:52.385683] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:52.385794] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:52.442844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:52.443789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:52.443914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:52.443988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:52.575761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:52.576407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:52.576462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:52.576512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:52.580005] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=56.50%) [2025-11-26T21:00:52.580307] [INFO ] [FORECASTER] Completed predict_future for KELYA [2025-11-26T21:00:52.580462] [INFO ] [sig ] KELYA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:52.720390] [INFO ] [LOCAL ] Saved forecast: KELYA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KELYA.txt [2025-11-26T21:00:52.720547] [INFO ] [sig ] [1795/3599] Completed KELYA in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:52.720602] [INFO ] [sig ] [1796/3599] Forecasting KEN... [2025-11-26T21:00:52.720701] [INFO ] [sig ] Generating forecast for: KEN [2025-11-26T21:00:52.720750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-11-26T21:00:52.732123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEN'. [2025-11-26T21:00:52.732459] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-11-26T21:00:52.733298] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-11-26T21:00:52.733367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:52.733411] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:52.733453] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:52.733519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:52.790967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:52.791708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:52.791804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:52.791851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:52.906660] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:52.906829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:52.906880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:52.906941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:52.910389] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=85.55%) [2025-11-26T21:00:52.910710] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-11-26T21:00:52.910867] [INFO ] [sig ] KEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:53.051495] [INFO ] [LOCAL ] Saved forecast: KEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KEN.txt [2025-11-26T21:00:53.051665] [INFO ] [sig ] [1796/3599] Completed KEN in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:53.051715] [INFO ] [sig ] [1797/3599] Forecasting KEP... [2025-11-26T21:00:53.051760] [INFO ] [sig ] Generating forecast for: KEP [2025-11-26T21:00:53.051798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-11-26T21:00:53.063167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEP'. [2025-11-26T21:00:53.063519] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-11-26T21:00:53.064440] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-11-26T21:00:53.064513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:53.064561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:53.064602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:53.064772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:53.122442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:53.123200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:53.123302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:53.123362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:53.245438] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:53.245619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:53.245717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:53.245779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:53.249352] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=73.91%) [2025-11-26T21:00:53.249690] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-11-26T21:00:53.249852] [INFO ] [sig ] KEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:53.390368] [INFO ] [LOCAL ] Saved forecast: KEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KEP.txt [2025-11-26T21:00:53.390588] [INFO ] [sig ] [1797/3599] Completed KEP in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:53.390698] [INFO ] [sig ] [1798/3599] Forecasting KEX... [2025-11-26T21:00:53.390782] [INFO ] [sig ] Generating forecast for: KEX [2025-11-26T21:00:53.390859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-11-26T21:00:53.402738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEX'. [2025-11-26T21:00:53.403099] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-11-26T21:00:53.404050] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-11-26T21:00:53.404137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:53.404216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:53.404280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:53.404385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:53.461439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:53.462267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:53.462381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:53.462474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:53.582662] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:53.582856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:53.582938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:53.583013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:53.586465] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-11-26T21:00:53.586813] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-11-26T21:00:53.586992] [INFO ] [sig ] KEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:53.729299] [INFO ] [LOCAL ] Saved forecast: KEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KEX.txt [2025-11-26T21:00:53.729505] [INFO ] [sig ] [1798/3599] Completed KEX in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:53.729589] [INFO ] [sig ] [1799/3599] Forecasting KEYS... [2025-11-26T21:00:53.729676] [INFO ] [sig ] Generating forecast for: KEYS [2025-11-26T21:00:53.729747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-11-26T21:00:53.744260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEYS'. [2025-11-26T21:00:53.744632] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-11-26T21:00:53.745524] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-11-26T21:00:53.745604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:53.745693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:53.745761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:53.745867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:53.805387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:53.806245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:53.806362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:53.806435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:53.930485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:53.930702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:53.930781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:53.930851] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:53.934277] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=57.43%) [2025-11-26T21:00:53.934599] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-11-26T21:00:53.934791] [INFO ] [sig ] KEYS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:54.080388] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KEYS.txt [2025-11-26T21:00:54.080593] [INFO ] [sig ] [1799/3599] Completed KEYS in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:54.080712] [INFO ] [sig ] [1800/3599] Forecasting KFY... [2025-11-26T21:00:54.080784] [INFO ] [sig ] Generating forecast for: KFY [2025-11-26T21:00:54.080854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-11-26T21:00:54.092565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KFY'. [2025-11-26T21:00:54.093039] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-11-26T21:00:54.093949] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-11-26T21:00:54.094020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:54.094066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:54.094120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:54.094190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:54.151469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:54.152314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:54.152433] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:54.152485] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:54.273156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:54.273348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:54.273405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:54.273474] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:54.277107] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=87.08%) [2025-11-26T21:00:54.277448] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-11-26T21:00:54.277633] [INFO ] [sig ] KFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:54.416315] [INFO ] [LOCAL ] Saved forecast: KFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KFY.txt [2025-11-26T21:00:54.416515] [INFO ] [sig ] [1800/3599] Completed KFY in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:54.416589] [INFO ] [sig ] [1801/3599] Forecasting KGS... [2025-11-26T21:00:54.416670] [INFO ] [sig ] Generating forecast for: KGS [2025-11-26T21:00:54.416731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-11-26T21:00:54.428374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KGS'. [2025-11-26T21:00:54.428739] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-11-26T21:00:54.429571] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-11-26T21:00:54.429662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:54.429712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:54.429751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:54.429819] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:54.494663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:54.495595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:54.495720] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:54.495768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:54.629213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:54.629414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:54.629472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:54.629515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:54.633090] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=15.51%) [2025-11-26T21:00:54.633405] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-11-26T21:00:54.633565] [INFO ] [sig ] KGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:54.793149] [INFO ] [LOCAL ] Saved forecast: KGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KGS.txt [2025-11-26T21:00:54.793353] [INFO ] [sig ] [1801/3599] Completed KGS in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:54.793412] [INFO ] [sig ] [1802/3599] Forecasting KHC... [2025-11-26T21:00:54.793449] [INFO ] [sig ] Generating forecast for: KHC [2025-11-26T21:00:54.793490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'. [2025-11-26T21:00:54.806011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KHC'. [2025-11-26T21:00:54.806367] [INFO ] [FORECASTER] Starting predict_future for KHC [2025-11-26T21:00:54.807263] [DEBUG] [LOCAL ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt [2025-11-26T21:00:54.807335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:54.807381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:54.807423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:54.807492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:54.874518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:54.875360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:54.875480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:54.875529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:55.003023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:55.003209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:55.003281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:55.003336] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:55.006935] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-11-26T21:00:55.007266] [INFO ] [FORECASTER] Completed predict_future for KHC [2025-11-26T21:00:55.007448] [INFO ] [sig ] KHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:55.149433] [INFO ] [LOCAL ] Saved forecast: KHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KHC.txt [2025-11-26T21:00:55.149631] [INFO ] [sig ] [1802/3599] Completed KHC in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:55.149734] [INFO ] [sig ] [1803/3599] Forecasting KIDS... [2025-11-26T21:00:55.149796] [INFO ] [sig ] Generating forecast for: KIDS [2025-11-26T21:00:55.149855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'. [2025-11-26T21:00:55.161571] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIDS'. [2025-11-26T21:00:55.161951] [INFO ] [FORECASTER] Starting predict_future for KIDS [2025-11-26T21:00:55.162852] [DEBUG] [LOCAL ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt [2025-11-26T21:00:55.162933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:55.162993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:55.163051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:55.163142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:55.221204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:55.222003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:55.222115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:55.222182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:55.340116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:55.340293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:55.340362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:55.340419] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:55.343937] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-11-26T21:00:55.344245] [INFO ] [FORECASTER] Completed predict_future for KIDS [2025-11-26T21:00:55.344403] [INFO ] [sig ] KIDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:55.490108] [INFO ] [LOCAL ] Saved forecast: KIDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KIDS.txt [2025-11-26T21:00:55.490324] [INFO ] [sig ] [1803/3599] Completed KIDS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:55.490401] [INFO ] [sig ] [1804/3599] Forecasting KIM... [2025-11-26T21:00:55.490461] [INFO ] [sig ] Generating forecast for: KIM [2025-11-26T21:00:55.490532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-11-26T21:00:55.502617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIM'. [2025-11-26T21:00:55.503044] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-11-26T21:00:55.504033] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-11-26T21:00:55.504109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:55.504158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:55.504208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:55.504314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:55.563095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:55.564075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:55.564176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:55.564222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:55.690604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:55.690817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:55.690870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:55.690912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:55.694421] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=95.28%) [2025-11-26T21:00:55.694777] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-11-26T21:00:55.694936] [INFO ] [sig ] KIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:55.836624] [INFO ] [LOCAL ] Saved forecast: KIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KIM.txt [2025-11-26T21:00:55.836825] [INFO ] [sig ] [1804/3599] Completed KIM in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:55.836881] [INFO ] [sig ] [1805/3599] Forecasting KINS... [2025-11-26T21:00:55.836923] [INFO ] [sig ] Generating forecast for: KINS [2025-11-26T21:00:55.836963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'. [2025-11-26T21:00:55.848320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KINS'. [2025-11-26T21:00:55.848749] [INFO ] [FORECASTER] Starting predict_future for KINS [2025-11-26T21:00:55.849603] [DEBUG] [LOCAL ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt [2025-11-26T21:00:55.849697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:55.849752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:55.849814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:55.849913] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:55.906959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:55.907877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:55.907983] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:55.908029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:56.024607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:56.024897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:56.024950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:56.024993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:56.028473] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=51.62%) [2025-11-26T21:00:56.028807] [INFO ] [FORECASTER] Completed predict_future for KINS [2025-11-26T21:00:56.028957] [INFO ] [sig ] KINS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:56.171750] [INFO ] [LOCAL ] Saved forecast: KINS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KINS.txt [2025-11-26T21:00:56.171955] [INFO ] [sig ] [1805/3599] Completed KINS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:56.172014] [INFO ] [sig ] [1806/3599] Forecasting KIO... [2025-11-26T21:00:56.172057] [INFO ] [sig ] Generating forecast for: KIO [2025-11-26T21:00:56.172095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-11-26T21:00:56.183685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIO'. [2025-11-26T21:00:56.184037] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-11-26T21:00:56.184893] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-11-26T21:00:56.184961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:56.185017] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:56.185066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:56.185146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:56.242986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:56.243894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:56.244006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:56.244058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:56.366058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:56.366251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:56.366307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:56.366358] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:56.369859] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=80.39%) [2025-11-26T21:00:56.370178] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-11-26T21:00:56.370345] [INFO ] [sig ] KIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:56.512309] [INFO ] [LOCAL ] Saved forecast: KIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KIO.txt [2025-11-26T21:00:56.512479] [INFO ] [sig ] [1806/3599] Completed KIO in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:00:56.512534] [INFO ] [sig ] [1807/3599] Forecasting KKRS... [2025-11-26T21:00:56.512576] [INFO ] [sig ] Generating forecast for: KKRS [2025-11-26T21:00:56.512616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-11-26T21:00:56.523836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KKRS'. [2025-11-26T21:00:56.524138] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-11-26T21:00:56.524976] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-11-26T21:00:56.525045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:56.525090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:56.525129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:56.525195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:56.585173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:56.586054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:56.586155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:56.586199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:56.702937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:56.703113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:56.703166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:56.703208] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:56.706697] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-11-26T21:00:56.707013] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-11-26T21:00:56.707163] [INFO ] [sig ] KKRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:56.848257] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KKRS.txt [2025-11-26T21:00:56.848417] [INFO ] [sig ] [1807/3599] Completed KKRS in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:00:56.848471] [INFO ] [sig ] [1808/3599] Forecasting KLAC... [2025-11-26T21:00:56.848513] [INFO ] [sig ] Generating forecast for: KLAC [2025-11-26T21:00:56.848554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'. [2025-11-26T21:00:56.860337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLAC'. [2025-11-26T21:00:56.860687] [INFO ] [FORECASTER] Starting predict_future for KLAC [2025-11-26T21:00:56.861516] [DEBUG] [LOCAL ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt [2025-11-26T21:00:56.861584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:56.861629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:56.861691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:56.861779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:56.923699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:56.924596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:56.924721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:56.924771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:57.047022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:57.047219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:57.047278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:57.047319] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:57.050883] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=9.58%) [2025-11-26T21:00:57.051190] [INFO ] [FORECASTER] Completed predict_future for KLAC [2025-11-26T21:00:57.051340] [INFO ] [sig ] KLAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:57.191111] [INFO ] [LOCAL ] Saved forecast: KLAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KLAC.txt [2025-11-26T21:00:57.191271] [INFO ] [sig ] [1808/3599] Completed KLAC in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:00:57.191324] [INFO ] [sig ] [1809/3599] Forecasting KLIC... [2025-11-26T21:00:57.191367] [INFO ] [sig ] Generating forecast for: KLIC [2025-11-26T21:00:57.191411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'. [2025-11-26T21:00:57.202923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLIC'. [2025-11-26T21:00:57.203228] [INFO ] [FORECASTER] Starting predict_future for KLIC [2025-11-26T21:00:57.204062] [DEBUG] [LOCAL ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt [2025-11-26T21:00:57.204131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:57.204179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:57.204219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:57.204291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:57.262789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:57.263577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:57.263697] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:57.263748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:57.391016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:57.391188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:57.391252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:57.391301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:57.394811] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=24.58%) [2025-11-26T21:00:57.395172] [INFO ] [FORECASTER] Completed predict_future for KLIC [2025-11-26T21:00:57.395333] [INFO ] [sig ] KLIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:57.537574] [INFO ] [LOCAL ] Saved forecast: KLIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KLIC.txt [2025-11-26T21:00:57.537770] [INFO ] [sig ] [1809/3599] Completed KLIC in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:00:57.537827] [INFO ] [sig ] [1810/3599] Forecasting KLXE... [2025-11-26T21:00:57.537869] [INFO ] [sig ] Generating forecast for: KLXE [2025-11-26T21:00:57.537911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'. [2025-11-26T21:00:57.550194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLXE'. [2025-11-26T21:00:57.550663] [INFO ] [FORECASTER] Starting predict_future for KLXE [2025-11-26T21:00:57.551626] [DEBUG] [LOCAL ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt [2025-11-26T21:00:57.551730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:57.551795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:57.551856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:57.551953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:57.611580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:57.612540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:57.612664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:57.612714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:57.748916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:57.749129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:57.749202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:57.749248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:57.752951] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=69.23%) [2025-11-26T21:00:57.753293] [INFO ] [FORECASTER] Completed predict_future for KLXE [2025-11-26T21:00:57.753451] [INFO ] [sig ] KLXE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:57.893953] [INFO ] [LOCAL ] Saved forecast: KLXE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KLXE.txt [2025-11-26T21:00:57.894146] [INFO ] [sig ] [1810/3599] Completed KLXE in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:00:57.894204] [INFO ] [sig ] [1811/3599] Forecasting KMB... [2025-11-26T21:00:57.894245] [INFO ] [sig ] Generating forecast for: KMB [2025-11-26T21:00:57.894287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'. [2025-11-26T21:00:57.906342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMB'. [2025-11-26T21:00:57.906783] [INFO ] [FORECASTER] Starting predict_future for KMB [2025-11-26T21:00:57.907624] [DEBUG] [LOCAL ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt [2025-11-26T21:00:57.907713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:57.907759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:57.907798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:57.907865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:57.965254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:57.966173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:57.966278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:57.966325] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:58.087867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:58.088055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:58.088109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:58.088152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:58.091681] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=9.81%) [2025-11-26T21:00:58.092016] [INFO ] [FORECASTER] Completed predict_future for KMB [2025-11-26T21:00:58.092172] [INFO ] [sig ] KMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:58.238170] [INFO ] [LOCAL ] Saved forecast: KMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KMB.txt [2025-11-26T21:00:58.238368] [INFO ] [sig ] [1811/3599] Completed KMB in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:00:58.238429] [INFO ] [sig ] [1812/3599] Forecasting KMDA... [2025-11-26T21:00:58.238474] [INFO ] [sig ] Generating forecast for: KMDA [2025-11-26T21:00:58.238517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'. [2025-11-26T21:00:58.250386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMDA'. [2025-11-26T21:00:58.250866] [INFO ] [FORECASTER] Starting predict_future for KMDA [2025-11-26T21:00:58.251766] [DEBUG] [LOCAL ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt [2025-11-26T21:00:58.251840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:58.251886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:58.251926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:58.251995] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:58.311600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:58.312531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:58.312715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:58.312769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:58.440562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:58.440770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:58.440827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:58.440870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:58.444551] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=52.11%) [2025-11-26T21:00:58.444863] [INFO ] [FORECASTER] Completed predict_future for KMDA [2025-11-26T21:00:58.445007] [INFO ] [sig ] KMDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:58.585669] [INFO ] [LOCAL ] Saved forecast: KMDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KMDA.txt [2025-11-26T21:00:58.585826] [INFO ] [sig ] [1812/3599] Completed KMDA in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:00:58.585883] [INFO ] [sig ] [1813/3599] Forecasting KMPB... [2025-11-26T21:00:58.585926] [INFO ] [sig ] Generating forecast for: KMPB [2025-11-26T21:00:58.585967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-11-26T21:00:58.600715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMPB'. [2025-11-26T21:00:58.601273] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-11-26T21:00:58.602191] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-11-26T21:00:58.602277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:58.602330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:58.602370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:58.602439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:58.659096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:58.660084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:58.660190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:58.660237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:58.775332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:58.775519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:58.775572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:58.775611] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:58.779009] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=88.07%) [2025-11-26T21:00:58.779300] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-11-26T21:00:58.779443] [INFO ] [sig ] KMPB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:58.936867] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KMPB.txt [2025-11-26T21:00:58.937056] [INFO ] [sig ] [1813/3599] Completed KMPB in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:00:58.937114] [INFO ] [sig ] [1814/3599] Forecasting KMX... [2025-11-26T21:00:58.937156] [INFO ] [sig ] Generating forecast for: KMX [2025-11-26T21:00:58.937200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-11-26T21:00:58.949922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMX'. [2025-11-26T21:00:58.950325] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-11-26T21:00:58.951167] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-11-26T21:00:58.951237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:58.951286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:58.951327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:58.951395] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:59.008563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:59.009426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:59.009532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:59.009582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:59.127479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:59.127716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:59.127775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:59.127818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:59.131216] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T21:00:59.131507] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-11-26T21:00:59.131676] [INFO ] [sig ] KMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:59.271291] [INFO ] [LOCAL ] Saved forecast: KMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KMX.txt [2025-11-26T21:00:59.271456] [INFO ] [sig ] [1814/3599] Completed KMX in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:00:59.271513] [INFO ] [sig ] [1815/3599] Forecasting KN... [2025-11-26T21:00:59.271556] [INFO ] [sig ] Generating forecast for: KN [2025-11-26T21:00:59.271604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-11-26T21:00:59.284302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KN'. [2025-11-26T21:00:59.284759] [INFO ] [FORECASTER] Starting predict_future for KN [2025-11-26T21:00:59.285610] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-11-26T21:00:59.285719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:59.285767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:59.285814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:59.285884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:59.342702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:59.343382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:59.343478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:59.343527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:59.465219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:59.465396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:59.465448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:59.465490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:59.468883] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=50.62%) [2025-11-26T21:00:59.469171] [INFO ] [FORECASTER] Completed predict_future for KN [2025-11-26T21:00:59.469321] [INFO ] [sig ] KN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:00:59.613717] [INFO ] [LOCAL ] Saved forecast: KN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KN.txt [2025-11-26T21:00:59.613936] [INFO ] [sig ] [1815/3599] Completed KN in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:00:59.613992] [INFO ] [sig ] [1816/3599] Forecasting KNF... [2025-11-26T21:00:59.614036] [INFO ] [sig ] Generating forecast for: KNF [2025-11-26T21:00:59.614078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-11-26T21:00:59.626512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNF'. [2025-11-26T21:00:59.627007] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-11-26T21:00:59.627991] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-11-26T21:00:59.628063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:59.628111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:59.628153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:59.628223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:00:59.688178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:00:59.689132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:00:59.689249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:00:59.689300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:00:59.814363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:00:59.814553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:00:59.814607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:00:59.814666] [INFO ] [FORECASTER] Training complete [2025-11-26T21:00:59.818109] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=46.55%) [2025-11-26T21:00:59.818405] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-11-26T21:00:59.818547] [INFO ] [sig ] KNF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:00:59.957675] [INFO ] [LOCAL ] Saved forecast: KNF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNF.txt [2025-11-26T21:00:59.957854] [INFO ] [sig ] [1816/3599] Completed KNF in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:00:59.957925] [INFO ] [sig ] [1817/3599] Forecasting KNOP... [2025-11-26T21:00:59.957971] [INFO ] [sig ] Generating forecast for: KNOP [2025-11-26T21:00:59.958012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-11-26T21:00:59.970332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNOP'. [2025-11-26T21:00:59.970723] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-11-26T21:00:59.971569] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-11-26T21:00:59.971661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:00:59.971711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:00:59.971750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:00:59.971823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:00.029715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:00.030492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:00.030608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:00.030695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:00.155101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:00.155288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:00.155346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:00.155391] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:00.159226] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=23.04%) [2025-11-26T21:01:00.159536] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-11-26T21:01:00.159706] [INFO ] [sig ] KNOP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:00.299282] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNOP.txt [2025-11-26T21:01:00.299446] [INFO ] [sig ] [1817/3599] Completed KNOP in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:00.299500] [INFO ] [sig ] [1818/3599] Forecasting KNSA... [2025-11-26T21:01:00.299540] [INFO ] [sig ] Generating forecast for: KNSA [2025-11-26T21:01:00.299577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'. [2025-11-26T21:01:00.310945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSA'. [2025-11-26T21:01:00.311276] [INFO ] [FORECASTER] Starting predict_future for KNSA [2025-11-26T21:01:00.312158] [DEBUG] [LOCAL ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt [2025-11-26T21:01:00.312228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:00.312274] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:00.312314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:00.312382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:00.369987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:00.370921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:00.371021] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:00.371068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:00.491986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:00.492174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:00.492226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:00.492266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:00.495708] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=76.52%) [2025-11-26T21:01:00.496018] [INFO ] [FORECASTER] Completed predict_future for KNSA [2025-11-26T21:01:00.496165] [INFO ] [sig ] KNSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:00.642859] [INFO ] [LOCAL ] Saved forecast: KNSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KNSA.txt [2025-11-26T21:01:00.643055] [INFO ] [sig ] [1818/3599] Completed KNSA in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:00.643113] [INFO ] [sig ] [1819/3599] Forecasting KNSL... [2025-11-26T21:01:00.643158] [INFO ] [sig ] Generating forecast for: KNSL [2025-11-26T21:01:00.643198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-11-26T21:01:00.654437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSL'. [2025-11-26T21:01:00.654848] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-11-26T21:01:00.655765] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-11-26T21:01:00.655836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:00.655883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:00.655930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:00.656010] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:00.716263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:00.717159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:00.717262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:00.717311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:00.839627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:00.839802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:00.839855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:00.839897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:00.843297] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=23.23%) [2025-11-26T21:01:00.843605] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-11-26T21:01:00.843770] [INFO ] [sig ] KNSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:00.985171] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNSL.txt [2025-11-26T21:01:00.985341] [INFO ] [sig ] [1819/3599] Completed KNSL in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:00.985404] [INFO ] [sig ] [1820/3599] Forecasting KNTK... [2025-11-26T21:01:00.985454] [INFO ] [sig ] Generating forecast for: KNTK [2025-11-26T21:01:00.985504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-11-26T21:01:00.996188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNTK'. [2025-11-26T21:01:00.996516] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-11-26T21:01:00.997381] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-11-26T21:01:00.997454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:00.997528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:00.997581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:00.997684] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:01.055845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:01.056522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:01.056624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:01.056720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:01.175784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:01.175970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:01.176055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:01.176107] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:01.179762] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=57.81%) [2025-11-26T21:01:01.180085] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-11-26T21:01:01.180249] [INFO ] [sig ] KNTK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:01.325039] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KNTK.txt [2025-11-26T21:01:01.325253] [INFO ] [sig ] [1820/3599] Completed KNTK in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:01.325318] [INFO ] [sig ] [1821/3599] Forecasting KNX... [2025-11-26T21:01:01.325366] [INFO ] [sig ] Generating forecast for: KNX [2025-11-26T21:01:01.325408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-11-26T21:01:01.337946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNX'. [2025-11-26T21:01:01.338405] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-11-26T21:01:01.339413] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-11-26T21:01:01.339486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:01.339534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:01.339575] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:01.339661] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:01.402702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:01.403538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:01.403662] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:01.403714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:01.535391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:01.535585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:01.535660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:01.535706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:01.539544] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=3.23%) [2025-11-26T21:01:01.539905] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-11-26T21:01:01.540065] [INFO ] [sig ] KNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:01.694731] [INFO ] [LOCAL ] Saved forecast: KNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNX.txt [2025-11-26T21:01:01.694936] [INFO ] [sig ] [1821/3599] Completed KNX in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:01.695004] [INFO ] [sig ] [1822/3599] Forecasting KOD... [2025-11-26T21:01:01.695048] [INFO ] [sig ] Generating forecast for: KOD [2025-11-26T21:01:01.695092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'. [2025-11-26T21:01:01.708282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOD'. [2025-11-26T21:01:01.708924] [INFO ] [FORECASTER] Starting predict_future for KOD [2025-11-26T21:01:01.709937] [DEBUG] [LOCAL ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt [2025-11-26T21:01:01.710010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:01.710056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:01.710100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:01.710173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:01.774031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:01.775001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:01.775117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:01.775186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:01.909534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:01.909748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:01.909804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:01.909846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:01.913394] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=30.38%) [2025-11-26T21:01:01.913736] [INFO ] [FORECASTER] Completed predict_future for KOD [2025-11-26T21:01:01.913889] [INFO ] [sig ] KOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:02.070822] [INFO ] [LOCAL ] Saved forecast: KOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KOD.txt [2025-11-26T21:01:02.071072] [INFO ] [sig ] [1822/3599] Completed KOD in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:02.071141] [INFO ] [sig ] [1823/3599] Forecasting KODK... [2025-11-26T21:01:02.071187] [INFO ] [sig ] Generating forecast for: KODK [2025-11-26T21:01:02.071239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-11-26T21:01:02.083788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KODK'. [2025-11-26T21:01:02.084262] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-11-26T21:01:02.085255] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-11-26T21:01:02.085331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:02.085376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:02.085416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:02.085483] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:02.142668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:02.143609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:02.143743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:02.143787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:02.264902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:02.265114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:02.265169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:02.265210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:02.268718] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-11-26T21:01:02.269058] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-11-26T21:01:02.269217] [INFO ] [sig ] KODK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:02.412357] [INFO ] [LOCAL ] Saved forecast: KODK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KODK.txt [2025-11-26T21:01:02.412544] [INFO ] [sig ] [1823/3599] Completed KODK in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:01:02.412601] [INFO ] [sig ] [1824/3599] Forecasting KOF... [2025-11-26T21:01:02.412663] [INFO ] [sig ] Generating forecast for: KOF [2025-11-26T21:01:02.412708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-11-26T21:01:02.424125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOF'. [2025-11-26T21:01:02.424562] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-11-26T21:01:02.425425] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-11-26T21:01:02.425495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:02.425555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:02.425596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:02.425678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:02.490682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:02.491796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:02.491928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:02.491990] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:02.633282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:02.633482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:02.633535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:02.633576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:02.637084] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=57.91%) [2025-11-26T21:01:02.637408] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-11-26T21:01:02.637583] [INFO ] [sig ] KOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:02.778671] [INFO ] [LOCAL ] Saved forecast: KOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KOF.txt [2025-11-26T21:01:02.778883] [INFO ] [sig ] [1824/3599] Completed KOF in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:01:02.778969] [INFO ] [sig ] [1825/3599] Forecasting KOP... [2025-11-26T21:01:02.779036] [INFO ] [sig ] Generating forecast for: KOP [2025-11-26T21:01:02.779104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-11-26T21:01:02.790392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOP'. [2025-11-26T21:01:02.790854] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-11-26T21:01:02.791760] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-11-26T21:01:02.791831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:02.791882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:02.791933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:02.792012] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:02.849983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:02.850882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:02.850981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:02.851037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:02.982392] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:02.982584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:02.982638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:02.982700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:02.986228] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=10.11%) [2025-11-26T21:01:02.986538] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-11-26T21:01:02.986710] [INFO ] [sig ] KOP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:03.132597] [INFO ] [LOCAL ] Saved forecast: KOP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KOP.txt [2025-11-26T21:01:03.132809] [INFO ] [sig ] [1825/3599] Completed KOP in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:01:03.132868] [INFO ] [sig ] [1826/3599] Forecasting KOPN... [2025-11-26T21:01:03.132911] [INFO ] [sig ] Generating forecast for: KOPN [2025-11-26T21:01:03.132951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'. [2025-11-26T21:01:03.144927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOPN'. [2025-11-26T21:01:03.145331] [INFO ] [FORECASTER] Starting predict_future for KOPN [2025-11-26T21:01:03.146175] [DEBUG] [LOCAL ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt [2025-11-26T21:01:03.146246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:03.146291] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:03.146330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:03.146397] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:03.203470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:03.204347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:03.204448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:03.204494] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:03.321272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:03.321464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:03.321516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:03.321557] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:03.324992] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=82.58%) [2025-11-26T21:01:03.325283] [INFO ] [FORECASTER] Completed predict_future for KOPN [2025-11-26T21:01:03.325434] [INFO ] [sig ] KOPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:03.464672] [INFO ] [LOCAL ] Saved forecast: KOPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KOPN.txt [2025-11-26T21:01:03.464845] [INFO ] [sig ] [1826/3599] Completed KOPN in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:01:03.464902] [INFO ] [sig ] [1827/3599] Forecasting KOS... [2025-11-26T21:01:03.464944] [INFO ] [sig ] Generating forecast for: KOS [2025-11-26T21:01:03.464986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-11-26T21:01:03.477483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOS'. [2025-11-26T21:01:03.477980] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-11-26T21:01:03.478854] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-11-26T21:01:03.478924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:03.478971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:03.479011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:03.479079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:03.539183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:03.540133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:03.540237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:03.540290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:03.663784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:03.663969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:03.664021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:03.664063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:03.667524] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-11-26T21:01:03.667857] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-11-26T21:01:03.668007] [INFO ] [sig ] KOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:03.815178] [INFO ] [LOCAL ] Saved forecast: KOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KOS.txt [2025-11-26T21:01:03.815403] [INFO ] [sig ] [1827/3599] Completed KOS in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:01:03.815466] [INFO ] [sig ] [1828/3599] Forecasting KOSS... [2025-11-26T21:01:03.815523] [INFO ] [sig ] Generating forecast for: KOSS [2025-11-26T21:01:03.815568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'. [2025-11-26T21:01:03.827159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOSS'. [2025-11-26T21:01:03.827662] [INFO ] [FORECASTER] Starting predict_future for KOSS [2025-11-26T21:01:03.828550] [DEBUG] [LOCAL ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt [2025-11-26T21:01:03.828621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:03.828690] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:03.828732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:03.828800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:03.886543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:03.887480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:03.887960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:03.888051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:04.013326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:04.013523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:04.013577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:04.013621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:04.017098] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=25.58%) [2025-11-26T21:01:04.017403] [INFO ] [FORECASTER] Completed predict_future for KOSS [2025-11-26T21:01:04.017575] [INFO ] [sig ] KOSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:04.156680] [INFO ] [LOCAL ] Saved forecast: KOSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KOSS.txt [2025-11-26T21:01:04.156850] [INFO ] [sig ] [1828/3599] Completed KOSS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:04.156906] [INFO ] [sig ] [1829/3599] Forecasting KPRX... [2025-11-26T21:01:04.156948] [INFO ] [sig ] Generating forecast for: KPRX [2025-11-26T21:01:04.156988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'. [2025-11-26T21:01:04.168416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPRX'. [2025-11-26T21:01:04.168787] [INFO ] [FORECASTER] Starting predict_future for KPRX [2025-11-26T21:01:04.169614] [DEBUG] [LOCAL ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt [2025-11-26T21:01:04.169875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:04.169923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:04.169965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:04.170033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:04.227403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:04.228089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:04.228185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:04.228226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:04.338728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:04.338905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:04.338955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:04.338996] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:04.342351] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=43.35%) [2025-11-26T21:01:04.342662] [INFO ] [FORECASTER] Completed predict_future for KPRX [2025-11-26T21:01:04.342813] [INFO ] [sig ] KPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:04.482155] [INFO ] [LOCAL ] Saved forecast: KPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KPRX.txt [2025-11-26T21:01:04.482338] [INFO ] [sig ] [1829/3599] Completed KPRX in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:04.482395] [INFO ] [sig ] [1830/3599] Forecasting KPTI... [2025-11-26T21:01:04.482440] [INFO ] [sig ] Generating forecast for: KPTI [2025-11-26T21:01:04.482483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'. [2025-11-26T21:01:04.494486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPTI'. [2025-11-26T21:01:04.494875] [INFO ] [FORECASTER] Starting predict_future for KPTI [2025-11-26T21:01:04.495725] [DEBUG] [LOCAL ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt [2025-11-26T21:01:04.495794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:04.495841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:04.495881] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:04.495949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:04.556495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:04.557718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:04.557849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:04.557900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:04.692469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:04.692675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:04.692739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:04.692785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:04.696268] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=81.36%) [2025-11-26T21:01:04.696569] [INFO ] [FORECASTER] Completed predict_future for KPTI [2025-11-26T21:01:04.696741] [INFO ] [sig ] KPTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:04.837833] [INFO ] [LOCAL ] Saved forecast: KPTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KPTI.txt [2025-11-26T21:01:04.838007] [INFO ] [sig ] [1830/3599] Completed KPTI in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:04.838063] [INFO ] [sig ] [1831/3599] Forecasting KRC... [2025-11-26T21:01:04.838108] [INFO ] [sig ] Generating forecast for: KRC [2025-11-26T21:01:04.838151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-11-26T21:01:04.853034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRC'. [2025-11-26T21:01:04.853352] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-11-26T21:01:04.854207] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-11-26T21:01:04.854278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:04.854324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:04.854366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:04.854439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:04.911245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:04.911894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:04.911988] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:04.912030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:05.033834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:05.034015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:05.034068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:05.034129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:05.037527] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=10.51%) [2025-11-26T21:01:05.037839] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-11-26T21:01:05.037989] [INFO ] [sig ] KRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:05.178554] [INFO ] [LOCAL ] Saved forecast: KRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRC.txt [2025-11-26T21:01:05.178753] [INFO ] [sig ] [1831/3599] Completed KRC in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:05.178811] [INFO ] [sig ] [1832/3599] Forecasting KREF... [2025-11-26T21:01:05.178853] [INFO ] [sig ] Generating forecast for: KREF [2025-11-26T21:01:05.178896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-11-26T21:01:05.195903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KREF'. [2025-11-26T21:01:05.196286] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-11-26T21:01:05.197124] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-11-26T21:01:05.197194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:05.197239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:05.197279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:05.197347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:05.254508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:05.255400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:05.255501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:05.255551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:05.381153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:05.381371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:05.381435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:05.381481] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:05.385198] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-11-26T21:01:05.385521] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-11-26T21:01:05.385702] [INFO ] [sig ] KREF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:05.574540] [INFO ] [LOCAL ] Saved forecast: KREF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KREF.txt [2025-11-26T21:01:05.574728] [INFO ] [sig ] [1832/3599] Completed KREF in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:05.574785] [INFO ] [sig ] [1833/3599] Forecasting KRG... [2025-11-26T21:01:05.574830] [INFO ] [sig ] Generating forecast for: KRG [2025-11-26T21:01:05.574872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-11-26T21:01:05.585384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRG'. [2025-11-26T21:01:05.585703] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-11-26T21:01:05.586520] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-11-26T21:01:05.586588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:05.586634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:05.586702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:05.586777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:05.644182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:05.645104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:05.645203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:05.645270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:05.765564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:05.765761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:05.765816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:05.765860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:05.769303] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=5.56%) [2025-11-26T21:01:05.769600] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-11-26T21:01:05.769771] [INFO ] [sig ] KRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:05.913559] [INFO ] [LOCAL ] Saved forecast: KRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRG.txt [2025-11-26T21:01:05.913738] [INFO ] [sig ] [1833/3599] Completed KRG in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:05.913795] [INFO ] [sig ] [1834/3599] Forecasting KRMD... [2025-11-26T21:01:05.913834] [INFO ] [sig ] Generating forecast for: KRMD [2025-11-26T21:01:05.913876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'. [2025-11-26T21:01:05.927800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRMD'. [2025-11-26T21:01:05.928089] [INFO ] [FORECASTER] Starting predict_future for KRMD [2025-11-26T21:01:05.928952] [DEBUG] [LOCAL ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt [2025-11-26T21:01:05.929021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:05.929065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:05.929106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:05.929175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:05.986170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:05.986861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:05.986956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:05.987001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:06.117036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:06.117249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:06.117310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:06.117349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:06.121037] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=2.32%) [2025-11-26T21:01:06.121351] [INFO ] [FORECASTER] Completed predict_future for KRMD [2025-11-26T21:01:06.121507] [INFO ] [sig ] KRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:06.265350] [INFO ] [LOCAL ] Saved forecast: KRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRMD.txt [2025-11-26T21:01:06.265542] [INFO ] [sig ] [1834/3599] Completed KRMD in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:06.265595] [INFO ] [sig ] [1835/3599] Forecasting KRNY... [2025-11-26T21:01:06.265656] [INFO ] [sig ] Generating forecast for: KRNY [2025-11-26T21:01:06.265695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'. [2025-11-26T21:01:06.277436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRNY'. [2025-11-26T21:01:06.277759] [INFO ] [FORECASTER] Starting predict_future for KRNY [2025-11-26T21:01:06.278571] [DEBUG] [LOCAL ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt [2025-11-26T21:01:06.278664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:06.278711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:06.278776] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:06.278849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:06.335664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:06.336337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:06.336433] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:06.336483] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:06.454331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:06.454521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:06.454574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:06.454617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:06.458027] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=59.38%) [2025-11-26T21:01:06.458316] [INFO ] [FORECASTER] Completed predict_future for KRNY [2025-11-26T21:01:06.458460] [INFO ] [sig ] KRNY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:06.597244] [INFO ] [LOCAL ] Saved forecast: KRNY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRNY.txt [2025-11-26T21:01:06.597412] [INFO ] [sig ] [1835/3599] Completed KRNY in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:06.597470] [INFO ] [sig ] [1836/3599] Forecasting KRO... [2025-11-26T21:01:06.597528] [INFO ] [sig ] Generating forecast for: KRO [2025-11-26T21:01:06.597574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-11-26T21:01:06.620350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRO'. [2025-11-26T21:01:06.620675] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-11-26T21:01:06.621478] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-11-26T21:01:06.621546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:06.621591] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:06.621631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:06.621718] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:06.679108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:06.679921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:06.680018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:06.680064] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:06.797444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:06.797693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:06.797757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:06.797798] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:06.801314] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=89.05%) [2025-11-26T21:01:06.801607] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-11-26T21:01:06.801772] [INFO ] [sig ] KRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:06.942237] [INFO ] [LOCAL ] Saved forecast: KRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRO.txt [2025-11-26T21:01:06.942406] [INFO ] [sig ] [1836/3599] Completed KRO in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:06.942460] [INFO ] [sig ] [1837/3599] Forecasting KROS... [2025-11-26T21:01:06.942503] [INFO ] [sig ] Generating forecast for: KROS [2025-11-26T21:01:06.942544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'. [2025-11-26T21:01:06.954543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KROS'. [2025-11-26T21:01:06.954895] [INFO ] [FORECASTER] Starting predict_future for KROS [2025-11-26T21:01:06.955736] [DEBUG] [LOCAL ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt [2025-11-26T21:01:06.955805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:06.955850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:06.955889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:06.955956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:07.012204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:07.012844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:07.012939] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:07.012986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:07.134854] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:07.135040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:07.135093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:07.135135] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:07.138520] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-11-26T21:01:07.138833] [INFO ] [FORECASTER] Completed predict_future for KROS [2025-11-26T21:01:07.138981] [INFO ] [sig ] KROS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:07.278513] [INFO ] [LOCAL ] Saved forecast: KROS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KROS.txt [2025-11-26T21:01:07.278713] [INFO ] [sig ] [1837/3599] Completed KROS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:07.278771] [INFO ] [sig ] [1838/3599] Forecasting KRP... [2025-11-26T21:01:07.278815] [INFO ] [sig ] Generating forecast for: KRP [2025-11-26T21:01:07.278856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-11-26T21:01:07.291810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRP'. [2025-11-26T21:01:07.292142] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-11-26T21:01:07.293012] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-11-26T21:01:07.293082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:07.293129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:07.293169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:07.293238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:07.350425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:07.351150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:07.351247] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:07.351289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:07.471029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:07.471238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:07.471294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:07.471337] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:07.474719] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=40.14%) [2025-11-26T21:01:07.475009] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-11-26T21:01:07.475158] [INFO ] [sig ] KRP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:07.624571] [INFO ] [LOCAL ] Saved forecast: KRP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRP.txt [2025-11-26T21:01:07.624790] [INFO ] [sig ] [1838/3599] Completed KRP in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:07.624849] [INFO ] [sig ] [1839/3599] Forecasting KRRO... [2025-11-26T21:01:07.624896] [INFO ] [sig ] Generating forecast for: KRRO [2025-11-26T21:01:07.624947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'. [2025-11-26T21:01:07.637155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRRO'. [2025-11-26T21:01:07.637610] [INFO ] [FORECASTER] Starting predict_future for KRRO [2025-11-26T21:01:07.638464] [DEBUG] [LOCAL ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt [2025-11-26T21:01:07.638539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:07.638586] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:07.638618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:07.638711] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:07.696470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:07.697399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:07.697549] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:07.697606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:07.822790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:07.822983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:07.823035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:07.823078] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:07.826523] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-11-26T21:01:07.826861] [INFO ] [FORECASTER] Completed predict_future for KRRO [2025-11-26T21:01:07.827015] [INFO ] [sig ] KRRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:07.968886] [INFO ] [LOCAL ] Saved forecast: KRRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRRO.txt [2025-11-26T21:01:07.969089] [INFO ] [sig ] [1839/3599] Completed KRRO in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:07.969147] [INFO ] [sig ] [1840/3599] Forecasting KRUS... [2025-11-26T21:01:07.969193] [INFO ] [sig ] Generating forecast for: KRUS [2025-11-26T21:01:07.969234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'. [2025-11-26T21:01:07.980582] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRUS'. [2025-11-26T21:01:07.980996] [INFO ] [FORECASTER] Starting predict_future for KRUS [2025-11-26T21:01:07.981847] [DEBUG] [LOCAL ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt [2025-11-26T21:01:07.981915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:07.981959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:07.981998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:07.982064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:08.041256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:08.042187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:08.042294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:08.042343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:08.158677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:08.158879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:08.158933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:08.158976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:08.162423] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-11-26T21:01:08.162794] [INFO ] [FORECASTER] Completed predict_future for KRUS [2025-11-26T21:01:08.162971] [INFO ] [sig ] KRUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:08.305286] [INFO ] [LOCAL ] Saved forecast: KRUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRUS.txt [2025-11-26T21:01:08.305485] [INFO ] [sig ] [1840/3599] Completed KRUS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:01:08.305545] [INFO ] [sig ] [1841/3599] Forecasting KRYS... [2025-11-26T21:01:08.305593] [INFO ] [sig ] Generating forecast for: KRYS [2025-11-26T21:01:08.305636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'. [2025-11-26T21:01:08.317660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRYS'. [2025-11-26T21:01:08.318066] [INFO ] [FORECASTER] Starting predict_future for KRYS [2025-11-26T21:01:08.318907] [DEBUG] [LOCAL ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt [2025-11-26T21:01:08.318978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:08.319023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:08.319063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:08.319137] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:08.378599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:08.379519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:08.379631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:08.379702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:08.499449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:08.499613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:08.499686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:08.499728] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:08.503342] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-11-26T21:01:08.503713] [INFO ] [FORECASTER] Completed predict_future for KRYS [2025-11-26T21:01:08.503880] [INFO ] [sig ] KRYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:08.648271] [INFO ] [LOCAL ] Saved forecast: KRYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRYS.txt [2025-11-26T21:01:08.648476] [INFO ] [sig ] [1841/3599] Completed KRYS in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:01:08.648533] [INFO ] [sig ] [1842/3599] Forecasting KSCP... [2025-11-26T21:01:08.648583] [INFO ] [sig ] Generating forecast for: KSCP [2025-11-26T21:01:08.648627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'. [2025-11-26T21:01:08.660017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSCP'. [2025-11-26T21:01:08.660395] [INFO ] [FORECASTER] Starting predict_future for KSCP [2025-11-26T21:01:08.661259] [DEBUG] [LOCAL ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt [2025-11-26T21:01:08.661328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:08.661374] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:08.661412] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:08.661479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:08.721334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:08.722305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:08.722436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:08.722481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:08.848051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:08.848235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:08.848290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:08.848329] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:08.851873] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=2.68%) [2025-11-26T21:01:08.852207] [INFO ] [FORECASTER] Completed predict_future for KSCP [2025-11-26T21:01:08.852362] [INFO ] [sig ] KSCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:08.996139] [INFO ] [LOCAL ] Saved forecast: KSCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KSCP.txt [2025-11-26T21:01:08.996327] [INFO ] [sig ] [1842/3599] Completed KSCP in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:01:08.996381] [INFO ] [sig ] [1843/3599] Forecasting KSPI... [2025-11-26T21:01:08.996425] [INFO ] [sig ] Generating forecast for: KSPI [2025-11-26T21:01:08.996465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'. [2025-11-26T21:01:09.008057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSPI'. [2025-11-26T21:01:09.008467] [INFO ] [FORECASTER] Starting predict_future for KSPI [2025-11-26T21:01:09.009370] [DEBUG] [LOCAL ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt [2025-11-26T21:01:09.009451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:09.009526] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:09.009594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:09.009722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:09.068229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:09.069176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:09.069294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:09.069365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:09.192554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:09.192773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:09.192842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:09.192902] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:09.196615] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=8.90%) [2025-11-26T21:01:09.196981] [INFO ] [FORECASTER] Completed predict_future for KSPI [2025-11-26T21:01:09.197159] [INFO ] [sig ] KSPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:09.342998] [INFO ] [LOCAL ] Saved forecast: KSPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KSPI.txt [2025-11-26T21:01:09.343192] [INFO ] [sig ] [1843/3599] Completed KSPI in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:01:09.343275] [INFO ] [sig ] [1844/3599] Forecasting KSS... [2025-11-26T21:01:09.343344] [INFO ] [sig ] Generating forecast for: KSS [2025-11-26T21:01:09.343417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-11-26T21:01:09.355283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSS'. [2025-11-26T21:01:09.355699] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-11-26T21:01:09.356603] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-11-26T21:01:09.356694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:09.356746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:09.356784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:09.356856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:09.418553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:09.419511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:09.419637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:09.419711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:09.549177] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:09.549357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:09.549407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:09.549449] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:09.553010] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=82.29%) [2025-11-26T21:01:09.553330] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-11-26T21:01:09.553498] [INFO ] [sig ] KSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:09.704573] [INFO ] [LOCAL ] Saved forecast: KSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KSS.txt [2025-11-26T21:01:09.704796] [INFO ] [sig ] [1844/3599] Completed KSS in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:01:09.704853] [INFO ] [sig ] [1845/3599] Forecasting KTB... [2025-11-26T21:01:09.704898] [INFO ] [sig ] Generating forecast for: KTB [2025-11-26T21:01:09.704937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-11-26T21:01:09.716121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTB'. [2025-11-26T21:01:09.716506] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-11-26T21:01:09.717360] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-11-26T21:01:09.717428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:09.717473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:09.717530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:09.717606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:09.776046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:09.776963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:09.777068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:09.777111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:09.904090] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:09.904299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:09.904356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:09.904399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:09.907895] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=7.87%) [2025-11-26T21:01:09.908195] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-11-26T21:01:09.908341] [INFO ] [sig ] KTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:10.051017] [INFO ] [LOCAL ] Saved forecast: KTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KTB.txt [2025-11-26T21:01:10.051230] [INFO ] [sig ] [1845/3599] Completed KTB in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:01:10.051292] [INFO ] [sig ] [1846/3599] Forecasting KTCC... [2025-11-26T21:01:10.051337] [INFO ] [sig ] Generating forecast for: KTCC [2025-11-26T21:01:10.051382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'. [2025-11-26T21:01:10.065871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTCC'. [2025-11-26T21:01:10.066495] [INFO ] [FORECASTER] Starting predict_future for KTCC [2025-11-26T21:01:10.067777] [DEBUG] [LOCAL ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt [2025-11-26T21:01:10.067870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:10.067945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:10.068015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:10.068144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:10.133273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:10.134228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:10.134331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:10.134375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:10.241992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:10.242188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:10.242242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:10.242279] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:10.245734] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T21:01:10.246033] [INFO ] [FORECASTER] Completed predict_future for KTCC [2025-11-26T21:01:10.246188] [INFO ] [sig ] KTCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:10.388197] [INFO ] [LOCAL ] Saved forecast: KTCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KTCC.txt [2025-11-26T21:01:10.388403] [INFO ] [sig ] [1846/3599] Completed KTCC in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:10.388459] [INFO ] [sig ] [1847/3599] Forecasting KTF... [2025-11-26T21:01:10.388502] [INFO ] [sig ] Generating forecast for: KTF [2025-11-26T21:01:10.388543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-11-26T21:01:10.400333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTF'. [2025-11-26T21:01:10.400807] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-11-26T21:01:10.401717] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-11-26T21:01:10.401788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:10.401836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:10.401876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:10.401943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:10.459540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:10.460474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:10.460579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:10.460630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:10.580979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:10.581173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:10.581225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:10.581266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:10.584678] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=53.66%) [2025-11-26T21:01:10.585041] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-11-26T21:01:10.585193] [INFO ] [sig ] KTF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:10.726100] [INFO ] [LOCAL ] Saved forecast: KTF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KTF.txt [2025-11-26T21:01:10.726279] [INFO ] [sig ] [1847/3599] Completed KTF in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:10.726335] [INFO ] [sig ] [1848/3599] Forecasting KURA... [2025-11-26T21:01:10.726378] [INFO ] [sig ] Generating forecast for: KURA [2025-11-26T21:01:10.726427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'. [2025-11-26T21:01:10.737777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KURA'. [2025-11-26T21:01:10.738200] [INFO ] [FORECASTER] Starting predict_future for KURA [2025-11-26T21:01:10.739140] [DEBUG] [LOCAL ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt [2025-11-26T21:01:10.739224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:10.739283] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:10.739333] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:10.739417] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:10.797544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:10.798497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:10.798612] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:10.798690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:10.919853] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:10.920049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:10.920117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:10.920173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:10.923711] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=85.57%) [2025-11-26T21:01:10.924072] [INFO ] [FORECASTER] Completed predict_future for KURA [2025-11-26T21:01:10.924258] [INFO ] [sig ] KURA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:11.064723] [INFO ] [LOCAL ] Saved forecast: KURA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KURA.txt [2025-11-26T21:01:11.064923] [INFO ] [sig ] [1848/3599] Completed KURA in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:11.065000] [INFO ] [sig ] [1849/3599] Forecasting KVHI... [2025-11-26T21:01:11.065060] [INFO ] [sig ] Generating forecast for: KVHI [2025-11-26T21:01:11.065118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'. [2025-11-26T21:01:11.076222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVHI'. [2025-11-26T21:01:11.076666] [INFO ] [FORECASTER] Starting predict_future for KVHI [2025-11-26T21:01:11.077557] [DEBUG] [LOCAL ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt [2025-11-26T21:01:11.077633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:11.077722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:11.077783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:11.077889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:11.135190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:11.136152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:11.136262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:11.136328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:11.253823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:11.254009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:11.254066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:11.254110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:11.257491] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=52.88%) [2025-11-26T21:01:11.257847] [INFO ] [FORECASTER] Completed predict_future for KVHI [2025-11-26T21:01:11.257992] [INFO ] [sig ] KVHI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:11.397931] [INFO ] [LOCAL ] Saved forecast: KVHI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KVHI.txt [2025-11-26T21:01:11.398083] [INFO ] [sig ] [1849/3599] Completed KVHI in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:11.398138] [INFO ] [sig ] [1850/3599] Forecasting KVUE... [2025-11-26T21:01:11.398180] [INFO ] [sig ] Generating forecast for: KVUE [2025-11-26T21:01:11.398221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-11-26T21:01:11.409935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVUE'. [2025-11-26T21:01:11.410280] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-11-26T21:01:11.411140] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-11-26T21:01:11.411209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:11.411254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:11.411314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:11.411384] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:11.471283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:11.472197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:11.472303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:11.472359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:11.590384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:11.590566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:11.590618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:11.590683] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:11.594200] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-11-26T21:01:11.594516] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-11-26T21:01:11.594696] [INFO ] [sig ] KVUE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:11.738529] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KVUE.txt [2025-11-26T21:01:11.738698] [INFO ] [sig ] [1850/3599] Completed KVUE in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:11.738755] [INFO ] [sig ] [1851/3599] Forecasting KVYO... [2025-11-26T21:01:11.738797] [INFO ] [sig ] Generating forecast for: KVYO [2025-11-26T21:01:11.738839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-11-26T21:01:11.752560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVYO'. [2025-11-26T21:01:11.753084] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-11-26T21:01:11.754208] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-11-26T21:01:11.754291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:11.754346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:11.754391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:11.754479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:11.828981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:11.830025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:11.830140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:11.830187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:11.968593] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:11.968817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:11.968874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:11.968919] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:11.972475] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=17.94%) [2025-11-26T21:01:11.972826] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-11-26T21:01:11.972981] [INFO ] [sig ] KVYO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:12.118418] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KVYO.txt [2025-11-26T21:01:12.118608] [INFO ] [sig ] [1851/3599] Completed KVYO in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:12.118690] [INFO ] [sig ] [1852/3599] Forecasting KYN... [2025-11-26T21:01:12.118738] [INFO ] [sig ] Generating forecast for: KYN [2025-11-26T21:01:12.118782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-11-26T21:01:12.131011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYN'. [2025-11-26T21:01:12.131342] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-11-26T21:01:12.132212] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-11-26T21:01:12.132284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:12.132332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:12.132387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:12.132476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:12.191003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:12.191729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:12.191826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:12.191876] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:12.311255] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:12.311446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:12.311507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:12.311556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:12.315062] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=80.22%) [2025-11-26T21:01:12.315366] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-11-26T21:01:12.315514] [INFO ] [sig ] KYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:12.466428] [INFO ] [LOCAL ] Saved forecast: KYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KYN.txt [2025-11-26T21:01:12.466628] [INFO ] [sig ] [1852/3599] Completed KYN in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:12.466710] [INFO ] [sig ] [1853/3599] Forecasting KYTX... [2025-11-26T21:01:12.466757] [INFO ] [sig ] Generating forecast for: KYTX [2025-11-26T21:01:12.466801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'. [2025-11-26T21:01:12.479048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYTX'. [2025-11-26T21:01:12.479507] [INFO ] [FORECASTER] Starting predict_future for KYTX [2025-11-26T21:01:12.480444] [DEBUG] [LOCAL ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt [2025-11-26T21:01:12.480522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:12.480575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:12.480625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:12.480731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:12.548859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:12.549821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:12.549938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:12.549988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:12.671711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:12.671897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:12.671954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:12.671996] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:12.675408] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-11-26T21:01:12.675745] [INFO ] [FORECASTER] Completed predict_future for KYTX [2025-11-26T21:01:12.675892] [INFO ] [sig ] KYTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:12.814927] [INFO ] [LOCAL ] Saved forecast: KYTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KYTX.txt [2025-11-26T21:01:12.815105] [INFO ] [sig ] [1853/3599] Completed KYTX in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:12.815160] [INFO ] [sig ] [1854/3599] Forecasting KZIA... [2025-11-26T21:01:12.815207] [INFO ] [sig ] Generating forecast for: KZIA [2025-11-26T21:01:12.815249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'. [2025-11-26T21:01:12.825830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KZIA'. [2025-11-26T21:01:12.826125] [INFO ] [FORECASTER] Starting predict_future for KZIA [2025-11-26T21:01:12.826966] [DEBUG] [LOCAL ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt [2025-11-26T21:01:12.827036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:12.827084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:12.827127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:12.827195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:12.884792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:12.885686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:12.885782] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:12.885829] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:13.004608] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:13.004823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:13.004873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:13.004917] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:13.008379] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=93.97%) [2025-11-26T21:01:13.008697] [INFO ] [FORECASTER] Completed predict_future for KZIA [2025-11-26T21:01:13.008845] [INFO ] [sig ] KZIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:13.150326] [INFO ] [LOCAL ] Saved forecast: KZIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KZIA.txt [2025-11-26T21:01:13.150512] [INFO ] [sig ] [1854/3599] Completed KZIA in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:13.150568] [INFO ] [sig ] [1855/3599] Forecasting L... [2025-11-26T21:01:13.150613] [INFO ] [sig ] Generating forecast for: L [2025-11-26T21:01:13.150677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-11-26T21:01:13.161431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'L'. [2025-11-26T21:01:13.161760] [INFO ] [FORECASTER] Starting predict_future for L [2025-11-26T21:01:13.162574] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-11-26T21:01:13.162666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:13.162715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:13.162753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:13.162823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:13.220583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:13.221506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:13.221611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:13.221680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:13.342169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:13.342382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:13.342462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:13.342506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:13.345967] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-11-26T21:01:13.346265] [INFO ] [FORECASTER] Completed predict_future for L [2025-11-26T21:01:13.346409] [INFO ] [sig ] L: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:13.487302] [INFO ] [LOCAL ] Saved forecast: L 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/L.txt [2025-11-26T21:01:13.487528] [INFO ] [sig ] [1855/3599] Completed L in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:13.487607] [INFO ] [sig ] [1856/3599] Forecasting LAB... [2025-11-26T21:01:13.487690] [INFO ] [sig ] Generating forecast for: LAB [2025-11-26T21:01:13.487737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'. [2025-11-26T21:01:13.499907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAB'. [2025-11-26T21:01:13.500326] [INFO ] [FORECASTER] Starting predict_future for LAB [2025-11-26T21:01:13.501189] [DEBUG] [LOCAL ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt [2025-11-26T21:01:13.501257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:13.501301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:13.501340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:13.501408] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:13.559192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:13.560108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:13.560209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:13.560255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:13.681063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:13.681250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:13.681302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:13.681343] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:13.684775] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=88.53%) [2025-11-26T21:01:13.685078] [INFO ] [FORECASTER] Completed predict_future for LAB [2025-11-26T21:01:13.685226] [INFO ] [sig ] LAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:13.827790] [INFO ] [LOCAL ] Saved forecast: LAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LAB.txt [2025-11-26T21:01:13.827987] [INFO ] [sig ] [1856/3599] Completed LAB in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:13.828041] [INFO ] [sig ] [1857/3599] Forecasting LAC... [2025-11-26T21:01:13.828087] [INFO ] [sig ] Generating forecast for: LAC [2025-11-26T21:01:13.828127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-11-26T21:01:13.839792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAC'. [2025-11-26T21:01:13.840192] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-11-26T21:01:13.841061] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-11-26T21:01:13.841131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:13.841186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:13.841239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:13.841321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:13.899271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:13.900227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:13.900330] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:13.900386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:14.026051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:14.026234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:14.026294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:14.026334] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:14.029821] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=2.77%) [2025-11-26T21:01:14.030152] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-11-26T21:01:14.030316] [INFO ] [sig ] LAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:14.174095] [INFO ] [LOCAL ] Saved forecast: LAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LAC.txt [2025-11-26T21:01:14.174281] [INFO ] [sig ] [1857/3599] Completed LAC in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:14.174350] [INFO ] [sig ] [1858/3599] Forecasting LAES... [2025-11-26T21:01:14.174403] [INFO ] [sig ] Generating forecast for: LAES [2025-11-26T21:01:14.174445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'. [2025-11-26T21:01:14.185789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAES'. [2025-11-26T21:01:14.186191] [INFO ] [FORECASTER] Starting predict_future for LAES [2025-11-26T21:01:14.187105] [DEBUG] [LOCAL ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt [2025-11-26T21:01:14.187176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:14.187233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:14.187282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:14.187359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:14.252369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:14.253346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:14.253449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:14.253506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:14.370308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:14.370480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:14.370532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:14.370573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:14.374014] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-11-26T21:01:14.374312] [INFO ] [FORECASTER] Completed predict_future for LAES [2025-11-26T21:01:14.374466] [INFO ] [sig ] LAES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:14.516992] [INFO ] [LOCAL ] Saved forecast: LAES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LAES.txt [2025-11-26T21:01:14.517172] [INFO ] [sig ] [1858/3599] Completed LAES in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:01:14.517228] [INFO ] [sig ] [1859/3599] Forecasting LAKE... [2025-11-26T21:01:14.517271] [INFO ] [sig ] Generating forecast for: LAKE [2025-11-26T21:01:14.517315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'. [2025-11-26T21:01:14.528924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAKE'. [2025-11-26T21:01:14.529315] [INFO ] [FORECASTER] Starting predict_future for LAKE [2025-11-26T21:01:14.530266] [DEBUG] [LOCAL ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt [2025-11-26T21:01:14.530346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:14.530407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:14.530449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:14.530518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:14.592521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:14.593443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:14.593547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:14.593595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:14.711922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:14.712113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:14.712167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:14.712209] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:14.715784] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=70.58%) [2025-11-26T21:01:14.716098] [INFO ] [FORECASTER] Completed predict_future for LAKE [2025-11-26T21:01:14.716256] [INFO ] [sig ] LAKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:14.862177] [INFO ] [LOCAL ] Saved forecast: LAKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LAKE.txt [2025-11-26T21:01:14.862373] [INFO ] [sig ] [1859/3599] Completed LAKE in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:01:14.862431] [INFO ] [sig ] [1860/3599] Forecasting LAND... [2025-11-26T21:01:14.862480] [INFO ] [sig ] Generating forecast for: LAND [2025-11-26T21:01:14.862528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'. [2025-11-26T21:01:14.874417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAND'. [2025-11-26T21:01:14.874833] [INFO ] [FORECASTER] Starting predict_future for LAND [2025-11-26T21:01:14.875715] [DEBUG] [LOCAL ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt [2025-11-26T21:01:14.875783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:14.875828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:14.875867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:14.875955] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:14.936509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:14.937467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:14.937587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:14.937635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:15.059289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:15.059471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:15.059523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:15.059565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:15.063052] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=36.60%) [2025-11-26T21:01:15.063381] [INFO ] [FORECASTER] Completed predict_future for LAND [2025-11-26T21:01:15.063542] [INFO ] [sig ] LAND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:15.203358] [INFO ] [LOCAL ] Saved forecast: LAND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LAND.txt [2025-11-26T21:01:15.203512] [INFO ] [sig ] [1860/3599] Completed LAND in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:01:15.203566] [INFO ] [sig ] [1861/3599] Forecasting LANDO... [2025-11-26T21:01:15.203608] [INFO ] [sig ] Generating forecast for: LANDO [2025-11-26T21:01:15.203667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'. [2025-11-26T21:01:15.214724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDO'. [2025-11-26T21:01:15.215041] [INFO ] [FORECASTER] Starting predict_future for LANDO [2025-11-26T21:01:15.215895] [DEBUG] [LOCAL ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt [2025-11-26T21:01:15.215963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:15.216008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:15.216047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:15.216133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:15.273324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:15.273981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:15.274082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:15.274136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:15.381623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:15.381774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:15.381824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:15.381862] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:15.385150] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=64.40%) [2025-11-26T21:01:15.385453] [INFO ] [FORECASTER] Completed predict_future for LANDO [2025-11-26T21:01:15.385607] [INFO ] [sig ] LANDO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:15.525390] [INFO ] [LOCAL ] Saved forecast: LANDO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LANDO.txt [2025-11-26T21:01:15.525525] [INFO ] [sig ] [1861/3599] Completed LANDO in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:01:15.525576] [INFO ] [sig ] [1862/3599] Forecasting LANDP... [2025-11-26T21:01:15.525612] [INFO ] [sig ] Generating forecast for: LANDP [2025-11-26T21:01:15.525678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'. [2025-11-26T21:01:15.536453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDP'. [2025-11-26T21:01:15.536790] [INFO ] [FORECASTER] Starting predict_future for LANDP [2025-11-26T21:01:15.537622] [DEBUG] [LOCAL ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt [2025-11-26T21:01:15.537709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:15.537762] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:15.537797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:15.537866] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:15.595447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:15.596114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:15.596209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:15.596249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:15.711034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:15.711215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:15.711269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:15.711309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:15.714761] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=52.58%) [2025-11-26T21:01:15.715063] [INFO ] [FORECASTER] Completed predict_future for LANDP [2025-11-26T21:01:15.715206] [INFO ] [sig ] LANDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:15.855537] [INFO ] [LOCAL ] Saved forecast: LANDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LANDP.txt [2025-11-26T21:01:15.855700] [INFO ] [sig ] [1862/3599] Completed LANDP in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:01:15.855768] [INFO ] [sig ] [1863/3599] Forecasting LASE... [2025-11-26T21:01:15.855810] [INFO ] [sig ] Generating forecast for: LASE [2025-11-26T21:01:15.855848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'. [2025-11-26T21:01:15.866599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LASE'. [2025-11-26T21:01:15.866914] [INFO ] [FORECASTER] Starting predict_future for LASE [2025-11-26T21:01:15.867807] [DEBUG] [LOCAL ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt [2025-11-26T21:01:15.867874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:15.867918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:15.867955] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:15.868023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:15.925290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:15.925944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:15.926038] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:15.926083] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:16.039127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:16.039279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:16.039330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:16.039372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:16.042689] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T21:01:16.042978] [INFO ] [FORECASTER] Completed predict_future for LASE [2025-11-26T21:01:16.043126] [INFO ] [sig ] LASE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:16.182138] [INFO ] [LOCAL ] Saved forecast: LASE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LASE.txt [2025-11-26T21:01:16.182288] [INFO ] [sig ] [1863/3599] Completed LASE in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:16.182367] [INFO ] [sig ] [1864/3599] Forecasting LAZ... [2025-11-26T21:01:16.182436] [INFO ] [sig ] Generating forecast for: LAZ [2025-11-26T21:01:16.182509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-11-26T21:01:16.193580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAZ'. [2025-11-26T21:01:16.193956] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-11-26T21:01:16.194848] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-11-26T21:01:16.194919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:16.194965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:16.195007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:16.195076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:16.254580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:16.255263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:16.255359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:16.255400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:16.374586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:16.374776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:16.374828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:16.374867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:16.378297] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=84.75%) [2025-11-26T21:01:16.378586] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-11-26T21:01:16.378783] [INFO ] [sig ] LAZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:16.521059] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LAZ.txt [2025-11-26T21:01:16.521197] [INFO ] [sig ] [1864/3599] Completed LAZ in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:16.521250] [INFO ] [sig ] [1865/3599] Forecasting LBRDA... [2025-11-26T21:01:16.521289] [INFO ] [sig ] Generating forecast for: LBRDA [2025-11-26T21:01:16.521329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'. [2025-11-26T21:01:16.532455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'. [2025-11-26T21:01:16.532794] [INFO ] [FORECASTER] Starting predict_future for LBRDA [2025-11-26T21:01:16.533707] [DEBUG] [LOCAL ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt [2025-11-26T21:01:16.533786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:16.533853] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:16.533920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:16.534026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:16.594306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:16.595030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:16.595132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:16.595198] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:16.715182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:16.715337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:16.715408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:16.715476] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:16.718956] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T21:01:16.719278] [INFO ] [FORECASTER] Completed predict_future for LBRDA [2025-11-26T21:01:16.719457] [INFO ] [sig ] LBRDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:16.858263] [INFO ] [LOCAL ] Saved forecast: LBRDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LBRDA.txt [2025-11-26T21:01:16.858436] [INFO ] [sig ] [1865/3599] Completed LBRDA in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:16.858519] [INFO ] [sig ] [1866/3599] Forecasting LBRDK... [2025-11-26T21:01:16.858586] [INFO ] [sig ] Generating forecast for: LBRDK [2025-11-26T21:01:16.858674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'. [2025-11-26T21:01:16.870208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'. [2025-11-26T21:01:16.870555] [INFO ] [FORECASTER] Starting predict_future for LBRDK [2025-11-26T21:01:16.871449] [DEBUG] [LOCAL ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt [2025-11-26T21:01:16.871520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:16.871567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:16.871621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:16.871735] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:16.931324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:16.932034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:16.932130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:16.932186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:17.051218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:17.051365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:17.051433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:17.051477] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:17.054820] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=29.95%) [2025-11-26T21:01:17.055116] [INFO ] [FORECASTER] Completed predict_future for LBRDK [2025-11-26T21:01:17.055265] [INFO ] [sig ] LBRDK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:17.201104] [INFO ] [LOCAL ] Saved forecast: LBRDK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LBRDK.txt [2025-11-26T21:01:17.201248] [INFO ] [sig ] [1866/3599] Completed LBRDK in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:17.201300] [INFO ] [sig ] [1867/3599] Forecasting LBTYA... [2025-11-26T21:01:17.201340] [INFO ] [sig ] Generating forecast for: LBTYA [2025-11-26T21:01:17.201379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'. [2025-11-26T21:01:17.212352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'. [2025-11-26T21:01:17.212686] [INFO ] [FORECASTER] Starting predict_future for LBTYA [2025-11-26T21:01:17.213521] [DEBUG] [LOCAL ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt [2025-11-26T21:01:17.213598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:17.213685] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:17.213755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:17.213863] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:17.272794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:17.273503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:17.273606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:17.273688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:17.395270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:17.395453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:17.395524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:17.395590] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:17.399200] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=42.57%) [2025-11-26T21:01:17.399531] [INFO ] [FORECASTER] Completed predict_future for LBTYA [2025-11-26T21:01:17.399732] [INFO ] [sig ] LBTYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:17.539361] [INFO ] [LOCAL ] Saved forecast: LBTYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LBTYA.txt [2025-11-26T21:01:17.539533] [INFO ] [sig ] [1867/3599] Completed LBTYA in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:17.539612] [INFO ] [sig ] [1868/3599] Forecasting LBTYK... [2025-11-26T21:01:17.539700] [INFO ] [sig ] Generating forecast for: LBTYK [2025-11-26T21:01:17.539771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'. [2025-11-26T21:01:17.551145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'. [2025-11-26T21:01:17.551484] [INFO ] [FORECASTER] Starting predict_future for LBTYK [2025-11-26T21:01:17.552451] [DEBUG] [LOCAL ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt [2025-11-26T21:01:17.552530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:17.552599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:17.552684] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:17.552800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:17.620422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:17.621281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:17.621386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:17.621452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:17.740460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:17.740608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:17.740703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:17.740783] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:17.744140] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=73.76%) [2025-11-26T21:01:17.744470] [INFO ] [FORECASTER] Completed predict_future for LBTYK [2025-11-26T21:01:17.744670] [INFO ] [sig ] LBTYK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:17.888789] [INFO ] [LOCAL ] Saved forecast: LBTYK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LBTYK.txt [2025-11-26T21:01:17.888965] [INFO ] [sig ] [1868/3599] Completed LBTYK in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:17.889047] [INFO ] [sig ] [1869/3599] Forecasting LC... [2025-11-26T21:01:17.889114] [INFO ] [sig ] Generating forecast for: LC [2025-11-26T21:01:17.889186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-11-26T21:01:17.900291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LC'. [2025-11-26T21:01:17.900659] [INFO ] [FORECASTER] Starting predict_future for LC [2025-11-26T21:01:17.901537] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-11-26T21:01:17.901610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:17.901692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:17.901749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:17.901836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:17.960322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:17.961018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:17.961116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:17.961167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:18.080391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:18.080579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:18.080678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:18.080743] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:18.084348] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-11-26T21:01:18.084703] [INFO ] [FORECASTER] Completed predict_future for LC [2025-11-26T21:01:18.084870] [INFO ] [sig ] LC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:18.225092] [INFO ] [LOCAL ] Saved forecast: LC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LC.txt [2025-11-26T21:01:18.225315] [INFO ] [sig ] [1869/3599] Completed LC in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:18.225392] [INFO ] [sig ] [1870/3599] Forecasting LCFY... [2025-11-26T21:01:18.225455] [INFO ] [sig ] Generating forecast for: LCFY [2025-11-26T21:01:18.225517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'. [2025-11-26T21:01:18.237607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCFY'. [2025-11-26T21:01:18.238211] [INFO ] [FORECASTER] Starting predict_future for LCFY [2025-11-26T21:01:18.239091] [DEBUG] [LOCAL ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt [2025-11-26T21:01:18.239172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:18.239248] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:18.239308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:18.239406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:18.299992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:18.300919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:18.301033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:18.301095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:18.412377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:18.412553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:18.412606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:18.412662] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:18.416074] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=51.90%) [2025-11-26T21:01:18.416374] [INFO ] [FORECASTER] Completed predict_future for LCFY [2025-11-26T21:01:18.416518] [INFO ] [sig ] LCFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:18.556525] [INFO ] [LOCAL ] Saved forecast: LCFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LCFY.txt [2025-11-26T21:01:18.556709] [INFO ] [sig ] [1870/3599] Completed LCFY in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:18.556764] [INFO ] [sig ] [1871/3599] Forecasting LCID... [2025-11-26T21:01:18.556818] [INFO ] [sig ] Generating forecast for: LCID [2025-11-26T21:01:18.556860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'. [2025-11-26T21:01:18.568073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCID'. [2025-11-26T21:01:18.568446] [INFO ] [FORECASTER] Starting predict_future for LCID [2025-11-26T21:01:18.569341] [DEBUG] [LOCAL ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt [2025-11-26T21:01:18.569411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:18.569457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:18.569496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:18.569562] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:18.629865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:18.630798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:18.630900] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:18.630949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:18.754323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:18.754489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:18.754542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:18.754584] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:18.758050] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=77.31%) [2025-11-26T21:01:18.758365] [INFO ] [FORECASTER] Completed predict_future for LCID [2025-11-26T21:01:18.758521] [INFO ] [sig ] LCID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:18.897308] [INFO ] [LOCAL ] Saved forecast: LCID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LCID.txt [2025-11-26T21:01:18.897472] [INFO ] [sig ] [1871/3599] Completed LCID in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:18.897546] [INFO ] [sig ] [1872/3599] Forecasting LCII... [2025-11-26T21:01:18.897590] [INFO ] [sig ] Generating forecast for: LCII [2025-11-26T21:01:18.897632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-11-26T21:01:18.908941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCII'. [2025-11-26T21:01:18.909298] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-11-26T21:01:18.910142] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-11-26T21:01:18.910211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:18.910256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:18.910296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:18.910364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:18.966600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:18.967411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:18.967531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:18.967577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:19.082127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:19.082298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:19.082358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:19.082397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:19.085829] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=44.80%) [2025-11-26T21:01:19.086129] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-11-26T21:01:19.086271] [INFO ] [sig ] LCII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:19.227758] [INFO ] [LOCAL ] Saved forecast: LCII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LCII.txt [2025-11-26T21:01:19.227919] [INFO ] [sig ] [1872/3599] Completed LCII in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:19.227973] [INFO ] [sig ] [1873/3599] Forecasting LCNB... [2025-11-26T21:01:19.228014] [INFO ] [sig ] Generating forecast for: LCNB [2025-11-26T21:01:19.228056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'. [2025-11-26T21:01:19.239145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCNB'. [2025-11-26T21:01:19.239447] [INFO ] [FORECASTER] Starting predict_future for LCNB [2025-11-26T21:01:19.240268] [DEBUG] [LOCAL ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt [2025-11-26T21:01:19.240336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:19.240381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:19.240420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:19.240486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:19.298075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:19.298902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:19.299001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:19.299042] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:19.413541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:19.413708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:19.413762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:19.413802] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:19.417190] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=64.63%) [2025-11-26T21:01:19.417479] [INFO ] [FORECASTER] Completed predict_future for LCNB [2025-11-26T21:01:19.417638] [INFO ] [sig ] LCNB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:19.557569] [INFO ] [LOCAL ] Saved forecast: LCNB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LCNB.txt [2025-11-26T21:01:19.557725] [INFO ] [sig ] [1873/3599] Completed LCNB in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:19.557780] [INFO ] [sig ] [1874/3599] Forecasting LDI... [2025-11-26T21:01:19.557828] [INFO ] [sig ] Generating forecast for: LDI [2025-11-26T21:01:19.557872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-11-26T21:01:19.569151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDI'. [2025-11-26T21:01:19.569451] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-11-26T21:01:19.570312] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-11-26T21:01:19.570380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:19.570424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:19.570463] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:19.570529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:19.628703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:19.629342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:19.629436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:19.629485] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:19.747619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:19.747812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:19.747880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:19.747936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:19.751344] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=25.38%) [2025-11-26T21:01:19.751667] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-11-26T21:01:19.751827] [INFO ] [sig ] LDI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:19.892847] [INFO ] [LOCAL ] Saved forecast: LDI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LDI.txt [2025-11-26T21:01:19.893024] [INFO ] [sig ] [1874/3599] Completed LDI in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:19.893079] [INFO ] [sig ] [1875/3599] Forecasting LDOS... [2025-11-26T21:01:19.893120] [INFO ] [sig ] Generating forecast for: LDOS [2025-11-26T21:01:19.893159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-11-26T21:01:19.904291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDOS'. [2025-11-26T21:01:19.904611] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-11-26T21:01:19.905490] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-11-26T21:01:19.905558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:19.905603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:19.905663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:19.905732] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:19.962910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:19.963716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:19.963816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:19.963862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:20.083672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:20.083974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:20.084028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:20.084064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:20.087553] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=53.62%) [2025-11-26T21:01:20.087861] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-11-26T21:01:20.088008] [INFO ] [sig ] LDOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:20.232558] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LDOS.txt [2025-11-26T21:01:20.232805] [INFO ] [sig ] [1875/3599] Completed LDOS in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:01:20.232877] [INFO ] [sig ] [1876/3599] Forecasting LDP... [2025-11-26T21:01:20.232935] [INFO ] [sig ] Generating forecast for: LDP [2025-11-26T21:01:20.232996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-11-26T21:01:20.246102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDP'. [2025-11-26T21:01:20.246561] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-11-26T21:01:20.247454] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-11-26T21:01:20.247572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:20.247622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:20.247683] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:20.247756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:20.307497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:20.308466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:20.308573] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:20.308659] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:20.437729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:20.437931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:20.438001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:20.438062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:20.442051] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-11-26T21:01:20.442422] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-11-26T21:01:20.442598] [INFO ] [sig ] LDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:20.597170] [INFO ] [LOCAL ] Saved forecast: LDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LDP.txt [2025-11-26T21:01:20.597349] [INFO ] [sig ] [1876/3599] Completed LDP in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:01:20.597419] [INFO ] [sig ] [1877/3599] Forecasting LDSF... [2025-11-26T21:01:20.597473] [INFO ] [sig ] Generating forecast for: LDSF [2025-11-26T21:01:20.597550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'. [2025-11-26T21:01:20.610981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDSF'. [2025-11-26T21:01:20.611413] [INFO ] [FORECASTER] Starting predict_future for LDSF [2025-11-26T21:01:20.612499] [DEBUG] [LOCAL ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt [2025-11-26T21:01:20.612572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:20.612619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:20.612685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:20.612759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:20.687451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:20.688815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:20.688981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:20.689063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:20.847894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:20.848097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:20.848153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:20.848219] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:20.853232] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=30.75%) [2025-11-26T21:01:20.853791] [INFO ] [FORECASTER] Completed predict_future for LDSF [2025-11-26T21:01:20.854007] [INFO ] [sig ] LDSF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:21.076844] [INFO ] [LOCAL ] Saved forecast: LDSF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LDSF.txt [2025-11-26T21:01:21.077055] [INFO ] [sig ] [1877/3599] Completed LDSF in 0.5s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:01:21.077115] [INFO ] [sig ] [1878/3599] Forecasting LE... [2025-11-26T21:01:21.077159] [INFO ] [sig ] Generating forecast for: LE [2025-11-26T21:01:21.077200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'. [2025-11-26T21:01:21.091237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LE'. [2025-11-26T21:01:21.091771] [INFO ] [FORECASTER] Starting predict_future for LE [2025-11-26T21:01:21.092762] [DEBUG] [LOCAL ] No optimal features file found for LE: ./output/feature-sets/LE.txt [2025-11-26T21:01:21.092848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:21.092904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:21.092949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:21.093034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:21.182257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:21.183555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:21.183728] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:21.183808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:21.345456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:21.345712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:21.345802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:21.345876] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:21.351294] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=83.50%) [2025-11-26T21:01:21.351794] [INFO ] [FORECASTER] Completed predict_future for LE [2025-11-26T21:01:21.352022] [INFO ] [sig ] LE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:21.564695] [INFO ] [LOCAL ] Saved forecast: LE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LE.txt [2025-11-26T21:01:21.564913] [INFO ] [sig ] [1878/3599] Completed LE in 0.5s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:01:21.564973] [INFO ] [sig ] [1879/3599] Forecasting LEA... [2025-11-26T21:01:21.565016] [INFO ] [sig ] Generating forecast for: LEA [2025-11-26T21:01:21.565059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-11-26T21:01:21.577453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEA'. [2025-11-26T21:01:21.577973] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-11-26T21:01:21.578864] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-11-26T21:01:21.578933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:21.578979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:21.579019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:21.579086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:21.637161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:21.638141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:21.638244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:21.638312] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:21.753738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:21.753921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:21.753973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:21.754015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:21.757387] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=42.46%) [2025-11-26T21:01:21.757736] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-11-26T21:01:21.757885] [INFO ] [sig ] LEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:21.899016] [INFO ] [LOCAL ] Saved forecast: LEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEA.txt [2025-11-26T21:01:21.899175] [INFO ] [sig ] [1879/3599] Completed LEA in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:01:21.899230] [INFO ] [sig ] [1880/3599] Forecasting LECO... [2025-11-26T21:01:21.899266] [INFO ] [sig ] Generating forecast for: LECO [2025-11-26T21:01:21.899308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'. [2025-11-26T21:01:21.910951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LECO'. [2025-11-26T21:01:21.911240] [INFO ] [FORECASTER] Starting predict_future for LECO [2025-11-26T21:01:21.912111] [DEBUG] [LOCAL ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt [2025-11-26T21:01:21.912180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:21.912226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:21.912277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:21.912406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:21.971502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:21.972229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:21.972346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:21.972397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:22.092616] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:22.092806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:22.092858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:22.092900] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:22.096277] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=14.14%) [2025-11-26T21:01:22.096579] [INFO ] [FORECASTER] Completed predict_future for LECO [2025-11-26T21:01:22.096751] [INFO ] [sig ] LECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:22.235158] [INFO ] [LOCAL ] Saved forecast: LECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LECO.txt [2025-11-26T21:01:22.235302] [INFO ] [sig ] [1880/3599] Completed LECO in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:01:22.235356] [INFO ] [sig ] [1881/3599] Forecasting LEG... [2025-11-26T21:01:22.235396] [INFO ] [sig ] Generating forecast for: LEG [2025-11-26T21:01:22.235434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-11-26T21:01:22.246399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEG'. [2025-11-26T21:01:22.246727] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-11-26T21:01:22.247567] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-11-26T21:01:22.247655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:22.247716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:22.247765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:22.247857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:22.304767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:22.305402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:22.305495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:22.305538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:22.423319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:22.423471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:22.423531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:22.423570] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:22.426917] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=54.67%) [2025-11-26T21:01:22.427233] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-11-26T21:01:22.427392] [INFO ] [sig ] LEG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:22.568517] [INFO ] [LOCAL ] Saved forecast: LEG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LEG.txt [2025-11-26T21:01:22.568669] [INFO ] [sig ] [1881/3599] Completed LEG in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:22.568726] [INFO ] [sig ] [1882/3599] Forecasting LEGH... [2025-11-26T21:01:22.568798] [INFO ] [sig ] Generating forecast for: LEGH [2025-11-26T21:01:22.568847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'. [2025-11-26T21:01:22.579837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGH'. [2025-11-26T21:01:22.580132] [INFO ] [FORECASTER] Starting predict_future for LEGH [2025-11-26T21:01:22.580971] [DEBUG] [LOCAL ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt [2025-11-26T21:01:22.581040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:22.581085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:22.581124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:22.581190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:22.639344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:22.640078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:22.640173] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:22.640220] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:22.756707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:22.756848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:22.756897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:22.756937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:22.760311] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-11-26T21:01:22.760598] [INFO ] [FORECASTER] Completed predict_future for LEGH [2025-11-26T21:01:22.760760] [INFO ] [sig ] LEGH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:22.901003] [INFO ] [LOCAL ] Saved forecast: LEGH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LEGH.txt [2025-11-26T21:01:22.901142] [INFO ] [sig ] [1882/3599] Completed LEGH in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:22.901194] [INFO ] [sig ] [1883/3599] Forecasting LEGN... [2025-11-26T21:01:22.901234] [INFO ] [sig ] Generating forecast for: LEGN [2025-11-26T21:01:22.901272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'. [2025-11-26T21:01:22.912274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGN'. [2025-11-26T21:01:22.912572] [INFO ] [FORECASTER] Starting predict_future for LEGN [2025-11-26T21:01:22.913423] [DEBUG] [LOCAL ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt [2025-11-26T21:01:22.913506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:22.913552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:22.913592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:22.913679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:22.971447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:22.972114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:22.972208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:22.972257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:23.089525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:23.089694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:23.089746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:23.089785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:23.093109] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-11-26T21:01:23.093404] [INFO ] [FORECASTER] Completed predict_future for LEGN [2025-11-26T21:01:23.093555] [INFO ] [sig ] LEGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:23.233290] [INFO ] [LOCAL ] Saved forecast: LEGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LEGN.txt [2025-11-26T21:01:23.233454] [INFO ] [sig ] [1883/3599] Completed LEGN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:23.233512] [INFO ] [sig ] [1884/3599] Forecasting LEN... [2025-11-26T21:01:23.233556] [INFO ] [sig ] Generating forecast for: LEN [2025-11-26T21:01:23.233598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-11-26T21:01:23.244891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEN'. [2025-11-26T21:01:23.245281] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-11-26T21:01:23.246217] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-11-26T21:01:23.246290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:23.246337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:23.246377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:23.246454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:23.306559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:23.307442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:23.307568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:23.307619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:23.431268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:23.431498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:23.431570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:23.431624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:23.436473] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=28.21%) [2025-11-26T21:01:23.436993] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-11-26T21:01:23.437211] [INFO ] [sig ] LEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:23.595401] [INFO ] [LOCAL ] Saved forecast: LEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEN.txt [2025-11-26T21:01:23.595613] [INFO ] [sig ] [1884/3599] Completed LEN in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:23.595710] [INFO ] [sig ] [1885/3599] Forecasting LENZ... [2025-11-26T21:01:23.595771] [INFO ] [sig ] Generating forecast for: LENZ [2025-11-26T21:01:23.595828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'. [2025-11-26T21:01:23.606524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LENZ'. [2025-11-26T21:01:23.606968] [INFO ] [FORECASTER] Starting predict_future for LENZ [2025-11-26T21:01:23.607947] [DEBUG] [LOCAL ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt [2025-11-26T21:01:23.608039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:23.608127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:23.608187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:23.608284] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:23.668053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:23.668986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:23.669092] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:23.669149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:23.793303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:23.793499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:23.793566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:23.793617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:23.797268] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=8.53%) [2025-11-26T21:01:23.797613] [INFO ] [FORECASTER] Completed predict_future for LENZ [2025-11-26T21:01:23.797793] [INFO ] [sig ] LENZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:23.940899] [INFO ] [LOCAL ] Saved forecast: LENZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LENZ.txt [2025-11-26T21:01:23.941100] [INFO ] [sig ] [1885/3599] Completed LENZ in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:23.941158] [INFO ] [sig ] [1886/3599] Forecasting LEO... [2025-11-26T21:01:23.941200] [INFO ] [sig ] Generating forecast for: LEO [2025-11-26T21:01:23.941240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-11-26T21:01:23.952541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEO'. [2025-11-26T21:01:23.952966] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-11-26T21:01:23.953868] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-11-26T21:01:23.953941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:23.953990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:23.954037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:23.954129] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:24.013400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:24.014315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:24.014419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:24.014466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:24.144937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:24.145225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:24.145298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:24.145347] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:24.149489] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=45.52%) [2025-11-26T21:01:24.149895] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-11-26T21:01:24.150080] [INFO ] [sig ] LEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:24.303676] [INFO ] [LOCAL ] Saved forecast: LEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEO.txt [2025-11-26T21:01:24.303936] [INFO ] [sig ] [1886/3599] Completed LEO in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:24.303997] [INFO ] [sig ] [1887/3599] Forecasting LESL... [2025-11-26T21:01:24.304044] [INFO ] [sig ] Generating forecast for: LESL [2025-11-26T21:01:24.304088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'. [2025-11-26T21:01:24.319047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LESL'. [2025-11-26T21:01:24.319619] [INFO ] [FORECASTER] Starting predict_future for LESL [2025-11-26T21:01:24.320745] [DEBUG] [LOCAL ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt [2025-11-26T21:01:24.320817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:24.320867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:24.320908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:24.320978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:24.381994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:24.384007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:24.384445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:24.384507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:24.521498] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:24.521834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:24.521901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:24.521947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:24.526113] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=23.67%) [2025-11-26T21:01:24.526495] [INFO ] [FORECASTER] Completed predict_future for LESL [2025-11-26T21:01:24.526691] [INFO ] [sig ] LESL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:24.677621] [INFO ] [LOCAL ] Saved forecast: LESL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LESL.txt [2025-11-26T21:01:24.677949] [INFO ] [sig ] [1887/3599] Completed LESL in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:24.678049] [INFO ] [sig ] [1888/3599] Forecasting LEVI... [2025-11-26T21:01:24.678135] [INFO ] [sig ] Generating forecast for: LEVI [2025-11-26T21:01:24.678208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-11-26T21:01:24.692842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEVI'. [2025-11-26T21:01:24.693328] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-11-26T21:01:24.694349] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-11-26T21:01:24.694424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:24.694479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:24.694541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:24.694631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:24.756113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:24.757340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:24.757471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:24.757548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:24.886635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:24.886945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:24.887008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:24.887053] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:24.891291] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-11-26T21:01:24.891696] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-11-26T21:01:24.891879] [INFO ] [sig ] LEVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:25.036670] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEVI.txt [2025-11-26T21:01:25.036918] [INFO ] [sig ] [1888/3599] Completed LEVI in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:25.036982] [INFO ] [sig ] [1889/3599] Forecasting LFMD... [2025-11-26T21:01:25.037029] [INFO ] [sig ] Generating forecast for: LFMD [2025-11-26T21:01:25.037074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'. [2025-11-26T21:01:25.052561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFMD'. [2025-11-26T21:01:25.053237] [INFO ] [FORECASTER] Starting predict_future for LFMD [2025-11-26T21:01:25.054237] [DEBUG] [LOCAL ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt [2025-11-26T21:01:25.054311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:25.054359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:25.054400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:25.054469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:25.116955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:25.118202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:25.118329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:25.118376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:25.245914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:25.246170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:25.246230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:25.246275] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:25.251314] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=79.44%) [2025-11-26T21:01:25.251697] [INFO ] [FORECASTER] Completed predict_future for LFMD [2025-11-26T21:01:25.251877] [INFO ] [sig ] LFMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:25.400736] [INFO ] [LOCAL ] Saved forecast: LFMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LFMD.txt [2025-11-26T21:01:25.400989] [INFO ] [sig ] [1889/3599] Completed LFMD in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:25.401051] [INFO ] [sig ] [1890/3599] Forecasting LFUS... [2025-11-26T21:01:25.401096] [INFO ] [sig ] Generating forecast for: LFUS [2025-11-26T21:01:25.401146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'. [2025-11-26T21:01:25.415153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFUS'. [2025-11-26T21:01:25.415710] [INFO ] [FORECASTER] Starting predict_future for LFUS [2025-11-26T21:01:25.416725] [DEBUG] [LOCAL ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt [2025-11-26T21:01:25.416802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:25.416851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:25.416895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:25.416968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:25.476476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:25.477613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:25.477757] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:25.477808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:25.609050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:25.609732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:25.609799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:25.609845] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:25.613894] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-11-26T21:01:25.614236] [INFO ] [FORECASTER] Completed predict_future for LFUS [2025-11-26T21:01:25.614395] [INFO ] [sig ] LFUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:25.758015] [INFO ] [LOCAL ] Saved forecast: LFUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LFUS.txt [2025-11-26T21:01:25.758200] [INFO ] [sig ] [1890/3599] Completed LFUS in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:25.758256] [INFO ] [sig ] [1891/3599] Forecasting LFVN... [2025-11-26T21:01:25.758294] [INFO ] [sig ] Generating forecast for: LFVN [2025-11-26T21:01:25.758336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'. [2025-11-26T21:01:25.772008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFVN'. [2025-11-26T21:01:25.772502] [INFO ] [FORECASTER] Starting predict_future for LFVN [2025-11-26T21:01:25.773416] [DEBUG] [LOCAL ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt [2025-11-26T21:01:25.773496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:25.773555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:25.773607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:25.773726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:25.833275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:25.834349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:25.834478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:25.834541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:25.953511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:25.953759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:25.953831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:25.953890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:25.957575] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=49.78%) [2025-11-26T21:01:25.958036] [INFO ] [FORECASTER] Completed predict_future for LFVN [2025-11-26T21:01:25.958225] [INFO ] [sig ] LFVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:26.103797] [INFO ] [LOCAL ] Saved forecast: LFVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LFVN.txt [2025-11-26T21:01:26.104023] [INFO ] [sig ] [1891/3599] Completed LFVN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:26.104094] [INFO ] [sig ] [1892/3599] Forecasting LGCL... [2025-11-26T21:01:26.104158] [INFO ] [sig ] Generating forecast for: LGCL [2025-11-26T21:01:26.104218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'. [2025-11-26T21:01:26.115291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGCL'. [2025-11-26T21:01:26.115752] [INFO ] [FORECASTER] Starting predict_future for LGCL [2025-11-26T21:01:26.116588] [DEBUG] [LOCAL ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt [2025-11-26T21:01:26.116689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:26.116753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:26.116810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:26.116907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:26.176419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:26.177473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:26.177613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:26.177699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:26.292524] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:26.292740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:26.292809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:26.292867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:26.296328] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=0.63%) [2025-11-26T21:01:26.296669] [INFO ] [FORECASTER] Completed predict_future for LGCL [2025-11-26T21:01:26.296835] [INFO ] [sig ] LGCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:26.442206] [INFO ] [LOCAL ] Saved forecast: LGCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LGCL.txt [2025-11-26T21:01:26.442434] [INFO ] [sig ] [1892/3599] Completed LGCL in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:01:26.442514] [INFO ] [sig ] [1893/3599] Forecasting LGI... [2025-11-26T21:01:26.442583] [INFO ] [sig ] Generating forecast for: LGI [2025-11-26T21:01:26.442669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-11-26T21:01:26.454548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGI'. [2025-11-26T21:01:26.454972] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-11-26T21:01:26.455875] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-11-26T21:01:26.455948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:26.456016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:26.456080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:26.456186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:26.517998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:26.518964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:26.519082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:26.519151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:26.643873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:26.644069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:26.644120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:26.644340] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:26.648493] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=10.25%) [2025-11-26T21:01:26.648879] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-11-26T21:01:26.649054] [INFO ] [sig ] LGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:26.797347] [INFO ] [LOCAL ] Saved forecast: LGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LGI.txt [2025-11-26T21:01:26.797568] [INFO ] [sig ] [1893/3599] Completed LGI in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:01:26.797665] [INFO ] [sig ] [1894/3599] Forecasting LGIH... [2025-11-26T21:01:26.797733] [INFO ] [sig ] Generating forecast for: LGIH [2025-11-26T21:01:26.797799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'. [2025-11-26T21:01:26.811289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGIH'. [2025-11-26T21:01:26.811991] [INFO ] [FORECASTER] Starting predict_future for LGIH [2025-11-26T21:01:26.813217] [DEBUG] [LOCAL ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt [2025-11-26T21:01:26.813323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:26.813397] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:26.813438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:26.813520] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:26.870638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:26.871404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:26.871506] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:26.871553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:26.989787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:26.989988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:26.990041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:26.990083] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:26.993636] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=0.85%) [2025-11-26T21:01:26.993960] [INFO ] [FORECASTER] Completed predict_future for LGIH [2025-11-26T21:01:26.994112] [INFO ] [sig ] LGIH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:27.146279] [INFO ] [LOCAL ] Saved forecast: LGIH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LGIH.txt [2025-11-26T21:01:27.146471] [INFO ] [sig ] [1894/3599] Completed LGIH in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:01:27.146526] [INFO ] [sig ] [1895/3599] Forecasting LGND... [2025-11-26T21:01:27.146569] [INFO ] [sig ] Generating forecast for: LGND [2025-11-26T21:01:27.146610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'. [2025-11-26T21:01:27.158866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGND'. [2025-11-26T21:01:27.159283] [INFO ] [FORECASTER] Starting predict_future for LGND [2025-11-26T21:01:27.160210] [DEBUG] [LOCAL ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt [2025-11-26T21:01:27.160282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:27.160344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:27.160417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:27.160539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:27.218772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:27.219525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:27.219635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:27.219735] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:27.338099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:27.338280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:27.338350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:27.338435] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:27.341855] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=77.89%) [2025-11-26T21:01:27.342197] [INFO ] [FORECASTER] Completed predict_future for LGND [2025-11-26T21:01:27.342389] [INFO ] [sig ] LGND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:27.481590] [INFO ] [LOCAL ] Saved forecast: LGND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LGND.txt [2025-11-26T21:01:27.481778] [INFO ] [sig ] [1895/3599] Completed LGND in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:01:27.481859] [INFO ] [sig ] [1896/3599] Forecasting LH... [2025-11-26T21:01:27.481972] [INFO ] [sig ] Generating forecast for: LH [2025-11-26T21:01:27.482026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-11-26T21:01:27.494005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LH'. [2025-11-26T21:01:27.494434] [INFO ] [FORECASTER] Starting predict_future for LH [2025-11-26T21:01:27.495333] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-11-26T21:01:27.495411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:27.495480] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:27.495555] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:27.495685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:27.557615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:27.558621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:27.558767] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:27.558850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:27.675902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:27.676103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:27.676183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:27.676251] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:27.679907] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=95.47%) [2025-11-26T21:01:27.680243] [INFO ] [FORECASTER] Completed predict_future for LH [2025-11-26T21:01:27.680419] [INFO ] [sig ] LH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:27.821518] [INFO ] [LOCAL ] Saved forecast: LH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LH.txt [2025-11-26T21:01:27.821729] [INFO ] [sig ] [1896/3599] Completed LH in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:01:27.821788] [INFO ] [sig ] [1897/3599] Forecasting LHX... [2025-11-26T21:01:27.821833] [INFO ] [sig ] Generating forecast for: LHX [2025-11-26T21:01:27.821877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-11-26T21:01:27.833514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LHX'. [2025-11-26T21:01:27.833918] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-11-26T21:01:27.834769] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-11-26T21:01:27.834838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:27.834885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:27.834926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:27.835006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:27.892668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:27.893581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:27.893705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:27.893755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:28.012196] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:28.012385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:28.012438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:28.012479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:28.015910] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=82.89%) [2025-11-26T21:01:28.016222] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-11-26T21:01:28.016377] [INFO ] [sig ] LHX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:28.155362] [INFO ] [LOCAL ] Saved forecast: LHX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LHX.txt [2025-11-26T21:01:28.155504] [INFO ] [sig ] [1897/3599] Completed LHX in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:01:28.155565] [INFO ] [sig ] [1898/3599] Forecasting LI... [2025-11-26T21:01:28.155609] [INFO ] [sig ] Generating forecast for: LI [2025-11-26T21:01:28.155667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'. [2025-11-26T21:01:28.167280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LI'. [2025-11-26T21:01:28.167607] [INFO ] [FORECASTER] Starting predict_future for LI [2025-11-26T21:01:28.168472] [DEBUG] [LOCAL ] No optimal features file found for LI: ./output/feature-sets/LI.txt [2025-11-26T21:01:28.168554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:28.168628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:28.168711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:28.168823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:28.226554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:28.227264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:28.227370] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:28.227432] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:28.350844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:28.351018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:28.351085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:28.351141] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:28.354754] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=80.81%) [2025-11-26T21:01:28.355070] [INFO ] [FORECASTER] Completed predict_future for LI [2025-11-26T21:01:28.355240] [INFO ] [sig ] LI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:28.496851] [INFO ] [LOCAL ] Saved forecast: LI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LI.txt [2025-11-26T21:01:28.497052] [INFO ] [sig ] [1898/3599] Completed LI in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:01:28.497125] [INFO ] [sig ] [1899/3599] Forecasting LICN... [2025-11-26T21:01:28.497184] [INFO ] [sig ] Generating forecast for: LICN [2025-11-26T21:01:28.497246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'. [2025-11-26T21:01:28.507845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LICN'. [2025-11-26T21:01:28.508202] [INFO ] [FORECASTER] Starting predict_future for LICN [2025-11-26T21:01:28.509107] [DEBUG] [LOCAL ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt [2025-11-26T21:01:28.509185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:28.509252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:28.509311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:28.509415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:28.569103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:28.570014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:28.570123] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:28.570193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:28.685543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:28.685752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:28.685823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:28.685883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:28.689364] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=32.23%) [2025-11-26T21:01:28.689745] [INFO ] [FORECASTER] Completed predict_future for LICN [2025-11-26T21:01:28.689955] [INFO ] [sig ] LICN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:28.834889] [INFO ] [LOCAL ] Saved forecast: LICN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LICN.txt [2025-11-26T21:01:28.835045] [INFO ] [sig ] [1899/3599] Completed LICN in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:28.835099] [INFO ] [sig ] [1900/3599] Forecasting LIF... [2025-11-26T21:01:28.835140] [INFO ] [sig ] Generating forecast for: LIF [2025-11-26T21:01:28.835182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'. [2025-11-26T21:01:28.846625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIF'. [2025-11-26T21:01:28.846976] [INFO ] [FORECASTER] Starting predict_future for LIF [2025-11-26T21:01:28.847889] [DEBUG] [LOCAL ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt [2025-11-26T21:01:28.847961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:28.848024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:28.848081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:28.848164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:28.905625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:28.906763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:28.906870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:28.906935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:29.030146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:29.030285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:29.030343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:29.030397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:29.033734] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-11-26T21:01:29.034027] [INFO ] [FORECASTER] Completed predict_future for LIF [2025-11-26T21:01:29.034173] [INFO ] [sig ] LIF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:29.176262] [INFO ] [LOCAL ] Saved forecast: LIF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LIF.txt [2025-11-26T21:01:29.176419] [INFO ] [sig ] [1900/3599] Completed LIF in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:29.176473] [INFO ] [sig ] [1901/3599] Forecasting LII... [2025-11-26T21:01:29.176515] [INFO ] [sig ] Generating forecast for: LII [2025-11-26T21:01:29.176559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-11-26T21:01:29.188303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LII'. [2025-11-26T21:01:29.188611] [INFO ] [FORECASTER] Starting predict_future for LII [2025-11-26T21:01:29.189500] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-11-26T21:01:29.189571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:29.189632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:29.189775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:29.189850] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:29.247869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:29.248757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:29.248857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:29.248898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:29.372447] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:29.372662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:29.372717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:29.372787] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:29.376443] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=58.76%) [2025-11-26T21:01:29.376788] [INFO ] [FORECASTER] Completed predict_future for LII [2025-11-26T21:01:29.376951] [INFO ] [sig ] LII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:29.519791] [INFO ] [LOCAL ] Saved forecast: LII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LII.txt [2025-11-26T21:01:29.519972] [INFO ] [sig ] [1901/3599] Completed LII in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:29.520027] [INFO ] [sig ] [1902/3599] Forecasting LILA... [2025-11-26T21:01:29.520067] [INFO ] [sig ] Generating forecast for: LILA [2025-11-26T21:01:29.520109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'. [2025-11-26T21:01:29.531502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILA'. [2025-11-26T21:01:29.531909] [INFO ] [FORECASTER] Starting predict_future for LILA [2025-11-26T21:01:29.532779] [DEBUG] [LOCAL ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt [2025-11-26T21:01:29.532849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:29.532898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:29.532940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:29.533007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:29.591258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:29.592186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:29.592290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:29.592349] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:29.713835] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:29.713997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:29.714051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:29.714092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:29.717658] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=29.88%) [2025-11-26T21:01:29.717968] [INFO ] [FORECASTER] Completed predict_future for LILA [2025-11-26T21:01:29.718158] [INFO ] [sig ] LILA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:29.862852] [INFO ] [LOCAL ] Saved forecast: LILA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LILA.txt [2025-11-26T21:01:29.862997] [INFO ] [sig ] [1902/3599] Completed LILA in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:29.863049] [INFO ] [sig ] [1903/3599] Forecasting LILAK... [2025-11-26T21:01:29.863084] [INFO ] [sig ] Generating forecast for: LILAK [2025-11-26T21:01:29.863119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'. [2025-11-26T21:01:29.875557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILAK'. [2025-11-26T21:01:29.876036] [INFO ] [FORECASTER] Starting predict_future for LILAK [2025-11-26T21:01:29.877007] [DEBUG] [LOCAL ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt [2025-11-26T21:01:29.877080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:29.877130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:29.877183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:29.877259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:29.936152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:29.937102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:29.937225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:29.937288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:30.061942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:30.062153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:30.062209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:30.062252] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:30.065827] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=27.76%) [2025-11-26T21:01:30.066212] [INFO ] [FORECASTER] Completed predict_future for LILAK [2025-11-26T21:01:30.066380] [INFO ] [sig ] LILAK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:30.208366] [INFO ] [LOCAL ] Saved forecast: LILAK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LILAK.txt [2025-11-26T21:01:30.208530] [INFO ] [sig ] [1903/3599] Completed LILAK in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:30.208584] [INFO ] [sig ] [1904/3599] Forecasting LIN... [2025-11-26T21:01:30.208631] [INFO ] [sig ] Generating forecast for: LIN [2025-11-26T21:01:30.208702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'. [2025-11-26T21:01:30.220450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIN'. [2025-11-26T21:01:30.220906] [INFO ] [FORECASTER] Starting predict_future for LIN [2025-11-26T21:01:30.221820] [DEBUG] [LOCAL ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt [2025-11-26T21:01:30.221893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:30.221958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:30.222021] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:30.222123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:30.280615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:30.281556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:30.281681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:30.281755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:30.400786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:30.400998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:30.401061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:30.401106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:30.404717] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=61.74%) [2025-11-26T21:01:30.405081] [INFO ] [FORECASTER] Completed predict_future for LIN [2025-11-26T21:01:30.405242] [INFO ] [sig ] LIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:30.552546] [INFO ] [LOCAL ] Saved forecast: LIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LIN.txt [2025-11-26T21:01:30.552742] [INFO ] [sig ] [1904/3599] Completed LIN in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:30.552804] [INFO ] [sig ] [1905/3599] Forecasting LINC... [2025-11-26T21:01:30.552848] [INFO ] [sig ] Generating forecast for: LINC [2025-11-26T21:01:30.552891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'. [2025-11-26T21:01:30.565393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINC'. [2025-11-26T21:01:30.565721] [INFO ] [FORECASTER] Starting predict_future for LINC [2025-11-26T21:01:30.566540] [DEBUG] [LOCAL ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt [2025-11-26T21:01:30.566609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:30.566689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:30.566734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:30.566802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:30.625727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:30.626508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:30.626610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:30.626681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:30.740939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:30.741128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:30.741183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:30.741225] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:30.744717] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=95.86%) [2025-11-26T21:01:30.745025] [INFO ] [FORECASTER] Completed predict_future for LINC [2025-11-26T21:01:30.745212] [INFO ] [sig ] LINC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:30.886553] [INFO ] [LOCAL ] Saved forecast: LINC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LINC.txt [2025-11-26T21:01:30.886726] [INFO ] [sig ] [1905/3599] Completed LINC in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:30.886783] [INFO ] [sig ] [1906/3599] Forecasting LIND... [2025-11-26T21:01:30.886826] [INFO ] [sig ] Generating forecast for: LIND [2025-11-26T21:01:30.886867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'. [2025-11-26T21:01:30.898739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIND'. [2025-11-26T21:01:30.899060] [INFO ] [FORECASTER] Starting predict_future for LIND [2025-11-26T21:01:30.899902] [DEBUG] [LOCAL ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt [2025-11-26T21:01:30.899970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:30.900016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:30.900056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:30.900123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:30.960493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:30.961556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:30.961690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:30.961741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:31.083917] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:31.084114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:31.084169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:31.084211] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:31.087875] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-11-26T21:01:31.088176] [INFO ] [FORECASTER] Completed predict_future for LIND [2025-11-26T21:01:31.088322] [INFO ] [sig ] LIND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:31.229025] [INFO ] [LOCAL ] Saved forecast: LIND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LIND.txt [2025-11-26T21:01:31.229233] [INFO ] [sig ] [1906/3599] Completed LIND in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:31.229304] [INFO ] [sig ] [1907/3599] Forecasting LINE... [2025-11-26T21:01:31.229341] [INFO ] [sig ] Generating forecast for: LINE [2025-11-26T21:01:31.229382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'. [2025-11-26T21:01:31.241815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINE'. [2025-11-26T21:01:31.242272] [INFO ] [FORECASTER] Starting predict_future for LINE [2025-11-26T21:01:31.243187] [DEBUG] [LOCAL ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt [2025-11-26T21:01:31.243259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:31.243305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:31.243378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:31.243482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:31.300383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:31.301306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:31.301409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:31.301465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:31.421236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:31.421437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:31.421490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:31.421528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:31.425059] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=3.26%) [2025-11-26T21:01:31.425383] [INFO ] [FORECASTER] Completed predict_future for LINE [2025-11-26T21:01:31.425546] [INFO ] [sig ] LINE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:31.567611] [INFO ] [LOCAL ] Saved forecast: LINE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LINE.txt [2025-11-26T21:01:31.567812] [INFO ] [sig ] [1907/3599] Completed LINE in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:31.567874] [INFO ] [sig ] [1908/3599] Forecasting LINK... [2025-11-26T21:01:31.567989] [INFO ] [sig ] Generating forecast for: LINK [2025-11-26T21:01:31.568038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'. [2025-11-26T21:01:31.579510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINK'. [2025-11-26T21:01:31.579902] [INFO ] [FORECASTER] Starting predict_future for LINK [2025-11-26T21:01:31.580781] [DEBUG] [LOCAL ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt [2025-11-26T21:01:31.580852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:31.580909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:31.580959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:31.581030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:31.638773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:31.639703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:31.639802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:31.639861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:31.756079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:31.756271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:31.756324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:31.756365] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:31.759836] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=97.47%) [2025-11-26T21:01:31.760131] [INFO ] [FORECASTER] Completed predict_future for LINK [2025-11-26T21:01:31.760274] [INFO ] [sig ] LINK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:31.903566] [INFO ] [LOCAL ] Saved forecast: LINK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LINK.txt [2025-11-26T21:01:31.903780] [INFO ] [sig ] [1908/3599] Completed LINK in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:31.903842] [INFO ] [sig ] [1909/3599] Forecasting LITE... [2025-11-26T21:01:31.903893] [INFO ] [sig ] Generating forecast for: LITE [2025-11-26T21:01:31.903939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'. [2025-11-26T21:01:31.915322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITE'. [2025-11-26T21:01:31.915635] [INFO ] [FORECASTER] Starting predict_future for LITE [2025-11-26T21:01:31.916477] [DEBUG] [LOCAL ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt [2025-11-26T21:01:31.916548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:31.916596] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:31.916637] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:31.916734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:31.974865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:31.975788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:31.975894] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:31.975942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:32.099710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:32.099902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:32.099955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:32.099997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:32.103391] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=35.45%) [2025-11-26T21:01:32.103703] [INFO ] [FORECASTER] Completed predict_future for LITE [2025-11-26T21:01:32.103846] [INFO ] [sig ] LITE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:32.247972] [INFO ] [LOCAL ] Saved forecast: LITE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LITE.txt [2025-11-26T21:01:32.248171] [INFO ] [sig ] [1909/3599] Completed LITE in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:32.248227] [INFO ] [sig ] [1910/3599] Forecasting LITM... [2025-11-26T21:01:32.248270] [INFO ] [sig ] Generating forecast for: LITM [2025-11-26T21:01:32.248311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'. [2025-11-26T21:01:32.259757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITM'. [2025-11-26T21:01:32.260158] [INFO ] [FORECASTER] Starting predict_future for LITM [2025-11-26T21:01:32.261052] [DEBUG] [LOCAL ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt [2025-11-26T21:01:32.261123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:32.261168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:32.261208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:32.261276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:32.318491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:32.319429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:32.319536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:32.319583] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:32.443192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:32.443391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:32.443443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:32.443485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:32.447010] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-11-26T21:01:32.447339] [INFO ] [FORECASTER] Completed predict_future for LITM [2025-11-26T21:01:32.447491] [INFO ] [sig ] LITM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:32.589519] [INFO ] [LOCAL ] Saved forecast: LITM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LITM.txt [2025-11-26T21:01:32.589720] [INFO ] [sig ] [1910/3599] Completed LITM in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:01:32.589780] [INFO ] [sig ] [1911/3599] Forecasting LIVN... [2025-11-26T21:01:32.589822] [INFO ] [sig ] Generating forecast for: LIVN [2025-11-26T21:01:32.589863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'. [2025-11-26T21:01:32.601464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIVN'. [2025-11-26T21:01:32.601898] [INFO ] [FORECASTER] Starting predict_future for LIVN [2025-11-26T21:01:32.602775] [DEBUG] [LOCAL ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt [2025-11-26T21:01:32.602843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:32.602889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:32.602927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:32.603018] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:32.660742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:32.661670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:32.661772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:32.661831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:32.783357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:32.783550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:32.783602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:32.783669] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:32.787173] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=56.02%) [2025-11-26T21:01:32.787481] [INFO ] [FORECASTER] Completed predict_future for LIVN [2025-11-26T21:01:32.787672] [INFO ] [sig ] LIVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:32.932549] [INFO ] [LOCAL ] Saved forecast: LIVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LIVN.txt [2025-11-26T21:01:32.932739] [INFO ] [sig ] [1911/3599] Completed LIVN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:01:32.932797] [INFO ] [sig ] [1912/3599] Forecasting LKFN... [2025-11-26T21:01:32.932840] [INFO ] [sig ] Generating forecast for: LKFN [2025-11-26T21:01:32.932882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'. [2025-11-26T21:01:32.944466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKFN'. [2025-11-26T21:01:32.944809] [INFO ] [FORECASTER] Starting predict_future for LKFN [2025-11-26T21:01:32.945613] [DEBUG] [LOCAL ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt [2025-11-26T21:01:32.945717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:32.945765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:32.945808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:32.945877] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:33.003120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:33.004043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:33.004145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:33.004206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:33.120467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:33.120687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:33.120741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:33.120802] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:33.124367] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=24.77%) [2025-11-26T21:01:33.124686] [INFO ] [FORECASTER] Completed predict_future for LKFN [2025-11-26T21:01:33.124834] [INFO ] [sig ] LKFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:33.265240] [INFO ] [LOCAL ] Saved forecast: LKFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LKFN.txt [2025-11-26T21:01:33.265432] [INFO ] [sig ] [1912/3599] Completed LKFN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:01:33.265490] [INFO ] [sig ] [1913/3599] Forecasting LKQ... [2025-11-26T21:01:33.265533] [INFO ] [sig ] Generating forecast for: LKQ [2025-11-26T21:01:33.265573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'. [2025-11-26T21:01:33.276994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKQ'. [2025-11-26T21:01:33.277292] [INFO ] [FORECASTER] Starting predict_future for LKQ [2025-11-26T21:01:33.278148] [DEBUG] [LOCAL ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt [2025-11-26T21:01:33.278233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:33.278279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:33.278319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:33.278388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:33.336084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:33.337020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:33.337130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:33.337187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:33.453530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:33.453745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:33.453799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:33.453842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:33.457420] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=64.07%) [2025-11-26T21:01:33.457761] [INFO ] [FORECASTER] Completed predict_future for LKQ [2025-11-26T21:01:33.457909] [INFO ] [sig ] LKQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:33.602911] [INFO ] [LOCAL ] Saved forecast: LKQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LKQ.txt [2025-11-26T21:01:33.603132] [INFO ] [sig ] [1913/3599] Completed LKQ in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:01:33.603195] [INFO ] [sig ] [1914/3599] Forecasting LLY... [2025-11-26T21:01:33.603230] [INFO ] [sig ] Generating forecast for: LLY [2025-11-26T21:01:33.603269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-11-26T21:01:33.620388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLY'. [2025-11-26T21:01:33.620827] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-11-26T21:01:33.621669] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-11-26T21:01:33.621738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:33.621784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:33.621823] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:33.621893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:33.679550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:33.680476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:33.680585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:33.680695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:33.801704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:33.801883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:33.801934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:33.801975] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:33.805371] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=85.62%) [2025-11-26T21:01:33.805681] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-11-26T21:01:33.805822] [INFO ] [sig ] LLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:33.946171] [INFO ] [LOCAL ] Saved forecast: LLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LLY.txt [2025-11-26T21:01:33.946387] [INFO ] [sig ] [1914/3599] Completed LLY in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:01:33.946446] [INFO ] [sig ] [1915/3599] Forecasting LLYVA... [2025-11-26T21:01:33.946489] [INFO ] [sig ] Generating forecast for: LLYVA [2025-11-26T21:01:33.946529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'. [2025-11-26T21:01:33.958846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'. [2025-11-26T21:01:33.959306] [INFO ] [FORECASTER] Starting predict_future for LLYVA [2025-11-26T21:01:33.960248] [DEBUG] [LOCAL ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt [2025-11-26T21:01:33.960322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:33.960370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:33.960413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:33.960482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:34.019945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:34.020947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:34.021056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:34.021131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:34.141074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:34.141250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:34.141302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:34.141345] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:34.144860] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=93.57%) [2025-11-26T21:01:34.145171] [INFO ] [FORECASTER] Completed predict_future for LLYVA [2025-11-26T21:01:34.145317] [INFO ] [sig ] LLYVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:34.287127] [INFO ] [LOCAL ] Saved forecast: LLYVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LLYVA.txt [2025-11-26T21:01:34.287286] [INFO ] [sig ] [1915/3599] Completed LLYVA in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:01:34.287340] [INFO ] [sig ] [1916/3599] Forecasting LLYVK... [2025-11-26T21:01:34.287380] [INFO ] [sig ] Generating forecast for: LLYVK [2025-11-26T21:01:34.287419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'. [2025-11-26T21:01:34.299994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'. [2025-11-26T21:01:34.300429] [INFO ] [FORECASTER] Starting predict_future for LLYVK [2025-11-26T21:01:34.301387] [DEBUG] [LOCAL ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt [2025-11-26T21:01:34.301468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:34.301532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:34.301598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:34.301712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:34.359188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:34.360152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:34.360266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:34.360315] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:34.477151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:34.477357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:34.477412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:34.477478] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:34.481018] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=5.52%) [2025-11-26T21:01:34.481358] [INFO ] [FORECASTER] Completed predict_future for LLYVK [2025-11-26T21:01:34.481524] [INFO ] [sig ] LLYVK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:34.621778] [INFO ] [LOCAL ] Saved forecast: LLYVK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LLYVK.txt [2025-11-26T21:01:34.621969] [INFO ] [sig ] [1916/3599] Completed LLYVK in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:34.622028] [INFO ] [sig ] [1917/3599] Forecasting LMB... [2025-11-26T21:01:34.622063] [INFO ] [sig ] Generating forecast for: LMB [2025-11-26T21:01:34.622103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'. [2025-11-26T21:01:34.633987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMB'. [2025-11-26T21:01:34.634346] [INFO ] [FORECASTER] Starting predict_future for LMB [2025-11-26T21:01:34.635186] [DEBUG] [LOCAL ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt [2025-11-26T21:01:34.635255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:34.635301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:34.635341] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:34.635409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:34.696594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:34.697356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:34.697451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:34.697496] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:34.815315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:34.815458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:34.815508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:34.815547] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:34.819065] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-11-26T21:01:34.819410] [INFO ] [FORECASTER] Completed predict_future for LMB [2025-11-26T21:01:34.819558] [INFO ] [sig ] LMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:34.984053] [INFO ] [LOCAL ] Saved forecast: LMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LMB.txt [2025-11-26T21:01:34.984240] [INFO ] [sig ] [1917/3599] Completed LMB in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:34.984293] [INFO ] [sig ] [1918/3599] Forecasting LMBS... [2025-11-26T21:01:34.984328] [INFO ] [sig ] Generating forecast for: LMBS [2025-11-26T21:01:34.984371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'. [2025-11-26T21:01:34.995585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMBS'. [2025-11-26T21:01:34.995906] [INFO ] [FORECASTER] Starting predict_future for LMBS [2025-11-26T21:01:34.996764] [DEBUG] [LOCAL ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt [2025-11-26T21:01:34.996836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:34.996886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:34.996928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:34.996999] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:35.055117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:35.055773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:35.055877] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:35.055926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:35.174517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:35.174678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:35.174731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:35.174772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:35.178174] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=90.07%) [2025-11-26T21:01:35.178472] [INFO ] [FORECASTER] Completed predict_future for LMBS [2025-11-26T21:01:35.178617] [INFO ] [sig ] LMBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:35.323353] [INFO ] [LOCAL ] Saved forecast: LMBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LMBS.txt [2025-11-26T21:01:35.323495] [INFO ] [sig ] [1918/3599] Completed LMBS in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:35.323558] [INFO ] [sig ] [1919/3599] Forecasting LMND... [2025-11-26T21:01:35.323613] [INFO ] [sig ] Generating forecast for: LMND [2025-11-26T21:01:35.323671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-11-26T21:01:35.335102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMND'. [2025-11-26T21:01:35.335431] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-11-26T21:01:35.336274] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-11-26T21:01:35.336342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:35.336396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:35.336445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:35.336516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:35.396860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:35.397660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:35.397752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:35.397810] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:35.517968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:35.518168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:35.518225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:35.518311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:35.521993] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-11-26T21:01:35.522320] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-11-26T21:01:35.522495] [INFO ] [sig ] LMND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:35.661717] [INFO ] [LOCAL ] Saved forecast: LMND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LMND.txt [2025-11-26T21:01:35.661880] [INFO ] [sig ] [1919/3599] Completed LMND in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:35.661940] [INFO ] [sig ] [1920/3599] Forecasting LNC... [2025-11-26T21:01:35.662030] [INFO ] [sig ] Generating forecast for: LNC [2025-11-26T21:01:35.662090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-11-26T21:01:35.673552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNC'. [2025-11-26T21:01:35.673951] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-11-26T21:01:35.674852] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-11-26T21:01:35.674929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:35.674996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:35.675062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:35.675170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:35.733452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:35.734404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:35.734505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:35.734562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:35.855938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:35.856090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:35.856142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:35.856187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:35.859576] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=53.34%) [2025-11-26T21:01:35.859900] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-11-26T21:01:35.860047] [INFO ] [sig ] LNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:36.002688] [INFO ] [LOCAL ] Saved forecast: LNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNC.txt [2025-11-26T21:01:36.002887] [INFO ] [sig ] [1920/3599] Completed LNC in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:36.002946] [INFO ] [sig ] [1921/3599] Forecasting LND... [2025-11-26T21:01:36.003068] [INFO ] [sig ] Generating forecast for: LND [2025-11-26T21:01:36.003111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-11-26T21:01:36.014396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LND'. [2025-11-26T21:01:36.014777] [INFO ] [FORECASTER] Starting predict_future for LND [2025-11-26T21:01:36.015575] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-11-26T21:01:36.015662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:36.015710] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:36.015750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:36.015817] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:36.074054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:36.074746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:36.074840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:36.074887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:36.189458] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:36.189674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:36.189737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:36.189780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:36.193402] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=55.03%) [2025-11-26T21:01:36.193731] [INFO ] [FORECASTER] Completed predict_future for LND [2025-11-26T21:01:36.193886] [INFO ] [sig ] LND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:36.335460] [INFO ] [LOCAL ] Saved forecast: LND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LND.txt [2025-11-26T21:01:36.335677] [INFO ] [sig ] [1921/3599] Completed LND in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:36.335738] [INFO ] [sig ] [1922/3599] Forecasting LNG... [2025-11-26T21:01:36.335781] [INFO ] [sig ] Generating forecast for: LNG [2025-11-26T21:01:36.335823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-11-26T21:01:36.348279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNG'. [2025-11-26T21:01:36.348701] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-11-26T21:01:36.349559] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-11-26T21:01:36.349631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:36.349700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:36.349742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:36.349810] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:36.408861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:36.409673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:36.409773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:36.409820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:36.530747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:36.530949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:36.531011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:36.531062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:36.534751] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=98.95%) [2025-11-26T21:01:36.535062] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-11-26T21:01:36.535215] [INFO ] [sig ] LNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:36.678044] [INFO ] [LOCAL ] Saved forecast: LNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNG.txt [2025-11-26T21:01:36.678220] [INFO ] [sig ] [1922/3599] Completed LNG in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:36.678276] [INFO ] [sig ] [1923/3599] Forecasting LNKB... [2025-11-26T21:01:36.678318] [INFO ] [sig ] Generating forecast for: LNKB [2025-11-26T21:01:36.678371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'. [2025-11-26T21:01:36.689368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNKB'. [2025-11-26T21:01:36.689735] [INFO ] [FORECASTER] Starting predict_future for LNKB [2025-11-26T21:01:36.690575] [DEBUG] [LOCAL ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt [2025-11-26T21:01:36.690665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:36.690725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:36.690774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:36.690849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:36.749496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:36.750218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:36.750316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:36.750363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:36.869224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:36.869407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:36.869475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:36.869528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:36.873201] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=81.08%) [2025-11-26T21:01:36.873545] [INFO ] [FORECASTER] Completed predict_future for LNKB [2025-11-26T21:01:36.873736] [INFO ] [sig ] LNKB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:37.021391] [INFO ] [LOCAL ] Saved forecast: LNKB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNKB.txt [2025-11-26T21:01:37.021597] [INFO ] [sig ] [1923/3599] Completed LNKB in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:37.021675] [INFO ] [sig ] [1924/3599] Forecasting LNN... [2025-11-26T21:01:37.021721] [INFO ] [sig ] Generating forecast for: LNN [2025-11-26T21:01:37.021763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-11-26T21:01:37.033576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNN'. [2025-11-26T21:01:37.033983] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-11-26T21:01:37.034846] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-11-26T21:01:37.034916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:37.034963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:37.035000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:37.035067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:37.095275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:37.096184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:37.096298] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:37.096347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:37.224072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:37.224281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:37.224338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:37.224382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:37.228190] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=70.31%) [2025-11-26T21:01:37.228514] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-11-26T21:01:37.228683] [INFO ] [sig ] LNN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:37.373570] [INFO ] [LOCAL ] Saved forecast: LNN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNN.txt [2025-11-26T21:01:37.373763] [INFO ] [sig ] [1924/3599] Completed LNN in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:37.373822] [INFO ] [sig ] [1925/3599] Forecasting LNTH... [2025-11-26T21:01:37.373857] [INFO ] [sig ] Generating forecast for: LNTH [2025-11-26T21:01:37.373895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'. [2025-11-26T21:01:37.385769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNTH'. [2025-11-26T21:01:37.386108] [INFO ] [FORECASTER] Starting predict_future for LNTH [2025-11-26T21:01:37.386965] [DEBUG] [LOCAL ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt [2025-11-26T21:01:37.387035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:37.387081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:37.387122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:37.387203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:37.444976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:37.445829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:37.445943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:37.445994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:37.566389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:37.566591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:37.566663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:37.566711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:37.570130] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=15.90%) [2025-11-26T21:01:37.570422] [INFO ] [FORECASTER] Completed predict_future for LNTH [2025-11-26T21:01:37.570564] [INFO ] [sig ] LNTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:37.710613] [INFO ] [LOCAL ] Saved forecast: LNTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LNTH.txt [2025-11-26T21:01:37.710797] [INFO ] [sig ] [1925/3599] Completed LNTH in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:37.710852] [INFO ] [sig ] [1926/3599] Forecasting LNZA... [2025-11-26T21:01:37.710901] [INFO ] [sig ] Generating forecast for: LNZA [2025-11-26T21:01:37.710944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'. [2025-11-26T21:01:37.722730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNZA'. [2025-11-26T21:01:37.723072] [INFO ] [FORECASTER] Starting predict_future for LNZA [2025-11-26T21:01:37.723901] [DEBUG] [LOCAL ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt [2025-11-26T21:01:37.723970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:37.724015] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:37.724054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:37.724123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:37.781176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:37.782137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:37.782234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:37.782279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:37.900136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:37.900317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:37.900369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:37.900410] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:37.903823] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=59.36%) [2025-11-26T21:01:37.904122] [INFO ] [FORECASTER] Completed predict_future for LNZA [2025-11-26T21:01:37.904271] [INFO ] [sig ] LNZA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:38.048928] [INFO ] [LOCAL ] Saved forecast: LNZA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNZA.txt [2025-11-26T21:01:38.049095] [INFO ] [sig ] [1926/3599] Completed LNZA in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:38.049150] [INFO ] [sig ] [1927/3599] Forecasting LOAN... [2025-11-26T21:01:38.049192] [INFO ] [sig ] Generating forecast for: LOAN [2025-11-26T21:01:38.049239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'. [2025-11-26T21:01:38.060398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOAN'. [2025-11-26T21:01:38.060844] [INFO ] [FORECASTER] Starting predict_future for LOAN [2025-11-26T21:01:38.061724] [DEBUG] [LOCAL ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt [2025-11-26T21:01:38.061793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:38.061838] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:38.061878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:38.061945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:38.119666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:38.120535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:38.120638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:38.120706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:38.226699] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:38.226878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:38.226927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:38.226970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:38.230408] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-11-26T21:01:38.230719] [INFO ] [FORECASTER] Completed predict_future for LOAN [2025-11-26T21:01:38.230863] [INFO ] [sig ] LOAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:38.371528] [INFO ] [LOCAL ] Saved forecast: LOAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOAN.txt [2025-11-26T21:01:38.371714] [INFO ] [sig ] [1927/3599] Completed LOAN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:01:38.371772] [INFO ] [sig ] [1928/3599] Forecasting LOB... [2025-11-26T21:01:38.371810] [INFO ] [sig ] Generating forecast for: LOB [2025-11-26T21:01:38.371851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-11-26T21:01:38.383125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOB'. [2025-11-26T21:01:38.383449] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-11-26T21:01:38.384307] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-11-26T21:01:38.384377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:38.384422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:38.384462] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:38.384543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:38.442167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:38.442959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:38.443052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:38.443094] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:38.566223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:38.566382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:38.566434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:38.566474] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:38.569883] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=11.12%) [2025-11-26T21:01:38.570183] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-11-26T21:01:38.570326] [INFO ] [sig ] LOB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:38.713067] [INFO ] [LOCAL ] Saved forecast: LOB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LOB.txt [2025-11-26T21:01:38.713226] [INFO ] [sig ] [1928/3599] Completed LOB in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:01:38.713280] [INFO ] [sig ] [1929/3599] Forecasting LOCO... [2025-11-26T21:01:38.713322] [INFO ] [sig ] Generating forecast for: LOCO [2025-11-26T21:01:38.713363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'. [2025-11-26T21:01:38.725860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOCO'. [2025-11-26T21:01:38.726162] [INFO ] [FORECASTER] Starting predict_future for LOCO [2025-11-26T21:01:38.726990] [DEBUG] [LOCAL ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt [2025-11-26T21:01:38.727071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:38.727118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:38.727158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:38.727227] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:38.785805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:38.786674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:38.786767] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:38.786812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:38.907915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:38.908094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:38.908147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:38.908187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:38.911792] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-11-26T21:01:38.912093] [INFO ] [FORECASTER] Completed predict_future for LOCO [2025-11-26T21:01:38.912235] [INFO ] [sig ] LOCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:39.053595] [INFO ] [LOCAL ] Saved forecast: LOCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LOCO.txt [2025-11-26T21:01:39.053825] [INFO ] [sig ] [1929/3599] Completed LOCO in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:01:39.053883] [INFO ] [sig ] [1930/3599] Forecasting LOGI... [2025-11-26T21:01:39.053959] [INFO ] [sig ] Generating forecast for: LOGI [2025-11-26T21:01:39.054005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'. [2025-11-26T21:01:39.067036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOGI'. [2025-11-26T21:01:39.067430] [INFO ] [FORECASTER] Starting predict_future for LOGI [2025-11-26T21:01:39.068313] [DEBUG] [LOCAL ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt [2025-11-26T21:01:39.068383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:39.068428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:39.068468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:39.068535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:39.126493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:39.127307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:39.127405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:39.127451] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:39.251947] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:39.252144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:39.252199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:39.252241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:39.255979] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=66.74%) [2025-11-26T21:01:39.256348] [INFO ] [FORECASTER] Completed predict_future for LOGI [2025-11-26T21:01:39.256729] [INFO ] [sig ] LOGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:39.404768] [INFO ] [LOCAL ] Saved forecast: LOGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOGI.txt [2025-11-26T21:01:39.404940] [INFO ] [sig ] [1930/3599] Completed LOGI in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:01:39.404997] [INFO ] [sig ] [1931/3599] Forecasting LOMA... [2025-11-26T21:01:39.405042] [INFO ] [sig ] Generating forecast for: LOMA [2025-11-26T21:01:39.405103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-11-26T21:01:39.416736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOMA'. [2025-11-26T21:01:39.417076] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-11-26T21:01:39.417944] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-11-26T21:01:39.418012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:39.418056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:39.418090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:39.418159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:39.474778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:39.475582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:39.475698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:39.475749] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:39.597149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:39.597363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:39.597425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:39.597469] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:39.601133] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-11-26T21:01:39.601433] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-11-26T21:01:39.601592] [INFO ] [sig ] LOMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:39.739500] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOMA.txt [2025-11-26T21:01:39.739706] [INFO ] [sig ] [1931/3599] Completed LOMA in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:01:39.739758] [INFO ] [sig ] [1932/3599] Forecasting LOPE... [2025-11-26T21:01:39.739801] [INFO ] [sig ] Generating forecast for: LOPE [2025-11-26T21:01:39.739837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'. [2025-11-26T21:01:39.752406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOPE'. [2025-11-26T21:01:39.752873] [INFO ] [FORECASTER] Starting predict_future for LOPE [2025-11-26T21:01:39.753800] [DEBUG] [LOCAL ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt [2025-11-26T21:01:39.753874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:39.753942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:39.754004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:39.754109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:39.811050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:39.812008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:39.812123] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:39.812194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:39.931335] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:39.931524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:39.931576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:39.931617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:39.935053] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=74.36%) [2025-11-26T21:01:39.935352] [INFO ] [FORECASTER] Completed predict_future for LOPE [2025-11-26T21:01:39.935497] [INFO ] [sig ] LOPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:40.073269] [INFO ] [LOCAL ] Saved forecast: LOPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOPE.txt [2025-11-26T21:01:40.073497] [INFO ] [sig ] [1932/3599] Completed LOPE in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:01:40.073619] [INFO ] [sig ] [1933/3599] Forecasting LOVE... [2025-11-26T21:01:40.073719] [INFO ] [sig ] Generating forecast for: LOVE [2025-11-26T21:01:40.073780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'. [2025-11-26T21:01:40.085892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOVE'. [2025-11-26T21:01:40.086274] [INFO ] [FORECASTER] Starting predict_future for LOVE [2025-11-26T21:01:40.087187] [DEBUG] [LOCAL ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt [2025-11-26T21:01:40.087258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:40.087305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:40.087346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:40.087415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:40.144101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:40.145042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:40.145148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:40.145196] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:40.265889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:40.266088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:40.266143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:40.266188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:40.269654] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=28.37%) [2025-11-26T21:01:40.269960] [INFO ] [FORECASTER] Completed predict_future for LOVE [2025-11-26T21:01:40.270108] [INFO ] [sig ] LOVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:40.410933] [INFO ] [LOCAL ] Saved forecast: LOVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LOVE.txt [2025-11-26T21:01:40.411139] [INFO ] [sig ] [1933/3599] Completed LOVE in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:40.411199] [INFO ] [sig ] [1934/3599] Forecasting LPCN... [2025-11-26T21:01:40.411242] [INFO ] [sig ] Generating forecast for: LPCN [2025-11-26T21:01:40.411283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'. [2025-11-26T21:01:40.423354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPCN'. [2025-11-26T21:01:40.423836] [INFO ] [FORECASTER] Starting predict_future for LPCN [2025-11-26T21:01:40.424740] [DEBUG] [LOCAL ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt [2025-11-26T21:01:40.424815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:40.424881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:40.424946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:40.425052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:40.484416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:40.485456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:40.485580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:40.485678] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:40.592989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:40.593175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:40.593235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:40.593294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:40.596744] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=50.06%) [2025-11-26T21:01:40.597087] [INFO ] [FORECASTER] Completed predict_future for LPCN [2025-11-26T21:01:40.597264] [INFO ] [sig ] LPCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:40.736480] [INFO ] [LOCAL ] Saved forecast: LPCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPCN.txt [2025-11-26T21:01:40.736847] [INFO ] [sig ] [1934/3599] Completed LPCN in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:40.736928] [INFO ] [sig ] [1935/3599] Forecasting LPG... [2025-11-26T21:01:40.736992] [INFO ] [sig ] Generating forecast for: LPG [2025-11-26T21:01:40.737057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-11-26T21:01:40.749829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPG'. [2025-11-26T21:01:40.750288] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-11-26T21:01:40.751185] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-11-26T21:01:40.751260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:40.751326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:40.751389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:40.751495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:40.809021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:40.809990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:40.810106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:40.810178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:40.929771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:40.929960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:40.930041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:40.930101] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:40.933580] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=62.15%) [2025-11-26T21:01:40.933926] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-11-26T21:01:40.934106] [INFO ] [sig ] LPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:41.072904] [INFO ] [LOCAL ] Saved forecast: LPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPG.txt [2025-11-26T21:01:41.073082] [INFO ] [sig ] [1935/3599] Completed LPG in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:41.073171] [INFO ] [sig ] [1936/3599] Forecasting LPL... [2025-11-26T21:01:41.073235] [INFO ] [sig ] Generating forecast for: LPL [2025-11-26T21:01:41.073301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-11-26T21:01:41.085237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPL'. [2025-11-26T21:01:41.085680] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-11-26T21:01:41.086560] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-11-26T21:01:41.086633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:41.086722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:41.086786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:41.086894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:41.143790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:41.144613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:41.144746] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:41.144815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:41.263084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:41.263308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:41.263412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:41.263480] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:41.267199] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=70.68%) [2025-11-26T21:01:41.267556] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-11-26T21:01:41.267742] [INFO ] [sig ] LPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:41.407592] [INFO ] [LOCAL ] Saved forecast: LPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPL.txt [2025-11-26T21:01:41.407792] [INFO ] [sig ] [1936/3599] Completed LPL in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:41.407849] [INFO ] [sig ] [1937/3599] Forecasting LPLA... [2025-11-26T21:01:41.407892] [INFO ] [sig ] Generating forecast for: LPLA [2025-11-26T21:01:41.407932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'. [2025-11-26T21:01:41.419450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPLA'. [2025-11-26T21:01:41.419832] [INFO ] [FORECASTER] Starting predict_future for LPLA [2025-11-26T21:01:41.420677] [DEBUG] [LOCAL ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt [2025-11-26T21:01:41.420745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:41.420789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:41.420827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:41.420894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:41.478305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:41.479235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:41.479344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:41.479393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:41.599149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:41.599333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:41.599408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:41.599469] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:41.602935] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-11-26T21:01:41.603260] [INFO ] [FORECASTER] Completed predict_future for LPLA [2025-11-26T21:01:41.603441] [INFO ] [sig ] LPLA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:41.743095] [INFO ] [LOCAL ] Saved forecast: LPLA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPLA.txt [2025-11-26T21:01:41.743267] [INFO ] [sig ] [1937/3599] Completed LPLA in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:41.743372] [INFO ] [sig ] [1938/3599] Forecasting LPRO... [2025-11-26T21:01:41.743447] [INFO ] [sig ] Generating forecast for: LPRO [2025-11-26T21:01:41.743513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'. [2025-11-26T21:01:41.756064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPRO'. [2025-11-26T21:01:41.756547] [INFO ] [FORECASTER] Starting predict_future for LPRO [2025-11-26T21:01:41.757472] [DEBUG] [LOCAL ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt [2025-11-26T21:01:41.757567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:41.757614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:41.757675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:41.757746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:41.817664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:41.818566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:41.818688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:41.818737] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:41.937131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:41.937324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:41.937376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:41.937416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:41.941024] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-11-26T21:01:41.941388] [INFO ] [FORECASTER] Completed predict_future for LPRO [2025-11-26T21:01:41.941547] [INFO ] [sig ] LPRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:42.086604] [INFO ] [LOCAL ] Saved forecast: LPRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPRO.txt [2025-11-26T21:01:42.086824] [INFO ] [sig ] [1938/3599] Completed LPRO in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:42.086881] [INFO ] [sig ] [1939/3599] Forecasting LPSN... [2025-11-26T21:01:42.086922] [INFO ] [sig ] Generating forecast for: LPSN [2025-11-26T21:01:42.086957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'. [2025-11-26T21:01:42.102743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPSN'. [2025-11-26T21:01:42.103150] [INFO ] [FORECASTER] Starting predict_future for LPSN [2025-11-26T21:01:42.104016] [DEBUG] [LOCAL ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt [2025-11-26T21:01:42.104086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:42.104132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:42.104172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:42.104238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:42.161435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:42.162287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:42.162387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:42.162434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:42.282418] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:42.282580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:42.282653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:42.282697] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:42.286066] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=28.07%) [2025-11-26T21:01:42.286360] [INFO ] [FORECASTER] Completed predict_future for LPSN [2025-11-26T21:01:42.286504] [INFO ] [sig ] LPSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:42.426573] [INFO ] [LOCAL ] Saved forecast: LPSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LPSN.txt [2025-11-26T21:01:42.426790] [INFO ] [sig ] [1939/3599] Completed LPSN in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:42.426861] [INFO ] [sig ] [1940/3599] Forecasting LPTH... [2025-11-26T21:01:42.426903] [INFO ] [sig ] Generating forecast for: LPTH [2025-11-26T21:01:42.426942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'. [2025-11-26T21:01:42.438572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPTH'. [2025-11-26T21:01:42.438965] [INFO ] [FORECASTER] Starting predict_future for LPTH [2025-11-26T21:01:42.439864] [DEBUG] [LOCAL ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt [2025-11-26T21:01:42.439932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:42.439991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:42.440033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:42.440104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:42.499357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:42.500227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:42.500332] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:42.500379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:42.625200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:42.625398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:42.625452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:42.625510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:42.629134] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=95.89%) [2025-11-26T21:01:42.629511] [INFO ] [FORECASTER] Completed predict_future for LPTH [2025-11-26T21:01:42.629712] [INFO ] [sig ] LPTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:42.769397] [INFO ] [LOCAL ] Saved forecast: LPTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPTH.txt [2025-11-26T21:01:42.769569] [INFO ] [sig ] [1940/3599] Completed LPTH in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:42.769626] [INFO ] [sig ] [1941/3599] Forecasting LPX... [2025-11-26T21:01:42.769691] [INFO ] [sig ] Generating forecast for: LPX [2025-11-26T21:01:42.769735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-11-26T21:01:42.781981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPX'. [2025-11-26T21:01:42.782328] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-11-26T21:01:42.783194] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-11-26T21:01:42.783263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:42.783310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:42.783348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:42.783440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:42.840511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:42.841313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:42.841418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:42.841477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:42.967192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:42.967421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:42.967478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:42.967531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:42.971094] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=59.55%) [2025-11-26T21:01:42.971409] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-11-26T21:01:42.971570] [INFO ] [sig ] LPX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:43.109703] [INFO ] [LOCAL ] Saved forecast: LPX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPX.txt [2025-11-26T21:01:43.109861] [INFO ] [sig ] [1941/3599] Completed LPX in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:43.109946] [INFO ] [sig ] [1942/3599] Forecasting LQDA... [2025-11-26T21:01:43.109993] [INFO ] [sig ] Generating forecast for: LQDA [2025-11-26T21:01:43.110037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'. [2025-11-26T21:01:43.121553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LQDA'. [2025-11-26T21:01:43.121915] [INFO ] [FORECASTER] Starting predict_future for LQDA [2025-11-26T21:01:43.122760] [DEBUG] [LOCAL ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt [2025-11-26T21:01:43.122827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:43.122883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:43.122932] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:43.123006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:43.181015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:43.181786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:43.181881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:43.181926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:43.302743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:43.302921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:43.302973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:43.303013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:43.306538] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-11-26T21:01:43.306862] [INFO ] [FORECASTER] Completed predict_future for LQDA [2025-11-26T21:01:43.307016] [INFO ] [sig ] LQDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:43.459458] [INFO ] [LOCAL ] Saved forecast: LQDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LQDA.txt [2025-11-26T21:01:43.459628] [INFO ] [sig ] [1942/3599] Completed LQDA in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:43.459703] [INFO ] [sig ] [1943/3599] Forecasting LRCX... [2025-11-26T21:01:43.459748] [INFO ] [sig ] Generating forecast for: LRCX [2025-11-26T21:01:43.459783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'. [2025-11-26T21:01:43.472359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRCX'. [2025-11-26T21:01:43.472750] [INFO ] [FORECASTER] Starting predict_future for LRCX [2025-11-26T21:01:43.473739] [DEBUG] [LOCAL ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt [2025-11-26T21:01:43.473809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:43.473862] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:43.473926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:43.474062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:43.535713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:43.536390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:43.536490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:43.536545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:43.669573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:43.669817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:43.669884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:43.669940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:43.673801] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=20.14%) [2025-11-26T21:01:43.674134] [INFO ] [FORECASTER] Completed predict_future for LRCX [2025-11-26T21:01:43.674305] [INFO ] [sig ] LRCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:43.830032] [INFO ] [LOCAL ] Saved forecast: LRCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LRCX.txt [2025-11-26T21:01:43.830197] [INFO ] [sig ] [1943/3599] Completed LRCX in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:43.830266] [INFO ] [sig ] [1944/3599] Forecasting LRGE... [2025-11-26T21:01:43.830432] [INFO ] [sig ] Generating forecast for: LRGE [2025-11-26T21:01:43.830552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'. [2025-11-26T21:01:43.842585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRGE'. [2025-11-26T21:01:43.842987] [INFO ] [FORECASTER] Starting predict_future for LRGE [2025-11-26T21:01:43.843852] [DEBUG] [LOCAL ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt [2025-11-26T21:01:43.843922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:43.843969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:43.844011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:43.844083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:43.907552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:43.908369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:43.908468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:43.908518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:44.030774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:44.030959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:44.031036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:44.031085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:44.034974] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=90.86%) [2025-11-26T21:01:44.035334] [INFO ] [FORECASTER] Completed predict_future for LRGE [2025-11-26T21:01:44.035545] [INFO ] [sig ] LRGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:44.188517] [INFO ] [LOCAL ] Saved forecast: LRGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LRGE.txt [2025-11-26T21:01:44.188704] [INFO ] [sig ] [1944/3599] Completed LRGE in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:44.188766] [INFO ] [sig ] [1945/3599] Forecasting LRHC... [2025-11-26T21:01:44.188812] [INFO ] [sig ] Generating forecast for: LRHC [2025-11-26T21:01:44.188856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'. [2025-11-26T21:01:44.205613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRHC'. [2025-11-26T21:01:44.206384] [INFO ] [FORECASTER] Starting predict_future for LRHC [2025-11-26T21:01:44.207829] [DEBUG] [LOCAL ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt [2025-11-26T21:01:44.207916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:44.207979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:44.208037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:44.208138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:44.275121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:44.276327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:44.276454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:44.276504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:44.397674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:44.397938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:44.398003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:44.398044] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:44.402216] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-11-26T21:01:44.402559] [INFO ] [FORECASTER] Completed predict_future for LRHC [2025-11-26T21:01:44.402745] [INFO ] [sig ] LRHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:44.550474] [INFO ] [LOCAL ] Saved forecast: LRHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LRHC.txt [2025-11-26T21:01:44.550746] [INFO ] [sig ] [1945/3599] Completed LRHC in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:01:44.550813] [INFO ] [sig ] [1946/3599] Forecasting LSCC... [2025-11-26T21:01:44.550858] [INFO ] [sig ] Generating forecast for: LSCC [2025-11-26T21:01:44.550904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'. [2025-11-26T21:01:44.564493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSCC'. [2025-11-26T21:01:44.565016] [INFO ] [FORECASTER] Starting predict_future for LSCC [2025-11-26T21:01:44.566071] [DEBUG] [LOCAL ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt [2025-11-26T21:01:44.566147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:44.566203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:44.566246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:44.566321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:44.627129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:44.628232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:44.628350] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:44.628399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:44.749305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:44.749511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:44.749570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:44.749617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:44.753223] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=97.97%) [2025-11-26T21:01:44.753527] [INFO ] [FORECASTER] Completed predict_future for LSCC [2025-11-26T21:01:44.753699] [INFO ] [sig ] LSCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:44.897207] [INFO ] [LOCAL ] Saved forecast: LSCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LSCC.txt [2025-11-26T21:01:44.897378] [INFO ] [sig ] [1946/3599] Completed LSCC in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:01:44.897434] [INFO ] [sig ] [1947/3599] Forecasting LSPD... [2025-11-26T21:01:44.897478] [INFO ] [sig ] Generating forecast for: LSPD [2025-11-26T21:01:44.897541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-11-26T21:01:44.909322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSPD'. [2025-11-26T21:01:44.909683] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-11-26T21:01:44.910510] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-11-26T21:01:44.910580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:44.910626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:44.910687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:44.910755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:44.967418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:44.968179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:44.968278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:44.968330] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:45.094443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:45.094672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:45.094728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:45.094789] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:45.098228] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-11-26T21:01:45.098524] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-11-26T21:01:45.098688] [INFO ] [sig ] LSPD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:45.243689] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LSPD.txt [2025-11-26T21:01:45.243884] [INFO ] [sig ] [1947/3599] Completed LSPD in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:01:45.243942] [INFO ] [sig ] [1948/3599] Forecasting LTC... [2025-11-26T21:01:45.243987] [INFO ] [sig ] Generating forecast for: LTC [2025-11-26T21:01:45.244028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-11-26T21:01:45.258307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTC'. [2025-11-26T21:01:45.258975] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-11-26T21:01:45.259934] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-11-26T21:01:45.260007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:45.260055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:45.260096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:45.260165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:45.321092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:45.322083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:45.322186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:45.322233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:45.435970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:45.436153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:45.436207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:45.436250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:45.439684] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-11-26T21:01:45.439977] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-11-26T21:01:45.440121] [INFO ] [sig ] LTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:45.580897] [INFO ] [LOCAL ] Saved forecast: LTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LTC.txt [2025-11-26T21:01:45.581064] [INFO ] [sig ] [1948/3599] Completed LTC in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:01:45.581117] [INFO ] [sig ] [1949/3599] Forecasting LTH... [2025-11-26T21:01:45.581161] [INFO ] [sig ] Generating forecast for: LTH [2025-11-26T21:01:45.581202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-11-26T21:01:45.592581] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTH'. [2025-11-26T21:01:45.592925] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-11-26T21:01:45.593765] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-11-26T21:01:45.593832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:45.593877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:45.593916] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:45.593983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:45.650633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:45.651297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:45.651391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:45.651455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:45.771112] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:45.771299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:45.771352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:45.771394] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:45.774816] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=48.15%) [2025-11-26T21:01:45.775106] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-11-26T21:01:45.775256] [INFO ] [sig ] LTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:45.913814] [INFO ] [LOCAL ] Saved forecast: LTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LTH.txt [2025-11-26T21:01:45.913979] [INFO ] [sig ] [1949/3599] Completed LTH in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:01:45.914032] [INFO ] [sig ] [1950/3599] Forecasting LTRN... [2025-11-26T21:01:45.914075] [INFO ] [sig ] Generating forecast for: LTRN [2025-11-26T21:01:45.914116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'. [2025-11-26T21:01:45.925162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRN'. [2025-11-26T21:01:45.925495] [INFO ] [FORECASTER] Starting predict_future for LTRN [2025-11-26T21:01:45.926332] [DEBUG] [LOCAL ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt [2025-11-26T21:01:45.926400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:45.926447] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:45.926488] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:45.926556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:45.983282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:45.984180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:45.984283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:45.984329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:46.095311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:46.095493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:46.095547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:46.095589] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:46.099055] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=67.37%) [2025-11-26T21:01:46.099351] [INFO ] [FORECASTER] Completed predict_future for LTRN [2025-11-26T21:01:46.099523] [INFO ] [sig ] LTRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:46.244019] [INFO ] [LOCAL ] Saved forecast: LTRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LTRN.txt [2025-11-26T21:01:46.244232] [INFO ] [sig ] [1950/3599] Completed LTRN in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:01:46.244291] [INFO ] [sig ] [1951/3599] Forecasting LTRX... [2025-11-26T21:01:46.244336] [INFO ] [sig ] Generating forecast for: LTRX [2025-11-26T21:01:46.244377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'. [2025-11-26T21:01:46.256062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRX'. [2025-11-26T21:01:46.256407] [INFO ] [FORECASTER] Starting predict_future for LTRX [2025-11-26T21:01:46.257302] [DEBUG] [LOCAL ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt [2025-11-26T21:01:46.257372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:46.257418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:46.257470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:46.257565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:46.317919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:46.318827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:46.318929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:46.318977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:46.443752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:46.443939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:46.444012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:46.444054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:46.447613] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=32.25%) [2025-11-26T21:01:46.447952] [INFO ] [FORECASTER] Completed predict_future for LTRX [2025-11-26T21:01:46.448102] [INFO ] [sig ] LTRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:46.587931] [INFO ] [LOCAL ] Saved forecast: LTRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LTRX.txt [2025-11-26T21:01:46.588094] [INFO ] [sig ] [1951/3599] Completed LTRX in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:46.588148] [INFO ] [sig ] [1952/3599] Forecasting LUCY... [2025-11-26T21:01:46.588190] [INFO ] [sig ] Generating forecast for: LUCY [2025-11-26T21:01:46.588232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'. [2025-11-26T21:01:46.599440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUCY'. [2025-11-26T21:01:46.599765] [INFO ] [FORECASTER] Starting predict_future for LUCY [2025-11-26T21:01:46.600578] [DEBUG] [LOCAL ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt [2025-11-26T21:01:46.600670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:46.600719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:46.600758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:46.600825] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:46.657545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:46.658262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:46.658358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:46.658404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:46.777045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:46.777244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:46.777299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:46.777338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:46.780757] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=95.65%) [2025-11-26T21:01:46.781053] [INFO ] [FORECASTER] Completed predict_future for LUCY [2025-11-26T21:01:46.781197] [INFO ] [sig ] LUCY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:46.919980] [INFO ] [LOCAL ] Saved forecast: LUCY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LUCY.txt [2025-11-26T21:01:46.920163] [INFO ] [sig ] [1952/3599] Completed LUCY in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:46.920220] [INFO ] [sig ] [1953/3599] Forecasting LUMN... [2025-11-26T21:01:46.920259] [INFO ] [sig ] Generating forecast for: LUMN [2025-11-26T21:01:46.920300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-11-26T21:01:46.932851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUMN'. [2025-11-26T21:01:46.933267] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-11-26T21:01:46.934255] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-11-26T21:01:46.934345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:46.934402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:46.934448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:46.934533] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:46.995381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:46.996288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:46.996392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:46.996442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:47.120769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:47.120956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:47.121011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:47.121064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:47.124519] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-11-26T21:01:47.124849] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-11-26T21:01:47.125008] [INFO ] [sig ] LUMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:47.267333] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LUMN.txt [2025-11-26T21:01:47.267536] [INFO ] [sig ] [1953/3599] Completed LUMN in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:47.267598] [INFO ] [sig ] [1954/3599] Forecasting LUNG... [2025-11-26T21:01:47.267666] [INFO ] [sig ] Generating forecast for: LUNG [2025-11-26T21:01:47.267714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'. [2025-11-26T21:01:47.278919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUNG'. [2025-11-26T21:01:47.279291] [INFO ] [FORECASTER] Starting predict_future for LUNG [2025-11-26T21:01:47.280202] [DEBUG] [LOCAL ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt [2025-11-26T21:01:47.280280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:47.280349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:47.280416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:47.280526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:47.337357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:47.338128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:47.338238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:47.338308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:47.461164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:47.461365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:47.461440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:47.461506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:47.464946] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=67.82%) [2025-11-26T21:01:47.465261] [INFO ] [FORECASTER] Completed predict_future for LUNG [2025-11-26T21:01:47.465439] [INFO ] [sig ] LUNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:47.604661] [INFO ] [LOCAL ] Saved forecast: LUNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LUNG.txt [2025-11-26T21:01:47.604818] [INFO ] [sig ] [1954/3599] Completed LUNG in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:47.604873] [INFO ] [sig ] [1955/3599] Forecasting LVHD... [2025-11-26T21:01:47.604915] [INFO ] [sig ] Generating forecast for: LVHD [2025-11-26T21:01:47.604965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'. [2025-11-26T21:01:47.615790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVHD'. [2025-11-26T21:01:47.616126] [INFO ] [FORECASTER] Starting predict_future for LVHD [2025-11-26T21:01:47.616958] [DEBUG] [LOCAL ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt [2025-11-26T21:01:47.617026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:47.617070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:47.617110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:47.617176] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:47.673582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:47.674324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:47.674422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:47.674466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:47.790466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:47.790661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:47.790717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:47.790759] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:47.794166] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=57.77%) [2025-11-26T21:01:47.794484] [INFO ] [FORECASTER] Completed predict_future for LVHD [2025-11-26T21:01:47.794660] [INFO ] [sig ] LVHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:47.934194] [INFO ] [LOCAL ] Saved forecast: LVHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LVHD.txt [2025-11-26T21:01:47.934357] [INFO ] [sig ] [1955/3599] Completed LVHD in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:47.934413] [INFO ] [sig ] [1956/3599] Forecasting LVO... [2025-11-26T21:01:47.934456] [INFO ] [sig ] Generating forecast for: LVO [2025-11-26T21:01:47.934496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'. [2025-11-26T21:01:47.945847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVO'. [2025-11-26T21:01:47.946173] [INFO ] [FORECASTER] Starting predict_future for LVO [2025-11-26T21:01:47.947010] [DEBUG] [LOCAL ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt [2025-11-26T21:01:47.947078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:47.947123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:47.947163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:47.947229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:48.004086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:48.004840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:48.004937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:48.004978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:48.119556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:48.119758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:48.119813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:48.119848] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:48.123263] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=7.54%) [2025-11-26T21:01:48.123570] [INFO ] [FORECASTER] Completed predict_future for LVO [2025-11-26T21:01:48.123730] [INFO ] [sig ] LVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:48.265829] [INFO ] [LOCAL ] Saved forecast: LVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LVO.txt [2025-11-26T21:01:48.266012] [INFO ] [sig ] [1956/3599] Completed LVO in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:48.266070] [INFO ] [sig ] [1957/3599] Forecasting LVS... [2025-11-26T21:01:48.266112] [INFO ] [sig ] Generating forecast for: LVS [2025-11-26T21:01:48.266153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-11-26T21:01:48.277292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVS'. [2025-11-26T21:01:48.277701] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-11-26T21:01:48.278562] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-11-26T21:01:48.278632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:48.278708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:48.278760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:48.278852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:48.336038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:48.336878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:48.337019] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:48.337074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:48.458816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:48.458997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:48.459057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:48.459112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:48.462676] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=70.67%) [2025-11-26T21:01:48.463002] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-11-26T21:01:48.463171] [INFO ] [sig ] LVS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:48.602674] [INFO ] [LOCAL ] Saved forecast: LVS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LVS.txt [2025-11-26T21:01:48.602830] [INFO ] [sig ] [1957/3599] Completed LVS in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:48.602884] [INFO ] [sig ] [1958/3599] Forecasting LWAY... [2025-11-26T21:01:48.602926] [INFO ] [sig ] Generating forecast for: LWAY [2025-11-26T21:01:48.602965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'. [2025-11-26T21:01:48.613817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWAY'. [2025-11-26T21:01:48.614123] [INFO ] [FORECASTER] Starting predict_future for LWAY [2025-11-26T21:01:48.615018] [DEBUG] [LOCAL ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt [2025-11-26T21:01:48.615090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:48.615156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:48.615218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:48.615320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:48.673332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:48.674094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:48.674201] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:48.674273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:48.797607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:48.797779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:48.797862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:48.797931] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:48.801460] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=2.15%) [2025-11-26T21:01:48.801807] [INFO ] [FORECASTER] Completed predict_future for LWAY [2025-11-26T21:01:48.801986] [INFO ] [sig ] LWAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:48.944540] [INFO ] [LOCAL ] Saved forecast: LWAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LWAY.txt [2025-11-26T21:01:48.944733] [INFO ] [sig ] [1958/3599] Completed LWAY in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:48.944819] [INFO ] [sig ] [1959/3599] Forecasting LWLG... [2025-11-26T21:01:48.944886] [INFO ] [sig ] Generating forecast for: LWLG [2025-11-26T21:01:48.944948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'. [2025-11-26T21:01:48.956490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWLG'. [2025-11-26T21:01:48.956855] [INFO ] [FORECASTER] Starting predict_future for LWLG [2025-11-26T21:01:48.957794] [DEBUG] [LOCAL ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt [2025-11-26T21:01:48.957863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:48.957909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:48.957949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:48.958016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:49.017884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:49.018667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:49.018763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:49.018828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:49.144205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:49.144403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:49.144472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:49.144531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:49.148042] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=79.29%) [2025-11-26T21:01:49.148355] [INFO ] [FORECASTER] Completed predict_future for LWLG [2025-11-26T21:01:49.148522] [INFO ] [sig ] LWLG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:49.287218] [INFO ] [LOCAL ] Saved forecast: LWLG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LWLG.txt [2025-11-26T21:01:49.287396] [INFO ] [sig ] [1959/3599] Completed LWLG in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:49.287468] [INFO ] [sig ] [1960/3599] Forecasting LX... [2025-11-26T21:01:49.287539] [INFO ] [sig ] Generating forecast for: LX [2025-11-26T21:01:49.287600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'. [2025-11-26T21:01:49.299286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LX'. [2025-11-26T21:01:49.299734] [INFO ] [FORECASTER] Starting predict_future for LX [2025-11-26T21:01:49.300752] [DEBUG] [LOCAL ] No optimal features file found for LX: ./output/feature-sets/LX.txt [2025-11-26T21:01:49.300823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:49.300875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:49.300928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:49.301008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:49.361166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:49.361929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:49.362027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:49.362071] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:49.485368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:49.485535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:49.485591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:49.485635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:49.489192] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=9.28%) [2025-11-26T21:01:49.489502] [INFO ] [FORECASTER] Completed predict_future for LX [2025-11-26T21:01:49.489674] [INFO ] [sig ] LX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:49.630846] [INFO ] [LOCAL ] Saved forecast: LX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LX.txt [2025-11-26T21:01:49.631021] [INFO ] [sig ] [1960/3599] Completed LX in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:49.631074] [INFO ] [sig ] [1961/3599] Forecasting LXEO... [2025-11-26T21:01:49.631116] [INFO ] [sig ] Generating forecast for: LXEO [2025-11-26T21:01:49.631155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'. [2025-11-26T21:01:49.642714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXEO'. [2025-11-26T21:01:49.643087] [INFO ] [FORECASTER] Starting predict_future for LXEO [2025-11-26T21:01:49.644031] [DEBUG] [LOCAL ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt [2025-11-26T21:01:49.644101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:49.644150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:49.644202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:49.644278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:49.701900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:49.702625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:49.702739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:49.702786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:49.821368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:49.821542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:49.821594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:49.821636] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:49.825459] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=66.38%) [2025-11-26T21:01:49.825797] [INFO ] [FORECASTER] Completed predict_future for LXEO [2025-11-26T21:01:49.825945] [INFO ] [sig ] LXEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:49.966615] [INFO ] [LOCAL ] Saved forecast: LXEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LXEO.txt [2025-11-26T21:01:49.966797] [INFO ] [sig ] [1961/3599] Completed LXEO in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:49.966864] [INFO ] [sig ] [1962/3599] Forecasting LXP... [2025-11-26T21:01:49.966914] [INFO ] [sig ] Generating forecast for: LXP [2025-11-26T21:01:49.966955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-11-26T21:01:49.977977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXP'. [2025-11-26T21:01:49.978331] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-11-26T21:01:49.979215] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-11-26T21:01:49.979284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:49.979335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:49.979377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:49.979454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:50.036394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:50.037209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:50.037315] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:50.037369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:50.152362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:50.152554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:50.152626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:50.152709] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:50.156420] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=73.06%) [2025-11-26T21:01:50.156775] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-11-26T21:01:50.156951] [INFO ] [sig ] LXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:50.296975] [INFO ] [LOCAL ] Saved forecast: LXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LXP.txt [2025-11-26T21:01:50.297160] [INFO ] [sig ] [1962/3599] Completed LXP in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:01:50.297236] [INFO ] [sig ] [1963/3599] Forecasting LYB... [2025-11-26T21:01:50.297302] [INFO ] [sig ] Generating forecast for: LYB [2025-11-26T21:01:50.297368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-11-26T21:01:50.309034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYB'. [2025-11-26T21:01:50.309400] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-11-26T21:01:50.310331] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-11-26T21:01:50.310412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:50.310474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:50.310532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:50.310638] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:50.367566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:50.368299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:50.368395] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:50.368436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:50.485291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:50.485500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:50.485557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:50.485600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:50.489194] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=6.54%) [2025-11-26T21:01:50.489503] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-11-26T21:01:50.489676] [INFO ] [sig ] LYB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:50.678710] [INFO ] [LOCAL ] Saved forecast: LYB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYB.txt [2025-11-26T21:01:50.678902] [INFO ] [sig ] [1963/3599] Completed LYB in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:01:50.678958] [INFO ] [sig ] [1964/3599] Forecasting LYEL... [2025-11-26T21:01:50.679001] [INFO ] [sig ] Generating forecast for: LYEL [2025-11-26T21:01:50.679042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'. [2025-11-26T21:01:50.691194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYEL'. [2025-11-26T21:01:50.691594] [INFO ] [FORECASTER] Starting predict_future for LYEL [2025-11-26T21:01:50.692437] [DEBUG] [LOCAL ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt [2025-11-26T21:01:50.692519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:50.692565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:50.692607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:50.692692] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:50.749220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:50.750084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:50.750194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:50.750239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:50.873882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:50.874057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:50.874109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:50.874150] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:50.877584] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=24.51%) [2025-11-26T21:01:50.877904] [INFO ] [FORECASTER] Completed predict_future for LYEL [2025-11-26T21:01:50.878053] [INFO ] [sig ] LYEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:51.021150] [INFO ] [LOCAL ] Saved forecast: LYEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYEL.txt [2025-11-26T21:01:51.021321] [INFO ] [sig ] [1964/3599] Completed LYEL in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:01:51.021377] [INFO ] [sig ] [1965/3599] Forecasting LYG... [2025-11-26T21:01:51.021418] [INFO ] [sig ] Generating forecast for: LYG [2025-11-26T21:01:51.021460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-11-26T21:01:51.033393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYG'. [2025-11-26T21:01:51.033762] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-11-26T21:01:51.034585] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-11-26T21:01:51.034675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:51.034736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:51.034779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:51.034864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:51.094171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:51.095054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:51.095157] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:51.095204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:51.221073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:51.221255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:51.221308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:51.221348] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:51.224718] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-11-26T21:01:51.225004] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-11-26T21:01:51.225149] [INFO ] [sig ] LYG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:51.371696] [INFO ] [LOCAL ] Saved forecast: LYG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYG.txt [2025-11-26T21:01:51.371894] [INFO ] [sig ] [1965/3599] Completed LYG in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:01:51.371952] [INFO ] [sig ] [1966/3599] Forecasting LYRA... [2025-11-26T21:01:51.371987] [INFO ] [sig ] Generating forecast for: LYRA [2025-11-26T21:01:51.372025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'. [2025-11-26T21:01:51.384288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYRA'. [2025-11-26T21:01:51.384773] [INFO ] [FORECASTER] Starting predict_future for LYRA [2025-11-26T21:01:51.385666] [DEBUG] [LOCAL ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt [2025-11-26T21:01:51.385744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:51.385791] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:51.385832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:51.385904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:51.445375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:51.446337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:51.446453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:51.446504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:51.569245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:51.569440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:51.569496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:51.569532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:51.573082] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=95.36%) [2025-11-26T21:01:51.573407] [INFO ] [FORECASTER] Completed predict_future for LYRA [2025-11-26T21:01:51.573563] [INFO ] [sig ] LYRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:51.718219] [INFO ] [LOCAL ] Saved forecast: LYRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LYRA.txt [2025-11-26T21:01:51.718417] [INFO ] [sig ] [1966/3599] Completed LYRA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:01:51.718477] [INFO ] [sig ] [1967/3599] Forecasting LYTS... [2025-11-26T21:01:51.718514] [INFO ] [sig ] Generating forecast for: LYTS [2025-11-26T21:01:51.718563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'. [2025-11-26T21:01:51.730584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYTS'. [2025-11-26T21:01:51.731023] [INFO ] [FORECASTER] Starting predict_future for LYTS [2025-11-26T21:01:51.731867] [DEBUG] [LOCAL ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt [2025-11-26T21:01:51.731935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:51.731980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:51.732018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:51.732084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:51.790315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:51.791091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:51.791188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:51.791234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:51.912038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:51.912211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:51.912264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:51.912304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:51.915759] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=38.95%) [2025-11-26T21:01:51.916052] [INFO ] [FORECASTER] Completed predict_future for LYTS [2025-11-26T21:01:51.916197] [INFO ] [sig ] LYTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:52.054864] [INFO ] [LOCAL ] Saved forecast: LYTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYTS.txt [2025-11-26T21:01:52.055035] [INFO ] [sig ] [1967/3599] Completed LYTS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:01:52.055113] [INFO ] [sig ] [1968/3599] Forecasting LZ... [2025-11-26T21:01:52.055156] [INFO ] [sig ] Generating forecast for: LZ [2025-11-26T21:01:52.055203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'. [2025-11-26T21:01:52.067106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZ'. [2025-11-26T21:01:52.067538] [INFO ] [FORECASTER] Starting predict_future for LZ [2025-11-26T21:01:52.068382] [DEBUG] [LOCAL ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt [2025-11-26T21:01:52.068452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:52.068497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:52.068537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:52.068604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:52.125609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:52.126507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:52.126615] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:52.126683] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:52.248422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:52.248623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:52.248703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:52.248749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:52.252154] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=85.88%) [2025-11-26T21:01:52.252443] [INFO ] [FORECASTER] Completed predict_future for LZ [2025-11-26T21:01:52.252590] [INFO ] [sig ] LZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:52.395456] [INFO ] [LOCAL ] Saved forecast: LZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LZ.txt [2025-11-26T21:01:52.395675] [INFO ] [sig ] [1968/3599] Completed LZ in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:52.395735] [INFO ] [sig ] [1969/3599] Forecasting LZB... [2025-11-26T21:01:52.395770] [INFO ] [sig ] Generating forecast for: LZB [2025-11-26T21:01:52.395813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-11-26T21:01:52.407720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZB'. [2025-11-26T21:01:52.408170] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-11-26T21:01:52.409038] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-11-26T21:01:52.409107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:52.409153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:52.409192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:52.409260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:52.466990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:52.467925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:52.468030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:52.468076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:52.599279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:52.599629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:52.599706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:52.599748] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:52.603416] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=16.91%) [2025-11-26T21:01:52.603795] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-11-26T21:01:52.603996] [INFO ] [sig ] LZB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:52.746598] [INFO ] [LOCAL ] Saved forecast: LZB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LZB.txt [2025-11-26T21:01:52.746810] [INFO ] [sig ] [1969/3599] Completed LZB in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:52.746868] [INFO ] [sig ] [1970/3599] Forecasting LZM... [2025-11-26T21:01:52.746910] [INFO ] [sig ] Generating forecast for: LZM [2025-11-26T21:01:52.746952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-11-26T21:01:52.759719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZM'. [2025-11-26T21:01:52.760124] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-11-26T21:01:52.760983] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-11-26T21:01:52.761051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:52.761097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:52.761136] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:52.761203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:52.820583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:52.821519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:52.821622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:52.821690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:52.943034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:52.943230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:52.943283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:52.943323] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:52.946738] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T21:01:52.947038] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-11-26T21:01:52.947181] [INFO ] [sig ] LZM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:53.087857] [INFO ] [LOCAL ] Saved forecast: LZM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LZM.txt [2025-11-26T21:01:53.088047] [INFO ] [sig ] [1970/3599] Completed LZM in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:53.088103] [INFO ] [sig ] [1971/3599] Forecasting M... [2025-11-26T21:01:53.088144] [INFO ] [sig ] Generating forecast for: M [2025-11-26T21:01:53.088185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-11-26T21:01:53.100303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'M'. [2025-11-26T21:01:53.100733] [INFO ] [FORECASTER] Starting predict_future for M [2025-11-26T21:01:53.101562] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-11-26T21:01:53.101632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:53.101701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:53.101740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:53.101808] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:53.158588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:53.159491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:53.159603] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:53.159669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:53.280933] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:53.281127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:53.281179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:53.281240] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:53.284677] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=71.49%) [2025-11-26T21:01:53.284992] [INFO ] [FORECASTER] Completed predict_future for M [2025-11-26T21:01:53.285139] [INFO ] [sig ] M: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:53.433947] [INFO ] [LOCAL ] Saved forecast: M 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/M.txt [2025-11-26T21:01:53.434130] [INFO ] [sig ] [1971/3599] Completed M in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:53.434187] [INFO ] [sig ] [1972/3599] Forecasting MA... [2025-11-26T21:01:53.434230] [INFO ] [sig ] Generating forecast for: MA [2025-11-26T21:01:53.434271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-11-26T21:01:53.446292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MA'. [2025-11-26T21:01:53.446764] [INFO ] [FORECASTER] Starting predict_future for MA [2025-11-26T21:01:53.447633] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-11-26T21:01:53.447737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:53.447792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:53.447834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:53.447904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:53.511078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:53.512027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:53.512131] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:53.512183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:53.636509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:53.636734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:53.636791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:53.636833] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:53.640617] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=18.01%) [2025-11-26T21:01:53.641152] [INFO ] [FORECASTER] Completed predict_future for MA [2025-11-26T21:01:53.641330] [INFO ] [sig ] MA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:53.789670] [INFO ] [LOCAL ] Saved forecast: MA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MA.txt [2025-11-26T21:01:53.789894] [INFO ] [sig ] [1972/3599] Completed MA in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:53.789952] [INFO ] [sig ] [1973/3599] Forecasting MAA... [2025-11-26T21:01:53.789995] [INFO ] [sig ] Generating forecast for: MAA [2025-11-26T21:01:53.790035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-11-26T21:01:53.802312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAA'. [2025-11-26T21:01:53.802785] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-11-26T21:01:53.803630] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-11-26T21:01:53.803724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:53.803770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:53.803808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:53.803876] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:53.861822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:53.862744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:53.862844] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:53.862909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:53.984234] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:53.984447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:53.984522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:53.984588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:53.988308] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-11-26T21:01:53.988748] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-11-26T21:01:53.988940] [INFO ] [sig ] MAA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:54.135141] [INFO ] [LOCAL ] Saved forecast: MAA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAA.txt [2025-11-26T21:01:54.135325] [INFO ] [sig ] [1973/3599] Completed MAA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:54.135380] [INFO ] [sig ] [1974/3599] Forecasting MAC... [2025-11-26T21:01:54.135422] [INFO ] [sig ] Generating forecast for: MAC [2025-11-26T21:01:54.135463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-11-26T21:01:54.146990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAC'. [2025-11-26T21:01:54.147363] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-11-26T21:01:54.148283] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-11-26T21:01:54.148354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:54.148401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:54.148442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:54.148514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:54.207435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:54.208360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:54.208465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:54.208511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:54.334548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:54.334753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:54.334808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:54.334843] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:54.338336] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=19.08%) [2025-11-26T21:01:54.338700] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-11-26T21:01:54.338857] [INFO ] [sig ] MAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:54.481763] [INFO ] [LOCAL ] Saved forecast: MAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAC.txt [2025-11-26T21:01:54.481944] [INFO ] [sig ] [1974/3599] Completed MAC in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:54.481998] [INFO ] [sig ] [1975/3599] Forecasting MAMA... [2025-11-26T21:01:54.482042] [INFO ] [sig ] Generating forecast for: MAMA [2025-11-26T21:01:54.482085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'. [2025-11-26T21:01:54.493194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAMA'. [2025-11-26T21:01:54.493661] [INFO ] [FORECASTER] Starting predict_future for MAMA [2025-11-26T21:01:54.494516] [DEBUG] [LOCAL ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt [2025-11-26T21:01:54.494586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:54.494630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:54.494723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:54.494795] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:54.551715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:54.552624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:54.552768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:54.552816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:54.675466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:54.675674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:54.675730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:54.675770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:54.679446] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=25.81%) [2025-11-26T21:01:54.679836] [INFO ] [FORECASTER] Completed predict_future for MAMA [2025-11-26T21:01:54.680001] [INFO ] [sig ] MAMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:54.839532] [INFO ] [LOCAL ] Saved forecast: MAMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAMA.txt [2025-11-26T21:01:54.839777] [INFO ] [sig ] [1975/3599] Completed MAMA in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:54.839842] [INFO ] [sig ] [1976/3599] Forecasting MAN... [2025-11-26T21:01:54.839885] [INFO ] [sig ] Generating forecast for: MAN [2025-11-26T21:01:54.839924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-11-26T21:01:54.852106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAN'. [2025-11-26T21:01:54.852488] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-11-26T21:01:54.853318] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-11-26T21:01:54.853390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:54.853438] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:54.853479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:54.853552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:54.910590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:54.911508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:54.911616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:54.911704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:55.032121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:55.032315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:55.032367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:55.032409] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:55.035847] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=12.50%) [2025-11-26T21:01:55.036146] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-11-26T21:01:55.036297] [INFO ] [sig ] MAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:55.176096] [INFO ] [LOCAL ] Saved forecast: MAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAN.txt [2025-11-26T21:01:55.176272] [INFO ] [sig ] [1976/3599] Completed MAN in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:55.176332] [INFO ] [sig ] [1977/3599] Forecasting MANH... [2025-11-26T21:01:55.176370] [INFO ] [sig ] Generating forecast for: MANH [2025-11-26T21:01:55.176413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'. [2025-11-26T21:01:55.188204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MANH'. [2025-11-26T21:01:55.188600] [INFO ] [FORECASTER] Starting predict_future for MANH [2025-11-26T21:01:55.189465] [DEBUG] [LOCAL ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt [2025-11-26T21:01:55.189535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:55.189580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:55.189633] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:55.189732] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:55.246865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:55.247689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:55.247788] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:55.247835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:55.371862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:55.372053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:55.372112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:55.372154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:55.375627] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-11-26T21:01:55.375938] [INFO ] [FORECASTER] Completed predict_future for MANH [2025-11-26T21:01:55.376082] [INFO ] [sig ] MANH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:55.516913] [INFO ] [LOCAL ] Saved forecast: MANH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MANH.txt [2025-11-26T21:01:55.517072] [INFO ] [sig ] [1977/3599] Completed MANH in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:55.517127] [INFO ] [sig ] [1978/3599] Forecasting MARA... [2025-11-26T21:01:55.517170] [INFO ] [sig ] Generating forecast for: MARA [2025-11-26T21:01:55.517211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'. [2025-11-26T21:01:55.530011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MARA'. [2025-11-26T21:01:55.530322] [INFO ] [FORECASTER] Starting predict_future for MARA [2025-11-26T21:01:55.531160] [DEBUG] [LOCAL ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt [2025-11-26T21:01:55.531235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:55.531281] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:55.531321] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:55.531390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:55.590484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:55.591219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:55.591316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:55.591366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:55.713945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:55.714125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:55.714188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:55.714229] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:55.717619] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=86.70%) [2025-11-26T21:01:55.717931] [INFO ] [FORECASTER] Completed predict_future for MARA [2025-11-26T21:01:55.718077] [INFO ] [sig ] MARA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:55.858482] [INFO ] [LOCAL ] Saved forecast: MARA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MARA.txt [2025-11-26T21:01:55.858669] [INFO ] [sig ] [1978/3599] Completed MARA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:55.858727] [INFO ] [sig ] [1979/3599] Forecasting MAS... [2025-11-26T21:01:55.858770] [INFO ] [sig ] Generating forecast for: MAS [2025-11-26T21:01:55.858820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-11-26T21:01:55.870685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAS'. [2025-11-26T21:01:55.871019] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-11-26T21:01:55.871853] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-11-26T21:01:55.871922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:55.871964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:55.872004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:55.872071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:55.929110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:55.929839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:55.929937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:55.929988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:56.045077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:56.045261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:56.045314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:56.045358] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:56.048903] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-11-26T21:01:56.049193] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-11-26T21:01:56.049335] [INFO ] [sig ] MAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:56.192613] [INFO ] [LOCAL ] Saved forecast: MAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MAS.txt [2025-11-26T21:01:56.192806] [INFO ] [sig ] [1979/3599] Completed MAS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:56.192862] [INFO ] [sig ] [1980/3599] Forecasting MASI... [2025-11-26T21:01:56.192907] [INFO ] [sig ] Generating forecast for: MASI [2025-11-26T21:01:56.192952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'. [2025-11-26T21:01:56.204998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASI'. [2025-11-26T21:01:56.205348] [INFO ] [FORECASTER] Starting predict_future for MASI [2025-11-26T21:01:56.206194] [DEBUG] [LOCAL ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt [2025-11-26T21:01:56.206263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:56.206307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:56.206347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:56.206415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:56.263593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:56.264504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:56.264609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:56.264676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:56.382022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:56.382209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:56.382261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:56.382302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:56.385761] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-11-26T21:01:56.386089] [INFO ] [FORECASTER] Completed predict_future for MASI [2025-11-26T21:01:56.386240] [INFO ] [sig ] MASI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:56.526542] [INFO ] [LOCAL ] Saved forecast: MASI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MASI.txt [2025-11-26T21:01:56.526759] [INFO ] [sig ] [1980/3599] Completed MASI in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:01:56.526817] [INFO ] [sig ] [1981/3599] Forecasting MASS... [2025-11-26T21:01:56.526861] [INFO ] [sig ] Generating forecast for: MASS [2025-11-26T21:01:56.526902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'. [2025-11-26T21:01:56.540807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASS'. [2025-11-26T21:01:56.541499] [INFO ] [FORECASTER] Starting predict_future for MASS [2025-11-26T21:01:56.542728] [DEBUG] [LOCAL ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt [2025-11-26T21:01:56.542809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:56.542859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:56.542900] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:56.542974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:56.611908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:56.613301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:56.613558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:56.613616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:56.761112] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:56.761513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:56.761609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:56.761708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:56.767501] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=10.15%) [2025-11-26T21:01:56.768027] [INFO ] [FORECASTER] Completed predict_future for MASS [2025-11-26T21:01:56.768266] [INFO ] [sig ] MASS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:56.939400] [INFO ] [LOCAL ] Saved forecast: MASS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MASS.txt [2025-11-26T21:01:56.939683] [INFO ] [sig ] [1981/3599] Completed MASS in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:01:56.939766] [INFO ] [sig ] [1982/3599] Forecasting MATX... [2025-11-26T21:01:56.939819] [INFO ] [sig ] Generating forecast for: MATX [2025-11-26T21:01:56.939868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-11-26T21:01:56.954248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MATX'. [2025-11-26T21:01:56.954865] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-11-26T21:01:56.955941] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-11-26T21:01:56.956017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:56.956069] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:56.956113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:56.956185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:57.017223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:57.018466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:57.018595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:57.018665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:57.142248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:57.142502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:57.142562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:57.142608] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:57.146526] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=75.12%) [2025-11-26T21:01:57.146900] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-11-26T21:01:57.147063] [INFO ] [sig ] MATX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:57.303686] [INFO ] [LOCAL ] Saved forecast: MATX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MATX.txt [2025-11-26T21:01:57.304266] [INFO ] [sig ] [1982/3599] Completed MATX in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:01:57.304342] [INFO ] [sig ] [1983/3599] Forecasting MAX... [2025-11-26T21:01:57.304389] [INFO ] [sig ] Generating forecast for: MAX [2025-11-26T21:01:57.304436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-11-26T21:01:57.320305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAX'. [2025-11-26T21:01:57.321029] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-11-26T21:01:57.322068] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-11-26T21:01:57.322173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:57.322247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:57.322300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:57.322367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:57.383546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:57.384791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:57.384990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:57.385048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:57.504754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:57.505027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:57.505090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:57.505134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:57.509191] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=40.78%) [2025-11-26T21:01:57.509531] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-11-26T21:01:57.509719] [INFO ] [sig ] MAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:57.659143] [INFO ] [LOCAL ] Saved forecast: MAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAX.txt [2025-11-26T21:01:57.659397] [INFO ] [sig ] [1983/3599] Completed MAX in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:01:57.659456] [INFO ] [sig ] [1984/3599] Forecasting MAXI... [2025-11-26T21:01:57.659497] [INFO ] [sig ] Generating forecast for: MAXI [2025-11-26T21:01:57.659539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'. [2025-11-26T21:01:57.671788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXI'. [2025-11-26T21:01:57.672245] [INFO ] [FORECASTER] Starting predict_future for MAXI [2025-11-26T21:01:57.673151] [DEBUG] [LOCAL ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt [2025-11-26T21:01:57.673220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:57.673265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:57.673304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:57.673372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:57.731067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:57.732047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:57.732152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:57.732199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:57.848444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:57.848677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:57.848729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:57.848773] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:57.852306] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=73.34%) [2025-11-26T21:01:57.852613] [INFO ] [FORECASTER] Completed predict_future for MAXI [2025-11-26T21:01:57.852787] [INFO ] [sig ] MAXI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:57.992120] [INFO ] [LOCAL ] Saved forecast: MAXI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MAXI.txt [2025-11-26T21:01:57.992280] [INFO ] [sig ] [1984/3599] Completed MAXI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:01:57.992335] [INFO ] [sig ] [1985/3599] Forecasting MAXN... [2025-11-26T21:01:57.992375] [INFO ] [sig ] Generating forecast for: MAXN [2025-11-26T21:01:57.992412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'. [2025-11-26T21:01:58.003626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXN'. [2025-11-26T21:01:58.003948] [INFO ] [FORECASTER] Starting predict_future for MAXN [2025-11-26T21:01:58.004776] [DEBUG] [LOCAL ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt [2025-11-26T21:01:58.004845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:58.004890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:58.004929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:58.004992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:58.062473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:58.063219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:58.063323] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:58.063367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:58.177326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:58.177543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:58.177608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:58.177667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:58.181097] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-11-26T21:01:58.181396] [INFO ] [FORECASTER] Completed predict_future for MAXN [2025-11-26T21:01:58.181541] [INFO ] [sig ] MAXN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:58.319876] [INFO ] [LOCAL ] Saved forecast: MAXN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MAXN.txt [2025-11-26T21:01:58.320027] [INFO ] [sig ] [1985/3599] Completed MAXN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:01:58.320081] [INFO ] [sig ] [1986/3599] Forecasting MBB... [2025-11-26T21:01:58.320124] [INFO ] [sig ] Generating forecast for: MBB [2025-11-26T21:01:58.320163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'. [2025-11-26T21:01:58.331148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBB'. [2025-11-26T21:01:58.331466] [INFO ] [FORECASTER] Starting predict_future for MBB [2025-11-26T21:01:58.332290] [DEBUG] [LOCAL ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt [2025-11-26T21:01:58.332359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:58.332406] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:58.332445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:58.332514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:58.388740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:58.389378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:58.389475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:58.389515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:58.511141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:58.511346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:58.511399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:58.511441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:58.514887] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=5.04%) [2025-11-26T21:01:58.515195] [INFO ] [FORECASTER] Completed predict_future for MBB [2025-11-26T21:01:58.515345] [INFO ] [sig ] MBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:58.656985] [INFO ] [LOCAL ] Saved forecast: MBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBB.txt [2025-11-26T21:01:58.657158] [INFO ] [sig ] [1986/3599] Completed MBB in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:01:58.657213] [INFO ] [sig ] [1987/3599] Forecasting MBC... [2025-11-26T21:01:58.657257] [INFO ] [sig ] Generating forecast for: MBC [2025-11-26T21:01:58.657298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-11-26T21:01:58.668917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBC'. [2025-11-26T21:01:58.669228] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-11-26T21:01:58.670051] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-11-26T21:01:58.670120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:58.670166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:58.670206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:58.670276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:58.726554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:58.727231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:58.727327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:58.727368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:58.843893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:58.844077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:58.844129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:58.844170] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:58.847587] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:01:58.847903] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-11-26T21:01:58.848051] [INFO ] [sig ] MBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:58.989938] [INFO ] [LOCAL ] Saved forecast: MBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBC.txt [2025-11-26T21:01:58.990105] [INFO ] [sig ] [1987/3599] Completed MBC in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:01:58.990161] [INFO ] [sig ] [1988/3599] Forecasting MBCN... [2025-11-26T21:01:58.990203] [INFO ] [sig ] Generating forecast for: MBCN [2025-11-26T21:01:58.990243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'. [2025-11-26T21:01:59.000001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBCN'. [2025-11-26T21:01:59.000271] [INFO ] [FORECASTER] Starting predict_future for MBCN [2025-11-26T21:01:59.001105] [DEBUG] [LOCAL ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt [2025-11-26T21:01:59.001192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:59.001238] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:59.001276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:59.001344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:59.058427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:59.059282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:59.059382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:59.059428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:59.151436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:59.151628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:59.151701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:59.151744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:59.155131] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=54.32%) [2025-11-26T21:01:59.155423] [INFO ] [FORECASTER] Completed predict_future for MBCN [2025-11-26T21:01:59.155566] [INFO ] [sig ] MBCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:59.294897] [INFO ] [LOCAL ] Saved forecast: MBCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBCN.txt [2025-11-26T21:01:59.295058] [INFO ] [sig ] [1988/3599] Completed MBCN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:01:59.295111] [INFO ] [sig ] [1989/3599] Forecasting MBI... [2025-11-26T21:01:59.295156] [INFO ] [sig ] Generating forecast for: MBI [2025-11-26T21:01:59.295195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-11-26T21:01:59.305979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBI'. [2025-11-26T21:01:59.306301] [INFO ] [FORECASTER] Starting predict_future for MBI [2025-11-26T21:01:59.307146] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-11-26T21:01:59.307215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:59.307260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:59.307298] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:59.307364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:59.364123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:59.364913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:59.365014] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:59.365057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:59.484700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:59.484882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:59.484931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:59.484973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:59.488394] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=67.70%) [2025-11-26T21:01:59.488745] [INFO ] [FORECASTER] Completed predict_future for MBI [2025-11-26T21:01:59.488898] [INFO ] [sig ] MBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:01:59.631219] [INFO ] [LOCAL ] Saved forecast: MBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBI.txt [2025-11-26T21:01:59.631381] [INFO ] [sig ] [1989/3599] Completed MBI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:01:59.631440] [INFO ] [sig ] [1990/3599] Forecasting MBIN... [2025-11-26T21:01:59.631483] [INFO ] [sig ] Generating forecast for: MBIN [2025-11-26T21:01:59.631522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'. [2025-11-26T21:01:59.642611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIN'. [2025-11-26T21:01:59.642987] [INFO ] [FORECASTER] Starting predict_future for MBIN [2025-11-26T21:01:59.643835] [DEBUG] [LOCAL ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt [2025-11-26T21:01:59.643904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:59.643950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:59.643990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:59.644055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:01:59.705600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:01:59.706503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:01:59.706611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:01:59.706675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:01:59.822091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:01:59.822280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:01:59.822333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:01:59.822372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:01:59.825811] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-11-26T21:01:59.826109] [INFO ] [FORECASTER] Completed predict_future for MBIN [2025-11-26T21:01:59.826256] [INFO ] [sig ] MBIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:01:59.969258] [INFO ] [LOCAL ] Saved forecast: MBIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBIN.txt [2025-11-26T21:01:59.969444] [INFO ] [sig ] [1990/3599] Completed MBIN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:01:59.969498] [INFO ] [sig ] [1991/3599] Forecasting MBIO... [2025-11-26T21:01:59.969549] [INFO ] [sig ] Generating forecast for: MBIO [2025-11-26T21:01:59.969591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'. [2025-11-26T21:01:59.982226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIO'. [2025-11-26T21:01:59.982686] [INFO ] [FORECASTER] Starting predict_future for MBIO [2025-11-26T21:01:59.983549] [DEBUG] [LOCAL ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt [2025-11-26T21:01:59.983620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:01:59.983688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:01:59.983733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:01:59.983798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:00.043009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:00.043980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:00.044089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:00.044138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:00.165297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:00.165503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:00.165555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:00.165597] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:00.169109] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=46.37%) [2025-11-26T21:02:00.169430] [INFO ] [FORECASTER] Completed predict_future for MBIO [2025-11-26T21:02:00.169607] [INFO ] [sig ] MBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:00.312207] [INFO ] [LOCAL ] Saved forecast: MBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBIO.txt [2025-11-26T21:02:00.312392] [INFO ] [sig ] [1991/3599] Completed MBIO in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:00.312456] [INFO ] [sig ] [1992/3599] Forecasting MBLY... [2025-11-26T21:02:00.312502] [INFO ] [sig ] Generating forecast for: MBLY [2025-11-26T21:02:00.312545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'. [2025-11-26T21:02:00.323995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBLY'. [2025-11-26T21:02:00.324328] [INFO ] [FORECASTER] Starting predict_future for MBLY [2025-11-26T21:02:00.325167] [DEBUG] [LOCAL ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt [2025-11-26T21:02:00.325236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:00.325280] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:00.325320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:00.325410] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:00.382548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:00.383234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:00.383330] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:00.383375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:00.502525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:00.502747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:00.502802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:00.502844] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:00.506367] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=90.76%) [2025-11-26T21:02:00.506685] [INFO ] [FORECASTER] Completed predict_future for MBLY [2025-11-26T21:02:00.506833] [INFO ] [sig ] MBLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:00.646216] [INFO ] [LOCAL ] Saved forecast: MBLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBLY.txt [2025-11-26T21:02:00.647189] [INFO ] [sig ] [1992/3599] Completed MBLY in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:00.647249] [INFO ] [sig ] [1993/3599] Forecasting MBS... [2025-11-26T21:02:00.647291] [INFO ] [sig ] Generating forecast for: MBS [2025-11-26T21:02:00.647331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'. [2025-11-26T21:02:00.661796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBS'. [2025-11-26T21:02:00.662269] [INFO ] [FORECASTER] Starting predict_future for MBS [2025-11-26T21:02:00.663311] [DEBUG] [LOCAL ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt [2025-11-26T21:02:00.663396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:00.663453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:00.663502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:00.663594] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:00.736680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:00.737570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:00.737718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:00.737774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:00.852706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:00.852853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:00.852897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:00.852930] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:00.856358] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=40.20%) [2025-11-26T21:02:00.856705] [INFO ] [FORECASTER] Completed predict_future for MBS [2025-11-26T21:02:00.856854] [INFO ] [sig ] MBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:00.995928] [INFO ] [LOCAL ] Saved forecast: MBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBS.txt [2025-11-26T21:02:00.996130] [INFO ] [sig ] [1993/3599] Completed MBS in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:00.996189] [INFO ] [sig ] [1994/3599] Forecasting MBWM... [2025-11-26T21:02:00.996236] [INFO ] [sig ] Generating forecast for: MBWM [2025-11-26T21:02:00.996281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'. [2025-11-26T21:02:01.010258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBWM'. [2025-11-26T21:02:01.010683] [INFO ] [FORECASTER] Starting predict_future for MBWM [2025-11-26T21:02:01.011739] [DEBUG] [LOCAL ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt [2025-11-26T21:02:01.012008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:01.012064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:01.012113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:01.012191] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:01.068855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:01.069526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:01.069623] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:01.069702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:01.190407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:01.190616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:01.190693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:01.190743] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:01.194333] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=91.98%) [2025-11-26T21:02:01.194709] [INFO ] [FORECASTER] Completed predict_future for MBWM [2025-11-26T21:02:01.194869] [INFO ] [sig ] MBWM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:01.350414] [INFO ] [LOCAL ] Saved forecast: MBWM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBWM.txt [2025-11-26T21:02:01.350614] [INFO ] [sig ] [1994/3599] Completed MBWM in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:01.350694] [INFO ] [sig ] [1995/3599] Forecasting MBX... [2025-11-26T21:02:01.350743] [INFO ] [sig ] Generating forecast for: MBX [2025-11-26T21:02:01.350786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'. [2025-11-26T21:02:01.363535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBX'. [2025-11-26T21:02:01.364111] [INFO ] [FORECASTER] Starting predict_future for MBX [2025-11-26T21:02:01.364971] [DEBUG] [LOCAL ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt [2025-11-26T21:02:01.365042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:01.365088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:01.365123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:01.365192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:01.422896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:01.423936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:01.424047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:01.424097] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:01.557471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:01.557711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:01.557804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:01.557858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:01.561426] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-11-26T21:02:01.561820] [INFO ] [FORECASTER] Completed predict_future for MBX [2025-11-26T21:02:01.562030] [INFO ] [sig ] MBX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:01.719560] [INFO ] [LOCAL ] Saved forecast: MBX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBX.txt [2025-11-26T21:02:01.719825] [INFO ] [sig ] [1995/3599] Completed MBX in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:01.719893] [INFO ] [sig ] [1996/3599] Forecasting MC... [2025-11-26T21:02:01.719945] [INFO ] [sig ] Generating forecast for: MC [2025-11-26T21:02:01.719985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-11-26T21:02:01.731118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MC'. [2025-11-26T21:02:01.731516] [INFO ] [FORECASTER] Starting predict_future for MC [2025-11-26T21:02:01.732485] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-11-26T21:02:01.732559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:01.732607] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:01.732669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:01.732743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:01.791819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:01.792763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:01.793055] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:01.793102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:01.916754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:01.916944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:01.916995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:01.917037] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:01.920715] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:02:01.921025] [INFO ] [FORECASTER] Completed predict_future for MC [2025-11-26T21:02:01.921185] [INFO ] [sig ] MC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:02.076749] [INFO ] [LOCAL ] Saved forecast: MC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MC.txt [2025-11-26T21:02:02.076938] [INFO ] [sig ] [1996/3599] Completed MC in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:02.076994] [INFO ] [sig ] [1997/3599] Forecasting MCBS... [2025-11-26T21:02:02.077036] [INFO ] [sig ] Generating forecast for: MCBS [2025-11-26T21:02:02.077076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'. [2025-11-26T21:02:02.087992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCBS'. [2025-11-26T21:02:02.088324] [INFO ] [FORECASTER] Starting predict_future for MCBS [2025-11-26T21:02:02.089186] [DEBUG] [LOCAL ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt [2025-11-26T21:02:02.089256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:02.089311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:02.089361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:02.089536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:02.147168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:02.148167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:02.148313] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:02.148380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:02.266582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:02.266793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:02.266862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:02.266924] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:02.270613] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=69.34%) [2025-11-26T21:02:02.270962] [INFO ] [FORECASTER] Completed predict_future for MCBS [2025-11-26T21:02:02.271144] [INFO ] [sig ] MCBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:02.413311] [INFO ] [LOCAL ] Saved forecast: MCBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCBS.txt [2025-11-26T21:02:02.413472] [INFO ] [sig ] [1997/3599] Completed MCBS in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:02:02.413527] [INFO ] [sig ] [1998/3599] Forecasting MCHI... [2025-11-26T21:02:02.413570] [INFO ] [sig ] Generating forecast for: MCHI [2025-11-26T21:02:02.413609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'. [2025-11-26T21:02:02.425252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHI'. [2025-11-26T21:02:02.425596] [INFO ] [FORECASTER] Starting predict_future for MCHI [2025-11-26T21:02:02.426503] [DEBUG] [LOCAL ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt [2025-11-26T21:02:02.426581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:02.426668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:02.426737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:02.426843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:02.487149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:02.488137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:02.488253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:02.488323] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:02.614903] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:02.615108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:02.615179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:02.615243] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:02.618699] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-11-26T21:02:02.619020] [INFO ] [FORECASTER] Completed predict_future for MCHI [2025-11-26T21:02:02.619197] [INFO ] [sig ] MCHI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:02.763090] [INFO ] [LOCAL ] Saved forecast: MCHI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCHI.txt [2025-11-26T21:02:02.763318] [INFO ] [sig ] [1998/3599] Completed MCHI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:02:02.763406] [INFO ] [sig ] [1999/3599] Forecasting MCHP... [2025-11-26T21:02:02.763473] [INFO ] [sig ] Generating forecast for: MCHP [2025-11-26T21:02:02.763548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'. [2025-11-26T21:02:02.774945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHP'. [2025-11-26T21:02:02.775280] [INFO ] [FORECASTER] Starting predict_future for MCHP [2025-11-26T21:02:02.776203] [DEBUG] [LOCAL ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt [2025-11-26T21:02:02.776272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:02.776333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:02.776375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:02.776447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:02.836441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:02.837330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:02.837434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:02.837484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:02.961193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:02.961324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:02.961377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:02.961416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:02.964872] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=4.15%) [2025-11-26T21:02:02.965165] [INFO ] [FORECASTER] Completed predict_future for MCHP [2025-11-26T21:02:02.965311] [INFO ] [sig ] MCHP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:03.104967] [INFO ] [LOCAL ] Saved forecast: MCHP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCHP.txt [2025-11-26T21:02:03.105122] [INFO ] [sig ] [1999/3599] Completed MCHP in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:02:03.105184] [INFO ] [sig ] [2000/3599] Forecasting MCHX... [2025-11-26T21:02:03.105224] [INFO ] [sig ] Generating forecast for: MCHX [2025-11-26T21:02:03.105260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'. [2025-11-26T21:02:03.116492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHX'. [2025-11-26T21:02:03.116880] [INFO ] [FORECASTER] Starting predict_future for MCHX [2025-11-26T21:02:03.117801] [DEBUG] [LOCAL ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt [2025-11-26T21:02:03.117876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:03.117920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:03.117960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:03.118096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:03.176455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:03.177268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:03.177371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:03.177424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:03.287621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:03.287821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:03.287875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:03.287913] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:03.291510] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:02:03.291870] [INFO ] [FORECASTER] Completed predict_future for MCHX [2025-11-26T21:02:03.292042] [INFO ] [sig ] MCHX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:03.434822] [INFO ] [LOCAL ] Saved forecast: MCHX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCHX.txt [2025-11-26T21:02:03.434981] [INFO ] [sig ] [2000/3599] Completed MCHX in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:02:03.435036] [INFO ] [sig ] [2001/3599] Forecasting MCI... [2025-11-26T21:02:03.435092] [INFO ] [sig ] Generating forecast for: MCI [2025-11-26T21:02:03.435140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-11-26T21:02:03.446994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCI'. [2025-11-26T21:02:03.447419] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-11-26T21:02:03.448362] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-11-26T21:02:03.448435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:03.448491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:03.448541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:03.448623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:03.508346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:03.509248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:03.509359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:03.509410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:03.627422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:03.627658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:03.627713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:03.627757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:03.631463] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=84.59%) [2025-11-26T21:02:03.631805] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-11-26T21:02:03.631980] [INFO ] [sig ] MCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:03.776439] [INFO ] [LOCAL ] Saved forecast: MCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCI.txt [2025-11-26T21:02:03.776632] [INFO ] [sig ] [2001/3599] Completed MCI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:02:03.776729] [INFO ] [sig ] [2002/3599] Forecasting MCK... [2025-11-26T21:02:03.776782] [INFO ] [sig ] Generating forecast for: MCK [2025-11-26T21:02:03.776837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-11-26T21:02:03.789248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCK'. [2025-11-26T21:02:03.789855] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-11-26T21:02:03.790986] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-11-26T21:02:03.791072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:03.791136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:03.791180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:03.791250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:03.851765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:03.852610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:03.852732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:03.852782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:03.982661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:03.982869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:03.982937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:03.982981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:03.986585] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=99.74%) [2025-11-26T21:02:03.986942] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-11-26T21:02:03.987102] [INFO ] [sig ] MCK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:04.131003] [INFO ] [LOCAL ] Saved forecast: MCK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCK.txt [2025-11-26T21:02:04.131201] [INFO ] [sig ] [2002/3599] Completed MCK in 0.4s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:02:04.131259] [INFO ] [sig ] [2003/3599] Forecasting MCN... [2025-11-26T21:02:04.131313] [INFO ] [sig ] Generating forecast for: MCN [2025-11-26T21:02:04.131359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-11-26T21:02:04.143182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCN'. [2025-11-26T21:02:04.143674] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-11-26T21:02:04.144528] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-11-26T21:02:04.144600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:04.144667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:04.144712] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:04.144783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:04.202363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:04.203285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:04.203409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:04.203456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:04.323459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:04.323692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:04.323752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:04.323796] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:04.327501] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=95.56%) [2025-11-26T21:02:04.327911] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-11-26T21:02:04.328076] [INFO ] [sig ] MCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:04.470750] [INFO ] [LOCAL ] Saved forecast: MCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCN.txt [2025-11-26T21:02:04.470947] [INFO ] [sig ] [2003/3599] Completed MCN in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:04.471004] [INFO ] [sig ] [2004/3599] Forecasting MCRB... [2025-11-26T21:02:04.471046] [INFO ] [sig ] Generating forecast for: MCRB [2025-11-26T21:02:04.471089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'. [2025-11-26T21:02:04.482737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRB'. [2025-11-26T21:02:04.483160] [INFO ] [FORECASTER] Starting predict_future for MCRB [2025-11-26T21:02:04.484045] [DEBUG] [LOCAL ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt [2025-11-26T21:02:04.484117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:04.484163] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:04.484210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:04.484281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:04.541637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:04.542614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:04.542750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:04.542800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:04.660101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:04.660303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:04.660356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:04.660398] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:04.663857] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=88.41%) [2025-11-26T21:02:04.664242] [INFO ] [FORECASTER] Completed predict_future for MCRB [2025-11-26T21:02:04.664403] [INFO ] [sig ] MCRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:04.812303] [INFO ] [LOCAL ] Saved forecast: MCRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCRB.txt [2025-11-26T21:02:04.812494] [INFO ] [sig ] [2004/3599] Completed MCRB in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:04.812550] [INFO ] [sig ] [2005/3599] Forecasting MCRI... [2025-11-26T21:02:04.812592] [INFO ] [sig ] Generating forecast for: MCRI [2025-11-26T21:02:04.812632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'. [2025-11-26T21:02:04.827251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRI'. [2025-11-26T21:02:04.827760] [INFO ] [FORECASTER] Starting predict_future for MCRI [2025-11-26T21:02:04.828603] [DEBUG] [LOCAL ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt [2025-11-26T21:02:04.828692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:04.828739] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:04.828779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:04.828863] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:04.886436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:04.887355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:04.887461] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:04.887525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:05.006131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:05.006345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:05.006398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:05.006441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:05.009929] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=16.00%) [2025-11-26T21:02:05.010263] [INFO ] [FORECASTER] Completed predict_future for MCRI [2025-11-26T21:02:05.010422] [INFO ] [sig ] MCRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:05.152907] [INFO ] [LOCAL ] Saved forecast: MCRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCRI.txt [2025-11-26T21:02:05.153104] [INFO ] [sig ] [2005/3599] Completed MCRI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:05.153159] [INFO ] [sig ] [2006/3599] Forecasting MCS... [2025-11-26T21:02:05.153203] [INFO ] [sig ] Generating forecast for: MCS [2025-11-26T21:02:05.153242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-11-26T21:02:05.164949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCS'. [2025-11-26T21:02:05.165380] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-11-26T21:02:05.166313] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-11-26T21:02:05.166386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:05.166433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:05.166474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:05.166544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:05.225378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:05.226285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:05.226388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:05.226435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:05.347116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:05.347321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:05.347372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:05.347436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:05.350979] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=76.39%) [2025-11-26T21:02:05.351285] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-11-26T21:02:05.351435] [INFO ] [sig ] MCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:05.493323] [INFO ] [LOCAL ] Saved forecast: MCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCS.txt [2025-11-26T21:02:05.493509] [INFO ] [sig ] [2006/3599] Completed MCS in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:05.493566] [INFO ] [sig ] [2007/3599] Forecasting MCY... [2025-11-26T21:02:05.493613] [INFO ] [sig ] Generating forecast for: MCY [2025-11-26T21:02:05.493688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-11-26T21:02:05.505135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCY'. [2025-11-26T21:02:05.505582] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-11-26T21:02:05.506501] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-11-26T21:02:05.506578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:05.506697] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:05.506758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:05.506829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:05.566109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:05.567007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:05.567110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:05.567161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:05.684312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:05.684533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:05.684602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:05.684679] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:05.688256] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=12.08%) [2025-11-26T21:02:05.688575] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-11-26T21:02:05.688764] [INFO ] [sig ] MCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:05.834678] [INFO ] [LOCAL ] Saved forecast: MCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCY.txt [2025-11-26T21:02:05.834894] [INFO ] [sig ] [2007/3599] Completed MCY in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:05.834956] [INFO ] [sig ] [2008/3599] Forecasting MD... [2025-11-26T21:02:05.835004] [INFO ] [sig ] Generating forecast for: MD [2025-11-26T21:02:05.835049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-11-26T21:02:05.847498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MD'. [2025-11-26T21:02:05.847916] [INFO ] [FORECASTER] Starting predict_future for MD [2025-11-26T21:02:05.848767] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-11-26T21:02:05.848836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:05.848886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:05.848923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:05.848989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:05.906990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:05.907923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:05.908024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:05.908068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:06.030299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:06.030498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:06.030560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:06.030613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:06.034184] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-11-26T21:02:06.034497] [INFO ] [FORECASTER] Completed predict_future for MD [2025-11-26T21:02:06.034692] [INFO ] [sig ] MD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:06.179661] [INFO ] [LOCAL ] Saved forecast: MD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MD.txt [2025-11-26T21:02:06.179915] [INFO ] [sig ] [2008/3599] Completed MD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:06.180001] [INFO ] [sig ] [2009/3599] Forecasting MDAI... [2025-11-26T21:02:06.180073] [INFO ] [sig ] Generating forecast for: MDAI [2025-11-26T21:02:06.180150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'. [2025-11-26T21:02:06.191633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDAI'. [2025-11-26T21:02:06.192041] [INFO ] [FORECASTER] Starting predict_future for MDAI [2025-11-26T21:02:06.192898] [DEBUG] [LOCAL ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt [2025-11-26T21:02:06.192967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:06.193012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:06.193051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:06.193116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:06.251481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:06.252410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:06.252514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:06.252560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:06.370357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:06.370551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:06.370603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:06.370661] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:06.374121] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=95.31%) [2025-11-26T21:02:06.374450] [INFO ] [FORECASTER] Completed predict_future for MDAI [2025-11-26T21:02:06.374603] [INFO ] [sig ] MDAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:06.517442] [INFO ] [LOCAL ] Saved forecast: MDAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDAI.txt [2025-11-26T21:02:06.517669] [INFO ] [sig ] [2009/3599] Completed MDAI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:06.517727] [INFO ] [sig ] [2010/3599] Forecasting MDB... [2025-11-26T21:02:06.517771] [INFO ] [sig ] Generating forecast for: MDB [2025-11-26T21:02:06.517815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'. [2025-11-26T21:02:06.529440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDB'. [2025-11-26T21:02:06.529836] [INFO ] [FORECASTER] Starting predict_future for MDB [2025-11-26T21:02:06.530704] [DEBUG] [LOCAL ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt [2025-11-26T21:02:06.530771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:06.530817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:06.530857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:06.530939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:06.591105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:06.592054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:06.592159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:06.592215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:06.720432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:06.720670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:06.720732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:06.720774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:06.724291] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=57.38%) [2025-11-26T21:02:06.724608] [INFO ] [FORECASTER] Completed predict_future for MDB [2025-11-26T21:02:06.724778] [INFO ] [sig ] MDB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:06.867845] [INFO ] [LOCAL ] Saved forecast: MDB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDB.txt [2025-11-26T21:02:06.868037] [INFO ] [sig ] [2010/3599] Completed MDB in 0.4s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:06.868098] [INFO ] [sig ] [2011/3599] Forecasting MDGL... [2025-11-26T21:02:06.868150] [INFO ] [sig ] Generating forecast for: MDGL [2025-11-26T21:02:06.868254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'. [2025-11-26T21:02:06.879712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDGL'. [2025-11-26T21:02:06.880102] [INFO ] [FORECASTER] Starting predict_future for MDGL [2025-11-26T21:02:06.880996] [DEBUG] [LOCAL ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt [2025-11-26T21:02:06.881076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:06.881165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:06.881223] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:06.881338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:06.942372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:06.943303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:06.943408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:06.943467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:07.063071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:07.063264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:07.063325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:07.063365] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:07.066826] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=13.98%) [2025-11-26T21:02:07.067154] [INFO ] [FORECASTER] Completed predict_future for MDGL [2025-11-26T21:02:07.067319] [INFO ] [sig ] MDGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:07.212585] [INFO ] [LOCAL ] Saved forecast: MDGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MDGL.txt [2025-11-26T21:02:07.212803] [INFO ] [sig ] [2011/3599] Completed MDGL in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:07.212859] [INFO ] [sig ] [2012/3599] Forecasting MDLZ... [2025-11-26T21:02:07.212903] [INFO ] [sig ] Generating forecast for: MDLZ [2025-11-26T21:02:07.212944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'. [2025-11-26T21:02:07.223232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'. [2025-11-26T21:02:07.223557] [INFO ] [FORECASTER] Starting predict_future for MDLZ [2025-11-26T21:02:07.224538] [DEBUG] [LOCAL ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt [2025-11-26T21:02:07.224620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:07.224685] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:07.224726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:07.224792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:07.281386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:07.282051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:07.282145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:07.282190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:07.401091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:07.401260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:07.401311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:07.401347] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:07.404785] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=10.36%) [2025-11-26T21:02:07.405096] [INFO ] [FORECASTER] Completed predict_future for MDLZ [2025-11-26T21:02:07.405249] [INFO ] [sig ] MDLZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:07.548988] [INFO ] [LOCAL ] Saved forecast: MDLZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MDLZ.txt [2025-11-26T21:02:07.549177] [INFO ] [sig ] [2012/3599] Completed MDLZ in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:07.549241] [INFO ] [sig ] [2013/3599] Forecasting MDWD... [2025-11-26T21:02:07.549284] [INFO ] [sig ] Generating forecast for: MDWD [2025-11-26T21:02:07.549327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'. [2025-11-26T21:02:07.560535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDWD'. [2025-11-26T21:02:07.560932] [INFO ] [FORECASTER] Starting predict_future for MDWD [2025-11-26T21:02:07.561793] [DEBUG] [LOCAL ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt [2025-11-26T21:02:07.561861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:07.561906] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:07.561945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:07.562011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:07.619687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:07.620588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:07.620710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:07.620760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:07.736109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:07.736307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:07.736360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:07.736402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:07.740374] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=20.03%) [2025-11-26T21:02:07.740698] [INFO ] [FORECASTER] Completed predict_future for MDWD [2025-11-26T21:02:07.740851] [INFO ] [sig ] MDWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:07.884748] [INFO ] [LOCAL ] Saved forecast: MDWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MDWD.txt [2025-11-26T21:02:07.884955] [INFO ] [sig ] [2013/3599] Completed MDWD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:07.885034] [INFO ] [sig ] [2014/3599] Forecasting MDXG... [2025-11-26T21:02:07.885105] [INFO ] [sig ] Generating forecast for: MDXG [2025-11-26T21:02:07.885172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'. [2025-11-26T21:02:07.896863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXG'. [2025-11-26T21:02:07.897308] [INFO ] [FORECASTER] Starting predict_future for MDXG [2025-11-26T21:02:07.898277] [DEBUG] [LOCAL ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt [2025-11-26T21:02:07.898350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:07.898396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:07.898438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:07.898507] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:07.965629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:07.966830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:07.966962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:07.967028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:08.095087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:08.095293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:08.095347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:08.095388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:08.098959] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=78.32%) [2025-11-26T21:02:08.099283] [INFO ] [FORECASTER] Completed predict_future for MDXG [2025-11-26T21:02:08.099440] [INFO ] [sig ] MDXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:08.292952] [INFO ] [LOCAL ] Saved forecast: MDXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDXG.txt [2025-11-26T21:02:08.293217] [INFO ] [sig ] [2014/3599] Completed MDXG in 0.4s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:02:08.293293] [INFO ] [sig ] [2015/3599] Forecasting MDXH... [2025-11-26T21:02:08.293348] [INFO ] [sig ] Generating forecast for: MDXH [2025-11-26T21:02:08.293401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'. [2025-11-26T21:02:08.310955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXH'. [2025-11-26T21:02:08.311552] [INFO ] [FORECASTER] Starting predict_future for MDXH [2025-11-26T21:02:08.312865] [DEBUG] [LOCAL ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt [2025-11-26T21:02:08.312959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:08.313036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:08.313105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:08.313226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:08.386476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:08.387735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:08.387857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:08.387898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:08.544225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:08.544477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:08.544551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:08.544605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:08.549459] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=57.81%) [2025-11-26T21:02:08.550052] [INFO ] [FORECASTER] Completed predict_future for MDXH [2025-11-26T21:02:08.550288] [INFO ] [sig ] MDXH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:08.768337] [INFO ] [LOCAL ] Saved forecast: MDXH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDXH.txt [2025-11-26T21:02:08.770245] [INFO ] [sig ] [2015/3599] Completed MDXH in 0.5s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:02:08.770357] [INFO ] [sig ] [2016/3599] Forecasting MEC... [2025-11-26T21:02:08.770431] [INFO ] [sig ] Generating forecast for: MEC [2025-11-26T21:02:08.770501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-11-26T21:02:08.790713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEC'. [2025-11-26T21:02:08.791214] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-11-26T21:02:08.792339] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-11-26T21:02:08.792439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:08.792504] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:08.792559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:08.792691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:08.865451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:08.866698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:08.866858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:08.866939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:09.007001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:09.007224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:09.007282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:09.007325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:09.011233] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=38.95%) [2025-11-26T21:02:09.011605] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-11-26T21:02:09.011789] [INFO ] [sig ] MEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:09.194967] [INFO ] [LOCAL ] Saved forecast: MEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEC.txt [2025-11-26T21:02:09.195158] [INFO ] [sig ] [2016/3599] Completed MEC in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:02:09.195209] [INFO ] [sig ] [2017/3599] Forecasting MED... [2025-11-26T21:02:09.195254] [INFO ] [sig ] Generating forecast for: MED [2025-11-26T21:02:09.195296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-11-26T21:02:09.207425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MED'. [2025-11-26T21:02:09.207891] [INFO ] [FORECASTER] Starting predict_future for MED [2025-11-26T21:02:09.208806] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-11-26T21:02:09.208876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:09.208921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:09.208960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:09.209030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:09.266910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:09.267888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:09.267992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:09.268040] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:09.390030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:09.390223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:09.390275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:09.390317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:09.393784] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=17.87%) [2025-11-26T21:02:09.394111] [INFO ] [FORECASTER] Completed predict_future for MED [2025-11-26T21:02:09.394258] [INFO ] [sig ] MED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:09.541138] [INFO ] [LOCAL ] Saved forecast: MED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MED.txt [2025-11-26T21:02:09.541364] [INFO ] [sig ] [2017/3599] Completed MED in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:02:09.541440] [INFO ] [sig ] [2018/3599] Forecasting MEDP... [2025-11-26T21:02:09.541509] [INFO ] [sig ] Generating forecast for: MEDP [2025-11-26T21:02:09.541577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'. [2025-11-26T21:02:09.552933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEDP'. [2025-11-26T21:02:09.553356] [INFO ] [FORECASTER] Starting predict_future for MEDP [2025-11-26T21:02:09.554298] [DEBUG] [LOCAL ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt [2025-11-26T21:02:09.554373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:09.554429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:09.554479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:09.554557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:09.616186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:09.617171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:09.617292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:09.617346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:09.742956] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:09.743156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:09.743211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:09.743257] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:09.746913] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-11-26T21:02:09.747239] [INFO ] [FORECASTER] Completed predict_future for MEDP [2025-11-26T21:02:09.747397] [INFO ] [sig ] MEDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:09.898071] [INFO ] [LOCAL ] Saved forecast: MEDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEDP.txt [2025-11-26T21:02:09.898299] [INFO ] [sig ] [2018/3599] Completed MEDP in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:02:09.898386] [INFO ] [sig ] [2019/3599] Forecasting MEG... [2025-11-26T21:02:09.898438] [INFO ] [sig ] Generating forecast for: MEG [2025-11-26T21:02:09.898482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-11-26T21:02:09.910370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEG'. [2025-11-26T21:02:09.910833] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-11-26T21:02:09.911731] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-11-26T21:02:09.911804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:09.911852] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:09.911894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:09.911964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:09.968270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:09.969207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:09.969307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:09.969355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:10.090176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:10.090398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:10.090456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:10.090500] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:10.094046] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-11-26T21:02:10.094379] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-11-26T21:02:10.094538] [INFO ] [sig ] MEG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:10.235710] [INFO ] [LOCAL ] Saved forecast: MEG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEG.txt [2025-11-26T21:02:10.235880] [INFO ] [sig ] [2019/3599] Completed MEG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:02:10.235937] [INFO ] [sig ] [2020/3599] Forecasting MEGI... [2025-11-26T21:02:10.235983] [INFO ] [sig ] Generating forecast for: MEGI [2025-11-26T21:02:10.236027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-11-26T21:02:10.248498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGI'. [2025-11-26T21:02:10.248901] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-11-26T21:02:10.249800] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-11-26T21:02:10.249872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:10.249922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:10.249964] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:10.250045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:10.314314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:10.315259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:10.315363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:10.315413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:10.439324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:10.439514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:10.439568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:10.439611] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:10.443145] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=44.79%) [2025-11-26T21:02:10.443447] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-11-26T21:02:10.443598] [INFO ] [sig ] MEGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:10.589055] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEGI.txt [2025-11-26T21:02:10.589220] [INFO ] [sig ] [2020/3599] Completed MEGI in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:02:10.589275] [INFO ] [sig ] [2021/3599] Forecasting MEGL... [2025-11-26T21:02:10.589319] [INFO ] [sig ] Generating forecast for: MEGL [2025-11-26T21:02:10.589361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'. [2025-11-26T21:02:10.602960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGL'. [2025-11-26T21:02:10.604559] [INFO ] [FORECASTER] Starting predict_future for MEGL [2025-11-26T21:02:10.607004] [DEBUG] [LOCAL ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt [2025-11-26T21:02:10.607169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:10.607251] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:10.607326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:10.607454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:10.679620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:10.680893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:10.681018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:10.681096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:10.799420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:10.799706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:10.799785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:10.799842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:10.803836] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=53.00%) [2025-11-26T21:02:10.804175] [INFO ] [FORECASTER] Completed predict_future for MEGL [2025-11-26T21:02:10.804344] [INFO ] [sig ] MEGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:10.952630] [INFO ] [LOCAL ] Saved forecast: MEGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MEGL.txt [2025-11-26T21:02:10.952853] [INFO ] [sig ] [2021/3599] Completed MEGL in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:10.952909] [INFO ] [sig ] [2022/3599] Forecasting MEI... [2025-11-26T21:02:10.952954] [INFO ] [sig ] Generating forecast for: MEI [2025-11-26T21:02:10.952996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-11-26T21:02:10.964964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEI'. [2025-11-26T21:02:10.965456] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-11-26T21:02:10.966421] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-11-26T21:02:10.966503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:10.966548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:10.966587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:10.966682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:11.024295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:11.025296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:11.025421] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:11.025475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:11.150078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:11.150310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:11.150366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:11.150409] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:11.154082] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=37.21%) [2025-11-26T21:02:11.154461] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-11-26T21:02:11.154627] [INFO ] [sig ] MEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:11.300573] [INFO ] [LOCAL ] Saved forecast: MEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEI.txt [2025-11-26T21:02:11.300790] [INFO ] [sig ] [2022/3599] Completed MEI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:11.300848] [INFO ] [sig ] [2023/3599] Forecasting MELI... [2025-11-26T21:02:11.300890] [INFO ] [sig ] Generating forecast for: MELI [2025-11-26T21:02:11.300931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'. [2025-11-26T21:02:11.312515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MELI'. [2025-11-26T21:02:11.313089] [INFO ] [FORECASTER] Starting predict_future for MELI [2025-11-26T21:02:11.313935] [DEBUG] [LOCAL ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt [2025-11-26T21:02:11.314004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:11.314067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:11.314109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:11.314178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:11.371196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:11.372178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:11.372320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:11.372367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:11.498251] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:11.498470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:11.498534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:11.498577] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:11.502410] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-11-26T21:02:11.502747] [INFO ] [FORECASTER] Completed predict_future for MELI [2025-11-26T21:02:11.502899] [INFO ] [sig ] MELI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:11.649034] [INFO ] [LOCAL ] Saved forecast: MELI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MELI.txt [2025-11-26T21:02:11.649232] [INFO ] [sig ] [2023/3599] Completed MELI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:11.649290] [INFO ] [sig ] [2024/3599] Forecasting MEOH... [2025-11-26T21:02:11.649340] [INFO ] [sig ] Generating forecast for: MEOH [2025-11-26T21:02:11.649402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'. [2025-11-26T21:02:11.661314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEOH'. [2025-11-26T21:02:11.661793] [INFO ] [FORECASTER] Starting predict_future for MEOH [2025-11-26T21:02:11.662718] [DEBUG] [LOCAL ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt [2025-11-26T21:02:11.662787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:11.662834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:11.662874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:11.662943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:11.722627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:11.723623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:11.723773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:11.723823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:11.851184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:11.851387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:11.851443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:11.851479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:11.855061] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=7.33%) [2025-11-26T21:02:11.855367] [INFO ] [FORECASTER] Completed predict_future for MEOH [2025-11-26T21:02:11.855521] [INFO ] [sig ] MEOH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:11.998462] [INFO ] [LOCAL ] Saved forecast: MEOH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEOH.txt [2025-11-26T21:02:11.998693] [INFO ] [sig ] [2024/3599] Completed MEOH in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:11.998752] [INFO ] [sig ] [2025/3599] Forecasting MERC... [2025-11-26T21:02:11.998796] [INFO ] [sig ] Generating forecast for: MERC [2025-11-26T21:02:11.998837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'. [2025-11-26T21:02:12.013918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MERC'. [2025-11-26T21:02:12.014323] [INFO ] [FORECASTER] Starting predict_future for MERC [2025-11-26T21:02:12.015671] [DEBUG] [LOCAL ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt [2025-11-26T21:02:12.015760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:12.015831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:12.015893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:12.015998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:12.075758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:12.076686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:12.076805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:12.076881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:12.200455] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:12.200667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:12.200768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:12.200833] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:12.204386] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=16.34%) [2025-11-26T21:02:12.204755] [INFO ] [FORECASTER] Completed predict_future for MERC [2025-11-26T21:02:12.204939] [INFO ] [sig ] MERC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:12.350979] [INFO ] [LOCAL ] Saved forecast: MERC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MERC.txt [2025-11-26T21:02:12.351200] [INFO ] [sig ] [2025/3599] Completed MERC in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:12.351291] [INFO ] [sig ] [2026/3599] Forecasting META... [2025-11-26T21:02:12.351346] [INFO ] [sig ] Generating forecast for: META [2025-11-26T21:02:12.351398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'. [2025-11-26T21:02:12.363145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'META'. [2025-11-26T21:02:12.363555] [INFO ] [FORECASTER] Starting predict_future for META [2025-11-26T21:02:12.364404] [DEBUG] [LOCAL ] No optimal features file found for META: ./output/feature-sets/META.txt [2025-11-26T21:02:12.364473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:12.364528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:12.364570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:12.364673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:12.421980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:12.422922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:12.423029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:12.423085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:12.548378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:12.548572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:12.548628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:12.548693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:12.552348] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-11-26T21:02:12.552699] [INFO ] [FORECASTER] Completed predict_future for META [2025-11-26T21:02:12.552861] [INFO ] [sig ] META: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:12.701008] [INFO ] [LOCAL ] Saved forecast: META 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/META.txt [2025-11-26T21:02:12.701178] [INFO ] [sig ] [2026/3599] Completed META in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:12.701289] [INFO ] [sig ] [2027/3599] Forecasting METC... [2025-11-26T21:02:12.701350] [INFO ] [sig ] Generating forecast for: METC [2025-11-26T21:02:12.701429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'. [2025-11-26T21:02:12.712780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METC'. [2025-11-26T21:02:12.713124] [INFO ] [FORECASTER] Starting predict_future for METC [2025-11-26T21:02:12.713985] [DEBUG] [LOCAL ] No optimal features file found for METC: ./output/feature-sets/METC.txt [2025-11-26T21:02:12.714059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:12.714105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:12.714144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:12.714212] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:12.771023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:12.771825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:12.771923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:12.771969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:12.887213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:12.887396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:12.887450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:12.887492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:12.890948] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=8.83%) [2025-11-26T21:02:12.891245] [INFO ] [FORECASTER] Completed predict_future for METC [2025-11-26T21:02:12.891388] [INFO ] [sig ] METC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:13.032879] [INFO ] [LOCAL ] Saved forecast: METC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/METC.txt [2025-11-26T21:02:13.033079] [INFO ] [sig ] [2027/3599] Completed METC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:13.033158] [INFO ] [sig ] [2028/3599] Forecasting METCB... [2025-11-26T21:02:13.033227] [INFO ] [sig ] Generating forecast for: METCB [2025-11-26T21:02:13.033292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'. [2025-11-26T21:02:13.044706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METCB'. [2025-11-26T21:02:13.045056] [INFO ] [FORECASTER] Starting predict_future for METCB [2025-11-26T21:02:13.045988] [DEBUG] [LOCAL ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt [2025-11-26T21:02:13.046060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:13.046107] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:13.046151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:13.046238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:13.105905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:13.106751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:13.106856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:13.106927] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:13.238093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:13.238292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:13.238364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:13.238431] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:13.242016] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=9.87%) [2025-11-26T21:02:13.242343] [INFO ] [FORECASTER] Completed predict_future for METCB [2025-11-26T21:02:13.242538] [INFO ] [sig ] METCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:13.386223] [INFO ] [LOCAL ] Saved forecast: METCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/METCB.txt [2025-11-26T21:02:13.386427] [INFO ] [sig ] [2028/3599] Completed METCB in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:13.386513] [INFO ] [sig ] [2029/3599] Forecasting METD... [2025-11-26T21:02:13.386576] [INFO ] [sig ] Generating forecast for: METD [2025-11-26T21:02:13.386672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'. [2025-11-26T21:02:13.398275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METD'. [2025-11-26T21:02:13.398635] [INFO ] [FORECASTER] Starting predict_future for METD [2025-11-26T21:02:13.399545] [DEBUG] [LOCAL ] No optimal features file found for METD: ./output/feature-sets/METD.txt [2025-11-26T21:02:13.399616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:13.399689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:13.399742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:13.399826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:13.458988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:13.459840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:13.459941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:13.459990] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:13.579814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:13.580008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:13.580066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:13.580120] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:13.583750] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=86.48%) [2025-11-26T21:02:13.584085] [INFO ] [FORECASTER] Completed predict_future for METD [2025-11-26T21:02:13.584260] [INFO ] [sig ] METD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:13.731855] [INFO ] [LOCAL ] Saved forecast: METD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/METD.txt [2025-11-26T21:02:13.732084] [INFO ] [sig ] [2029/3599] Completed METD in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:13.732158] [INFO ] [sig ] [2030/3599] Forecasting MFA... [2025-11-26T21:02:13.732219] [INFO ] [sig ] Generating forecast for: MFA [2025-11-26T21:02:13.732277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-11-26T21:02:13.744304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFA'. [2025-11-26T21:02:13.744763] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-11-26T21:02:13.745710] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-11-26T21:02:13.745782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:13.745830] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:13.745870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:13.745938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:13.803888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:13.804817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:13.804918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:13.804964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:13.926325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:13.926510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:13.926587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:13.926630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:13.930117] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=16.13%) [2025-11-26T21:02:13.930409] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-11-26T21:02:13.930552] [INFO ] [sig ] MFA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:14.071300] [INFO ] [LOCAL ] Saved forecast: MFA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFA.txt [2025-11-26T21:02:14.071492] [INFO ] [sig ] [2030/3599] Completed MFA in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:14.071570] [INFO ] [sig ] [2031/3599] Forecasting MFC... [2025-11-26T21:02:14.071631] [INFO ] [sig ] Generating forecast for: MFC [2025-11-26T21:02:14.071713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-11-26T21:02:14.083234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFC'. [2025-11-26T21:02:14.083592] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-11-26T21:02:14.084486] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-11-26T21:02:14.084566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:14.084636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:14.084721] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:14.084827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:14.143632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:14.144479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:14.144585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:14.144660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:14.267074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:14.267284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:14.267359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:14.267424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:14.271001] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=29.78%) [2025-11-26T21:02:14.271318] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-11-26T21:02:14.271492] [INFO ] [sig ] MFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:14.412788] [INFO ] [LOCAL ] Saved forecast: MFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFC.txt [2025-11-26T21:02:14.412980] [INFO ] [sig ] [2031/3599] Completed MFC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:02:14.413055] [INFO ] [sig ] [2032/3599] Forecasting MFG... [2025-11-26T21:02:14.413122] [INFO ] [sig ] Generating forecast for: MFG [2025-11-26T21:02:14.413190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-11-26T21:02:14.424729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFG'. [2025-11-26T21:02:14.425115] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-11-26T21:02:14.426011] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-11-26T21:02:14.426090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:14.426159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:14.426221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:14.426328] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:14.485565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:14.486429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:14.486546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:14.486614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:14.614555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:14.614786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:14.614858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:14.614954] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:14.618622] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=29.27%) [2025-11-26T21:02:14.618964] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-11-26T21:02:14.619153] [INFO ] [sig ] MFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:14.760033] [INFO ] [LOCAL ] Saved forecast: MFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFG.txt [2025-11-26T21:02:14.760201] [INFO ] [sig ] [2032/3599] Completed MFG in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:14.760256] [INFO ] [sig ] [2033/3599] Forecasting MFI... [2025-11-26T21:02:14.760300] [INFO ] [sig ] Generating forecast for: MFI [2025-11-26T21:02:14.760341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'. [2025-11-26T21:02:14.771217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFI'. [2025-11-26T21:02:14.771604] [INFO ] [FORECASTER] Starting predict_future for MFI [2025-11-26T21:02:14.772461] [DEBUG] [LOCAL ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt [2025-11-26T21:02:14.772531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:14.772576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:14.772615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:14.772708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:14.830362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:14.831064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:14.831159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:14.831204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:14.948467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:14.948685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:14.948742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:14.948786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:14.952277] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=79.86%) [2025-11-26T21:02:14.952579] [INFO ] [FORECASTER] Completed predict_future for MFI [2025-11-26T21:02:14.952756] [INFO ] [sig ] MFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:15.094603] [INFO ] [LOCAL ] Saved forecast: MFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MFI.txt [2025-11-26T21:02:15.094782] [INFO ] [sig ] [2033/3599] Completed MFI in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:15.094837] [INFO ] [sig ] [2034/3599] Forecasting MFIC... [2025-11-26T21:02:15.094881] [INFO ] [sig ] Generating forecast for: MFIC [2025-11-26T21:02:15.094922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'. [2025-11-26T21:02:15.106748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIC'. [2025-11-26T21:02:15.107056] [INFO ] [FORECASTER] Starting predict_future for MFIC [2025-11-26T21:02:15.107951] [DEBUG] [LOCAL ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt [2025-11-26T21:02:15.108022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:15.108108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:15.108154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:15.108223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:15.167718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:15.168547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:15.168673] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:15.168723] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:15.290765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:15.290960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:15.291010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:15.291053] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:15.294699] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=9.59%) [2025-11-26T21:02:15.295021] [INFO ] [FORECASTER] Completed predict_future for MFIC [2025-11-26T21:02:15.295180] [INFO ] [sig ] MFIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:15.443756] [INFO ] [LOCAL ] Saved forecast: MFIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFIC.txt [2025-11-26T21:02:15.443957] [INFO ] [sig ] [2034/3599] Completed MFIC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:15.444014] [INFO ] [sig ] [2035/3599] Forecasting MFIN... [2025-11-26T21:02:15.444060] [INFO ] [sig ] Generating forecast for: MFIN [2025-11-26T21:02:15.444102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'. [2025-11-26T21:02:15.455451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIN'. [2025-11-26T21:02:15.455885] [INFO ] [FORECASTER] Starting predict_future for MFIN [2025-11-26T21:02:15.456790] [DEBUG] [LOCAL ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt [2025-11-26T21:02:15.456859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:15.456907] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:15.456949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:15.457018] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:15.517222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:15.518199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:15.518310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:15.518359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:15.643182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:15.643391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:15.643447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:15.643490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:15.647082] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=62.77%) [2025-11-26T21:02:15.647407] [INFO ] [FORECASTER] Completed predict_future for MFIN [2025-11-26T21:02:15.647593] [INFO ] [sig ] MFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:15.791168] [INFO ] [LOCAL ] Saved forecast: MFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MFIN.txt [2025-11-26T21:02:15.791359] [INFO ] [sig ] [2035/3599] Completed MFIN in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:15.791419] [INFO ] [sig ] [2036/3599] Forecasting MFM... [2025-11-26T21:02:15.791463] [INFO ] [sig ] Generating forecast for: MFM [2025-11-26T21:02:15.791506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-11-26T21:02:15.802785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFM'. [2025-11-26T21:02:15.803189] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-11-26T21:02:15.804113] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-11-26T21:02:15.804201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:15.804269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:15.804326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:15.804425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:15.862503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:15.863464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:15.863570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:15.863627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:15.980561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:15.980783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:15.980838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:15.980881] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:15.984406] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-11-26T21:02:15.984744] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-11-26T21:02:15.984899] [INFO ] [sig ] MFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:16.134771] [INFO ] [LOCAL ] Saved forecast: MFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFM.txt [2025-11-26T21:02:16.134995] [INFO ] [sig ] [2036/3599] Completed MFM in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:16.135051] [INFO ] [sig ] [2037/3599] Forecasting MG... [2025-11-26T21:02:16.135094] [INFO ] [sig ] Generating forecast for: MG [2025-11-26T21:02:16.135139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-11-26T21:02:16.146421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MG'. [2025-11-26T21:02:16.146863] [INFO ] [FORECASTER] Starting predict_future for MG [2025-11-26T21:02:16.147855] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-11-26T21:02:16.147938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:16.147995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:16.148040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:16.148133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:16.208432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:16.209426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:16.209538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:16.209595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:16.327778] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:16.327979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:16.328048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:16.328112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:16.331616] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-11-26T21:02:16.331958] [INFO ] [FORECASTER] Completed predict_future for MG [2025-11-26T21:02:16.332128] [INFO ] [sig ] MG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:16.477662] [INFO ] [LOCAL ] Saved forecast: MG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MG.txt [2025-11-26T21:02:16.477863] [INFO ] [sig ] [2037/3599] Completed MG in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:16.477944] [INFO ] [sig ] [2038/3599] Forecasting MGA... [2025-11-26T21:02:16.478022] [INFO ] [sig ] Generating forecast for: MGA [2025-11-26T21:02:16.478084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-11-26T21:02:16.489504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGA'. [2025-11-26T21:02:16.489897] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-11-26T21:02:16.490817] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-11-26T21:02:16.490892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:16.490958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:16.491024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:16.491127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:16.549294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:16.550093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:16.550208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:16.550276] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:16.674493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:16.674726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:16.674805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:16.674868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:16.678445] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=45.12%) [2025-11-26T21:02:16.678803] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-11-26T21:02:16.678982] [INFO ] [sig ] MGA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:16.821156] [INFO ] [LOCAL ] Saved forecast: MGA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGA.txt [2025-11-26T21:02:16.821353] [INFO ] [sig ] [2038/3599] Completed MGA in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:02:16.821414] [INFO ] [sig ] [2039/3599] Forecasting MGEE... [2025-11-26T21:02:16.821461] [INFO ] [sig ] Generating forecast for: MGEE [2025-11-26T21:02:16.821506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'. [2025-11-26T21:02:16.833535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGEE'. [2025-11-26T21:02:16.834000] [INFO ] [FORECASTER] Starting predict_future for MGEE [2025-11-26T21:02:16.834865] [DEBUG] [LOCAL ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt [2025-11-26T21:02:16.834938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:16.834987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:16.835029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:16.835098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:16.906949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:16.907940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:16.908051] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:16.908103] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:17.033727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:17.033973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:17.034031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:17.034085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:17.038048] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-11-26T21:02:17.038532] [INFO ] [FORECASTER] Completed predict_future for MGEE [2025-11-26T21:02:17.038786] [INFO ] [sig ] MGEE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:17.186635] [INFO ] [LOCAL ] Saved forecast: MGEE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGEE.txt [2025-11-26T21:02:17.186854] [INFO ] [sig ] [2039/3599] Completed MGEE in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:17.186911] [INFO ] [sig ] [2040/3599] Forecasting MGIC... [2025-11-26T21:02:17.186955] [INFO ] [sig ] Generating forecast for: MGIC [2025-11-26T21:02:17.186997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'. [2025-11-26T21:02:17.199019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGIC'. [2025-11-26T21:02:17.199485] [INFO ] [FORECASTER] Starting predict_future for MGIC [2025-11-26T21:02:17.200386] [DEBUG] [LOCAL ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt [2025-11-26T21:02:17.200456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:17.200501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:17.200539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:17.200606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:17.260106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:17.261055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:17.261167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:17.261217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:17.396469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:17.396733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:17.396803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:17.396849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:17.400984] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-11-26T21:02:17.401453] [INFO ] [FORECASTER] Completed predict_future for MGIC [2025-11-26T21:02:17.401633] [INFO ] [sig ] MGIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:17.555047] [INFO ] [LOCAL ] Saved forecast: MGIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGIC.txt [2025-11-26T21:02:17.555232] [INFO ] [sig ] [2040/3599] Completed MGIC in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:17.555288] [INFO ] [sig ] [2041/3599] Forecasting MGM... [2025-11-26T21:02:17.555338] [INFO ] [sig ] Generating forecast for: MGM [2025-11-26T21:02:17.555382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-11-26T21:02:17.567036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGM'. [2025-11-26T21:02:17.567477] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-11-26T21:02:17.568359] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-11-26T21:02:17.568430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:17.568476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:17.568508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:17.568579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:17.627314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:17.628285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:17.628394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:17.628443] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:17.759159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:17.759425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:17.759484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:17.759567] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:17.763499] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=14.57%) [2025-11-26T21:02:17.763880] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-11-26T21:02:17.764039] [INFO ] [sig ] MGM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:17.913276] [INFO ] [LOCAL ] Saved forecast: MGM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGM.txt [2025-11-26T21:02:17.913492] [INFO ] [sig ] [2041/3599] Completed MGM in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:17.913551] [INFO ] [sig ] [2042/3599] Forecasting MGNI... [2025-11-26T21:02:17.913594] [INFO ] [sig ] Generating forecast for: MGNI [2025-11-26T21:02:17.913634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'. [2025-11-26T21:02:17.925098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNI'. [2025-11-26T21:02:17.925504] [INFO ] [FORECASTER] Starting predict_future for MGNI [2025-11-26T21:02:17.926371] [DEBUG] [LOCAL ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt [2025-11-26T21:02:17.926442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:17.926490] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:17.926531] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:17.926602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:17.985399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:17.986392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:17.986503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:17.986552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:18.114343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:18.114543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:18.114599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:18.114657] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:18.118199] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=85.17%) [2025-11-26T21:02:18.118513] [INFO ] [FORECASTER] Completed predict_future for MGNI [2025-11-26T21:02:18.118700] [INFO ] [sig ] MGNI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:18.267026] [INFO ] [LOCAL ] Saved forecast: MGNI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGNI.txt [2025-11-26T21:02:18.267222] [INFO ] [sig ] [2042/3599] Completed MGNI in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:18.267278] [INFO ] [sig ] [2043/3599] Forecasting MGNX... [2025-11-26T21:02:18.267498] [INFO ] [sig ] Generating forecast for: MGNX [2025-11-26T21:02:18.267568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'. [2025-11-26T21:02:18.279719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNX'. [2025-11-26T21:02:18.280116] [INFO ] [FORECASTER] Starting predict_future for MGNX [2025-11-26T21:02:18.281147] [DEBUG] [LOCAL ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt [2025-11-26T21:02:18.281222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:18.281267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:18.281306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:18.281374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:18.343160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:18.344086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:18.344190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:18.344262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:18.475079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:18.475290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:18.475345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:18.475387] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:18.479075] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-11-26T21:02:18.479470] [INFO ] [FORECASTER] Completed predict_future for MGNX [2025-11-26T21:02:18.479667] [INFO ] [sig ] MGNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:18.630676] [INFO ] [LOCAL ] Saved forecast: MGNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGNX.txt [2025-11-26T21:02:18.630894] [INFO ] [sig ] [2043/3599] Completed MGNX in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:18.630974] [INFO ] [sig ] [2044/3599] Forecasting MGPI... [2025-11-26T21:02:18.631036] [INFO ] [sig ] Generating forecast for: MGPI [2025-11-26T21:02:18.631100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'. [2025-11-26T21:02:18.642371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGPI'. [2025-11-26T21:02:18.642800] [INFO ] [FORECASTER] Starting predict_future for MGPI [2025-11-26T21:02:18.643682] [DEBUG] [LOCAL ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt [2025-11-26T21:02:18.643760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:18.643828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:18.643898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:18.643982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:18.703666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:18.704591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:18.704743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:18.704839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:18.834678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:18.834865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:18.834920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:18.834963] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:18.838716] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=10.17%) [2025-11-26T21:02:18.839033] [INFO ] [FORECASTER] Completed predict_future for MGPI [2025-11-26T21:02:18.839194] [INFO ] [sig ] MGPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:18.981514] [INFO ] [LOCAL ] Saved forecast: MGPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGPI.txt [2025-11-26T21:02:18.981708] [INFO ] [sig ] [2044/3599] Completed MGPI in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:18.981766] [INFO ] [sig ] [2045/3599] Forecasting MGRC... [2025-11-26T21:02:18.981808] [INFO ] [sig ] Generating forecast for: MGRC [2025-11-26T21:02:18.981872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'. [2025-11-26T21:02:18.993697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGRC'. [2025-11-26T21:02:18.994029] [INFO ] [FORECASTER] Starting predict_future for MGRC [2025-11-26T21:02:18.994880] [DEBUG] [LOCAL ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt [2025-11-26T21:02:18.994949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:18.994994] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:18.995032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:18.995112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:19.053175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:19.054084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:19.054186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:19.054231] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:19.172356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:19.172552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:19.172605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:19.172668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:19.176175] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=89.26%) [2025-11-26T21:02:19.176542] [INFO ] [FORECASTER] Completed predict_future for MGRC [2025-11-26T21:02:19.176722] [INFO ] [sig ] MGRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:19.320118] [INFO ] [LOCAL ] Saved forecast: MGRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGRC.txt [2025-11-26T21:02:19.320285] [INFO ] [sig ] [2045/3599] Completed MGRC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:19.320339] [INFO ] [sig ] [2046/3599] Forecasting MGRX... [2025-11-26T21:02:19.320382] [INFO ] [sig ] Generating forecast for: MGRX [2025-11-26T21:02:19.320424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRX' from 'https://tdm.silogroup.org/data/derivative_storage/MGRX.csv'. [2025-11-26T21:02:19.331883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGRX'. [2025-11-26T21:02:19.332184] [INFO ] [FORECASTER] Starting predict_future for MGRX [2025-11-26T21:02:19.333019] [DEBUG] [LOCAL ] No optimal features file found for MGRX: ./output/feature-sets/MGRX.txt [2025-11-26T21:02:19.333087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:19.333131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:19.333171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:19.333243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:19.390625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:19.391265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:19.391357] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:19.391402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:19.513364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:19.513557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:19.513611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:19.513674] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:19.517132] [DEBUG] [FORECASTER] MGRX: Forecast T+1@11:T+2@11: UP (p=65.75%) [2025-11-26T21:02:19.517463] [INFO ] [FORECASTER] Completed predict_future for MGRX [2025-11-26T21:02:19.517627] [INFO ] [sig ] MGRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:19.661722] [INFO ] [LOCAL ] Saved forecast: MGRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGRX.txt [2025-11-26T21:02:19.661863] [INFO ] [sig ] [2046/3599] Completed MGRX in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:19.661916] [INFO ] [sig ] [2047/3599] Forecasting MGTX... [2025-11-26T21:02:19.661957] [INFO ] [sig ] Generating forecast for: MGTX [2025-11-26T21:02:19.661997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'. [2025-11-26T21:02:19.672992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGTX'. [2025-11-26T21:02:19.673340] [INFO ] [FORECASTER] Starting predict_future for MGTX [2025-11-26T21:02:19.674193] [DEBUG] [LOCAL ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt [2025-11-26T21:02:19.674261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:19.674305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:19.674345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:19.674412] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:19.733705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:19.734513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:19.734608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:19.734672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:19.855997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:19.856190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:19.856248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:19.856291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:19.859841] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=51.74%) [2025-11-26T21:02:19.860147] [INFO ] [FORECASTER] Completed predict_future for MGTX [2025-11-26T21:02:19.860306] [INFO ] [sig ] MGTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:20.004726] [INFO ] [LOCAL ] Saved forecast: MGTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGTX.txt [2025-11-26T21:02:20.004950] [INFO ] [sig ] [2047/3599] Completed MGTX in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:20.005027] [INFO ] [sig ] [2048/3599] Forecasting MGX... [2025-11-26T21:02:20.005078] [INFO ] [sig ] Generating forecast for: MGX [2025-11-26T21:02:20.005120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'. [2025-11-26T21:02:20.017603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGX'. [2025-11-26T21:02:20.018077] [INFO ] [FORECASTER] Starting predict_future for MGX [2025-11-26T21:02:20.018953] [DEBUG] [LOCAL ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt [2025-11-26T21:02:20.019024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:20.019071] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:20.019110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:20.019192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:20.086661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:20.087583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:20.087708] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:20.087759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:20.217479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:20.217696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:20.217751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:20.217793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:20.221323] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=46.75%) [2025-11-26T21:02:20.221614] [INFO ] [FORECASTER] Completed predict_future for MGX [2025-11-26T21:02:20.221783] [INFO ] [sig ] MGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:20.365982] [INFO ] [LOCAL ] Saved forecast: MGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGX.txt [2025-11-26T21:02:20.366190] [INFO ] [sig ] [2048/3599] Completed MGX in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:02:20.366258] [INFO ] [sig ] [2049/3599] Forecasting MGY... [2025-11-26T21:02:20.366312] [INFO ] [sig ] Generating forecast for: MGY [2025-11-26T21:02:20.366359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-11-26T21:02:20.378345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGY'. [2025-11-26T21:02:20.378808] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-11-26T21:02:20.379627] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-11-26T21:02:20.379716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:20.379762] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:20.379802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:20.379869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:20.438110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:20.438785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:20.438882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:20.438930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:20.564380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:20.564578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:20.564628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:20.564691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:20.568489] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=10.08%) [2025-11-26T21:02:20.568835] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-11-26T21:02:20.568992] [INFO ] [sig ] MGY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:20.718013] [INFO ] [LOCAL ] Saved forecast: MGY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGY.txt [2025-11-26T21:02:20.718210] [INFO ] [sig ] [2049/3599] Completed MGY in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:20.718268] [INFO ] [sig ] [2050/3599] Forecasting MHD... [2025-11-26T21:02:20.718315] [INFO ] [sig ] Generating forecast for: MHD [2025-11-26T21:02:20.718358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-11-26T21:02:20.730206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHD'. [2025-11-26T21:02:20.730660] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-11-26T21:02:20.731520] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-11-26T21:02:20.731592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:20.731638] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:20.731704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:20.731774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:20.792503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:20.793508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:20.793614] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:20.793681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:20.910297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:20.910492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:20.910546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:20.910588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:20.914142] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=78.07%) [2025-11-26T21:02:20.914451] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-11-26T21:02:20.914600] [INFO ] [sig ] MHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:21.060094] [INFO ] [LOCAL ] Saved forecast: MHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MHD.txt [2025-11-26T21:02:21.060292] [INFO ] [sig ] [2050/3599] Completed MHD in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:21.060351] [INFO ] [sig ] [2051/3599] Forecasting MHF... [2025-11-26T21:02:21.060394] [INFO ] [sig ] Generating forecast for: MHF [2025-11-26T21:02:21.060436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-11-26T21:02:21.071300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHF'. [2025-11-26T21:02:21.071749] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-11-26T21:02:21.072579] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-11-26T21:02:21.072677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:21.072728] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:21.072769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:21.072839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:21.132547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:21.133418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:21.133518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:21.133567] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:21.252044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:21.252257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:21.252316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:21.252359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:21.255848] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=60.02%) [2025-11-26T21:02:21.256151] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-11-26T21:02:21.256304] [INFO ] [sig ] MHF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:21.406527] [INFO ] [LOCAL ] Saved forecast: MHF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MHF.txt [2025-11-26T21:02:21.406787] [INFO ] [sig ] [2051/3599] Completed MHF in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:21.406861] [INFO ] [sig ] [2052/3599] Forecasting MHK... [2025-11-26T21:02:21.406917] [INFO ] [sig ] Generating forecast for: MHK [2025-11-26T21:02:21.406971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-11-26T21:02:21.423513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHK'. [2025-11-26T21:02:21.424078] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-11-26T21:02:21.425280] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-11-26T21:02:21.425373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:21.425443] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:21.425505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:21.425610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:21.503179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:21.504154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:21.504268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:21.504317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:21.622979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:21.623170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:21.623225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:21.623269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:21.626675] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=91.15%) [2025-11-26T21:02:21.627003] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-11-26T21:02:21.627154] [INFO ] [sig ] MHK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:21.774254] [INFO ] [LOCAL ] Saved forecast: MHK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MHK.txt [2025-11-26T21:02:21.774434] [INFO ] [sig ] [2052/3599] Completed MHK in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:21.774489] [INFO ] [sig ] [2053/3599] Forecasting MHN... [2025-11-26T21:02:21.774533] [INFO ] [sig ] Generating forecast for: MHN [2025-11-26T21:02:21.774574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-11-26T21:02:21.789238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHN'. [2025-11-26T21:02:21.789787] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-11-26T21:02:21.790929] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-11-26T21:02:21.791012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:21.791084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:21.791149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:21.791262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:21.856062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:21.857058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:21.857180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:21.857265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:21.970926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:21.971147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:21.971207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:21.971257] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:21.974939] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=32.87%) [2025-11-26T21:02:21.975289] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-11-26T21:02:21.975476] [INFO ] [sig ] MHN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:22.119193] [INFO ] [LOCAL ] Saved forecast: MHN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MHN.txt [2025-11-26T21:02:22.119365] [INFO ] [sig ] [2053/3599] Completed MHN in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:22.119415] [INFO ] [sig ] [2054/3599] Forecasting MHO... [2025-11-26T21:02:22.119457] [INFO ] [sig ] Generating forecast for: MHO [2025-11-26T21:02:22.119498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-11-26T21:02:22.131244] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHO'. [2025-11-26T21:02:22.131619] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-11-26T21:02:22.132455] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-11-26T21:02:22.132524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:22.132581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:22.132632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:22.132738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:22.191002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:22.191889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:22.191987] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:22.192034] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:22.309786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:22.309979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:22.310058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:22.310101] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:22.313477] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=20.85%) [2025-11-26T21:02:22.313794] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-11-26T21:02:22.313940] [INFO ] [sig ] MHO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:22.454148] [INFO ] [LOCAL ] Saved forecast: MHO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MHO.txt [2025-11-26T21:02:22.454350] [INFO ] [sig ] [2054/3599] Completed MHO in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:22.454440] [INFO ] [sig ] [2055/3599] Forecasting MHUA... [2025-11-26T21:02:22.454502] [INFO ] [sig ] Generating forecast for: MHUA [2025-11-26T21:02:22.454565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'. [2025-11-26T21:02:22.464462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHUA'. [2025-11-26T21:02:22.464843] [INFO ] [FORECASTER] Starting predict_future for MHUA [2025-11-26T21:02:22.465727] [DEBUG] [LOCAL ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt [2025-11-26T21:02:22.465805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:22.465874] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:22.465938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:22.466044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:22.524073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:22.524945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:22.525060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:22.525132] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:22.629407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:22.629622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:22.629717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:22.629783] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:22.633310] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: DOWN (p=27.22%) [2025-11-26T21:02:22.633673] [INFO ] [FORECASTER] Completed predict_future for MHUA [2025-11-26T21:02:22.633867] [INFO ] [sig ] MHUA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:22.775708] [INFO ] [LOCAL ] Saved forecast: MHUA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MHUA.txt [2025-11-26T21:02:22.775920] [INFO ] [sig ] [2055/3599] Completed MHUA in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:22.776002] [INFO ] [sig ] [2056/3599] Forecasting MIDD... [2025-11-26T21:02:22.776071] [INFO ] [sig ] Generating forecast for: MIDD [2025-11-26T21:02:22.776140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'. [2025-11-26T21:02:22.788509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIDD'. [2025-11-26T21:02:22.788976] [INFO ] [FORECASTER] Starting predict_future for MIDD [2025-11-26T21:02:22.789960] [DEBUG] [LOCAL ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt [2025-11-26T21:02:22.790036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:22.790084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:22.790124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:22.790205] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:22.848718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:22.849697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:22.849798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:22.849846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:22.979590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:22.979815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:22.979870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:22.979944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:22.983729] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-11-26T21:02:22.984165] [INFO ] [FORECASTER] Completed predict_future for MIDD [2025-11-26T21:02:22.984351] [INFO ] [sig ] MIDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:23.144228] [INFO ] [LOCAL ] Saved forecast: MIDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIDD.txt [2025-11-26T21:02:23.144427] [INFO ] [sig ] [2056/3599] Completed MIDD in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:02:23.144487] [INFO ] [sig ] [2057/3599] Forecasting MIGI... [2025-11-26T21:02:23.144532] [INFO ] [sig ] Generating forecast for: MIGI [2025-11-26T21:02:23.144578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'. [2025-11-26T21:02:23.157735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIGI'. [2025-11-26T21:02:23.158228] [INFO ] [FORECASTER] Starting predict_future for MIGI [2025-11-26T21:02:23.159202] [DEBUG] [LOCAL ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt [2025-11-26T21:02:23.159282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:23.159338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:23.159391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:23.159468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:23.220434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:23.221523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:23.221673] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:23.221734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:23.347250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:23.347450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:23.347520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:23.347566] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:23.351222] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=57.19%) [2025-11-26T21:02:23.351546] [INFO ] [FORECASTER] Completed predict_future for MIGI [2025-11-26T21:02:23.351728] [INFO ] [sig ] MIGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:23.501178] [INFO ] [LOCAL ] Saved forecast: MIGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIGI.txt [2025-11-26T21:02:23.501376] [INFO ] [sig ] [2057/3599] Completed MIGI in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:23.501431] [INFO ] [sig ] [2058/3599] Forecasting MILN... [2025-11-26T21:02:23.501474] [INFO ] [sig ] Generating forecast for: MILN [2025-11-26T21:02:23.501516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'. [2025-11-26T21:02:23.513618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MILN'. [2025-11-26T21:02:23.514095] [INFO ] [FORECASTER] Starting predict_future for MILN [2025-11-26T21:02:23.514992] [DEBUG] [LOCAL ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt [2025-11-26T21:02:23.515064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:23.515136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:23.515189] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:23.515280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:23.575732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:23.576639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:23.576759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:23.576815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:23.681698] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:23.681891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:23.681955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:23.682005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:23.685602] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-11-26T21:02:23.685937] [INFO ] [FORECASTER] Completed predict_future for MILN [2025-11-26T21:02:23.686099] [INFO ] [sig ] MILN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:23.837233] [INFO ] [LOCAL ] Saved forecast: MILN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MILN.txt [2025-11-26T21:02:23.837388] [INFO ] [sig ] [2058/3599] Completed MILN in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:23.837440] [INFO ] [sig ] [2059/3599] Forecasting MIND... [2025-11-26T21:02:23.837483] [INFO ] [sig ] Generating forecast for: MIND [2025-11-26T21:02:23.837540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'. [2025-11-26T21:02:23.850510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIND'. [2025-11-26T21:02:23.850914] [INFO ] [FORECASTER] Starting predict_future for MIND [2025-11-26T21:02:23.851985] [DEBUG] [LOCAL ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt [2025-11-26T21:02:23.852054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:23.852098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:23.852137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:23.852231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:23.911217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:23.912047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:23.912147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:23.912195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:24.035655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:24.035840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:24.035894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:24.035939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:24.039606] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=89.72%) [2025-11-26T21:02:24.039940] [INFO ] [FORECASTER] Completed predict_future for MIND [2025-11-26T21:02:24.040093] [INFO ] [sig ] MIND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:24.191265] [INFO ] [LOCAL ] Saved forecast: MIND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIND.txt [2025-11-26T21:02:24.191427] [INFO ] [sig ] [2059/3599] Completed MIND in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:24.191481] [INFO ] [sig ] [2060/3599] Forecasting MIRA... [2025-11-26T21:02:24.191522] [INFO ] [sig ] Generating forecast for: MIRA [2025-11-26T21:02:24.191561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'. [2025-11-26T21:02:24.203137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRA'. [2025-11-26T21:02:24.203495] [INFO ] [FORECASTER] Starting predict_future for MIRA [2025-11-26T21:02:24.204356] [DEBUG] [LOCAL ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt [2025-11-26T21:02:24.204427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:24.204474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:24.204515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:24.204583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:24.264995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:24.265921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:24.266020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:24.266067] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:24.388358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:24.388543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:24.388598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:24.388661] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:24.392205] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=45.69%) [2025-11-26T21:02:24.392516] [INFO ] [FORECASTER] Completed predict_future for MIRA [2025-11-26T21:02:24.392704] [INFO ] [sig ] MIRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:24.539065] [INFO ] [LOCAL ] Saved forecast: MIRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MIRA.txt [2025-11-26T21:02:24.539240] [INFO ] [sig ] [2060/3599] Completed MIRA in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:24.539302] [INFO ] [sig ] [2061/3599] Forecasting MIRM... [2025-11-26T21:02:24.539354] [INFO ] [sig ] Generating forecast for: MIRM [2025-11-26T21:02:24.539419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'. [2025-11-26T21:02:24.551961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRM'. [2025-11-26T21:02:24.552509] [INFO ] [FORECASTER] Starting predict_future for MIRM [2025-11-26T21:02:24.553469] [DEBUG] [LOCAL ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt [2025-11-26T21:02:24.553746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:24.553813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:24.553888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:24.554046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:24.613166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:24.614121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:24.614234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:24.614283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:24.729582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:24.729813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:24.729872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:24.729915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:24.733360] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=67.87%) [2025-11-26T21:02:24.733684] [INFO ] [FORECASTER] Completed predict_future for MIRM [2025-11-26T21:02:24.733920] [INFO ] [sig ] MIRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:24.878971] [INFO ] [LOCAL ] Saved forecast: MIRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIRM.txt [2025-11-26T21:02:24.879140] [INFO ] [sig ] [2061/3599] Completed MIRM in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:24.879203] [INFO ] [sig ] [2062/3599] Forecasting MITK... [2025-11-26T21:02:24.879249] [INFO ] [sig ] Generating forecast for: MITK [2025-11-26T21:02:24.879290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'. [2025-11-26T21:02:24.890804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MITK'. [2025-11-26T21:02:24.891176] [INFO ] [FORECASTER] Starting predict_future for MITK [2025-11-26T21:02:24.892098] [DEBUG] [LOCAL ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt [2025-11-26T21:02:24.892168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:24.892223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:24.892271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:24.892350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:24.954200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:24.955369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:24.955681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:24.955742] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:25.082987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:25.083185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:25.083239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:25.083291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:25.086830] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=47.69%) [2025-11-26T21:02:25.087166] [INFO ] [FORECASTER] Completed predict_future for MITK [2025-11-26T21:02:25.087328] [INFO ] [sig ] MITK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:25.233517] [INFO ] [LOCAL ] Saved forecast: MITK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MITK.txt [2025-11-26T21:02:25.233716] [INFO ] [sig ] [2062/3599] Completed MITK in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:25.233774] [INFO ] [sig ] [2063/3599] Forecasting MIY... [2025-11-26T21:02:25.233817] [INFO ] [sig ] Generating forecast for: MIY [2025-11-26T21:02:25.233886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-11-26T21:02:25.246140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIY'. [2025-11-26T21:02:25.246454] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-11-26T21:02:25.247329] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-11-26T21:02:25.247399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:25.247451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:25.247490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:25.247671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:25.307210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:25.308154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:25.308258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:25.308329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:25.435895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:25.436087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:25.436140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:25.436183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:25.439769] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=74.95%) [2025-11-26T21:02:25.440125] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-11-26T21:02:25.440338] [INFO ] [sig ] MIY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:25.586527] [INFO ] [LOCAL ] Saved forecast: MIY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIY.txt [2025-11-26T21:02:25.586728] [INFO ] [sig ] [2063/3599] Completed MIY in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:25.586831] [INFO ] [sig ] [2064/3599] Forecasting MKC... [2025-11-26T21:02:25.586885] [INFO ] [sig ] Generating forecast for: MKC [2025-11-26T21:02:25.586927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-11-26T21:02:25.598878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKC'. [2025-11-26T21:02:25.599178] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-11-26T21:02:25.600042] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-11-26T21:02:25.600110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:25.600156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:25.600204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:25.600282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:25.658216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:25.659148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:25.659253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:25.659312] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:25.780580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:25.780789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:25.780842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:25.780883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:25.784324] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=93.87%) [2025-11-26T21:02:25.784625] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-11-26T21:02:25.784796] [INFO ] [sig ] MKC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:25.929866] [INFO ] [LOCAL ] Saved forecast: MKC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MKC.txt [2025-11-26T21:02:25.930061] [INFO ] [sig ] [2064/3599] Completed MKC in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:25.930119] [INFO ] [sig ] [2065/3599] Forecasting MKL... [2025-11-26T21:02:25.930163] [INFO ] [sig ] Generating forecast for: MKL [2025-11-26T21:02:25.930204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-11-26T21:02:25.942629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKL'. [2025-11-26T21:02:25.943064] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-11-26T21:02:25.943923] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-11-26T21:02:25.943992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:25.944037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:25.944077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:25.944143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:26.003083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:26.004033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:26.004136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:26.004185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:26.125376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:26.125801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:26.125859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:26.125926] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:26.129785] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-11-26T21:02:26.130104] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-11-26T21:02:26.130261] [INFO ] [sig ] MKL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:26.307545] [INFO ] [LOCAL ] Saved forecast: MKL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MKL.txt [2025-11-26T21:02:26.307784] [INFO ] [sig ] [2065/3599] Completed MKL in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:02:26.307850] [INFO ] [sig ] [2066/3599] Forecasting MKSI... [2025-11-26T21:02:26.307893] [INFO ] [sig ] Generating forecast for: MKSI [2025-11-26T21:02:26.307931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'. [2025-11-26T21:02:26.319628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKSI'. [2025-11-26T21:02:26.320155] [INFO ] [FORECASTER] Starting predict_future for MKSI [2025-11-26T21:02:26.320996] [DEBUG] [LOCAL ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt [2025-11-26T21:02:26.321065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:26.321110] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:26.321148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:26.321217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:26.381791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:26.382539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:26.382658] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:26.382707] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:26.504623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:26.504854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:26.504908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:26.504949] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:26.508519] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-11-26T21:02:26.508872] [INFO ] [FORECASTER] Completed predict_future for MKSI [2025-11-26T21:02:26.509029] [INFO ] [sig ] MKSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:26.649484] [INFO ] [LOCAL ] Saved forecast: MKSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MKSI.txt [2025-11-26T21:02:26.649673] [INFO ] [sig ] [2066/3599] Completed MKSI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:26.649731] [INFO ] [sig ] [2067/3599] Forecasting MKTX... [2025-11-26T21:02:26.649774] [INFO ] [sig ] Generating forecast for: MKTX [2025-11-26T21:02:26.649814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'. [2025-11-26T21:02:26.661177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKTX'. [2025-11-26T21:02:26.661726] [INFO ] [FORECASTER] Starting predict_future for MKTX [2025-11-26T21:02:26.662554] [DEBUG] [LOCAL ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt [2025-11-26T21:02:26.662623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:26.662696] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:26.662738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:26.662830] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:26.721607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:26.722484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:26.722616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:26.722689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:26.840439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:26.840628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:26.840699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:26.840739] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:26.844123] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=11.59%) [2025-11-26T21:02:26.844420] [INFO ] [FORECASTER] Completed predict_future for MKTX [2025-11-26T21:02:26.844563] [INFO ] [sig ] MKTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:26.984062] [INFO ] [LOCAL ] Saved forecast: MKTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MKTX.txt [2025-11-26T21:02:26.984217] [INFO ] [sig ] [2067/3599] Completed MKTX in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:26.984272] [INFO ] [sig ] [2068/3599] Forecasting MLAB... [2025-11-26T21:02:26.984315] [INFO ] [sig ] Generating forecast for: MLAB [2025-11-26T21:02:26.984360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'. [2025-11-26T21:02:26.995344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLAB'. [2025-11-26T21:02:26.995681] [INFO ] [FORECASTER] Starting predict_future for MLAB [2025-11-26T21:02:26.996492] [DEBUG] [LOCAL ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt [2025-11-26T21:02:26.996563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:26.996607] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:26.996663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:26.996734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:27.054815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:27.055685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:27.055780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:27.055826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:27.186814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:27.187013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:27.187082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:27.187144] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:27.190589] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=55.69%) [2025-11-26T21:02:27.190924] [INFO ] [FORECASTER] Completed predict_future for MLAB [2025-11-26T21:02:27.191094] [INFO ] [sig ] MLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:27.339129] [INFO ] [LOCAL ] Saved forecast: MLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MLAB.txt [2025-11-26T21:02:27.339337] [INFO ] [sig ] [2068/3599] Completed MLAB in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:27.339426] [INFO ] [sig ] [2069/3599] Forecasting MLCO... [2025-11-26T21:02:27.339505] [INFO ] [sig ] Generating forecast for: MLCO [2025-11-26T21:02:27.339573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'. [2025-11-26T21:02:27.350760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLCO'. [2025-11-26T21:02:27.351121] [INFO ] [FORECASTER] Starting predict_future for MLCO [2025-11-26T21:02:27.352016] [DEBUG] [LOCAL ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt [2025-11-26T21:02:27.352088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:27.352155] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:27.352206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:27.352287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:27.411252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:27.412155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:27.412259] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:27.412317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:27.533820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:27.534018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:27.534069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:27.534110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:27.537675] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=69.33%) [2025-11-26T21:02:27.537985] [INFO ] [FORECASTER] Completed predict_future for MLCO [2025-11-26T21:02:27.538139] [INFO ] [sig ] MLCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:27.679761] [INFO ] [LOCAL ] Saved forecast: MLCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MLCO.txt [2025-11-26T21:02:27.679930] [INFO ] [sig ] [2069/3599] Completed MLCO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:27.679986] [INFO ] [sig ] [2070/3599] Forecasting MLGO... [2025-11-26T21:02:27.680028] [INFO ] [sig ] Generating forecast for: MLGO [2025-11-26T21:02:27.680072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'. [2025-11-26T21:02:27.691156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLGO'. [2025-11-26T21:02:27.691478] [INFO ] [FORECASTER] Starting predict_future for MLGO [2025-11-26T21:02:27.692333] [DEBUG] [LOCAL ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt [2025-11-26T21:02:27.692414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:27.692484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:27.692548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:27.692674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:27.752071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:27.752873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:27.753004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:27.753076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:27.869668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:27.869865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:27.869948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:27.870013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:27.873433] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-11-26T21:02:27.873792] [INFO ] [FORECASTER] Completed predict_future for MLGO [2025-11-26T21:02:27.873961] [INFO ] [sig ] MLGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:28.023377] [INFO ] [LOCAL ] Saved forecast: MLGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLGO.txt [2025-11-26T21:02:28.023588] [INFO ] [sig ] [2070/3599] Completed MLGO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:28.023686] [INFO ] [sig ] [2071/3599] Forecasting MLI... [2025-11-26T21:02:28.023751] [INFO ] [sig ] Generating forecast for: MLI [2025-11-26T21:02:28.023804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-11-26T21:02:28.035093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLI'. [2025-11-26T21:02:28.035492] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-11-26T21:02:28.036330] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-11-26T21:02:28.036403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:28.036448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:28.036487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:28.036554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:28.096964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:28.097783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:28.097880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:28.097926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:28.221664] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:28.221841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:28.221895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:28.221934] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:28.225376] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-11-26T21:02:28.225700] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-11-26T21:02:28.225846] [INFO ] [sig ] MLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:28.370912] [INFO ] [LOCAL ] Saved forecast: MLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLI.txt [2025-11-26T21:02:28.371122] [INFO ] [sig ] [2071/3599] Completed MLI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:28.371200] [INFO ] [sig ] [2072/3599] Forecasting MLKN... [2025-11-26T21:02:28.371261] [INFO ] [sig ] Generating forecast for: MLKN [2025-11-26T21:02:28.371325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'. [2025-11-26T21:02:28.382833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLKN'. [2025-11-26T21:02:28.383240] [INFO ] [FORECASTER] Starting predict_future for MLKN [2025-11-26T21:02:28.384163] [DEBUG] [LOCAL ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt [2025-11-26T21:02:28.384234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:28.384280] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:28.384319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:28.384388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:28.445177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:28.446054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:28.446154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:28.446201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:28.567572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:28.567763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:28.567816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:28.567859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:28.571326] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=37.62%) [2025-11-26T21:02:28.571621] [INFO ] [FORECASTER] Completed predict_future for MLKN [2025-11-26T21:02:28.571783] [INFO ] [sig ] MLKN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:28.712155] [INFO ] [LOCAL ] Saved forecast: MLKN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLKN.txt [2025-11-26T21:02:28.712314] [INFO ] [sig ] [2072/3599] Completed MLKN in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:28.712368] [INFO ] [sig ] [2073/3599] Forecasting MLM... [2025-11-26T21:02:28.712436] [INFO ] [sig ] Generating forecast for: MLM [2025-11-26T21:02:28.712482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-11-26T21:02:28.724435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLM'. [2025-11-26T21:02:28.724881] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-11-26T21:02:28.725819] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-11-26T21:02:28.725896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:28.725978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:28.726023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:28.726095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:28.788029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:28.789002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:28.789099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:28.789145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:28.914293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:28.914502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:28.914558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:28.914597] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:28.918161] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=37.11%) [2025-11-26T21:02:28.918480] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-11-26T21:02:28.918639] [INFO ] [sig ] MLM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:29.062780] [INFO ] [LOCAL ] Saved forecast: MLM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLM.txt [2025-11-26T21:02:29.062982] [INFO ] [sig ] [2073/3599] Completed MLM in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:02:29.063037] [INFO ] [sig ] [2074/3599] Forecasting MLP... [2025-11-26T21:02:29.063082] [INFO ] [sig ] Generating forecast for: MLP [2025-11-26T21:02:29.063123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-11-26T21:02:29.074772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLP'. [2025-11-26T21:02:29.075201] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-11-26T21:02:29.076120] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-11-26T21:02:29.076191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:29.076237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:29.076292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:29.076376] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:29.137997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:29.138918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:29.139029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:29.139079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:29.242309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:29.242499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:29.242551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:29.242608] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:29.246184] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=10.49%) [2025-11-26T21:02:29.246490] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-11-26T21:02:29.246665] [INFO ] [sig ] MLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:29.389757] [INFO ] [LOCAL ] Saved forecast: MLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLP.txt [2025-11-26T21:02:29.389948] [INFO ] [sig ] [2074/3599] Completed MLP in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:29.390004] [INFO ] [sig ] [2075/3599] Forecasting MLTX... [2025-11-26T21:02:29.390062] [INFO ] [sig ] Generating forecast for: MLTX [2025-11-26T21:02:29.390111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'. [2025-11-26T21:02:29.402778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLTX'. [2025-11-26T21:02:29.403207] [INFO ] [FORECASTER] Starting predict_future for MLTX [2025-11-26T21:02:29.404101] [DEBUG] [LOCAL ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt [2025-11-26T21:02:29.404174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:29.404221] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:29.404263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:29.404330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:29.463456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:29.464234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:29.464334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:29.464382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:29.588857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:29.589000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:29.589052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:29.589093] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:29.592548] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-11-26T21:02:29.593066] [INFO ] [FORECASTER] Completed predict_future for MLTX [2025-11-26T21:02:29.593212] [INFO ] [sig ] MLTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:29.737626] [INFO ] [LOCAL ] Saved forecast: MLTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLTX.txt [2025-11-26T21:02:29.737848] [INFO ] [sig ] [2075/3599] Completed MLTX in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:29.737925] [INFO ] [sig ] [2076/3599] Forecasting MLYS... [2025-11-26T21:02:29.737985] [INFO ] [sig ] Generating forecast for: MLYS [2025-11-26T21:02:29.738042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'. [2025-11-26T21:02:29.750620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLYS'. [2025-11-26T21:02:29.751061] [INFO ] [FORECASTER] Starting predict_future for MLYS [2025-11-26T21:02:29.752298] [DEBUG] [LOCAL ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt [2025-11-26T21:02:29.752396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:29.752444] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:29.752484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:29.752552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:29.818001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:29.819038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:29.819150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:29.819214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:29.942101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:29.942301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:29.942363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:29.942423] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:29.946334] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=66.51%) [2025-11-26T21:02:29.946685] [INFO ] [FORECASTER] Completed predict_future for MLYS [2025-11-26T21:02:29.946840] [INFO ] [sig ] MLYS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:30.103728] [INFO ] [LOCAL ] Saved forecast: MLYS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MLYS.txt [2025-11-26T21:02:30.103907] [INFO ] [sig ] [2076/3599] Completed MLYS in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:30.103977] [INFO ] [sig ] [2077/3599] Forecasting MMC... [2025-11-26T21:02:30.104028] [INFO ] [sig ] Generating forecast for: MMC [2025-11-26T21:02:30.104077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-11-26T21:02:30.117261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMC'. [2025-11-26T21:02:30.117703] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-11-26T21:02:30.118757] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-11-26T21:02:30.118846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:30.118904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:30.118953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:30.119045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:30.181127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:30.182053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:30.182154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:30.182201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:30.306865] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:30.307062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:30.307115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:30.307155] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:30.310723] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-11-26T21:02:30.311048] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-11-26T21:02:30.311205] [INFO ] [sig ] MMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:30.460873] [INFO ] [LOCAL ] Saved forecast: MMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MMC.txt [2025-11-26T21:02:30.461061] [INFO ] [sig ] [2077/3599] Completed MMC in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:30.461117] [INFO ] [sig ] [2078/3599] Forecasting MMD... [2025-11-26T21:02:30.461162] [INFO ] [sig ] Generating forecast for: MMD [2025-11-26T21:02:30.461199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-11-26T21:02:30.472448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMD'. [2025-11-26T21:02:30.472842] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-11-26T21:02:30.473712] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-11-26T21:02:30.473784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:30.473842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:30.473892] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:30.473970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:30.531507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:30.532272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:30.532378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:30.532437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:30.651973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:30.652182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:30.652239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:30.652291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:30.655788] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-11-26T21:02:30.656096] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-11-26T21:02:30.656255] [INFO ] [sig ] MMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:30.798509] [INFO ] [LOCAL ] Saved forecast: MMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MMD.txt [2025-11-26T21:02:30.798698] [INFO ] [sig ] [2078/3599] Completed MMD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:30.798766] [INFO ] [sig ] [2079/3599] Forecasting MMS... [2025-11-26T21:02:30.798822] [INFO ] [sig ] Generating forecast for: MMS [2025-11-26T21:02:30.798874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-11-26T21:02:30.809847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMS'. [2025-11-26T21:02:30.810210] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-11-26T21:02:30.811117] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-11-26T21:02:30.811188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:30.811234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:30.811283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:30.811362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:30.869728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:30.870550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:30.870672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:30.870731] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:30.996300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:30.996515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:30.996777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:30.996823] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:31.000530] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-11-26T21:02:31.000936] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-11-26T21:02:31.001113] [INFO ] [sig ] MMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:31.146053] [INFO ] [LOCAL ] Saved forecast: MMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MMS.txt [2025-11-26T21:02:31.146255] [INFO ] [sig ] [2079/3599] Completed MMS in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:31.146317] [INFO ] [sig ] [2080/3599] Forecasting MMSI... [2025-11-26T21:02:31.146371] [INFO ] [sig ] Generating forecast for: MMSI [2025-11-26T21:02:31.146414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'. [2025-11-26T21:02:31.157903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMSI'. [2025-11-26T21:02:31.158245] [INFO ] [FORECASTER] Starting predict_future for MMSI [2025-11-26T21:02:31.159091] [DEBUG] [LOCAL ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt [2025-11-26T21:02:31.159160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:31.159205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:31.159253] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:31.159346] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:31.220805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:31.221776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:31.221876] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:31.221932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:31.350105] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:31.350297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:31.350370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:31.350421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:31.354073] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=0.45%) [2025-11-26T21:02:31.354467] [INFO ] [FORECASTER] Completed predict_future for MMSI [2025-11-26T21:02:31.354662] [INFO ] [sig ] MMSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:31.500118] [INFO ] [LOCAL ] Saved forecast: MMSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MMSI.txt [2025-11-26T21:02:31.500299] [INFO ] [sig ] [2080/3599] Completed MMSI in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:31.500363] [INFO ] [sig ] [2081/3599] Forecasting MNDO... [2025-11-26T21:02:31.500416] [INFO ] [sig ] Generating forecast for: MNDO [2025-11-26T21:02:31.500466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'. [2025-11-26T21:02:31.511615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDO'. [2025-11-26T21:02:31.511988] [INFO ] [FORECASTER] Starting predict_future for MNDO [2025-11-26T21:02:31.512853] [DEBUG] [LOCAL ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt [2025-11-26T21:02:31.512923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:31.512970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:31.513011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:31.513081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:31.572623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:31.573551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:31.573682] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:31.573738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:31.685496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:31.685739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:31.685799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:31.685841] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:31.689405] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=42.08%) [2025-11-26T21:02:31.689765] [INFO ] [FORECASTER] Completed predict_future for MNDO [2025-11-26T21:02:31.689920] [INFO ] [sig ] MNDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:31.834224] [INFO ] [LOCAL ] Saved forecast: MNDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNDO.txt [2025-11-26T21:02:31.834416] [INFO ] [sig ] [2081/3599] Completed MNDO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:31.834475] [INFO ] [sig ] [2082/3599] Forecasting MNDY... [2025-11-26T21:02:31.834519] [INFO ] [sig ] Generating forecast for: MNDY [2025-11-26T21:02:31.834563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'. [2025-11-26T21:02:31.847126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDY'. [2025-11-26T21:02:31.847602] [INFO ] [FORECASTER] Starting predict_future for MNDY [2025-11-26T21:02:31.848892] [DEBUG] [LOCAL ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt [2025-11-26T21:02:31.848984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:31.849040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:31.849089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:31.849171] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:31.908977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:31.910096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:31.910210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:31.910271] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:32.035951] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:32.036143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:32.036197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:32.036249] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:32.040093] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=81.08%) [2025-11-26T21:02:32.040469] [INFO ] [FORECASTER] Completed predict_future for MNDY [2025-11-26T21:02:32.040638] [INFO ] [sig ] MNDY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:32.183209] [INFO ] [LOCAL ] Saved forecast: MNDY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MNDY.txt [2025-11-26T21:02:32.183408] [INFO ] [sig ] [2082/3599] Completed MNDY in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:32.183465] [INFO ] [sig ] [2083/3599] Forecasting MNKD... [2025-11-26T21:02:32.183518] [INFO ] [sig ] Generating forecast for: MNKD [2025-11-26T21:02:32.183570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'. [2025-11-26T21:02:32.195562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNKD'. [2025-11-26T21:02:32.196028] [INFO ] [FORECASTER] Starting predict_future for MNKD [2025-11-26T21:02:32.196917] [DEBUG] [LOCAL ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt [2025-11-26T21:02:32.196988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:32.197033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:32.197074] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:32.197146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:32.257346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:32.258245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:32.258344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:32.258391] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:32.388341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:32.388529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:32.388582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:32.388625] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:32.392120] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=26.02%) [2025-11-26T21:02:32.392421] [INFO ] [FORECASTER] Completed predict_future for MNKD [2025-11-26T21:02:32.392572] [INFO ] [sig ] MNKD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:32.538981] [INFO ] [LOCAL ] Saved forecast: MNKD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNKD.txt [2025-11-26T21:02:32.539162] [INFO ] [sig ] [2083/3599] Completed MNKD in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:02:32.539217] [INFO ] [sig ] [2084/3599] Forecasting MNMD... [2025-11-26T21:02:32.539259] [INFO ] [sig ] Generating forecast for: MNMD [2025-11-26T21:02:32.539300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'. [2025-11-26T21:02:32.550673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNMD'. [2025-11-26T21:02:32.551001] [INFO ] [FORECASTER] Starting predict_future for MNMD [2025-11-26T21:02:32.551879] [DEBUG] [LOCAL ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt [2025-11-26T21:02:32.551946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:32.551990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:32.552036] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:32.552119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:32.610686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:32.611515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:32.611619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:32.611710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:32.732971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:32.733170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:32.733228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:32.733283] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:32.736847] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=24.96%) [2025-11-26T21:02:32.737158] [INFO ] [FORECASTER] Completed predict_future for MNMD [2025-11-26T21:02:32.737321] [INFO ] [sig ] MNMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:32.880276] [INFO ] [LOCAL ] Saved forecast: MNMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNMD.txt [2025-11-26T21:02:32.880444] [INFO ] [sig ] [2084/3599] Completed MNMD in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:32.880502] [INFO ] [sig ] [2085/3599] Forecasting MNRO... [2025-11-26T21:02:32.880544] [INFO ] [sig ] Generating forecast for: MNRO [2025-11-26T21:02:32.880583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'. [2025-11-26T21:02:32.892009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNRO'. [2025-11-26T21:02:32.892408] [INFO ] [FORECASTER] Starting predict_future for MNRO [2025-11-26T21:02:32.893260] [DEBUG] [LOCAL ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt [2025-11-26T21:02:32.893331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:32.893369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:32.893405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:32.893477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:32.954439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:32.955357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:32.955460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:32.955507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:33.076263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:33.076471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:33.076528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:33.076570] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:33.080068] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=40.76%) [2025-11-26T21:02:33.080382] [INFO ] [FORECASTER] Completed predict_future for MNRO [2025-11-26T21:02:33.080567] [INFO ] [sig ] MNRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:33.223164] [INFO ] [LOCAL ] Saved forecast: MNRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNRO.txt [2025-11-26T21:02:33.223335] [INFO ] [sig ] [2085/3599] Completed MNRO in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:33.223422] [INFO ] [sig ] [2086/3599] Forecasting MNSO... [2025-11-26T21:02:33.223471] [INFO ] [sig ] Generating forecast for: MNSO [2025-11-26T21:02:33.223518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-11-26T21:02:33.235207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNSO'. [2025-11-26T21:02:33.235584] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-11-26T21:02:33.236430] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-11-26T21:02:33.236504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:33.236550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:33.236590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:33.236674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:33.296420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:33.297291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:33.297404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:33.297457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:33.420876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:33.421076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:33.421139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:33.421180] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:33.424594] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-11-26T21:02:33.424909] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-11-26T21:02:33.425053] [INFO ] [sig ] MNSO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:33.599299] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MNSO.txt [2025-11-26T21:02:33.599499] [INFO ] [sig ] [2086/3599] Completed MNSO in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:33.599570] [INFO ] [sig ] [2087/3599] Forecasting MNTK... [2025-11-26T21:02:33.599624] [INFO ] [sig ] Generating forecast for: MNTK [2025-11-26T21:02:33.599693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'. [2025-11-26T21:02:33.610884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNTK'. [2025-11-26T21:02:33.611240] [INFO ] [FORECASTER] Starting predict_future for MNTK [2025-11-26T21:02:33.612110] [DEBUG] [LOCAL ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt [2025-11-26T21:02:33.612179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:33.612224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:33.612264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:33.612333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:33.673076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:33.674098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:33.674221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:33.674286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:33.793179] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:33.793368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:33.793422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:33.793465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:33.796970] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:02:33.797299] [INFO ] [FORECASTER] Completed predict_future for MNTK [2025-11-26T21:02:33.797451] [INFO ] [sig ] MNTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:33.939738] [INFO ] [LOCAL ] Saved forecast: MNTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNTK.txt [2025-11-26T21:02:33.939900] [INFO ] [sig ] [2087/3599] Completed MNTK in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:33.939955] [INFO ] [sig ] [2088/3599] Forecasting MNY... [2025-11-26T21:02:33.939999] [INFO ] [sig ] Generating forecast for: MNY [2025-11-26T21:02:33.940041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'. [2025-11-26T21:02:33.951013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNY'. [2025-11-26T21:02:33.951383] [INFO ] [FORECASTER] Starting predict_future for MNY [2025-11-26T21:02:33.952226] [DEBUG] [LOCAL ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt [2025-11-26T21:02:33.952296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:33.952341] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:33.952380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:33.952447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:34.009813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:34.010712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:34.010808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:34.010854] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:34.125582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:34.125787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:34.125840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:34.125879] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:34.129350] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=15.51%) [2025-11-26T21:02:34.129771] [INFO ] [FORECASTER] Completed predict_future for MNY [2025-11-26T21:02:34.129963] [INFO ] [sig ] MNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:34.277215] [INFO ] [LOCAL ] Saved forecast: MNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNY.txt [2025-11-26T21:02:34.277429] [INFO ] [sig ] [2088/3599] Completed MNY in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:34.277539] [INFO ] [sig ] [2089/3599] Forecasting MOB... [2025-11-26T21:02:34.277606] [INFO ] [sig ] Generating forecast for: MOB [2025-11-26T21:02:34.277687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'. [2025-11-26T21:02:34.289486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOB'. [2025-11-26T21:02:34.289972] [INFO ] [FORECASTER] Starting predict_future for MOB [2025-11-26T21:02:34.290905] [DEBUG] [LOCAL ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt [2025-11-26T21:02:34.290977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:34.291026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:34.291067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:34.291136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:34.348633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:34.349527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:34.349629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:34.349707] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:34.482520] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:34.482789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:34.482860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:34.482905] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:34.486824] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-11-26T21:02:34.487220] [INFO ] [FORECASTER] Completed predict_future for MOB [2025-11-26T21:02:34.487401] [INFO ] [sig ] MOB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:34.637696] [INFO ] [LOCAL ] Saved forecast: MOB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MOB.txt [2025-11-26T21:02:34.637887] [INFO ] [sig ] [2089/3599] Completed MOB in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:34.637953] [INFO ] [sig ] [2090/3599] Forecasting MOD... [2025-11-26T21:02:34.638006] [INFO ] [sig ] Generating forecast for: MOD [2025-11-26T21:02:34.638057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-11-26T21:02:34.650280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOD'. [2025-11-26T21:02:34.650705] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-11-26T21:02:34.651549] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-11-26T21:02:34.651618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:34.651683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:34.651736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:34.651820] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:34.712053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:34.712972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:34.713070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:34.713126] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:34.839474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:34.839712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:34.839767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:34.839804] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:34.843261] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=10.66%) [2025-11-26T21:02:34.843587] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-11-26T21:02:34.843769] [INFO ] [sig ] MOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:34.986310] [INFO ] [LOCAL ] Saved forecast: MOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOD.txt [2025-11-26T21:02:34.986477] [INFO ] [sig ] [2090/3599] Completed MOD in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:34.986525] [INFO ] [sig ] [2091/3599] Forecasting MODG... [2025-11-26T21:02:34.986574] [INFO ] [sig ] Generating forecast for: MODG [2025-11-26T21:02:34.986612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-11-26T21:02:34.998256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODG'. [2025-11-26T21:02:34.998729] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-11-26T21:02:34.999614] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-11-26T21:02:34.999712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:34.999759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:34.999811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:34.999895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:35.059366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:35.060299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:35.060396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:35.060438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:35.178504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:35.178738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:35.178795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:35.178838] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:35.182363] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=6.68%) [2025-11-26T21:02:35.182733] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-11-26T21:02:35.182900] [INFO ] [sig ] MODG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:35.338258] [INFO ] [LOCAL ] Saved forecast: MODG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MODG.txt [2025-11-26T21:02:35.338450] [INFO ] [sig ] [2091/3599] Completed MODG in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:02:35.338507] [INFO ] [sig ] [2092/3599] Forecasting MODL... [2025-11-26T21:02:35.338562] [INFO ] [sig ] Generating forecast for: MODL [2025-11-26T21:02:35.338615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'. [2025-11-26T21:02:35.355103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODL'. [2025-11-26T21:02:35.355492] [INFO ] [FORECASTER] Starting predict_future for MODL [2025-11-26T21:02:35.356372] [DEBUG] [LOCAL ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt [2025-11-26T21:02:35.356442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:35.356487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:35.356520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:35.356581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:35.415581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:35.416537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:35.416662] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:35.416723] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:35.539018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:35.539220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:35.539277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:35.539322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:35.542984] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=67.77%) [2025-11-26T21:02:35.543389] [INFO ] [FORECASTER] Completed predict_future for MODL [2025-11-26T21:02:35.543555] [INFO ] [sig ] MODL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:35.694805] [INFO ] [LOCAL ] Saved forecast: MODL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MODL.txt [2025-11-26T21:02:35.694966] [INFO ] [sig ] [2092/3599] Completed MODL in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:35.695021] [INFO ] [sig ] [2093/3599] Forecasting MOFG... [2025-11-26T21:02:35.695064] [INFO ] [sig ] Generating forecast for: MOFG [2025-11-26T21:02:35.695104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'. [2025-11-26T21:02:35.706597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOFG'. [2025-11-26T21:02:35.706964] [INFO ] [FORECASTER] Starting predict_future for MOFG [2025-11-26T21:02:35.707830] [DEBUG] [LOCAL ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt [2025-11-26T21:02:35.707898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:35.707957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:35.707999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:35.708067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:35.764518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:35.765197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:35.765291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:35.765339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:35.877183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:35.877347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:35.877397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:35.877434] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:35.880854] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=34.37%) [2025-11-26T21:02:35.881144] [INFO ] [FORECASTER] Completed predict_future for MOFG [2025-11-26T21:02:35.881288] [INFO ] [sig ] MOFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:36.020700] [INFO ] [LOCAL ] Saved forecast: MOFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOFG.txt [2025-11-26T21:02:36.020858] [INFO ] [sig ] [2093/3599] Completed MOFG in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:36.020911] [INFO ] [sig ] [2094/3599] Forecasting MOGO... [2025-11-26T21:02:36.020955] [INFO ] [sig ] Generating forecast for: MOGO [2025-11-26T21:02:36.020997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'. [2025-11-26T21:02:36.031252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOGO'. [2025-11-26T21:02:36.031613] [INFO ] [FORECASTER] Starting predict_future for MOGO [2025-11-26T21:02:36.032443] [DEBUG] [LOCAL ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt [2025-11-26T21:02:36.032512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:36.032562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:36.032601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:36.032687] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:36.088925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:36.089610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:36.089729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:36.089776] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:36.206613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:36.206823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:36.206878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:36.206911] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:36.210615] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-11-26T21:02:36.210928] [INFO ] [FORECASTER] Completed predict_future for MOGO [2025-11-26T21:02:36.211077] [INFO ] [sig ] MOGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:36.395141] [INFO ] [LOCAL ] Saved forecast: MOGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOGO.txt [2025-11-26T21:02:36.395312] [INFO ] [sig ] [2094/3599] Completed MOGO in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:36.395366] [INFO ] [sig ] [2095/3599] Forecasting MOH... [2025-11-26T21:02:36.395411] [INFO ] [sig ] Generating forecast for: MOH [2025-11-26T21:02:36.395451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-11-26T21:02:36.407669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOH'. [2025-11-26T21:02:36.408002] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-11-26T21:02:36.408842] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-11-26T21:02:36.408910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:36.408955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:36.408996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:36.409065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:36.466444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:36.467189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:36.467287] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:36.467333] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:36.587285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:36.587579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:36.587633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:36.587693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:36.591128] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=96.97%) [2025-11-26T21:02:36.591423] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-11-26T21:02:36.591570] [INFO ] [sig ] MOH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:36.734806] [INFO ] [LOCAL ] Saved forecast: MOH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MOH.txt [2025-11-26T21:02:36.734985] [INFO ] [sig ] [2095/3599] Completed MOH in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:36.735041] [INFO ] [sig ] [2096/3599] Forecasting MOMO... [2025-11-26T21:02:36.735104] [INFO ] [sig ] Generating forecast for: MOMO [2025-11-26T21:02:36.735152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'. [2025-11-26T21:02:36.747604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOMO'. [2025-11-26T21:02:36.747970] [INFO ] [FORECASTER] Starting predict_future for MOMO [2025-11-26T21:02:36.748833] [DEBUG] [LOCAL ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt [2025-11-26T21:02:36.748902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:36.748948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:36.748987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:36.749078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:36.809709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:36.810674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:36.810777] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:36.811015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:36.938885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:36.939071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:36.939123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:36.939164] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:36.942555] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=8.92%) [2025-11-26T21:02:36.942876] [INFO ] [FORECASTER] Completed predict_future for MOMO [2025-11-26T21:02:36.943020] [INFO ] [sig ] MOMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:37.089964] [INFO ] [LOCAL ] Saved forecast: MOMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOMO.txt [2025-11-26T21:02:37.090147] [INFO ] [sig ] [2096/3599] Completed MOMO in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:37.090208] [INFO ] [sig ] [2097/3599] Forecasting MORN... [2025-11-26T21:02:37.090251] [INFO ] [sig ] Generating forecast for: MORN [2025-11-26T21:02:37.090292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'. [2025-11-26T21:02:37.103487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MORN'. [2025-11-26T21:02:37.103865] [INFO ] [FORECASTER] Starting predict_future for MORN [2025-11-26T21:02:37.104825] [DEBUG] [LOCAL ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt [2025-11-26T21:02:37.104893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:37.104937] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:37.104975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:37.105043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:37.165466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:37.166166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:37.166262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:37.166310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:37.288407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:37.288619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:37.288719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:37.288778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:37.293200] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=71.13%) [2025-11-26T21:02:37.293567] [INFO ] [FORECASTER] Completed predict_future for MORN [2025-11-26T21:02:37.293764] [INFO ] [sig ] MORN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:37.439261] [INFO ] [LOCAL ] Saved forecast: MORN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MORN.txt [2025-11-26T21:02:37.439417] [INFO ] [sig ] [2097/3599] Completed MORN in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:37.439467] [INFO ] [sig ] [2098/3599] Forecasting MOS... [2025-11-26T21:02:37.439509] [INFO ] [sig ] Generating forecast for: MOS [2025-11-26T21:02:37.439551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-11-26T21:02:37.451453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOS'. [2025-11-26T21:02:37.451771] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-11-26T21:02:37.452583] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-11-26T21:02:37.452673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:37.452720] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:37.452759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:37.452826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:37.514002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:37.514736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:37.515022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:37.515070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:37.643109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:37.643291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:37.643348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:37.643390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:37.647484] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=27.12%) [2025-11-26T21:02:37.647831] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-11-26T21:02:37.648006] [INFO ] [sig ] MOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:37.800371] [INFO ] [LOCAL ] Saved forecast: MOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOS.txt [2025-11-26T21:02:37.800560] [INFO ] [sig ] [2098/3599] Completed MOS in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:37.800614] [INFO ] [sig ] [2099/3599] Forecasting MP... [2025-11-26T21:02:37.800677] [INFO ] [sig ] Generating forecast for: MP [2025-11-26T21:02:37.800723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-11-26T21:02:37.814225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MP'. [2025-11-26T21:02:37.814754] [INFO ] [FORECASTER] Starting predict_future for MP [2025-11-26T21:02:37.816092] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-11-26T21:02:37.816169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:37.816237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:37.816303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:37.816409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:37.877281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:37.878297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:37.878418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:37.878492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:37.999357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:37.999573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:37.999663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:37.999733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:38.003256] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=99.49%) [2025-11-26T21:02:38.003625] [INFO ] [FORECASTER] Completed predict_future for MP [2025-11-26T21:02:38.003836] [INFO ] [sig ] MP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:38.152550] [INFO ] [LOCAL ] Saved forecast: MP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MP.txt [2025-11-26T21:02:38.152784] [INFO ] [sig ] [2099/3599] Completed MP in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:38.152869] [INFO ] [sig ] [2100/3599] Forecasting MPA... [2025-11-26T21:02:38.152914] [INFO ] [sig ] Generating forecast for: MPA [2025-11-26T21:02:38.152952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-11-26T21:02:38.167555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPA'. [2025-11-26T21:02:38.168074] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-11-26T21:02:38.169243] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-11-26T21:02:38.169327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:38.169385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:38.169439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:38.169536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:38.243916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:38.244848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:38.244955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:38.245003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:38.371160] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:38.371384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:38.371442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:38.371525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:38.375983] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=5.23%) [2025-11-26T21:02:38.376477] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-11-26T21:02:38.376693] [INFO ] [sig ] MPA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:38.532401] [INFO ] [LOCAL ] Saved forecast: MPA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MPA.txt [2025-11-26T21:02:38.532593] [INFO ] [sig ] [2100/3599] Completed MPA in 0.4s | 2.90 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:02:38.532666] [INFO ] [sig ] [2101/3599] Forecasting MPAA... [2025-11-26T21:02:38.532712] [INFO ] [sig ] Generating forecast for: MPAA [2025-11-26T21:02:38.532756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'. [2025-11-26T21:02:38.548113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPAA'. [2025-11-26T21:02:38.548669] [INFO ] [FORECASTER] Starting predict_future for MPAA [2025-11-26T21:02:38.549718] [DEBUG] [LOCAL ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt [2025-11-26T21:02:38.549804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:38.549866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:38.549919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:38.550017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:38.628666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:38.629725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:38.629840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:38.629888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:38.748868] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:38.749075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:38.749128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:38.749169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:38.752605] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=68.40%) [2025-11-26T21:02:38.752954] [INFO ] [FORECASTER] Completed predict_future for MPAA [2025-11-26T21:02:38.753108] [INFO ] [sig ] MPAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:38.896537] [INFO ] [LOCAL ] Saved forecast: MPAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MPAA.txt [2025-11-26T21:02:38.896780] [INFO ] [sig ] [2101/3599] Completed MPAA in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:38.896840] [INFO ] [sig ] [2102/3599] Forecasting MPB... [2025-11-26T21:02:38.896883] [INFO ] [sig ] Generating forecast for: MPB [2025-11-26T21:02:38.896926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'. [2025-11-26T21:02:38.909516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPB'. [2025-11-26T21:02:38.910226] [INFO ] [FORECASTER] Starting predict_future for MPB [2025-11-26T21:02:38.911366] [DEBUG] [LOCAL ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt [2025-11-26T21:02:38.911444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:38.911492] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:38.911533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:38.911606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:38.975989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:38.977143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:38.977306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:38.977355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:39.099187] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:39.099394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:39.099447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:39.099489] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:39.103075] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=21.29%) [2025-11-26T21:02:39.103437] [INFO ] [FORECASTER] Completed predict_future for MPB [2025-11-26T21:02:39.103600] [INFO ] [sig ] MPB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:39.248540] [INFO ] [LOCAL ] Saved forecast: MPB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MPB.txt [2025-11-26T21:02:39.248778] [INFO ] [sig ] [2102/3599] Completed MPB in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:39.248835] [INFO ] [sig ] [2103/3599] Forecasting MPC... [2025-11-26T21:02:39.248878] [INFO ] [sig ] Generating forecast for: MPC [2025-11-26T21:02:39.248918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-11-26T21:02:39.261091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPC'. [2025-11-26T21:02:39.261553] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-11-26T21:02:39.262499] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-11-26T21:02:39.262573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:39.262623] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:39.262687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:39.262760] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:39.320334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:39.321334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:39.321450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:39.321498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:39.455422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:39.455623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:39.455695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:39.455739] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:39.459665] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=85.09%) [2025-11-26T21:02:39.460046] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-11-26T21:02:39.460234] [INFO ] [sig ] MPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:39.609417] [INFO ] [LOCAL ] Saved forecast: MPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MPC.txt [2025-11-26T21:02:39.609595] [INFO ] [sig ] [2103/3599] Completed MPC in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:39.609676] [INFO ] [sig ] [2104/3599] Forecasting MPX... [2025-11-26T21:02:39.609721] [INFO ] [sig ] Generating forecast for: MPX [2025-11-26T21:02:39.609764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-11-26T21:02:39.623258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPX'. [2025-11-26T21:02:39.623727] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-11-26T21:02:39.624702] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-11-26T21:02:39.624773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:39.624820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:39.624894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:39.624982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:39.695429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:39.697095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:39.697218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:39.697268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:39.819359] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:39.819583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:39.819671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:39.819727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:39.824066] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=75.14%) [2025-11-26T21:02:39.824533] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-11-26T21:02:39.824757] [INFO ] [sig ] MPX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:39.973626] [INFO ] [LOCAL ] Saved forecast: MPX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MPX.txt [2025-11-26T21:02:39.973851] [INFO ] [sig ] [2104/3599] Completed MPX in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:39.973909] [INFO ] [sig ] [2105/3599] Forecasting MQ... [2025-11-26T21:02:39.973951] [INFO ] [sig ] Generating forecast for: MQ [2025-11-26T21:02:39.973994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'. [2025-11-26T21:02:39.986775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQ'. [2025-11-26T21:02:39.987195] [INFO ] [FORECASTER] Starting predict_future for MQ [2025-11-26T21:02:39.988290] [DEBUG] [LOCAL ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt [2025-11-26T21:02:39.988360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:39.988405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:39.988443] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:39.988509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:40.046839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:40.048036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:40.048153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:40.048201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:40.174675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:40.175666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:40.175730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:40.175768] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:40.180131] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-11-26T21:02:40.180525] [INFO ] [FORECASTER] Completed predict_future for MQ [2025-11-26T21:02:40.180741] [INFO ] [sig ] MQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:40.354726] [INFO ] [LOCAL ] Saved forecast: MQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MQ.txt [2025-11-26T21:02:40.354932] [INFO ] [sig ] [2105/3599] Completed MQ in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:40.354990] [INFO ] [sig ] [2106/3599] Forecasting MQY... [2025-11-26T21:02:40.355033] [INFO ] [sig ] Generating forecast for: MQY [2025-11-26T21:02:40.355076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-11-26T21:02:40.368845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQY'. [2025-11-26T21:02:40.369231] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-11-26T21:02:40.370128] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-11-26T21:02:40.370200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:40.370247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:40.370289] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:40.370360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:40.443362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:40.444453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:40.444560] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:40.444609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:40.592451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:40.592661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:40.592745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:40.592798] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:40.597028] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-11-26T21:02:40.597421] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-11-26T21:02:40.597676] [INFO ] [sig ] MQY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:40.750272] [INFO ] [LOCAL ] Saved forecast: MQY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MQY.txt [2025-11-26T21:02:40.750445] [INFO ] [sig ] [2106/3599] Completed MQY in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:40.750493] [INFO ] [sig ] [2107/3599] Forecasting MRAM... [2025-11-26T21:02:40.750536] [INFO ] [sig ] Generating forecast for: MRAM [2025-11-26T21:02:40.750575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'. [2025-11-26T21:02:40.761879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRAM'. [2025-11-26T21:02:40.762184] [INFO ] [FORECASTER] Starting predict_future for MRAM [2025-11-26T21:02:40.763027] [DEBUG] [LOCAL ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt [2025-11-26T21:02:40.763095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:40.763139] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:40.763178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:40.763247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:40.820455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:40.821152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:40.821245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:40.821287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:40.948703] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:40.948931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:40.948991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:40.949035] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:40.953013] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=8.26%) [2025-11-26T21:02:40.953338] [INFO ] [FORECASTER] Completed predict_future for MRAM [2025-11-26T21:02:40.953504] [INFO ] [sig ] MRAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:41.093664] [INFO ] [LOCAL ] Saved forecast: MRAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRAM.txt [2025-11-26T21:02:41.093850] [INFO ] [sig ] [2107/3599] Completed MRAM in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:41.093909] [INFO ] [sig ] [2108/3599] Forecasting MRBK... [2025-11-26T21:02:41.093951] [INFO ] [sig ] Generating forecast for: MRBK [2025-11-26T21:02:41.093999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'. [2025-11-26T21:02:41.106284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRBK'. [2025-11-26T21:02:41.106668] [INFO ] [FORECASTER] Starting predict_future for MRBK [2025-11-26T21:02:41.107697] [DEBUG] [LOCAL ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt [2025-11-26T21:02:41.107768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:41.107814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:41.107858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:41.107924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:41.165203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:41.165986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:41.166084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:41.166129] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:41.285827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:41.286036] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:02:41.286096] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:41.286151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:41.290012] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=29.41%) [2025-11-26T21:02:41.290358] [INFO ] [FORECASTER] Completed predict_future for MRBK [2025-11-26T21:02:41.290527] [INFO ] [sig ] MRBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:41.443338] [INFO ] [LOCAL ] Saved forecast: MRBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRBK.txt [2025-11-26T21:02:41.443544] [INFO ] [sig ] [2108/3599] Completed MRBK in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:41.443601] [INFO ] [sig ] [2109/3599] Forecasting MRCC... [2025-11-26T21:02:41.443665] [INFO ] [sig ] Generating forecast for: MRCC [2025-11-26T21:02:41.443721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'. [2025-11-26T21:02:41.455899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCC'. [2025-11-26T21:02:41.456365] [INFO ] [FORECASTER] Starting predict_future for MRCC [2025-11-26T21:02:41.457313] [DEBUG] [LOCAL ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt [2025-11-26T21:02:41.457386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:41.457434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:41.457475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:41.457574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:41.521617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:41.522624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:41.522770] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:41.522826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:41.659148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:41.659348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:41.659401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:41.659442] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:41.663231] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=24.41%) [2025-11-26T21:02:41.663542] [INFO ] [FORECASTER] Completed predict_future for MRCC [2025-11-26T21:02:41.663719] [INFO ] [sig ] MRCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:41.811460] [INFO ] [LOCAL ] Saved forecast: MRCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRCC.txt [2025-11-26T21:02:41.811699] [INFO ] [sig ] [2109/3599] Completed MRCC in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:02:41.811761] [INFO ] [sig ] [2110/3599] Forecasting MRCY... [2025-11-26T21:02:41.811803] [INFO ] [sig ] Generating forecast for: MRCY [2025-11-26T21:02:41.811847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'. [2025-11-26T21:02:41.825515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCY'. [2025-11-26T21:02:41.826040] [INFO ] [FORECASTER] Starting predict_future for MRCY [2025-11-26T21:02:41.826945] [DEBUG] [LOCAL ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt [2025-11-26T21:02:41.827017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:41.827062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:41.827103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:41.827169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:41.885612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:41.886538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:41.886662] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:41.886711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:42.013242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:42.013468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:42.013524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:42.013566] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:42.017163] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-11-26T21:02:42.017537] [INFO ] [FORECASTER] Completed predict_future for MRCY [2025-11-26T21:02:42.017744] [INFO ] [sig ] MRCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:42.158748] [INFO ] [LOCAL ] Saved forecast: MRCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRCY.txt [2025-11-26T21:02:42.158908] [INFO ] [sig ] [2110/3599] Completed MRCY in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:42.158963] [INFO ] [sig ] [2111/3599] Forecasting MREO... [2025-11-26T21:02:42.159007] [INFO ] [sig ] Generating forecast for: MREO [2025-11-26T21:02:42.159050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'. [2025-11-26T21:02:42.172831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MREO'. [2025-11-26T21:02:42.173433] [INFO ] [FORECASTER] Starting predict_future for MREO [2025-11-26T21:02:42.174568] [DEBUG] [LOCAL ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt [2025-11-26T21:02:42.174696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:42.174757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:42.174800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:42.174876] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:42.238925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:42.240105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:42.240236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:42.240290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:42.365837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:42.366126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:42.366188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:42.366232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:42.370590] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=91.80%) [2025-11-26T21:02:42.371014] [INFO ] [FORECASTER] Completed predict_future for MREO [2025-11-26T21:02:42.371201] [INFO ] [sig ] MREO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:42.521323] [INFO ] [LOCAL ] Saved forecast: MREO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MREO.txt [2025-11-26T21:02:42.521572] [INFO ] [sig ] [2111/3599] Completed MREO in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:42.521634] [INFO ] [sig ] [2112/3599] Forecasting MRK... [2025-11-26T21:02:42.521703] [INFO ] [sig ] Generating forecast for: MRK [2025-11-26T21:02:42.521749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-11-26T21:02:42.535957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRK'. [2025-11-26T21:02:42.536606] [INFO ] [FORECASTER] Starting predict_future for MRK [2025-11-26T21:02:42.537716] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-11-26T21:02:42.537794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:42.537842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:42.537886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:42.537960] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:42.598580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:42.599791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:42.599911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:42.599960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:42.728957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:42.729235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:42.729296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:42.729366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:42.733387] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=52.10%) [2025-11-26T21:02:42.733747] [INFO ] [FORECASTER] Completed predict_future for MRK [2025-11-26T21:02:42.733910] [INFO ] [sig ] MRK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:42.878170] [INFO ] [LOCAL ] Saved forecast: MRK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRK.txt [2025-11-26T21:02:42.878387] [INFO ] [sig ] [2112/3599] Completed MRK in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:42.878448] [INFO ] [sig ] [2113/3599] Forecasting MRM... [2025-11-26T21:02:42.878501] [INFO ] [sig ] Generating forecast for: MRM [2025-11-26T21:02:42.878546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'. [2025-11-26T21:02:42.892454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRM'. [2025-11-26T21:02:42.892910] [INFO ] [FORECASTER] Starting predict_future for MRM [2025-11-26T21:02:42.893983] [DEBUG] [LOCAL ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt [2025-11-26T21:02:42.894055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:42.894104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:42.894154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:42.894239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:42.960883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:42.962002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:42.962128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:42.962177] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:43.083433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:43.083706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:43.083778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:43.083823] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:43.087768] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=92.22%) [2025-11-26T21:02:43.088105] [INFO ] [FORECASTER] Completed predict_future for MRM [2025-11-26T21:02:43.088273] [INFO ] [sig ] MRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:43.230349] [INFO ] [LOCAL ] Saved forecast: MRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRM.txt [2025-11-26T21:02:43.230568] [INFO ] [sig ] [2113/3599] Completed MRM in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:43.230627] [INFO ] [sig ] [2114/3599] Forecasting MRNA... [2025-11-26T21:02:43.230698] [INFO ] [sig ] Generating forecast for: MRNA [2025-11-26T21:02:43.230747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'. [2025-11-26T21:02:43.244787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRNA'. [2025-11-26T21:02:43.245378] [INFO ] [FORECASTER] Starting predict_future for MRNA [2025-11-26T21:02:43.246331] [DEBUG] [LOCAL ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt [2025-11-26T21:02:43.246405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:43.246453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:43.246494] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:43.246563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:43.304967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:43.306024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:43.306129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:43.306176] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:43.424661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:43.424861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:43.424916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:43.424959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:43.428487] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=81.02%) [2025-11-26T21:02:43.428844] [INFO ] [FORECASTER] Completed predict_future for MRNA [2025-11-26T21:02:43.429007] [INFO ] [sig ] MRNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:43.570934] [INFO ] [LOCAL ] Saved forecast: MRNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRNA.txt [2025-11-26T21:02:43.571126] [INFO ] [sig ] [2114/3599] Completed MRNA in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:43.571186] [INFO ] [sig ] [2115/3599] Forecasting MRSN... [2025-11-26T21:02:43.571227] [INFO ] [sig ] Generating forecast for: MRSN [2025-11-26T21:02:43.571269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'. [2025-11-26T21:02:43.583790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRSN'. [2025-11-26T21:02:43.584252] [INFO ] [FORECASTER] Starting predict_future for MRSN [2025-11-26T21:02:43.585144] [DEBUG] [LOCAL ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt [2025-11-26T21:02:43.585216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:43.585262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:43.585303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:43.585372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:43.644731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:43.645717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:43.645828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:43.645878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:43.775275] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:43.775469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:43.775520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:43.775564] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:43.779087] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=12.62%) [2025-11-26T21:02:43.779401] [INFO ] [FORECASTER] Completed predict_future for MRSN [2025-11-26T21:02:43.779546] [INFO ] [sig ] MRSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:43.920423] [INFO ] [LOCAL ] Saved forecast: MRSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRSN.txt [2025-11-26T21:02:43.920603] [INFO ] [sig ] [2115/3599] Completed MRSN in 0.3s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:43.920682] [INFO ] [sig ] [2116/3599] Forecasting MRTN... [2025-11-26T21:02:43.920731] [INFO ] [sig ] Generating forecast for: MRTN [2025-11-26T21:02:43.920774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'. [2025-11-26T21:02:43.934664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRTN'. [2025-11-26T21:02:43.935109] [INFO ] [FORECASTER] Starting predict_future for MRTN [2025-11-26T21:02:43.936087] [DEBUG] [LOCAL ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt [2025-11-26T21:02:43.936206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:43.936287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:43.936340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:43.936410] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:44.013720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:44.014746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:44.014855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:44.014903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:44.129489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:44.129714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:44.129772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:44.129815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:44.133323] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=94.76%) [2025-11-26T21:02:44.133698] [INFO ] [FORECASTER] Completed predict_future for MRTN [2025-11-26T21:02:44.133869] [INFO ] [sig ] MRTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:44.276336] [INFO ] [LOCAL ] Saved forecast: MRTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRTN.txt [2025-11-26T21:02:44.276540] [INFO ] [sig ] [2116/3599] Completed MRTN in 0.4s | 2.90 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:02:44.276596] [INFO ] [sig ] [2117/3599] Forecasting MRUS... [2025-11-26T21:02:44.276657] [INFO ] [sig ] Generating forecast for: MRUS [2025-11-26T21:02:44.276699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'. [2025-11-26T21:02:44.290163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRUS'. [2025-11-26T21:02:44.290863] [INFO ] [FORECASTER] Starting predict_future for MRUS [2025-11-26T21:02:44.292031] [DEBUG] [LOCAL ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt [2025-11-26T21:02:44.292134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:44.292189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:44.292310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:44.292388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:44.353200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:44.354533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:44.354684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:44.354738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:44.489829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:44.490116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:44.490181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:44.490229] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:44.494684] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=93.81%) [2025-11-26T21:02:44.495132] [INFO ] [FORECASTER] Completed predict_future for MRUS [2025-11-26T21:02:44.495327] [INFO ] [sig ] MRUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:44.643944] [INFO ] [LOCAL ] Saved forecast: MRUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRUS.txt [2025-11-26T21:02:44.644172] [INFO ] [sig ] [2117/3599] Completed MRUS in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:44.644236] [INFO ] [sig ] [2118/3599] Forecasting MRVI... [2025-11-26T21:02:44.644283] [INFO ] [sig ] Generating forecast for: MRVI [2025-11-26T21:02:44.644328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'. [2025-11-26T21:02:44.662271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVI'. [2025-11-26T21:02:44.663017] [INFO ] [FORECASTER] Starting predict_future for MRVI [2025-11-26T21:02:44.664346] [DEBUG] [LOCAL ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt [2025-11-26T21:02:44.664447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:44.664527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:44.664586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:44.664717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:44.748502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:44.749496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:44.749610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:44.749676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:44.874123] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:44.874325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:44.874382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:44.874423] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:44.878354] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=40.72%) [2025-11-26T21:02:44.878670] [INFO ] [FORECASTER] Completed predict_future for MRVI [2025-11-26T21:02:44.878822] [INFO ] [sig ] MRVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:45.021506] [INFO ] [LOCAL ] Saved forecast: MRVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRVI.txt [2025-11-26T21:02:45.021727] [INFO ] [sig ] [2118/3599] Completed MRVI in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:45.021788] [INFO ] [sig ] [2119/3599] Forecasting MRVL... [2025-11-26T21:02:45.021833] [INFO ] [sig ] Generating forecast for: MRVL [2025-11-26T21:02:45.021878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'. [2025-11-26T21:02:45.036217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVL'. [2025-11-26T21:02:45.036773] [INFO ] [FORECASTER] Starting predict_future for MRVL [2025-11-26T21:02:45.037895] [DEBUG] [LOCAL ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt [2025-11-26T21:02:45.037975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:45.038028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:45.038071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:45.038142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:45.104556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:45.106257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:45.106468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:45.106532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:45.235115] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:45.235351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:45.235413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:45.235455] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:45.239601] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=90.67%) [2025-11-26T21:02:45.239978] [INFO ] [FORECASTER] Completed predict_future for MRVL [2025-11-26T21:02:45.240159] [INFO ] [sig ] MRVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:45.390537] [INFO ] [LOCAL ] Saved forecast: MRVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRVL.txt [2025-11-26T21:02:45.390820] [INFO ] [sig ] [2119/3599] Completed MRVL in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:45.390887] [INFO ] [sig ] [2120/3599] Forecasting MRX... [2025-11-26T21:02:45.390926] [INFO ] [sig ] Generating forecast for: MRX [2025-11-26T21:02:45.390970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'. [2025-11-26T21:02:45.405418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRX'. [2025-11-26T21:02:45.406069] [INFO ] [FORECASTER] Starting predict_future for MRX [2025-11-26T21:02:45.407266] [DEBUG] [LOCAL ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt [2025-11-26T21:02:45.407354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:45.407422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:45.407486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:45.407611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:45.470819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:45.471872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:45.471984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:45.472033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:45.604790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:45.604997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:45.605053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:45.605094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:45.608715] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=31.77%) [2025-11-26T21:02:45.609056] [INFO ] [FORECASTER] Completed predict_future for MRX [2025-11-26T21:02:45.609207] [INFO ] [sig ] MRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:45.765985] [INFO ] [LOCAL ] Saved forecast: MRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRX.txt [2025-11-26T21:02:45.766173] [INFO ] [sig ] [2120/3599] Completed MRX in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:45.766233] [INFO ] [sig ] [2121/3599] Forecasting MS... [2025-11-26T21:02:45.766277] [INFO ] [sig ] Generating forecast for: MS [2025-11-26T21:02:45.766320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-11-26T21:02:45.778449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MS'. [2025-11-26T21:02:45.778911] [INFO ] [FORECASTER] Starting predict_future for MS [2025-11-26T21:02:45.779787] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-11-26T21:02:45.779857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:45.779903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:45.779943] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:45.780011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:45.840820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:45.842286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:45.842422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:45.842475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:45.970448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:45.970734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:45.970797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:45.970842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:45.974768] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T21:02:45.975136] [INFO ] [FORECASTER] Completed predict_future for MS [2025-11-26T21:02:45.975317] [INFO ] [sig ] MS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:46.136810] [INFO ] [LOCAL ] Saved forecast: MS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MS.txt [2025-11-26T21:02:46.137142] [INFO ] [sig ] [2121/3599] Completed MS in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:46.137223] [INFO ] [sig ] [2122/3599] Forecasting MSA... [2025-11-26T21:02:46.137284] [INFO ] [sig ] Generating forecast for: MSA [2025-11-26T21:02:46.137344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-11-26T21:02:46.155781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSA'. [2025-11-26T21:02:46.156492] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-11-26T21:02:46.158013] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-11-26T21:02:46.158097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:46.158147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:46.158187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:46.158258] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:46.221181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:46.222468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:46.222608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:46.222682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:46.362206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:46.362482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:46.362561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:46.362621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:46.368061] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=50.27%) [2025-11-26T21:02:46.368927] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-11-26T21:02:46.369386] [INFO ] [sig ] MSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:46.544430] [INFO ] [LOCAL ] Saved forecast: MSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSA.txt [2025-11-26T21:02:46.544704] [INFO ] [sig ] [2122/3599] Completed MSA in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:46.544772] [INFO ] [sig ] [2123/3599] Forecasting MSB... [2025-11-26T21:02:46.544819] [INFO ] [sig ] Generating forecast for: MSB [2025-11-26T21:02:46.544866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-11-26T21:02:46.560131] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSB'. [2025-11-26T21:02:46.560864] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-11-26T21:02:46.561927] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-11-26T21:02:46.562003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:46.562247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:46.562289] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:46.562364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:46.622851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:46.624233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:46.624359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:46.624409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:46.755797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:46.756054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:46.756117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:46.756162] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:46.763694] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=22.45%) [2025-11-26T21:02:46.764124] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-11-26T21:02:46.764303] [INFO ] [sig ] MSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:46.912202] [INFO ] [LOCAL ] Saved forecast: MSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSB.txt [2025-11-26T21:02:46.912430] [INFO ] [sig ] [2123/3599] Completed MSB in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:46.912491] [INFO ] [sig ] [2124/3599] Forecasting MSBI... [2025-11-26T21:02:46.912538] [INFO ] [sig ] Generating forecast for: MSBI [2025-11-26T21:02:46.912582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'. [2025-11-26T21:02:46.926261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSBI'. [2025-11-26T21:02:46.926731] [INFO ] [FORECASTER] Starting predict_future for MSBI [2025-11-26T21:02:46.927760] [DEBUG] [LOCAL ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt [2025-11-26T21:02:46.927836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:46.927891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:46.927945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:46.928026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:46.992299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:46.993533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:46.993703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:46.993762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:47.131921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:47.132206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:47.132299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:47.132349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:47.137365] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=18.67%) [2025-11-26T21:02:47.137929] [INFO ] [FORECASTER] Completed predict_future for MSBI [2025-11-26T21:02:47.138144] [INFO ] [sig ] MSBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:47.289773] [INFO ] [LOCAL ] Saved forecast: MSBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSBI.txt [2025-11-26T21:02:47.290031] [INFO ] [sig ] [2124/3599] Completed MSBI in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:47.290092] [INFO ] [sig ] [2125/3599] Forecasting MSCI... [2025-11-26T21:02:47.290141] [INFO ] [sig ] Generating forecast for: MSCI [2025-11-26T21:02:47.290185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-11-26T21:02:47.304789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSCI'. [2025-11-26T21:02:47.305377] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-11-26T21:02:47.306428] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-11-26T21:02:47.306501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:47.306557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:47.306599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:47.306710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:47.369175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:47.370338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:47.370465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:47.370514] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:47.499594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:47.499876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:47.500013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:47.500064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:47.504163] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=53.28%) [2025-11-26T21:02:47.504512] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-11-26T21:02:47.504843] [INFO ] [sig ] MSCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:47.660880] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSCI.txt [2025-11-26T21:02:47.661139] [INFO ] [sig ] [2125/3599] Completed MSCI in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:47.661201] [INFO ] [sig ] [2126/3599] Forecasting MSD... [2025-11-26T21:02:47.661252] [INFO ] [sig ] Generating forecast for: MSD [2025-11-26T21:02:47.661290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-11-26T21:02:47.676778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSD'. [2025-11-26T21:02:47.677614] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-11-26T21:02:47.678595] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-11-26T21:02:47.678690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:47.678738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:47.678781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:47.678852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:47.742003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:47.743261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:47.743393] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:47.743442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:47.871997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:47.872314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:47.872388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:47.872436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:47.876781] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=35.11%) [2025-11-26T21:02:47.877183] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-11-26T21:02:47.877364] [INFO ] [sig ] MSD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:48.039940] [INFO ] [LOCAL ] Saved forecast: MSD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSD.txt [2025-11-26T21:02:48.040274] [INFO ] [sig ] [2126/3599] Completed MSD in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:48.040373] [INFO ] [sig ] [2127/3599] Forecasting MSEX... [2025-11-26T21:02:48.040445] [INFO ] [sig ] Generating forecast for: MSEX [2025-11-26T21:02:48.040515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'. [2025-11-26T21:02:48.058008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSEX'. [2025-11-26T21:02:48.058759] [INFO ] [FORECASTER] Starting predict_future for MSEX [2025-11-26T21:02:48.060226] [DEBUG] [LOCAL ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt [2025-11-26T21:02:48.060328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:48.060403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:48.060468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:48.060595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:48.135012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:48.136259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:48.136405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:48.136456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:48.263747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:48.263992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:48.264051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:48.264097] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:48.268242] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=78.07%) [2025-11-26T21:02:48.268839] [INFO ] [FORECASTER] Completed predict_future for MSEX [2025-11-26T21:02:48.269011] [INFO ] [sig ] MSEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:48.425120] [INFO ] [LOCAL ] Saved forecast: MSEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSEX.txt [2025-11-26T21:02:48.425374] [INFO ] [sig ] [2127/3599] Completed MSEX in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:02:48.425437] [INFO ] [sig ] [2128/3599] Forecasting MSFD... [2025-11-26T21:02:48.425486] [INFO ] [sig ] Generating forecast for: MSFD [2025-11-26T21:02:48.425536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'. [2025-11-26T21:02:48.440381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFD'. [2025-11-26T21:02:48.440964] [INFO ] [FORECASTER] Starting predict_future for MSFD [2025-11-26T21:02:48.442158] [DEBUG] [LOCAL ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt [2025-11-26T21:02:48.442245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:48.442334] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:48.442395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:48.442491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:48.500146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:48.501288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:48.501482] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:48.501547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:48.627579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:48.627812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:48.627881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:48.627939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:48.631467] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=3.86%) [2025-11-26T21:02:48.631952] [INFO ] [FORECASTER] Completed predict_future for MSFD [2025-11-26T21:02:48.632126] [INFO ] [sig ] MSFD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:48.775590] [INFO ] [LOCAL ] Saved forecast: MSFD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSFD.txt [2025-11-26T21:02:48.775812] [INFO ] [sig ] [2128/3599] Completed MSFD in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:02:48.775870] [INFO ] [sig ] [2129/3599] Forecasting MSFL... [2025-11-26T21:02:48.775904] [INFO ] [sig ] Generating forecast for: MSFL [2025-11-26T21:02:48.775943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'. [2025-11-26T21:02:48.787609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFL'. [2025-11-26T21:02:48.788058] [INFO ] [FORECASTER] Starting predict_future for MSFL [2025-11-26T21:02:48.788906] [DEBUG] [LOCAL ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt [2025-11-26T21:02:48.788975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:48.789021] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:48.789062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:48.789130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:48.847385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:48.848379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:48.848490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:48.848538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:48.971555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:48.971774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:48.971831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:48.971869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:48.975385] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=90.24%) [2025-11-26T21:02:48.975745] [INFO ] [FORECASTER] Completed predict_future for MSFL [2025-11-26T21:02:48.975909] [INFO ] [sig ] MSFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:49.120566] [INFO ] [LOCAL ] Saved forecast: MSFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSFL.txt [2025-11-26T21:02:49.120798] [INFO ] [sig ] [2129/3599] Completed MSFL in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:02:49.120858] [INFO ] [sig ] [2130/3599] Forecasting MSGE... [2025-11-26T21:02:49.120901] [INFO ] [sig ] Generating forecast for: MSGE [2025-11-26T21:02:49.120941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-11-26T21:02:49.136509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGE'. [2025-11-26T21:02:49.137097] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-11-26T21:02:49.138668] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-11-26T21:02:49.138757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:49.138821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:49.138880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:49.138987] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:49.219699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:49.220831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:49.220937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:49.220985] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:49.346628] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:49.346852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:49.346913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:49.346957] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:49.350696] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-11-26T21:02:49.351158] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-11-26T21:02:49.351368] [INFO ] [sig ] MSGE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:49.498664] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSGE.txt [2025-11-26T21:02:49.498860] [INFO ] [sig ] [2130/3599] Completed MSGE in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:02:49.498921] [INFO ] [sig ] [2131/3599] Forecasting MSGM... [2025-11-26T21:02:49.498967] [INFO ] [sig ] Generating forecast for: MSGM [2025-11-26T21:02:49.499011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'. [2025-11-26T21:02:49.510546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGM'. [2025-11-26T21:02:49.510985] [INFO ] [FORECASTER] Starting predict_future for MSGM [2025-11-26T21:02:49.511890] [DEBUG] [LOCAL ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt [2025-11-26T21:02:49.511963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:49.512012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:49.512055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:49.512127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:49.571955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:49.572900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:49.573006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:49.573055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:49.701377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:49.701555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:49.701617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:49.701682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:49.705846] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=71.84%) [2025-11-26T21:02:49.706234] [INFO ] [FORECASTER] Completed predict_future for MSGM [2025-11-26T21:02:49.706410] [INFO ] [sig ] MSGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:49.852483] [INFO ] [LOCAL ] Saved forecast: MSGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSGM.txt [2025-11-26T21:02:49.852710] [INFO ] [sig ] [2131/3599] Completed MSGM in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:02:49.852771] [INFO ] [sig ] [2132/3599] Forecasting MSGS... [2025-11-26T21:02:49.852830] [INFO ] [sig ] Generating forecast for: MSGS [2025-11-26T21:02:49.852876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-11-26T21:02:49.864230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGS'. [2025-11-26T21:02:49.864666] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-11-26T21:02:49.865515] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-11-26T21:02:49.865584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:49.865636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:49.865700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:49.865770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:49.943580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:49.944582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:49.944743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:49.944792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:50.066811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:50.067031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:50.067086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:50.067127] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:50.070884] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-11-26T21:02:50.071292] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-11-26T21:02:50.071461] [INFO ] [sig ] MSGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:50.219401] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSGS.txt [2025-11-26T21:02:50.219596] [INFO ] [sig ] [2132/3599] Completed MSGS in 0.4s | 2.90 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:02:50.219672] [INFO ] [sig ] [2133/3599] Forecasting MSI... [2025-11-26T21:02:50.219716] [INFO ] [sig ] Generating forecast for: MSI [2025-11-26T21:02:50.219762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-11-26T21:02:50.231811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSI'. [2025-11-26T21:02:50.232191] [INFO ] [FORECASTER] Starting predict_future for MSI [2025-11-26T21:02:50.233285] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-11-26T21:02:50.233353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:50.233398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:50.233436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:50.233503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:50.293982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:50.294925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:50.295031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:50.295079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:50.416519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:50.416743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:50.416799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:50.416840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:50.420605] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=16.57%) [2025-11-26T21:02:50.420935] [INFO ] [FORECASTER] Completed predict_future for MSI [2025-11-26T21:02:50.421084] [INFO ] [sig ] MSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:50.567733] [INFO ] [LOCAL ] Saved forecast: MSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSI.txt [2025-11-26T21:02:50.567935] [INFO ] [sig ] [2133/3599] Completed MSI in 0.3s | 2.90 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:02:50.567993] [INFO ] [sig ] [2134/3599] Forecasting MSM... [2025-11-26T21:02:50.568041] [INFO ] [sig ] Generating forecast for: MSM [2025-11-26T21:02:50.568267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-11-26T21:02:50.580802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSM'. [2025-11-26T21:02:50.581232] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-11-26T21:02:50.582194] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-11-26T21:02:50.582265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:50.582312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:50.582353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:50.582423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:50.644322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:50.645235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:50.645334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:50.645380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:50.764871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:50.765065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:50.765126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:50.765167] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:50.769129] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=15.69%) [2025-11-26T21:02:50.769459] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-11-26T21:02:50.769607] [INFO ] [sig ] MSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:50.916097] [INFO ] [LOCAL ] Saved forecast: MSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSM.txt [2025-11-26T21:02:50.916284] [INFO ] [sig ] [2134/3599] Completed MSM in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:50.916338] [INFO ] [sig ] [2135/3599] Forecasting MSTX... [2025-11-26T21:02:50.916381] [INFO ] [sig ] Generating forecast for: MSTX [2025-11-26T21:02:50.916423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'. [2025-11-26T21:02:50.928802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSTX'. [2025-11-26T21:02:50.929193] [INFO ] [FORECASTER] Starting predict_future for MSTX [2025-11-26T21:02:50.930152] [DEBUG] [LOCAL ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt [2025-11-26T21:02:50.930224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:50.930270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:50.930311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:50.930379] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:50.992035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:50.992955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:50.993058] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:50.993105] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:51.121439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:51.121665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:51.121740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:51.121833] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:51.125349] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=35.21%) [2025-11-26T21:02:51.125684] [INFO ] [FORECASTER] Completed predict_future for MSTX [2025-11-26T21:02:51.125848] [INFO ] [sig ] MSTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:51.267219] [INFO ] [LOCAL ] Saved forecast: MSTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSTX.txt [2025-11-26T21:02:51.267393] [INFO ] [sig ] [2135/3599] Completed MSTX in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:51.267449] [INFO ] [sig ] [2136/3599] Forecasting MTB... [2025-11-26T21:02:51.267494] [INFO ] [sig ] Generating forecast for: MTB [2025-11-26T21:02:51.267566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-11-26T21:02:51.279898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTB'. [2025-11-26T21:02:51.280216] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-11-26T21:02:51.281071] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-11-26T21:02:51.281141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:51.281186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:51.281225] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:51.281294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:51.338111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:51.338946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:51.339050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:51.339102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:51.464223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:51.464411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:51.464464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:51.464507] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:51.467940] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-11-26T21:02:51.468241] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-11-26T21:02:51.468392] [INFO ] [sig ] MTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:51.607831] [INFO ] [LOCAL ] Saved forecast: MTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTB.txt [2025-11-26T21:02:51.608007] [INFO ] [sig ] [2136/3599] Completed MTB in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:51.608064] [INFO ] [sig ] [2137/3599] Forecasting MTCH... [2025-11-26T21:02:51.608108] [INFO ] [sig ] Generating forecast for: MTCH [2025-11-26T21:02:51.608151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'. [2025-11-26T21:02:51.621806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTCH'. [2025-11-26T21:02:51.622422] [INFO ] [FORECASTER] Starting predict_future for MTCH [2025-11-26T21:02:51.623550] [DEBUG] [LOCAL ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt [2025-11-26T21:02:51.623627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:51.623719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:51.623767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:51.623844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:51.687835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:51.689134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:51.689266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:51.689343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:51.818561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:51.818844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:51.818906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:51.818951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:51.823285] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=31.80%) [2025-11-26T21:02:51.823680] [INFO ] [FORECASTER] Completed predict_future for MTCH [2025-11-26T21:02:51.823853] [INFO ] [sig ] MTCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:51.981475] [INFO ] [LOCAL ] Saved forecast: MTCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTCH.txt [2025-11-26T21:02:51.981721] [INFO ] [sig ] [2137/3599] Completed MTCH in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:51.981782] [INFO ] [sig ] [2138/3599] Forecasting MTD... [2025-11-26T21:02:51.981824] [INFO ] [sig ] Generating forecast for: MTD [2025-11-26T21:02:51.981870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-11-26T21:02:51.995791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTD'. [2025-11-26T21:02:51.996351] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-11-26T21:02:51.997374] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-11-26T21:02:51.997450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:51.997540] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:51.997590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:51.997709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:52.061083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:52.062370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:52.062511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:52.062563] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:52.191989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:52.192252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:52.192313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:52.192360] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:52.196770] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=22.64%) [2025-11-26T21:02:52.197131] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-11-26T21:02:52.197302] [INFO ] [sig ] MTD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:52.354752] [INFO ] [LOCAL ] Saved forecast: MTD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTD.txt [2025-11-26T21:02:52.355015] [INFO ] [sig ] [2138/3599] Completed MTD in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:52.355076] [INFO ] [sig ] [2139/3599] Forecasting MTEN... [2025-11-26T21:02:52.355123] [INFO ] [sig ] Generating forecast for: MTEN [2025-11-26T21:02:52.355167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'. [2025-11-26T21:02:52.368618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTEN'. [2025-11-26T21:02:52.369135] [INFO ] [FORECASTER] Starting predict_future for MTEN [2025-11-26T21:02:52.370046] [DEBUG] [LOCAL ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt [2025-11-26T21:02:52.370119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:52.370167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:52.370226] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:52.370299] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:52.428406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:52.429464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:52.429574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:52.429622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:52.557804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:52.558036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:52.558094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:52.558136] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:52.561898] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-11-26T21:02:52.562275] [INFO ] [FORECASTER] Completed predict_future for MTEN [2025-11-26T21:02:52.562445] [INFO ] [sig ] MTEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:52.708534] [INFO ] [LOCAL ] Saved forecast: MTEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTEN.txt [2025-11-26T21:02:52.708736] [INFO ] [sig ] [2139/3599] Completed MTEN in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:52.708796] [INFO ] [sig ] [2140/3599] Forecasting MTG... [2025-11-26T21:02:52.708840] [INFO ] [sig ] Generating forecast for: MTG [2025-11-26T21:02:52.708883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-11-26T21:02:52.720910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTG'. [2025-11-26T21:02:52.721293] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-11-26T21:02:52.722145] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-11-26T21:02:52.722216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:52.722262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:52.722302] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:52.722375] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:52.779441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:52.780391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:52.780497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:52.780544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:52.895902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:52.896111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:52.896166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:52.896207] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:52.899697] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=15.45%) [2025-11-26T21:02:52.899995] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-11-26T21:02:52.900140] [INFO ] [sig ] MTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:53.041239] [INFO ] [LOCAL ] Saved forecast: MTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTG.txt [2025-11-26T21:02:53.041407] [INFO ] [sig ] [2140/3599] Completed MTG in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:53.041466] [INFO ] [sig ] [2141/3599] Forecasting MTH... [2025-11-26T21:02:53.041510] [INFO ] [sig ] Generating forecast for: MTH [2025-11-26T21:02:53.041552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-11-26T21:02:53.053426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTH'. [2025-11-26T21:02:53.053826] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-11-26T21:02:53.054695] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-11-26T21:02:53.054764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:53.054810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:53.054850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:53.054919] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:53.111906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:53.112856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:53.112957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:53.113004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:53.233103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:53.233355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:53.233411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:53.233453] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:53.237061] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=2.21%) [2025-11-26T21:02:53.237388] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-11-26T21:02:53.237567] [INFO ] [sig ] MTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:53.376618] [INFO ] [LOCAL ] Saved forecast: MTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTH.txt [2025-11-26T21:02:53.376917] [INFO ] [sig ] [2141/3599] Completed MTH in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:53.376978] [INFO ] [sig ] [2142/3599] Forecasting MTLS... [2025-11-26T21:02:53.377021] [INFO ] [sig ] Generating forecast for: MTLS [2025-11-26T21:02:53.377058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'. [2025-11-26T21:02:53.389259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTLS'. [2025-11-26T21:02:53.389634] [INFO ] [FORECASTER] Starting predict_future for MTLS [2025-11-26T21:02:53.390466] [DEBUG] [LOCAL ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt [2025-11-26T21:02:53.390538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:53.390583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:53.390624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:53.390726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:53.447306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:53.448280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:53.448385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:53.448434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:53.569005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:53.569270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:53.569331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:53.569376] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:53.573454] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=18.88%) [2025-11-26T21:02:53.573862] [INFO ] [FORECASTER] Completed predict_future for MTLS [2025-11-26T21:02:53.574066] [INFO ] [sig ] MTLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:53.719965] [INFO ] [LOCAL ] Saved forecast: MTLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTLS.txt [2025-11-26T21:02:53.720232] [INFO ] [sig ] [2142/3599] Completed MTLS in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:53.720295] [INFO ] [sig ] [2143/3599] Forecasting MTN... [2025-11-26T21:02:53.720342] [INFO ] [sig ] Generating forecast for: MTN [2025-11-26T21:02:53.720396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-11-26T21:02:53.736079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTN'. [2025-11-26T21:02:53.736712] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-11-26T21:02:53.737707] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-11-26T21:02:53.737847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:53.737904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:53.737945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:53.738039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:53.800104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:53.801141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:53.801265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:53.801316] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:53.921228] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:53.921437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:53.921491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:53.921533] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:53.925080] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=20.69%) [2025-11-26T21:02:53.925387] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-11-26T21:02:53.925546] [INFO ] [sig ] MTN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:54.068002] [INFO ] [LOCAL ] Saved forecast: MTN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTN.txt [2025-11-26T21:02:54.068199] [INFO ] [sig ] [2143/3599] Completed MTN in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:54.068257] [INFO ] [sig ] [2144/3599] Forecasting MTRN... [2025-11-26T21:02:54.068299] [INFO ] [sig ] Generating forecast for: MTRN [2025-11-26T21:02:54.068340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-11-26T21:02:54.086067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRN'. [2025-11-26T21:02:54.086828] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-11-26T21:02:54.088193] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-11-26T21:02:54.088284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:54.088349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:54.088409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:54.088512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:54.157789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:54.159067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:54.159191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:54.159431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:54.292336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:54.292586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:54.292680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:54.292730] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:54.296843] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-11-26T21:02:54.297203] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-11-26T21:02:54.297378] [INFO ] [sig ] MTRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:54.452455] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MTRN.txt [2025-11-26T21:02:54.452790] [INFO ] [sig ] [2144/3599] Completed MTRN in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:54.452867] [INFO ] [sig ] [2145/3599] Forecasting MTRX... [2025-11-26T21:02:54.452922] [INFO ] [sig ] Generating forecast for: MTRX [2025-11-26T21:02:54.452972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'. [2025-11-26T21:02:54.467089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRX'. [2025-11-26T21:02:54.467682] [INFO ] [FORECASTER] Starting predict_future for MTRX [2025-11-26T21:02:54.468768] [DEBUG] [LOCAL ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt [2025-11-26T21:02:54.468851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:54.468907] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:54.468957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:54.469030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:54.529895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:54.531147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:54.531287] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:54.531341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:54.659924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:54.660192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:54.660251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:54.660296] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:54.664495] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=11.74%) [2025-11-26T21:02:54.664972] [INFO ] [FORECASTER] Completed predict_future for MTRX [2025-11-26T21:02:54.665160] [INFO ] [sig ] MTRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:54.823869] [INFO ] [LOCAL ] Saved forecast: MTRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTRX.txt [2025-11-26T21:02:54.824129] [INFO ] [sig ] [2145/3599] Completed MTRX in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:02:54.824191] [INFO ] [sig ] [2146/3599] Forecasting MTSI... [2025-11-26T21:02:54.824243] [INFO ] [sig ] Generating forecast for: MTSI [2025-11-26T21:02:54.824289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'. [2025-11-26T21:02:54.837990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTSI'. [2025-11-26T21:02:54.838491] [INFO ] [FORECASTER] Starting predict_future for MTSI [2025-11-26T21:02:54.839500] [DEBUG] [LOCAL ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt [2025-11-26T21:02:54.839575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:54.839624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:54.839690] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:54.839772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:54.898874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:54.900064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:54.900225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:54.900294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:55.024562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:55.024838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:55.024901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:55.024948] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:55.029060] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T21:02:55.029410] [INFO ] [FORECASTER] Completed predict_future for MTSI [2025-11-26T21:02:55.029592] [INFO ] [sig ] MTSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:55.173945] [INFO ] [LOCAL ] Saved forecast: MTSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTSI.txt [2025-11-26T21:02:55.174189] [INFO ] [sig ] [2146/3599] Completed MTSI in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:02:55.174255] [INFO ] [sig ] [2147/3599] Forecasting MTX... [2025-11-26T21:02:55.174305] [INFO ] [sig ] Generating forecast for: MTX [2025-11-26T21:02:55.174356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-11-26T21:02:55.187380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTX'. [2025-11-26T21:02:55.187890] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-11-26T21:02:55.188917] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-11-26T21:02:55.188990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:55.189040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:55.189083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:55.189156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:55.251124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:55.252382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:55.252511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:55.252568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:55.369384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:55.369634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:55.369713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:55.369761] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:55.373707] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=9.67%) [2025-11-26T21:02:55.374035] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-11-26T21:02:55.374192] [INFO ] [sig ] MTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:55.518932] [INFO ] [LOCAL ] Saved forecast: MTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTX.txt [2025-11-26T21:02:55.519144] [INFO ] [sig ] [2147/3599] Completed MTX in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:02:55.519204] [INFO ] [sig ] [2148/3599] Forecasting MTZ... [2025-11-26T21:02:55.519249] [INFO ] [sig ] Generating forecast for: MTZ [2025-11-26T21:02:55.519294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-11-26T21:02:55.532874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTZ'. [2025-11-26T21:02:55.533322] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-11-26T21:02:55.534316] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-11-26T21:02:55.534390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:55.534439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:55.534483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:55.534557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:55.594894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:55.596050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:55.596186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:55.596236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:55.725932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:55.726136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:55.726190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:55.726232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:55.729946] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=26.53%) [2025-11-26T21:02:55.730292] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-11-26T21:02:55.730450] [INFO ] [sig ] MTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:55.872461] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTZ.txt [2025-11-26T21:02:55.872692] [INFO ] [sig ] [2148/3599] Completed MTZ in 0.4s | 2.90 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:02:55.872750] [INFO ] [sig ] [2149/3599] Forecasting MUA... [2025-11-26T21:02:55.872793] [INFO ] [sig ] Generating forecast for: MUA [2025-11-26T21:02:55.872834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-11-26T21:02:55.884421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUA'. [2025-11-26T21:02:55.884861] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-11-26T21:02:55.885693] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-11-26T21:02:55.885761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:55.885806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:55.885844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:55.885911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:55.943875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:55.944815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:55.944913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:55.944954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:56.068875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:56.069105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:56.069169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:56.069211] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:56.072778] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=95.10%) [2025-11-26T21:02:56.073080] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-11-26T21:02:56.073234] [INFO ] [sig ] MUA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:56.213045] [INFO ] [LOCAL ] Saved forecast: MUA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MUA.txt [2025-11-26T21:02:56.213222] [INFO ] [sig ] [2149/3599] Completed MUA in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:02:56.213273] [INFO ] [sig ] [2150/3599] Forecasting MUC... [2025-11-26T21:02:56.213318] [INFO ] [sig ] Generating forecast for: MUC [2025-11-26T21:02:56.213359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-11-26T21:02:56.225204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUC'. [2025-11-26T21:02:56.225562] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-11-26T21:02:56.226404] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-11-26T21:02:56.226477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:56.226525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:56.226567] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:56.226636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:56.283632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:56.284450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:56.284558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:56.284606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:56.406563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:56.406785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:56.406841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:56.406885] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:56.410323] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=17.14%) [2025-11-26T21:02:56.410614] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-11-26T21:02:56.410783] [INFO ] [sig ] MUC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:56.550417] [INFO ] [LOCAL ] Saved forecast: MUC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUC.txt [2025-11-26T21:02:56.550592] [INFO ] [sig ] [2150/3599] Completed MUC in 0.3s | 2.90 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:02:56.550671] [INFO ] [sig ] [2151/3599] Forecasting MUE... [2025-11-26T21:02:56.550721] [INFO ] [sig ] Generating forecast for: MUE [2025-11-26T21:02:56.550759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-11-26T21:02:56.565117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUE'. [2025-11-26T21:02:56.565555] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-11-26T21:02:56.566504] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-11-26T21:02:56.566585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:56.566671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:56.566733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:56.566826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:56.625079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:56.625934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:56.626046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:56.626108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:56.741331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:56.741546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:56.741603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:56.741662] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:56.745187] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-11-26T21:02:56.745498] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-11-26T21:02:56.745676] [INFO ] [sig ] MUE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:56.885034] [INFO ] [LOCAL ] Saved forecast: MUE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MUE.txt [2025-11-26T21:02:56.885201] [INFO ] [sig ] [2151/3599] Completed MUE in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:56.885265] [INFO ] [sig ] [2152/3599] Forecasting MUFG... [2025-11-26T21:02:56.885300] [INFO ] [sig ] Generating forecast for: MUFG [2025-11-26T21:02:56.885336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-11-26T21:02:56.897271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUFG'. [2025-11-26T21:02:56.897716] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-11-26T21:02:56.898562] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-11-26T21:02:56.898669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:56.898718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:56.898757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:56.898843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:56.964594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:56.965569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:56.965700] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:56.965750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:57.086850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:57.087043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:57.087096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:57.087138] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:57.090600] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-11-26T21:02:57.090912] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-11-26T21:02:57.091056] [INFO ] [sig ] MUFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:57.233466] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUFG.txt [2025-11-26T21:02:57.233673] [INFO ] [sig ] [2152/3599] Completed MUFG in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:57.233731] [INFO ] [sig ] [2153/3599] Forecasting MUJ... [2025-11-26T21:02:57.233774] [INFO ] [sig ] Generating forecast for: MUJ [2025-11-26T21:02:57.233814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-11-26T21:02:57.245428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUJ'. [2025-11-26T21:02:57.245835] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-11-26T21:02:57.246668] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-11-26T21:02:57.246736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:57.246782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:57.246822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:57.246889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:57.305401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:57.306561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:57.306737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:57.306808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:57.449712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:57.449917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:57.449971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:57.450016] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:57.453424] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=27.43%) [2025-11-26T21:02:57.453746] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-11-26T21:02:57.453900] [INFO ] [sig ] MUJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:57.592800] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUJ.txt [2025-11-26T21:02:57.592970] [INFO ] [sig ] [2153/3599] Completed MUJ in 0.4s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:57.593025] [INFO ] [sig ] [2154/3599] Forecasting MURA... [2025-11-26T21:02:57.593067] [INFO ] [sig ] Generating forecast for: MURA [2025-11-26T21:02:57.593108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'. [2025-11-26T21:02:57.608078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MURA'. [2025-11-26T21:02:57.608758] [INFO ] [FORECASTER] Starting predict_future for MURA [2025-11-26T21:02:57.609855] [DEBUG] [LOCAL ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt [2025-11-26T21:02:57.609932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:57.609983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:57.610026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:57.610098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:57.670456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:57.671724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:57.671870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:57.671928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:57.803002] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:57.803255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:57.803315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:57.803362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:57.807327] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: DOWN (p=11.97%) [2025-11-26T21:02:57.807737] [INFO ] [FORECASTER] Completed predict_future for MURA [2025-11-26T21:02:57.807905] [INFO ] [sig ] MURA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:57.955459] [INFO ] [LOCAL ] Saved forecast: MURA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MURA.txt [2025-11-26T21:02:57.955779] [INFO ] [sig ] [2154/3599] Completed MURA in 0.4s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:57.955849] [INFO ] [sig ] [2155/3599] Forecasting MUSA... [2025-11-26T21:02:57.955899] [INFO ] [sig ] Generating forecast for: MUSA [2025-11-26T21:02:57.955942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-11-26T21:02:57.969539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUSA'. [2025-11-26T21:02:57.970037] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-11-26T21:02:57.970999] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-11-26T21:02:57.971070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:57.971118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:57.971161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:57.971236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:58.031114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:58.032324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:58.032446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:58.032497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:58.159559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:58.159810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:58.159865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:58.159921] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:58.163581] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=41.49%) [2025-11-26T21:02:58.163903] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-11-26T21:02:58.164051] [INFO ] [sig ] MUSA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:58.308445] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUSA.txt [2025-11-26T21:02:58.308660] [INFO ] [sig ] [2155/3599] Completed MUSA in 0.4s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:58.308725] [INFO ] [sig ] [2156/3599] Forecasting MUX... [2025-11-26T21:02:58.308771] [INFO ] [sig ] Generating forecast for: MUX [2025-11-26T21:02:58.308813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-11-26T21:02:58.321156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUX'. [2025-11-26T21:02:58.321555] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-11-26T21:02:58.322384] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-11-26T21:02:58.322452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:58.322497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:58.322536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:58.322604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:58.381938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:58.382694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:58.382794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:58.382842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:58.509985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:58.510177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:58.510229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:58.510270] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:58.513664] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=12.99%) [2025-11-26T21:02:58.513953] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-11-26T21:02:58.514110] [INFO ] [sig ] MUX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:58.657892] [INFO ] [LOCAL ] Saved forecast: MUX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUX.txt [2025-11-26T21:02:58.658052] [INFO ] [sig ] [2156/3599] Completed MUX in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:58.658109] [INFO ] [sig ] [2157/3599] Forecasting MVBF... [2025-11-26T21:02:58.658155] [INFO ] [sig ] Generating forecast for: MVBF [2025-11-26T21:02:58.658197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'. [2025-11-26T21:02:58.670513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVBF'. [2025-11-26T21:02:58.670936] [INFO ] [FORECASTER] Starting predict_future for MVBF [2025-11-26T21:02:58.671829] [DEBUG] [LOCAL ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt [2025-11-26T21:02:58.671899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:58.671947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:58.671987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:58.672054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:58.729933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:58.730830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:58.730933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:58.730982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:58.848168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:58.848376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:58.848432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:58.848475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:58.852005] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=60.03%) [2025-11-26T21:02:58.852303] [INFO ] [FORECASTER] Completed predict_future for MVBF [2025-11-26T21:02:58.852473] [INFO ] [sig ] MVBF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:02:58.997929] [INFO ] [LOCAL ] Saved forecast: MVBF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MVBF.txt [2025-11-26T21:02:58.998147] [INFO ] [sig ] [2157/3599] Completed MVBF in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:58.998208] [INFO ] [sig ] [2158/3599] Forecasting MVF... [2025-11-26T21:02:58.998253] [INFO ] [sig ] Generating forecast for: MVF [2025-11-26T21:02:58.998295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-11-26T21:02:59.009842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVF'. [2025-11-26T21:02:59.010205] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-11-26T21:02:59.011069] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-11-26T21:02:59.011139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:59.011194] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:59.011235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:59.011304] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:59.069441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:59.070363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:59.070469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:59.070517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:59.191131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:59.191329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:59.191386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:59.191428] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:59.194908] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=38.06%) [2025-11-26T21:02:59.195214] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-11-26T21:02:59.195371] [INFO ] [sig ] MVF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:59.335224] [INFO ] [LOCAL ] Saved forecast: MVF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MVF.txt [2025-11-26T21:02:59.335418] [INFO ] [sig ] [2158/3599] Completed MVF in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:59.335472] [INFO ] [sig ] [2159/3599] Forecasting MVO... [2025-11-26T21:02:59.335515] [INFO ] [sig ] Generating forecast for: MVO [2025-11-26T21:02:59.335558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-11-26T21:02:59.347597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVO'. [2025-11-26T21:02:59.348031] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-11-26T21:02:59.348892] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-11-26T21:02:59.348959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:59.348997] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:59.349037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:59.349104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:59.406320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:59.407213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:59.407318] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:59.407366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:59.529558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:59.529781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:59.529864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:59.529908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:59.533589] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=49.52%) [2025-11-26T21:02:59.533933] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-11-26T21:02:59.534094] [INFO ] [sig ] MVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:02:59.678671] [INFO ] [LOCAL ] Saved forecast: MVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MVO.txt [2025-11-26T21:02:59.678850] [INFO ] [sig ] [2159/3599] Completed MVO in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:02:59.678907] [INFO ] [sig ] [2160/3599] Forecasting MWA... [2025-11-26T21:02:59.678949] [INFO ] [sig ] Generating forecast for: MWA [2025-11-26T21:02:59.678989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-11-26T21:02:59.690513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MWA'. [2025-11-26T21:02:59.690935] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-11-26T21:02:59.691843] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-11-26T21:02:59.691913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:02:59.691960] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:02:59.692001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:02:59.692072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:02:59.750973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:02:59.751904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:02:59.752008] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:02:59.752063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:02:59.872965] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:02:59.873169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:02:59.873225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:02:59.873265] [INFO ] [FORECASTER] Training complete [2025-11-26T21:02:59.876698] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=40.22%) [2025-11-26T21:02:59.876992] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-11-26T21:02:59.877136] [INFO ] [sig ] MWA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:00.022129] [INFO ] [LOCAL ] Saved forecast: MWA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MWA.txt [2025-11-26T21:03:00.022324] [INFO ] [sig ] [2160/3599] Completed MWA in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:03:00.022381] [INFO ] [sig ] [2161/3599] Forecasting MX... [2025-11-26T21:03:00.022441] [INFO ] [sig ] Generating forecast for: MX [2025-11-26T21:03:00.022489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-11-26T21:03:00.034820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MX'. [2025-11-26T21:03:00.035246] [INFO ] [FORECASTER] Starting predict_future for MX [2025-11-26T21:03:00.036323] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-11-26T21:03:00.036412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:00.036472] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:00.036530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:00.036631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:00.111439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:00.112385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:00.112512] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:00.112562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:00.233671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:00.233863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:00.233917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:00.233958] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:00.237370] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=75.62%) [2025-11-26T21:03:00.237696] [INFO ] [FORECASTER] Completed predict_future for MX [2025-11-26T21:03:00.237839] [INFO ] [sig ] MX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:00.379853] [INFO ] [LOCAL ] Saved forecast: MX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MX.txt [2025-11-26T21:03:00.380007] [INFO ] [sig ] [2161/3599] Completed MX in 0.4s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:03:00.380061] [INFO ] [sig ] [2162/3599] Forecasting MXF... [2025-11-26T21:03:00.380103] [INFO ] [sig ] Generating forecast for: MXF [2025-11-26T21:03:00.380146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-11-26T21:03:00.401252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXF'. [2025-11-26T21:03:00.401708] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-11-26T21:03:00.402514] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-11-26T21:03:00.402583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:00.402630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:00.402691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:00.402756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:00.460961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:00.461683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:00.461776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:00.461822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:00.577033] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:00.577220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:00.577273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:00.577317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:00.580769] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=46.15%) [2025-11-26T21:03:00.581068] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-11-26T21:03:00.581214] [INFO ] [sig ] MXF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:00.721670] [INFO ] [LOCAL ] Saved forecast: MXF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MXF.txt [2025-11-26T21:03:00.722593] [INFO ] [sig ] [2162/3599] Completed MXF in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.3m [2025-11-26T21:03:00.722677] [INFO ] [sig ] [2163/3599] Forecasting MXL... [2025-11-26T21:03:00.722727] [INFO ] [sig ] Generating forecast for: MXL [2025-11-26T21:03:00.722770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'. [2025-11-26T21:03:00.734563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXL'. [2025-11-26T21:03:00.735037] [INFO ] [FORECASTER] Starting predict_future for MXL [2025-11-26T21:03:00.735901] [DEBUG] [LOCAL ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt [2025-11-26T21:03:00.735971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:00.736029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:00.736072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:00.736143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:00.793860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:00.794712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:00.794808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:00.794854] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:00.913104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:00.913296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:00.913348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:00.913390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:00.916749] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=61.78%) [2025-11-26T21:03:00.917040] [INFO ] [FORECASTER] Completed predict_future for MXL [2025-11-26T21:03:00.917188] [INFO ] [sig ] MXL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:01.057967] [INFO ] [LOCAL ] Saved forecast: MXL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MXL.txt [2025-11-26T21:03:01.058124] [INFO ] [sig ] [2163/3599] Completed MXL in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:03:01.058173] [INFO ] [sig ] [2164/3599] Forecasting MYE... [2025-11-26T21:03:01.058208] [INFO ] [sig ] Generating forecast for: MYE [2025-11-26T21:03:01.058242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-11-26T21:03:01.072631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYE'. [2025-11-26T21:03:01.072999] [INFO ] [FORECASTER] Starting predict_future for MYE [2025-11-26T21:03:01.073833] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-11-26T21:03:01.073902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:01.073948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:01.073982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:01.074053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:01.133859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:01.134747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:01.134851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:01.134893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:01.255318] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:01.255510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:01.255565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:01.255610] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:01.259103] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=13.72%) [2025-11-26T21:03:01.259442] [INFO ] [FORECASTER] Completed predict_future for MYE [2025-11-26T21:03:01.259602] [INFO ] [sig ] MYE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:01.400691] [INFO ] [LOCAL ] Saved forecast: MYE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MYE.txt [2025-11-26T21:03:01.400853] [INFO ] [sig ] [2164/3599] Completed MYE in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:03:01.400911] [INFO ] [sig ] [2165/3599] Forecasting MYGN... [2025-11-26T21:03:01.400955] [INFO ] [sig ] Generating forecast for: MYGN [2025-11-26T21:03:01.400998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'. [2025-11-26T21:03:01.416336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYGN'. [2025-11-26T21:03:01.417252] [INFO ] [FORECASTER] Starting predict_future for MYGN [2025-11-26T21:03:01.418846] [DEBUG] [LOCAL ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt [2025-11-26T21:03:01.418922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:01.418966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:01.419007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:01.419079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:01.478674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:01.479941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:01.480064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:01.480115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:01.612790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:01.613033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:01.613091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:01.613139] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:01.617278] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=89.72%) [2025-11-26T21:03:01.617964] [INFO ] [FORECASTER] Completed predict_future for MYGN [2025-11-26T21:03:01.618164] [INFO ] [sig ] MYGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:01.774247] [INFO ] [LOCAL ] Saved forecast: MYGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYGN.txt [2025-11-26T21:03:01.774767] [INFO ] [sig ] [2165/3599] Completed MYGN in 0.4s | 2.90 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:03:01.774835] [INFO ] [sig ] [2166/3599] Forecasting MYI... [2025-11-26T21:03:01.774883] [INFO ] [sig ] Generating forecast for: MYI [2025-11-26T21:03:01.774934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-11-26T21:03:01.791436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYI'. [2025-11-26T21:03:01.792017] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-11-26T21:03:01.793025] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-11-26T21:03:01.793113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:01.793158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:01.793198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:01.793269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:01.854266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:01.855180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:01.855282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:01.855526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:01.976666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:01.976851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:01.976904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:01.976947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:01.980352] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=85.99%) [2025-11-26T21:03:01.980668] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-11-26T21:03:01.980811] [INFO ] [sig ] MYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:02.121072] [INFO ] [LOCAL ] Saved forecast: MYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYI.txt [2025-11-26T21:03:02.121266] [INFO ] [sig ] [2166/3599] Completed MYI in 0.3s | 2.90 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:03:02.121322] [INFO ] [sig ] [2167/3599] Forecasting MYN... [2025-11-26T21:03:02.121365] [INFO ] [sig ] Generating forecast for: MYN [2025-11-26T21:03:02.121416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-11-26T21:03:02.135022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYN'. [2025-11-26T21:03:02.135613] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-11-26T21:03:02.136738] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-11-26T21:03:02.136833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:02.136900] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:02.136956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:02.137046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:02.196863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:02.198084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:02.198198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:02.198260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:02.321899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:02.322102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:02.322179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:02.322238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:02.325755] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=51.94%) [2025-11-26T21:03:02.326077] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-11-26T21:03:02.326242] [INFO ] [sig ] MYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:02.473128] [INFO ] [LOCAL ] Saved forecast: MYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYN.txt [2025-11-26T21:03:02.473329] [INFO ] [sig ] [2167/3599] Completed MYN in 0.4s | 2.90 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:03:02.473411] [INFO ] [sig ] [2168/3599] Forecasting MYRG... [2025-11-26T21:03:02.473471] [INFO ] [sig ] Generating forecast for: MYRG [2025-11-26T21:03:02.473530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'. [2025-11-26T21:03:02.484884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYRG'. [2025-11-26T21:03:02.485267] [INFO ] [FORECASTER] Starting predict_future for MYRG [2025-11-26T21:03:02.486160] [DEBUG] [LOCAL ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt [2025-11-26T21:03:02.486236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:02.486282] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:02.486320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:02.486391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:02.547387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:02.548302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:02.548419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:02.548498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:02.679206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:02.679382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:02.679435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:02.679476] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:02.683180] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=73.23%) [2025-11-26T21:03:02.683528] [INFO ] [FORECASTER] Completed predict_future for MYRG [2025-11-26T21:03:02.683705] [INFO ] [sig ] MYRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:02.834716] [INFO ] [LOCAL ] Saved forecast: MYRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYRG.txt [2025-11-26T21:03:02.834961] [INFO ] [sig ] [2168/3599] Completed MYRG in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:02.835078] [INFO ] [sig ] [2169/3599] Forecasting NA... [2025-11-26T21:03:02.835137] [INFO ] [sig ] Generating forecast for: NA [2025-11-26T21:03:02.835201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'. [2025-11-26T21:03:02.846127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NA'. [2025-11-26T21:03:02.846500] [INFO ] [FORECASTER] Starting predict_future for NA [2025-11-26T21:03:02.847383] [DEBUG] [LOCAL ] No optimal features file found for NA: ./output/feature-sets/NA.txt [2025-11-26T21:03:02.847455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:02.847560] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:02.847621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:02.847739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:02.907377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:02.908216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:02.908314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:02.908363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:03.042291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:03.042490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:03.042544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:03.042586] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:03.046252] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=99.87%) [2025-11-26T21:03:03.046552] [INFO ] [FORECASTER] Completed predict_future for NA [2025-11-26T21:03:03.046718] [INFO ] [sig ] NA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:03.189033] [INFO ] [LOCAL ] Saved forecast: NA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NA.txt [2025-11-26T21:03:03.189197] [INFO ] [sig ] [2169/3599] Completed NA in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:03.189252] [INFO ] [sig ] [2170/3599] Forecasting NAAS... [2025-11-26T21:03:03.189296] [INFO ] [sig ] Generating forecast for: NAAS [2025-11-26T21:03:03.189336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'. [2025-11-26T21:03:03.200329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAAS'. [2025-11-26T21:03:03.200668] [INFO ] [FORECASTER] Starting predict_future for NAAS [2025-11-26T21:03:03.201480] [DEBUG] [LOCAL ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt [2025-11-26T21:03:03.201549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:03.201594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:03.201634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:03.201730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:03.260350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:03.261151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:03.261249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:03.261296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:03.385255] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:03.385394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:03.385446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:03.385488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:03.389038] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=93.68%) [2025-11-26T21:03:03.389335] [INFO ] [FORECASTER] Completed predict_future for NAAS [2025-11-26T21:03:03.389483] [INFO ] [sig ] NAAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:03.531842] [INFO ] [LOCAL ] Saved forecast: NAAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAAS.txt [2025-11-26T21:03:03.532005] [INFO ] [sig ] [2170/3599] Completed NAAS in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:03.532061] [INFO ] [sig ] [2171/3599] Forecasting NABL... [2025-11-26T21:03:03.532104] [INFO ] [sig ] Generating forecast for: NABL [2025-11-26T21:03:03.532143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-11-26T21:03:03.543122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NABL'. [2025-11-26T21:03:03.543448] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-11-26T21:03:03.544284] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-11-26T21:03:03.544352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:03.544397] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:03.544435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:03.544501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:03.601540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:03.602241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:03.602343] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:03.602395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:03.719030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:03.719229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:03.719301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:03.719359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:03.722900] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-11-26T21:03:03.723212] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-11-26T21:03:03.723374] [INFO ] [sig ] NABL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:03.864401] [INFO ] [LOCAL ] Saved forecast: NABL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NABL.txt [2025-11-26T21:03:03.864568] [INFO ] [sig ] [2171/3599] Completed NABL in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:03.864656] [INFO ] [sig ] [2172/3599] Forecasting NAC... [2025-11-26T21:03:03.864719] [INFO ] [sig ] Generating forecast for: NAC [2025-11-26T21:03:03.864784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-11-26T21:03:03.876441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAC'. [2025-11-26T21:03:03.876809] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-11-26T21:03:03.877699] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-11-26T21:03:03.877776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:03.877835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:03.877889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:03.877977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:03.935608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:03.936330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:03.936437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:03.936496] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:04.056174] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:04.056368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:04.056436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:04.056494] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:04.059927] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=15.27%) [2025-11-26T21:03:04.060246] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-11-26T21:03:04.060406] [INFO ] [sig ] NAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:04.203349] [INFO ] [LOCAL ] Saved forecast: NAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NAC.txt [2025-11-26T21:03:04.203732] [INFO ] [sig ] [2172/3599] Completed NAC in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:04.203805] [INFO ] [sig ] [2173/3599] Forecasting NAD... [2025-11-26T21:03:04.203865] [INFO ] [sig ] Generating forecast for: NAD [2025-11-26T21:03:04.203930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-11-26T21:03:04.216483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAD'. [2025-11-26T21:03:04.216848] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-11-26T21:03:04.217710] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-11-26T21:03:04.217778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:04.217822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:04.217860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:04.217927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:04.275042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:04.275734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:04.275828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:04.275869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:04.395959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:04.396163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:04.396223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:04.396267] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:04.399801] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=61.46%) [2025-11-26T21:03:04.400094] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-11-26T21:03:04.400240] [INFO ] [sig ] NAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:04.542860] [INFO ] [LOCAL ] Saved forecast: NAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAD.txt [2025-11-26T21:03:04.543016] [INFO ] [sig ] [2173/3599] Completed NAD in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:04.543072] [INFO ] [sig ] [2174/3599] Forecasting NAMS... [2025-11-26T21:03:04.543114] [INFO ] [sig ] Generating forecast for: NAMS [2025-11-26T21:03:04.543153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'. [2025-11-26T21:03:04.554323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAMS'. [2025-11-26T21:03:04.554672] [INFO ] [FORECASTER] Starting predict_future for NAMS [2025-11-26T21:03:04.555488] [DEBUG] [LOCAL ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt [2025-11-26T21:03:04.555558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:04.555604] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:04.555662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:04.555734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:04.612726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:04.613372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:04.613467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:04.613513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:04.733238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:04.733387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:04.733439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:04.733481] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:04.736898] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=84.36%) [2025-11-26T21:03:04.737207] [INFO ] [FORECASTER] Completed predict_future for NAMS [2025-11-26T21:03:04.737361] [INFO ] [sig ] NAMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:04.877962] [INFO ] [LOCAL ] Saved forecast: NAMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAMS.txt [2025-11-26T21:03:04.878119] [INFO ] [sig ] [2174/3599] Completed NAMS in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:04.878172] [INFO ] [sig ] [2175/3599] Forecasting NATH... [2025-11-26T21:03:04.878220] [INFO ] [sig ] Generating forecast for: NATH [2025-11-26T21:03:04.878270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'. [2025-11-26T21:03:04.889383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATH'. [2025-11-26T21:03:04.889743] [INFO ] [FORECASTER] Starting predict_future for NATH [2025-11-26T21:03:04.890593] [DEBUG] [LOCAL ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt [2025-11-26T21:03:04.890682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:04.890734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:04.890787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:04.890867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:04.948056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:04.948763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:04.948857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:04.948911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:05.055334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:05.055488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:05.055537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:05.055577] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:05.058914] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=3.18%) [2025-11-26T21:03:05.059230] [INFO ] [FORECASTER] Completed predict_future for NATH [2025-11-26T21:03:05.059408] [INFO ] [sig ] NATH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:05.199514] [INFO ] [LOCAL ] Saved forecast: NATH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NATH.txt [2025-11-26T21:03:05.199672] [INFO ] [sig ] [2175/3599] Completed NATH in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:05.199734] [INFO ] [sig ] [2176/3599] Forecasting NATL... [2025-11-26T21:03:05.199770] [INFO ] [sig ] Generating forecast for: NATL [2025-11-26T21:03:05.199810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-11-26T21:03:05.210908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATL'. [2025-11-26T21:03:05.211247] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-11-26T21:03:05.212078] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-11-26T21:03:05.212159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:05.212205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:05.212246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:05.212316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:05.269042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:05.269711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:05.269808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:05.269851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:05.388015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:05.388180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:05.388233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:05.388273] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:05.391596] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=76.29%) [2025-11-26T21:03:05.391907] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-11-26T21:03:05.392051] [INFO ] [sig ] NATL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:05.531072] [INFO ] [LOCAL ] Saved forecast: NATL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NATL.txt [2025-11-26T21:03:05.531218] [INFO ] [sig ] [2176/3599] Completed NATL in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:05.531273] [INFO ] [sig ] [2177/3599] Forecasting NAVI... [2025-11-26T21:03:05.531318] [INFO ] [sig ] Generating forecast for: NAVI [2025-11-26T21:03:05.531355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'. [2025-11-26T21:03:05.542875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAVI'. [2025-11-26T21:03:05.543248] [INFO ] [FORECASTER] Starting predict_future for NAVI [2025-11-26T21:03:05.544175] [DEBUG] [LOCAL ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt [2025-11-26T21:03:05.544250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:05.544304] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:05.544353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:05.544447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:05.601352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:05.602025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:05.602139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:05.602203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:05.721870] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:05.722071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:05.722124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:05.722179] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:05.725600] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=72.19%) [2025-11-26T21:03:05.725918] [INFO ] [FORECASTER] Completed predict_future for NAVI [2025-11-26T21:03:05.726065] [INFO ] [sig ] NAVI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:05.865124] [INFO ] [LOCAL ] Saved forecast: NAVI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAVI.txt [2025-11-26T21:03:05.865267] [INFO ] [sig ] [2177/3599] Completed NAVI in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:05.865320] [INFO ] [sig ] [2178/3599] Forecasting NAZ... [2025-11-26T21:03:05.865362] [INFO ] [sig ] Generating forecast for: NAZ [2025-11-26T21:03:05.865401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-11-26T21:03:05.876863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAZ'. [2025-11-26T21:03:05.877227] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-11-26T21:03:05.878080] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-11-26T21:03:05.878149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:05.878194] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:05.878234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:05.878309] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:05.943817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:05.944735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:05.944840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:05.944894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:06.057301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:06.057521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:06.057582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:06.057626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:06.061185] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=50.99%) [2025-11-26T21:03:06.061496] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-11-26T21:03:06.061662] [INFO ] [sig ] NAZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:06.201806] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAZ.txt [2025-11-26T21:03:06.201964] [INFO ] [sig ] [2178/3599] Completed NAZ in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:06.202019] [INFO ] [sig ] [2179/3599] Forecasting NB... [2025-11-26T21:03:06.202061] [INFO ] [sig ] Generating forecast for: NB [2025-11-26T21:03:06.202104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'. [2025-11-26T21:03:06.213289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NB'. [2025-11-26T21:03:06.213695] [INFO ] [FORECASTER] Starting predict_future for NB [2025-11-26T21:03:06.214565] [DEBUG] [LOCAL ] No optimal features file found for NB: ./output/feature-sets/NB.txt [2025-11-26T21:03:06.214660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:06.214733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:06.214799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:06.214906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:06.274072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:06.274795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:06.274896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:06.274962] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:06.391176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:06.391308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:06.391360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:06.391402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:06.395340] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-11-26T21:03:06.395746] [INFO ] [FORECASTER] Completed predict_future for NB [2025-11-26T21:03:06.395922] [INFO ] [sig ] NB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:06.547411] [INFO ] [LOCAL ] Saved forecast: NB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NB.txt [2025-11-26T21:03:06.547612] [INFO ] [sig ] [2179/3599] Completed NB in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:06.547704] [INFO ] [sig ] [2180/3599] Forecasting NBB... [2025-11-26T21:03:06.547749] [INFO ] [sig ] Generating forecast for: NBB [2025-11-26T21:03:06.547792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-11-26T21:03:06.558727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBB'. [2025-11-26T21:03:06.559062] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-11-26T21:03:06.559897] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-11-26T21:03:06.559964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:06.560008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:06.560046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:06.560111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:06.616511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:06.617265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:06.617364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:06.617410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:06.735718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:06.735897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:06.735951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:06.735994] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:06.739886] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=3.96%) [2025-11-26T21:03:06.740187] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-11-26T21:03:06.740335] [INFO ] [sig ] NBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:06.882548] [INFO ] [LOCAL ] Saved forecast: NBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NBB.txt [2025-11-26T21:03:06.882730] [INFO ] [sig ] [2180/3599] Completed NBB in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.2m [2025-11-26T21:03:06.882790] [INFO ] [sig ] [2181/3599] Forecasting NBBK... [2025-11-26T21:03:06.882837] [INFO ] [sig ] Generating forecast for: NBBK [2025-11-26T21:03:06.882889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'. [2025-11-26T21:03:06.894137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBBK'. [2025-11-26T21:03:06.894462] [INFO ] [FORECASTER] Starting predict_future for NBBK [2025-11-26T21:03:06.895318] [DEBUG] [LOCAL ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt [2025-11-26T21:03:06.895387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:06.895434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:06.895476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:06.895546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:06.953280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:06.954412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:06.954564] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:06.954630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:07.076411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:07.076631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:07.076724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:07.076784] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:07.080370] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=19.08%) [2025-11-26T21:03:07.080782] [INFO ] [FORECASTER] Completed predict_future for NBBK [2025-11-26T21:03:07.080993] [INFO ] [sig ] NBBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:07.228906] [INFO ] [LOCAL ] Saved forecast: NBBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NBBK.txt [2025-11-26T21:03:07.229141] [INFO ] [sig ] [2181/3599] Completed NBBK in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:03:07.229216] [INFO ] [sig ] [2182/3599] Forecasting NBHC... [2025-11-26T21:03:07.229282] [INFO ] [sig ] Generating forecast for: NBHC [2025-11-26T21:03:07.229351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-11-26T21:03:07.242960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBHC'. [2025-11-26T21:03:07.243374] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-11-26T21:03:07.244529] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-11-26T21:03:07.244610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:07.244686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:07.244739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:07.244828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:07.319161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:07.320128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:07.320232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:07.320279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:07.439722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:07.439939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:07.440008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:07.440060] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:07.443833] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=54.02%) [2025-11-26T21:03:07.444218] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-11-26T21:03:07.444393] [INFO ] [sig ] NBHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:07.590126] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBHC.txt [2025-11-26T21:03:07.590307] [INFO ] [sig ] [2182/3599] Completed NBHC in 0.4s | 2.90 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:03:07.590365] [INFO ] [sig ] [2183/3599] Forecasting NBIX... [2025-11-26T21:03:07.590407] [INFO ] [sig ] Generating forecast for: NBIX [2025-11-26T21:03:07.590454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'. [2025-11-26T21:03:07.603655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBIX'. [2025-11-26T21:03:07.604098] [INFO ] [FORECASTER] Starting predict_future for NBIX [2025-11-26T21:03:07.604967] [DEBUG] [LOCAL ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt [2025-11-26T21:03:07.605037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:07.605081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:07.605121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:07.605190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:07.663227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:07.664152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:07.664254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:07.664296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:07.784167] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:07.784376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:07.784454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:07.784497] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:07.787940] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=85.43%) [2025-11-26T21:03:07.788238] [INFO ] [FORECASTER] Completed predict_future for NBIX [2025-11-26T21:03:07.788385] [INFO ] [sig ] NBIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:07.931006] [INFO ] [LOCAL ] Saved forecast: NBIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBIX.txt [2025-11-26T21:03:07.931203] [INFO ] [sig ] [2183/3599] Completed NBIX in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:03:07.931260] [INFO ] [sig ] [2184/3599] Forecasting NBN... [2025-11-26T21:03:07.931297] [INFO ] [sig ] Generating forecast for: NBN [2025-11-26T21:03:07.931340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'. [2025-11-26T21:03:07.943313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBN'. [2025-11-26T21:03:07.943709] [INFO ] [FORECASTER] Starting predict_future for NBN [2025-11-26T21:03:07.944527] [DEBUG] [LOCAL ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt [2025-11-26T21:03:07.944597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:07.944663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:07.944711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:07.944780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:08.002025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:08.002937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:08.003036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:08.003082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:08.120922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:08.121106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:08.121159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:08.121201] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:08.124591] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-11-26T21:03:08.124900] [INFO ] [FORECASTER] Completed predict_future for NBN [2025-11-26T21:03:08.125042] [INFO ] [sig ] NBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:08.265312] [INFO ] [LOCAL ] Saved forecast: NBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBN.txt [2025-11-26T21:03:08.265467] [INFO ] [sig ] [2184/3599] Completed NBN in 0.3s | 2.90 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:03:08.265517] [INFO ] [sig ] [2185/3599] Forecasting NBTB... [2025-11-26T21:03:08.265560] [INFO ] [sig ] Generating forecast for: NBTB [2025-11-26T21:03:08.265600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'. [2025-11-26T21:03:08.278788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBTB'. [2025-11-26T21:03:08.279234] [INFO ] [FORECASTER] Starting predict_future for NBTB [2025-11-26T21:03:08.280112] [DEBUG] [LOCAL ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt [2025-11-26T21:03:08.280181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:08.280226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:08.280266] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:08.280337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:08.337965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:08.338967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:08.339099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:08.339146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:08.454225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:08.454443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:08.454497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:08.454539] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:08.457989] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=67.45%) [2025-11-26T21:03:08.458295] [INFO ] [FORECASTER] Completed predict_future for NBTB [2025-11-26T21:03:08.458444] [INFO ] [sig ] NBTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:08.603322] [INFO ] [LOCAL ] Saved forecast: NBTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBTB.txt [2025-11-26T21:03:08.603522] [INFO ] [sig ] [2185/3599] Completed NBTB in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:08.603580] [INFO ] [sig ] [2186/3599] Forecasting NBXG... [2025-11-26T21:03:08.603623] [INFO ] [sig ] Generating forecast for: NBXG [2025-11-26T21:03:08.603685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-11-26T21:03:08.616891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBXG'. [2025-11-26T21:03:08.617349] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-11-26T21:03:08.618477] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-11-26T21:03:08.618550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:08.618597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:08.618637] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:08.618732] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:08.680328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:08.681731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:08.681844] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:08.681893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:08.810184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:08.810400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:08.810454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:08.810499] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:08.814038] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=88.82%) [2025-11-26T21:03:08.814358] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-11-26T21:03:08.814522] [INFO ] [sig ] NBXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:08.960322] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBXG.txt [2025-11-26T21:03:08.960514] [INFO ] [sig ] [2186/3599] Completed NBXG in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:08.960572] [INFO ] [sig ] [2187/3599] Forecasting NC... [2025-11-26T21:03:08.960613] [INFO ] [sig ] Generating forecast for: NC [2025-11-26T21:03:08.960679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-11-26T21:03:08.974456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NC'. [2025-11-26T21:03:08.975058] [INFO ] [FORECASTER] Starting predict_future for NC [2025-11-26T21:03:08.976320] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-11-26T21:03:08.976434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:08.976519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:08.976575] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:08.976704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:09.051323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:09.052489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:09.052602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:09.052677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:09.186973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:09.187179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:09.187232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:09.187291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:09.191744] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=53.93%) [2025-11-26T21:03:09.192181] [INFO ] [FORECASTER] Completed predict_future for NC [2025-11-26T21:03:09.192386] [INFO ] [sig ] NC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:09.358167] [INFO ] [LOCAL ] Saved forecast: NC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NC.txt [2025-11-26T21:03:09.358366] [INFO ] [sig ] [2187/3599] Completed NC in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:09.358426] [INFO ] [sig ] [2188/3599] Forecasting NCA... [2025-11-26T21:03:09.358472] [INFO ] [sig ] Generating forecast for: NCA [2025-11-26T21:03:09.358515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-11-26T21:03:09.370192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCA'. [2025-11-26T21:03:09.370871] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-11-26T21:03:09.371947] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-11-26T21:03:09.372018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:09.372064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:09.372105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:09.372173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:09.433526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:09.434476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:09.434597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:09.434667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:09.562909] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:09.563165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:09.563246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:09.563301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:09.567300] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=78.25%) [2025-11-26T21:03:09.567860] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-11-26T21:03:09.568079] [INFO ] [sig ] NCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:09.725694] [INFO ] [LOCAL ] Saved forecast: NCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCA.txt [2025-11-26T21:03:09.725896] [INFO ] [sig ] [2188/3599] Completed NCA in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:09.725953] [INFO ] [sig ] [2189/3599] Forecasting NCLH... [2025-11-26T21:03:09.726011] [INFO ] [sig ] Generating forecast for: NCLH [2025-11-26T21:03:09.726061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-11-26T21:03:09.739231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCLH'. [2025-11-26T21:03:09.739696] [INFO ] [FORECASTER] Starting predict_future for NCLH [2025-11-26T21:03:09.740592] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-11-26T21:03:09.740688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:09.740737] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:09.740778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:09.740848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:09.814502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:09.815672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:09.815803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:09.815866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:09.943374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:09.943574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:09.943630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:09.943692] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:09.947124] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=88.23%) [2025-11-26T21:03:09.947422] [INFO ] [FORECASTER] Completed predict_future for NCLH [2025-11-26T21:03:09.947589] [INFO ] [sig ] NCLH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:10.086454] [INFO ] [LOCAL ] Saved forecast: NCLH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCLH.txt [2025-11-26T21:03:10.086610] [INFO ] [sig ] [2189/3599] Completed NCLH in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:10.086682] [INFO ] [sig ] [2190/3599] Forecasting NCMI... [2025-11-26T21:03:10.086727] [INFO ] [sig ] Generating forecast for: NCMI [2025-11-26T21:03:10.086770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'. [2025-11-26T21:03:10.098378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCMI'. [2025-11-26T21:03:10.098837] [INFO ] [FORECASTER] Starting predict_future for NCMI [2025-11-26T21:03:10.099695] [DEBUG] [LOCAL ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt [2025-11-26T21:03:10.099764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:10.099809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:10.099849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:10.099917] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:10.157123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:10.157909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:10.158006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:10.158053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:10.277760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:10.277944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:10.277996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:10.278036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:10.281393] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=99.49%) [2025-11-26T21:03:10.281712] [INFO ] [FORECASTER] Completed predict_future for NCMI [2025-11-26T21:03:10.281860] [INFO ] [sig ] NCMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:10.421699] [INFO ] [LOCAL ] Saved forecast: NCMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCMI.txt [2025-11-26T21:03:10.421854] [INFO ] [sig ] [2190/3599] Completed NCMI in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:10.421913] [INFO ] [sig ] [2191/3599] Forecasting NCNA... [2025-11-26T21:03:10.421965] [INFO ] [sig ] Generating forecast for: NCNA [2025-11-26T21:03:10.422008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'. [2025-11-26T21:03:10.432821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNA'. [2025-11-26T21:03:10.433146] [INFO ] [FORECASTER] Starting predict_future for NCNA [2025-11-26T21:03:10.433990] [DEBUG] [LOCAL ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt [2025-11-26T21:03:10.434058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:10.434104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:10.434143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:10.434210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:10.491904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:10.492601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:10.492712] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:10.492759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:10.605744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:10.605935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:10.605990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:10.606037] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:10.609572] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-11-26T21:03:10.609914] [INFO ] [FORECASTER] Completed predict_future for NCNA [2025-11-26T21:03:10.610069] [INFO ] [sig ] NCNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:10.755608] [INFO ] [LOCAL ] Saved forecast: NCNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NCNA.txt [2025-11-26T21:03:10.755829] [INFO ] [sig ] [2191/3599] Completed NCNA in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:10.755888] [INFO ] [sig ] [2192/3599] Forecasting NCNO... [2025-11-26T21:03:10.755943] [INFO ] [sig ] Generating forecast for: NCNO [2025-11-26T21:03:10.755991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'. [2025-11-26T21:03:10.767753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNO'. [2025-11-26T21:03:10.768091] [INFO ] [FORECASTER] Starting predict_future for NCNO [2025-11-26T21:03:10.768947] [DEBUG] [LOCAL ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt [2025-11-26T21:03:10.769017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:10.769064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:10.769105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:10.769174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:10.827795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:10.828572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:10.828690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:10.828740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:10.963423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:10.963676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:10.963736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:10.963785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:10.968455] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=44.29%) [2025-11-26T21:03:10.968986] [INFO ] [FORECASTER] Completed predict_future for NCNO [2025-11-26T21:03:10.969190] [INFO ] [sig ] NCNO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:11.111452] [INFO ] [LOCAL ] Saved forecast: NCNO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NCNO.txt [2025-11-26T21:03:11.111631] [INFO ] [sig ] [2192/3599] Completed NCNO in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:11.111708] [INFO ] [sig ] [2193/3599] Forecasting NCTY... [2025-11-26T21:03:11.111751] [INFO ] [sig ] Generating forecast for: NCTY [2025-11-26T21:03:11.111788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'. [2025-11-26T21:03:11.123153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCTY'. [2025-11-26T21:03:11.123468] [INFO ] [FORECASTER] Starting predict_future for NCTY [2025-11-26T21:03:11.124321] [DEBUG] [LOCAL ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt [2025-11-26T21:03:11.124391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:11.124437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:11.124475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:11.124542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:11.181845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:11.182482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:11.182580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:11.182621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:11.310914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:11.311098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:11.311172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:11.311236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:11.314795] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=98.63%) [2025-11-26T21:03:11.315145] [INFO ] [FORECASTER] Completed predict_future for NCTY [2025-11-26T21:03:11.315334] [INFO ] [sig ] NCTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:11.458906] [INFO ] [LOCAL ] Saved forecast: NCTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCTY.txt [2025-11-26T21:03:11.459072] [INFO ] [sig ] [2193/3599] Completed NCTY in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:11.459159] [INFO ] [sig ] [2194/3599] Forecasting NCZ... [2025-11-26T21:03:11.459227] [INFO ] [sig ] Generating forecast for: NCZ [2025-11-26T21:03:11.459299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-11-26T21:03:11.470593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCZ'. [2025-11-26T21:03:11.470953] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-11-26T21:03:11.471888] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-11-26T21:03:11.471960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:11.472008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:11.472048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:11.472117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:11.531418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:11.532126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:11.532224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:11.532265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:11.652517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:11.652684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:11.652738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:11.652798] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:11.656098] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=29.00%) [2025-11-26T21:03:11.656395] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-11-26T21:03:11.656560] [INFO ] [sig ] NCZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:11.799159] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NCZ.txt [2025-11-26T21:03:11.799304] [INFO ] [sig ] [2194/3599] Completed NCZ in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:11.799364] [INFO ] [sig ] [2195/3599] Forecasting NDAQ... [2025-11-26T21:03:11.799415] [INFO ] [sig ] Generating forecast for: NDAQ [2025-11-26T21:03:11.799462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'. [2025-11-26T21:03:11.811885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'. [2025-11-26T21:03:11.812205] [INFO ] [FORECASTER] Starting predict_future for NDAQ [2025-11-26T21:03:11.813330] [DEBUG] [LOCAL ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt [2025-11-26T21:03:11.813415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:11.813481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:11.813545] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:11.813657] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:11.872157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:11.872858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:11.872964] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:11.873026] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:12.012194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:12.012415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:12.012482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:12.012533] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:12.016313] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=35.76%) [2025-11-26T21:03:12.016705] [INFO ] [FORECASTER] Completed predict_future for NDAQ [2025-11-26T21:03:12.016889] [INFO ] [sig ] NDAQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:12.165794] [INFO ] [LOCAL ] Saved forecast: NDAQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDAQ.txt [2025-11-26T21:03:12.165981] [INFO ] [sig ] [2195/3599] Completed NDAQ in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:12.166041] [INFO ] [sig ] [2196/3599] Forecasting NDMO... [2025-11-26T21:03:12.166083] [INFO ] [sig ] Generating forecast for: NDMO [2025-11-26T21:03:12.166125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-11-26T21:03:12.177935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDMO'. [2025-11-26T21:03:12.178352] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-11-26T21:03:12.179199] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-11-26T21:03:12.179272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:12.179320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:12.179361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:12.179429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:12.237046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:12.238017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:12.238121] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:12.238192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:12.358426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:12.358667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:12.358724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:12.358766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:12.362243] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=16.63%) [2025-11-26T21:03:12.362578] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-11-26T21:03:12.362748] [INFO ] [sig ] NDMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:12.506084] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDMO.txt [2025-11-26T21:03:12.506304] [INFO ] [sig ] [2196/3599] Completed NDMO in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:12.506364] [INFO ] [sig ] [2197/3599] Forecasting NDRA... [2025-11-26T21:03:12.506414] [INFO ] [sig ] Generating forecast for: NDRA [2025-11-26T21:03:12.506458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'. [2025-11-26T21:03:12.520715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDRA'. [2025-11-26T21:03:12.521334] [INFO ] [FORECASTER] Starting predict_future for NDRA [2025-11-26T21:03:12.522418] [DEBUG] [LOCAL ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt [2025-11-26T21:03:12.522496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:12.522546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:12.522590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:12.522686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:12.585138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:12.586352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:12.586497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:12.586555] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:12.708660] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:12.708918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:12.708979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:12.709023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:12.713016] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-11-26T21:03:12.713404] [INFO ] [FORECASTER] Completed predict_future for NDRA [2025-11-26T21:03:12.713575] [INFO ] [sig ] NDRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:12.860506] [INFO ] [LOCAL ] Saved forecast: NDRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDRA.txt [2025-11-26T21:03:12.860791] [INFO ] [sig ] [2197/3599] Completed NDRA in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.1m [2025-11-26T21:03:12.860859] [INFO ] [sig ] [2198/3599] Forecasting NDSN... [2025-11-26T21:03:12.860904] [INFO ] [sig ] Generating forecast for: NDSN [2025-11-26T21:03:12.860950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'. [2025-11-26T21:03:12.875285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDSN'. [2025-11-26T21:03:12.875928] [INFO ] [FORECASTER] Starting predict_future for NDSN [2025-11-26T21:03:12.876951] [DEBUG] [LOCAL ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt [2025-11-26T21:03:12.877024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:12.877073] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:12.877162] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:12.877249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:12.936472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:12.937754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:12.937873] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:12.937922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:13.066398] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:13.066682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:13.066743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:13.066790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:13.071078] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=6.32%) [2025-11-26T21:03:13.071473] [INFO ] [FORECASTER] Completed predict_future for NDSN [2025-11-26T21:03:13.071680] [INFO ] [sig ] NDSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:13.224618] [INFO ] [LOCAL ] Saved forecast: NDSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDSN.txt [2025-11-26T21:03:13.224902] [INFO ] [sig ] [2198/3599] Completed NDSN in 0.4s | 2.90 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:03:13.224966] [INFO ] [sig ] [2199/3599] Forecasting NE... [2025-11-26T21:03:13.225011] [INFO ] [sig ] Generating forecast for: NE [2025-11-26T21:03:13.225064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-11-26T21:03:13.239916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NE'. [2025-11-26T21:03:13.240593] [INFO ] [FORECASTER] Starting predict_future for NE [2025-11-26T21:03:13.241669] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-11-26T21:03:13.241749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:13.241801] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:13.241845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:13.241921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:13.302968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:13.304211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:13.304345] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:13.304397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:13.428247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:13.428461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:13.428529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:13.428580] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:13.432123] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=53.98%) [2025-11-26T21:03:13.432422] [INFO ] [FORECASTER] Completed predict_future for NE [2025-11-26T21:03:13.432576] [INFO ] [sig ] NE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:13.572404] [INFO ] [LOCAL ] Saved forecast: NE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NE.txt [2025-11-26T21:03:13.572544] [INFO ] [sig ] [2199/3599] Completed NE in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:03:13.572599] [INFO ] [sig ] [2200/3599] Forecasting NEA... [2025-11-26T21:03:13.572660] [INFO ] [sig ] Generating forecast for: NEA [2025-11-26T21:03:13.572705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-11-26T21:03:13.584914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEA'. [2025-11-26T21:03:13.585214] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-11-26T21:03:13.586050] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-11-26T21:03:13.586135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:13.586182] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:13.586222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:13.586290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:13.644012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:13.644662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:13.644759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:13.644804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:13.768434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:13.768662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:13.768720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:13.768762] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:13.772361] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=72.08%) [2025-11-26T21:03:13.772689] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-11-26T21:03:13.772841] [INFO ] [sig ] NEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:13.917191] [INFO ] [LOCAL ] Saved forecast: NEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NEA.txt [2025-11-26T21:03:13.917352] [INFO ] [sig ] [2200/3599] Completed NEA in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:03:13.917408] [INFO ] [sig ] [2201/3599] Forecasting NECB... [2025-11-26T21:03:13.917451] [INFO ] [sig ] Generating forecast for: NECB [2025-11-26T21:03:13.917493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'. [2025-11-26T21:03:13.928727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NECB'. [2025-11-26T21:03:13.929057] [INFO ] [FORECASTER] Starting predict_future for NECB [2025-11-26T21:03:13.929898] [DEBUG] [LOCAL ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt [2025-11-26T21:03:13.929966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:13.930012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:13.930051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:13.930120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:13.987181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:13.987849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:13.987944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:13.987991] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:14.103169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:14.103323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:14.103374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:14.103414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:14.106718] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=46.05%) [2025-11-26T21:03:14.107005] [INFO ] [FORECASTER] Completed predict_future for NECB [2025-11-26T21:03:14.107145] [INFO ] [sig ] NECB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:14.246407] [INFO ] [LOCAL ] Saved forecast: NECB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NECB.txt [2025-11-26T21:03:14.246545] [INFO ] [sig ] [2201/3599] Completed NECB in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:03:14.246599] [INFO ] [sig ] [2202/3599] Forecasting NEE... [2025-11-26T21:03:14.246657] [INFO ] [sig ] Generating forecast for: NEE [2025-11-26T21:03:14.246703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-11-26T21:03:14.258399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEE'. [2025-11-26T21:03:14.258728] [INFO ] [FORECASTER] Starting predict_future for NEE [2025-11-26T21:03:14.259547] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-11-26T21:03:14.259616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:14.259681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:14.259723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:14.259791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:14.316820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:14.317446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:14.317558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:14.317608] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:14.432944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:14.433089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:14.433139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:14.433181] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:14.436411] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-11-26T21:03:14.436716] [INFO ] [FORECASTER] Completed predict_future for NEE [2025-11-26T21:03:14.436863] [INFO ] [sig ] NEE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:14.576778] [INFO ] [LOCAL ] Saved forecast: NEE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEE.txt [2025-11-26T21:03:14.576970] [INFO ] [sig ] [2202/3599] Completed NEE in 0.3s | 2.90 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:03:14.577025] [INFO ] [sig ] [2203/3599] Forecasting NEGG... [2025-11-26T21:03:14.577066] [INFO ] [sig ] Generating forecast for: NEGG [2025-11-26T21:03:14.577111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'. [2025-11-26T21:03:14.589150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEGG'. [2025-11-26T21:03:14.589488] [INFO ] [FORECASTER] Starting predict_future for NEGG [2025-11-26T21:03:14.590355] [DEBUG] [LOCAL ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt [2025-11-26T21:03:14.590428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:14.590475] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:14.590517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:14.590590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:14.647219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:14.648020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:14.648125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:14.648175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:14.769249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:14.769462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:14.769519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:14.769562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:14.773135] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=87.84%) [2025-11-26T21:03:14.773442] [INFO ] [FORECASTER] Completed predict_future for NEGG [2025-11-26T21:03:14.773597] [INFO ] [sig ] NEGG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:14.915357] [INFO ] [LOCAL ] Saved forecast: NEGG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NEGG.txt [2025-11-26T21:03:14.915559] [INFO ] [sig ] [2203/3599] Completed NEGG in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:14.915616] [INFO ] [sig ] [2204/3599] Forecasting NEM... [2025-11-26T21:03:14.915690] [INFO ] [sig ] Generating forecast for: NEM [2025-11-26T21:03:14.915736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-11-26T21:03:14.927964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEM'. [2025-11-26T21:03:14.928427] [INFO ] [FORECASTER] Starting predict_future for NEM [2025-11-26T21:03:14.929347] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-11-26T21:03:14.929416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:14.929461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:14.929503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:14.929570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:14.986508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:14.987453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:14.987581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:14.987630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:15.114001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:15.114206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:15.114261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:15.114303] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:15.117730] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-11-26T21:03:15.118030] [INFO ] [FORECASTER] Completed predict_future for NEM [2025-11-26T21:03:15.118182] [INFO ] [sig ] NEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:15.258459] [INFO ] [LOCAL ] Saved forecast: NEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEM.txt [2025-11-26T21:03:15.258665] [INFO ] [sig ] [2204/3599] Completed NEM in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:15.258717] [INFO ] [sig ] [2205/3599] Forecasting NEO... [2025-11-26T21:03:15.258765] [INFO ] [sig ] Generating forecast for: NEO [2025-11-26T21:03:15.258809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'. [2025-11-26T21:03:15.270404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEO'. [2025-11-26T21:03:15.270784] [INFO ] [FORECASTER] Starting predict_future for NEO [2025-11-26T21:03:15.271701] [DEBUG] [LOCAL ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt [2025-11-26T21:03:15.271772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:15.271817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:15.271855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:15.271921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:15.328839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:15.329639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:15.329758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:15.329805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:15.449745] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:15.449947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:15.450000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:15.450044] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:15.453499] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=61.61%) [2025-11-26T21:03:15.453852] [INFO ] [FORECASTER] Completed predict_future for NEO [2025-11-26T21:03:15.454005] [INFO ] [sig ] NEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:15.593006] [INFO ] [LOCAL ] Saved forecast: NEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NEO.txt [2025-11-26T21:03:15.593199] [INFO ] [sig ] [2205/3599] Completed NEO in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:15.593256] [INFO ] [sig ] [2206/3599] Forecasting NEOG... [2025-11-26T21:03:15.593303] [INFO ] [sig ] Generating forecast for: NEOG [2025-11-26T21:03:15.593345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'. [2025-11-26T21:03:15.605023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEOG'. [2025-11-26T21:03:15.605327] [INFO ] [FORECASTER] Starting predict_future for NEOG [2025-11-26T21:03:15.606161] [DEBUG] [LOCAL ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt [2025-11-26T21:03:15.606231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:15.606277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:15.606318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:15.606386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:15.663828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:15.664519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:15.664618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:15.664686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:15.784023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:15.784222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:15.784276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:15.784318] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:15.787763] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=16.17%) [2025-11-26T21:03:15.788061] [INFO ] [FORECASTER] Completed predict_future for NEOG [2025-11-26T21:03:15.788209] [INFO ] [sig ] NEOG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:15.931220] [INFO ] [LOCAL ] Saved forecast: NEOG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEOG.txt [2025-11-26T21:03:15.931382] [INFO ] [sig ] [2206/3599] Completed NEOG in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:15.931437] [INFO ] [sig ] [2207/3599] Forecasting NEON... [2025-11-26T21:03:15.931481] [INFO ] [sig ] Generating forecast for: NEON [2025-11-26T21:03:15.931525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'. [2025-11-26T21:03:15.943530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEON'. [2025-11-26T21:03:15.943891] [INFO ] [FORECASTER] Starting predict_future for NEON [2025-11-26T21:03:15.944747] [DEBUG] [LOCAL ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt [2025-11-26T21:03:15.944816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:15.944864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:15.944907] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:15.944978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:16.003940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:16.004898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:16.005000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:16.005050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:16.126792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:16.127009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:16.127064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:16.127106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:16.130538] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-11-26T21:03:16.130854] [INFO ] [FORECASTER] Completed predict_future for NEON [2025-11-26T21:03:16.131002] [INFO ] [sig ] NEON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:16.273107] [INFO ] [LOCAL ] Saved forecast: NEON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEON.txt [2025-11-26T21:03:16.273279] [INFO ] [sig ] [2207/3599] Completed NEON in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:16.273328] [INFO ] [sig ] [2208/3599] Forecasting NEXA... [2025-11-26T21:03:16.273372] [INFO ] [sig ] Generating forecast for: NEXA [2025-11-26T21:03:16.273418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-11-26T21:03:16.286093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXA'. [2025-11-26T21:03:16.286610] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-11-26T21:03:16.287722] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-11-26T21:03:16.287795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:16.287843] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:16.287885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:16.287954] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:16.351509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:16.352500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:16.352606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:16.352681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:16.470203] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:16.470424] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:03:16.470477] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:16.470518] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:16.474108] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=35.46%) [2025-11-26T21:03:16.474463] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-11-26T21:03:16.474624] [INFO ] [sig ] NEXA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:16.620810] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEXA.txt [2025-11-26T21:03:16.620977] [INFO ] [sig ] [2208/3599] Completed NEXA in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:16.621031] [INFO ] [sig ] [2209/3599] Forecasting NEXN... [2025-11-26T21:03:16.621073] [INFO ] [sig ] Generating forecast for: NEXN [2025-11-26T21:03:16.621117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'. [2025-11-26T21:03:16.632663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXN'. [2025-11-26T21:03:16.633011] [INFO ] [FORECASTER] Starting predict_future for NEXN [2025-11-26T21:03:16.633917] [DEBUG] [LOCAL ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt [2025-11-26T21:03:16.633992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:16.634048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:16.634119] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:16.634202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:16.692595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:16.693370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:16.693473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:16.693522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:16.817870] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:16.818074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:16.818143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:16.818187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:16.821807] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=10.41%) [2025-11-26T21:03:16.822115] [INFO ] [FORECASTER] Completed predict_future for NEXN [2025-11-26T21:03:16.822266] [INFO ] [sig ] NEXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:16.965483] [INFO ] [LOCAL ] Saved forecast: NEXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEXN.txt [2025-11-26T21:03:16.965703] [INFO ] [sig ] [2209/3599] Completed NEXN in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:16.965760] [INFO ] [sig ] [2210/3599] Forecasting NFBK... [2025-11-26T21:03:16.965811] [INFO ] [sig ] Generating forecast for: NFBK [2025-11-26T21:03:16.965852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'. [2025-11-26T21:03:16.977024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFBK'. [2025-11-26T21:03:16.977486] [INFO ] [FORECASTER] Starting predict_future for NFBK [2025-11-26T21:03:16.978400] [DEBUG] [LOCAL ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt [2025-11-26T21:03:16.978473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:16.978519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:16.978564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:16.978633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:17.037239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:17.038217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:17.038323] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:17.038368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:17.152830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:17.153050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:17.153105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:17.153146] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:17.156551] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=3.73%) [2025-11-26T21:03:17.156869] [INFO ] [FORECASTER] Completed predict_future for NFBK [2025-11-26T21:03:17.157011] [INFO ] [sig ] NFBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:17.296128] [INFO ] [LOCAL ] Saved forecast: NFBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NFBK.txt [2025-11-26T21:03:17.296286] [INFO ] [sig ] [2210/3599] Completed NFBK in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:17.296341] [INFO ] [sig ] [2211/3599] Forecasting NFE... [2025-11-26T21:03:17.296379] [INFO ] [sig ] Generating forecast for: NFE [2025-11-26T21:03:17.296427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'. [2025-11-26T21:03:17.308980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFE'. [2025-11-26T21:03:17.309489] [INFO ] [FORECASTER] Starting predict_future for NFE [2025-11-26T21:03:17.310438] [DEBUG] [LOCAL ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt [2025-11-26T21:03:17.310548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:17.310626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:17.310711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:17.310821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:17.369084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:17.370117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:17.370253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:17.370325] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:17.493447] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:17.493696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:17.493782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:17.493844] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:17.497485] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=92.03%) [2025-11-26T21:03:17.497944] [INFO ] [FORECASTER] Completed predict_future for NFE [2025-11-26T21:03:17.498152] [INFO ] [sig ] NFE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:17.638933] [INFO ] [LOCAL ] Saved forecast: NFE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NFE.txt [2025-11-26T21:03:17.639135] [INFO ] [sig ] [2211/3599] Completed NFE in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:17.639216] [INFO ] [sig ] [2212/3599] Forecasting NFG... [2025-11-26T21:03:17.639281] [INFO ] [sig ] Generating forecast for: NFG [2025-11-26T21:03:17.639347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-11-26T21:03:17.655850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFG'. [2025-11-26T21:03:17.656489] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-11-26T21:03:17.657432] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-11-26T21:03:17.657543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:17.657607] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:17.657686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:17.657788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:17.715289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:17.716207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:17.716320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:17.716383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:17.840785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:17.840986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:17.841053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:17.841114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:17.845210] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=45.20%) [2025-11-26T21:03:17.845595] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-11-26T21:03:17.845797] [INFO ] [sig ] NFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:18.003066] [INFO ] [LOCAL ] Saved forecast: NFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NFG.txt [2025-11-26T21:03:18.003288] [INFO ] [sig ] [2212/3599] Completed NFG in 0.4s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:18.003348] [INFO ] [sig ] [2213/3599] Forecasting NFJ... [2025-11-26T21:03:18.003398] [INFO ] [sig ] Generating forecast for: NFJ [2025-11-26T21:03:18.003458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-11-26T21:03:18.017756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFJ'. [2025-11-26T21:03:18.018265] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-11-26T21:03:18.019315] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-11-26T21:03:18.019394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:18.019457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:18.019540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:18.019718] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:18.089320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:18.090608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:18.090803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:18.090889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:18.264216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:18.264478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:18.264549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:18.264602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:18.269725] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=90.08%) [2025-11-26T21:03:18.270293] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-11-26T21:03:18.270527] [INFO ] [sig ] NFJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:18.489167] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NFJ.txt [2025-11-26T21:03:18.489374] [INFO ] [sig ] [2213/3599] Completed NFJ in 0.5s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:18.489431] [INFO ] [sig ] [2214/3599] Forecasting NFLX... [2025-11-26T21:03:18.489473] [INFO ] [sig ] Generating forecast for: NFLX [2025-11-26T21:03:18.489514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'. [2025-11-26T21:03:18.506590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFLX'. [2025-11-26T21:03:18.507169] [INFO ] [FORECASTER] Starting predict_future for NFLX [2025-11-26T21:03:18.508265] [DEBUG] [LOCAL ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt [2025-11-26T21:03:18.508344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:18.508396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:18.508440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:18.508527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:18.583248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:18.584357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:18.584473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:18.584535] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:18.752405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:18.752687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:18.752761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:18.752811] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:18.756946] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=95.59%) [2025-11-26T21:03:18.757375] [INFO ] [FORECASTER] Completed predict_future for NFLX [2025-11-26T21:03:18.757627] [INFO ] [sig ] NFLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:18.914366] [INFO ] [LOCAL ] Saved forecast: NFLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NFLX.txt [2025-11-26T21:03:18.914583] [INFO ] [sig ] [2214/3599] Completed NFLX in 0.4s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:18.914703] [INFO ] [sig ] [2215/3599] Forecasting NFTY... [2025-11-26T21:03:18.914775] [INFO ] [sig ] Generating forecast for: NFTY [2025-11-26T21:03:18.914842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'. [2025-11-26T21:03:18.928032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFTY'. [2025-11-26T21:03:18.928599] [INFO ] [FORECASTER] Starting predict_future for NFTY [2025-11-26T21:03:18.929902] [DEBUG] [LOCAL ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt [2025-11-26T21:03:18.929997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:18.930064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:18.930128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:18.930230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:19.002941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:19.004125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:19.004252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:19.004320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:19.129502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:19.129747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:19.129817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:19.129863] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:19.133478] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=24.46%) [2025-11-26T21:03:19.133840] [INFO ] [FORECASTER] Completed predict_future for NFTY [2025-11-26T21:03:19.134004] [INFO ] [sig ] NFTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:19.283084] [INFO ] [LOCAL ] Saved forecast: NFTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NFTY.txt [2025-11-26T21:03:19.283262] [INFO ] [sig ] [2215/3599] Completed NFTY in 0.4s | 2.90 sym/s | Total: 12.7m | ETA: 8.0m [2025-11-26T21:03:19.283319] [INFO ] [sig ] [2216/3599] Forecasting NGG... [2025-11-26T21:03:19.283364] [INFO ] [sig ] Generating forecast for: NGG [2025-11-26T21:03:19.283406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-11-26T21:03:19.295005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGG'. [2025-11-26T21:03:19.295370] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-11-26T21:03:19.296246] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-11-26T21:03:19.296324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:19.296383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:19.296428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:19.296500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:19.355497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:19.356354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:19.356460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:19.356507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:19.476198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:19.476433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:19.476490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:19.476530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:19.480129] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=75.55%) [2025-11-26T21:03:19.480453] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-11-26T21:03:19.480635] [INFO ] [sig ] NGG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:19.623179] [INFO ] [LOCAL ] Saved forecast: NGG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NGG.txt [2025-11-26T21:03:19.623348] [INFO ] [sig ] [2216/3599] Completed NGG in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:03:19.623405] [INFO ] [sig ] [2217/3599] Forecasting NGL... [2025-11-26T21:03:19.623449] [INFO ] [sig ] Generating forecast for: NGL [2025-11-26T21:03:19.623490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-11-26T21:03:19.635538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGL'. [2025-11-26T21:03:19.635927] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-11-26T21:03:19.636802] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-11-26T21:03:19.636875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:19.636924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:19.636966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:19.637039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:19.696830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:19.697736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:19.697838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:19.697899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:19.822496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:19.822743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:19.822803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:19.822848] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:19.826462] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=4.57%) [2025-11-26T21:03:19.826813] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-11-26T21:03:19.826975] [INFO ] [sig ] NGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:19.969006] [INFO ] [LOCAL ] Saved forecast: NGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NGL.txt [2025-11-26T21:03:19.969171] [INFO ] [sig ] [2217/3599] Completed NGL in 0.3s | 2.90 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:03:19.969226] [INFO ] [sig ] [2218/3599] Forecasting NGNE... [2025-11-26T21:03:19.969268] [INFO ] [sig ] Generating forecast for: NGNE [2025-11-26T21:03:19.969311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'. [2025-11-26T21:03:19.981746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGNE'. [2025-11-26T21:03:19.982123] [INFO ] [FORECASTER] Starting predict_future for NGNE [2025-11-26T21:03:19.983003] [DEBUG] [LOCAL ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt [2025-11-26T21:03:19.983076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:19.983126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:19.983167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:19.983240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:20.044036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:20.044880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:20.044982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:20.045031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:20.171993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:20.172185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:20.172268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:20.172344] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:20.175960] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=17.42%) [2025-11-26T21:03:20.176282] [INFO ] [FORECASTER] Completed predict_future for NGNE [2025-11-26T21:03:20.176436] [INFO ] [sig ] NGNE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:20.319572] [INFO ] [LOCAL ] Saved forecast: NGNE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NGNE.txt [2025-11-26T21:03:20.319757] [INFO ] [sig ] [2218/3599] Completed NGNE in 0.4s | 2.90 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:03:20.319813] [INFO ] [sig ] [2219/3599] Forecasting NGS... [2025-11-26T21:03:20.319849] [INFO ] [sig ] Generating forecast for: NGS [2025-11-26T21:03:20.319890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-11-26T21:03:20.331408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGS'. [2025-11-26T21:03:20.331790] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-11-26T21:03:20.332716] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-11-26T21:03:20.332800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:20.332866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:20.332914] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:20.332985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:20.392795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:20.393618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:20.393739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:20.393789] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:20.514279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:20.514478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:20.514533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:20.514578] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:20.518028] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-11-26T21:03:20.518326] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-11-26T21:03:20.518473] [INFO ] [sig ] NGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:20.664562] [INFO ] [LOCAL ] Saved forecast: NGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NGS.txt [2025-11-26T21:03:20.664788] [INFO ] [sig ] [2219/3599] Completed NGS in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:20.664848] [INFO ] [sig ] [2220/3599] Forecasting NGVC... [2025-11-26T21:03:20.664892] [INFO ] [sig ] Generating forecast for: NGVC [2025-11-26T21:03:20.664934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-11-26T21:03:20.678084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGVC'. [2025-11-26T21:03:20.678472] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-11-26T21:03:20.679380] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-11-26T21:03:20.679455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:20.679505] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:20.679546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:20.679617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:20.737928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:20.738804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:20.738930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:20.738982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:20.861820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:20.862023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:20.862081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:20.862126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:20.865663] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-11-26T21:03:20.865971] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-11-26T21:03:20.866124] [INFO ] [sig ] NGVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:21.007990] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NGVC.txt [2025-11-26T21:03:21.008184] [INFO ] [sig ] [2220/3599] Completed NGVC in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:21.008246] [INFO ] [sig ] [2221/3599] Forecasting NHI... [2025-11-26T21:03:21.008293] [INFO ] [sig ] Generating forecast for: NHI [2025-11-26T21:03:21.008337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-11-26T21:03:21.022815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHI'. [2025-11-26T21:03:21.023555] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-11-26T21:03:21.024756] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-11-26T21:03:21.024857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:21.024910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:21.024954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:21.025029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:21.086631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:21.087973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:21.088122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:21.088178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:21.215617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:21.215881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:21.215944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:21.216000] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:21.219979] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=9.19%) [2025-11-26T21:03:21.220330] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-11-26T21:03:21.220510] [INFO ] [sig ] NHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:21.366456] [INFO ] [LOCAL ] Saved forecast: NHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NHI.txt [2025-11-26T21:03:21.366703] [INFO ] [sig ] [2221/3599] Completed NHI in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:21.366771] [INFO ] [sig ] [2222/3599] Forecasting NHTC... [2025-11-26T21:03:21.366829] [INFO ] [sig ] Generating forecast for: NHTC [2025-11-26T21:03:21.366877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'. [2025-11-26T21:03:21.380666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHTC'. [2025-11-26T21:03:21.381197] [INFO ] [FORECASTER] Starting predict_future for NHTC [2025-11-26T21:03:21.382222] [DEBUG] [LOCAL ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt [2025-11-26T21:03:21.382296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:21.382361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:21.382416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:21.382499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:21.443206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:21.444373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:21.444521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:21.444594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:21.555330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:21.555580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:21.555656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:21.555702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:21.559663] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=4.49%) [2025-11-26T21:03:21.559994] [INFO ] [FORECASTER] Completed predict_future for NHTC [2025-11-26T21:03:21.560153] [INFO ] [sig ] NHTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:21.707258] [INFO ] [LOCAL ] Saved forecast: NHTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NHTC.txt [2025-11-26T21:03:21.707479] [INFO ] [sig ] [2222/3599] Completed NHTC in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:21.707573] [INFO ] [sig ] [2223/3599] Forecasting NI... [2025-11-26T21:03:21.707620] [INFO ] [sig ] Generating forecast for: NI [2025-11-26T21:03:21.707689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'. [2025-11-26T21:03:21.721611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NI'. [2025-11-26T21:03:21.722079] [INFO ] [FORECASTER] Starting predict_future for NI [2025-11-26T21:03:21.723155] [DEBUG] [LOCAL ] No optimal features file found for NI: ./output/feature-sets/NI.txt [2025-11-26T21:03:21.723230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:21.723280] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:21.723326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:21.723402] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:21.781780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:21.783094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:21.783216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:21.783266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:21.913033] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:21.913287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:21.913348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:21.913393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:21.917795] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=27.26%) [2025-11-26T21:03:21.918273] [INFO ] [FORECASTER] Completed predict_future for NI [2025-11-26T21:03:21.918523] [INFO ] [sig ] NI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:22.070376] [INFO ] [LOCAL ] Saved forecast: NI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NI.txt [2025-11-26T21:03:22.070710] [INFO ] [sig ] [2223/3599] Completed NI in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:22.070804] [INFO ] [sig ] [2224/3599] Forecasting NIC... [2025-11-26T21:03:22.070872] [INFO ] [sig ] Generating forecast for: NIC [2025-11-26T21:03:22.070930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-11-26T21:03:22.084731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIC'. [2025-11-26T21:03:22.085374] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-11-26T21:03:22.086493] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-11-26T21:03:22.086577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:22.086627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:22.086709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:22.086786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:22.149892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:22.151120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:22.151263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:22.151313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:22.274824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:22.275079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:22.275141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:22.275185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:22.279205] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-11-26T21:03:22.279553] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-11-26T21:03:22.279743] [INFO ] [sig ] NIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:22.421752] [INFO ] [LOCAL ] Saved forecast: NIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NIC.txt [2025-11-26T21:03:22.422091] [INFO ] [sig ] [2224/3599] Completed NIC in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:22.422161] [INFO ] [sig ] [2225/3599] Forecasting NICE... [2025-11-26T21:03:22.422208] [INFO ] [sig ] Generating forecast for: NICE [2025-11-26T21:03:22.422253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'. [2025-11-26T21:03:22.436138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NICE'. [2025-11-26T21:03:22.436882] [INFO ] [FORECASTER] Starting predict_future for NICE [2025-11-26T21:03:22.438023] [DEBUG] [LOCAL ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt [2025-11-26T21:03:22.438100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:22.438151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:22.438193] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:22.438256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:22.503675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:22.505595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:22.505763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:22.505817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:22.635364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:22.635664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:22.635739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:22.635801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:22.640159] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=3.88%) [2025-11-26T21:03:22.640542] [INFO ] [FORECASTER] Completed predict_future for NICE [2025-11-26T21:03:22.640745] [INFO ] [sig ] NICE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:22.870122] [INFO ] [LOCAL ] Saved forecast: NICE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NICE.txt [2025-11-26T21:03:22.870356] [INFO ] [sig ] [2225/3599] Completed NICE in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:22.870415] [INFO ] [sig ] [2226/3599] Forecasting NIE... [2025-11-26T21:03:22.870460] [INFO ] [sig ] Generating forecast for: NIE [2025-11-26T21:03:22.870520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-11-26T21:03:22.884323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIE'. [2025-11-26T21:03:22.884792] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-11-26T21:03:22.885819] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-11-26T21:03:22.885894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:22.885944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:22.886009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:22.886113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:22.944228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:22.945082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:22.945191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:22.945252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:23.073568] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:23.073882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:23.073945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:23.074002] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:23.078173] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=2.47%) [2025-11-26T21:03:23.078521] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-11-26T21:03:23.078712] [INFO ] [sig ] NIE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:23.231317] [INFO ] [LOCAL ] Saved forecast: NIE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NIE.txt [2025-11-26T21:03:23.231673] [INFO ] [sig ] [2226/3599] Completed NIE in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:23.231746] [INFO ] [sig ] [2227/3599] Forecasting NIKL... [2025-11-26T21:03:23.231806] [INFO ] [sig ] Generating forecast for: NIKL [2025-11-26T21:03:23.231857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'. [2025-11-26T21:03:23.246405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIKL'. [2025-11-26T21:03:23.247032] [INFO ] [FORECASTER] Starting predict_future for NIKL [2025-11-26T21:03:23.248165] [DEBUG] [LOCAL ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt [2025-11-26T21:03:23.248252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:23.248310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:23.248353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:23.248425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:23.307681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:23.308951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:23.309071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:23.309121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:23.423343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:23.423592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:23.423673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:23.423720] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:23.427619] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=83.41%) [2025-11-26T21:03:23.427992] [INFO ] [FORECASTER] Completed predict_future for NIKL [2025-11-26T21:03:23.428166] [INFO ] [sig ] NIKL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:23.581972] [INFO ] [LOCAL ] Saved forecast: NIKL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NIKL.txt [2025-11-26T21:03:23.582272] [INFO ] [sig ] [2227/3599] Completed NIKL in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:23.582341] [INFO ] [sig ] [2228/3599] Forecasting NIM... [2025-11-26T21:03:23.582387] [INFO ] [sig ] Generating forecast for: NIM [2025-11-26T21:03:23.582430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-11-26T21:03:23.599424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIM'. [2025-11-26T21:03:23.600180] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-11-26T21:03:23.601524] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-11-26T21:03:23.601624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:23.601727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:23.601805] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:23.601911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:23.665840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:23.667048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:23.667191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:23.667243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:23.779981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:23.780258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:23.780329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:23.780375] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:23.784774] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=95.20%) [2025-11-26T21:03:23.785279] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-11-26T21:03:23.785497] [INFO ] [sig ] NIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:23.930106] [INFO ] [LOCAL ] Saved forecast: NIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NIM.txt [2025-11-26T21:03:23.930388] [INFO ] [sig ] [2228/3599] Completed NIM in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:23.930451] [INFO ] [sig ] [2229/3599] Forecasting NIO... [2025-11-26T21:03:23.930494] [INFO ] [sig ] Generating forecast for: NIO [2025-11-26T21:03:23.930538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-11-26T21:03:23.944383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIO'. [2025-11-26T21:03:23.944938] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-11-26T21:03:23.945973] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-11-26T21:03:23.946047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:23.946109] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:23.946163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:23.946250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:24.007334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:24.008732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:24.008881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:24.008936] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:24.137461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:24.137771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:24.137835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:24.137880] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:24.142406] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=1.89%) [2025-11-26T21:03:24.143092] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-11-26T21:03:24.143293] [INFO ] [sig ] NIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:24.291958] [INFO ] [LOCAL ] Saved forecast: NIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NIO.txt [2025-11-26T21:03:24.292193] [INFO ] [sig ] [2229/3599] Completed NIO in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:24.292348] [INFO ] [sig ] [2230/3599] Forecasting NIPG... [2025-11-26T21:03:24.292413] [INFO ] [sig ] Generating forecast for: NIPG [2025-11-26T21:03:24.292473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'. [2025-11-26T21:03:24.305391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIPG'. [2025-11-26T21:03:24.305880] [INFO ] [FORECASTER] Starting predict_future for NIPG [2025-11-26T21:03:24.306859] [DEBUG] [LOCAL ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt [2025-11-26T21:03:24.306928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:24.306970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:24.307027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:24.307111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:24.364941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:24.366156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:24.366293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:24.366346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:24.480787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:24.481056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:24.481146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:24.481204] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:24.485371] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=42.94%) [2025-11-26T21:03:24.485750] [INFO ] [FORECASTER] Completed predict_future for NIPG [2025-11-26T21:03:24.485928] [INFO ] [sig ] NIPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:24.633334] [INFO ] [LOCAL ] Saved forecast: NIPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NIPG.txt [2025-11-26T21:03:24.633605] [INFO ] [sig ] [2230/3599] Completed NIPG in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:24.633692] [INFO ] [sig ] [2231/3599] Forecasting NISN... [2025-11-26T21:03:24.633742] [INFO ] [sig ] Generating forecast for: NISN [2025-11-26T21:03:24.633786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'. [2025-11-26T21:03:24.647928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NISN'. [2025-11-26T21:03:24.648541] [INFO ] [FORECASTER] Starting predict_future for NISN [2025-11-26T21:03:24.649586] [DEBUG] [LOCAL ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt [2025-11-26T21:03:24.649678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:24.649736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:24.649779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:24.649852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:24.707908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:24.709070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:24.709198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:24.709252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:24.829467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:24.829767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:24.829830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:24.829874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:24.834040] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=33.26%) [2025-11-26T21:03:24.834438] [INFO ] [FORECASTER] Completed predict_future for NISN [2025-11-26T21:03:24.834635] [INFO ] [sig ] NISN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:24.984052] [INFO ] [LOCAL ] Saved forecast: NISN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NISN.txt [2025-11-26T21:03:24.984304] [INFO ] [sig ] [2231/3599] Completed NISN in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:24.984365] [INFO ] [sig ] [2232/3599] Forecasting NITO... [2025-11-26T21:03:24.984414] [INFO ] [sig ] Generating forecast for: NITO [2025-11-26T21:03:24.984459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'. [2025-11-26T21:03:24.997038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NITO'. [2025-11-26T21:03:24.997569] [INFO ] [FORECASTER] Starting predict_future for NITO [2025-11-26T21:03:24.998589] [DEBUG] [LOCAL ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt [2025-11-26T21:03:24.998686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:24.998735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:24.998775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:24.998852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:25.059313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:25.060595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:25.060734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:25.060784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:25.182754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:25.183018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:25.183077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:25.183120] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:25.187165] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=7.34%) [2025-11-26T21:03:25.187536] [INFO ] [FORECASTER] Completed predict_future for NITO [2025-11-26T21:03:25.187724] [INFO ] [sig ] NITO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:25.332415] [INFO ] [LOCAL ] Saved forecast: NITO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NITO.txt [2025-11-26T21:03:25.332700] [INFO ] [sig ] [2232/3599] Completed NITO in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:25.332767] [INFO ] [sig ] [2233/3599] Forecasting NKSH... [2025-11-26T21:03:25.332811] [INFO ] [sig ] Generating forecast for: NKSH [2025-11-26T21:03:25.332856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'. [2025-11-26T21:03:25.346427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKSH'. [2025-11-26T21:03:25.347058] [INFO ] [FORECASTER] Starting predict_future for NKSH [2025-11-26T21:03:25.348141] [DEBUG] [LOCAL ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt [2025-11-26T21:03:25.348215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:25.348265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:25.348307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:25.348396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:25.406678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:25.407871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:25.408000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:25.408049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:25.518634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:25.518930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:25.518990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:25.519034] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:25.523088] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=32.75%) [2025-11-26T21:03:25.523447] [INFO ] [FORECASTER] Completed predict_future for NKSH [2025-11-26T21:03:25.523609] [INFO ] [sig ] NKSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:25.670957] [INFO ] [LOCAL ] Saved forecast: NKSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NKSH.txt [2025-11-26T21:03:25.671207] [INFO ] [sig ] [2233/3599] Completed NKSH in 0.3s | 2.90 sym/s | Total: 12.8m | ETA: 7.9m [2025-11-26T21:03:25.671277] [INFO ] [sig ] [2234/3599] Forecasting NKTX... [2025-11-26T21:03:25.671331] [INFO ] [sig ] Generating forecast for: NKTX [2025-11-26T21:03:25.671378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'. [2025-11-26T21:03:25.684915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKTX'. [2025-11-26T21:03:25.685376] [INFO ] [FORECASTER] Starting predict_future for NKTX [2025-11-26T21:03:25.686384] [DEBUG] [LOCAL ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt [2025-11-26T21:03:25.686457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:25.686521] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:25.686567] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:25.686671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:25.750130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:25.751348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:25.751475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:25.751525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:25.870731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:25.870993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:25.871053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:25.871096] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:25.875877] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=51.61%) [2025-11-26T21:03:25.876321] [INFO ] [FORECASTER] Completed predict_future for NKTX [2025-11-26T21:03:25.876512] [INFO ] [sig ] NKTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:26.024487] [INFO ] [LOCAL ] Saved forecast: NKTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NKTX.txt [2025-11-26T21:03:26.024769] [INFO ] [sig ] [2234/3599] Completed NKTX in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:03:26.024839] [INFO ] [sig ] [2235/3599] Forecasting NKX... [2025-11-26T21:03:26.024901] [INFO ] [sig ] Generating forecast for: NKX [2025-11-26T21:03:26.024954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-11-26T21:03:26.039141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKX'. [2025-11-26T21:03:26.039730] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-11-26T21:03:26.040815] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-11-26T21:03:26.040904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:26.040956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:26.041005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:26.041120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:26.110058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:26.111355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:26.111524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:26.111611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:26.237521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:26.237822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:26.237889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:26.237937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:26.242243] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=83.05%) [2025-11-26T21:03:26.242622] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-11-26T21:03:26.242836] [INFO ] [sig ] NKX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:26.403618] [INFO ] [LOCAL ] Saved forecast: NKX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NKX.txt [2025-11-26T21:03:26.403902] [INFO ] [sig ] [2235/3599] Completed NKX in 0.4s | 2.90 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:03:26.403966] [INFO ] [sig ] [2236/3599] Forecasting NLOP... [2025-11-26T21:03:26.404014] [INFO ] [sig ] Generating forecast for: NLOP [2025-11-26T21:03:26.404061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-11-26T21:03:26.417915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLOP'. [2025-11-26T21:03:26.418612] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-11-26T21:03:26.419849] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-11-26T21:03:26.419921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:26.419969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:26.420010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:26.420081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:26.477971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:26.479175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:26.479297] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:26.479345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:26.599146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:26.599418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:26.599482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:26.599527] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:26.603704] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T21:03:26.604150] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-11-26T21:03:26.604352] [INFO ] [sig ] NLOP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:26.753533] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NLOP.txt [2025-11-26T21:03:26.753806] [INFO ] [sig ] [2236/3599] Completed NLOP in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:26.753872] [INFO ] [sig ] [2237/3599] Forecasting NLY... [2025-11-26T21:03:26.753919] [INFO ] [sig ] Generating forecast for: NLY [2025-11-26T21:03:26.753964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-11-26T21:03:26.767041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLY'. [2025-11-26T21:03:26.767480] [INFO ] [FORECASTER] Starting predict_future for NLY [2025-11-26T21:03:26.768520] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-11-26T21:03:26.768594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:26.768663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:26.768715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:26.768843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:26.829239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:26.830079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:26.830194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:26.830243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:26.957014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:26.957282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:26.957345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:26.957391] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:26.961804] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=19.78%) [2025-11-26T21:03:26.962140] [INFO ] [FORECASTER] Completed predict_future for NLY [2025-11-26T21:03:26.962305] [INFO ] [sig ] NLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:27.116436] [INFO ] [LOCAL ] Saved forecast: NLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NLY.txt [2025-11-26T21:03:27.116721] [INFO ] [sig ] [2237/3599] Completed NLY in 0.4s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:27.116791] [INFO ] [sig ] [2238/3599] Forecasting NMAI... [2025-11-26T21:03:27.116846] [INFO ] [sig ] Generating forecast for: NMAI [2025-11-26T21:03:27.116902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-11-26T21:03:27.130745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMAI'. [2025-11-26T21:03:27.131236] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-11-26T21:03:27.132258] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-11-26T21:03:27.132338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:27.132399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:27.132444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:27.132517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:27.192600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:27.193879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:27.194009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:27.194061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:27.314933] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:27.315198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:27.315258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:27.315293] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:27.319322] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=48.13%) [2025-11-26T21:03:27.319689] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-11-26T21:03:27.319854] [INFO ] [sig ] NMAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:27.466757] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMAI.txt [2025-11-26T21:03:27.467027] [INFO ] [sig ] [2238/3599] Completed NMAI in 0.4s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:27.467094] [INFO ] [sig ] [2239/3599] Forecasting NMCO... [2025-11-26T21:03:27.467140] [INFO ] [sig ] Generating forecast for: NMCO [2025-11-26T21:03:27.467185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-11-26T21:03:27.480723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMCO'. [2025-11-26T21:03:27.481217] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-11-26T21:03:27.482207] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-11-26T21:03:27.482282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:27.482332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:27.482375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:27.482451] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:27.541168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:27.542417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:27.542543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:27.542596] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:27.672770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:27.673061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:27.673126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:27.673176] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:27.678837] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=47.05%) [2025-11-26T21:03:27.679757] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-11-26T21:03:27.680210] [INFO ] [sig ] NMCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:27.838335] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMCO.txt [2025-11-26T21:03:27.838661] [INFO ] [sig ] [2239/3599] Completed NMCO in 0.4s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:27.838724] [INFO ] [sig ] [2240/3599] Forecasting NMFC... [2025-11-26T21:03:27.838771] [INFO ] [sig ] Generating forecast for: NMFC [2025-11-26T21:03:27.838853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'. [2025-11-26T21:03:27.852398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMFC'. [2025-11-26T21:03:27.852821] [INFO ] [FORECASTER] Starting predict_future for NMFC [2025-11-26T21:03:27.853698] [DEBUG] [LOCAL ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt [2025-11-26T21:03:27.853768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:27.853813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:27.853853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:27.853920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:27.910007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:27.910694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:27.910790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:27.910838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:28.030347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:28.030549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:28.030601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:28.030661] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:28.034093] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=85.11%) [2025-11-26T21:03:28.034411] [INFO ] [FORECASTER] Completed predict_future for NMFC [2025-11-26T21:03:28.034555] [INFO ] [sig ] NMFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:28.174147] [INFO ] [LOCAL ] Saved forecast: NMFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMFC.txt [2025-11-26T21:03:28.174322] [INFO ] [sig ] [2240/3599] Completed NMFC in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:28.174376] [INFO ] [sig ] [2241/3599] Forecasting NMG... [2025-11-26T21:03:28.174416] [INFO ] [sig ] Generating forecast for: NMG [2025-11-26T21:03:28.174457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-11-26T21:03:28.185841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMG'. [2025-11-26T21:03:28.186173] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-11-26T21:03:28.187013] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-11-26T21:03:28.187081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:28.187127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:28.187167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:28.187233] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:28.243787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:28.244431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:28.244528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:28.244577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:28.363983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:28.364158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:28.364212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:28.364256] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:28.367757] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=93.80%) [2025-11-26T21:03:28.368054] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-11-26T21:03:28.368206] [INFO ] [sig ] NMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:28.508874] [INFO ] [LOCAL ] Saved forecast: NMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMG.txt [2025-11-26T21:03:28.509052] [INFO ] [sig ] [2241/3599] Completed NMG in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:28.509107] [INFO ] [sig ] [2242/3599] Forecasting NMI... [2025-11-26T21:03:28.509148] [INFO ] [sig ] Generating forecast for: NMI [2025-11-26T21:03:28.509191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-11-26T21:03:28.520409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMI'. [2025-11-26T21:03:28.520795] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-11-26T21:03:28.521615] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-11-26T21:03:28.521705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:28.521752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:28.521792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:28.521865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:28.578337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:28.579072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:28.579172] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:28.579219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:28.685433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:28.685667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:28.685752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:28.685798] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:28.689873] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=77.67%) [2025-11-26T21:03:28.690315] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-11-26T21:03:28.690502] [INFO ] [sig ] NMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:28.835507] [INFO ] [LOCAL ] Saved forecast: NMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMI.txt [2025-11-26T21:03:28.835706] [INFO ] [sig ] [2242/3599] Completed NMI in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:28.835764] [INFO ] [sig ] [2243/3599] Forecasting NMIH... [2025-11-26T21:03:28.835810] [INFO ] [sig ] Generating forecast for: NMIH [2025-11-26T21:03:28.835852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'. [2025-11-26T21:03:28.847867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMIH'. [2025-11-26T21:03:28.848344] [INFO ] [FORECASTER] Starting predict_future for NMIH [2025-11-26T21:03:28.849251] [DEBUG] [LOCAL ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt [2025-11-26T21:03:28.849323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:28.849370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:28.849411] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:28.849481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:28.912011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:28.912999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:28.913114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:28.913163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:29.030010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:29.030209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:29.030263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:29.030303] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:29.033747] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=49.72%) [2025-11-26T21:03:29.034037] [INFO ] [FORECASTER] Completed predict_future for NMIH [2025-11-26T21:03:29.034178] [INFO ] [sig ] NMIH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:29.173686] [INFO ] [LOCAL ] Saved forecast: NMIH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMIH.txt [2025-11-26T21:03:29.173860] [INFO ] [sig ] [2243/3599] Completed NMIH in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:29.173917] [INFO ] [sig ] [2244/3599] Forecasting NMM... [2025-11-26T21:03:29.173963] [INFO ] [sig ] Generating forecast for: NMM [2025-11-26T21:03:29.174007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-11-26T21:03:29.185382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMM'. [2025-11-26T21:03:29.185757] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-11-26T21:03:29.186595] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-11-26T21:03:29.186688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:29.186738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:29.186780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:29.186850] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:29.244000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:29.244752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:29.244849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:29.244896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:29.364714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:29.364916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:29.364969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:29.365003] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:29.368705] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=45.95%) [2025-11-26T21:03:29.369100] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-11-26T21:03:29.369264] [INFO ] [sig ] NMM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:29.511618] [INFO ] [LOCAL ] Saved forecast: NMM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMM.txt [2025-11-26T21:03:29.511845] [INFO ] [sig ] [2244/3599] Completed NMM in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:29.511905] [INFO ] [sig ] [2245/3599] Forecasting NMRA... [2025-11-26T21:03:29.511943] [INFO ] [sig ] Generating forecast for: NMRA [2025-11-26T21:03:29.511987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'. [2025-11-26T21:03:29.524232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRA'. [2025-11-26T21:03:29.524711] [INFO ] [FORECASTER] Starting predict_future for NMRA [2025-11-26T21:03:29.525539] [DEBUG] [LOCAL ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt [2025-11-26T21:03:29.525609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:29.525676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:29.525719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:29.525788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:29.583373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:29.584292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:29.584393] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:29.584441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:29.710355] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:29.710592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:29.710670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:29.710716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:29.714299] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=61.74%) [2025-11-26T21:03:29.714627] [INFO ] [FORECASTER] Completed predict_future for NMRA [2025-11-26T21:03:29.714807] [INFO ] [sig ] NMRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:29.856537] [INFO ] [LOCAL ] Saved forecast: NMRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMRA.txt [2025-11-26T21:03:29.856749] [INFO ] [sig ] [2245/3599] Completed NMRA in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:29.856807] [INFO ] [sig ] [2246/3599] Forecasting NMRK... [2025-11-26T21:03:29.856852] [INFO ] [sig ] Generating forecast for: NMRK [2025-11-26T21:03:29.856892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'. [2025-11-26T21:03:29.868550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRK'. [2025-11-26T21:03:29.868915] [INFO ] [FORECASTER] Starting predict_future for NMRK [2025-11-26T21:03:29.869753] [DEBUG] [LOCAL ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt [2025-11-26T21:03:29.869822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:29.869884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:29.869928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:29.869997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:29.927006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:29.927958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:29.928061] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:29.928110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:30.050948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:30.051139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:30.051199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:30.051241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:30.054741] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=13.21%) [2025-11-26T21:03:30.055046] [INFO ] [FORECASTER] Completed predict_future for NMRK [2025-11-26T21:03:30.055200] [INFO ] [sig ] NMRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:30.194458] [INFO ] [LOCAL ] Saved forecast: NMRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMRK.txt [2025-11-26T21:03:30.194671] [INFO ] [sig ] [2246/3599] Completed NMRK in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:30.194725] [INFO ] [sig ] [2247/3599] Forecasting NN... [2025-11-26T21:03:30.194770] [INFO ] [sig ] Generating forecast for: NN [2025-11-26T21:03:30.194821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'. [2025-11-26T21:03:30.209266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NN'. [2025-11-26T21:03:30.209874] [INFO ] [FORECASTER] Starting predict_future for NN [2025-11-26T21:03:30.210835] [DEBUG] [LOCAL ] No optimal features file found for NN: ./output/feature-sets/NN.txt [2025-11-26T21:03:30.210904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:30.210951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:30.210990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:30.211056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:30.268474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:30.269494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:30.269605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:30.269672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:30.388634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:30.388887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:30.388942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:30.388984] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:30.392500] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=76.84%) [2025-11-26T21:03:30.392819] [INFO ] [FORECASTER] Completed predict_future for NN [2025-11-26T21:03:30.392975] [INFO ] [sig ] NN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:30.537754] [INFO ] [LOCAL ] Saved forecast: NN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NN.txt [2025-11-26T21:03:30.537969] [INFO ] [sig ] [2247/3599] Completed NN in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:30.538026] [INFO ] [sig ] [2248/3599] Forecasting NNDM... [2025-11-26T21:03:30.538069] [INFO ] [sig ] Generating forecast for: NNDM [2025-11-26T21:03:30.538114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'. [2025-11-26T21:03:30.550156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNDM'. [2025-11-26T21:03:30.550518] [INFO ] [FORECASTER] Starting predict_future for NNDM [2025-11-26T21:03:30.551398] [DEBUG] [LOCAL ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt [2025-11-26T21:03:30.551469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:30.551516] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:30.551556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:30.551625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:30.609793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:30.610616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:30.610739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:30.610801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:30.731078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:30.731297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:30.731351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:30.731395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:30.734937] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=4.83%) [2025-11-26T21:03:30.735255] [INFO ] [FORECASTER] Completed predict_future for NNDM [2025-11-26T21:03:30.735416] [INFO ] [sig ] NNDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:30.882067] [INFO ] [LOCAL ] Saved forecast: NNDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNDM.txt [2025-11-26T21:03:30.882272] [INFO ] [sig ] [2248/3599] Completed NNDM in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:30.882328] [INFO ] [sig ] [2249/3599] Forecasting NNE... [2025-11-26T21:03:30.882380] [INFO ] [sig ] Generating forecast for: NNE [2025-11-26T21:03:30.882423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'. [2025-11-26T21:03:30.894747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNE'. [2025-11-26T21:03:30.895110] [INFO ] [FORECASTER] Starting predict_future for NNE [2025-11-26T21:03:30.896033] [DEBUG] [LOCAL ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt [2025-11-26T21:03:30.896105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:30.896144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:30.896181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:30.896252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:30.956172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:30.956997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:30.957098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:30.957146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:31.080750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:31.080957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:31.081012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:31.081048] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:31.084593] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=95.96%) [2025-11-26T21:03:31.084923] [INFO ] [FORECASTER] Completed predict_future for NNE [2025-11-26T21:03:31.085073] [INFO ] [sig ] NNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:31.226543] [INFO ] [LOCAL ] Saved forecast: NNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NNE.txt [2025-11-26T21:03:31.226786] [INFO ] [sig ] [2249/3599] Completed NNE in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:31.226853] [INFO ] [sig ] [2250/3599] Forecasting NNI... [2025-11-26T21:03:31.226902] [INFO ] [sig ] Generating forecast for: NNI [2025-11-26T21:03:31.226947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-11-26T21:03:31.239346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNI'. [2025-11-26T21:03:31.239754] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-11-26T21:03:31.240614] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-11-26T21:03:31.240706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:31.240754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:31.240794] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:31.240863] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:31.299036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:31.299877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:31.299981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:31.300028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:31.419723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:31.419953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:31.420011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:31.420054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:31.424244] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=10.01%) [2025-11-26T21:03:31.424610] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-11-26T21:03:31.424801] [INFO ] [sig ] NNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:31.568312] [INFO ] [LOCAL ] Saved forecast: NNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNI.txt [2025-11-26T21:03:31.568497] [INFO ] [sig ] [2250/3599] Completed NNI in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.8m [2025-11-26T21:03:31.568555] [INFO ] [sig ] [2251/3599] Forecasting NNN... [2025-11-26T21:03:31.568597] [INFO ] [sig ] Generating forecast for: NNN [2025-11-26T21:03:31.568660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-11-26T21:03:31.580086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNN'. [2025-11-26T21:03:31.580448] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-11-26T21:03:31.581302] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-11-26T21:03:31.581371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:31.581417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:31.581455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:31.581523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:31.638632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:31.639406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:31.639510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:31.639557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:31.758237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:31.758434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:31.758487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:31.758527] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:31.761960] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=29.75%) [2025-11-26T21:03:31.762252] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-11-26T21:03:31.762399] [INFO ] [sig ] NNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:31.908360] [INFO ] [LOCAL ] Saved forecast: NNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNN.txt [2025-11-26T21:03:31.908548] [INFO ] [sig ] [2251/3599] Completed NNN in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:03:31.908604] [INFO ] [sig ] [2252/3599] Forecasting NNOX... [2025-11-26T21:03:31.908666] [INFO ] [sig ] Generating forecast for: NNOX [2025-11-26T21:03:31.908714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'. [2025-11-26T21:03:31.920155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNOX'. [2025-11-26T21:03:31.920534] [INFO ] [FORECASTER] Starting predict_future for NNOX [2025-11-26T21:03:31.921401] [DEBUG] [LOCAL ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt [2025-11-26T21:03:31.921473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:31.921519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:31.921559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:31.921629] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:31.978038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:31.978893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:31.978995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:31.979042] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:32.102653] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:32.102859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:32.102913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:32.102950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:32.106329] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=49.66%) [2025-11-26T21:03:32.106627] [INFO ] [FORECASTER] Completed predict_future for NNOX [2025-11-26T21:03:32.106794] [INFO ] [sig ] NNOX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:32.244782] [INFO ] [LOCAL ] Saved forecast: NNOX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNOX.txt [2025-11-26T21:03:32.244967] [INFO ] [sig ] [2252/3599] Completed NNOX in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:03:32.245023] [INFO ] [sig ] [2253/3599] Forecasting NNY... [2025-11-26T21:03:32.245068] [INFO ] [sig ] Generating forecast for: NNY [2025-11-26T21:03:32.245111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-11-26T21:03:32.257079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNY'. [2025-11-26T21:03:32.257548] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-11-26T21:03:32.258479] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-11-26T21:03:32.258552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:32.258601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:32.258665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:32.258763] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:32.321391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:32.322326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:32.322432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:32.322482] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:32.438855] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:32.439087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:32.439160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:32.439258] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:32.443077] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=25.08%) [2025-11-26T21:03:32.443434] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-11-26T21:03:32.443605] [INFO ] [sig ] NNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:32.589226] [INFO ] [LOCAL ] Saved forecast: NNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNY.txt [2025-11-26T21:03:32.589400] [INFO ] [sig ] [2253/3599] Completed NNY in 0.3s | 2.90 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:03:32.589454] [INFO ] [sig ] [2254/3599] Forecasting NOA... [2025-11-26T21:03:32.589497] [INFO ] [sig ] Generating forecast for: NOA [2025-11-26T21:03:32.589532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-11-26T21:03:32.601043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOA'. [2025-11-26T21:03:32.601402] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-11-26T21:03:32.602255] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-11-26T21:03:32.602325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:32.602371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:32.602410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:32.602478] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:32.664787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:32.665777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:32.665883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:32.665937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:32.792627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:32.792856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:32.792912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:32.792961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:32.796519] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=73.07%) [2025-11-26T21:03:32.796850] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-11-26T21:03:32.797006] [INFO ] [sig ] NOA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:32.946515] [INFO ] [LOCAL ] Saved forecast: NOA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NOA.txt [2025-11-26T21:03:32.946732] [INFO ] [sig ] [2254/3599] Completed NOA in 0.4s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:32.946792] [INFO ] [sig ] [2255/3599] Forecasting NOAH... [2025-11-26T21:03:32.946838] [INFO ] [sig ] Generating forecast for: NOAH [2025-11-26T21:03:32.946879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-11-26T21:03:32.959739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOAH'. [2025-11-26T21:03:32.960272] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-11-26T21:03:32.961271] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-11-26T21:03:32.961347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:32.961392] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:32.961432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:32.961500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:33.023381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:33.024342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:33.024449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:33.024521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:33.148279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:33.148515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:33.148583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:33.148671] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:33.152268] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=34.82%) [2025-11-26T21:03:33.152594] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-11-26T21:03:33.152770] [INFO ] [sig ] NOAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:33.295225] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NOAH.txt [2025-11-26T21:03:33.295396] [INFO ] [sig ] [2255/3599] Completed NOAH in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:33.295450] [INFO ] [sig ] [2256/3599] Forecasting NODK... [2025-11-26T21:03:33.295492] [INFO ] [sig ] Generating forecast for: NODK [2025-11-26T21:03:33.295534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'. [2025-11-26T21:03:33.306395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NODK'. [2025-11-26T21:03:33.306717] [INFO ] [FORECASTER] Starting predict_future for NODK [2025-11-26T21:03:33.307729] [DEBUG] [LOCAL ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt [2025-11-26T21:03:33.307800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:33.307846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:33.307886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:33.307949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:33.365426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:33.366199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:33.366299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:33.366346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:33.469510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:33.469775] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:03:33.469835] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:33.469877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:33.473777] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=0.28%) [2025-11-26T21:03:33.474154] [INFO ] [FORECASTER] Completed predict_future for NODK [2025-11-26T21:03:33.474326] [INFO ] [sig ] NODK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:33.637417] [INFO ] [LOCAL ] Saved forecast: NODK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NODK.txt [2025-11-26T21:03:33.637668] [INFO ] [sig ] [2256/3599] Completed NODK in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:33.637729] [INFO ] [sig ] [2257/3599] Forecasting NOG... [2025-11-26T21:03:33.637774] [INFO ] [sig ] Generating forecast for: NOG [2025-11-26T21:03:33.637816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-11-26T21:03:33.650197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOG'. [2025-11-26T21:03:33.650613] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-11-26T21:03:33.651542] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-11-26T21:03:33.651613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:33.651679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:33.651741] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:33.651812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:33.712183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:33.713144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:33.713244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:33.713291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:33.842464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:33.842697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:33.842753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:33.842797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:33.846496] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-11-26T21:03:33.846899] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-11-26T21:03:33.847079] [INFO ] [sig ] NOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:33.999355] [INFO ] [LOCAL ] Saved forecast: NOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NOG.txt [2025-11-26T21:03:33.999518] [INFO ] [sig ] [2257/3599] Completed NOG in 0.4s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:33.999572] [INFO ] [sig ] [2258/3599] Forecasting NOMD... [2025-11-26T21:03:33.999617] [INFO ] [sig ] Generating forecast for: NOMD [2025-11-26T21:03:33.999678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-11-26T21:03:34.012327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOMD'. [2025-11-26T21:03:34.012758] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-11-26T21:03:34.013604] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-11-26T21:03:34.013691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:34.013742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:34.013782] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:34.013856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:34.071420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:34.072384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:34.072493] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:34.072541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:34.191156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:34.191364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:34.191419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:34.191464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:34.194985] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-11-26T21:03:34.195281] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-11-26T21:03:34.195428] [INFO ] [sig ] NOMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:34.338527] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NOMD.txt [2025-11-26T21:03:34.338711] [INFO ] [sig ] [2258/3599] Completed NOMD in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:34.338767] [INFO ] [sig ] [2259/3599] Forecasting NOTE... [2025-11-26T21:03:34.338810] [INFO ] [sig ] Generating forecast for: NOTE [2025-11-26T21:03:34.338852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-11-26T21:03:34.350621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOTE'. [2025-11-26T21:03:34.350966] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-11-26T21:03:34.351815] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-11-26T21:03:34.351886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:34.351932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:34.351971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:34.352040] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:34.421919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:34.422881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:34.422989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:34.423036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:34.548905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:34.549113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:34.549166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:34.549207] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:34.552603] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-11-26T21:03:34.552923] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-11-26T21:03:34.553088] [INFO ] [sig ] NOTE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:34.695711] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NOTE.txt [2025-11-26T21:03:34.695916] [INFO ] [sig ] [2259/3599] Completed NOTE in 0.4s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:34.695984] [INFO ] [sig ] [2260/3599] Forecasting NPCE... [2025-11-26T21:03:34.696037] [INFO ] [sig ] Generating forecast for: NPCE [2025-11-26T21:03:34.696083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'. [2025-11-26T21:03:34.708018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPCE'. [2025-11-26T21:03:34.708437] [INFO ] [FORECASTER] Starting predict_future for NPCE [2025-11-26T21:03:34.709338] [DEBUG] [LOCAL ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt [2025-11-26T21:03:34.709411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:34.709457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:34.709497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:34.709565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:34.770864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:34.771913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:34.772037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:34.772084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:34.898599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:34.898823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:34.898875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:34.898912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:34.902321] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=15.85%) [2025-11-26T21:03:34.902612] [INFO ] [FORECASTER] Completed predict_future for NPCE [2025-11-26T21:03:34.902778] [INFO ] [sig ] NPCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:35.047950] [INFO ] [LOCAL ] Saved forecast: NPCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NPCE.txt [2025-11-26T21:03:35.048163] [INFO ] [sig ] [2260/3599] Completed NPCE in 0.4s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:35.048223] [INFO ] [sig ] [2261/3599] Forecasting NPFD... [2025-11-26T21:03:35.048268] [INFO ] [sig ] Generating forecast for: NPFD [2025-11-26T21:03:35.048320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-11-26T21:03:35.060751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPFD'. [2025-11-26T21:03:35.061146] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-11-26T21:03:35.062039] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-11-26T21:03:35.062107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:35.062153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:35.062190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:35.062255] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:35.119494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:35.120363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:35.120462] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:35.120509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:35.241543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:35.241757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:35.241818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:35.241860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:35.245338] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=19.77%) [2025-11-26T21:03:35.245631] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-11-26T21:03:35.245795] [INFO ] [sig ] NPFD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:35.389671] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NPFD.txt [2025-11-26T21:03:35.389862] [INFO ] [sig ] [2261/3599] Completed NPFD in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:35.389917] [INFO ] [sig ] [2262/3599] Forecasting NPK... [2025-11-26T21:03:35.389968] [INFO ] [sig ] Generating forecast for: NPK [2025-11-26T21:03:35.390028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-11-26T21:03:35.401037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPK'. [2025-11-26T21:03:35.401386] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-11-26T21:03:35.402225] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-11-26T21:03:35.402294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:35.402339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:35.402378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:35.402443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:35.459835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:35.460515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:35.460607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:35.460676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:35.581847] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:35.582028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:35.582091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:35.582134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:35.585546] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=88.50%) [2025-11-26T21:03:35.585859] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-11-26T21:03:35.586033] [INFO ] [sig ] NPK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:35.728051] [INFO ] [LOCAL ] Saved forecast: NPK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NPK.txt [2025-11-26T21:03:35.728227] [INFO ] [sig ] [2262/3599] Completed NPK in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:35.728284] [INFO ] [sig ] [2263/3599] Forecasting NPO... [2025-11-26T21:03:35.728327] [INFO ] [sig ] Generating forecast for: NPO [2025-11-26T21:03:35.728369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-11-26T21:03:35.740739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPO'. [2025-11-26T21:03:35.741108] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-11-26T21:03:35.741982] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-11-26T21:03:35.742053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:35.742099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:35.742141] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:35.742211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:35.801124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:35.801825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:35.801918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:35.801964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:35.921591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:35.921800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:35.921860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:35.921903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:35.925558] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=65.30%) [2025-11-26T21:03:35.925880] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-11-26T21:03:35.926063] [INFO ] [sig ] NPO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:36.065479] [INFO ] [LOCAL ] Saved forecast: NPO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NPO.txt [2025-11-26T21:03:36.065662] [INFO ] [sig ] [2263/3599] Completed NPO in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:36.065718] [INFO ] [sig ] [2264/3599] Forecasting NQP... [2025-11-26T21:03:36.065760] [INFO ] [sig ] Generating forecast for: NQP [2025-11-26T21:03:36.065800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-11-26T21:03:36.077092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NQP'. [2025-11-26T21:03:36.077424] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-11-26T21:03:36.078321] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-11-26T21:03:36.078388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:36.078434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:36.078473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:36.078539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:36.136318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:36.137192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:36.137293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:36.137340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:36.262000] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:36.262201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:36.262254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:36.262296] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:36.265767] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-11-26T21:03:36.266067] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-11-26T21:03:36.266267] [INFO ] [sig ] NQP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:36.407302] [INFO ] [LOCAL ] Saved forecast: NQP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NQP.txt [2025-11-26T21:03:36.407459] [INFO ] [sig ] [2264/3599] Completed NQP in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:36.407528] [INFO ] [sig ] [2265/3599] Forecasting NRC... [2025-11-26T21:03:36.407580] [INFO ] [sig ] Generating forecast for: NRC [2025-11-26T21:03:36.407621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'. [2025-11-26T21:03:36.419033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRC'. [2025-11-26T21:03:36.419370] [INFO ] [FORECASTER] Starting predict_future for NRC [2025-11-26T21:03:36.420212] [DEBUG] [LOCAL ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt [2025-11-26T21:03:36.420280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:36.420325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:36.420363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:36.420428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:36.479547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:36.480222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:36.480319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:36.480369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:36.598862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:36.599045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:36.599100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:36.599141] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:36.602599] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=12.89%) [2025-11-26T21:03:36.602917] [INFO ] [FORECASTER] Completed predict_future for NRC [2025-11-26T21:03:36.603067] [INFO ] [sig ] NRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:36.749842] [INFO ] [LOCAL ] Saved forecast: NRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRC.txt [2025-11-26T21:03:36.750060] [INFO ] [sig ] [2265/3599] Completed NRC in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:36.750124] [INFO ] [sig ] [2266/3599] Forecasting NRDS... [2025-11-26T21:03:36.750168] [INFO ] [sig ] Generating forecast for: NRDS [2025-11-26T21:03:36.750209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'. [2025-11-26T21:03:36.761998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRDS'. [2025-11-26T21:03:36.762320] [INFO ] [FORECASTER] Starting predict_future for NRDS [2025-11-26T21:03:36.763190] [DEBUG] [LOCAL ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt [2025-11-26T21:03:36.763261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:36.763308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:36.763349] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:36.763417] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:36.821861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:36.822505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:36.822599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:36.822661] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:36.938509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:36.938728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:36.938795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:36.938846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:36.942372] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=6.46%) [2025-11-26T21:03:36.942698] [INFO ] [FORECASTER] Completed predict_future for NRDS [2025-11-26T21:03:36.942859] [INFO ] [sig ] NRDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:37.083332] [INFO ] [LOCAL ] Saved forecast: NRDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRDS.txt [2025-11-26T21:03:37.083520] [INFO ] [sig ] [2266/3599] Completed NRDS in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:37.083586] [INFO ] [sig ] [2267/3599] Forecasting NREF... [2025-11-26T21:03:37.083632] [INFO ] [sig ] Generating forecast for: NREF [2025-11-26T21:03:37.083704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-11-26T21:03:37.094956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NREF'. [2025-11-26T21:03:37.095274] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-11-26T21:03:37.096097] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-11-26T21:03:37.096166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:37.096210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:37.096248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:37.096314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:37.153141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:37.153846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:37.153940] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:37.153978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:37.272910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:37.273087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:37.273147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:37.273183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:37.276560] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=62.31%) [2025-11-26T21:03:37.276871] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-11-26T21:03:37.277010] [INFO ] [sig ] NREF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:37.416187] [INFO ] [LOCAL ] Saved forecast: NREF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NREF.txt [2025-11-26T21:03:37.416349] [INFO ] [sig ] [2267/3599] Completed NREF in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:37.416404] [INFO ] [sig ] [2268/3599] Forecasting NRG... [2025-11-26T21:03:37.416444] [INFO ] [sig ] Generating forecast for: NRG [2025-11-26T21:03:37.416484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-11-26T21:03:37.427460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRG'. [2025-11-26T21:03:37.427848] [INFO ] [FORECASTER] Starting predict_future for NRG [2025-11-26T21:03:37.428696] [DEBUG] [LOCAL ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt [2025-11-26T21:03:37.428764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:37.428810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:37.428848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:37.428915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:37.488229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:37.489153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:37.489255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:37.489306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:37.612509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:37.612692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:37.612746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:37.612790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:37.616121] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=65.16%) [2025-11-26T21:03:37.616414] [INFO ] [FORECASTER] Completed predict_future for NRG [2025-11-26T21:03:37.616568] [INFO ] [sig ] NRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:37.757163] [INFO ] [LOCAL ] Saved forecast: NRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRG.txt [2025-11-26T21:03:37.757328] [INFO ] [sig ] [2268/3599] Completed NRG in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.7m [2025-11-26T21:03:37.757382] [INFO ] [sig ] [2269/3599] Forecasting NRIM... [2025-11-26T21:03:37.757422] [INFO ] [sig ] Generating forecast for: NRIM [2025-11-26T21:03:37.757461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'. [2025-11-26T21:03:37.768998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIM'. [2025-11-26T21:03:37.769337] [INFO ] [FORECASTER] Starting predict_future for NRIM [2025-11-26T21:03:37.770382] [DEBUG] [LOCAL ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt [2025-11-26T21:03:37.770455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:37.770506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:37.770557] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:37.770636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:37.829069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:37.829749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:37.829852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:37.829903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:37.951547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:37.951762] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:03:37.951816] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:37.951850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:37.955274] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=3.09%) [2025-11-26T21:03:37.955565] [INFO ] [FORECASTER] Completed predict_future for NRIM [2025-11-26T21:03:37.955725] [INFO ] [sig ] NRIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:38.098207] [INFO ] [LOCAL ] Saved forecast: NRIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRIM.txt [2025-11-26T21:03:38.098380] [INFO ] [sig ] [2269/3599] Completed NRIM in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:03:38.098439] [INFO ] [sig ] [2270/3599] Forecasting NRIX... [2025-11-26T21:03:38.098479] [INFO ] [sig ] Generating forecast for: NRIX [2025-11-26T21:03:38.098525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'. [2025-11-26T21:03:38.110248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIX'. [2025-11-26T21:03:38.110677] [INFO ] [FORECASTER] Starting predict_future for NRIX [2025-11-26T21:03:38.111558] [DEBUG] [LOCAL ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt [2025-11-26T21:03:38.111661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:38.111719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:38.111779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:38.111857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:38.168788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:38.169626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:38.169764] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:38.169833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:38.291259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:38.291435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:38.291486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:38.291525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:38.294922] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=88.00%) [2025-11-26T21:03:38.295216] [INFO ] [FORECASTER] Completed predict_future for NRIX [2025-11-26T21:03:38.295379] [INFO ] [sig ] NRIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:38.436316] [INFO ] [LOCAL ] Saved forecast: NRIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRIX.txt [2025-11-26T21:03:38.436460] [INFO ] [sig ] [2270/3599] Completed NRIX in 0.3s | 2.90 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:03:38.436514] [INFO ] [sig ] [2271/3599] Forecasting NRK... [2025-11-26T21:03:38.436553] [INFO ] [sig ] Generating forecast for: NRK [2025-11-26T21:03:38.436598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-11-26T21:03:38.447445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRK'. [2025-11-26T21:03:38.447788] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-11-26T21:03:38.448662] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-11-26T21:03:38.448728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:38.448773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:38.448809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:38.448877] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:38.507170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:38.508109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:38.508214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:38.508262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:38.624516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:38.624724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:38.624801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:38.624862] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:38.628389] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=48.30%) [2025-11-26T21:03:38.628719] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-11-26T21:03:38.628876] [INFO ] [sig ] NRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:38.771402] [INFO ] [LOCAL ] Saved forecast: NRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRK.txt [2025-11-26T21:03:38.771626] [INFO ] [sig ] [2271/3599] Completed NRK in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:38.771732] [INFO ] [sig ] [2272/3599] Forecasting NRP... [2025-11-26T21:03:38.771802] [INFO ] [sig ] Generating forecast for: NRP [2025-11-26T21:03:38.771870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-11-26T21:03:38.782955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRP'. [2025-11-26T21:03:38.783385] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-11-26T21:03:38.784282] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-11-26T21:03:38.784360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:38.784431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:38.784496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:38.784603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:38.842699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:38.843722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:38.843862] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:38.843933] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:38.966762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:38.967038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:38.967123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:38.967191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:38.971106] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=58.65%) [2025-11-26T21:03:38.971453] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-11-26T21:03:38.971622] [INFO ] [sig ] NRP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:39.121941] [INFO ] [LOCAL ] Saved forecast: NRP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRP.txt [2025-11-26T21:03:39.122143] [INFO ] [sig ] [2272/3599] Completed NRP in 0.4s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:39.122200] [INFO ] [sig ] [2273/3599] Forecasting NRUC... [2025-11-26T21:03:39.122247] [INFO ] [sig ] Generating forecast for: NRUC [2025-11-26T21:03:39.122282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'. [2025-11-26T21:03:39.135057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRUC'. [2025-11-26T21:03:39.135499] [INFO ] [FORECASTER] Starting predict_future for NRUC [2025-11-26T21:03:39.136376] [DEBUG] [LOCAL ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt [2025-11-26T21:03:39.136443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:39.136489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:39.136527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:39.136594] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:39.194205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:39.195149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:39.195251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:39.195297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:39.309826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:39.310040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:39.310095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:39.310139] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:39.313687] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=77.81%) [2025-11-26T21:03:39.314008] [INFO ] [FORECASTER] Completed predict_future for NRUC [2025-11-26T21:03:39.314162] [INFO ] [sig ] NRUC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:39.455172] [INFO ] [LOCAL ] Saved forecast: NRUC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRUC.txt [2025-11-26T21:03:39.455361] [INFO ] [sig ] [2273/3599] Completed NRUC in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:39.455425] [INFO ] [sig ] [2274/3599] Forecasting NRXP... [2025-11-26T21:03:39.455468] [INFO ] [sig ] Generating forecast for: NRXP [2025-11-26T21:03:39.455507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'. [2025-11-26T21:03:39.467067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRXP'. [2025-11-26T21:03:39.467371] [INFO ] [FORECASTER] Starting predict_future for NRXP [2025-11-26T21:03:39.468237] [DEBUG] [LOCAL ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt [2025-11-26T21:03:39.468308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:39.468354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:39.468395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:39.468463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:39.527605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:39.528547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:39.528670] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:39.528722] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:39.647142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:39.647273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:39.647329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:39.647370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:39.651011] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=61.05%) [2025-11-26T21:03:39.651365] [INFO ] [FORECASTER] Completed predict_future for NRXP [2025-11-26T21:03:39.651547] [INFO ] [sig ] NRXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:39.797943] [INFO ] [LOCAL ] Saved forecast: NRXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRXP.txt [2025-11-26T21:03:39.798156] [INFO ] [sig ] [2274/3599] Completed NRXP in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:39.798214] [INFO ] [sig ] [2275/3599] Forecasting NSC... [2025-11-26T21:03:39.798257] [INFO ] [sig ] Generating forecast for: NSC [2025-11-26T21:03:39.798297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'. [2025-11-26T21:03:39.810309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSC'. [2025-11-26T21:03:39.810680] [INFO ] [FORECASTER] Starting predict_future for NSC [2025-11-26T21:03:39.811553] [DEBUG] [LOCAL ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt [2025-11-26T21:03:39.811624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:39.811692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:39.811734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:39.811801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:39.869927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:39.870871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:39.870973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:39.871019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:39.992867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:39.993065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:39.993131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:39.993179] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:39.996736] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-11-26T21:03:39.997034] [INFO ] [FORECASTER] Completed predict_future for NSC [2025-11-26T21:03:39.997206] [INFO ] [sig ] NSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:40.137843] [INFO ] [LOCAL ] Saved forecast: NSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NSC.txt [2025-11-26T21:03:40.138011] [INFO ] [sig ] [2275/3599] Completed NSC in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:40.138074] [INFO ] [sig ] [2276/3599] Forecasting NSP... [2025-11-26T21:03:40.138127] [INFO ] [sig ] Generating forecast for: NSP [2025-11-26T21:03:40.138174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-11-26T21:03:40.149488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSP'. [2025-11-26T21:03:40.149894] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-11-26T21:03:40.150771] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-11-26T21:03:40.150851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:40.150913] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:40.150970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:40.151073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:40.209554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:40.210347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:40.210457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:40.210519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:40.335934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:40.336174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:40.336246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:40.336305] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:40.340227] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=71.36%) [2025-11-26T21:03:40.340598] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-11-26T21:03:40.340797] [INFO ] [sig ] NSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:40.486053] [INFO ] [LOCAL ] Saved forecast: NSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NSP.txt [2025-11-26T21:03:40.486261] [INFO ] [sig ] [2276/3599] Completed NSP in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:40.486336] [INFO ] [sig ] [2277/3599] Forecasting NSSC... [2025-11-26T21:03:40.486396] [INFO ] [sig ] Generating forecast for: NSSC [2025-11-26T21:03:40.486456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'. [2025-11-26T21:03:40.498135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSSC'. [2025-11-26T21:03:40.498522] [INFO ] [FORECASTER] Starting predict_future for NSSC [2025-11-26T21:03:40.499423] [DEBUG] [LOCAL ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt [2025-11-26T21:03:40.499504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:40.499568] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:40.499625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:40.499734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:40.557380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:40.561685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:40.561838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:40.561904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:40.684535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:40.684750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:40.684855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:40.684914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:40.688503] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=14.20%) [2025-11-26T21:03:40.688844] [INFO ] [FORECASTER] Completed predict_future for NSSC [2025-11-26T21:03:40.689011] [INFO ] [sig ] NSSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:40.829483] [INFO ] [LOCAL ] Saved forecast: NSSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NSSC.txt [2025-11-26T21:03:40.829695] [INFO ] [sig ] [2277/3599] Completed NSSC in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:40.829768] [INFO ] [sig ] [2278/3599] Forecasting NTAP... [2025-11-26T21:03:40.829826] [INFO ] [sig ] Generating forecast for: NTAP [2025-11-26T21:03:40.829883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'. [2025-11-26T21:03:40.841928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTAP'. [2025-11-26T21:03:40.842332] [INFO ] [FORECASTER] Starting predict_future for NTAP [2025-11-26T21:03:40.843241] [DEBUG] [LOCAL ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt [2025-11-26T21:03:40.843317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:40.843383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:40.843446] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:40.843551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:40.900466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:40.901335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:40.901437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:40.901484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:41.024158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:41.024365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:41.024421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:41.024464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:41.028000] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=89.44%) [2025-11-26T21:03:41.028329] [INFO ] [FORECASTER] Completed predict_future for NTAP [2025-11-26T21:03:41.028481] [INFO ] [sig ] NTAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:41.179077] [INFO ] [LOCAL ] Saved forecast: NTAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTAP.txt [2025-11-26T21:03:41.179247] [INFO ] [sig ] [2278/3599] Completed NTAP in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:41.179302] [INFO ] [sig ] [2279/3599] Forecasting NTB... [2025-11-26T21:03:41.179344] [INFO ] [sig ] Generating forecast for: NTB [2025-11-26T21:03:41.179384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-11-26T21:03:41.191435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTB'. [2025-11-26T21:03:41.191858] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-11-26T21:03:41.192744] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-11-26T21:03:41.192823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:41.192884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:41.192941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:41.193037] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:41.250014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:41.250763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:41.250895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:41.250959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:41.368566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:41.368800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:41.368875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:41.368932] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:41.372493] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=33.94%) [2025-11-26T21:03:41.372832] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-11-26T21:03:41.372996] [INFO ] [sig ] NTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:41.524482] [INFO ] [LOCAL ] Saved forecast: NTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTB.txt [2025-11-26T21:03:41.524682] [INFO ] [sig ] [2279/3599] Completed NTB in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:41.524742] [INFO ] [sig ] [2280/3599] Forecasting NTES... [2025-11-26T21:03:41.524784] [INFO ] [sig ] Generating forecast for: NTES [2025-11-26T21:03:41.524824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'. [2025-11-26T21:03:41.536323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTES'. [2025-11-26T21:03:41.536673] [INFO ] [FORECASTER] Starting predict_future for NTES [2025-11-26T21:03:41.537481] [DEBUG] [LOCAL ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt [2025-11-26T21:03:41.537565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:41.537614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:41.537675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:41.537748] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:41.594752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:41.595443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:41.595542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:41.595590] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:41.717856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:41.718058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:41.718123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:41.718175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:41.721581] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=19.47%) [2025-11-26T21:03:41.721892] [INFO ] [FORECASTER] Completed predict_future for NTES [2025-11-26T21:03:41.722038] [INFO ] [sig ] NTES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:41.863758] [INFO ] [LOCAL ] Saved forecast: NTES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTES.txt [2025-11-26T21:03:41.863944] [INFO ] [sig ] [2280/3599] Completed NTES in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:41.863999] [INFO ] [sig ] [2281/3599] Forecasting NTIC... [2025-11-26T21:03:41.864043] [INFO ] [sig ] Generating forecast for: NTIC [2025-11-26T21:03:41.864092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'. [2025-11-26T21:03:41.874739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTIC'. [2025-11-26T21:03:41.875060] [INFO ] [FORECASTER] Starting predict_future for NTIC [2025-11-26T21:03:41.875891] [DEBUG] [LOCAL ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt [2025-11-26T21:03:41.875960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:41.876020] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:41.876061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:41.876133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:41.933598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:41.934338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:41.934433] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:41.934480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:42.041619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:42.041785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:42.041846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:42.041880] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:42.045241] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=61.47%) [2025-11-26T21:03:42.045535] [INFO ] [FORECASTER] Completed predict_future for NTIC [2025-11-26T21:03:42.045703] [INFO ] [sig ] NTIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:42.205127] [INFO ] [LOCAL ] Saved forecast: NTIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTIC.txt [2025-11-26T21:03:42.205321] [INFO ] [sig ] [2281/3599] Completed NTIC in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:42.205380] [INFO ] [sig ] [2282/3599] Forecasting NTLA... [2025-11-26T21:03:42.205432] [INFO ] [sig ] Generating forecast for: NTLA [2025-11-26T21:03:42.205483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'. [2025-11-26T21:03:42.217307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTLA'. [2025-11-26T21:03:42.217738] [INFO ] [FORECASTER] Starting predict_future for NTLA [2025-11-26T21:03:42.218662] [DEBUG] [LOCAL ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt [2025-11-26T21:03:42.218742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:42.218802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:42.218857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:42.218947] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:42.276234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:42.277002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:42.277113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:42.277178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:42.399715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:42.399924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:42.399993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:42.400052] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:42.403507] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=70.52%) [2025-11-26T21:03:42.403842] [INFO ] [FORECASTER] Completed predict_future for NTLA [2025-11-26T21:03:42.404002] [INFO ] [sig ] NTLA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:42.546277] [INFO ] [LOCAL ] Saved forecast: NTLA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTLA.txt [2025-11-26T21:03:42.546495] [INFO ] [sig ] [2282/3599] Completed NTLA in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:42.546577] [INFO ] [sig ] [2283/3599] Forecasting NTNX... [2025-11-26T21:03:42.546658] [INFO ] [sig ] Generating forecast for: NTNX [2025-11-26T21:03:42.546723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'. [2025-11-26T21:03:42.559043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTNX'. [2025-11-26T21:03:42.559500] [INFO ] [FORECASTER] Starting predict_future for NTNX [2025-11-26T21:03:42.560477] [DEBUG] [LOCAL ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt [2025-11-26T21:03:42.560549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:42.560595] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:42.560639] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:42.560767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:42.618976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:42.619901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:42.620003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:42.620057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:42.741286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:42.741459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:42.741513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:42.741556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:42.745047] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=88.51%) [2025-11-26T21:03:42.745348] [INFO ] [FORECASTER] Completed predict_future for NTNX [2025-11-26T21:03:42.745505] [INFO ] [sig ] NTNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:42.885195] [INFO ] [LOCAL ] Saved forecast: NTNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTNX.txt [2025-11-26T21:03:42.885370] [INFO ] [sig ] [2283/3599] Completed NTNX in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:42.885423] [INFO ] [sig ] [2284/3599] Forecasting NTRA... [2025-11-26T21:03:42.885460] [INFO ] [sig ] Generating forecast for: NTRA [2025-11-26T21:03:42.885501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'. [2025-11-26T21:03:42.897030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRA'. [2025-11-26T21:03:42.897401] [INFO ] [FORECASTER] Starting predict_future for NTRA [2025-11-26T21:03:42.898327] [DEBUG] [LOCAL ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt [2025-11-26T21:03:42.898398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:42.898443] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:42.898487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:42.898569] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:42.955433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:42.956315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:42.956424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:42.956478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:43.074209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:43.074396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:43.074448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:43.074485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:43.078270] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=43.46%) [2025-11-26T21:03:43.078581] [INFO ] [FORECASTER] Completed predict_future for NTRA [2025-11-26T21:03:43.078761] [INFO ] [sig ] NTRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:43.218220] [INFO ] [LOCAL ] Saved forecast: NTRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRA.txt [2025-11-26T21:03:43.218430] [INFO ] [sig ] [2284/3599] Completed NTRA in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:43.218485] [INFO ] [sig ] [2285/3599] Forecasting NTRB... [2025-11-26T21:03:43.218556] [INFO ] [sig ] Generating forecast for: NTRB [2025-11-26T21:03:43.218598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'. [2025-11-26T21:03:43.229258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRB'. [2025-11-26T21:03:43.229663] [INFO ] [FORECASTER] Starting predict_future for NTRB [2025-11-26T21:03:43.230517] [DEBUG] [LOCAL ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt [2025-11-26T21:03:43.230586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:43.230631] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:43.230692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:43.230759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:43.287104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:43.288048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:43.288149] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:43.288195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:43.402658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:43.402833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:43.402886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:43.402927] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:43.406351] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=4.05%) [2025-11-26T21:03:43.406668] [INFO ] [FORECASTER] Completed predict_future for NTRB [2025-11-26T21:03:43.406813] [INFO ] [sig ] NTRB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:43.548060] [INFO ] [LOCAL ] Saved forecast: NTRB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRB.txt [2025-11-26T21:03:43.548245] [INFO ] [sig ] [2285/3599] Completed NTRB in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.6m [2025-11-26T21:03:43.548306] [INFO ] [sig ] [2286/3599] Forecasting NTRS... [2025-11-26T21:03:43.548349] [INFO ] [sig ] Generating forecast for: NTRS [2025-11-26T21:03:43.548388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'. [2025-11-26T21:03:43.559942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRS'. [2025-11-26T21:03:43.560286] [INFO ] [FORECASTER] Starting predict_future for NTRS [2025-11-26T21:03:43.561158] [DEBUG] [LOCAL ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt [2025-11-26T21:03:43.561228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:43.561273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:43.561314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:43.561385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:43.620862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:43.621801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:43.621899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:43.621946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:43.743890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:43.744095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:43.744161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:43.744210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:43.747830] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=39.45%) [2025-11-26T21:03:43.748148] [INFO ] [FORECASTER] Completed predict_future for NTRS [2025-11-26T21:03:43.748320] [INFO ] [sig ] NTRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:43.888495] [INFO ] [LOCAL ] Saved forecast: NTRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRS.txt [2025-11-26T21:03:43.888691] [INFO ] [sig ] [2286/3599] Completed NTRS in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:03:43.888748] [INFO ] [sig ] [2287/3599] Forecasting NTRSO... [2025-11-26T21:03:43.888793] [INFO ] [sig ] Generating forecast for: NTRSO [2025-11-26T21:03:43.888832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'. [2025-11-26T21:03:43.900163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'. [2025-11-26T21:03:43.900528] [INFO ] [FORECASTER] Starting predict_future for NTRSO [2025-11-26T21:03:43.901383] [DEBUG] [LOCAL ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt [2025-11-26T21:03:43.901453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:43.901498] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:43.901537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:43.901605] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:43.959070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:43.960021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:43.960125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:43.960171] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:44.082882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:44.083078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:44.083136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:44.083171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:44.086639] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=5.14%) [2025-11-26T21:03:44.086955] [INFO ] [FORECASTER] Completed predict_future for NTRSO [2025-11-26T21:03:44.087119] [INFO ] [sig ] NTRSO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:44.243076] [INFO ] [LOCAL ] Saved forecast: NTRSO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRSO.txt [2025-11-26T21:03:44.243342] [INFO ] [sig ] [2287/3599] Completed NTRSO in 0.4s | 2.90 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:03:44.243412] [INFO ] [sig ] [2288/3599] Forecasting NUKK... [2025-11-26T21:03:44.243464] [INFO ] [sig ] Generating forecast for: NUKK [2025-11-26T21:03:44.243520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'. [2025-11-26T21:03:44.255901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUKK'. [2025-11-26T21:03:44.256374] [INFO ] [FORECASTER] Starting predict_future for NUKK [2025-11-26T21:03:44.257329] [DEBUG] [LOCAL ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt [2025-11-26T21:03:44.257400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:44.257445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:44.257484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:44.257574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:44.314702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:44.315675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:44.315780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:44.315827] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:44.435944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:44.436142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:44.436196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:44.436260] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:44.439715] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=13.14%) [2025-11-26T21:03:44.440009] [INFO ] [FORECASTER] Completed predict_future for NUKK [2025-11-26T21:03:44.440152] [INFO ] [sig ] NUKK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:44.580079] [INFO ] [LOCAL ] Saved forecast: NUKK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUKK.txt [2025-11-26T21:03:44.580244] [INFO ] [sig ] [2288/3599] Completed NUKK in 0.3s | 2.90 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:03:44.580297] [INFO ] [sig ] [2289/3599] Forecasting NUS... [2025-11-26T21:03:44.580338] [INFO ] [sig ] Generating forecast for: NUS [2025-11-26T21:03:44.580379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-11-26T21:03:44.591593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUS'. [2025-11-26T21:03:44.591968] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-11-26T21:03:44.592797] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-11-26T21:03:44.592865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:44.592911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:44.592948] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:44.593014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:44.649909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:44.650768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:44.650863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:44.650904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:44.774026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:44.774224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:44.774274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:44.774316] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:44.777744] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-11-26T21:03:44.778038] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-11-26T21:03:44.778188] [INFO ] [sig ] NUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:44.918833] [INFO ] [LOCAL ] Saved forecast: NUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUS.txt [2025-11-26T21:03:44.919003] [INFO ] [sig ] [2289/3599] Completed NUS in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:44.919059] [INFO ] [sig ] [2290/3599] Forecasting NUTX... [2025-11-26T21:03:44.919102] [INFO ] [sig ] Generating forecast for: NUTX [2025-11-26T21:03:44.919145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'. [2025-11-26T21:03:44.931097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUTX'. [2025-11-26T21:03:44.931469] [INFO ] [FORECASTER] Starting predict_future for NUTX [2025-11-26T21:03:44.932306] [DEBUG] [LOCAL ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt [2025-11-26T21:03:44.932375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:44.932419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:44.932458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:44.932526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:44.988870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:44.989847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:44.989975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:44.990021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:45.106227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:45.106436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:45.106488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:45.106523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:45.110027] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=19.92%) [2025-11-26T21:03:45.110341] [INFO ] [FORECASTER] Completed predict_future for NUTX [2025-11-26T21:03:45.110490] [INFO ] [sig ] NUTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:45.253563] [INFO ] [LOCAL ] Saved forecast: NUTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUTX.txt [2025-11-26T21:03:45.253803] [INFO ] [sig ] [2290/3599] Completed NUTX in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:45.253861] [INFO ] [sig ] [2291/3599] Forecasting NUVB... [2025-11-26T21:03:45.253909] [INFO ] [sig ] Generating forecast for: NUVB [2025-11-26T21:03:45.253953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-11-26T21:03:45.265481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVB'. [2025-11-26T21:03:45.265974] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-11-26T21:03:45.266859] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-11-26T21:03:45.266927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:45.266972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:45.267011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:45.267078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:45.324860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:45.325784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:45.325885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:45.325932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:45.453858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:45.454060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:45.454116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:45.454162] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:45.457833] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=63.61%) [2025-11-26T21:03:45.458166] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-11-26T21:03:45.458339] [INFO ] [sig ] NUVB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:45.607572] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NUVB.txt [2025-11-26T21:03:45.607806] [INFO ] [sig ] [2291/3599] Completed NUVB in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:45.607864] [INFO ] [sig ] [2292/3599] Forecasting NUVL... [2025-11-26T21:03:45.607911] [INFO ] [sig ] Generating forecast for: NUVL [2025-11-26T21:03:45.607954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'. [2025-11-26T21:03:45.619923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVL'. [2025-11-26T21:03:45.620307] [INFO ] [FORECASTER] Starting predict_future for NUVL [2025-11-26T21:03:45.621154] [DEBUG] [LOCAL ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt [2025-11-26T21:03:45.621224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:45.621268] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:45.621322] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:45.621393] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:45.678850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:45.679588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:45.679705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:45.679763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:45.803099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:45.803301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:45.803365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:45.803412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:45.806953] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=94.21%) [2025-11-26T21:03:45.807258] [INFO ] [FORECASTER] Completed predict_future for NUVL [2025-11-26T21:03:45.807414] [INFO ] [sig ] NUVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:45.951956] [INFO ] [LOCAL ] Saved forecast: NUVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NUVL.txt [2025-11-26T21:03:45.952129] [INFO ] [sig ] [2292/3599] Completed NUVL in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:45.952188] [INFO ] [sig ] [2293/3599] Forecasting NUWE... [2025-11-26T21:03:45.952245] [INFO ] [sig ] Generating forecast for: NUWE [2025-11-26T21:03:45.952288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'. [2025-11-26T21:03:45.963563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUWE'. [2025-11-26T21:03:45.963903] [INFO ] [FORECASTER] Starting predict_future for NUWE [2025-11-26T21:03:45.964772] [DEBUG] [LOCAL ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt [2025-11-26T21:03:45.964841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:45.964886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:45.964924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:45.964992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:46.022143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:46.022820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:46.022920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:46.022973] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:46.141043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:46.141229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:46.141281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:46.141323] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:46.144789] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-11-26T21:03:46.145084] [INFO ] [FORECASTER] Completed predict_future for NUWE [2025-11-26T21:03:46.145231] [INFO ] [sig ] NUWE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:46.285681] [INFO ] [LOCAL ] Saved forecast: NUWE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUWE.txt [2025-11-26T21:03:46.285840] [INFO ] [sig ] [2293/3599] Completed NUWE in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:46.285895] [INFO ] [sig ] [2294/3599] Forecasting NVA... [2025-11-26T21:03:46.285937] [INFO ] [sig ] Generating forecast for: NVA [2025-11-26T21:03:46.285978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'. [2025-11-26T21:03:46.297449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVA'. [2025-11-26T21:03:46.300379] [INFO ] [FORECASTER] Starting predict_future for NVA [2025-11-26T21:03:46.301278] [DEBUG] [LOCAL ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt [2025-11-26T21:03:46.301348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:46.301393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:46.301437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:46.301523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:46.358871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:46.359531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:46.359627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:46.359693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:46.480354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:46.480543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:46.480595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:46.480635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:46.484095] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=69.47%) [2025-11-26T21:03:46.484389] [INFO ] [FORECASTER] Completed predict_future for NVA [2025-11-26T21:03:46.484537] [INFO ] [sig ] NVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:46.624158] [INFO ] [LOCAL ] Saved forecast: NVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVA.txt [2025-11-26T21:03:46.624319] [INFO ] [sig ] [2294/3599] Completed NVA in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:46.624376] [INFO ] [sig ] [2295/3599] Forecasting NVAX... [2025-11-26T21:03:46.624420] [INFO ] [sig ] Generating forecast for: NVAX [2025-11-26T21:03:46.624462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'. [2025-11-26T21:03:46.638844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVAX'. [2025-11-26T21:03:46.639465] [INFO ] [FORECASTER] Starting predict_future for NVAX [2025-11-26T21:03:46.640514] [DEBUG] [LOCAL ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt [2025-11-26T21:03:46.640590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:46.640639] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:46.640701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:46.640776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:46.701040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:46.702305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:46.702447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:46.702504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:46.824611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:46.824897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:46.824966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:46.825011] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:46.829097] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=83.21%) [2025-11-26T21:03:46.829442] [INFO ] [FORECASTER] Completed predict_future for NVAX [2025-11-26T21:03:46.829616] [INFO ] [sig ] NVAX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:46.975476] [INFO ] [LOCAL ] Saved forecast: NVAX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVAX.txt [2025-11-26T21:03:46.975743] [INFO ] [sig ] [2295/3599] Completed NVAX in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:46.975830] [INFO ] [sig ] [2296/3599] Forecasting NVD... [2025-11-26T21:03:46.975878] [INFO ] [sig ] Generating forecast for: NVD [2025-11-26T21:03:46.975934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'. [2025-11-26T21:03:46.989573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVD'. [2025-11-26T21:03:46.990092] [INFO ] [FORECASTER] Starting predict_future for NVD [2025-11-26T21:03:46.991093] [DEBUG] [LOCAL ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt [2025-11-26T21:03:46.991166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:46.991217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:46.991261] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:46.991333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:47.054790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:47.056140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:47.056280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:47.056331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:47.174309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:47.174567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:47.174628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:47.174698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:47.178679] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-11-26T21:03:47.179025] [INFO ] [FORECASTER] Completed predict_future for NVD [2025-11-26T21:03:47.179204] [INFO ] [sig ] NVD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:47.326572] [INFO ] [LOCAL ] Saved forecast: NVD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVD.txt [2025-11-26T21:03:47.326857] [INFO ] [sig ] [2296/3599] Completed NVD in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:47.326923] [INFO ] [sig ] [2297/3599] Forecasting NVDA... [2025-11-26T21:03:47.326969] [INFO ] [sig ] Generating forecast for: NVDA [2025-11-26T21:03:47.327009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'. [2025-11-26T21:03:47.341047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDA'. [2025-11-26T21:03:47.341595] [INFO ] [FORECASTER] Starting predict_future for NVDA [2025-11-26T21:03:47.342590] [DEBUG] [LOCAL ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt [2025-11-26T21:03:47.342684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:47.342738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:47.342782] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:47.342855] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:47.408465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:47.409892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:47.410021] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:47.410074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:47.548748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:47.549016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:47.549079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:47.549132] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:47.554661] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=48.48%) [2025-11-26T21:03:47.555322] [INFO ] [FORECASTER] Completed predict_future for NVDA [2025-11-26T21:03:47.555574] [INFO ] [sig ] NVDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:47.705119] [INFO ] [LOCAL ] Saved forecast: NVDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVDA.txt [2025-11-26T21:03:47.705376] [INFO ] [sig ] [2297/3599] Completed NVDA in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:47.705443] [INFO ] [sig ] [2298/3599] Forecasting NVDD... [2025-11-26T21:03:47.705482] [INFO ] [sig ] Generating forecast for: NVDD [2025-11-26T21:03:47.705526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'. [2025-11-26T21:03:47.719143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDD'. [2025-11-26T21:03:47.719697] [INFO ] [FORECASTER] Starting predict_future for NVDD [2025-11-26T21:03:47.720719] [DEBUG] [LOCAL ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt [2025-11-26T21:03:47.720792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:47.720842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:47.720885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:47.720960] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:47.780382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:47.781551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:47.781688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:47.781743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:47.912007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:47.912306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:47.912370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:47.912413] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:47.916796] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=87.33%) [2025-11-26T21:03:47.917286] [INFO ] [FORECASTER] Completed predict_future for NVDD [2025-11-26T21:03:47.917487] [INFO ] [sig ] NVDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:48.072037] [INFO ] [LOCAL ] Saved forecast: NVDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVDD.txt [2025-11-26T21:03:48.072246] [INFO ] [sig ] [2298/3599] Completed NVDD in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:48.072304] [INFO ] [sig ] [2299/3599] Forecasting NVDL... [2025-11-26T21:03:48.072352] [INFO ] [sig ] Generating forecast for: NVDL [2025-11-26T21:03:48.072396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'. [2025-11-26T21:03:48.084785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDL'. [2025-11-26T21:03:48.085242] [INFO ] [FORECASTER] Starting predict_future for NVDL [2025-11-26T21:03:48.086104] [DEBUG] [LOCAL ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt [2025-11-26T21:03:48.086175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:48.086224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:48.086271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:48.086354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:48.147023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:48.148028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:48.148133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:48.148181] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:48.273434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:48.273666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:48.273731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:48.273800] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:48.277381] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=90.17%) [2025-11-26T21:03:48.277717] [INFO ] [FORECASTER] Completed predict_future for NVDL [2025-11-26T21:03:48.277870] [INFO ] [sig ] NVDL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:48.418005] [INFO ] [LOCAL ] Saved forecast: NVDL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVDL.txt [2025-11-26T21:03:48.418170] [INFO ] [sig ] [2299/3599] Completed NVDL in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:48.418233] [INFO ] [sig ] [2300/3599] Forecasting NVDS... [2025-11-26T21:03:48.418285] [INFO ] [sig ] Generating forecast for: NVDS [2025-11-26T21:03:48.418335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'. [2025-11-26T21:03:48.431505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDS'. [2025-11-26T21:03:48.432005] [INFO ] [FORECASTER] Starting predict_future for NVDS [2025-11-26T21:03:48.432981] [DEBUG] [LOCAL ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt [2025-11-26T21:03:48.433053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:48.433104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:48.433157] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:48.433261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:48.496541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:48.497631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:48.497771] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:48.497820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:48.629881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:48.630115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:48.630196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:48.630252] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:48.634187] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=2.99%) [2025-11-26T21:03:48.634544] [INFO ] [FORECASTER] Completed predict_future for NVDS [2025-11-26T21:03:48.634727] [INFO ] [sig ] NVDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:48.789599] [INFO ] [LOCAL ] Saved forecast: NVDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVDS.txt [2025-11-26T21:03:48.789839] [INFO ] [sig ] [2300/3599] Completed NVDS in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:48.789916] [INFO ] [sig ] [2301/3599] Forecasting NVEC... [2025-11-26T21:03:48.789963] [INFO ] [sig ] Generating forecast for: NVEC [2025-11-26T21:03:48.790007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'. [2025-11-26T21:03:48.801382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVEC'. [2025-11-26T21:03:48.801794] [INFO ] [FORECASTER] Starting predict_future for NVEC [2025-11-26T21:03:48.802622] [DEBUG] [LOCAL ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt [2025-11-26T21:03:48.802712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:48.802758] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:48.802798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:48.802868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:48.861876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:48.862698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:48.862795] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:48.862841] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:48.975967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:48.976173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:48.976234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:48.976297] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:48.979763] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-11-26T21:03:48.980056] [INFO ] [FORECASTER] Completed predict_future for NVEC [2025-11-26T21:03:48.980202] [INFO ] [sig ] NVEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:49.119988] [INFO ] [LOCAL ] Saved forecast: NVEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVEC.txt [2025-11-26T21:03:49.120161] [INFO ] [sig ] [2301/3599] Completed NVEC in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:49.120216] [INFO ] [sig ] [2302/3599] Forecasting NVG... [2025-11-26T21:03:49.120258] [INFO ] [sig ] Generating forecast for: NVG [2025-11-26T21:03:49.120297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-11-26T21:03:49.132291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVG'. [2025-11-26T21:03:49.132766] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-11-26T21:03:49.133716] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-11-26T21:03:49.133785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:49.133835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:49.133870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:49.133937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:49.212328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:49.213273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:49.213381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:49.213427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:49.338878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:49.339067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:49.339122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:49.339188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:49.343290] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=13.65%) [2025-11-26T21:03:49.343802] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-11-26T21:03:49.343953] [INFO ] [sig ] NVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:49.484109] [INFO ] [LOCAL ] Saved forecast: NVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVG.txt [2025-11-26T21:03:49.484260] [INFO ] [sig ] [2302/3599] Completed NVG in 0.4s | 2.90 sym/s | Total: 13.2m | ETA: 7.5m [2025-11-26T21:03:49.484319] [INFO ] [sig ] [2303/3599] Forecasting NVGS... [2025-11-26T21:03:49.484362] [INFO ] [sig ] Generating forecast for: NVGS [2025-11-26T21:03:49.484403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-11-26T21:03:49.495573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVGS'. [2025-11-26T21:03:49.495916] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-11-26T21:03:49.496777] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-11-26T21:03:49.496846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:49.496891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:49.496931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:49.497012] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:49.554212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:49.554902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:49.554998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:49.555044] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:49.679687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:49.679867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:49.679921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:49.679962] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:49.683473] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=55.02%) [2025-11-26T21:03:49.683786] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-11-26T21:03:49.683929] [INFO ] [sig ] NVGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:49.826616] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVGS.txt [2025-11-26T21:03:49.826832] [INFO ] [sig ] [2303/3599] Completed NVGS in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:03:49.826926] [INFO ] [sig ] [2304/3599] Forecasting NVMI... [2025-11-26T21:03:49.827011] [INFO ] [sig ] Generating forecast for: NVMI [2025-11-26T21:03:49.827082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'. [2025-11-26T21:03:49.838378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVMI'. [2025-11-26T21:03:49.838767] [INFO ] [FORECASTER] Starting predict_future for NVMI [2025-11-26T21:03:49.839682] [DEBUG] [LOCAL ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt [2025-11-26T21:03:49.839752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:49.839816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:49.839879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:49.839982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:49.898939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:49.899732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:49.899845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:49.899917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:50.018476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:50.018666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:50.018746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:50.018812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:50.022248] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=8.10%) [2025-11-26T21:03:50.022582] [INFO ] [FORECASTER] Completed predict_future for NVMI [2025-11-26T21:03:50.022782] [INFO ] [sig ] NVMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:50.165064] [INFO ] [LOCAL ] Saved forecast: NVMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVMI.txt [2025-11-26T21:03:50.165240] [INFO ] [sig ] [2304/3599] Completed NVMI in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:03:50.165329] [INFO ] [sig ] [2305/3599] Forecasting NVO... [2025-11-26T21:03:50.165409] [INFO ] [sig ] Generating forecast for: NVO [2025-11-26T21:03:50.165481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-11-26T21:03:50.176955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVO'. [2025-11-26T21:03:50.177301] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-11-26T21:03:50.178216] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-11-26T21:03:50.178306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:50.178376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:50.178439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:50.178544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:50.236803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:50.237541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:50.237673] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:50.237746] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:50.360480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:50.360698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:50.360753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:50.360796] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:50.364346] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=76.72%) [2025-11-26T21:03:50.364706] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-11-26T21:03:50.364868] [INFO ] [sig ] NVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:50.513625] [INFO ] [LOCAL ] Saved forecast: NVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVO.txt [2025-11-26T21:03:50.513816] [INFO ] [sig ] [2305/3599] Completed NVO in 0.3s | 2.90 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:03:50.513886] [INFO ] [sig ] [2306/3599] Forecasting NVRI... [2025-11-26T21:03:50.513933] [INFO ] [sig ] Generating forecast for: NVRI [2025-11-26T21:03:50.513976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-11-26T21:03:50.525447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVRI'. [2025-11-26T21:03:50.525824] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-11-26T21:03:50.526700] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-11-26T21:03:50.526776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:50.526839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:50.526890] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:50.526970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:50.583574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:50.584257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:50.584354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:50.584409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:50.706806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:50.706985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:50.707035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:50.707074] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:50.710565] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=78.95%) [2025-11-26T21:03:50.710885] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-11-26T21:03:50.711035] [INFO ] [sig ] NVRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:50.852031] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVRI.txt [2025-11-26T21:03:50.852190] [INFO ] [sig ] [2306/3599] Completed NVRI in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:50.852244] [INFO ] [sig ] [2307/3599] Forecasting NVS... [2025-11-26T21:03:50.852280] [INFO ] [sig ] Generating forecast for: NVS [2025-11-26T21:03:50.852319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-11-26T21:03:50.864227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVS'. [2025-11-26T21:03:50.864587] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-11-26T21:03:50.865414] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-11-26T21:03:50.865484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:50.865530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:50.865569] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:50.865655] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:50.926472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:50.927138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:50.927233] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:50.927278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:51.047566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:51.047754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:51.047808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:51.047850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:51.051277] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-11-26T21:03:51.051576] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-11-26T21:03:51.051745] [INFO ] [sig ] NVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:51.189832] [INFO ] [LOCAL ] Saved forecast: NVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVS.txt [2025-11-26T21:03:51.189990] [INFO ] [sig ] [2307/3599] Completed NVS in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:51.190045] [INFO ] [sig ] [2308/3599] Forecasting NVTS... [2025-11-26T21:03:51.190087] [INFO ] [sig ] Generating forecast for: NVTS [2025-11-26T21:03:51.190127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'. [2025-11-26T21:03:51.201081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVTS'. [2025-11-26T21:03:51.201407] [INFO ] [FORECASTER] Starting predict_future for NVTS [2025-11-26T21:03:51.202237] [DEBUG] [LOCAL ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt [2025-11-26T21:03:51.202305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:51.202350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:51.202389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:51.202457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:51.258965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:51.259612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:51.259723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:51.259770] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:51.372324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:51.372517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:51.372570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:51.372605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:51.376249] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=81.34%) [2025-11-26T21:03:51.376598] [INFO ] [FORECASTER] Completed predict_future for NVTS [2025-11-26T21:03:51.376775] [INFO ] [sig ] NVTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:51.528382] [INFO ] [LOCAL ] Saved forecast: NVTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVTS.txt [2025-11-26T21:03:51.528563] [INFO ] [sig ] [2308/3599] Completed NVTS in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:51.528620] [INFO ] [sig ] [2309/3599] Forecasting NVX... [2025-11-26T21:03:51.528680] [INFO ] [sig ] Generating forecast for: NVX [2025-11-26T21:03:51.528723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'. [2025-11-26T21:03:51.539851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVX'. [2025-11-26T21:03:51.540168] [INFO ] [FORECASTER] Starting predict_future for NVX [2025-11-26T21:03:51.541007] [DEBUG] [LOCAL ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt [2025-11-26T21:03:51.541076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:51.541121] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:51.541160] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:51.541230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:51.597995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:51.598705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:51.598798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:51.598843] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:51.719889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:51.720020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:51.720076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:51.720116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:51.723722] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=84.14%) [2025-11-26T21:03:51.724050] [INFO ] [FORECASTER] Completed predict_future for NVX [2025-11-26T21:03:51.724207] [INFO ] [sig ] NVX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:51.867230] [INFO ] [LOCAL ] Saved forecast: NVX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVX.txt [2025-11-26T21:03:51.867437] [INFO ] [sig ] [2309/3599] Completed NVX in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:51.867529] [INFO ] [sig ] [2310/3599] Forecasting NWBI... [2025-11-26T21:03:51.867593] [INFO ] [sig ] Generating forecast for: NWBI [2025-11-26T21:03:51.867676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'. [2025-11-26T21:03:51.878997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWBI'. [2025-11-26T21:03:51.879379] [INFO ] [FORECASTER] Starting predict_future for NWBI [2025-11-26T21:03:51.880218] [DEBUG] [LOCAL ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt [2025-11-26T21:03:51.880286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:51.880330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:51.880369] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:51.880435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:51.937828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:51.938746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:51.938847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:51.938893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:52.057689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:52.057887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:52.057949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:52.057995] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:52.061420] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-11-26T21:03:52.061765] [INFO ] [FORECASTER] Completed predict_future for NWBI [2025-11-26T21:03:52.061923] [INFO ] [sig ] NWBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:52.201278] [INFO ] [LOCAL ] Saved forecast: NWBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWBI.txt [2025-11-26T21:03:52.201435] [INFO ] [sig ] [2310/3599] Completed NWBI in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:52.201502] [INFO ] [sig ] [2311/3599] Forecasting NWE... [2025-11-26T21:03:52.201561] [INFO ] [sig ] Generating forecast for: NWE [2025-11-26T21:03:52.201616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'. [2025-11-26T21:03:52.212747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWE'. [2025-11-26T21:03:52.213099] [INFO ] [FORECASTER] Starting predict_future for NWE [2025-11-26T21:03:52.213951] [DEBUG] [LOCAL ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt [2025-11-26T21:03:52.214031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:52.214094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:52.214152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:52.214249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:52.271109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:52.271878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:52.271984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:52.272046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:52.390520] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:52.390725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:52.390796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:52.390856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:52.394276] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=82.51%) [2025-11-26T21:03:52.394582] [INFO ] [FORECASTER] Completed predict_future for NWE [2025-11-26T21:03:52.394780] [INFO ] [sig ] NWE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:52.536399] [INFO ] [LOCAL ] Saved forecast: NWE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NWE.txt [2025-11-26T21:03:52.536563] [INFO ] [sig ] [2311/3599] Completed NWE in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:52.536624] [INFO ] [sig ] [2312/3599] Forecasting NWFL... [2025-11-26T21:03:52.536680] [INFO ] [sig ] Generating forecast for: NWFL [2025-11-26T21:03:52.536728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'. [2025-11-26T21:03:52.548029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWFL'. [2025-11-26T21:03:52.548389] [INFO ] [FORECASTER] Starting predict_future for NWFL [2025-11-26T21:03:52.549260] [DEBUG] [LOCAL ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt [2025-11-26T21:03:52.549329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:52.549373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:52.549414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:52.549480] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:52.606912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:52.607837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:52.607941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:52.607987] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:52.717333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:52.717548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:52.717627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:52.717693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:52.721262] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=37.21%) [2025-11-26T21:03:52.721571] [INFO ] [FORECASTER] Completed predict_future for NWFL [2025-11-26T21:03:52.721737] [INFO ] [sig ] NWFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:52.862417] [INFO ] [LOCAL ] Saved forecast: NWFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWFL.txt [2025-11-26T21:03:52.862565] [INFO ] [sig ] [2312/3599] Completed NWFL in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:52.862619] [INFO ] [sig ] [2313/3599] Forecasting NWG... [2025-11-26T21:03:52.862676] [INFO ] [sig ] Generating forecast for: NWG [2025-11-26T21:03:52.862720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-11-26T21:03:52.873997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWG'. [2025-11-26T21:03:52.874334] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-11-26T21:03:52.875178] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-11-26T21:03:52.875247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:52.875292] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:52.875330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:52.875400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:52.932284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:52.933062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:52.933160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:52.933209] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:53.050840] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:53.051042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:53.051128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:53.051184] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:53.054748] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-11-26T21:03:53.055065] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-11-26T21:03:53.055229] [INFO ] [sig ] NWG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:53.197358] [INFO ] [LOCAL ] Saved forecast: NWG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWG.txt [2025-11-26T21:03:53.197533] [INFO ] [sig ] [2313/3599] Completed NWG in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:53.197590] [INFO ] [sig ] [2314/3599] Forecasting NWL... [2025-11-26T21:03:53.197633] [INFO ] [sig ] Generating forecast for: NWL [2025-11-26T21:03:53.197694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'. [2025-11-26T21:03:53.208767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWL'. [2025-11-26T21:03:53.209068] [INFO ] [FORECASTER] Starting predict_future for NWL [2025-11-26T21:03:53.209894] [DEBUG] [LOCAL ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt [2025-11-26T21:03:53.209962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:53.210007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:53.210045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:53.210112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:53.267082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:53.267767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:53.267859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:53.267903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:53.389655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:53.389813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:53.389863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:53.389903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:53.393260] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=12.29%) [2025-11-26T21:03:53.393556] [INFO ] [FORECASTER] Completed predict_future for NWL [2025-11-26T21:03:53.393724] [INFO ] [sig ] NWL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:53.554601] [INFO ] [LOCAL ] Saved forecast: NWL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWL.txt [2025-11-26T21:03:53.554845] [INFO ] [sig ] [2314/3599] Completed NWL in 0.4s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:53.554902] [INFO ] [sig ] [2315/3599] Forecasting NWPX... [2025-11-26T21:03:53.554951] [INFO ] [sig ] Generating forecast for: NWPX [2025-11-26T21:03:53.554995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'. [2025-11-26T21:03:53.568004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWPX'. [2025-11-26T21:03:53.568422] [INFO ] [FORECASTER] Starting predict_future for NWPX [2025-11-26T21:03:53.569299] [DEBUG] [LOCAL ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt [2025-11-26T21:03:53.569397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:53.569444] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:53.569486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:53.569552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:53.629290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:53.630274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:53.630389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:53.630436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:53.752748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:53.752946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:53.753001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:53.753043] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:53.756568] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=4.58%) [2025-11-26T21:03:53.756894] [INFO ] [FORECASTER] Completed predict_future for NWPX [2025-11-26T21:03:53.757045] [INFO ] [sig ] NWPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:53.899895] [INFO ] [LOCAL ] Saved forecast: NWPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWPX.txt [2025-11-26T21:03:53.900063] [INFO ] [sig ] [2315/3599] Completed NWPX in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:53.900119] [INFO ] [sig ] [2316/3599] Forecasting NWS... [2025-11-26T21:03:53.900163] [INFO ] [sig ] Generating forecast for: NWS [2025-11-26T21:03:53.900202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'. [2025-11-26T21:03:53.911714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWS'. [2025-11-26T21:03:53.912052] [INFO ] [FORECASTER] Starting predict_future for NWS [2025-11-26T21:03:53.912927] [DEBUG] [LOCAL ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt [2025-11-26T21:03:53.912999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:53.913074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:53.913120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:53.913190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:53.972586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:53.973348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:53.973451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:53.973497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:54.096655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:54.096841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:54.096894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:54.096936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:54.100408] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=94.79%) [2025-11-26T21:03:54.100732] [INFO ] [FORECASTER] Completed predict_future for NWS [2025-11-26T21:03:54.100887] [INFO ] [sig ] NWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:54.245225] [INFO ] [LOCAL ] Saved forecast: NWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NWS.txt [2025-11-26T21:03:54.245400] [INFO ] [sig ] [2316/3599] Completed NWS in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:54.245469] [INFO ] [sig ] [2317/3599] Forecasting NWSA... [2025-11-26T21:03:54.245522] [INFO ] [sig ] Generating forecast for: NWSA [2025-11-26T21:03:54.245575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'. [2025-11-26T21:03:54.257132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWSA'. [2025-11-26T21:03:54.257474] [INFO ] [FORECASTER] Starting predict_future for NWSA [2025-11-26T21:03:54.258382] [DEBUG] [LOCAL ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt [2025-11-26T21:03:54.258456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:54.258501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:54.258541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:54.258609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:54.317950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:54.318694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:54.318789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:54.318836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:54.437981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:54.438172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:54.438226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:54.438268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:54.441760] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-11-26T21:03:54.442077] [INFO ] [FORECASTER] Completed predict_future for NWSA [2025-11-26T21:03:54.442229] [INFO ] [sig ] NWSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:54.584102] [INFO ] [LOCAL ] Saved forecast: NWSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NWSA.txt [2025-11-26T21:03:54.584255] [INFO ] [sig ] [2317/3599] Completed NWSA in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:54.584307] [INFO ] [sig ] [2318/3599] Forecasting NX... [2025-11-26T21:03:54.584344] [INFO ] [sig ] Generating forecast for: NX [2025-11-26T21:03:54.584384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-11-26T21:03:54.596401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NX'. [2025-11-26T21:03:54.596779] [INFO ] [FORECASTER] Starting predict_future for NX [2025-11-26T21:03:54.597707] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-11-26T21:03:54.597776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:54.597822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:54.597861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:54.597930] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:54.657219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:54.658007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:54.658104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:54.658150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:54.783750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:54.783930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:54.783982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:54.784022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:54.787485] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=12.37%) [2025-11-26T21:03:54.787885] [INFO ] [FORECASTER] Completed predict_future for NX [2025-11-26T21:03:54.788052] [INFO ] [sig ] NX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:54.930255] [INFO ] [LOCAL ] Saved forecast: NX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NX.txt [2025-11-26T21:03:54.930421] [INFO ] [sig ] [2318/3599] Completed NX in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:54.930473] [INFO ] [sig ] [2319/3599] Forecasting NXC... [2025-11-26T21:03:54.930516] [INFO ] [sig ] Generating forecast for: NXC [2025-11-26T21:03:54.930558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-11-26T21:03:54.943757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXC'. [2025-11-26T21:03:54.944154] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-11-26T21:03:54.945065] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-11-26T21:03:54.945153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:54.945205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:54.945244] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:54.945311] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:55.002868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:55.003716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:55.003815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:55.003862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:55.107769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:55.107970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:55.108027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:55.108087] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:55.111695] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-11-26T21:03:55.111996] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-11-26T21:03:55.112152] [INFO ] [sig ] NXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:55.260843] [INFO ] [LOCAL ] Saved forecast: NXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXC.txt [2025-11-26T21:03:55.261005] [INFO ] [sig ] [2319/3599] Completed NXC in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:55.261072] [INFO ] [sig ] [2320/3599] Forecasting NXE... [2025-11-26T21:03:55.261128] [INFO ] [sig ] Generating forecast for: NXE [2025-11-26T21:03:55.261170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-11-26T21:03:55.273311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXE'. [2025-11-26T21:03:55.273733] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-11-26T21:03:55.274782] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-11-26T21:03:55.274863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:55.274918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:55.274971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:55.275075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:55.332515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:55.333345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:55.333448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:55.333495] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:55.455820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:55.456044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:55.456104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:55.456148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:55.459831] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=79.94%) [2025-11-26T21:03:55.460152] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-11-26T21:03:55.460306] [INFO ] [sig ] NXE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:55.602494] [INFO ] [LOCAL ] Saved forecast: NXE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NXE.txt [2025-11-26T21:03:55.602717] [INFO ] [sig ] [2320/3599] Completed NXE in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.4m [2025-11-26T21:03:55.602778] [INFO ] [sig ] [2321/3599] Forecasting NXG... [2025-11-26T21:03:55.602813] [INFO ] [sig ] Generating forecast for: NXG [2025-11-26T21:03:55.602849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-11-26T21:03:55.614536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXG'. [2025-11-26T21:03:55.614872] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-11-26T21:03:55.615731] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-11-26T21:03:55.615798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:55.615842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:55.615880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:55.615976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:55.673283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:55.673989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:55.674083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:55.674124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:55.794188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:55.794371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:55.794425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:55.794460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:55.797965] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=40.11%) [2025-11-26T21:03:55.798270] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-11-26T21:03:55.798415] [INFO ] [sig ] NXG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:55.939521] [INFO ] [LOCAL ] Saved forecast: NXG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXG.txt [2025-11-26T21:03:55.939716] [INFO ] [sig ] [2321/3599] Completed NXG in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:03:55.939774] [INFO ] [sig ] [2322/3599] Forecasting NXGL... [2025-11-26T21:03:55.939811] [INFO ] [sig ] Generating forecast for: NXGL [2025-11-26T21:03:55.939846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'. [2025-11-26T21:03:55.951157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXGL'. [2025-11-26T21:03:55.951537] [INFO ] [FORECASTER] Starting predict_future for NXGL [2025-11-26T21:03:55.952411] [DEBUG] [LOCAL ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt [2025-11-26T21:03:55.952480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:55.952535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:55.952585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:55.952682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:56.009092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:56.009844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:56.009943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:56.009984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:56.126562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:56.126783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:56.126839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:56.126891] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:56.130456] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=14.55%) [2025-11-26T21:03:56.130783] [INFO ] [FORECASTER] Completed predict_future for NXGL [2025-11-26T21:03:56.130940] [INFO ] [sig ] NXGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:56.273742] [INFO ] [LOCAL ] Saved forecast: NXGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXGL.txt [2025-11-26T21:03:56.273927] [INFO ] [sig ] [2322/3599] Completed NXGL in 0.3s | 2.90 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:03:56.273991] [INFO ] [sig ] [2323/3599] Forecasting NXP... [2025-11-26T21:03:56.274044] [INFO ] [sig ] Generating forecast for: NXP [2025-11-26T21:03:56.274096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-11-26T21:03:56.285615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXP'. [2025-11-26T21:03:56.286004] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-11-26T21:03:56.286842] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-11-26T21:03:56.286910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:56.286955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:56.286994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:56.287062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:56.344137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:56.344883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:56.344981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:56.345026] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:56.467314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:56.467529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:56.467586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:56.467670] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:56.471231] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-11-26T21:03:56.471530] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-11-26T21:03:56.471695] [INFO ] [sig ] NXP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:56.612124] [INFO ] [LOCAL ] Saved forecast: NXP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXP.txt [2025-11-26T21:03:56.612289] [INFO ] [sig ] [2323/3599] Completed NXP in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:56.612343] [INFO ] [sig ] [2324/3599] Forecasting NXPI... [2025-11-26T21:03:56.612385] [INFO ] [sig ] Generating forecast for: NXPI [2025-11-26T21:03:56.612426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'. [2025-11-26T21:03:56.624167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXPI'. [2025-11-26T21:03:56.624538] [INFO ] [FORECASTER] Starting predict_future for NXPI [2025-11-26T21:03:56.625395] [DEBUG] [LOCAL ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt [2025-11-26T21:03:56.625465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:56.625512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:56.625552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:56.625621] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:56.682514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:56.683307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:56.683410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:56.683461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:56.805028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:56.805219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:56.805271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:56.805312] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:56.808761] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=1.01%) [2025-11-26T21:03:56.809053] [INFO ] [FORECASTER] Completed predict_future for NXPI [2025-11-26T21:03:56.809198] [INFO ] [sig ] NXPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:56.954162] [INFO ] [LOCAL ] Saved forecast: NXPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXPI.txt [2025-11-26T21:03:56.954399] [INFO ] [sig ] [2324/3599] Completed NXPI in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:56.954453] [INFO ] [sig ] [2325/3599] Forecasting NXTG... [2025-11-26T21:03:56.954497] [INFO ] [sig ] Generating forecast for: NXTG [2025-11-26T21:03:56.954537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXTG' from 'https://tdm.silogroup.org/data/derivative_storage/NXTG.csv'. [2025-11-26T21:03:56.968147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXTG'. [2025-11-26T21:03:56.968554] [INFO ] [FORECASTER] Starting predict_future for NXTG [2025-11-26T21:03:56.969469] [DEBUG] [LOCAL ] No optimal features file found for NXTG: ./output/feature-sets/NXTG.txt [2025-11-26T21:03:56.969540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:56.969585] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:56.969628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:56.969723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:57.030495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:57.031689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:57.031816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:57.031919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:57.155459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:57.155702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:57.155777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:57.155838] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:57.159981] [DEBUG] [FORECASTER] NXTG: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-11-26T21:03:57.160356] [INFO ] [FORECASTER] Completed predict_future for NXTG [2025-11-26T21:03:57.160546] [INFO ] [sig ] NXTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:57.308989] [INFO ] [LOCAL ] Saved forecast: NXTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NXTG.txt [2025-11-26T21:03:57.309172] [INFO ] [sig ] [2325/3599] Completed NXTG in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:57.309255] [INFO ] [sig ] [2326/3599] Forecasting NYXH... [2025-11-26T21:03:57.309324] [INFO ] [sig ] Generating forecast for: NYXH [2025-11-26T21:03:57.309397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'. [2025-11-26T21:03:57.320843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NYXH'. [2025-11-26T21:03:57.321284] [INFO ] [FORECASTER] Starting predict_future for NYXH [2025-11-26T21:03:57.322199] [DEBUG] [LOCAL ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt [2025-11-26T21:03:57.322272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:57.322325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:57.322377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:57.322462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:57.383518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:57.384421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:57.384544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:57.384607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:57.501669] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:57.501860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:57.501922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:57.501958] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:57.505633] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=96.05%) [2025-11-26T21:03:57.505977] [INFO ] [FORECASTER] Completed predict_future for NYXH [2025-11-26T21:03:57.506147] [INFO ] [sig ] NYXH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:57.652223] [INFO ] [LOCAL ] Saved forecast: NYXH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NYXH.txt [2025-11-26T21:03:57.652384] [INFO ] [sig ] [2326/3599] Completed NYXH in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:57.652438] [INFO ] [sig ] [2327/3599] Forecasting NZF... [2025-11-26T21:03:57.652481] [INFO ] [sig ] Generating forecast for: NZF [2025-11-26T21:03:57.652521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-11-26T21:03:57.663774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NZF'. [2025-11-26T21:03:57.664105] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-11-26T21:03:57.664932] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-11-26T21:03:57.664999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:57.665043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:57.665095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:57.665166] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:57.722822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:57.723730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:57.723837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:57.723885] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:57.843952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:57.844142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:57.844196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:57.844233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:57.847690] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=87.21%) [2025-11-26T21:03:57.847988] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-11-26T21:03:57.848137] [INFO ] [sig ] NZF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:57.994813] [INFO ] [LOCAL ] Saved forecast: NZF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NZF.txt [2025-11-26T21:03:57.995093] [INFO ] [sig ] [2327/3599] Completed NZF in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:57.995169] [INFO ] [sig ] [2328/3599] Forecasting OABI... [2025-11-26T21:03:57.995232] [INFO ] [sig ] Generating forecast for: OABI [2025-11-26T21:03:57.995290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'. [2025-11-26T21:03:58.011181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OABI'. [2025-11-26T21:03:58.011753] [INFO ] [FORECASTER] Starting predict_future for OABI [2025-11-26T21:03:58.012896] [DEBUG] [LOCAL ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt [2025-11-26T21:03:58.012980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:58.013039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:58.013091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:58.013188] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:58.079492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:58.080451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:58.080557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:58.080606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:58.203308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:58.203502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:58.203557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:58.203593] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:58.207020] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=5.72%) [2025-11-26T21:03:58.207311] [INFO ] [FORECASTER] Completed predict_future for OABI [2025-11-26T21:03:58.207455] [INFO ] [sig ] OABI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:58.347894] [INFO ] [LOCAL ] Saved forecast: OABI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OABI.txt [2025-11-26T21:03:58.348049] [INFO ] [sig ] [2328/3599] Completed OABI in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:58.348102] [INFO ] [sig ] [2329/3599] Forecasting OBDC... [2025-11-26T21:03:58.348145] [INFO ] [sig ] Generating forecast for: OBDC [2025-11-26T21:03:58.348185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-11-26T21:03:58.360826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBDC'. [2025-11-26T21:03:58.361204] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-11-26T21:03:58.362147] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-11-26T21:03:58.362224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:58.362292] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:58.362356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:58.362460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:58.420364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:58.421330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:58.421446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:58.421517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:58.540484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:58.540692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:58.540766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:58.540823] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:58.544241] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=59.66%) [2025-11-26T21:03:58.544556] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-11-26T21:03:58.544750] [INFO ] [sig ] OBDC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:58.686428] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OBDC.txt [2025-11-26T21:03:58.686605] [INFO ] [sig ] [2329/3599] Completed OBDC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:58.686694] [INFO ] [sig ] [2330/3599] Forecasting OBIL... [2025-11-26T21:03:58.686774] [INFO ] [sig ] Generating forecast for: OBIL [2025-11-26T21:03:58.686833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'. [2025-11-26T21:03:58.697215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIL'. [2025-11-26T21:03:58.697585] [INFO ] [FORECASTER] Starting predict_future for OBIL [2025-11-26T21:03:58.698455] [DEBUG] [LOCAL ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt [2025-11-26T21:03:58.698536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:58.698597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:58.698674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:58.698762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:58.755669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:58.756392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:58.756499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:58.756561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:58.867969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:58.868167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:58.868220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:58.868263] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:58.871718] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-11-26T21:03:58.872022] [INFO ] [FORECASTER] Completed predict_future for OBIL [2025-11-26T21:03:58.872174] [INFO ] [sig ] OBIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:59.018610] [INFO ] [LOCAL ] Saved forecast: OBIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OBIL.txt [2025-11-26T21:03:59.018839] [INFO ] [sig ] [2330/3599] Completed OBIL in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:59.018905] [INFO ] [sig ] [2331/3599] Forecasting OBIO... [2025-11-26T21:03:59.018951] [INFO ] [sig ] Generating forecast for: OBIO [2025-11-26T21:03:59.019003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'. [2025-11-26T21:03:59.032395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIO'. [2025-11-26T21:03:59.032847] [INFO ] [FORECASTER] Starting predict_future for OBIO [2025-11-26T21:03:59.033753] [DEBUG] [LOCAL ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt [2025-11-26T21:03:59.033823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:59.033870] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:59.033910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:59.033980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:59.093059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:59.093964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:59.094065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:59.094113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:59.211633] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:59.211844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:59.211899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:59.211940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:59.215340] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=58.03%) [2025-11-26T21:03:59.215687] [INFO ] [FORECASTER] Completed predict_future for OBIO [2025-11-26T21:03:59.215834] [INFO ] [sig ] OBIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:03:59.360610] [INFO ] [LOCAL ] Saved forecast: OBIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OBIO.txt [2025-11-26T21:03:59.360862] [INFO ] [sig ] [2331/3599] Completed OBIO in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:59.360924] [INFO ] [sig ] [2332/3599] Forecasting OBK... [2025-11-26T21:03:59.360970] [INFO ] [sig ] Generating forecast for: OBK [2025-11-26T21:03:59.361012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-11-26T21:03:59.373416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBK'. [2025-11-26T21:03:59.373882] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-11-26T21:03:59.374749] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-11-26T21:03:59.374818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:59.374863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:59.374902] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:59.374968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:59.433545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:59.434475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:59.434577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:59.434623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:59.554773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:59.554986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:59.555051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:59.555100] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:59.558825] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=21.81%) [2025-11-26T21:03:59.559168] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-11-26T21:03:59.559328] [INFO ] [sig ] OBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:03:59.703585] [INFO ] [LOCAL ] Saved forecast: OBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OBK.txt [2025-11-26T21:03:59.703826] [INFO ] [sig ] [2332/3599] Completed OBK in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:03:59.703882] [INFO ] [sig ] [2333/3599] Forecasting OBLG... [2025-11-26T21:03:59.703925] [INFO ] [sig ] Generating forecast for: OBLG [2025-11-26T21:03:59.703968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'. [2025-11-26T21:03:59.715069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBLG'. [2025-11-26T21:03:59.715459] [INFO ] [FORECASTER] Starting predict_future for OBLG [2025-11-26T21:03:59.716314] [DEBUG] [LOCAL ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt [2025-11-26T21:03:59.716384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:03:59.716428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:03:59.716467] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:03:59.716542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:03:59.776205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:03:59.777149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:03:59.777257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:03:59.777305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:03:59.892451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:03:59.892684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:03:59.892738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:03:59.892780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:03:59.896263] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-11-26T21:03:59.896601] [INFO ] [FORECASTER] Completed predict_future for OBLG [2025-11-26T21:03:59.896844] [INFO ] [sig ] OBLG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:00.041508] [INFO ] [LOCAL ] Saved forecast: OBLG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OBLG.txt [2025-11-26T21:04:00.041725] [INFO ] [sig ] [2333/3599] Completed OBLG in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:04:00.041784] [INFO ] [sig ] [2334/3599] Forecasting OC... [2025-11-26T21:04:00.041826] [INFO ] [sig ] Generating forecast for: OC [2025-11-26T21:04:00.041868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-11-26T21:04:00.058212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OC'. [2025-11-26T21:04:00.058857] [INFO ] [FORECASTER] Starting predict_future for OC [2025-11-26T21:04:00.060110] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-11-26T21:04:00.060200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:00.060259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:00.060311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:00.060406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:00.123325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:00.124342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:00.124463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:00.124510] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:00.250783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:00.250989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:00.251045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:00.251090] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:00.254778] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=14.98%) [2025-11-26T21:04:00.255141] [INFO ] [FORECASTER] Completed predict_future for OC [2025-11-26T21:04:00.255305] [INFO ] [sig ] OC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:00.396586] [INFO ] [LOCAL ] Saved forecast: OC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OC.txt [2025-11-26T21:04:00.396765] [INFO ] [sig ] [2334/3599] Completed OC in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:04:00.396819] [INFO ] [sig ] [2335/3599] Forecasting OCCI... [2025-11-26T21:04:00.396862] [INFO ] [sig ] Generating forecast for: OCCI [2025-11-26T21:04:00.396903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'. [2025-11-26T21:04:00.407217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCCI'. [2025-11-26T21:04:00.407545] [INFO ] [FORECASTER] Starting predict_future for OCCI [2025-11-26T21:04:00.408423] [DEBUG] [LOCAL ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt [2025-11-26T21:04:00.408497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:00.408556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:00.408607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:00.408716] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:00.471492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:00.472275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:00.472379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:00.472428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:00.592081] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:00.592263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:00.592316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:00.592359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:00.595879] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=83.02%) [2025-11-26T21:04:00.596177] [INFO ] [FORECASTER] Completed predict_future for OCCI [2025-11-26T21:04:00.596325] [INFO ] [sig ] OCCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:00.738119] [INFO ] [LOCAL ] Saved forecast: OCCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OCCI.txt [2025-11-26T21:04:00.738329] [INFO ] [sig ] [2335/3599] Completed OCCI in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:04:00.738409] [INFO ] [sig ] [2336/3599] Forecasting OCFC... [2025-11-26T21:04:00.738477] [INFO ] [sig ] Generating forecast for: OCFC [2025-11-26T21:04:00.738552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'. [2025-11-26T21:04:00.750149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCFC'. [2025-11-26T21:04:00.750527] [INFO ] [FORECASTER] Starting predict_future for OCFC [2025-11-26T21:04:00.751442] [DEBUG] [LOCAL ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt [2025-11-26T21:04:00.751514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:00.751562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:00.751608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:00.751705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:00.810459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:00.811285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:00.811383] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:00.811438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:00.933484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:00.933716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:00.933790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:00.933835] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:00.937438] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=13.05%) [2025-11-26T21:04:00.937828] [INFO ] [FORECASTER] Completed predict_future for OCFC [2025-11-26T21:04:00.937990] [INFO ] [sig ] OCFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:01.080424] [INFO ] [LOCAL ] Saved forecast: OCFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OCFC.txt [2025-11-26T21:04:01.080605] [INFO ] [sig ] [2336/3599] Completed OCFC in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:04:01.080694] [INFO ] [sig ] [2337/3599] Forecasting OCGN... [2025-11-26T21:04:01.080748] [INFO ] [sig ] Generating forecast for: OCGN [2025-11-26T21:04:01.080791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'. [2025-11-26T21:04:01.095016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCGN'. [2025-11-26T21:04:01.095397] [INFO ] [FORECASTER] Starting predict_future for OCGN [2025-11-26T21:04:01.096286] [DEBUG] [LOCAL ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt [2025-11-26T21:04:01.096352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:01.096390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:01.096423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:01.096483] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:01.169873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:01.170719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:01.170813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:01.170857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:01.296216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:01.296430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:01.296483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:01.296519] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:01.300031] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=30.02%) [2025-11-26T21:04:01.300329] [INFO ] [FORECASTER] Completed predict_future for OCGN [2025-11-26T21:04:01.300480] [INFO ] [sig ] OCGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:01.441031] [INFO ] [LOCAL ] Saved forecast: OCGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OCGN.txt [2025-11-26T21:04:01.441209] [INFO ] [sig ] [2337/3599] Completed OCGN in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.3m [2025-11-26T21:04:01.441262] [INFO ] [sig ] [2338/3599] Forecasting OCSL... [2025-11-26T21:04:01.441302] [INFO ] [sig ] Generating forecast for: OCSL [2025-11-26T21:04:01.441337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'. [2025-11-26T21:04:01.452867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCSL'. [2025-11-26T21:04:01.453215] [INFO ] [FORECASTER] Starting predict_future for OCSL [2025-11-26T21:04:01.454056] [DEBUG] [LOCAL ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt [2025-11-26T21:04:01.454125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:01.454175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:01.454214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:01.454281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:01.513417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:01.514287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:01.514385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:01.514430] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:01.633971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:01.634177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:01.634230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:01.634271] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:01.637712] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=75.86%) [2025-11-26T21:04:01.638007] [INFO ] [FORECASTER] Completed predict_future for OCSL [2025-11-26T21:04:01.638154] [INFO ] [sig ] OCSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:01.778374] [INFO ] [LOCAL ] Saved forecast: OCSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OCSL.txt [2025-11-26T21:04:01.778564] [INFO ] [sig ] [2338/3599] Completed OCSL in 0.3s | 2.90 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:04:01.778621] [INFO ] [sig ] [2339/3599] Forecasting OCUL... [2025-11-26T21:04:01.778693] [INFO ] [sig ] Generating forecast for: OCUL [2025-11-26T21:04:01.778737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'. [2025-11-26T21:04:01.791460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCUL'. [2025-11-26T21:04:01.791859] [INFO ] [FORECASTER] Starting predict_future for OCUL [2025-11-26T21:04:01.792710] [DEBUG] [LOCAL ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt [2025-11-26T21:04:01.792779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:01.792823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:01.792862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:01.792929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:01.854212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:01.855209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:01.855318] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:01.855365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:01.986511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:01.986772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:01.986852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:01.986897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:01.990774] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=85.96%) [2025-11-26T21:04:01.991083] [INFO ] [FORECASTER] Completed predict_future for OCUL [2025-11-26T21:04:01.991238] [INFO ] [sig ] OCUL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:02.140422] [INFO ] [LOCAL ] Saved forecast: OCUL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OCUL.txt [2025-11-26T21:04:02.140624] [INFO ] [sig ] [2339/3599] Completed OCUL in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:04:02.140718] [INFO ] [sig ] [2340/3599] Forecasting ODC... [2025-11-26T21:04:02.140786] [INFO ] [sig ] Generating forecast for: ODC [2025-11-26T21:04:02.140853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-11-26T21:04:02.153284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODC'. [2025-11-26T21:04:02.153715] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-11-26T21:04:02.154588] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-11-26T21:04:02.154703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:02.154758] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:02.154800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:02.154869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:02.217122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:02.218031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:02.218147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:02.218210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:02.346883] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:02.347094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:02.347149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:02.347191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:02.350980] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-11-26T21:04:02.351330] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-11-26T21:04:02.351487] [INFO ] [sig ] ODC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:02.498038] [INFO ] [LOCAL ] Saved forecast: ODC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ODC.txt [2025-11-26T21:04:02.498240] [INFO ] [sig ] [2340/3599] Completed ODC in 0.4s | 2.90 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:04:02.498300] [INFO ] [sig ] [2341/3599] Forecasting ODD... [2025-11-26T21:04:02.498347] [INFO ] [sig ] Generating forecast for: ODD [2025-11-26T21:04:02.498390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'. [2025-11-26T21:04:02.510435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODD'. [2025-11-26T21:04:02.510863] [INFO ] [FORECASTER] Starting predict_future for ODD [2025-11-26T21:04:02.511891] [DEBUG] [LOCAL ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt [2025-11-26T21:04:02.511964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:02.512012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:02.512054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:02.512124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:02.574635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:02.575612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:02.575768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:02.575822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:02.707522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:02.707785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:02.707863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:02.707923] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:02.711678] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T21:04:02.711997] [INFO ] [FORECASTER] Completed predict_future for ODD [2025-11-26T21:04:02.712149] [INFO ] [sig ] ODD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:02.856353] [INFO ] [LOCAL ] Saved forecast: ODD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ODD.txt [2025-11-26T21:04:02.856554] [INFO ] [sig ] [2341/3599] Completed ODD in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:02.856619] [INFO ] [sig ] [2342/3599] Forecasting ODFL... [2025-11-26T21:04:02.856685] [INFO ] [sig ] Generating forecast for: ODFL [2025-11-26T21:04:02.856731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'. [2025-11-26T21:04:02.868627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODFL'. [2025-11-26T21:04:02.869074] [INFO ] [FORECASTER] Starting predict_future for ODFL [2025-11-26T21:04:02.869957] [DEBUG] [LOCAL ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt [2025-11-26T21:04:02.870027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:02.870078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:02.870127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:02.870213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:02.931789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:02.932738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:02.932839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:02.932886] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:03.066901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:03.067101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:03.067155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:03.067199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:03.071113] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=95.40%) [2025-11-26T21:04:03.071419] [INFO ] [FORECASTER] Completed predict_future for ODFL [2025-11-26T21:04:03.071575] [INFO ] [sig ] ODFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:03.212575] [INFO ] [LOCAL ] Saved forecast: ODFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ODFL.txt [2025-11-26T21:04:03.212796] [INFO ] [sig ] [2342/3599] Completed ODFL in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:03.212853] [INFO ] [sig ] [2343/3599] Forecasting ODP... [2025-11-26T21:04:03.212895] [INFO ] [sig ] Generating forecast for: ODP [2025-11-26T21:04:03.212935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'. [2025-11-26T21:04:03.227477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODP'. [2025-11-26T21:04:03.227944] [INFO ] [FORECASTER] Starting predict_future for ODP [2025-11-26T21:04:03.228799] [DEBUG] [LOCAL ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt [2025-11-26T21:04:03.228867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:03.228912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:03.228953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:03.229020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:03.285314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:03.286040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:03.286138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:03.286184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:03.410293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:03.410468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:03.410520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:03.410561] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:03.414076] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-11-26T21:04:03.414379] [INFO ] [FORECASTER] Completed predict_future for ODP [2025-11-26T21:04:03.414528] [INFO ] [sig ] ODP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:03.559290] [INFO ] [LOCAL ] Saved forecast: ODP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ODP.txt [2025-11-26T21:04:03.559487] [INFO ] [sig ] [2343/3599] Completed ODP in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:03.559551] [INFO ] [sig ] [2344/3599] Forecasting OEC... [2025-11-26T21:04:03.559597] [INFO ] [sig ] Generating forecast for: OEC [2025-11-26T21:04:03.559656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-11-26T21:04:03.571257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OEC'. [2025-11-26T21:04:03.571696] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-11-26T21:04:03.572600] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-11-26T21:04:03.572698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:03.572770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:03.572836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:03.572946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:03.632830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:03.633603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:03.633853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:03.633918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:03.757299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:03.757525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:03.757586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:03.757629] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:03.761187] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=7.15%) [2025-11-26T21:04:03.761487] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-11-26T21:04:03.761661] [INFO ] [sig ] OEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:03.904099] [INFO ] [LOCAL ] Saved forecast: OEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OEC.txt [2025-11-26T21:04:03.904259] [INFO ] [sig ] [2344/3599] Completed OEC in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:03.904313] [INFO ] [sig ] [2345/3599] Forecasting OESX... [2025-11-26T21:04:03.904355] [INFO ] [sig ] Generating forecast for: OESX [2025-11-26T21:04:03.904397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'. [2025-11-26T21:04:03.916116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OESX'. [2025-11-26T21:04:03.916471] [INFO ] [FORECASTER] Starting predict_future for OESX [2025-11-26T21:04:03.917316] [DEBUG] [LOCAL ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt [2025-11-26T21:04:03.917385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:03.917431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:03.917471] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:03.917575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:03.974108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:03.974864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:03.974964] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:03.975015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:04.098731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:04.098947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:04.099032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:04.099097] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:04.102689] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=94.17%) [2025-11-26T21:04:04.103018] [INFO ] [FORECASTER] Completed predict_future for OESX [2025-11-26T21:04:04.103218] [INFO ] [sig ] OESX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:04.244209] [INFO ] [LOCAL ] Saved forecast: OESX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OESX.txt [2025-11-26T21:04:04.244382] [INFO ] [sig ] [2345/3599] Completed OESX in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:04.244469] [INFO ] [sig ] [2346/3599] Forecasting OFG... [2025-11-26T21:04:04.244536] [INFO ] [sig ] Generating forecast for: OFG [2025-11-26T21:04:04.244602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-11-26T21:04:04.255888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFG'. [2025-11-26T21:04:04.256276] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-11-26T21:04:04.257157] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-11-26T21:04:04.257230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:04.257296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:04.257361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:04.257467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:04.314768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:04.315632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:04.315763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:04.315834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:04.433718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:04.433924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:04.434002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:04.434069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:04.437750] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=89.76%) [2025-11-26T21:04:04.438080] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-11-26T21:04:04.438262] [INFO ] [sig ] OFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:04.580156] [INFO ] [LOCAL ] Saved forecast: OFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OFG.txt [2025-11-26T21:04:04.580335] [INFO ] [sig ] [2346/3599] Completed OFG in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:04.580415] [INFO ] [sig ] [2347/3599] Forecasting OFIX... [2025-11-26T21:04:04.580486] [INFO ] [sig ] Generating forecast for: OFIX [2025-11-26T21:04:04.580555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'. [2025-11-26T21:04:04.593046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFIX'. [2025-11-26T21:04:04.593464] [INFO ] [FORECASTER] Starting predict_future for OFIX [2025-11-26T21:04:04.594337] [DEBUG] [LOCAL ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt [2025-11-26T21:04:04.594408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:04.594455] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:04.594494] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:04.594561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:04.654842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:04.655811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:04.655920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:04.655967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:04.778459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:04.778701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:04.778784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:04.778830] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:04.782472] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=2.90%) [2025-11-26T21:04:04.782855] [INFO ] [FORECASTER] Completed predict_future for OFIX [2025-11-26T21:04:04.783024] [INFO ] [sig ] OFIX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:04.930363] [INFO ] [LOCAL ] Saved forecast: OFIX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OFIX.txt [2025-11-26T21:04:04.930587] [INFO ] [sig ] [2347/3599] Completed OFIX in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:04.930668] [INFO ] [sig ] [2348/3599] Forecasting OFLX... [2025-11-26T21:04:04.930717] [INFO ] [sig ] Generating forecast for: OFLX [2025-11-26T21:04:04.930759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'. [2025-11-26T21:04:04.942928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFLX'. [2025-11-26T21:04:04.943296] [INFO ] [FORECASTER] Starting predict_future for OFLX [2025-11-26T21:04:04.944195] [DEBUG] [LOCAL ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt [2025-11-26T21:04:04.944265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:04.944311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:04.944350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:04.944418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:05.003456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:05.004324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:05.004427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:05.004474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:05.123051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:05.123268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:05.123324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:05.123366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:05.126885] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-11-26T21:04:05.127204] [INFO ] [FORECASTER] Completed predict_future for OFLX [2025-11-26T21:04:05.127358] [INFO ] [sig ] OFLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:05.274505] [INFO ] [LOCAL ] Saved forecast: OFLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OFLX.txt [2025-11-26T21:04:05.274730] [INFO ] [sig ] [2348/3599] Completed OFLX in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:05.274782] [INFO ] [sig ] [2349/3599] Forecasting OFS... [2025-11-26T21:04:05.274829] [INFO ] [sig ] Generating forecast for: OFS [2025-11-26T21:04:05.274872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'. [2025-11-26T21:04:05.287535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFS'. [2025-11-26T21:04:05.288095] [INFO ] [FORECASTER] Starting predict_future for OFS [2025-11-26T21:04:05.289076] [DEBUG] [LOCAL ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt [2025-11-26T21:04:05.289154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:05.289212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:05.289263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:05.289343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:05.349908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:05.351020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:05.351130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:05.351178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:05.493708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:05.493909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:05.493962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:05.494004] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:05.497837] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=3.78%) [2025-11-26T21:04:05.498402] [INFO ] [FORECASTER] Completed predict_future for OFS [2025-11-26T21:04:05.498573] [INFO ] [sig ] OFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:05.702531] [INFO ] [LOCAL ] Saved forecast: OFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OFS.txt [2025-11-26T21:04:05.702862] [INFO ] [sig ] [2349/3599] Completed OFS in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:05.702948] [INFO ] [sig ] [2350/3599] Forecasting OGE... [2025-11-26T21:04:05.703084] [INFO ] [sig ] Generating forecast for: OGE [2025-11-26T21:04:05.703154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-11-26T21:04:05.718400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGE'. [2025-11-26T21:04:05.718948] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-11-26T21:04:05.719931] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-11-26T21:04:05.720002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:05.720049] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:05.720089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:05.720157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:05.779919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:05.780984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:05.781105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:05.781193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:05.956123] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:05.956377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:05.956482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:05.956556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:05.962084] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=42.04%) [2025-11-26T21:04:05.962752] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-11-26T21:04:05.963041] [INFO ] [sig ] OGE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:06.142440] [INFO ] [LOCAL ] Saved forecast: OGE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OGE.txt [2025-11-26T21:04:06.142678] [INFO ] [sig ] [2350/3599] Completed OGE in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:06.142737] [INFO ] [sig ] [2351/3599] Forecasting OGI... [2025-11-26T21:04:06.142784] [INFO ] [sig ] Generating forecast for: OGI [2025-11-26T21:04:06.142835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'. [2025-11-26T21:04:06.159603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGI'. [2025-11-26T21:04:06.160261] [INFO ] [FORECASTER] Starting predict_future for OGI [2025-11-26T21:04:06.161563] [DEBUG] [LOCAL ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt [2025-11-26T21:04:06.161683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:06.161773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:06.161828] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:06.161924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:06.254170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:06.255497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:06.255676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:06.255755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:06.402599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:06.402867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:06.402951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:06.403020] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:06.408296] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=47.15%) [2025-11-26T21:04:06.408804] [INFO ] [FORECASTER] Completed predict_future for OGI [2025-11-26T21:04:06.409027] [INFO ] [sig ] OGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:06.565999] [INFO ] [LOCAL ] Saved forecast: OGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OGI.txt [2025-11-26T21:04:06.566199] [INFO ] [sig ] [2351/3599] Completed OGI in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:06.566254] [INFO ] [sig ] [2352/3599] Forecasting OGN... [2025-11-26T21:04:06.566298] [INFO ] [sig ] Generating forecast for: OGN [2025-11-26T21:04:06.566339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-11-26T21:04:06.578635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGN'. [2025-11-26T21:04:06.579100] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-11-26T21:04:06.579993] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-11-26T21:04:06.580063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:06.580108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:06.580148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:06.580216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:06.637330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:06.638320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:06.638429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:06.638476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:06.758777] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:06.758972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:06.759025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:06.759067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:06.762735] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=16.68%) [2025-11-26T21:04:06.763224] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-11-26T21:04:06.763372] [INFO ] [sig ] OGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:06.906563] [INFO ] [LOCAL ] Saved forecast: OGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OGN.txt [2025-11-26T21:04:06.906801] [INFO ] [sig ] [2352/3599] Completed OGN in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:06.906863] [INFO ] [sig ] [2353/3599] Forecasting OHI... [2025-11-26T21:04:06.906906] [INFO ] [sig ] Generating forecast for: OHI [2025-11-26T21:04:06.906948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-11-26T21:04:06.918505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OHI'. [2025-11-26T21:04:06.918924] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-11-26T21:04:06.919837] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-11-26T21:04:06.919907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:06.919954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:06.919994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:06.920062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:06.977489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:06.978459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:06.978572] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:06.978623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:07.096902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:07.097097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:07.097150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:07.097192] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:07.100611] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=1.87%) [2025-11-26T21:04:07.100920] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-11-26T21:04:07.101063] [INFO ] [sig ] OHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:07.243449] [INFO ] [LOCAL ] Saved forecast: OHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OHI.txt [2025-11-26T21:04:07.243589] [INFO ] [sig ] [2353/3599] Completed OHI in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:07.243669] [INFO ] [sig ] [2354/3599] Forecasting OI... [2025-11-26T21:04:07.243721] [INFO ] [sig ] Generating forecast for: OI [2025-11-26T21:04:07.243773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-11-26T21:04:07.255231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OI'. [2025-11-26T21:04:07.255554] [INFO ] [FORECASTER] Starting predict_future for OI [2025-11-26T21:04:07.256410] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-11-26T21:04:07.256480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:07.256525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:07.256565] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:07.256636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:07.314329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:07.315136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:07.315238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:07.315285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:07.436527] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:07.436761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:07.436825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:07.436868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:07.440345] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=6.34%) [2025-11-26T21:04:07.440634] [INFO ] [FORECASTER] Completed predict_future for OI [2025-11-26T21:04:07.440828] [INFO ] [sig ] OI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:07.582416] [INFO ] [LOCAL ] Saved forecast: OI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OI.txt [2025-11-26T21:04:07.582608] [INFO ] [sig ] [2354/3599] Completed OI in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:07.582687] [INFO ] [sig ] [2355/3599] Forecasting OIA... [2025-11-26T21:04:07.582733] [INFO ] [sig ] Generating forecast for: OIA [2025-11-26T21:04:07.582779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-11-26T21:04:07.593814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIA'. [2025-11-26T21:04:07.594122] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-11-26T21:04:07.594949] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-11-26T21:04:07.595018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:07.595064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:07.595103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:07.595170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:07.652884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:07.653500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:07.653596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:07.653661] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:07.772988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:07.773190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:07.773244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:07.773287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:07.776793] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=71.53%) [2025-11-26T21:04:07.777093] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-11-26T21:04:07.777241] [INFO ] [sig ] OIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:07.920953] [INFO ] [LOCAL ] Saved forecast: OIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OIA.txt [2025-11-26T21:04:07.921138] [INFO ] [sig ] [2355/3599] Completed OIA in 0.3s | 2.90 sym/s | Total: 13.5m | ETA: 7.2m [2025-11-26T21:04:07.921195] [INFO ] [sig ] [2356/3599] Forecasting OII... [2025-11-26T21:04:07.921239] [INFO ] [sig ] Generating forecast for: OII [2025-11-26T21:04:07.921279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-11-26T21:04:07.935001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OII'. [2025-11-26T21:04:07.935535] [INFO ] [FORECASTER] Starting predict_future for OII [2025-11-26T21:04:07.936673] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-11-26T21:04:07.936748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:07.936810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:07.936865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:07.936952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:07.996823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:07.998144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:07.998266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:07.998317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:08.119492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:08.119773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:08.119838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:08.119882] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:08.123822] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-11-26T21:04:08.124175] [INFO ] [FORECASTER] Completed predict_future for OII [2025-11-26T21:04:08.124350] [INFO ] [sig ] OII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:08.326184] [INFO ] [LOCAL ] Saved forecast: OII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OII.txt [2025-11-26T21:04:08.326383] [INFO ] [sig ] [2356/3599] Completed OII in 0.4s | 2.90 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:04:08.326440] [INFO ] [sig ] [2357/3599] Forecasting OIS... [2025-11-26T21:04:08.326484] [INFO ] [sig ] Generating forecast for: OIS [2025-11-26T21:04:08.326526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-11-26T21:04:08.338241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIS'. [2025-11-26T21:04:08.338580] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-11-26T21:04:08.339456] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-11-26T21:04:08.339527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:08.339573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:08.339613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:08.339707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:08.395997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:08.396862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:08.396965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:08.397011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:08.519654] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:08.519887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:08.519953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:08.520012] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:08.523688] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=90.91%) [2025-11-26T21:04:08.523998] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-11-26T21:04:08.524152] [INFO ] [sig ] OIS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:08.675496] [INFO ] [LOCAL ] Saved forecast: OIS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OIS.txt [2025-11-26T21:04:08.675718] [INFO ] [sig ] [2357/3599] Completed OIS in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:08.675778] [INFO ] [sig ] [2358/3599] Forecasting OKE... [2025-11-26T21:04:08.675823] [INFO ] [sig ] Generating forecast for: OKE [2025-11-26T21:04:08.675866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-11-26T21:04:08.688495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKE'. [2025-11-26T21:04:08.688960] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-11-26T21:04:08.689921] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-11-26T21:04:08.690181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:08.690239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:08.690282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:08.690360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:08.752089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:08.753092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:08.753198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:08.753257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:08.881428] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:08.881631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:08.881702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:08.881750] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:08.885269] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=4.43%) [2025-11-26T21:04:08.885604] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-11-26T21:04:08.885781] [INFO ] [sig ] OKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:09.026803] [INFO ] [LOCAL ] Saved forecast: OKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OKE.txt [2025-11-26T21:04:09.027193] [INFO ] [sig ] [2358/3599] Completed OKE in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:09.027249] [INFO ] [sig ] [2359/3599] Forecasting OKTA... [2025-11-26T21:04:09.027344] [INFO ] [sig ] Generating forecast for: OKTA [2025-11-26T21:04:09.027391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'. [2025-11-26T21:04:09.039252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKTA'. [2025-11-26T21:04:09.039714] [INFO ] [FORECASTER] Starting predict_future for OKTA [2025-11-26T21:04:09.040771] [DEBUG] [LOCAL ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt [2025-11-26T21:04:09.040840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:09.040896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:09.040945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:09.041023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:09.098368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:09.099306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:09.099409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:09.099468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:09.232183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:09.232415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:09.232482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:09.232530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:09.236631] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=92.00%) [2025-11-26T21:04:09.236982] [INFO ] [FORECASTER] Completed predict_future for OKTA [2025-11-26T21:04:09.237151] [INFO ] [sig ] OKTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:09.389431] [INFO ] [LOCAL ] Saved forecast: OKTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OKTA.txt [2025-11-26T21:04:09.389627] [INFO ] [sig ] [2359/3599] Completed OKTA in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:09.389720] [INFO ] [sig ] [2360/3599] Forecasting OKYO... [2025-11-26T21:04:09.389790] [INFO ] [sig ] Generating forecast for: OKYO [2025-11-26T21:04:09.389880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'. [2025-11-26T21:04:09.402406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKYO'. [2025-11-26T21:04:09.402823] [INFO ] [FORECASTER] Starting predict_future for OKYO [2025-11-26T21:04:09.403929] [DEBUG] [LOCAL ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt [2025-11-26T21:04:09.404003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:09.404064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:09.404112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:09.404184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:09.467124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:09.468050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:09.468154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:09.468202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:09.588613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:09.588852] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:04:09.588914] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:09.588953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:09.592882] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=53.34%) [2025-11-26T21:04:09.593292] [INFO ] [FORECASTER] Completed predict_future for OKYO [2025-11-26T21:04:09.593509] [INFO ] [sig ] OKYO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:09.747262] [INFO ] [LOCAL ] Saved forecast: OKYO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OKYO.txt [2025-11-26T21:04:09.747463] [INFO ] [sig ] [2360/3599] Completed OKYO in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:09.747544] [INFO ] [sig ] [2361/3599] Forecasting OLED... [2025-11-26T21:04:09.747591] [INFO ] [sig ] Generating forecast for: OLED [2025-11-26T21:04:09.747660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'. [2025-11-26T21:04:09.760091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLED'. [2025-11-26T21:04:09.760491] [INFO ] [FORECASTER] Starting predict_future for OLED [2025-11-26T21:04:09.761405] [DEBUG] [LOCAL ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt [2025-11-26T21:04:09.761477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:09.761532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:09.761581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:09.761679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:09.822301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:09.823195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:09.823324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:09.823374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:09.952564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:09.952784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:09.952849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:09.952899] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:09.956665] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=74.56%) [2025-11-26T21:04:09.956987] [INFO ] [FORECASTER] Completed predict_future for OLED [2025-11-26T21:04:09.957199] [INFO ] [sig ] OLED: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:10.102546] [INFO ] [LOCAL ] Saved forecast: OLED 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OLED.txt [2025-11-26T21:04:10.102767] [INFO ] [sig ] [2361/3599] Completed OLED in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:10.102826] [INFO ] [sig ] [2362/3599] Forecasting OLLI... [2025-11-26T21:04:10.102870] [INFO ] [sig ] Generating forecast for: OLLI [2025-11-26T21:04:10.102918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'. [2025-11-26T21:04:10.116184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLLI'. [2025-11-26T21:04:10.116597] [INFO ] [FORECASTER] Starting predict_future for OLLI [2025-11-26T21:04:10.117562] [DEBUG] [LOCAL ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt [2025-11-26T21:04:10.117634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:10.117722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:10.117777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:10.117881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:10.176128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:10.177080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:10.177192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:10.177253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:10.298453] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:10.298660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:10.298715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:10.298767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:10.302290] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=5.01%) [2025-11-26T21:04:10.302586] [INFO ] [FORECASTER] Completed predict_future for OLLI [2025-11-26T21:04:10.302757] [INFO ] [sig ] OLLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:10.440765] [INFO ] [LOCAL ] Saved forecast: OLLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLLI.txt [2025-11-26T21:04:10.440934] [INFO ] [sig ] [2362/3599] Completed OLLI in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:10.440989] [INFO ] [sig ] [2363/3599] Forecasting OLMA... [2025-11-26T21:04:10.441031] [INFO ] [sig ] Generating forecast for: OLMA [2025-11-26T21:04:10.441071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'. [2025-11-26T21:04:10.452146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLMA'. [2025-11-26T21:04:10.452510] [INFO ] [FORECASTER] Starting predict_future for OLMA [2025-11-26T21:04:10.453384] [DEBUG] [LOCAL ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt [2025-11-26T21:04:10.453453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:10.453509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:10.453559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:10.453637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:10.515115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:10.516075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:10.516177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:10.516238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:10.650206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:10.650403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:10.650472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:10.650515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:10.654087] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=65.24%) [2025-11-26T21:04:10.654392] [INFO ] [FORECASTER] Completed predict_future for OLMA [2025-11-26T21:04:10.654553] [INFO ] [sig ] OLMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:10.796495] [INFO ] [LOCAL ] Saved forecast: OLMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OLMA.txt [2025-11-26T21:04:10.796687] [INFO ] [sig ] [2363/3599] Completed OLMA in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:10.796752] [INFO ] [sig ] [2364/3599] Forecasting OLN... [2025-11-26T21:04:10.796807] [INFO ] [sig ] Generating forecast for: OLN [2025-11-26T21:04:10.796859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-11-26T21:04:10.810529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLN'. [2025-11-26T21:04:10.811057] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-11-26T21:04:10.812102] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-11-26T21:04:10.812193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:10.812247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:10.812289] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:10.812391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:10.872437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:10.873591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:10.873735] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:10.873787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:11.002832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:11.003123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:11.003191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:11.003236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:11.007415] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=20.66%) [2025-11-26T21:04:11.007919] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-11-26T21:04:11.008118] [INFO ] [sig ] OLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:11.152246] [INFO ] [LOCAL ] Saved forecast: OLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLN.txt [2025-11-26T21:04:11.152520] [INFO ] [sig ] [2364/3599] Completed OLN in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:11.152594] [INFO ] [sig ] [2365/3599] Forecasting OLP... [2025-11-26T21:04:11.152664] [INFO ] [sig ] Generating forecast for: OLP [2025-11-26T21:04:11.152717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-11-26T21:04:11.166047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLP'. [2025-11-26T21:04:11.166548] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-11-26T21:04:11.167536] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-11-26T21:04:11.167612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:11.167689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:11.167735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:11.167809] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:11.227125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:11.228304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:11.228423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:11.228474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:11.346477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:11.346742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:11.346810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:11.346859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:11.350837] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=30.30%) [2025-11-26T21:04:11.351159] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-11-26T21:04:11.351320] [INFO ] [sig ] OLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:11.495055] [INFO ] [LOCAL ] Saved forecast: OLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLP.txt [2025-11-26T21:04:11.495307] [INFO ] [sig ] [2365/3599] Completed OLP in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:11.495371] [INFO ] [sig ] [2366/3599] Forecasting OLPX... [2025-11-26T21:04:11.495422] [INFO ] [sig ] Generating forecast for: OLPX [2025-11-26T21:04:11.495473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'. [2025-11-26T21:04:11.508672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLPX'. [2025-11-26T21:04:11.509171] [INFO ] [FORECASTER] Starting predict_future for OLPX [2025-11-26T21:04:11.510109] [DEBUG] [LOCAL ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt [2025-11-26T21:04:11.510181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:11.510228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:11.510270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:11.510343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:11.571239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:11.572487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:11.572610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:11.572684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:11.697196] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:11.697455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:11.697541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:11.697587] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:11.701552] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=21.64%) [2025-11-26T21:04:11.701929] [INFO ] [FORECASTER] Completed predict_future for OLPX [2025-11-26T21:04:11.702096] [INFO ] [sig ] OLPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:11.850047] [INFO ] [LOCAL ] Saved forecast: OLPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLPX.txt [2025-11-26T21:04:11.850278] [INFO ] [sig ] [2366/3599] Completed OLPX in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:11.850339] [INFO ] [sig ] [2367/3599] Forecasting OM... [2025-11-26T21:04:11.850384] [INFO ] [sig ] Generating forecast for: OM [2025-11-26T21:04:11.850428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'. [2025-11-26T21:04:11.863440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OM'. [2025-11-26T21:04:11.863930] [INFO ] [FORECASTER] Starting predict_future for OM [2025-11-26T21:04:11.864876] [DEBUG] [LOCAL ] No optimal features file found for OM: ./output/feature-sets/OM.txt [2025-11-26T21:04:11.864948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:11.865006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:11.865058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:11.865140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:11.922612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:11.923841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:11.923958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:11.924020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:12.047405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:12.047696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:12.047786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:12.047841] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:12.051959] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=16.12%) [2025-11-26T21:04:12.052336] [INFO ] [FORECASTER] Completed predict_future for OM [2025-11-26T21:04:12.052527] [INFO ] [sig ] OM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:12.196538] [INFO ] [LOCAL ] Saved forecast: OM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OM.txt [2025-11-26T21:04:12.196806] [INFO ] [sig ] [2367/3599] Completed OM in 0.3s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:12.196882] [INFO ] [sig ] [2368/3599] Forecasting OMAB... [2025-11-26T21:04:12.196942] [INFO ] [sig ] Generating forecast for: OMAB [2025-11-26T21:04:12.197001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'. [2025-11-26T21:04:12.210273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMAB'. [2025-11-26T21:04:12.210839] [INFO ] [FORECASTER] Starting predict_future for OMAB [2025-11-26T21:04:12.211818] [DEBUG] [LOCAL ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt [2025-11-26T21:04:12.211890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:12.211949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:12.211991] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:12.212079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:12.271099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:12.272285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:12.272402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:12.272462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:12.398878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:12.399166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:12.399255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:12.399297] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:12.403535] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=93.81%) [2025-11-26T21:04:12.403903] [INFO ] [FORECASTER] Completed predict_future for OMAB [2025-11-26T21:04:12.404078] [INFO ] [sig ] OMAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:12.549158] [INFO ] [LOCAL ] Saved forecast: OMAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OMAB.txt [2025-11-26T21:04:12.549407] [INFO ] [sig ] [2368/3599] Completed OMAB in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:12.549503] [INFO ] [sig ] [2369/3599] Forecasting OMC... [2025-11-26T21:04:12.549552] [INFO ] [sig ] Generating forecast for: OMC [2025-11-26T21:04:12.549609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-11-26T21:04:12.562911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMC'. [2025-11-26T21:04:12.563498] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-11-26T21:04:12.564493] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-11-26T21:04:12.564569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:12.564630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:12.564708] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:12.564793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:12.624173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:12.625318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:12.625434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:12.625496] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:12.746478] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:12.746780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:12.746842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:12.746897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:12.750948] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=8.09%) [2025-11-26T21:04:12.751324] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-11-26T21:04:12.751504] [INFO ] [sig ] OMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:12.917487] [INFO ] [LOCAL ] Saved forecast: OMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMC.txt [2025-11-26T21:04:12.917808] [INFO ] [sig ] [2369/3599] Completed OMC in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:12.917873] [INFO ] [sig ] [2370/3599] Forecasting OMCL... [2025-11-26T21:04:12.917921] [INFO ] [sig ] Generating forecast for: OMCL [2025-11-26T21:04:12.917965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'. [2025-11-26T21:04:12.931347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMCL'. [2025-11-26T21:04:12.932011] [INFO ] [FORECASTER] Starting predict_future for OMCL [2025-11-26T21:04:12.933002] [DEBUG] [LOCAL ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt [2025-11-26T21:04:12.933075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:12.933122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:12.933164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:12.933235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:12.993202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:12.994383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:12.994500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:12.994551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:13.125930] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:13.126211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:13.126274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:13.126318] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:13.130436] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=14.49%) [2025-11-26T21:04:13.130796] [INFO ] [FORECASTER] Completed predict_future for OMCL [2025-11-26T21:04:13.130963] [INFO ] [sig ] OMCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:13.278758] [INFO ] [LOCAL ] Saved forecast: OMCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMCL.txt [2025-11-26T21:04:13.278989] [INFO ] [sig ] [2370/3599] Completed OMCL in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:13.279052] [INFO ] [sig ] [2371/3599] Forecasting OMEX... [2025-11-26T21:04:13.279096] [INFO ] [sig ] Generating forecast for: OMEX [2025-11-26T21:04:13.279140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'. [2025-11-26T21:04:13.292313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMEX'. [2025-11-26T21:04:13.292840] [INFO ] [FORECASTER] Starting predict_future for OMEX [2025-11-26T21:04:13.293790] [DEBUG] [LOCAL ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt [2025-11-26T21:04:13.293863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:13.293922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:13.293976] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:13.294062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:13.352669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:13.353847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:13.354013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:13.354072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:13.477665] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:13.477918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:13.478067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:13.478132] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:13.482047] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=7.86%) [2025-11-26T21:04:13.482445] [INFO ] [FORECASTER] Completed predict_future for OMEX [2025-11-26T21:04:13.482629] [INFO ] [sig ] OMEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:13.633548] [INFO ] [LOCAL ] Saved forecast: OMEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMEX.txt [2025-11-26T21:04:13.633878] [INFO ] [sig ] [2371/3599] Completed OMEX in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:13.634000] [INFO ] [sig ] [2372/3599] Forecasting OMF... [2025-11-26T21:04:13.634081] [INFO ] [sig ] Generating forecast for: OMF [2025-11-26T21:04:13.634153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-11-26T21:04:13.648822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMF'. [2025-11-26T21:04:13.649413] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-11-26T21:04:13.650412] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-11-26T21:04:13.650486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:13.650536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:13.650578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:13.650745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:13.712668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:13.713997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:13.714134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:13.714215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:13.844381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:13.844691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:13.844763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:13.844866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:13.849035] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=4.43%) [2025-11-26T21:04:13.849384] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-11-26T21:04:13.849563] [INFO ] [sig ] OMF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:13.992148] [INFO ] [LOCAL ] Saved forecast: OMF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMF.txt [2025-11-26T21:04:13.992392] [INFO ] [sig ] [2372/3599] Completed OMF in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:13.992452] [INFO ] [sig ] [2373/3599] Forecasting OMI... [2025-11-26T21:04:13.992489] [INFO ] [sig ] Generating forecast for: OMI [2025-11-26T21:04:13.992533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-11-26T21:04:14.005875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMI'. [2025-11-26T21:04:14.006408] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-11-26T21:04:14.007387] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-11-26T21:04:14.007462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:14.007536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:14.007581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:14.007676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:14.067819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:14.069002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:14.069128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:14.069178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:14.191695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:14.191954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:14.192013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:14.192055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:14.196025] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=5.71%) [2025-11-26T21:04:14.196384] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-11-26T21:04:14.196546] [INFO ] [sig ] OMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:14.342998] [INFO ] [LOCAL ] Saved forecast: OMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMI.txt [2025-11-26T21:04:14.343231] [INFO ] [sig ] [2373/3599] Completed OMI in 0.4s | 2.90 sym/s | Total: 13.6m | ETA: 7.1m [2025-11-26T21:04:14.343291] [INFO ] [sig ] [2374/3599] Forecasting ON... [2025-11-26T21:04:14.343328] [INFO ] [sig ] Generating forecast for: ON [2025-11-26T21:04:14.343373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'. [2025-11-26T21:04:14.356509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ON'. [2025-11-26T21:04:14.357107] [INFO ] [FORECASTER] Starting predict_future for ON [2025-11-26T21:04:14.358197] [DEBUG] [LOCAL ] No optimal features file found for ON: ./output/feature-sets/ON.txt [2025-11-26T21:04:14.358271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:14.358320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:14.358363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:14.358437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:14.416917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:14.418057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:14.418175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:14.418225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:14.547369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:14.547676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:14.547741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:14.547789] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:14.551688] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=87.38%) [2025-11-26T21:04:14.552009] [INFO ] [FORECASTER] Completed predict_future for ON [2025-11-26T21:04:14.552170] [INFO ] [sig ] ON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:14.697569] [INFO ] [LOCAL ] Saved forecast: ON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ON.txt [2025-11-26T21:04:14.697809] [INFO ] [sig ] [2374/3599] Completed ON in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:14.697876] [INFO ] [sig ] [2375/3599] Forecasting ONB... [2025-11-26T21:04:14.697925] [INFO ] [sig ] Generating forecast for: ONB [2025-11-26T21:04:14.697967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'. [2025-11-26T21:04:14.711161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONB'. [2025-11-26T21:04:14.711633] [INFO ] [FORECASTER] Starting predict_future for ONB [2025-11-26T21:04:14.712552] [DEBUG] [LOCAL ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt [2025-11-26T21:04:14.712626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:14.712721] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:14.712766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:14.712837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:14.771082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:14.772270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:14.772388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:14.772437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:14.896377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:14.896639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:14.896782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:14.896835] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:14.900989] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=7.39%) [2025-11-26T21:04:14.901816] [INFO ] [FORECASTER] Completed predict_future for ONB [2025-11-26T21:04:14.902035] [INFO ] [sig ] ONB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:15.067023] [INFO ] [LOCAL ] Saved forecast: ONB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ONB.txt [2025-11-26T21:04:15.067274] [INFO ] [sig ] [2375/3599] Completed ONB in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:15.067338] [INFO ] [sig ] [2376/3599] Forecasting ONCO... [2025-11-26T21:04:15.067381] [INFO ] [sig ] Generating forecast for: ONCO [2025-11-26T21:04:15.067424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'. [2025-11-26T21:04:15.080844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONCO'. [2025-11-26T21:04:15.081459] [INFO ] [FORECASTER] Starting predict_future for ONCO [2025-11-26T21:04:15.082450] [DEBUG] [LOCAL ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt [2025-11-26T21:04:15.082536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:15.082599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:15.082671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:15.082751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:15.143495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:15.144747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:15.144883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:15.144933] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:15.277295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:15.277564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:15.277628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:15.277697] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:15.282009] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=85.08%) [2025-11-26T21:04:15.282427] [INFO ] [FORECASTER] Completed predict_future for ONCO [2025-11-26T21:04:15.282618] [INFO ] [sig ] ONCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:15.434693] [INFO ] [LOCAL ] Saved forecast: ONCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONCO.txt [2025-11-26T21:04:15.434933] [INFO ] [sig ] [2376/3599] Completed ONCO in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:15.434997] [INFO ] [sig ] [2377/3599] Forecasting ONDS... [2025-11-26T21:04:15.435044] [INFO ] [sig ] Generating forecast for: ONDS [2025-11-26T21:04:15.435090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'. [2025-11-26T21:04:15.449751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONDS'. [2025-11-26T21:04:15.450346] [INFO ] [FORECASTER] Starting predict_future for ONDS [2025-11-26T21:04:15.451436] [DEBUG] [LOCAL ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt [2025-11-26T21:04:15.451524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:15.451583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:15.451629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:15.451731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:15.513979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:15.515224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:15.515352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:15.515403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:15.639928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:15.640182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:15.640243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:15.640288] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:15.644548] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=53.87%) [2025-11-26T21:04:15.644957] [INFO ] [FORECASTER] Completed predict_future for ONDS [2025-11-26T21:04:15.645137] [INFO ] [sig ] ONDS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:15.792927] [INFO ] [LOCAL ] Saved forecast: ONDS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONDS.txt [2025-11-26T21:04:15.793193] [INFO ] [sig ] [2377/3599] Completed ONDS in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:15.793264] [INFO ] [sig ] [2378/3599] Forecasting ONEQ... [2025-11-26T21:04:15.793335] [INFO ] [sig ] Generating forecast for: ONEQ [2025-11-26T21:04:15.793387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'. [2025-11-26T21:04:15.807828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'. [2025-11-26T21:04:15.808383] [INFO ] [FORECASTER] Starting predict_future for ONEQ [2025-11-26T21:04:15.809545] [DEBUG] [LOCAL ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt [2025-11-26T21:04:15.809622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:15.809694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:15.809737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:15.809812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:15.872777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:15.873984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:15.874147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:15.874210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:16.000164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:16.000420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:16.000479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:16.000523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:16.004591] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=82.79%) [2025-11-26T21:04:16.004962] [INFO ] [FORECASTER] Completed predict_future for ONEQ [2025-11-26T21:04:16.005129] [INFO ] [sig ] ONEQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:16.157799] [INFO ] [LOCAL ] Saved forecast: ONEQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONEQ.txt [2025-11-26T21:04:16.158066] [INFO ] [sig ] [2378/3599] Completed ONEQ in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:16.158135] [INFO ] [sig ] [2379/3599] Forecasting ONL... [2025-11-26T21:04:16.158195] [INFO ] [sig ] Generating forecast for: ONL [2025-11-26T21:04:16.158255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-11-26T21:04:16.175375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONL'. [2025-11-26T21:04:16.175970] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-11-26T21:04:16.177048] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-11-26T21:04:16.177129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:16.177185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:16.177236] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:16.177329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:16.241803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:16.242745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:16.242852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:16.242900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:16.364375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:16.364580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:16.364632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:16.364694] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:16.368202] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=91.64%) [2025-11-26T21:04:16.368517] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-11-26T21:04:16.368694] [INFO ] [sig ] ONL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:16.514792] [INFO ] [LOCAL ] Saved forecast: ONL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONL.txt [2025-11-26T21:04:16.514988] [INFO ] [sig ] [2379/3599] Completed ONL in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:16.515045] [INFO ] [sig ] [2380/3599] Forecasting ONON... [2025-11-26T21:04:16.515088] [INFO ] [sig ] Generating forecast for: ONON [2025-11-26T21:04:16.515130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-11-26T21:04:16.530593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONON'. [2025-11-26T21:04:16.531556] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-11-26T21:04:16.533457] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-11-26T21:04:16.533546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:16.533599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:16.533685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:16.533885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:16.594537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:16.595834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:16.595974] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:16.596024] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:16.721223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:16.721428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:16.721485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:16.721531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:16.725090] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=6.62%) [2025-11-26T21:04:16.725402] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-11-26T21:04:16.725565] [INFO ] [sig ] ONON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:16.865181] [INFO ] [LOCAL ] Saved forecast: ONON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ONON.txt [2025-11-26T21:04:16.865342] [INFO ] [sig ] [2380/3599] Completed ONON in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:16.865397] [INFO ] [sig ] [2381/3599] Forecasting ONTF... [2025-11-26T21:04:16.865438] [INFO ] [sig ] Generating forecast for: ONTF [2025-11-26T21:04:16.865479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-11-26T21:04:16.882027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTF'. [2025-11-26T21:04:16.882481] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-11-26T21:04:16.883422] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-11-26T21:04:16.883495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:16.883543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:16.883584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:16.883674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:16.942512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:16.943515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:16.943622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:16.943694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:17.081752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:17.081969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:17.082026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:17.082070] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:17.085679] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-11-26T21:04:17.086005] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-11-26T21:04:17.086167] [INFO ] [sig ] ONTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:17.231847] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ONTF.txt [2025-11-26T21:04:17.232049] [INFO ] [sig ] [2381/3599] Completed ONTF in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:17.232107] [INFO ] [sig ] [2382/3599] Forecasting ONTO... [2025-11-26T21:04:17.232152] [INFO ] [sig ] Generating forecast for: ONTO [2025-11-26T21:04:17.232188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-11-26T21:04:17.245840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTO'. [2025-11-26T21:04:17.246306] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-11-26T21:04:17.247168] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-11-26T21:04:17.247240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:17.247288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:17.247329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:17.247401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:17.305481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:17.306453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:17.306567] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:17.306618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:17.429467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:17.429709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:17.429767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:17.429839] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:17.433458] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=90.21%) [2025-11-26T21:04:17.433842] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-11-26T21:04:17.434018] [INFO ] [sig ] ONTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:17.575540] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONTO.txt [2025-11-26T21:04:17.575756] [INFO ] [sig ] [2382/3599] Completed ONTO in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:17.575816] [INFO ] [sig ] [2383/3599] Forecasting OOMA... [2025-11-26T21:04:17.575863] [INFO ] [sig ] Generating forecast for: OOMA [2025-11-26T21:04:17.575906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-11-26T21:04:17.588474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OOMA'. [2025-11-26T21:04:17.588823] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-11-26T21:04:17.589663] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-11-26T21:04:17.589734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:17.589782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:17.589824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:17.589893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:17.646800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:17.647629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:17.647749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:17.647799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:17.766987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:17.767195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:17.767252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:17.767295] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:17.770782] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=46.02%) [2025-11-26T21:04:17.771096] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-11-26T21:04:17.771247] [INFO ] [sig ] OOMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:17.912263] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OOMA.txt [2025-11-26T21:04:17.912467] [INFO ] [sig ] [2383/3599] Completed OOMA in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:17.912526] [INFO ] [sig ] [2384/3599] Forecasting OPAD... [2025-11-26T21:04:17.912572] [INFO ] [sig ] Generating forecast for: OPAD [2025-11-26T21:04:17.912617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-11-26T21:04:17.925143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAD'. [2025-11-26T21:04:17.925607] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-11-26T21:04:17.926555] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-11-26T21:04:17.926636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:17.926725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:17.926824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:17.926942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:17.986768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:17.987821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:17.987944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:17.988060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:18.116400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:18.116613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:18.116723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:18.116786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:18.120423] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=41.66%) [2025-11-26T21:04:18.120798] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-11-26T21:04:18.120996] [INFO ] [sig ] OPAD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:18.269394] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPAD.txt [2025-11-26T21:04:18.269599] [INFO ] [sig ] [2384/3599] Completed OPAD in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:18.269678] [INFO ] [sig ] [2385/3599] Forecasting OPAL... [2025-11-26T21:04:18.269727] [INFO ] [sig ] Generating forecast for: OPAL [2025-11-26T21:04:18.269769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'. [2025-11-26T21:04:18.281881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAL'. [2025-11-26T21:04:18.282224] [INFO ] [FORECASTER] Starting predict_future for OPAL [2025-11-26T21:04:18.283097] [DEBUG] [LOCAL ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt [2025-11-26T21:04:18.283167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:18.283224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:18.283275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:18.283346] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:18.340935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:18.341821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:18.341934] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:18.342017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:18.465060] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:18.465272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:18.465343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:18.465402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:18.468979] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=14.37%) [2025-11-26T21:04:18.469331] [INFO ] [FORECASTER] Completed predict_future for OPAL [2025-11-26T21:04:18.469523] [INFO ] [sig ] OPAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:18.609447] [INFO ] [LOCAL ] Saved forecast: OPAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPAL.txt [2025-11-26T21:04:18.609600] [INFO ] [sig ] [2385/3599] Completed OPAL in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:18.609679] [INFO ] [sig ] [2386/3599] Forecasting OPBK... [2025-11-26T21:04:18.609726] [INFO ] [sig ] Generating forecast for: OPBK [2025-11-26T21:04:18.609769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'. [2025-11-26T21:04:18.621701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPBK'. [2025-11-26T21:04:18.622042] [INFO ] [FORECASTER] Starting predict_future for OPBK [2025-11-26T21:04:18.622886] [DEBUG] [LOCAL ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt [2025-11-26T21:04:18.622956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:18.623004] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:18.623060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:18.623132] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:18.680161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:18.680798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:18.680898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:18.680945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:18.808218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:18.808436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:18.808492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:18.808534] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:18.812184] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-11-26T21:04:18.812629] [INFO ] [FORECASTER] Completed predict_future for OPBK [2025-11-26T21:04:18.812857] [INFO ] [sig ] OPBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:18.960224] [INFO ] [LOCAL ] Saved forecast: OPBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPBK.txt [2025-11-26T21:04:18.960392] [INFO ] [sig ] [2386/3599] Completed OPBK in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:18.960446] [INFO ] [sig ] [2387/3599] Forecasting OPCH... [2025-11-26T21:04:18.960488] [INFO ] [sig ] Generating forecast for: OPCH [2025-11-26T21:04:18.960528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'. [2025-11-26T21:04:18.974309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPCH'. [2025-11-26T21:04:18.974751] [INFO ] [FORECASTER] Starting predict_future for OPCH [2025-11-26T21:04:18.975633] [DEBUG] [LOCAL ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt [2025-11-26T21:04:18.975718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:18.975764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:18.975802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:18.975869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:19.032670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:19.033355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:19.033456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:19.033503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:19.155997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:19.156223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:19.156304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:19.156351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:19.159926] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=23.63%) [2025-11-26T21:04:19.160433] [INFO ] [FORECASTER] Completed predict_future for OPCH [2025-11-26T21:04:19.160592] [INFO ] [sig ] OPCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:19.300773] [INFO ] [LOCAL ] Saved forecast: OPCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPCH.txt [2025-11-26T21:04:19.300963] [INFO ] [sig ] [2387/3599] Completed OPCH in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:19.301022] [INFO ] [sig ] [2388/3599] Forecasting OPEN... [2025-11-26T21:04:19.301067] [INFO ] [sig ] Generating forecast for: OPEN [2025-11-26T21:04:19.301110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'. [2025-11-26T21:04:19.313784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPEN'. [2025-11-26T21:04:19.314241] [INFO ] [FORECASTER] Starting predict_future for OPEN [2025-11-26T21:04:19.315195] [DEBUG] [LOCAL ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt [2025-11-26T21:04:19.315272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:19.315319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:19.315360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:19.315430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:19.376137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:19.377209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:19.377346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:19.377400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:19.503507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:19.503738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:19.503795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:19.503836] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:19.507390] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-11-26T21:04:19.507821] [INFO ] [FORECASTER] Completed predict_future for OPEN [2025-11-26T21:04:19.507996] [INFO ] [sig ] OPEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:19.656454] [INFO ] [LOCAL ] Saved forecast: OPEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPEN.txt [2025-11-26T21:04:19.656672] [INFO ] [sig ] [2388/3599] Completed OPEN in 0.4s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:19.656730] [INFO ] [sig ] [2389/3599] Forecasting OPFI... [2025-11-26T21:04:19.656774] [INFO ] [sig ] Generating forecast for: OPFI [2025-11-26T21:04:19.656814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-11-26T21:04:19.668283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPFI'. [2025-11-26T21:04:19.668750] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-11-26T21:04:19.669672] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-11-26T21:04:19.669744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:19.669802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:19.669852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:19.669930] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:19.728729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:19.729686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:19.729790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:19.729846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:19.851265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:19.851456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:19.851521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:19.851573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:19.855027] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=21.70%) [2025-11-26T21:04:19.855332] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-11-26T21:04:19.855491] [INFO ] [sig ] OPFI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:19.996150] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPFI.txt [2025-11-26T21:04:19.996314] [INFO ] [sig ] [2389/3599] Completed OPFI in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:19.996380] [INFO ] [sig ] [2390/3599] Forecasting OPK... [2025-11-26T21:04:19.996431] [INFO ] [sig ] Generating forecast for: OPK [2025-11-26T21:04:19.996491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'. [2025-11-26T21:04:20.007694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPK'. [2025-11-26T21:04:20.008096] [INFO ] [FORECASTER] Starting predict_future for OPK [2025-11-26T21:04:20.008961] [DEBUG] [LOCAL ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt [2025-11-26T21:04:20.009029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:20.009083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:20.009133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:20.009204] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:20.065785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:20.066565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:20.066680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:20.066738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:20.181887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:20.182063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:20.182125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:20.182174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:20.185615] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=73.83%) [2025-11-26T21:04:20.185960] [INFO ] [FORECASTER] Completed predict_future for OPK [2025-11-26T21:04:20.186118] [INFO ] [sig ] OPK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:20.324997] [INFO ] [LOCAL ] Saved forecast: OPK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OPK.txt [2025-11-26T21:04:20.325162] [INFO ] [sig ] [2390/3599] Completed OPK in 0.3s | 2.90 sym/s | Total: 13.7m | ETA: 7.0m [2025-11-26T21:04:20.325216] [INFO ] [sig ] [2391/3599] Forecasting OPP... [2025-11-26T21:04:20.325257] [INFO ] [sig ] Generating forecast for: OPP [2025-11-26T21:04:20.325343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-11-26T21:04:20.336154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPP'. [2025-11-26T21:04:20.336491] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-11-26T21:04:20.337349] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-11-26T21:04:20.337417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:20.337478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:20.337546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:20.337625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:20.393986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:20.394784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:20.394881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:20.394941] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:20.509605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:20.509813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:20.509865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:20.509906] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:20.513408] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=76.76%) [2025-11-26T21:04:20.513745] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-11-26T21:04:20.513895] [INFO ] [sig ] OPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:20.655473] [INFO ] [LOCAL ] Saved forecast: OPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OPP.txt [2025-11-26T21:04:20.655667] [INFO ] [sig ] [2391/3599] Completed OPP in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:20.655726] [INFO ] [sig ] [2392/3599] Forecasting OPRA... [2025-11-26T21:04:20.655768] [INFO ] [sig ] Generating forecast for: OPRA [2025-11-26T21:04:20.655808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'. [2025-11-26T21:04:20.668353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRA'. [2025-11-26T21:04:20.668774] [INFO ] [FORECASTER] Starting predict_future for OPRA [2025-11-26T21:04:20.669636] [DEBUG] [LOCAL ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt [2025-11-26T21:04:20.669725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:20.669770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:20.669810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:20.669881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:20.727721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:20.728597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:20.728722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:20.728771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:20.851768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:20.851978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:20.852035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:20.852077] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:20.855572] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=21.02%) [2025-11-26T21:04:20.855889] [INFO ] [FORECASTER] Completed predict_future for OPRA [2025-11-26T21:04:20.856035] [INFO ] [sig ] OPRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:20.997096] [INFO ] [LOCAL ] Saved forecast: OPRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPRA.txt [2025-11-26T21:04:20.997279] [INFO ] [sig ] [2392/3599] Completed OPRA in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:20.997338] [INFO ] [sig ] [2393/3599] Forecasting OPRX... [2025-11-26T21:04:20.997383] [INFO ] [sig ] Generating forecast for: OPRX [2025-11-26T21:04:20.997421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'. [2025-11-26T21:04:21.008920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRX'. [2025-11-26T21:04:21.009313] [INFO ] [FORECASTER] Starting predict_future for OPRX [2025-11-26T21:04:21.010162] [DEBUG] [LOCAL ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt [2025-11-26T21:04:21.010230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:21.010276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:21.010318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:21.010390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:21.067233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:21.067969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:21.068069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:21.068115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:21.190594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:21.190807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:21.190870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:21.190927] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:21.194492] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=12.55%) [2025-11-26T21:04:21.194829] [INFO ] [FORECASTER] Completed predict_future for OPRX [2025-11-26T21:04:21.194981] [INFO ] [sig ] OPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:21.334693] [INFO ] [LOCAL ] Saved forecast: OPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPRX.txt [2025-11-26T21:04:21.334854] [INFO ] [sig ] [2393/3599] Completed OPRX in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:21.334907] [INFO ] [sig ] [2394/3599] Forecasting OPTX... [2025-11-26T21:04:21.334951] [INFO ] [sig ] Generating forecast for: OPTX [2025-11-26T21:04:21.335000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'. [2025-11-26T21:04:21.347246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPTX'. [2025-11-26T21:04:21.347800] [INFO ] [FORECASTER] Starting predict_future for OPTX [2025-11-26T21:04:21.348751] [DEBUG] [LOCAL ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt [2025-11-26T21:04:21.348824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:21.348885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:21.348937] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:21.349017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:21.408328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:21.409355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:21.409462] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:21.409524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:21.526759] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:21.526931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:21.526985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:21.527026] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:21.530576] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=65.67%) [2025-11-26T21:04:21.530885] [INFO ] [FORECASTER] Completed predict_future for OPTX [2025-11-26T21:04:21.531032] [INFO ] [sig ] OPTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:21.671395] [INFO ] [LOCAL ] Saved forecast: OPTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OPTX.txt [2025-11-26T21:04:21.671561] [INFO ] [sig ] [2394/3599] Completed OPTX in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:21.671614] [INFO ] [sig ] [2395/3599] Forecasting OPXS... [2025-11-26T21:04:21.671679] [INFO ] [sig ] Generating forecast for: OPXS [2025-11-26T21:04:21.671728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'. [2025-11-26T21:04:21.684148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPXS'. [2025-11-26T21:04:21.684609] [INFO ] [FORECASTER] Starting predict_future for OPXS [2025-11-26T21:04:21.685489] [DEBUG] [LOCAL ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt [2025-11-26T21:04:21.685578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:21.685659] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:21.685705] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:21.685774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:21.747316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:21.748321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:21.748431] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:21.748480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:21.870283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:21.870489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:21.870543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:21.870581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:21.874115] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T21:04:21.874427] [INFO ] [FORECASTER] Completed predict_future for OPXS [2025-11-26T21:04:21.874578] [INFO ] [sig ] OPXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:22.019066] [INFO ] [LOCAL ] Saved forecast: OPXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPXS.txt [2025-11-26T21:04:22.019260] [INFO ] [sig ] [2395/3599] Completed OPXS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:22.019317] [INFO ] [sig ] [2396/3599] Forecasting ORA... [2025-11-26T21:04:22.019385] [INFO ] [sig ] Generating forecast for: ORA [2025-11-26T21:04:22.019435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-11-26T21:04:22.030889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORA'. [2025-11-26T21:04:22.031326] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-11-26T21:04:22.032200] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-11-26T21:04:22.032270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:22.032316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:22.032384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:22.032480] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:22.094148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:22.095114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:22.095219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:22.095269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:22.219089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:22.219294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:22.219348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:22.219390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:22.223070] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=83.80%) [2025-11-26T21:04:22.223396] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-11-26T21:04:22.223551] [INFO ] [sig ] ORA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:22.371615] [INFO ] [LOCAL ] Saved forecast: ORA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ORA.txt [2025-11-26T21:04:22.371828] [INFO ] [sig ] [2396/3599] Completed ORA in 0.4s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:22.371885] [INFO ] [sig ] [2397/3599] Forecasting ORC... [2025-11-26T21:04:22.371929] [INFO ] [sig ] Generating forecast for: ORC [2025-11-26T21:04:22.371971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-11-26T21:04:22.383526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORC'. [2025-11-26T21:04:22.384012] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-11-26T21:04:22.384940] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-11-26T21:04:22.385012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:22.385068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:22.385120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:22.385216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:22.444447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:22.445442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:22.445553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:22.445612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:22.570507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:22.570721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:22.570776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:22.570819] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:22.574497] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=18.83%) [2025-11-26T21:04:22.574921] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-11-26T21:04:22.575096] [INFO ] [sig ] ORC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:22.723425] [INFO ] [LOCAL ] Saved forecast: ORC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORC.txt [2025-11-26T21:04:22.723624] [INFO ] [sig ] [2397/3599] Completed ORC in 0.4s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:22.723701] [INFO ] [sig ] [2398/3599] Forecasting ORGO... [2025-11-26T21:04:22.723745] [INFO ] [sig ] Generating forecast for: ORGO [2025-11-26T21:04:22.723789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'. [2025-11-26T21:04:22.734604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORGO'. [2025-11-26T21:04:22.734964] [INFO ] [FORECASTER] Starting predict_future for ORGO [2025-11-26T21:04:22.735822] [DEBUG] [LOCAL ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt [2025-11-26T21:04:22.735890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:22.735944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:22.735995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:22.736079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:22.793967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:22.794752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:22.794849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:22.794889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:22.911062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:22.911272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:22.911346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:22.911403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:22.914891] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=33.69%) [2025-11-26T21:04:22.915203] [INFO ] [FORECASTER] Completed predict_future for ORGO [2025-11-26T21:04:22.915365] [INFO ] [sig ] ORGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:23.058627] [INFO ] [LOCAL ] Saved forecast: ORGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORGO.txt [2025-11-26T21:04:23.058869] [INFO ] [sig ] [2398/3599] Completed ORGO in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:23.058943] [INFO ] [sig ] [2399/3599] Forecasting ORIC... [2025-11-26T21:04:23.059003] [INFO ] [sig ] Generating forecast for: ORIC [2025-11-26T21:04:23.059065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'. [2025-11-26T21:04:23.070541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORIC'. [2025-11-26T21:04:23.071026] [INFO ] [FORECASTER] Starting predict_future for ORIC [2025-11-26T21:04:23.071938] [DEBUG] [LOCAL ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt [2025-11-26T21:04:23.072040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:23.072101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:23.072155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:23.072250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:23.130014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:23.130968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:23.131083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:23.131161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:23.253450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:23.253670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:23.253724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:23.253759] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:23.257159] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-11-26T21:04:23.257458] [INFO ] [FORECASTER] Completed predict_future for ORIC [2025-11-26T21:04:23.257623] [INFO ] [sig ] ORIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:23.399690] [INFO ] [LOCAL ] Saved forecast: ORIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ORIC.txt [2025-11-26T21:04:23.399925] [INFO ] [sig ] [2399/3599] Completed ORIC in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:23.400004] [INFO ] [sig ] [2400/3599] Forecasting ORKA... [2025-11-26T21:04:23.400064] [INFO ] [sig ] Generating forecast for: ORKA [2025-11-26T21:04:23.400121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'. [2025-11-26T21:04:23.412485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORKA'. [2025-11-26T21:04:23.412977] [INFO ] [FORECASTER] Starting predict_future for ORKA [2025-11-26T21:04:23.413920] [DEBUG] [LOCAL ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt [2025-11-26T21:04:23.414000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:23.414080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:23.414151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:23.414270] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:23.472955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:23.473922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:23.474045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:23.474108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:23.598110] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:23.598336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:23.598405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:23.598479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:23.602246] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=27.65%) [2025-11-26T21:04:23.602598] [INFO ] [FORECASTER] Completed predict_future for ORKA [2025-11-26T21:04:23.602802] [INFO ] [sig ] ORKA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:23.744181] [INFO ] [LOCAL ] Saved forecast: ORKA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORKA.txt [2025-11-26T21:04:23.744356] [INFO ] [sig ] [2400/3599] Completed ORKA in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:23.744410] [INFO ] [sig ] [2401/3599] Forecasting ORLY... [2025-11-26T21:04:23.744494] [INFO ] [sig ] Generating forecast for: ORLY [2025-11-26T21:04:23.744541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'. [2025-11-26T21:04:23.755834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORLY'. [2025-11-26T21:04:23.756158] [INFO ] [FORECASTER] Starting predict_future for ORLY [2025-11-26T21:04:23.757024] [DEBUG] [LOCAL ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt [2025-11-26T21:04:23.757099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:23.757145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:23.757185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:23.757252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:23.831073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:23.832045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:23.832148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:23.832195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:23.954804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:23.955013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:23.955067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:23.955114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:23.959011] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-11-26T21:04:23.959322] [INFO ] [FORECASTER] Completed predict_future for ORLY [2025-11-26T21:04:23.959476] [INFO ] [sig ] ORLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:24.101843] [INFO ] [LOCAL ] Saved forecast: ORLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORLY.txt [2025-11-26T21:04:24.102003] [INFO ] [sig ] [2401/3599] Completed ORLY in 0.4s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:24.102056] [INFO ] [sig ] [2402/3599] Forecasting ORMP... [2025-11-26T21:04:24.102100] [INFO ] [sig ] Generating forecast for: ORMP [2025-11-26T21:04:24.102141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'. [2025-11-26T21:04:24.112879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORMP'. [2025-11-26T21:04:24.113206] [INFO ] [FORECASTER] Starting predict_future for ORMP [2025-11-26T21:04:24.114040] [DEBUG] [LOCAL ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt [2025-11-26T21:04:24.114110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:24.114156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:24.114195] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:24.114264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:24.170974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:24.171813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:24.171913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:24.171960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:24.288999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:24.289206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:24.289260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:24.289302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:24.292695] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-11-26T21:04:24.292988] [INFO ] [FORECASTER] Completed predict_future for ORMP [2025-11-26T21:04:24.293131] [INFO ] [sig ] ORMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:24.432448] [INFO ] [LOCAL ] Saved forecast: ORMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORMP.txt [2025-11-26T21:04:24.432631] [INFO ] [sig ] [2402/3599] Completed ORMP in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:24.432836] [INFO ] [sig ] [2403/3599] Forecasting ORN... [2025-11-26T21:04:24.432882] [INFO ] [sig ] Generating forecast for: ORN [2025-11-26T21:04:24.432925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-11-26T21:04:24.444066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORN'. [2025-11-26T21:04:24.444375] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-11-26T21:04:24.445191] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-11-26T21:04:24.445260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:24.445305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:24.445346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:24.445414] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:24.502713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:24.503452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:24.503549] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:24.503595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:24.620627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:24.620818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:24.620869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:24.620911] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:24.624261] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=84.95%) [2025-11-26T21:04:24.624552] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-11-26T21:04:24.624716] [INFO ] [sig ] ORN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:24.763528] [INFO ] [LOCAL ] Saved forecast: ORN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ORN.txt [2025-11-26T21:04:24.763694] [INFO ] [sig ] [2403/3599] Completed ORN in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:24.763750] [INFO ] [sig ] [2404/3599] Forecasting ORRF... [2025-11-26T21:04:24.763786] [INFO ] [sig ] Generating forecast for: ORRF [2025-11-26T21:04:24.763826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'. [2025-11-26T21:04:24.774701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORRF'. [2025-11-26T21:04:24.775049] [INFO ] [FORECASTER] Starting predict_future for ORRF [2025-11-26T21:04:24.775890] [DEBUG] [LOCAL ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt [2025-11-26T21:04:24.775957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:24.776002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:24.776042] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:24.776113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:24.832791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:24.833459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:24.833554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:24.833600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:24.955783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:24.955932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:24.955992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:24.956039] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:24.959705] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-11-26T21:04:24.960070] [INFO ] [FORECASTER] Completed predict_future for ORRF [2025-11-26T21:04:24.960233] [INFO ] [sig ] ORRF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:25.102794] [INFO ] [LOCAL ] Saved forecast: ORRF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORRF.txt [2025-11-26T21:04:25.102984] [INFO ] [sig ] [2404/3599] Completed ORRF in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:25.103038] [INFO ] [sig ] [2405/3599] Forecasting OS... [2025-11-26T21:04:25.103081] [INFO ] [sig ] Generating forecast for: OS [2025-11-26T21:04:25.103122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'. [2025-11-26T21:04:25.114571] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OS'. [2025-11-26T21:04:25.114998] [INFO ] [FORECASTER] Starting predict_future for OS [2025-11-26T21:04:25.115878] [DEBUG] [LOCAL ] No optimal features file found for OS: ./output/feature-sets/OS.txt [2025-11-26T21:04:25.115946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:25.116012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:25.116071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:25.116165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:25.173617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:25.174565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:25.174698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:25.174765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:25.293719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:25.293905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:25.293962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:25.294016] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:25.297478] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=17.92%) [2025-11-26T21:04:25.297834] [INFO ] [FORECASTER] Completed predict_future for OS [2025-11-26T21:04:25.298004] [INFO ] [sig ] OS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:25.439461] [INFO ] [LOCAL ] Saved forecast: OS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OS.txt [2025-11-26T21:04:25.439667] [INFO ] [sig ] [2405/3599] Completed OS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:25.439745] [INFO ] [sig ] [2406/3599] Forecasting OSBC... [2025-11-26T21:04:25.439820] [INFO ] [sig ] Generating forecast for: OSBC [2025-11-26T21:04:25.439882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'. [2025-11-26T21:04:25.451395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSBC'. [2025-11-26T21:04:25.451751] [INFO ] [FORECASTER] Starting predict_future for OSBC [2025-11-26T21:04:25.452582] [DEBUG] [LOCAL ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt [2025-11-26T21:04:25.452677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:25.452744] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:25.452806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:25.452906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:25.510083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:25.510798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:25.510899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:25.510965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:25.629038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:25.629244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:25.629340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:25.629387] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:25.632778] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=23.75%) [2025-11-26T21:04:25.633080] [INFO ] [FORECASTER] Completed predict_future for OSBC [2025-11-26T21:04:25.633235] [INFO ] [sig ] OSBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:25.772550] [INFO ] [LOCAL ] Saved forecast: OSBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OSBC.txt [2025-11-26T21:04:25.772724] [INFO ] [sig ] [2406/3599] Completed OSBC in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:25.772783] [INFO ] [sig ] [2407/3599] Forecasting OSIS... [2025-11-26T21:04:25.772828] [INFO ] [sig ] Generating forecast for: OSIS [2025-11-26T21:04:25.772871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'. [2025-11-26T21:04:25.784943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSIS'. [2025-11-26T21:04:25.785313] [INFO ] [FORECASTER] Starting predict_future for OSIS [2025-11-26T21:04:25.786146] [DEBUG] [LOCAL ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt [2025-11-26T21:04:25.786217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:25.786264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:25.786304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:25.786373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:25.843389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:25.844084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:25.844185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:25.844232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:25.965095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:25.965295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:25.965349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:25.965393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:25.968795] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=18.03%) [2025-11-26T21:04:25.969088] [INFO ] [FORECASTER] Completed predict_future for OSIS [2025-11-26T21:04:25.969234] [INFO ] [sig ] OSIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:26.108404] [INFO ] [LOCAL ] Saved forecast: OSIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OSIS.txt [2025-11-26T21:04:26.108568] [INFO ] [sig ] [2407/3599] Completed OSIS in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.9m [2025-11-26T21:04:26.108624] [INFO ] [sig ] [2408/3599] Forecasting OSPN... [2025-11-26T21:04:26.108688] [INFO ] [sig ] Generating forecast for: OSPN [2025-11-26T21:04:26.108731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'. [2025-11-26T21:04:26.121121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSPN'. [2025-11-26T21:04:26.121473] [INFO ] [FORECASTER] Starting predict_future for OSPN [2025-11-26T21:04:26.122316] [DEBUG] [LOCAL ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt [2025-11-26T21:04:26.122386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:26.122433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:26.122487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:26.122623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:26.179729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:26.180481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:26.180582] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:26.180660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:26.298981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:26.299162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:26.299206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:26.299243] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:26.302634] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=39.79%) [2025-11-26T21:04:26.302956] [INFO ] [FORECASTER] Completed predict_future for OSPN [2025-11-26T21:04:26.303099] [INFO ] [sig ] OSPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:26.442194] [INFO ] [LOCAL ] Saved forecast: OSPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OSPN.txt [2025-11-26T21:04:26.442395] [INFO ] [sig ] [2408/3599] Completed OSPN in 0.3s | 2.90 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:04:26.442453] [INFO ] [sig ] [2409/3599] Forecasting OSS... [2025-11-26T21:04:26.442494] [INFO ] [sig ] Generating forecast for: OSS [2025-11-26T21:04:26.442535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'. [2025-11-26T21:04:26.456681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSS'. [2025-11-26T21:04:26.457334] [INFO ] [FORECASTER] Starting predict_future for OSS [2025-11-26T21:04:26.458376] [DEBUG] [LOCAL ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt [2025-11-26T21:04:26.458457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:26.458510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:26.458552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:26.458627] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:26.518793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:26.519982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:26.520104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:26.520156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:26.641741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:26.641998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:26.642057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:26.642094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:26.646007] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=94.79%) [2025-11-26T21:04:26.646338] [INFO ] [FORECASTER] Completed predict_future for OSS [2025-11-26T21:04:26.646504] [INFO ] [sig ] OSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:26.789518] [INFO ] [LOCAL ] Saved forecast: OSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OSS.txt [2025-11-26T21:04:26.789773] [INFO ] [sig ] [2409/3599] Completed OSS in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:26.789836] [INFO ] [sig ] [2410/3599] Forecasting OTEX... [2025-11-26T21:04:26.789882] [INFO ] [sig ] Generating forecast for: OTEX [2025-11-26T21:04:26.789932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'. [2025-11-26T21:04:26.803335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTEX'. [2025-11-26T21:04:26.803803] [INFO ] [FORECASTER] Starting predict_future for OTEX [2025-11-26T21:04:26.804751] [DEBUG] [LOCAL ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt [2025-11-26T21:04:26.804825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:26.804903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:26.804965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:26.805055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:26.867394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:26.868625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:26.868773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:26.868823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:26.997198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:26.997454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:26.997546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:26.997595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:27.001769] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=41.98%) [2025-11-26T21:04:27.002164] [INFO ] [FORECASTER] Completed predict_future for OTEX [2025-11-26T21:04:27.002351] [INFO ] [sig ] OTEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:27.151975] [INFO ] [LOCAL ] Saved forecast: OTEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OTEX.txt [2025-11-26T21:04:27.152237] [INFO ] [sig ] [2410/3599] Completed OTEX in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:27.152299] [INFO ] [sig ] [2411/3599] Forecasting OTIS... [2025-11-26T21:04:27.152349] [INFO ] [sig ] Generating forecast for: OTIS [2025-11-26T21:04:27.152395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-11-26T21:04:27.165620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTIS'. [2025-11-26T21:04:27.166069] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-11-26T21:04:27.167030] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-11-26T21:04:27.167103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:27.167152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:27.167193] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:27.167263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:27.226622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:27.227793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:27.227911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:27.227961] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:27.369415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:27.369708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:27.369771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:27.369817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:27.373871] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-11-26T21:04:27.374210] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-11-26T21:04:27.374402] [INFO ] [sig ] OTIS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:27.516060] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OTIS.txt [2025-11-26T21:04:27.516302] [INFO ] [sig ] [2411/3599] Completed OTIS in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:27.516372] [INFO ] [sig ] [2412/3599] Forecasting OTLY... [2025-11-26T21:04:27.516415] [INFO ] [sig ] Generating forecast for: OTLY [2025-11-26T21:04:27.516456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'. [2025-11-26T21:04:27.530246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTLY'. [2025-11-26T21:04:27.530771] [INFO ] [FORECASTER] Starting predict_future for OTLY [2025-11-26T21:04:27.531755] [DEBUG] [LOCAL ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt [2025-11-26T21:04:27.531828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:27.531878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:27.531920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:27.531994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:27.591938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:27.593089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:27.593209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:27.593259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:27.717588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:27.717861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:27.717922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:27.717969] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:27.722102] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=20.97%) [2025-11-26T21:04:27.722570] [INFO ] [FORECASTER] Completed predict_future for OTLY [2025-11-26T21:04:27.722859] [INFO ] [sig ] OTLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:27.866343] [INFO ] [LOCAL ] Saved forecast: OTLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OTLY.txt [2025-11-26T21:04:27.866611] [INFO ] [sig ] [2412/3599] Completed OTLY in 0.4s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:27.866691] [INFO ] [sig ] [2413/3599] Forecasting OVID... [2025-11-26T21:04:27.866745] [INFO ] [sig ] Generating forecast for: OVID [2025-11-26T21:04:27.866792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'. [2025-11-26T21:04:27.879588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVID'. [2025-11-26T21:04:27.880125] [INFO ] [FORECASTER] Starting predict_future for OVID [2025-11-26T21:04:27.881107] [DEBUG] [LOCAL ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt [2025-11-26T21:04:27.881181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:27.881229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:27.881261] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:27.881334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:27.939819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:27.940890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:27.941003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:27.941049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:28.066107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:28.066395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:28.066459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:28.066509] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:28.070557] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=12.11%) [2025-11-26T21:04:28.070935] [INFO ] [FORECASTER] Completed predict_future for OVID [2025-11-26T21:04:28.071108] [INFO ] [sig ] OVID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:28.215363] [INFO ] [LOCAL ] Saved forecast: OVID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OVID.txt [2025-11-26T21:04:28.215604] [INFO ] [sig ] [2413/3599] Completed OVID in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:28.215694] [INFO ] [sig ] [2414/3599] Forecasting OVLY... [2025-11-26T21:04:28.215746] [INFO ] [sig ] Generating forecast for: OVLY [2025-11-26T21:04:28.215791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'. [2025-11-26T21:04:28.229225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVLY'. [2025-11-26T21:04:28.229680] [INFO ] [FORECASTER] Starting predict_future for OVLY [2025-11-26T21:04:28.230798] [DEBUG] [LOCAL ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt [2025-11-26T21:04:28.230869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:28.230915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:28.230951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:28.231013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:28.290111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:28.291152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:28.291262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:28.291311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:28.387297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:28.387489] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:04:28.387571] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:28.387609] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:28.391088] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=7.94%) [2025-11-26T21:04:28.391383] [INFO ] [FORECASTER] Completed predict_future for OVLY [2025-11-26T21:04:28.391530] [INFO ] [sig ] OVLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:28.534974] [INFO ] [LOCAL ] Saved forecast: OVLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OVLY.txt [2025-11-26T21:04:28.535164] [INFO ] [sig ] [2414/3599] Completed OVLY in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:28.535231] [INFO ] [sig ] [2415/3599] Forecasting OWL... [2025-11-26T21:04:28.535280] [INFO ] [sig ] Generating forecast for: OWL [2025-11-26T21:04:28.535327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-11-26T21:04:28.554117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OWL'. [2025-11-26T21:04:28.554473] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-11-26T21:04:28.555305] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-11-26T21:04:28.555373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:28.555417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:28.555457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:28.555522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:28.612755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:28.613570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:28.613688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:28.613736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:28.734234] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:28.734437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:28.734489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:28.734532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:28.738076] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=90.81%) [2025-11-26T21:04:28.738374] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-11-26T21:04:28.738541] [INFO ] [sig ] OWL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:28.878122] [INFO ] [LOCAL ] Saved forecast: OWL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OWL.txt [2025-11-26T21:04:28.878314] [INFO ] [sig ] [2415/3599] Completed OWL in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:28.878374] [INFO ] [sig ] [2416/3599] Forecasting OXLC... [2025-11-26T21:04:28.878418] [INFO ] [sig ] Generating forecast for: OXLC [2025-11-26T21:04:28.878460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'. [2025-11-26T21:04:28.889434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXLC'. [2025-11-26T21:04:28.889845] [INFO ] [FORECASTER] Starting predict_future for OXLC [2025-11-26T21:04:28.890718] [DEBUG] [LOCAL ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt [2025-11-26T21:04:28.890784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:28.890828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:28.890867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:28.890937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:28.950892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:28.951684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:28.951784] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:28.951833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:29.073776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:29.073969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:29.074023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:29.074066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:29.077588] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-11-26T21:04:29.077909] [INFO ] [FORECASTER] Completed predict_future for OXLC [2025-11-26T21:04:29.078054] [INFO ] [sig ] OXLC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:29.223051] [INFO ] [LOCAL ] Saved forecast: OXLC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OXLC.txt [2025-11-26T21:04:29.223236] [INFO ] [sig ] [2416/3599] Completed OXLC in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:29.223312] [INFO ] [sig ] [2417/3599] Forecasting OXM... [2025-11-26T21:04:29.223359] [INFO ] [sig ] Generating forecast for: OXM [2025-11-26T21:04:29.223399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'. [2025-11-26T21:04:29.234607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXM'. [2025-11-26T21:04:29.234944] [INFO ] [FORECASTER] Starting predict_future for OXM [2025-11-26T21:04:29.235817] [DEBUG] [LOCAL ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt [2025-11-26T21:04:29.235884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:29.235938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:29.235985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:29.236059] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:29.295006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:29.295952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:29.296053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:29.296113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:29.420274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:29.420468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:29.420559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:29.420604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:29.424103] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=41.29%) [2025-11-26T21:04:29.424408] [INFO ] [FORECASTER] Completed predict_future for OXM [2025-11-26T21:04:29.424559] [INFO ] [sig ] OXM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:29.569307] [INFO ] [LOCAL ] Saved forecast: OXM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OXM.txt [2025-11-26T21:04:29.569475] [INFO ] [sig ] [2417/3599] Completed OXM in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:29.569531] [INFO ] [sig ] [2418/3599] Forecasting OXSQ... [2025-11-26T21:04:29.569574] [INFO ] [sig ] Generating forecast for: OXSQ [2025-11-26T21:04:29.569616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'. [2025-11-26T21:04:29.581340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'. [2025-11-26T21:04:29.581785] [INFO ] [FORECASTER] Starting predict_future for OXSQ [2025-11-26T21:04:29.582656] [DEBUG] [LOCAL ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt [2025-11-26T21:04:29.582731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:29.582796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:29.582859] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:29.582963] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:29.641719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:29.642506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:29.642615] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:29.642709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:29.761867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:29.762075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:29.762172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:29.762236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:29.765710] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=70.06%) [2025-11-26T21:04:29.766030] [INFO ] [FORECASTER] Completed predict_future for OXSQ [2025-11-26T21:04:29.766210] [INFO ] [sig ] OXSQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:29.910438] [INFO ] [LOCAL ] Saved forecast: OXSQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OXSQ.txt [2025-11-26T21:04:29.910606] [INFO ] [sig ] [2418/3599] Completed OXSQ in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:29.910682] [INFO ] [sig ] [2419/3599] Forecasting OZEM... [2025-11-26T21:04:29.910726] [INFO ] [sig ] Generating forecast for: OZEM [2025-11-26T21:04:29.910766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'. [2025-11-26T21:04:29.922096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZEM'. [2025-11-26T21:04:29.922455] [INFO ] [FORECASTER] Starting predict_future for OZEM [2025-11-26T21:04:29.923315] [DEBUG] [LOCAL ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt [2025-11-26T21:04:29.923388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:29.923433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:29.923473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:29.923539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:29.983015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:29.983943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:29.984079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:29.984146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:30.092784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:30.092988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:30.093043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:30.093078] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:30.096703] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=21.04%) [2025-11-26T21:04:30.097010] [INFO ] [FORECASTER] Completed predict_future for OZEM [2025-11-26T21:04:30.097172] [INFO ] [sig ] OZEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:30.241192] [INFO ] [LOCAL ] Saved forecast: OZEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OZEM.txt [2025-11-26T21:04:30.241329] [INFO ] [sig ] [2419/3599] Completed OZEM in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:30.241384] [INFO ] [sig ] [2420/3599] Forecasting OZK... [2025-11-26T21:04:30.241427] [INFO ] [sig ] Generating forecast for: OZK [2025-11-26T21:04:30.241468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'. [2025-11-26T21:04:30.252690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZK'. [2025-11-26T21:04:30.253018] [INFO ] [FORECASTER] Starting predict_future for OZK [2025-11-26T21:04:30.253881] [DEBUG] [LOCAL ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt [2025-11-26T21:04:30.253951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:30.253998] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:30.254038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:30.254105] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:30.311240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:30.311894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:30.311986] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:30.312032] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:30.436310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:30.436536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:30.436590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:30.436628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:30.440294] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=53.29%) [2025-11-26T21:04:30.440696] [INFO ] [FORECASTER] Completed predict_future for OZK [2025-11-26T21:04:30.440859] [INFO ] [sig ] OZK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:30.587859] [INFO ] [LOCAL ] Saved forecast: OZK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OZK.txt [2025-11-26T21:04:30.588056] [INFO ] [sig ] [2420/3599] Completed OZK in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:30.588115] [INFO ] [sig ] [2421/3599] Forecasting OZKAP... [2025-11-26T21:04:30.588156] [INFO ] [sig ] Generating forecast for: OZKAP [2025-11-26T21:04:30.588205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'. [2025-11-26T21:04:30.600439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'. [2025-11-26T21:04:30.600887] [INFO ] [FORECASTER] Starting predict_future for OZKAP [2025-11-26T21:04:30.601735] [DEBUG] [LOCAL ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt [2025-11-26T21:04:30.601803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:30.601866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:30.601908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:30.601977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:30.661074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:30.662023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:30.662126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:30.662172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:30.780039] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:30.780251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:30.780304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:30.780346] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:30.783804] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=97.00%) [2025-11-26T21:04:30.784130] [INFO ] [FORECASTER] Completed predict_future for OZKAP [2025-11-26T21:04:30.784282] [INFO ] [sig ] OZKAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:30.926034] [INFO ] [LOCAL ] Saved forecast: OZKAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OZKAP.txt [2025-11-26T21:04:30.926248] [INFO ] [sig ] [2421/3599] Completed OZKAP in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:30.926308] [INFO ] [sig ] [2422/3599] Forecasting PAA... [2025-11-26T21:04:30.926351] [INFO ] [sig ] Generating forecast for: PAA [2025-11-26T21:04:30.926392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'. [2025-11-26T21:04:30.938679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAA'. [2025-11-26T21:04:30.939156] [INFO ] [FORECASTER] Starting predict_future for PAA [2025-11-26T21:04:30.940019] [DEBUG] [LOCAL ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt [2025-11-26T21:04:30.940088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:30.940134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:30.940174] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:30.940243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:31.001772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:31.002736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:31.002835] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:31.002879] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:31.122349] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:31.122567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:31.122621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:31.122687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:31.126257] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=70.83%) [2025-11-26T21:04:31.126671] [INFO ] [FORECASTER] Completed predict_future for PAA [2025-11-26T21:04:31.126833] [INFO ] [sig ] PAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:31.274479] [INFO ] [LOCAL ] Saved forecast: PAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAA.txt [2025-11-26T21:04:31.274723] [INFO ] [sig ] [2422/3599] Completed PAA in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:31.274778] [INFO ] [sig ] [2423/3599] Forecasting PAAS... [2025-11-26T21:04:31.274821] [INFO ] [sig ] Generating forecast for: PAAS [2025-11-26T21:04:31.274860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-11-26T21:04:31.287098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAAS'. [2025-11-26T21:04:31.287575] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-11-26T21:04:31.288434] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-11-26T21:04:31.288505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:31.288550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:31.288591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:31.288676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:31.346236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:31.347167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:31.347276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:31.347321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:31.472504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:31.472729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:31.472786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:31.472827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:31.476301] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=94.52%) [2025-11-26T21:04:31.476600] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-11-26T21:04:31.476770] [INFO ] [sig ] PAAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:31.616494] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAAS.txt [2025-11-26T21:04:31.616711] [INFO ] [sig ] [2423/3599] Completed PAAS in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:31.616801] [INFO ] [sig ] [2424/3599] Forecasting PAC... [2025-11-26T21:04:31.616851] [INFO ] [sig ] Generating forecast for: PAC [2025-11-26T21:04:31.616893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-11-26T21:04:31.628838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAC'. [2025-11-26T21:04:31.629313] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-11-26T21:04:31.630238] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-11-26T21:04:31.630314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:31.630361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:31.630401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:31.630471] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:31.690344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:31.691237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:31.691341] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:31.691389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:31.814724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:31.815052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:31.815106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:31.815148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:31.818739] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=78.69%) [2025-11-26T21:04:31.819035] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-11-26T21:04:31.819179] [INFO ] [sig ] PAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:31.959988] [INFO ] [LOCAL ] Saved forecast: PAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAC.txt [2025-11-26T21:04:31.960175] [INFO ] [sig ] [2424/3599] Completed PAC in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:31.960233] [INFO ] [sig ] [2425/3599] Forecasting PACB... [2025-11-26T21:04:31.960291] [INFO ] [sig ] Generating forecast for: PACB [2025-11-26T21:04:31.960337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'. [2025-11-26T21:04:31.973603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACB'. [2025-11-26T21:04:31.974033] [INFO ] [FORECASTER] Starting predict_future for PACB [2025-11-26T21:04:31.974904] [DEBUG] [LOCAL ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt [2025-11-26T21:04:31.974973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:31.975029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:31.975080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:31.975151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:32.031656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:32.032295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:32.032392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:32.032437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:32.149999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:32.150143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:32.150193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:32.150232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:32.153486] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-11-26T21:04:32.153812] [INFO ] [FORECASTER] Completed predict_future for PACB [2025-11-26T21:04:32.153970] [INFO ] [sig ] PACB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:32.292510] [INFO ] [LOCAL ] Saved forecast: PACB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PACB.txt [2025-11-26T21:04:32.292664] [INFO ] [sig ] [2425/3599] Completed PACB in 0.3s | 2.90 sym/s | Total: 13.9m | ETA: 6.8m [2025-11-26T21:04:32.292728] [INFO ] [sig ] [2426/3599] Forecasting PACK... [2025-11-26T21:04:32.292763] [INFO ] [sig ] Generating forecast for: PACK [2025-11-26T21:04:32.292802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-11-26T21:04:32.303655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACK'. [2025-11-26T21:04:32.303982] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-11-26T21:04:32.304826] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-11-26T21:04:32.304894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:32.304940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:32.304992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:32.305128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:32.362282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:32.362945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:32.363037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:32.363078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:32.483042] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:32.483205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:32.483262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:32.483300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:32.486626] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-11-26T21:04:32.486946] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-11-26T21:04:32.487089] [INFO ] [sig ] PACK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:32.626761] [INFO ] [LOCAL ] Saved forecast: PACK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PACK.txt [2025-11-26T21:04:32.626898] [INFO ] [sig ] [2426/3599] Completed PACK in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:32.626952] [INFO ] [sig ] [2427/3599] Forecasting PAGP... [2025-11-26T21:04:32.626998] [INFO ] [sig ] Generating forecast for: PAGP [2025-11-26T21:04:32.627038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'. [2025-11-26T21:04:32.638216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGP'. [2025-11-26T21:04:32.638549] [INFO ] [FORECASTER] Starting predict_future for PAGP [2025-11-26T21:04:32.639399] [DEBUG] [LOCAL ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt [2025-11-26T21:04:32.639469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:32.639524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:32.639574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:32.639673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:32.697139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:32.697813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:32.697908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:32.697949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:32.817820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:32.818015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:32.818068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:32.818110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:32.821507] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=32.77%) [2025-11-26T21:04:32.821823] [INFO ] [FORECASTER] Completed predict_future for PAGP [2025-11-26T21:04:32.821970] [INFO ] [sig ] PAGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:32.961994] [INFO ] [LOCAL ] Saved forecast: PAGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAGP.txt [2025-11-26T21:04:32.962171] [INFO ] [sig ] [2427/3599] Completed PAGP in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:32.962226] [INFO ] [sig ] [2428/3599] Forecasting PAGS... [2025-11-26T21:04:32.962269] [INFO ] [sig ] Generating forecast for: PAGS [2025-11-26T21:04:32.962309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-11-26T21:04:32.973607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGS'. [2025-11-26T21:04:32.973977] [INFO ] [FORECASTER] Starting predict_future for PAGS [2025-11-26T21:04:32.974809] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-11-26T21:04:32.974877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:32.974921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:32.974960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:32.975027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:33.031412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:33.032062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:33.032156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:33.032203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:33.150871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:33.151027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:33.151077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:33.151140] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:33.154459] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=27.71%) [2025-11-26T21:04:33.154768] [INFO ] [FORECASTER] Completed predict_future for PAGS [2025-11-26T21:04:33.154936] [INFO ] [sig ] PAGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:33.295116] [INFO ] [LOCAL ] Saved forecast: PAGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAGS.txt [2025-11-26T21:04:33.295272] [INFO ] [sig ] [2428/3599] Completed PAGS in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:33.295335] [INFO ] [sig ] [2429/3599] Forecasting PAHC... [2025-11-26T21:04:33.295382] [INFO ] [sig ] Generating forecast for: PAHC [2025-11-26T21:04:33.295423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'. [2025-11-26T21:04:33.306617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAHC'. [2025-11-26T21:04:33.306959] [INFO ] [FORECASTER] Starting predict_future for PAHC [2025-11-26T21:04:33.307836] [DEBUG] [LOCAL ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt [2025-11-26T21:04:33.307904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:33.307949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:33.307989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:33.308056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:33.366246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:33.366930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:33.367027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:33.367069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:33.486813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:33.486999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:33.487055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:33.487097] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:33.490662] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=77.30%) [2025-11-26T21:04:33.490983] [INFO ] [FORECASTER] Completed predict_future for PAHC [2025-11-26T21:04:33.491129] [INFO ] [sig ] PAHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:33.631773] [INFO ] [LOCAL ] Saved forecast: PAHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAHC.txt [2025-11-26T21:04:33.631914] [INFO ] [sig ] [2429/3599] Completed PAHC in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:33.631970] [INFO ] [sig ] [2430/3599] Forecasting PAL... [2025-11-26T21:04:33.632018] [INFO ] [sig ] Generating forecast for: PAL [2025-11-26T21:04:33.632062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'. [2025-11-26T21:04:33.643070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAL'. [2025-11-26T21:04:33.643374] [INFO ] [FORECASTER] Starting predict_future for PAL [2025-11-26T21:04:33.644209] [DEBUG] [LOCAL ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt [2025-11-26T21:04:33.644288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:33.644344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:33.644395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:33.644474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:33.702040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:33.702827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:33.702923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:33.702992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:33.819026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:33.819196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:33.819257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:33.819296] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:33.822659] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-11-26T21:04:33.822959] [INFO ] [FORECASTER] Completed predict_future for PAL [2025-11-26T21:04:33.823110] [INFO ] [sig ] PAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:33.964738] [INFO ] [LOCAL ] Saved forecast: PAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAL.txt [2025-11-26T21:04:33.964891] [INFO ] [sig ] [2430/3599] Completed PAL in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:33.964945] [INFO ] [sig ] [2431/3599] Forecasting PAM... [2025-11-26T21:04:33.964986] [INFO ] [sig ] Generating forecast for: PAM [2025-11-26T21:04:33.965027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-11-26T21:04:33.976629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAM'. [2025-11-26T21:04:33.977093] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-11-26T21:04:33.978009] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-11-26T21:04:33.978080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:33.978135] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:33.978184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:33.978254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:34.035579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:34.036446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:34.036547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:34.036602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:34.154242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:34.154389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:34.154446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:34.154495] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:34.157834] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=73.51%) [2025-11-26T21:04:34.158138] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-11-26T21:04:34.158290] [INFO ] [sig ] PAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:34.297411] [INFO ] [LOCAL ] Saved forecast: PAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAM.txt [2025-11-26T21:04:34.297567] [INFO ] [sig ] [2431/3599] Completed PAM in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:34.297620] [INFO ] [sig ] [2432/3599] Forecasting PANL... [2025-11-26T21:04:34.297676] [INFO ] [sig ] Generating forecast for: PANL [2025-11-26T21:04:34.297770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'. [2025-11-26T21:04:34.309078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PANL'. [2025-11-26T21:04:34.309403] [INFO ] [FORECASTER] Starting predict_future for PANL [2025-11-26T21:04:34.310233] [DEBUG] [LOCAL ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt [2025-11-26T21:04:34.310301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:34.310352] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:34.310420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:34.310541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:34.368219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:34.368870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:34.368964] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:34.369011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:34.487243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:34.487411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:34.487462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:34.487520] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:34.490958] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-11-26T21:04:34.491269] [INFO ] [FORECASTER] Completed predict_future for PANL [2025-11-26T21:04:34.491412] [INFO ] [sig ] PANL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:34.629911] [INFO ] [LOCAL ] Saved forecast: PANL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PANL.txt [2025-11-26T21:04:34.630038] [INFO ] [sig ] [2432/3599] Completed PANL in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:34.630093] [INFO ] [sig ] [2433/3599] Forecasting PASG... [2025-11-26T21:04:34.630135] [INFO ] [sig ] Generating forecast for: PASG [2025-11-26T21:04:34.630175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'. [2025-11-26T21:04:34.641840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PASG'. [2025-11-26T21:04:34.642138] [INFO ] [FORECASTER] Starting predict_future for PASG [2025-11-26T21:04:34.643012] [DEBUG] [LOCAL ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt [2025-11-26T21:04:34.643080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:34.643125] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:34.643163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:34.643250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:34.702926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:34.703622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:34.703744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:34.703791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:34.820384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:34.820517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:34.820564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:34.820606] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:34.823878] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=24.51%) [2025-11-26T21:04:34.824172] [INFO ] [FORECASTER] Completed predict_future for PASG [2025-11-26T21:04:34.824323] [INFO ] [sig ] PASG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:34.964030] [INFO ] [LOCAL ] Saved forecast: PASG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PASG.txt [2025-11-26T21:04:34.964159] [INFO ] [sig ] [2433/3599] Completed PASG in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:34.964211] [INFO ] [sig ] [2434/3599] Forecasting PATH... [2025-11-26T21:04:34.964259] [INFO ] [sig ] Generating forecast for: PATH [2025-11-26T21:04:34.964298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-11-26T21:04:34.976908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATH'. [2025-11-26T21:04:34.977212] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-11-26T21:04:34.978114] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-11-26T21:04:34.978185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:34.978230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:34.978269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:34.978341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:35.035174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:35.035821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:35.035913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:35.035958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:35.156521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:35.156679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:35.156732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:35.156773] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:35.160146] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=2.54%) [2025-11-26T21:04:35.160446] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-11-26T21:04:35.160589] [INFO ] [sig ] PATH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:35.300327] [INFO ] [LOCAL ] Saved forecast: PATH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PATH.txt [2025-11-26T21:04:35.300468] [INFO ] [sig ] [2434/3599] Completed PATH in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:35.300522] [INFO ] [sig ] [2435/3599] Forecasting PATK... [2025-11-26T21:04:35.300561] [INFO ] [sig ] Generating forecast for: PATK [2025-11-26T21:04:35.300606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'. [2025-11-26T21:04:35.311588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATK'. [2025-11-26T21:04:35.311905] [INFO ] [FORECASTER] Starting predict_future for PATK [2025-11-26T21:04:35.312734] [DEBUG] [LOCAL ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt [2025-11-26T21:04:35.312802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:35.312847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:35.312886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:35.312952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:35.370656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:35.371296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:35.371391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:35.371441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:35.485881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:35.486022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:35.486071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:35.486109] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:35.489412] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: UP (p=95.77%) [2025-11-26T21:04:35.489724] [INFO ] [FORECASTER] Completed predict_future for PATK [2025-11-26T21:04:35.489882] [INFO ] [sig ] PATK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:35.633145] [INFO ] [LOCAL ] Saved forecast: PATK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PATK.txt [2025-11-26T21:04:35.633290] [INFO ] [sig ] [2435/3599] Completed PATK in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:35.633344] [INFO ] [sig ] [2436/3599] Forecasting PAX... [2025-11-26T21:04:35.633384] [INFO ] [sig ] Generating forecast for: PAX [2025-11-26T21:04:35.633448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'. [2025-11-26T21:04:35.644415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAX'. [2025-11-26T21:04:35.644736] [INFO ] [FORECASTER] Starting predict_future for PAX [2025-11-26T21:04:35.645594] [DEBUG] [LOCAL ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt [2025-11-26T21:04:35.645684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:35.645731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:35.645774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:35.645843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:35.703524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:35.704164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:35.704257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:35.704302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:35.823912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:35.824053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:35.824102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:35.824142] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:35.827390] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=80.84%) [2025-11-26T21:04:35.827715] [INFO ] [FORECASTER] Completed predict_future for PAX [2025-11-26T21:04:35.827880] [INFO ] [sig ] PAX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:35.968615] [INFO ] [LOCAL ] Saved forecast: PAX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAX.txt [2025-11-26T21:04:35.968796] [INFO ] [sig ] [2436/3599] Completed PAX in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:35.968849] [INFO ] [sig ] [2437/3599] Forecasting PAXS... [2025-11-26T21:04:35.968889] [INFO ] [sig ] Generating forecast for: PAXS [2025-11-26T21:04:35.968925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-11-26T21:04:35.980121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAXS'. [2025-11-26T21:04:35.980430] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-11-26T21:04:35.981279] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-11-26T21:04:35.981347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:35.981397] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:35.981437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:35.981503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:36.038253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:36.038912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:36.039005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:36.039045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:36.155415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:36.155545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:36.155592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:36.155634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:36.158889] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=89.33%) [2025-11-26T21:04:36.159179] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-11-26T21:04:36.159322] [INFO ] [sig ] PAXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:36.304887] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAXS.txt [2025-11-26T21:04:36.305097] [INFO ] [sig ] [2437/3599] Completed PAXS in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:36.305154] [INFO ] [sig ] [2438/3599] Forecasting PAY... [2025-11-26T21:04:36.305194] [INFO ] [sig ] Generating forecast for: PAY [2025-11-26T21:04:36.305233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-11-26T21:04:36.317228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAY'. [2025-11-26T21:04:36.317579] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-11-26T21:04:36.318445] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-11-26T21:04:36.318529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:36.318575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:36.318614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:36.318704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:36.376991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:36.377637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:36.377756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:36.377809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:36.498099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:36.498249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:36.498298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:36.498340] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:36.501691] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=48.57%) [2025-11-26T21:04:36.501987] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-11-26T21:04:36.502129] [INFO ] [sig ] PAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:36.641411] [INFO ] [LOCAL ] Saved forecast: PAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAY.txt [2025-11-26T21:04:36.641560] [INFO ] [sig ] [2438/3599] Completed PAY in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:36.641613] [INFO ] [sig ] [2439/3599] Forecasting PAYC... [2025-11-26T21:04:36.641672] [INFO ] [sig ] Generating forecast for: PAYC [2025-11-26T21:04:36.641714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-11-26T21:04:36.653043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYC'. [2025-11-26T21:04:36.653352] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-11-26T21:04:36.654185] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-11-26T21:04:36.654254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:36.654300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:36.654340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:36.654407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:36.711588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:36.712461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:36.712558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:36.712605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:36.832197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:36.832368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:36.832428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:36.832462] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:36.835888] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=96.75%) [2025-11-26T21:04:36.836186] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-11-26T21:04:36.836328] [INFO ] [sig ] PAYC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:36.976213] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAYC.txt [2025-11-26T21:04:36.976369] [INFO ] [sig ] [2439/3599] Completed PAYC in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:36.976428] [INFO ] [sig ] [2440/3599] Forecasting PAYO... [2025-11-26T21:04:36.976468] [INFO ] [sig ] Generating forecast for: PAYO [2025-11-26T21:04:36.976507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'. [2025-11-26T21:04:36.987702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYO'. [2025-11-26T21:04:36.988027] [INFO ] [FORECASTER] Starting predict_future for PAYO [2025-11-26T21:04:36.988877] [DEBUG] [LOCAL ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt [2025-11-26T21:04:36.988945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:36.988989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:36.989029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:36.989153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:37.046371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:37.047319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:37.047424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:37.047481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:37.172964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:37.173165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:37.173225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:37.173269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:37.176731] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-11-26T21:04:37.177070] [INFO ] [FORECASTER] Completed predict_future for PAYO [2025-11-26T21:04:37.177238] [INFO ] [sig ] PAYO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:37.322328] [INFO ] [LOCAL ] Saved forecast: PAYO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAYO.txt [2025-11-26T21:04:37.322522] [INFO ] [sig ] [2440/3599] Completed PAYO in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:37.322578] [INFO ] [sig ] [2441/3599] Forecasting PAYS... [2025-11-26T21:04:37.322621] [INFO ] [sig ] Generating forecast for: PAYS [2025-11-26T21:04:37.322737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'. [2025-11-26T21:04:37.335241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYS'. [2025-11-26T21:04:37.335707] [INFO ] [FORECASTER] Starting predict_future for PAYS [2025-11-26T21:04:37.336554] [DEBUG] [LOCAL ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt [2025-11-26T21:04:37.336627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:37.336802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:37.336850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:37.336920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:37.397220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:37.398242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:37.398349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:37.398399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:37.517197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:37.517415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:37.517469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:37.517529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:37.521077] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=21.61%) [2025-11-26T21:04:37.521403] [INFO ] [FORECASTER] Completed predict_future for PAYS [2025-11-26T21:04:37.521562] [INFO ] [sig ] PAYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:37.664253] [INFO ] [LOCAL ] Saved forecast: PAYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAYS.txt [2025-11-26T21:04:37.664532] [INFO ] [sig ] [2441/3599] Completed PAYS in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:37.664591] [INFO ] [sig ] [2442/3599] Forecasting PAYX... [2025-11-26T21:04:37.664626] [INFO ] [sig ] Generating forecast for: PAYX [2025-11-26T21:04:37.664688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'. [2025-11-26T21:04:37.679208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYX'. [2025-11-26T21:04:37.679790] [INFO ] [FORECASTER] Starting predict_future for PAYX [2025-11-26T21:04:37.680808] [DEBUG] [LOCAL ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt [2025-11-26T21:04:37.680883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:37.680933] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:37.680975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:37.681048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:37.742004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:37.743287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:37.743417] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:37.743468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:37.869277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:37.869474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:37.869529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:37.869571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:37.873091] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=68.51%) [2025-11-26T21:04:37.873396] [INFO ] [FORECASTER] Completed predict_future for PAYX [2025-11-26T21:04:37.873574] [INFO ] [sig ] PAYX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:38.014567] [INFO ] [LOCAL ] Saved forecast: PAYX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAYX.txt [2025-11-26T21:04:38.014799] [INFO ] [sig ] [2442/3599] Completed PAYX in 0.4s | 2.90 sym/s | Total: 14.0m | ETA: 6.7m [2025-11-26T21:04:38.014856] [INFO ] [sig ] [2443/3599] Forecasting PB... [2025-11-26T21:04:38.014911] [INFO ] [sig ] Generating forecast for: PB [2025-11-26T21:04:38.014953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-11-26T21:04:38.026333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PB'. [2025-11-26T21:04:38.026720] [INFO ] [FORECASTER] Starting predict_future for PB [2025-11-26T21:04:38.027611] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-11-26T21:04:38.027707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:38.027763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:38.027831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:38.027992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:38.085004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:38.085897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:38.086000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:38.086041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:38.208538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:38.208760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:38.208816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:38.208857] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:38.212524] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=94.02%) [2025-11-26T21:04:38.212874] [INFO ] [FORECASTER] Completed predict_future for PB [2025-11-26T21:04:38.213028] [INFO ] [sig ] PB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:38.355220] [INFO ] [LOCAL ] Saved forecast: PB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PB.txt [2025-11-26T21:04:38.355381] [INFO ] [sig ] [2443/3599] Completed PB in 0.3s | 2.90 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:04:38.355445] [INFO ] [sig ] [2444/3599] Forecasting PBA... [2025-11-26T21:04:38.355495] [INFO ] [sig ] Generating forecast for: PBA [2025-11-26T21:04:38.355547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-11-26T21:04:38.367814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBA'. [2025-11-26T21:04:38.368261] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-11-26T21:04:38.369164] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-11-26T21:04:38.369244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:38.369307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:38.369365] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:38.369456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:38.429286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:38.430326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:38.430447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:38.430510] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:38.551301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:38.551531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:38.551602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:38.551680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:38.555227] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=47.88%) [2025-11-26T21:04:38.555552] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-11-26T21:04:38.555756] [INFO ] [sig ] PBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:38.699475] [INFO ] [LOCAL ] Saved forecast: PBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBA.txt [2025-11-26T21:04:38.699721] [INFO ] [sig ] [2444/3599] Completed PBA in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:38.699796] [INFO ] [sig ] [2445/3599] Forecasting PBF... [2025-11-26T21:04:38.699857] [INFO ] [sig ] Generating forecast for: PBF [2025-11-26T21:04:38.699918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-11-26T21:04:38.712101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBF'. [2025-11-26T21:04:38.712509] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-11-26T21:04:38.713359] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-11-26T21:04:38.713428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:38.713503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:38.713553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:38.713631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:38.769884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:38.770775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:38.770875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:38.770934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:38.893182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:38.893384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:38.893436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:38.893507] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:38.897047] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=16.31%) [2025-11-26T21:04:38.897356] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-11-26T21:04:38.897533] [INFO ] [sig ] PBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:39.039936] [INFO ] [LOCAL ] Saved forecast: PBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBF.txt [2025-11-26T21:04:39.040122] [INFO ] [sig ] [2445/3599] Completed PBF in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:39.040176] [INFO ] [sig ] [2446/3599] Forecasting PBFS... [2025-11-26T21:04:39.040222] [INFO ] [sig ] Generating forecast for: PBFS [2025-11-26T21:04:39.040279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'. [2025-11-26T21:04:39.053765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBFS'. [2025-11-26T21:04:39.054246] [INFO ] [FORECASTER] Starting predict_future for PBFS [2025-11-26T21:04:39.055127] [DEBUG] [LOCAL ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt [2025-11-26T21:04:39.055208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:39.055271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:39.055329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:39.055424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:39.113948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:39.114870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:39.114980] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:39.115041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:39.222309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:39.222507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:39.222576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:39.222635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:39.226230] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=9.85%) [2025-11-26T21:04:39.226559] [INFO ] [FORECASTER] Completed predict_future for PBFS [2025-11-26T21:04:39.226761] [INFO ] [sig ] PBFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:39.370408] [INFO ] [LOCAL ] Saved forecast: PBFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBFS.txt [2025-11-26T21:04:39.370619] [INFO ] [sig ] [2446/3599] Completed PBFS in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:39.370708] [INFO ] [sig ] [2447/3599] Forecasting PBH... [2025-11-26T21:04:39.370768] [INFO ] [sig ] Generating forecast for: PBH [2025-11-26T21:04:39.370827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-11-26T21:04:39.382823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBH'. [2025-11-26T21:04:39.383283] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-11-26T21:04:39.384182] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-11-26T21:04:39.384262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:39.384320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:39.384372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:39.384466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:39.444366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:39.445356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:39.445471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:39.445521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:39.568596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:39.568814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:39.568871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:39.568915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:39.572659] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=22.23%) [2025-11-26T21:04:39.572982] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-11-26T21:04:39.573136] [INFO ] [sig ] PBH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:39.719060] [INFO ] [LOCAL ] Saved forecast: PBH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBH.txt [2025-11-26T21:04:39.719225] [INFO ] [sig ] [2447/3599] Completed PBH in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:39.719281] [INFO ] [sig ] [2448/3599] Forecasting PBI... [2025-11-26T21:04:39.719319] [INFO ] [sig ] Generating forecast for: PBI [2025-11-26T21:04:39.719361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-11-26T21:04:39.730740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBI'. [2025-11-26T21:04:39.731080] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-11-26T21:04:39.731926] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-11-26T21:04:39.731996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:39.732042] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:39.732081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:39.732151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:39.789223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:39.789898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:39.789992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:39.790040] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:39.906294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:39.906495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:39.906557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:39.906602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:39.910025] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=37.77%) [2025-11-26T21:04:39.910321] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-11-26T21:04:39.910481] [INFO ] [sig ] PBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:40.056244] [INFO ] [LOCAL ] Saved forecast: PBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBI.txt [2025-11-26T21:04:40.056449] [INFO ] [sig ] [2448/3599] Completed PBI in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:40.056520] [INFO ] [sig ] [2449/3599] Forecasting PBM... [2025-11-26T21:04:40.056567] [INFO ] [sig ] Generating forecast for: PBM [2025-11-26T21:04:40.056611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'. [2025-11-26T21:04:40.069193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBM'. [2025-11-26T21:04:40.069707] [INFO ] [FORECASTER] Starting predict_future for PBM [2025-11-26T21:04:40.070699] [DEBUG] [LOCAL ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt [2025-11-26T21:04:40.070778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:40.070848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:40.070913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:40.071027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:40.135179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:40.136094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:40.136191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:40.136239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:40.261799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:40.262017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:40.262069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:40.262111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:40.265725] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=74.54%) [2025-11-26T21:04:40.266066] [INFO ] [FORECASTER] Completed predict_future for PBM [2025-11-26T21:04:40.266224] [INFO ] [sig ] PBM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:40.409142] [INFO ] [LOCAL ] Saved forecast: PBM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PBM.txt [2025-11-26T21:04:40.409310] [INFO ] [sig ] [2449/3599] Completed PBM in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:40.409367] [INFO ] [sig ] [2450/3599] Forecasting PBYI... [2025-11-26T21:04:40.409409] [INFO ] [sig ] Generating forecast for: PBYI [2025-11-26T21:04:40.409449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'. [2025-11-26T21:04:40.420704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBYI'. [2025-11-26T21:04:40.421026] [INFO ] [FORECASTER] Starting predict_future for PBYI [2025-11-26T21:04:40.421856] [DEBUG] [LOCAL ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt [2025-11-26T21:04:40.421925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:40.421973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:40.422029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:40.422108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:40.481429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:40.482225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:40.482340] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:40.482402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:40.605523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:40.605731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:40.605785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:40.605827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:40.609395] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=84.84%) [2025-11-26T21:04:40.609742] [INFO ] [FORECASTER] Completed predict_future for PBYI [2025-11-26T21:04:40.609911] [INFO ] [sig ] PBYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:40.751402] [INFO ] [LOCAL ] Saved forecast: PBYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PBYI.txt [2025-11-26T21:04:40.751569] [INFO ] [sig ] [2450/3599] Completed PBYI in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:40.751626] [INFO ] [sig ] [2451/3599] Forecasting PCB... [2025-11-26T21:04:40.751688] [INFO ] [sig ] Generating forecast for: PCB [2025-11-26T21:04:40.751732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'. [2025-11-26T21:04:40.763500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCB'. [2025-11-26T21:04:40.763891] [INFO ] [FORECASTER] Starting predict_future for PCB [2025-11-26T21:04:40.764893] [DEBUG] [LOCAL ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt [2025-11-26T21:04:40.764966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:40.765013] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:40.765055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:40.765126] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:40.824503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:40.825397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:40.825504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:40.825560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:40.940255] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:40.940442] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:04:40.940493] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:40.940536] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:40.943921] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-11-26T21:04:40.944216] [INFO ] [FORECASTER] Completed predict_future for PCB [2025-11-26T21:04:40.944359] [INFO ] [sig ] PCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:41.093665] [INFO ] [LOCAL ] Saved forecast: PCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCB.txt [2025-11-26T21:04:41.093844] [INFO ] [sig ] [2451/3599] Completed PCB in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:41.093901] [INFO ] [sig ] [2452/3599] Forecasting PCF... [2025-11-26T21:04:41.093948] [INFO ] [sig ] Generating forecast for: PCF [2025-11-26T21:04:41.093992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-11-26T21:04:41.105321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCF'. [2025-11-26T21:04:41.105698] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-11-26T21:04:41.106548] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-11-26T21:04:41.106623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:41.106696] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:41.106739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:41.106811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:41.165334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:41.166290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:41.166396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:41.166445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:41.284117] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:41.284324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:41.284381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:41.284450] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:41.288027] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-11-26T21:04:41.288370] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-11-26T21:04:41.288532] [INFO ] [sig ] PCF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:41.430922] [INFO ] [LOCAL ] Saved forecast: PCF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCF.txt [2025-11-26T21:04:41.431081] [INFO ] [sig ] [2452/3599] Completed PCF in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:41.431138] [INFO ] [sig ] [2453/3599] Forecasting PCG... [2025-11-26T21:04:41.431182] [INFO ] [sig ] Generating forecast for: PCG [2025-11-26T21:04:41.431223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'. [2025-11-26T21:04:41.443204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCG'. [2025-11-26T21:04:41.443534] [INFO ] [FORECASTER] Starting predict_future for PCG [2025-11-26T21:04:41.444375] [DEBUG] [LOCAL ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt [2025-11-26T21:04:41.444446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:41.444494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:41.444535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:41.444604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:41.503957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:41.504815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:41.504916] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:41.504965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:41.629574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:41.629777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:41.629829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:41.629867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:41.633374] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=96.67%) [2025-11-26T21:04:41.633687] [INFO ] [FORECASTER] Completed predict_future for PCG [2025-11-26T21:04:41.633833] [INFO ] [sig ] PCG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:41.783254] [INFO ] [LOCAL ] Saved forecast: PCG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCG.txt [2025-11-26T21:04:41.783421] [INFO ] [sig ] [2453/3599] Completed PCG in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:41.783477] [INFO ] [sig ] [2454/3599] Forecasting PCH... [2025-11-26T21:04:41.783524] [INFO ] [sig ] Generating forecast for: PCH [2025-11-26T21:04:41.783564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'. [2025-11-26T21:04:41.795165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCH'. [2025-11-26T21:04:41.795536] [INFO ] [FORECASTER] Starting predict_future for PCH [2025-11-26T21:04:41.796383] [DEBUG] [LOCAL ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt [2025-11-26T21:04:41.796460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:41.796514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:41.796563] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:41.796638] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:41.859101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:41.860080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:41.860211] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:41.860259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:41.981559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:41.981775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:41.981829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:41.981870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:41.985318] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=54.53%) [2025-11-26T21:04:41.985656] [INFO ] [FORECASTER] Completed predict_future for PCH [2025-11-26T21:04:41.985804] [INFO ] [sig ] PCH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:42.127342] [INFO ] [LOCAL ] Saved forecast: PCH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCH.txt [2025-11-26T21:04:42.127516] [INFO ] [sig ] [2454/3599] Completed PCH in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:42.127577] [INFO ] [sig ] [2455/3599] Forecasting PCM... [2025-11-26T21:04:42.127623] [INFO ] [sig ] Generating forecast for: PCM [2025-11-26T21:04:42.127692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-11-26T21:04:42.139204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCM'. [2025-11-26T21:04:42.139513] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-11-26T21:04:42.140353] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-11-26T21:04:42.140423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:42.140468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:42.140508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:42.140576] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:42.199698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:42.200409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:42.200505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:42.200553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:42.322454] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:42.322665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:42.322723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:42.322766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:42.326233] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=7.62%) [2025-11-26T21:04:42.326529] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-11-26T21:04:42.326696] [INFO ] [sig ] PCM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:42.472898] [INFO ] [LOCAL ] Saved forecast: PCM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCM.txt [2025-11-26T21:04:42.473116] [INFO ] [sig ] [2455/3599] Completed PCM in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:42.473169] [INFO ] [sig ] [2456/3599] Forecasting PCN... [2025-11-26T21:04:42.473211] [INFO ] [sig ] Generating forecast for: PCN [2025-11-26T21:04:42.473253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-11-26T21:04:42.485192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCN'. [2025-11-26T21:04:42.485679] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-11-26T21:04:42.486531] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-11-26T21:04:42.486602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:42.486680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:42.486743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:42.486814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:42.546666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:42.547534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:42.547633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:42.547702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:42.670972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:42.671171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:42.671241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:42.671287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:42.674929] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=75.68%) [2025-11-26T21:04:42.675226] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-11-26T21:04:42.675374] [INFO ] [sig ] PCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:42.815171] [INFO ] [LOCAL ] Saved forecast: PCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCN.txt [2025-11-26T21:04:42.815329] [INFO ] [sig ] [2456/3599] Completed PCN in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:42.815382] [INFO ] [sig ] [2457/3599] Forecasting PCQ... [2025-11-26T21:04:42.815425] [INFO ] [sig ] Generating forecast for: PCQ [2025-11-26T21:04:42.815466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-11-26T21:04:42.826973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCQ'. [2025-11-26T21:04:42.827332] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-11-26T21:04:42.828210] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-11-26T21:04:42.828282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:42.828329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:42.828370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:42.828438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:42.885579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:42.886409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:42.886511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:42.886565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:43.013336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:43.013546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:43.013601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:43.013666] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:43.017078] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=27.60%) [2025-11-26T21:04:43.017375] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-11-26T21:04:43.017539] [INFO ] [sig ] PCQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:43.157572] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCQ.txt [2025-11-26T21:04:43.157761] [INFO ] [sig ] [2457/3599] Completed PCQ in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:43.157817] [INFO ] [sig ] [2458/3599] Forecasting PCRX... [2025-11-26T21:04:43.157855] [INFO ] [sig ] Generating forecast for: PCRX [2025-11-26T21:04:43.157897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'. [2025-11-26T21:04:43.170121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCRX'. [2025-11-26T21:04:43.170534] [INFO ] [FORECASTER] Starting predict_future for PCRX [2025-11-26T21:04:43.171428] [DEBUG] [LOCAL ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt [2025-11-26T21:04:43.171501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:43.171548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:43.171607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:43.171705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:43.229901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:43.230874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:43.230984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:43.231032] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:43.352982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:43.353174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:43.353227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:43.353269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:43.356752] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=35.64%) [2025-11-26T21:04:43.357049] [INFO ] [FORECASTER] Completed predict_future for PCRX [2025-11-26T21:04:43.357198] [INFO ] [sig ] PCRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:43.504486] [INFO ] [LOCAL ] Saved forecast: PCRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCRX.txt [2025-11-26T21:04:43.504715] [INFO ] [sig ] [2458/3599] Completed PCRX in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:43.504773] [INFO ] [sig ] [2459/3599] Forecasting PCTY... [2025-11-26T21:04:43.504817] [INFO ] [sig ] Generating forecast for: PCTY [2025-11-26T21:04:43.504858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'. [2025-11-26T21:04:43.517157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCTY'. [2025-11-26T21:04:43.517536] [INFO ] [FORECASTER] Starting predict_future for PCTY [2025-11-26T21:04:43.518392] [DEBUG] [LOCAL ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt [2025-11-26T21:04:43.518462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:43.518508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:43.518549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:43.518619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:43.590934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:43.591893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:43.592000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:43.592047] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:43.712862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:43.713052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:43.713104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:43.713143] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:43.716533] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=64.31%) [2025-11-26T21:04:43.716850] [INFO ] [FORECASTER] Completed predict_future for PCTY [2025-11-26T21:04:43.716999] [INFO ] [sig ] PCTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:43.858756] [INFO ] [LOCAL ] Saved forecast: PCTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCTY.txt [2025-11-26T21:04:43.858948] [INFO ] [sig ] [2459/3599] Completed PCTY in 0.4s | 2.90 sym/s | Total: 14.1m | ETA: 6.6m [2025-11-26T21:04:43.859005] [INFO ] [sig ] [2460/3599] Forecasting PCVX... [2025-11-26T21:04:43.859047] [INFO ] [sig ] Generating forecast for: PCVX [2025-11-26T21:04:43.859096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'. [2025-11-26T21:04:43.870366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCVX'. [2025-11-26T21:04:43.870715] [INFO ] [FORECASTER] Starting predict_future for PCVX [2025-11-26T21:04:43.871531] [DEBUG] [LOCAL ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt [2025-11-26T21:04:43.871599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:43.871664] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:43.871707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:43.871775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:43.931075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:43.932014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:43.932138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:43.932192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:44.053979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:44.054196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:44.054250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:44.054289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:44.057891] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=50.59%) [2025-11-26T21:04:44.058259] [INFO ] [FORECASTER] Completed predict_future for PCVX [2025-11-26T21:04:44.058420] [INFO ] [sig ] PCVX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:44.203394] [INFO ] [LOCAL ] Saved forecast: PCVX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCVX.txt [2025-11-26T21:04:44.203587] [INFO ] [sig ] [2460/3599] Completed PCVX in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:04:44.203665] [INFO ] [sig ] [2461/3599] Forecasting PCYO... [2025-11-26T21:04:44.203711] [INFO ] [sig ] Generating forecast for: PCYO [2025-11-26T21:04:44.203752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'. [2025-11-26T21:04:44.215299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCYO'. [2025-11-26T21:04:44.215754] [INFO ] [FORECASTER] Starting predict_future for PCYO [2025-11-26T21:04:44.216579] [DEBUG] [LOCAL ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt [2025-11-26T21:04:44.216674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:44.216721] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:44.216762] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:44.216829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:44.274268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:44.275208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:44.275309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:44.275356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:44.399152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:44.399362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:44.399418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:44.399461] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:44.403252] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-11-26T21:04:44.403598] [INFO ] [FORECASTER] Completed predict_future for PCYO [2025-11-26T21:04:44.403820] [INFO ] [sig ] PCYO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:44.550054] [INFO ] [LOCAL ] Saved forecast: PCYO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCYO.txt [2025-11-26T21:04:44.550271] [INFO ] [sig ] [2461/3599] Completed PCYO in 0.3s | 2.90 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:04:44.550329] [INFO ] [sig ] [2462/3599] Forecasting PD... [2025-11-26T21:04:44.550371] [INFO ] [sig ] Generating forecast for: PD [2025-11-26T21:04:44.550413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-11-26T21:04:44.562013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PD'. [2025-11-26T21:04:44.562446] [INFO ] [FORECASTER] Starting predict_future for PD [2025-11-26T21:04:44.563290] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-11-26T21:04:44.563359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:44.563405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:44.563445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:44.563512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:44.621562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:44.622467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:44.622566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:44.622612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:44.738860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:44.739062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:44.739165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:44.739213] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:44.742748] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:04:44.743069] [INFO ] [FORECASTER] Completed predict_future for PD [2025-11-26T21:04:44.743224] [INFO ] [sig ] PD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:44.889145] [INFO ] [LOCAL ] Saved forecast: PD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PD.txt [2025-11-26T21:04:44.889337] [INFO ] [sig ] [2462/3599] Completed PD in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:44.889391] [INFO ] [sig ] [2463/3599] Forecasting PDBC... [2025-11-26T21:04:44.889436] [INFO ] [sig ] Generating forecast for: PDBC [2025-11-26T21:04:44.889477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'. [2025-11-26T21:04:44.901220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDBC'. [2025-11-26T21:04:44.901543] [INFO ] [FORECASTER] Starting predict_future for PDBC [2025-11-26T21:04:44.902374] [DEBUG] [LOCAL ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt [2025-11-26T21:04:44.902443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:44.902489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:44.902528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:44.902595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:44.961779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:44.962687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:44.962787] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:44.962833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:45.078419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:45.078625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:45.078707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:45.078750] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:45.082160] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=64.88%) [2025-11-26T21:04:45.082447] [INFO ] [FORECASTER] Completed predict_future for PDBC [2025-11-26T21:04:45.082607] [INFO ] [sig ] PDBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:45.230114] [INFO ] [LOCAL ] Saved forecast: PDBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDBC.txt [2025-11-26T21:04:45.230328] [INFO ] [sig ] [2463/3599] Completed PDBC in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:45.230387] [INFO ] [sig ] [2464/3599] Forecasting PDD... [2025-11-26T21:04:45.230431] [INFO ] [sig ] Generating forecast for: PDD [2025-11-26T21:04:45.230473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'. [2025-11-26T21:04:45.242487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDD'. [2025-11-26T21:04:45.242867] [INFO ] [FORECASTER] Starting predict_future for PDD [2025-11-26T21:04:45.243721] [DEBUG] [LOCAL ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt [2025-11-26T21:04:45.243788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:45.243836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:45.243868] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:45.243936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:45.306507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:45.307467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:45.307584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:45.307634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:45.427286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:45.427490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:45.427561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:45.427606] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:45.430981] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=29.13%) [2025-11-26T21:04:45.431269] [INFO ] [FORECASTER] Completed predict_future for PDD [2025-11-26T21:04:45.431414] [INFO ] [sig ] PDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:45.572784] [INFO ] [LOCAL ] Saved forecast: PDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDD.txt [2025-11-26T21:04:45.572982] [INFO ] [sig ] [2464/3599] Completed PDD in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:45.573038] [INFO ] [sig ] [2465/3599] Forecasting PDEX... [2025-11-26T21:04:45.573084] [INFO ] [sig ] Generating forecast for: PDEX [2025-11-26T21:04:45.573128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'. [2025-11-26T21:04:45.585201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDEX'. [2025-11-26T21:04:45.585685] [INFO ] [FORECASTER] Starting predict_future for PDEX [2025-11-26T21:04:45.586606] [DEBUG] [LOCAL ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt [2025-11-26T21:04:45.586714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:45.586764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:45.586803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:45.586873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:45.646748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:45.647864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:45.647989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:45.648039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:45.771996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:45.772226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:45.772284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:45.772328] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:45.775788] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: DOWN (p=27.37%) [2025-11-26T21:04:45.776092] [INFO ] [FORECASTER] Completed predict_future for PDEX [2025-11-26T21:04:45.776243] [INFO ] [sig ] PDEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:45.916504] [INFO ] [LOCAL ] Saved forecast: PDEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDEX.txt [2025-11-26T21:04:45.916702] [INFO ] [sig ] [2465/3599] Completed PDEX in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:45.916761] [INFO ] [sig ] [2466/3599] Forecasting PDFS... [2025-11-26T21:04:45.916807] [INFO ] [sig ] Generating forecast for: PDFS [2025-11-26T21:04:45.916850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'. [2025-11-26T21:04:45.928487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDFS'. [2025-11-26T21:04:45.928899] [INFO ] [FORECASTER] Starting predict_future for PDFS [2025-11-26T21:04:45.929732] [DEBUG] [LOCAL ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt [2025-11-26T21:04:45.929802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:45.929849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:45.929890] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:45.929959] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:45.987828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:45.988726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:45.988833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:45.988884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:46.112610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:46.112841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:46.112895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:46.112937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:46.116385] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=99.72%) [2025-11-26T21:04:46.116717] [INFO ] [FORECASTER] Completed predict_future for PDFS [2025-11-26T21:04:46.116864] [INFO ] [sig ] PDFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:46.262054] [INFO ] [LOCAL ] Saved forecast: PDFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDFS.txt [2025-11-26T21:04:46.262233] [INFO ] [sig ] [2466/3599] Completed PDFS in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:46.262291] [INFO ] [sig ] [2467/3599] Forecasting PDI... [2025-11-26T21:04:46.262335] [INFO ] [sig ] Generating forecast for: PDI [2025-11-26T21:04:46.262378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-11-26T21:04:46.274908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDI'. [2025-11-26T21:04:46.275316] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-11-26T21:04:46.276207] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-11-26T21:04:46.276281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:46.276331] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:46.276372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:46.276444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:46.336081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:46.337013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:46.337120] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:46.337170] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:46.460686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:46.460887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:46.460941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:46.460984] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:46.464349] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=71.61%) [2025-11-26T21:04:46.464666] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-11-26T21:04:46.464816] [INFO ] [sig ] PDI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:46.603338] [INFO ] [LOCAL ] Saved forecast: PDI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDI.txt [2025-11-26T21:04:46.603501] [INFO ] [sig ] [2467/3599] Completed PDI in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:46.603555] [INFO ] [sig ] [2468/3599] Forecasting PDLB... [2025-11-26T21:04:46.603601] [INFO ] [sig ] Generating forecast for: PDLB [2025-11-26T21:04:46.603662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'. [2025-11-26T21:04:46.615558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDLB'. [2025-11-26T21:04:46.615934] [INFO ] [FORECASTER] Starting predict_future for PDLB [2025-11-26T21:04:46.616770] [DEBUG] [LOCAL ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt [2025-11-26T21:04:46.616841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:46.616888] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:46.616929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:46.616998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:46.673074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:46.673890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:46.673990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:46.674038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:46.791139] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:46.791338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:46.791392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:46.791435] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:46.794812] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=10.71%) [2025-11-26T21:04:46.795105] [INFO ] [FORECASTER] Completed predict_future for PDLB [2025-11-26T21:04:46.795254] [INFO ] [sig ] PDLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:46.941549] [INFO ] [LOCAL ] Saved forecast: PDLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDLB.txt [2025-11-26T21:04:46.941767] [INFO ] [sig ] [2468/3599] Completed PDLB in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:46.941827] [INFO ] [sig ] [2469/3599] Forecasting PDM... [2025-11-26T21:04:46.941873] [INFO ] [sig ] Generating forecast for: PDM [2025-11-26T21:04:46.941917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-11-26T21:04:46.956425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDM'. [2025-11-26T21:04:46.957284] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-11-26T21:04:46.958460] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-11-26T21:04:46.958553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:46.958608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:46.958674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:46.958752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:47.022727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:47.024026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:47.024154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:47.024205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:47.148261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:47.148478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:47.148536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:47.148583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:47.152285] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=21.99%) [2025-11-26T21:04:47.152596] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-11-26T21:04:47.152777] [INFO ] [sig ] PDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:47.298484] [INFO ] [LOCAL ] Saved forecast: PDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDM.txt [2025-11-26T21:04:47.298731] [INFO ] [sig ] [2469/3599] Completed PDM in 0.4s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:47.298795] [INFO ] [sig ] [2470/3599] Forecasting PDO... [2025-11-26T21:04:47.298842] [INFO ] [sig ] Generating forecast for: PDO [2025-11-26T21:04:47.298884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-11-26T21:04:47.318422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDO'. [2025-11-26T21:04:47.319031] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-11-26T21:04:47.320059] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-11-26T21:04:47.320133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:47.320183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:47.320236] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:47.320378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:47.381687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:47.382720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:47.382856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:47.382919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:47.502841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:47.503078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:47.503140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:47.503187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:47.507167] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=8.40%) [2025-11-26T21:04:47.507688] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-11-26T21:04:47.507885] [INFO ] [sig ] PDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:47.652054] [INFO ] [LOCAL ] Saved forecast: PDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDO.txt [2025-11-26T21:04:47.652255] [INFO ] [sig ] [2470/3599] Completed PDO in 0.4s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:47.652310] [INFO ] [sig ] [2471/3599] Forecasting PDP... [2025-11-26T21:04:47.652353] [INFO ] [sig ] Generating forecast for: PDP [2025-11-26T21:04:47.652398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'. [2025-11-26T21:04:47.665045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDP'. [2025-11-26T21:04:47.665419] [INFO ] [FORECASTER] Starting predict_future for PDP [2025-11-26T21:04:47.666268] [DEBUG] [LOCAL ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt [2025-11-26T21:04:47.666340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:47.666387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:47.666451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:47.666524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:47.723143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:47.723855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:47.723955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:47.724015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:47.833310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:47.833496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:47.833551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:47.833602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:47.837136] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=39.94%) [2025-11-26T21:04:47.837448] [INFO ] [FORECASTER] Completed predict_future for PDP [2025-11-26T21:04:47.837622] [INFO ] [sig ] PDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:47.980843] [INFO ] [LOCAL ] Saved forecast: PDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDP.txt [2025-11-26T21:04:47.981000] [INFO ] [sig ] [2471/3599] Completed PDP in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:47.981055] [INFO ] [sig ] [2472/3599] Forecasting PDS... [2025-11-26T21:04:47.981097] [INFO ] [sig ] Generating forecast for: PDS [2025-11-26T21:04:47.981138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-11-26T21:04:47.992984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDS'. [2025-11-26T21:04:47.993327] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-11-26T21:04:47.994200] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-11-26T21:04:47.994269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:47.994315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:47.994366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:47.994498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:48.052835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:48.053689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:48.053793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:48.053857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:48.175012] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:48.175207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:48.175262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:48.175304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:48.178969] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=39.48%) [2025-11-26T21:04:48.179275] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-11-26T21:04:48.179431] [INFO ] [sig ] PDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:48.322208] [INFO ] [LOCAL ] Saved forecast: PDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDS.txt [2025-11-26T21:04:48.322368] [INFO ] [sig ] [2472/3599] Completed PDS in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:48.322432] [INFO ] [sig ] [2473/3599] Forecasting PDX... [2025-11-26T21:04:48.322477] [INFO ] [sig ] Generating forecast for: PDX [2025-11-26T21:04:48.322518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-11-26T21:04:48.334685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDX'. [2025-11-26T21:04:48.335010] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-11-26T21:04:48.335892] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-11-26T21:04:48.335962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:48.336018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:48.336068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:48.336146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:48.394634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:48.395293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:48.395389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:48.395437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:48.514114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:48.514299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:48.514351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:48.514387] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:48.517866] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-11-26T21:04:48.518155] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-11-26T21:04:48.518312] [INFO ] [sig ] PDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:48.658554] [INFO ] [LOCAL ] Saved forecast: PDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDX.txt [2025-11-26T21:04:48.658756] [INFO ] [sig ] [2473/3599] Completed PDX in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:48.658815] [INFO ] [sig ] [2474/3599] Forecasting PDYN... [2025-11-26T21:04:48.658858] [INFO ] [sig ] Generating forecast for: PDYN [2025-11-26T21:04:48.658895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'. [2025-11-26T21:04:48.671190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDYN'. [2025-11-26T21:04:48.671514] [INFO ] [FORECASTER] Starting predict_future for PDYN [2025-11-26T21:04:48.672342] [DEBUG] [LOCAL ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt [2025-11-26T21:04:48.672412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:48.672458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:48.672496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:48.672564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:48.729839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:48.730458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:48.730551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:48.730596] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:48.847393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:48.850538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:48.850616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:48.850672] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:48.854285] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=75.34%) [2025-11-26T21:04:48.854589] [INFO ] [FORECASTER] Completed predict_future for PDYN [2025-11-26T21:04:48.854793] [INFO ] [sig ] PDYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:48.995481] [INFO ] [LOCAL ] Saved forecast: PDYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDYN.txt [2025-11-26T21:04:48.995632] [INFO ] [sig ] [2474/3599] Completed PDYN in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:48.995707] [INFO ] [sig ] [2475/3599] Forecasting PEB... [2025-11-26T21:04:48.995750] [INFO ] [sig ] Generating forecast for: PEB [2025-11-26T21:04:48.995793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-11-26T21:04:49.008219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEB'. [2025-11-26T21:04:49.008593] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-11-26T21:04:49.009460] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-11-26T21:04:49.009531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:49.009578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:49.009636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:49.009774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:49.067590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:49.068270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:49.068365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:49.068422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:49.187830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:49.188003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:49.188055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:49.188098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:49.191551] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-11-26T21:04:49.191872] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-11-26T21:04:49.192028] [INFO ] [sig ] PEB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:49.335905] [INFO ] [LOCAL ] Saved forecast: PEB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEB.txt [2025-11-26T21:04:49.336053] [INFO ] [sig ] [2475/3599] Completed PEB in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:49.336109] [INFO ] [sig ] [2476/3599] Forecasting PEBK... [2025-11-26T21:04:49.336153] [INFO ] [sig ] Generating forecast for: PEBK [2025-11-26T21:04:49.336194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'. [2025-11-26T21:04:49.347122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBK'. [2025-11-26T21:04:49.347426] [INFO ] [FORECASTER] Starting predict_future for PEBK [2025-11-26T21:04:49.348292] [DEBUG] [LOCAL ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt [2025-11-26T21:04:49.348362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:49.348408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:49.348449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:49.348518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:49.407789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:49.408783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:49.408889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:49.408938] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:49.503291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:49.503480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:49.503557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:49.503604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:49.507048] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=36.12%) [2025-11-26T21:04:49.507336] [INFO ] [FORECASTER] Completed predict_future for PEBK [2025-11-26T21:04:49.507480] [INFO ] [sig ] PEBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:49.650231] [INFO ] [LOCAL ] Saved forecast: PEBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEBK.txt [2025-11-26T21:04:49.650410] [INFO ] [sig ] [2476/3599] Completed PEBK in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:49.650467] [INFO ] [sig ] [2477/3599] Forecasting PEBO... [2025-11-26T21:04:49.650512] [INFO ] [sig ] Generating forecast for: PEBO [2025-11-26T21:04:49.650554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'. [2025-11-26T21:04:49.662501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBO'. [2025-11-26T21:04:49.662849] [INFO ] [FORECASTER] Starting predict_future for PEBO [2025-11-26T21:04:49.663685] [DEBUG] [LOCAL ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt [2025-11-26T21:04:49.663753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:49.663798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:49.663839] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:49.663912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:49.721322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:49.721958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:49.722049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:49.722095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:49.836822] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:49.836993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:49.837044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:49.837085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:49.840437] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=31.71%) [2025-11-26T21:04:49.840754] [INFO ] [FORECASTER] Completed predict_future for PEBO [2025-11-26T21:04:49.840898] [INFO ] [sig ] PEBO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:49.983277] [INFO ] [LOCAL ] Saved forecast: PEBO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEBO.txt [2025-11-26T21:04:49.983441] [INFO ] [sig ] [2477/3599] Completed PEBO in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.5m [2025-11-26T21:04:49.983505] [INFO ] [sig ] [2478/3599] Forecasting PECO... [2025-11-26T21:04:49.983548] [INFO ] [sig ] Generating forecast for: PECO [2025-11-26T21:04:49.983588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'. [2025-11-26T21:04:49.995719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PECO'. [2025-11-26T21:04:49.996102] [INFO ] [FORECASTER] Starting predict_future for PECO [2025-11-26T21:04:49.996977] [DEBUG] [LOCAL ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt [2025-11-26T21:04:49.997046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:49.997092] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:49.997132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:49.997201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:50.059023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:50.059994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:50.060120] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:50.060166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:50.176893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:50.177056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:50.177108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:50.177150] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:50.180590] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-11-26T21:04:50.180906] [INFO ] [FORECASTER] Completed predict_future for PECO [2025-11-26T21:04:50.181069] [INFO ] [sig ] PECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:50.320737] [INFO ] [LOCAL ] Saved forecast: PECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PECO.txt [2025-11-26T21:04:50.320906] [INFO ] [sig ] [2478/3599] Completed PECO in 0.3s | 2.90 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:04:50.320959] [INFO ] [sig ] [2479/3599] Forecasting PEG... [2025-11-26T21:04:50.321001] [INFO ] [sig ] Generating forecast for: PEG [2025-11-26T21:04:50.321039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-11-26T21:04:50.332206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEG'. [2025-11-26T21:04:50.332514] [INFO ] [FORECASTER] Starting predict_future for PEG [2025-11-26T21:04:50.333338] [DEBUG] [LOCAL ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt [2025-11-26T21:04:50.333408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:50.333456] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:50.333498] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:50.333566] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:50.391214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:50.391885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:50.391984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:50.392032] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:50.511467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:50.511661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:50.511711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:50.511754] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:50.515097] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=91.92%) [2025-11-26T21:04:50.515394] [INFO ] [FORECASTER] Completed predict_future for PEG [2025-11-26T21:04:50.515551] [INFO ] [sig ] PEG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:50.654261] [INFO ] [LOCAL ] Saved forecast: PEG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEG.txt [2025-11-26T21:04:50.654409] [INFO ] [sig ] [2479/3599] Completed PEG in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:50.654466] [INFO ] [sig ] [2480/3599] Forecasting PEGA... [2025-11-26T21:04:50.654508] [INFO ] [sig ] Generating forecast for: PEGA [2025-11-26T21:04:50.654550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'. [2025-11-26T21:04:50.665591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEGA'. [2025-11-26T21:04:50.665925] [INFO ] [FORECASTER] Starting predict_future for PEGA [2025-11-26T21:04:50.666760] [DEBUG] [LOCAL ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt [2025-11-26T21:04:50.666828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:50.666887] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:50.666929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:50.666997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:50.726778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:50.727610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:50.727738] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:50.727790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:50.846471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:50.846662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:50.846718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:50.846761] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:50.850702] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=97.44%) [2025-11-26T21:04:50.851010] [INFO ] [FORECASTER] Completed predict_future for PEGA [2025-11-26T21:04:50.851162] [INFO ] [sig ] PEGA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:50.991023] [INFO ] [LOCAL ] Saved forecast: PEGA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEGA.txt [2025-11-26T21:04:50.991200] [INFO ] [sig ] [2480/3599] Completed PEGA in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:50.991258] [INFO ] [sig ] [2481/3599] Forecasting PEN... [2025-11-26T21:04:50.991298] [INFO ] [sig ] Generating forecast for: PEN [2025-11-26T21:04:50.991339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-11-26T21:04:51.002349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEN'. [2025-11-26T21:04:51.002742] [INFO ] [FORECASTER] Starting predict_future for PEN [2025-11-26T21:04:51.003558] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-11-26T21:04:51.003627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:51.003699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:51.003738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:51.003803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:51.061258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:51.061969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:51.062063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:51.062113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:51.182921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:51.183104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:51.183157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:51.183197] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:51.186560] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=27.89%) [2025-11-26T21:04:51.186875] [INFO ] [FORECASTER] Completed predict_future for PEN [2025-11-26T21:04:51.187021] [INFO ] [sig ] PEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:51.325971] [INFO ] [LOCAL ] Saved forecast: PEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEN.txt [2025-11-26T21:04:51.326135] [INFO ] [sig ] [2481/3599] Completed PEN in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:51.326193] [INFO ] [sig ] [2482/3599] Forecasting PENN... [2025-11-26T21:04:51.326228] [INFO ] [sig ] Generating forecast for: PENN [2025-11-26T21:04:51.326265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'. [2025-11-26T21:04:51.337265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PENN'. [2025-11-26T21:04:51.337675] [INFO ] [FORECASTER] Starting predict_future for PENN [2025-11-26T21:04:51.338497] [DEBUG] [LOCAL ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt [2025-11-26T21:04:51.338565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:51.338610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:51.338669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:51.338739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:51.395195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:51.395936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:51.396030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:51.396076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:51.517034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:51.517249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:51.517311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:51.517357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:51.520996] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-11-26T21:04:51.521300] [INFO ] [FORECASTER] Completed predict_future for PENN [2025-11-26T21:04:51.521450] [INFO ] [sig ] PENN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:51.660334] [INFO ] [LOCAL ] Saved forecast: PENN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PENN.txt [2025-11-26T21:04:51.660481] [INFO ] [sig ] [2482/3599] Completed PENN in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:51.660536] [INFO ] [sig ] [2483/3599] Forecasting PEO... [2025-11-26T21:04:51.660579] [INFO ] [sig ] Generating forecast for: PEO [2025-11-26T21:04:51.660620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-11-26T21:04:51.672534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEO'. [2025-11-26T21:04:51.672873] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-11-26T21:04:51.673720] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-11-26T21:04:51.673792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:51.673847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:51.673898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:51.673969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:51.730470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:51.731135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:51.731230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:51.731288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:51.845928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:51.846148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:51.846202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:51.846245] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:51.849760] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-11-26T21:04:51.850079] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-11-26T21:04:51.850246] [INFO ] [sig ] PEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:51.989439] [INFO ] [LOCAL ] Saved forecast: PEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEO.txt [2025-11-26T21:04:51.989627] [INFO ] [sig ] [2483/3599] Completed PEO in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:51.989700] [INFO ] [sig ] [2484/3599] Forecasting PEP... [2025-11-26T21:04:51.989758] [INFO ] [sig ] Generating forecast for: PEP [2025-11-26T21:04:51.989843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'. [2025-11-26T21:04:52.001665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEP'. [2025-11-26T21:04:52.002052] [INFO ] [FORECASTER] Starting predict_future for PEP [2025-11-26T21:04:52.002909] [DEBUG] [LOCAL ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt [2025-11-26T21:04:52.002977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:52.003021] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:52.003077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:52.003151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:52.059739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:52.060693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:52.060807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:52.060865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:52.183317] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:52.183509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:52.183563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:52.183606] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:52.187025] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=0.30%) [2025-11-26T21:04:52.187318] [INFO ] [FORECASTER] Completed predict_future for PEP [2025-11-26T21:04:52.187462] [INFO ] [sig ] PEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:52.327238] [INFO ] [LOCAL ] Saved forecast: PEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEP.txt [2025-11-26T21:04:52.327404] [INFO ] [sig ] [2484/3599] Completed PEP in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:52.327461] [INFO ] [sig ] [2485/3599] Forecasting PEPG... [2025-11-26T21:04:52.327519] [INFO ] [sig ] Generating forecast for: PEPG [2025-11-26T21:04:52.327562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'. [2025-11-26T21:04:52.341878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEPG'. [2025-11-26T21:04:52.342234] [INFO ] [FORECASTER] Starting predict_future for PEPG [2025-11-26T21:04:52.343239] [DEBUG] [LOCAL ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt [2025-11-26T21:04:52.343308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:52.343353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:52.343394] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:52.343461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:52.399680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:52.400384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:52.400480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:52.400527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:52.516680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:52.516873] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:04:52.516925] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:52.516967] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:52.520420] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-11-26T21:04:52.520752] [INFO ] [FORECASTER] Completed predict_future for PEPG [2025-11-26T21:04:52.520930] [INFO ] [sig ] PEPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:52.661694] [INFO ] [LOCAL ] Saved forecast: PEPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEPG.txt [2025-11-26T21:04:52.661875] [INFO ] [sig ] [2485/3599] Completed PEPG in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:52.661930] [INFO ] [sig ] [2486/3599] Forecasting PERF... [2025-11-26T21:04:52.661972] [INFO ] [sig ] Generating forecast for: PERF [2025-11-26T21:04:52.662012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-11-26T21:04:52.673311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERF'. [2025-11-26T21:04:52.673772] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-11-26T21:04:52.674619] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-11-26T21:04:52.674714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:52.674765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:52.674803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:52.674871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:52.731385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:52.732294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:52.732396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:52.732441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:52.844426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:52.844622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:52.844697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:52.844739] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:52.848300] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:04:52.848622] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-11-26T21:04:52.848808] [INFO ] [sig ] PERF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:52.987594] [INFO ] [LOCAL ] Saved forecast: PERF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PERF.txt [2025-11-26T21:04:52.987809] [INFO ] [sig ] [2486/3599] Completed PERF in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:52.987873] [INFO ] [sig ] [2487/3599] Forecasting PERI... [2025-11-26T21:04:52.987920] [INFO ] [sig ] Generating forecast for: PERI [2025-11-26T21:04:52.987964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'. [2025-11-26T21:04:52.999241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERI'. [2025-11-26T21:04:52.999608] [INFO ] [FORECASTER] Starting predict_future for PERI [2025-11-26T21:04:53.000441] [DEBUG] [LOCAL ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt [2025-11-26T21:04:53.000512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:53.000558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:53.000601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:53.000688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:53.056513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:53.057372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:53.057477] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:53.057536] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:53.175175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:53.175370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:53.175422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:53.175488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:53.178960] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=3.89%) [2025-11-26T21:04:53.179253] [INFO ] [FORECASTER] Completed predict_future for PERI [2025-11-26T21:04:53.179399] [INFO ] [sig ] PERI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:53.363606] [INFO ] [LOCAL ] Saved forecast: PERI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PERI.txt [2025-11-26T21:04:53.363803] [INFO ] [sig ] [2487/3599] Completed PERI in 0.4s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:53.363861] [INFO ] [sig ] [2488/3599] Forecasting PESI... [2025-11-26T21:04:53.363905] [INFO ] [sig ] Generating forecast for: PESI [2025-11-26T21:04:53.363947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'. [2025-11-26T21:04:53.376167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PESI'. [2025-11-26T21:04:53.376494] [INFO ] [FORECASTER] Starting predict_future for PESI [2025-11-26T21:04:53.377341] [DEBUG] [LOCAL ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt [2025-11-26T21:04:53.377413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:53.377468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:53.377538] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:53.377619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:53.434833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:53.435639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:53.435766] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:53.435814] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:53.560719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:53.560987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:53.561052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:53.561100] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:53.564714] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=86.46%) [2025-11-26T21:04:53.565049] [INFO ] [FORECASTER] Completed predict_future for PESI [2025-11-26T21:04:53.565210] [INFO ] [sig ] PESI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:53.706623] [INFO ] [LOCAL ] Saved forecast: PESI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PESI.txt [2025-11-26T21:04:53.706848] [INFO ] [sig ] [2488/3599] Completed PESI in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:53.706912] [INFO ] [sig ] [2489/3599] Forecasting PETS... [2025-11-26T21:04:53.706953] [INFO ] [sig ] Generating forecast for: PETS [2025-11-26T21:04:53.706994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'. [2025-11-26T21:04:53.718817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PETS'. [2025-11-26T21:04:53.719232] [INFO ] [FORECASTER] Starting predict_future for PETS [2025-11-26T21:04:53.720089] [DEBUG] [LOCAL ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt [2025-11-26T21:04:53.720160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:53.720206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:53.720246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:53.720315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:53.776870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:53.777783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:53.777888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:53.777960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:53.898477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:53.898706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:53.898763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:53.898807] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:53.902229] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=69.40%) [2025-11-26T21:04:53.902535] [INFO ] [FORECASTER] Completed predict_future for PETS [2025-11-26T21:04:53.902707] [INFO ] [sig ] PETS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:54.044103] [INFO ] [LOCAL ] Saved forecast: PETS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PETS.txt [2025-11-26T21:04:54.044306] [INFO ] [sig ] [2489/3599] Completed PETS in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:54.044366] [INFO ] [sig ] [2490/3599] Forecasting PEY... [2025-11-26T21:04:54.044410] [INFO ] [sig ] Generating forecast for: PEY [2025-11-26T21:04:54.044455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'. [2025-11-26T21:04:54.057166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEY'. [2025-11-26T21:04:54.057635] [INFO ] [FORECASTER] Starting predict_future for PEY [2025-11-26T21:04:54.058533] [DEBUG] [LOCAL ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt [2025-11-26T21:04:54.058604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:54.058669] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:54.058713] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:54.058794] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:54.134368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:54.135479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:54.135607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:54.135700] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:54.258339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:54.258549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:54.258605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:54.258668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:54.262613] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-11-26T21:04:54.262935] [INFO ] [FORECASTER] Completed predict_future for PEY [2025-11-26T21:04:54.263087] [INFO ] [sig ] PEY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:54.413926] [INFO ] [LOCAL ] Saved forecast: PEY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEY.txt [2025-11-26T21:04:54.414141] [INFO ] [sig ] [2490/3599] Completed PEY in 0.4s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:54.414208] [INFO ] [sig ] [2491/3599] Forecasting PFBC... [2025-11-26T21:04:54.414253] [INFO ] [sig ] Generating forecast for: PFBC [2025-11-26T21:04:54.414303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'. [2025-11-26T21:04:54.427004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFBC'. [2025-11-26T21:04:54.427419] [INFO ] [FORECASTER] Starting predict_future for PFBC [2025-11-26T21:04:54.428311] [DEBUG] [LOCAL ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt [2025-11-26T21:04:54.428391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:54.428440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:54.428484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:54.428571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:54.487226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:54.488173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:54.488289] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:54.488338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:54.608445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:54.608672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:54.608731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:54.608782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:54.612514] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=28.44%) [2025-11-26T21:04:54.612898] [INFO ] [FORECASTER] Completed predict_future for PFBC [2025-11-26T21:04:54.613063] [INFO ] [sig ] PFBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:54.763252] [INFO ] [LOCAL ] Saved forecast: PFBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFBC.txt [2025-11-26T21:04:54.763458] [INFO ] [sig ] [2491/3599] Completed PFBC in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:54.763517] [INFO ] [sig ] [2492/3599] Forecasting PFD... [2025-11-26T21:04:54.763566] [INFO ] [sig ] Generating forecast for: PFD [2025-11-26T21:04:54.763610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-11-26T21:04:54.778015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFD'. [2025-11-26T21:04:54.778467] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-11-26T21:04:54.779334] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-11-26T21:04:54.779410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:54.779458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:54.779502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:54.779574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:54.839101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:54.840055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:54.840160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:54.840209] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:54.949744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:54.949962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:54.950023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:54.950067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:54.953572] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=48.70%) [2025-11-26T21:04:54.953908] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-11-26T21:04:54.954061] [INFO ] [sig ] PFD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:55.100773] [INFO ] [LOCAL ] Saved forecast: PFD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFD.txt [2025-11-26T21:04:55.101022] [INFO ] [sig ] [2492/3599] Completed PFD in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:55.101110] [INFO ] [sig ] [2493/3599] Forecasting PFE... [2025-11-26T21:04:55.101173] [INFO ] [sig ] Generating forecast for: PFE [2025-11-26T21:04:55.101221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'. [2025-11-26T21:04:55.114796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFE'. [2025-11-26T21:04:55.115283] [INFO ] [FORECASTER] Starting predict_future for PFE [2025-11-26T21:04:55.116214] [DEBUG] [LOCAL ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt [2025-11-26T21:04:55.116306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:55.116358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:55.116401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:55.116471] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:55.177385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:55.178427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:55.178544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:55.178607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:55.306742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:55.306961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:55.307019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:55.307064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:55.310962] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=35.37%) [2025-11-26T21:04:55.311352] [INFO ] [FORECASTER] Completed predict_future for PFE [2025-11-26T21:04:55.311520] [INFO ] [sig ] PFE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:55.463003] [INFO ] [LOCAL ] Saved forecast: PFE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFE.txt [2025-11-26T21:04:55.463439] [INFO ] [sig ] [2493/3599] Completed PFE in 0.4s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:55.463521] [INFO ] [sig ] [2494/3599] Forecasting PFF... [2025-11-26T21:04:55.463628] [INFO ] [sig ] Generating forecast for: PFF [2025-11-26T21:04:55.463703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'. [2025-11-26T21:04:55.477535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFF'. [2025-11-26T21:04:55.478027] [INFO ] [FORECASTER] Starting predict_future for PFF [2025-11-26T21:04:55.478982] [DEBUG] [LOCAL ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt [2025-11-26T21:04:55.479055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:55.479103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:55.479145] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:55.479255] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:55.539202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:55.540317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:55.540432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:55.540497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:55.669308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:55.669516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:55.669589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:55.669664] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:55.673281] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=17.65%) [2025-11-26T21:04:55.673599] [INFO ] [FORECASTER] Completed predict_future for PFF [2025-11-26T21:04:55.673775] [INFO ] [sig ] PFF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:55.822615] [INFO ] [LOCAL ] Saved forecast: PFF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFF.txt [2025-11-26T21:04:55.822893] [INFO ] [sig ] [2494/3599] Completed PFF in 0.4s | 2.90 sym/s | Total: 14.3m | ETA: 6.4m [2025-11-26T21:04:55.822974] [INFO ] [sig ] [2495/3599] Forecasting PFG... [2025-11-26T21:04:55.823034] [INFO ] [sig ] Generating forecast for: PFG [2025-11-26T21:04:55.823126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'. [2025-11-26T21:04:55.835271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFG'. [2025-11-26T21:04:55.835780] [INFO ] [FORECASTER] Starting predict_future for PFG [2025-11-26T21:04:55.836677] [DEBUG] [LOCAL ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt [2025-11-26T21:04:55.836746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:55.836793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:55.836833] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:55.836901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:55.896711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:55.897530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:55.897637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:55.897705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:56.023023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:56.023235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:56.023290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:56.023332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:56.026884] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-11-26T21:04:56.027188] [INFO ] [FORECASTER] Completed predict_future for PFG [2025-11-26T21:04:56.027338] [INFO ] [sig ] PFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:56.174290] [INFO ] [LOCAL ] Saved forecast: PFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFG.txt [2025-11-26T21:04:56.174464] [INFO ] [sig ] [2495/3599] Completed PFG in 0.4s | 2.90 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:04:56.174521] [INFO ] [sig ] [2496/3599] Forecasting PFGC... [2025-11-26T21:04:56.174564] [INFO ] [sig ] Generating forecast for: PFGC [2025-11-26T21:04:56.174608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-11-26T21:04:56.186428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFGC'. [2025-11-26T21:04:56.186854] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-11-26T21:04:56.187728] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-11-26T21:04:56.187798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:56.187845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:56.187885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:56.187949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:56.245130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:56.246058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:56.246162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:56.246210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:56.369361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:56.369622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:56.369698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:56.369741] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:56.373206] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=67.20%) [2025-11-26T21:04:56.373530] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-11-26T21:04:56.373706] [INFO ] [sig ] PFGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:56.515421] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFGC.txt [2025-11-26T21:04:56.515605] [INFO ] [sig ] [2496/3599] Completed PFGC in 0.3s | 2.90 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:04:56.515681] [INFO ] [sig ] [2497/3599] Forecasting PFH... [2025-11-26T21:04:56.515725] [INFO ] [sig ] Generating forecast for: PFH [2025-11-26T21:04:56.515768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-11-26T21:04:56.527545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFH'. [2025-11-26T21:04:56.527951] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-11-26T21:04:56.528798] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-11-26T21:04:56.528866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:56.528911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:56.528951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:56.529022] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:56.585888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:56.586702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:56.586804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:56.586852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:56.702565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:56.702775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:56.702832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:56.702877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:56.706244] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-11-26T21:04:56.706537] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-11-26T21:04:56.706701] [INFO ] [sig ] PFH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:56.845560] [INFO ] [LOCAL ] Saved forecast: PFH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFH.txt [2025-11-26T21:04:56.845776] [INFO ] [sig ] [2497/3599] Completed PFH in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:56.845841] [INFO ] [sig ] [2498/3599] Forecasting PFIS... [2025-11-26T21:04:56.845884] [INFO ] [sig ] Generating forecast for: PFIS [2025-11-26T21:04:56.845936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'. [2025-11-26T21:04:56.857285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFIS'. [2025-11-26T21:04:56.857767] [INFO ] [FORECASTER] Starting predict_future for PFIS [2025-11-26T21:04:56.858624] [DEBUG] [LOCAL ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt [2025-11-26T21:04:56.858723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:56.858769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:56.858810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:56.858901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:56.915881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:56.916814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:56.916920] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:56.916978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:57.034479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:57.034680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:57.034735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:57.034778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:57.038226] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=11.69%) [2025-11-26T21:04:57.038557] [INFO ] [FORECASTER] Completed predict_future for PFIS [2025-11-26T21:04:57.038727] [INFO ] [sig ] PFIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:57.178152] [INFO ] [LOCAL ] Saved forecast: PFIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFIS.txt [2025-11-26T21:04:57.178314] [INFO ] [sig ] [2498/3599] Completed PFIS in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:57.178368] [INFO ] [sig ] [2499/3599] Forecasting PFL... [2025-11-26T21:04:57.178413] [INFO ] [sig ] Generating forecast for: PFL [2025-11-26T21:04:57.178456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-11-26T21:04:57.189765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFL'. [2025-11-26T21:04:57.190102] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-11-26T21:04:57.190954] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-11-26T21:04:57.191023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:57.191083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:57.191133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:57.191205] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:57.247922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:57.248813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:57.248913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:57.248970] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:57.364885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:57.365085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:57.365137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:57.365178] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:57.368701] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=0.72%) [2025-11-26T21:04:57.369024] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-11-26T21:04:57.369173] [INFO ] [sig ] PFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:57.509966] [INFO ] [LOCAL ] Saved forecast: PFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFL.txt [2025-11-26T21:04:57.510151] [INFO ] [sig ] [2499/3599] Completed PFL in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:57.510207] [INFO ] [sig ] [2500/3599] Forecasting PFM... [2025-11-26T21:04:57.510249] [INFO ] [sig ] Generating forecast for: PFM [2025-11-26T21:04:57.510291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'. [2025-11-26T21:04:57.521583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFM'. [2025-11-26T21:04:57.521956] [INFO ] [FORECASTER] Starting predict_future for PFM [2025-11-26T21:04:57.522815] [DEBUG] [LOCAL ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt [2025-11-26T21:04:57.522882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:57.522929] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:57.522970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:57.523108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:57.579523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:57.580476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:57.580586] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:57.580664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:57.697920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:57.698145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:57.698200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:57.698265] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:57.701755] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=8.73%) [2025-11-26T21:04:57.702075] [INFO ] [FORECASTER] Completed predict_future for PFM [2025-11-26T21:04:57.702233] [INFO ] [sig ] PFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:57.843046] [INFO ] [LOCAL ] Saved forecast: PFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFM.txt [2025-11-26T21:04:57.843238] [INFO ] [sig ] [2500/3599] Completed PFM in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:57.843294] [INFO ] [sig ] [2501/3599] Forecasting PFN... [2025-11-26T21:04:57.843339] [INFO ] [sig ] Generating forecast for: PFN [2025-11-26T21:04:57.843382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-11-26T21:04:57.854997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFN'. [2025-11-26T21:04:57.855363] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-11-26T21:04:57.856197] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-11-26T21:04:57.856266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:57.856311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:57.856361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:57.856491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:57.913894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:57.914637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:57.914753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:57.914797] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:58.035308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:58.035505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:58.035560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:58.035601] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:58.039201] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=19.39%) [2025-11-26T21:04:58.039514] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-11-26T21:04:58.039697] [INFO ] [sig ] PFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:58.184129] [INFO ] [LOCAL ] Saved forecast: PFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFN.txt [2025-11-26T21:04:58.184359] [INFO ] [sig ] [2501/3599] Completed PFN in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:58.184431] [INFO ] [sig ] [2502/3599] Forecasting PFO... [2025-11-26T21:04:58.184484] [INFO ] [sig ] Generating forecast for: PFO [2025-11-26T21:04:58.184541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-11-26T21:04:58.196887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFO'. [2025-11-26T21:04:58.197641] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-11-26T21:04:58.198853] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-11-26T21:04:58.198923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:58.198970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:58.199009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:58.199078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:58.260891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:58.261928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:58.262050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:58.262128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:58.381091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:58.381333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:58.381404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:58.381459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:58.386431] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=10.36%) [2025-11-26T21:04:58.386946] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-11-26T21:04:58.387174] [INFO ] [sig ] PFO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:04:58.572520] [INFO ] [LOCAL ] Saved forecast: PFO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFO.txt [2025-11-26T21:04:58.572765] [INFO ] [sig ] [2502/3599] Completed PFO in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:58.572827] [INFO ] [sig ] [2503/3599] Forecasting PFS... [2025-11-26T21:04:58.572870] [INFO ] [sig ] Generating forecast for: PFS [2025-11-26T21:04:58.572911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-11-26T21:04:58.587805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFS'. [2025-11-26T21:04:58.588296] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-11-26T21:04:58.589479] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-11-26T21:04:58.589570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:58.589630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:58.589704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:58.589800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:58.665140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:58.666191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:58.666329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:58.666379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:58.815437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:58.815715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:58.815798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:58.815864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:58.821196] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=87.84%) [2025-11-26T21:04:58.821723] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-11-26T21:04:58.821942] [INFO ] [sig ] PFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:59.040480] [INFO ] [LOCAL ] Saved forecast: PFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFS.txt [2025-11-26T21:04:59.040778] [INFO ] [sig ] [2503/3599] Completed PFS in 0.5s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:59.040875] [INFO ] [sig ] [2504/3599] Forecasting PFSI... [2025-11-26T21:04:59.040954] [INFO ] [sig ] Generating forecast for: PFSI [2025-11-26T21:04:59.041027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-11-26T21:04:59.058361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFSI'. [2025-11-26T21:04:59.058941] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-11-26T21:04:59.060196] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-11-26T21:04:59.060292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:59.060394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:59.060470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:59.060605] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:59.150081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:59.151355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:59.151503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:59.151589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:59.311844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:59.312051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:59.312109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:59.312154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:59.315938] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=92.92%) [2025-11-26T21:04:59.316327] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-11-26T21:04:59.316530] [INFO ] [sig ] PFSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:59.464716] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFSI.txt [2025-11-26T21:04:59.464908] [INFO ] [sig ] [2504/3599] Completed PFSI in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:59.464967] [INFO ] [sig ] [2505/3599] Forecasting PGC... [2025-11-26T21:04:59.465008] [INFO ] [sig ] Generating forecast for: PGC [2025-11-26T21:04:59.465048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'. [2025-11-26T21:04:59.477918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGC'. [2025-11-26T21:04:59.478312] [INFO ] [FORECASTER] Starting predict_future for PGC [2025-11-26T21:04:59.479192] [DEBUG] [LOCAL ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt [2025-11-26T21:04:59.479264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:59.479310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:59.479348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:59.479417] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:59.539272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:59.540264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:59.540374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:59.540421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:04:59.666185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:04:59.666390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:04:59.666446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:04:59.666488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:04:59.670626] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=96.40%) [2025-11-26T21:04:59.670968] [INFO ] [FORECASTER] Completed predict_future for PGC [2025-11-26T21:04:59.671124] [INFO ] [sig ] PGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:04:59.817983] [INFO ] [LOCAL ] Saved forecast: PGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGC.txt [2025-11-26T21:04:59.818189] [INFO ] [sig ] [2505/3599] Completed PGC in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:04:59.818245] [INFO ] [sig ] [2506/3599] Forecasting PGEN... [2025-11-26T21:04:59.818290] [INFO ] [sig ] Generating forecast for: PGEN [2025-11-26T21:04:59.818333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'. [2025-11-26T21:04:59.830617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGEN'. [2025-11-26T21:04:59.830999] [INFO ] [FORECASTER] Starting predict_future for PGEN [2025-11-26T21:04:59.831863] [DEBUG] [LOCAL ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt [2025-11-26T21:04:59.831937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:04:59.831983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:04:59.832023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:04:59.832092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:04:59.890299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:04:59.891248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:04:59.891354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:04:59.891402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:00.011309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:00.011509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:00.011563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:00.011604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:00.015261] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=95.61%) [2025-11-26T21:05:00.015663] [INFO ] [FORECASTER] Completed predict_future for PGEN [2025-11-26T21:05:00.015826] [INFO ] [sig ] PGEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:00.163418] [INFO ] [LOCAL ] Saved forecast: PGEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGEN.txt [2025-11-26T21:05:00.163617] [INFO ] [sig ] [2506/3599] Completed PGEN in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:00.163695] [INFO ] [sig ] [2507/3599] Forecasting PGJ... [2025-11-26T21:05:00.163742] [INFO ] [sig ] Generating forecast for: PGJ [2025-11-26T21:05:00.163785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'. [2025-11-26T21:05:00.174262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGJ'. [2025-11-26T21:05:00.174680] [INFO ] [FORECASTER] Starting predict_future for PGJ [2025-11-26T21:05:00.175490] [DEBUG] [LOCAL ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt [2025-11-26T21:05:00.175559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:00.175605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:00.175664] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:00.175737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:00.232231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:00.232985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:00.233079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:00.233125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:00.354533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:00.354761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:00.354816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:00.354856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:00.358267] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-11-26T21:05:00.358568] [INFO ] [FORECASTER] Completed predict_future for PGJ [2025-11-26T21:05:00.358743] [INFO ] [sig ] PGJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:00.496607] [INFO ] [LOCAL ] Saved forecast: PGJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PGJ.txt [2025-11-26T21:05:00.496819] [INFO ] [sig ] [2507/3599] Completed PGJ in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:00.496877] [INFO ] [sig ] [2508/3599] Forecasting PGNY... [2025-11-26T21:05:00.496947] [INFO ] [sig ] Generating forecast for: PGNY [2025-11-26T21:05:00.496992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'. [2025-11-26T21:05:00.509698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGNY'. [2025-11-26T21:05:00.510079] [INFO ] [FORECASTER] Starting predict_future for PGNY [2025-11-26T21:05:00.510957] [DEBUG] [LOCAL ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt [2025-11-26T21:05:00.511038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:00.511098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:00.511160] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:00.511258] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:00.568568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:00.569371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:00.569481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:00.569545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:00.687175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:00.687360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:00.687428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:00.687486] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:00.690958] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=16.66%) [2025-11-26T21:05:00.691263] [INFO ] [FORECASTER] Completed predict_future for PGNY [2025-11-26T21:05:00.691427] [INFO ] [sig ] PGNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:00.830746] [INFO ] [LOCAL ] Saved forecast: PGNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PGNY.txt [2025-11-26T21:05:00.830954] [INFO ] [sig ] [2508/3599] Completed PGNY in 0.3s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:00.831054] [INFO ] [sig ] [2509/3599] Forecasting PGP... [2025-11-26T21:05:00.831121] [INFO ] [sig ] Generating forecast for: PGP [2025-11-26T21:05:00.831184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-11-26T21:05:00.843627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGP'. [2025-11-26T21:05:00.844039] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-11-26T21:05:00.845315] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-11-26T21:05:00.845394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:00.845453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:00.845506] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:00.845599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:00.902022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:00.902807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:00.902915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:00.902978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:01.026987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:01.027167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:01.027244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:01.027311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:01.032952] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=27.09%) [2025-11-26T21:05:01.033391] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-11-26T21:05:01.033608] [INFO ] [sig ] PGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:01.183248] [INFO ] [LOCAL ] Saved forecast: PGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PGP.txt [2025-11-26T21:05:01.183430] [INFO ] [sig ] [2509/3599] Completed PGP in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:01.183503] [INFO ] [sig ] [2510/3599] Forecasting PGRE... [2025-11-26T21:05:01.183551] [INFO ] [sig ] Generating forecast for: PGRE [2025-11-26T21:05:01.183599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-11-26T21:05:01.196205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGRE'. [2025-11-26T21:05:01.196539] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-11-26T21:05:01.197469] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-11-26T21:05:01.197567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:01.197618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:01.197683] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:01.197764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:01.261136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:01.262071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:01.262189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:01.262242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:01.397769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:01.397921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:01.397982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:01.398034] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:01.401600] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-11-26T21:05:01.401937] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-11-26T21:05:01.402102] [INFO ] [sig ] PGRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:01.582797] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGRE.txt [2025-11-26T21:05:01.583043] [INFO ] [sig ] [2510/3599] Completed PGRE in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:01.583147] [INFO ] [sig ] [2511/3599] Forecasting PGY... [2025-11-26T21:05:01.583224] [INFO ] [sig ] Generating forecast for: PGY [2025-11-26T21:05:01.583285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'. [2025-11-26T21:05:01.596397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGY'. [2025-11-26T21:05:01.596809] [INFO ] [FORECASTER] Starting predict_future for PGY [2025-11-26T21:05:01.598086] [DEBUG] [LOCAL ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt [2025-11-26T21:05:01.598173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:01.598244] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:01.598309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:01.598415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:01.659054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:01.659937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:01.660058] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:01.660130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:01.787144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:01.787338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:01.787391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:01.787465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:01.790943] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=76.77%) [2025-11-26T21:05:01.791253] [INFO ] [FORECASTER] Completed predict_future for PGY [2025-11-26T21:05:01.791410] [INFO ] [sig ] PGY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:01.953570] [INFO ] [LOCAL ] Saved forecast: PGY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGY.txt [2025-11-26T21:05:01.953807] [INFO ] [sig ] [2511/3599] Completed PGY in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:01.953869] [INFO ] [sig ] [2512/3599] Forecasting PGZ... [2025-11-26T21:05:01.953912] [INFO ] [sig ] Generating forecast for: PGZ [2025-11-26T21:05:01.953987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-11-26T21:05:01.968458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGZ'. [2025-11-26T21:05:01.969045] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-11-26T21:05:01.970132] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-11-26T21:05:01.970213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:01.970262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:01.970296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:01.970365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:02.042466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:02.043703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:02.043858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:02.043916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:02.169882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:02.170090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:02.170145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:02.170188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:02.173793] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-11-26T21:05:02.174249] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-11-26T21:05:02.174434] [INFO ] [sig ] PGZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:02.330365] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGZ.txt [2025-11-26T21:05:02.330562] [INFO ] [sig ] [2512/3599] Completed PGZ in 0.4s | 2.90 sym/s | Total: 14.4m | ETA: 6.3m [2025-11-26T21:05:02.330619] [INFO ] [sig ] [2513/3599] Forecasting PH... [2025-11-26T21:05:02.330680] [INFO ] [sig ] Generating forecast for: PH [2025-11-26T21:05:02.330723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-11-26T21:05:02.343204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PH'. [2025-11-26T21:05:02.343598] [INFO ] [FORECASTER] Starting predict_future for PH [2025-11-26T21:05:02.344454] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-11-26T21:05:02.344525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:02.344571] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:02.344628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:02.344720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:02.401504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:02.402542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:02.402678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:02.402762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:02.528531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:02.528820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:02.528883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:02.528933] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:02.532589] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=71.77%) [2025-11-26T21:05:02.532951] [INFO ] [FORECASTER] Completed predict_future for PH [2025-11-26T21:05:02.533122] [INFO ] [sig ] PH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:02.684589] [INFO ] [LOCAL ] Saved forecast: PH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PH.txt [2025-11-26T21:05:02.684811] [INFO ] [sig ] [2513/3599] Completed PH in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:02.684872] [INFO ] [sig ] [2514/3599] Forecasting PHG... [2025-11-26T21:05:02.684916] [INFO ] [sig ] Generating forecast for: PHG [2025-11-26T21:05:02.684983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-11-26T21:05:02.700126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHG'. [2025-11-26T21:05:02.700660] [INFO ] [FORECASTER] Starting predict_future for PHG [2025-11-26T21:05:02.701507] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-11-26T21:05:02.701578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:02.701624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:02.701680] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:02.701762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:02.758107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:02.758787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:02.758882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:02.758939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:02.877789] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:02.877947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:02.877999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:02.878039] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:02.881390] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=5.33%) [2025-11-26T21:05:02.881717] [INFO ] [FORECASTER] Completed predict_future for PHG [2025-11-26T21:05:02.881863] [INFO ] [sig ] PHG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:03.022582] [INFO ] [LOCAL ] Saved forecast: PHG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHG.txt [2025-11-26T21:05:03.022776] [INFO ] [sig ] [2514/3599] Completed PHG in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:03.022832] [INFO ] [sig ] [2515/3599] Forecasting PHI... [2025-11-26T21:05:03.022874] [INFO ] [sig ] Generating forecast for: PHI [2025-11-26T21:05:03.022914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-11-26T21:05:03.034521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHI'. [2025-11-26T21:05:03.034906] [INFO ] [FORECASTER] Starting predict_future for PHI [2025-11-26T21:05:03.035756] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-11-26T21:05:03.035820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:03.035858] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:03.035890] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:03.035969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:03.096132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:03.096991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:03.097095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:03.097140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:03.221927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:03.222140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:03.222195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:03.222241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:03.226476] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=7.53%) [2025-11-26T21:05:03.226906] [INFO ] [FORECASTER] Completed predict_future for PHI [2025-11-26T21:05:03.227092] [INFO ] [sig ] PHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:03.376216] [INFO ] [LOCAL ] Saved forecast: PHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHI.txt [2025-11-26T21:05:03.376404] [INFO ] [sig ] [2515/3599] Completed PHI in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:03.376461] [INFO ] [sig ] [2516/3599] Forecasting PHIN... [2025-11-26T21:05:03.376505] [INFO ] [sig ] Generating forecast for: PHIN [2025-11-26T21:05:03.376546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-11-26T21:05:03.388014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIN'. [2025-11-26T21:05:03.388313] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-11-26T21:05:03.389170] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-11-26T21:05:03.389239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:03.389286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:03.389326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:03.389396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:03.446804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:03.447438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:03.447550] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:03.447600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:03.567059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:03.567263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:03.567318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:03.567360] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:03.571053] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=41.88%) [2025-11-26T21:05:03.571418] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-11-26T21:05:03.571577] [INFO ] [sig ] PHIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:03.720224] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHIN.txt [2025-11-26T21:05:03.720439] [INFO ] [sig ] [2516/3599] Completed PHIN in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:03.720496] [INFO ] [sig ] [2517/3599] Forecasting PHIO... [2025-11-26T21:05:03.720539] [INFO ] [sig ] Generating forecast for: PHIO [2025-11-26T21:05:03.720583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'. [2025-11-26T21:05:03.732501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIO'. [2025-11-26T21:05:03.732951] [INFO ] [FORECASTER] Starting predict_future for PHIO [2025-11-26T21:05:03.733832] [DEBUG] [LOCAL ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt [2025-11-26T21:05:03.733917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:03.733965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:03.734005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:03.734076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:03.793210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:03.794149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:03.794272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:03.794319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:03.915791] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:03.915982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:03.916035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:03.916080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:03.919518] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=97.32%) [2025-11-26T21:05:03.919829] [INFO ] [FORECASTER] Completed predict_future for PHIO [2025-11-26T21:05:03.919972] [INFO ] [sig ] PHIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:04.060275] [INFO ] [LOCAL ] Saved forecast: PHIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHIO.txt [2025-11-26T21:05:04.060420] [INFO ] [sig ] [2517/3599] Completed PHIO in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:04.060474] [INFO ] [sig ] [2518/3599] Forecasting PHK... [2025-11-26T21:05:04.060519] [INFO ] [sig ] Generating forecast for: PHK [2025-11-26T21:05:04.060560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-11-26T21:05:04.075047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHK'. [2025-11-26T21:05:04.075741] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-11-26T21:05:04.076933] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-11-26T21:05:04.077019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:04.077081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:04.077151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:04.077245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:04.138086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:04.139542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:04.139685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:04.139752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:04.272135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:04.272430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:04.272502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:04.272555] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:04.277922] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=54.42%) [2025-11-26T21:05:04.278473] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-11-26T21:05:04.278713] [INFO ] [sig ] PHK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:04.446479] [INFO ] [LOCAL ] Saved forecast: PHK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHK.txt [2025-11-26T21:05:04.446814] [INFO ] [sig ] [2518/3599] Completed PHK in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:04.446993] [INFO ] [sig ] [2519/3599] Forecasting PHM... [2025-11-26T21:05:04.447083] [INFO ] [sig ] Generating forecast for: PHM [2025-11-26T21:05:04.447185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'. [2025-11-26T21:05:04.465039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHM'. [2025-11-26T21:05:04.465695] [INFO ] [FORECASTER] Starting predict_future for PHM [2025-11-26T21:05:04.466850] [DEBUG] [LOCAL ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt [2025-11-26T21:05:04.466933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:04.466989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:04.467035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:04.467127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:04.531663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:04.533001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:04.533149] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:04.533203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:04.662198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:04.662449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:04.662539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:04.662587] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:04.666635] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-11-26T21:05:04.666989] [INFO ] [FORECASTER] Completed predict_future for PHM [2025-11-26T21:05:04.667158] [INFO ] [sig ] PHM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:04.814711] [INFO ] [LOCAL ] Saved forecast: PHM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHM.txt [2025-11-26T21:05:04.814961] [INFO ] [sig ] [2519/3599] Completed PHM in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:04.815023] [INFO ] [sig ] [2520/3599] Forecasting PHO... [2025-11-26T21:05:04.815075] [INFO ] [sig ] Generating forecast for: PHO [2025-11-26T21:05:04.815122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'. [2025-11-26T21:05:04.828833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHO'. [2025-11-26T21:05:04.829398] [INFO ] [FORECASTER] Starting predict_future for PHO [2025-11-26T21:05:04.830463] [DEBUG] [LOCAL ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt [2025-11-26T21:05:04.830544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:04.830596] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:04.830674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:04.830756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:04.894111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:04.895366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:04.895499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:04.895550] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:05.029516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:05.029789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:05.029864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:05.029926] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:05.034565] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-11-26T21:05:05.035011] [INFO ] [FORECASTER] Completed predict_future for PHO [2025-11-26T21:05:05.035211] [INFO ] [sig ] PHO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:05.192078] [INFO ] [LOCAL ] Saved forecast: PHO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHO.txt [2025-11-26T21:05:05.192344] [INFO ] [sig ] [2520/3599] Completed PHO in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:05.192404] [INFO ] [sig ] [2521/3599] Forecasting PHUN... [2025-11-26T21:05:05.192440] [INFO ] [sig ] Generating forecast for: PHUN [2025-11-26T21:05:05.192476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'. [2025-11-26T21:05:05.205093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHUN'. [2025-11-26T21:05:05.205557] [INFO ] [FORECASTER] Starting predict_future for PHUN [2025-11-26T21:05:05.206445] [DEBUG] [LOCAL ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt [2025-11-26T21:05:05.206517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:05.206566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:05.206607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:05.206697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:05.270276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:05.271313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:05.271416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:05.271463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:05.392479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:05.392700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:05.392758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:05.392800] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:05.396279] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=76.79%) [2025-11-26T21:05:05.396575] [INFO ] [FORECASTER] Completed predict_future for PHUN [2025-11-26T21:05:05.396746] [INFO ] [sig ] PHUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:05.553229] [INFO ] [LOCAL ] Saved forecast: PHUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHUN.txt [2025-11-26T21:05:05.553419] [INFO ] [sig ] [2521/3599] Completed PHUN in 0.4s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:05.553477] [INFO ] [sig ] [2522/3599] Forecasting PHVS... [2025-11-26T21:05:05.553520] [INFO ] [sig ] Generating forecast for: PHVS [2025-11-26T21:05:05.553560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'. [2025-11-26T21:05:05.565537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHVS'. [2025-11-26T21:05:05.565916] [INFO ] [FORECASTER] Starting predict_future for PHVS [2025-11-26T21:05:05.566810] [DEBUG] [LOCAL ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt [2025-11-26T21:05:05.566878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:05.566923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:05.566963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:05.567031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:05.623847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:05.624674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:05.624806] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:05.624852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:05.749551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:05.749765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:05.749821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:05.749864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:05.753373] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=9.29%) [2025-11-26T21:05:05.753726] [INFO ] [FORECASTER] Completed predict_future for PHVS [2025-11-26T21:05:05.753881] [INFO ] [sig ] PHVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:05.893837] [INFO ] [LOCAL ] Saved forecast: PHVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHVS.txt [2025-11-26T21:05:05.894022] [INFO ] [sig ] [2522/3599] Completed PHVS in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:05.894079] [INFO ] [sig ] [2523/3599] Forecasting PI... [2025-11-26T21:05:05.894122] [INFO ] [sig ] Generating forecast for: PI [2025-11-26T21:05:05.894163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'. [2025-11-26T21:05:05.906186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PI'. [2025-11-26T21:05:05.906561] [INFO ] [FORECASTER] Starting predict_future for PI [2025-11-26T21:05:05.907488] [DEBUG] [LOCAL ] No optimal features file found for PI: ./output/feature-sets/PI.txt [2025-11-26T21:05:05.907582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:05.907632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:05.907693] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:05.907770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:05.965380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:05.966147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:05.966245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:05.966290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:06.092432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:06.092628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:06.092694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:06.092735] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:06.096274] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=83.64%) [2025-11-26T21:05:06.096593] [INFO ] [FORECASTER] Completed predict_future for PI [2025-11-26T21:05:06.096781] [INFO ] [sig ] PI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:06.239488] [INFO ] [LOCAL ] Saved forecast: PI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PI.txt [2025-11-26T21:05:06.239689] [INFO ] [sig ] [2523/3599] Completed PI in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:06.239747] [INFO ] [sig ] [2524/3599] Forecasting PID... [2025-11-26T21:05:06.239789] [INFO ] [sig ] Generating forecast for: PID [2025-11-26T21:05:06.239834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'. [2025-11-26T21:05:06.251718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PID'. [2025-11-26T21:05:06.252053] [INFO ] [FORECASTER] Starting predict_future for PID [2025-11-26T21:05:06.252896] [DEBUG] [LOCAL ] No optimal features file found for PID: ./output/feature-sets/PID.txt [2025-11-26T21:05:06.252964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:06.253008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:06.253047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:06.253115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:06.311236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:06.311984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:06.312083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:06.312134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:06.434431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:06.434631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:06.434727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:06.434772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:06.438267] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=63.74%) [2025-11-26T21:05:06.438558] [INFO ] [FORECASTER] Completed predict_future for PID [2025-11-26T21:05:06.438724] [INFO ] [sig ] PID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:06.583586] [INFO ] [LOCAL ] Saved forecast: PID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PID.txt [2025-11-26T21:05:06.583804] [INFO ] [sig ] [2524/3599] Completed PID in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:06.583861] [INFO ] [sig ] [2525/3599] Forecasting PIE... [2025-11-26T21:05:06.583904] [INFO ] [sig ] Generating forecast for: PIE [2025-11-26T21:05:06.583956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'. [2025-11-26T21:05:06.595097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIE'. [2025-11-26T21:05:06.595486] [INFO ] [FORECASTER] Starting predict_future for PIE [2025-11-26T21:05:06.596374] [DEBUG] [LOCAL ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt [2025-11-26T21:05:06.596445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:06.596491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:06.596530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:06.596599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:06.655143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:06.656093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:06.656199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:06.656246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:06.779688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:06.779891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:06.779953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:06.779991] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:06.783564] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=98.60%) [2025-11-26T21:05:06.783941] [INFO ] [FORECASTER] Completed predict_future for PIE [2025-11-26T21:05:06.784096] [INFO ] [sig ] PIE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:06.927699] [INFO ] [LOCAL ] Saved forecast: PIE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PIE.txt [2025-11-26T21:05:06.927902] [INFO ] [sig ] [2525/3599] Completed PIE in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:06.927960] [INFO ] [sig ] [2526/3599] Forecasting PII... [2025-11-26T21:05:06.928003] [INFO ] [sig ] Generating forecast for: PII [2025-11-26T21:05:06.928044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-11-26T21:05:06.939165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PII'. [2025-11-26T21:05:06.939564] [INFO ] [FORECASTER] Starting predict_future for PII [2025-11-26T21:05:06.940421] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-11-26T21:05:06.940490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:06.940534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:06.940572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:06.940637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:07.001246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:07.002198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:07.002298] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:07.002344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:07.127213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:07.127417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:07.127471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:07.127545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:07.131073] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T21:05:07.131396] [INFO ] [FORECASTER] Completed predict_future for PII [2025-11-26T21:05:07.131551] [INFO ] [sig ] PII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:07.273362] [INFO ] [LOCAL ] Saved forecast: PII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PII.txt [2025-11-26T21:05:07.273528] [INFO ] [sig ] [2526/3599] Completed PII in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:07.273596] [INFO ] [sig ] [2527/3599] Forecasting PIM... [2025-11-26T21:05:07.273669] [INFO ] [sig ] Generating forecast for: PIM [2025-11-26T21:05:07.273745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-11-26T21:05:07.284223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIM'. [2025-11-26T21:05:07.284674] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-11-26T21:05:07.285521] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-11-26T21:05:07.285592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:07.285667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:07.285720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:07.285799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:07.348745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:07.349730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:07.349832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:07.349896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:07.465498] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:07.465713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:07.465767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:07.465818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:07.469318] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=68.30%) [2025-11-26T21:05:07.469696] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-11-26T21:05:07.469867] [INFO ] [sig ] PIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:07.617408] [INFO ] [LOCAL ] Saved forecast: PIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PIM.txt [2025-11-26T21:05:07.617608] [INFO ] [sig ] [2527/3599] Completed PIM in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:07.617721] [INFO ] [sig ] [2528/3599] Forecasting PINE... [2025-11-26T21:05:07.617775] [INFO ] [sig ] Generating forecast for: PINE [2025-11-26T21:05:07.617817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-11-26T21:05:07.629213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINE'. [2025-11-26T21:05:07.629539] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-11-26T21:05:07.630387] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-11-26T21:05:07.630457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:07.630516] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:07.630566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:07.630691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:07.688506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:07.689424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:07.689537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:07.689584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:07.808372] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:07.808577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:07.808629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:07.808689] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:07.812139] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=69.23%) [2025-11-26T21:05:07.812441] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-11-26T21:05:07.812597] [INFO ] [sig ] PINE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:07.955152] [INFO ] [LOCAL ] Saved forecast: PINE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PINE.txt [2025-11-26T21:05:07.955345] [INFO ] [sig ] [2528/3599] Completed PINE in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:07.955399] [INFO ] [sig ] [2529/3599] Forecasting PINS... [2025-11-26T21:05:07.955441] [INFO ] [sig ] Generating forecast for: PINS [2025-11-26T21:05:07.955485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-11-26T21:05:07.967219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINS'. [2025-11-26T21:05:07.967629] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-11-26T21:05:07.968514] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-11-26T21:05:07.968584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:07.968637] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:07.968726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:07.968806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:08.025903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:08.026832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:08.026938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:08.026992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:08.150074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:08.150278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:08.150332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:08.150372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:08.153949] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=87.24%) [2025-11-26T21:05:08.154268] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-11-26T21:05:08.154416] [INFO ] [sig ] PINS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:08.298564] [INFO ] [LOCAL ] Saved forecast: PINS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PINS.txt [2025-11-26T21:05:08.298778] [INFO ] [sig ] [2529/3599] Completed PINS in 0.3s | 2.90 sym/s | Total: 14.5m | ETA: 6.2m [2025-11-26T21:05:08.298837] [INFO ] [sig ] [2530/3599] Forecasting PK... [2025-11-26T21:05:08.298892] [INFO ] [sig ] Generating forecast for: PK [2025-11-26T21:05:08.298974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-11-26T21:05:08.310857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PK'. [2025-11-26T21:05:08.311279] [INFO ] [FORECASTER] Starting predict_future for PK [2025-11-26T21:05:08.312141] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-11-26T21:05:08.312210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:08.312256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:08.312336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:08.312462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:08.372662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:08.373541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:08.373678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:08.373745] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:08.504314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:08.504703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:08.504788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:08.504859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:08.508743] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=94.90%) [2025-11-26T21:05:08.509092] [INFO ] [FORECASTER] Completed predict_future for PK [2025-11-26T21:05:08.509280] [INFO ] [sig ] PK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:08.655809] [INFO ] [LOCAL ] Saved forecast: PK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PK.txt [2025-11-26T21:05:08.656006] [INFO ] [sig ] [2530/3599] Completed PK in 0.4s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:08.656064] [INFO ] [sig ] [2531/3599] Forecasting PKBK... [2025-11-26T21:05:08.656106] [INFO ] [sig ] Generating forecast for: PKBK [2025-11-26T21:05:08.656149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'. [2025-11-26T21:05:08.669918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKBK'. [2025-11-26T21:05:08.670358] [INFO ] [FORECASTER] Starting predict_future for PKBK [2025-11-26T21:05:08.671422] [DEBUG] [LOCAL ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt [2025-11-26T21:05:08.671505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:08.671577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:08.671663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:08.671768] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:08.734131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:08.735036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:08.735170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:08.735232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:08.848466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:08.848690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:08.848772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:08.848815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:08.852279] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-11-26T21:05:08.852587] [INFO ] [FORECASTER] Completed predict_future for PKBK [2025-11-26T21:05:08.852751] [INFO ] [sig ] PKBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:08.992692] [INFO ] [LOCAL ] Saved forecast: PKBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PKBK.txt [2025-11-26T21:05:08.992857] [INFO ] [sig ] [2531/3599] Completed PKBK in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:08.992912] [INFO ] [sig ] [2532/3599] Forecasting PKE... [2025-11-26T21:05:08.992974] [INFO ] [sig ] Generating forecast for: PKE [2025-11-26T21:05:08.993020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-11-26T21:05:09.005745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKE'. [2025-11-26T21:05:09.006210] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-11-26T21:05:09.007141] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-11-26T21:05:09.007213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:09.007269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:09.007319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:09.007400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:09.066815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:09.067612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:09.067757] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:09.067816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:09.188244] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:09.188442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:09.188516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:09.188560] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:09.192176] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-11-26T21:05:09.192486] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-11-26T21:05:09.192635] [INFO ] [sig ] PKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:09.334196] [INFO ] [LOCAL ] Saved forecast: PKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKE.txt [2025-11-26T21:05:09.334385] [INFO ] [sig ] [2532/3599] Completed PKE in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:09.334471] [INFO ] [sig ] [2533/3599] Forecasting PKG... [2025-11-26T21:05:09.334577] [INFO ] [sig ] Generating forecast for: PKG [2025-11-26T21:05:09.334630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-11-26T21:05:09.345934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKG'. [2025-11-26T21:05:09.346342] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-11-26T21:05:09.347259] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-11-26T21:05:09.347336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:09.347429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:09.347488] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:09.347655] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:09.405688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:09.406539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:09.406667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:09.406748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:09.531247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:09.531448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:09.531521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:09.531591] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:09.535094] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=44.72%) [2025-11-26T21:05:09.535425] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-11-26T21:05:09.535608] [INFO ] [sig ] PKG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:09.679602] [INFO ] [LOCAL ] Saved forecast: PKG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKG.txt [2025-11-26T21:05:09.679802] [INFO ] [sig ] [2533/3599] Completed PKG in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:09.679882] [INFO ] [sig ] [2534/3599] Forecasting PKOH... [2025-11-26T21:05:09.679939] [INFO ] [sig ] Generating forecast for: PKOH [2025-11-26T21:05:09.680042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'. [2025-11-26T21:05:09.691387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKOH'. [2025-11-26T21:05:09.691782] [INFO ] [FORECASTER] Starting predict_future for PKOH [2025-11-26T21:05:09.692678] [DEBUG] [LOCAL ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt [2025-11-26T21:05:09.692754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:09.692833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:09.692907] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:09.693039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:09.752619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:09.753553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:09.753683] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:09.753768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:09.870378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:09.870554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:09.870607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:09.870675] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:09.874277] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=1.43%) [2025-11-26T21:05:09.874578] [INFO ] [FORECASTER] Completed predict_future for PKOH [2025-11-26T21:05:09.874749] [INFO ] [sig ] PKOH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:10.016697] [INFO ] [LOCAL ] Saved forecast: PKOH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKOH.txt [2025-11-26T21:05:10.016858] [INFO ] [sig ] [2534/3599] Completed PKOH in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:10.016912] [INFO ] [sig ] [2535/3599] Forecasting PKX... [2025-11-26T21:05:10.016953] [INFO ] [sig ] Generating forecast for: PKX [2025-11-26T21:05:10.016993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-11-26T21:05:10.028173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKX'. [2025-11-26T21:05:10.028504] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-11-26T21:05:10.029357] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-11-26T21:05:10.029426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:10.029473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:10.029513] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:10.029580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:10.087228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:10.087952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:10.088047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:10.088086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:10.209282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:10.209431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:10.209484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:10.209542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:10.212975] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-11-26T21:05:10.213274] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-11-26T21:05:10.213416] [INFO ] [sig ] PKX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:10.358954] [INFO ] [LOCAL ] Saved forecast: PKX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKX.txt [2025-11-26T21:05:10.359132] [INFO ] [sig ] [2535/3599] Completed PKX in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:10.359198] [INFO ] [sig ] [2536/3599] Forecasting PL... [2025-11-26T21:05:10.359249] [INFO ] [sig ] Generating forecast for: PL [2025-11-26T21:05:10.359300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-11-26T21:05:10.370206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PL'. [2025-11-26T21:05:10.370514] [INFO ] [FORECASTER] Starting predict_future for PL [2025-11-26T21:05:10.371342] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-11-26T21:05:10.371410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:10.371455] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:10.371496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:10.371562] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:10.429435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:10.430178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:10.430276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:10.430324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:10.550905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:10.551090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:10.551151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:10.551191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:10.554685] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=2.49%) [2025-11-26T21:05:10.554985] [INFO ] [FORECASTER] Completed predict_future for PL [2025-11-26T21:05:10.555132] [INFO ] [sig ] PL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:10.696362] [INFO ] [LOCAL ] Saved forecast: PL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PL.txt [2025-11-26T21:05:10.696528] [INFO ] [sig ] [2536/3599] Completed PL in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:10.696583] [INFO ] [sig ] [2537/3599] Forecasting PLAB... [2025-11-26T21:05:10.696627] [INFO ] [sig ] Generating forecast for: PLAB [2025-11-26T21:05:10.696691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'. [2025-11-26T21:05:10.707527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAB'. [2025-11-26T21:05:10.707880] [INFO ] [FORECASTER] Starting predict_future for PLAB [2025-11-26T21:05:10.708768] [DEBUG] [LOCAL ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt [2025-11-26T21:05:10.708837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:10.708885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:10.708923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:10.708990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:10.770806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:10.771621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:10.771748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:10.771818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:10.892709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:10.892889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:10.892941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:10.892980] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:10.896341] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=99.16%) [2025-11-26T21:05:10.896634] [INFO ] [FORECASTER] Completed predict_future for PLAB [2025-11-26T21:05:10.896796] [INFO ] [sig ] PLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:11.035428] [INFO ] [LOCAL ] Saved forecast: PLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLAB.txt [2025-11-26T21:05:11.035614] [INFO ] [sig ] [2537/3599] Completed PLAB in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:11.035702] [INFO ] [sig ] [2538/3599] Forecasting PLAY... [2025-11-26T21:05:11.035764] [INFO ] [sig ] Generating forecast for: PLAY [2025-11-26T21:05:11.035829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'. [2025-11-26T21:05:11.048200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAY'. [2025-11-26T21:05:11.048590] [INFO ] [FORECASTER] Starting predict_future for PLAY [2025-11-26T21:05:11.049458] [DEBUG] [LOCAL ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt [2025-11-26T21:05:11.049527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:11.049573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:11.049611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:11.049696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:11.105421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:11.106327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:11.106430] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:11.106477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:11.224423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:11.224620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:11.224707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:11.224764] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:11.228200] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=17.78%) [2025-11-26T21:05:11.228510] [INFO ] [FORECASTER] Completed predict_future for PLAY [2025-11-26T21:05:11.228688] [INFO ] [sig ] PLAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:11.372547] [INFO ] [LOCAL ] Saved forecast: PLAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLAY.txt [2025-11-26T21:05:11.372759] [INFO ] [sig ] [2538/3599] Completed PLAY in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:11.372819] [INFO ] [sig ] [2539/3599] Forecasting PLBC... [2025-11-26T21:05:11.372865] [INFO ] [sig ] Generating forecast for: PLBC [2025-11-26T21:05:11.372906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'. [2025-11-26T21:05:11.385268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBC'. [2025-11-26T21:05:11.385769] [INFO ] [FORECASTER] Starting predict_future for PLBC [2025-11-26T21:05:11.386866] [DEBUG] [LOCAL ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt [2025-11-26T21:05:11.386939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:11.386999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:11.387051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:11.387148] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:11.448839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:11.449883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:11.449989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:11.450051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:11.565004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:11.565200] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:05:11.565256] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:11.565298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:11.568917] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=41.91%) [2025-11-26T21:05:11.569242] [INFO ] [FORECASTER] Completed predict_future for PLBC [2025-11-26T21:05:11.569405] [INFO ] [sig ] PLBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:11.712461] [INFO ] [LOCAL ] Saved forecast: PLBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLBC.txt [2025-11-26T21:05:11.712672] [INFO ] [sig ] [2539/3599] Completed PLBC in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:11.712726] [INFO ] [sig ] [2540/3599] Forecasting PLBY... [2025-11-26T21:05:11.712767] [INFO ] [sig ] Generating forecast for: PLBY [2025-11-26T21:05:11.712811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'. [2025-11-26T21:05:11.724375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBY'. [2025-11-26T21:05:11.724738] [INFO ] [FORECASTER] Starting predict_future for PLBY [2025-11-26T21:05:11.725555] [DEBUG] [LOCAL ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt [2025-11-26T21:05:11.725624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:11.725690] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:11.725732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:11.725802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:11.783209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:11.783939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:11.784034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:11.784080] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:11.902073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:11.902260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:11.902315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:11.902359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:11.905802] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-11-26T21:05:11.906097] [INFO ] [FORECASTER] Completed predict_future for PLBY [2025-11-26T21:05:11.906271] [INFO ] [sig ] PLBY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:12.053702] [INFO ] [LOCAL ] Saved forecast: PLBY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLBY.txt [2025-11-26T21:05:12.053943] [INFO ] [sig ] [2540/3599] Completed PLBY in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:12.054004] [INFO ] [sig ] [2541/3599] Forecasting PLCE... [2025-11-26T21:05:12.054062] [INFO ] [sig ] Generating forecast for: PLCE [2025-11-26T21:05:12.054111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'. [2025-11-26T21:05:12.066427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLCE'. [2025-11-26T21:05:12.066906] [INFO ] [FORECASTER] Starting predict_future for PLCE [2025-11-26T21:05:12.067976] [DEBUG] [LOCAL ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt [2025-11-26T21:05:12.068048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:12.068094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:12.068154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:12.068238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:12.127086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:12.128050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:12.128153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:12.128212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:12.251322] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:12.251537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:12.251591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:12.251632] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:12.255112] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=82.50%) [2025-11-26T21:05:12.255406] [INFO ] [FORECASTER] Completed predict_future for PLCE [2025-11-26T21:05:12.255552] [INFO ] [sig ] PLCE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:12.404306] [INFO ] [LOCAL ] Saved forecast: PLCE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLCE.txt [2025-11-26T21:05:12.404561] [INFO ] [sig ] [2541/3599] Completed PLCE in 0.4s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:12.404620] [INFO ] [sig ] [2542/3599] Forecasting PLD... [2025-11-26T21:05:12.404686] [INFO ] [sig ] Generating forecast for: PLD [2025-11-26T21:05:12.404732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-11-26T21:05:12.418268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLD'. [2025-11-26T21:05:12.418753] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-11-26T21:05:12.419626] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-11-26T21:05:12.419715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:12.419763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:12.419837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:12.419906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:12.481656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:12.482579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:12.482705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:12.482755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:12.622441] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:12.622670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:12.622727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:12.622774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:12.626417] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-11-26T21:05:12.626825] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-11-26T21:05:12.627004] [INFO ] [sig ] PLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:12.794793] [INFO ] [LOCAL ] Saved forecast: PLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLD.txt [2025-11-26T21:05:12.794977] [INFO ] [sig ] [2542/3599] Completed PLD in 0.4s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:12.795033] [INFO ] [sig ] [2543/3599] Forecasting PLPC... [2025-11-26T21:05:12.795074] [INFO ] [sig ] Generating forecast for: PLPC [2025-11-26T21:05:12.795115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'. [2025-11-26T21:05:12.808038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLPC'. [2025-11-26T21:05:12.808555] [INFO ] [FORECASTER] Starting predict_future for PLPC [2025-11-26T21:05:12.809517] [DEBUG] [LOCAL ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt [2025-11-26T21:05:12.809593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:12.809663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:12.809717] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:12.809796] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:12.871238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:12.872278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:12.872392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:12.872446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:12.988357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:12.988587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:12.988662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:12.988719] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:12.992305] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=43.18%) [2025-11-26T21:05:12.992629] [INFO ] [FORECASTER] Completed predict_future for PLPC [2025-11-26T21:05:12.992805] [INFO ] [sig ] PLPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:13.134913] [INFO ] [LOCAL ] Saved forecast: PLPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLPC.txt [2025-11-26T21:05:13.135120] [INFO ] [sig ] [2543/3599] Completed PLPC in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:13.135181] [INFO ] [sig ] [2544/3599] Forecasting PLRX... [2025-11-26T21:05:13.135218] [INFO ] [sig ] Generating forecast for: PLRX [2025-11-26T21:05:13.135257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'. [2025-11-26T21:05:13.147770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLRX'. [2025-11-26T21:05:13.148233] [INFO ] [FORECASTER] Starting predict_future for PLRX [2025-11-26T21:05:13.149226] [DEBUG] [LOCAL ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt [2025-11-26T21:05:13.149303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:13.149350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:13.149391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:13.149461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:13.209738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:13.210743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:13.210857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:13.210906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:13.332851] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:13.333059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:13.333195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:13.333239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:13.336829] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-11-26T21:05:13.337134] [INFO ] [FORECASTER] Completed predict_future for PLRX [2025-11-26T21:05:13.337309] [INFO ] [sig ] PLRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:13.482735] [INFO ] [LOCAL ] Saved forecast: PLRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLRX.txt [2025-11-26T21:05:13.482952] [INFO ] [sig ] [2544/3599] Completed PLRX in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:13.483011] [INFO ] [sig ] [2545/3599] Forecasting PLSE... [2025-11-26T21:05:13.483054] [INFO ] [sig ] Generating forecast for: PLSE [2025-11-26T21:05:13.483095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'. [2025-11-26T21:05:13.494903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLSE'. [2025-11-26T21:05:13.495323] [INFO ] [FORECASTER] Starting predict_future for PLSE [2025-11-26T21:05:13.496186] [DEBUG] [LOCAL ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt [2025-11-26T21:05:13.496256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:13.496308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:13.496348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:13.496418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:13.558702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:13.559705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:13.559815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:13.559863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:13.683966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:13.684177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:13.684242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:13.684301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:13.687996] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=45.59%) [2025-11-26T21:05:13.688306] [INFO ] [FORECASTER] Completed predict_future for PLSE [2025-11-26T21:05:13.688462] [INFO ] [sig ] PLSE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:13.832554] [INFO ] [LOCAL ] Saved forecast: PLSE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLSE.txt [2025-11-26T21:05:13.832760] [INFO ] [sig ] [2545/3599] Completed PLSE in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:13.832819] [INFO ] [sig ] [2546/3599] Forecasting PLTK... [2025-11-26T21:05:13.832856] [INFO ] [sig ] Generating forecast for: PLTK [2025-11-26T21:05:13.832916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'. [2025-11-26T21:05:13.844462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLTK'. [2025-11-26T21:05:13.844932] [INFO ] [FORECASTER] Starting predict_future for PLTK [2025-11-26T21:05:13.845836] [DEBUG] [LOCAL ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt [2025-11-26T21:05:13.845907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:13.845969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:13.846021] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:13.846093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:13.905376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:13.906305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:13.906412] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:13.906461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:14.028307] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:14.028512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:14.028566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:14.028607] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:14.032060] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=92.69%) [2025-11-26T21:05:14.032356] [INFO ] [FORECASTER] Completed predict_future for PLTK [2025-11-26T21:05:14.032501] [INFO ] [sig ] PLTK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:14.174783] [INFO ] [LOCAL ] Saved forecast: PLTK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLTK.txt [2025-11-26T21:05:14.174965] [INFO ] [sig ] [2546/3599] Completed PLTK in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:14.175029] [INFO ] [sig ] [2547/3599] Forecasting PLUG... [2025-11-26T21:05:14.175075] [INFO ] [sig ] Generating forecast for: PLUG [2025-11-26T21:05:14.175118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'. [2025-11-26T21:05:14.186999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUG'. [2025-11-26T21:05:14.187339] [INFO ] [FORECASTER] Starting predict_future for PLUG [2025-11-26T21:05:14.188244] [DEBUG] [LOCAL ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt [2025-11-26T21:05:14.188328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:14.188376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:14.188418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:14.188490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:14.246274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:14.246950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:14.247047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:14.247095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:14.370197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:14.370380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:14.370435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:14.370475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:14.373954] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=99.89%) [2025-11-26T21:05:14.374273] [INFO ] [FORECASTER] Completed predict_future for PLUG [2025-11-26T21:05:14.374417] [INFO ] [sig ] PLUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:14.519859] [INFO ] [LOCAL ] Saved forecast: PLUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLUG.txt [2025-11-26T21:05:14.520036] [INFO ] [sig ] [2547/3599] Completed PLUG in 0.3s | 2.90 sym/s | Total: 14.6m | ETA: 6.1m [2025-11-26T21:05:14.520093] [INFO ] [sig ] [2548/3599] Forecasting PLUS... [2025-11-26T21:05:14.520133] [INFO ] [sig ] Generating forecast for: PLUS [2025-11-26T21:05:14.520173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'. [2025-11-26T21:05:14.531706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUS'. [2025-11-26T21:05:14.532040] [INFO ] [FORECASTER] Starting predict_future for PLUS [2025-11-26T21:05:14.532905] [DEBUG] [LOCAL ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt [2025-11-26T21:05:14.532974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:14.533022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:14.533064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:14.533133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:14.590973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:14.591658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:14.591754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:14.591801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:14.715635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:14.715837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:14.715889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:14.715931] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:14.719491] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=86.19%) [2025-11-26T21:05:14.719806] [INFO ] [FORECASTER] Completed predict_future for PLUS [2025-11-26T21:05:14.719950] [INFO ] [sig ] PLUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:14.860311] [INFO ] [LOCAL ] Saved forecast: PLUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLUS.txt [2025-11-26T21:05:14.860512] [INFO ] [sig ] [2548/3599] Completed PLUS in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:14.860570] [INFO ] [sig ] [2549/3599] Forecasting PLXS... [2025-11-26T21:05:14.860613] [INFO ] [sig ] Generating forecast for: PLXS [2025-11-26T21:05:14.860678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'. [2025-11-26T21:05:14.873109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLXS'. [2025-11-26T21:05:14.873492] [INFO ] [FORECASTER] Starting predict_future for PLXS [2025-11-26T21:05:14.874385] [DEBUG] [LOCAL ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt [2025-11-26T21:05:14.874465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:14.874526] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:14.874581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:14.874697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:14.933790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:14.934482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:14.934589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:14.934671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:15.056844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:15.057046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:15.057120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:15.057176] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:15.060714] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=7.72%) [2025-11-26T21:05:15.061030] [INFO ] [FORECASTER] Completed predict_future for PLXS [2025-11-26T21:05:15.061193] [INFO ] [sig ] PLXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:15.203985] [INFO ] [LOCAL ] Saved forecast: PLXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLXS.txt [2025-11-26T21:05:15.204159] [INFO ] [sig ] [2549/3599] Completed PLXS in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:15.204229] [INFO ] [sig ] [2550/3599] Forecasting PLYM... [2025-11-26T21:05:15.204285] [INFO ] [sig ] Generating forecast for: PLYM [2025-11-26T21:05:15.204342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-11-26T21:05:15.215617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLYM'. [2025-11-26T21:05:15.215972] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-11-26T21:05:15.216846] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-11-26T21:05:15.216926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:15.216988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:15.217047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:15.217144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:15.278754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:15.279551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:15.279689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:15.279759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:15.402293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:15.402487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:15.402542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:15.402583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:15.406016] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=46.00%) [2025-11-26T21:05:15.406331] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-11-26T21:05:15.406492] [INFO ] [sig ] PLYM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:15.547078] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLYM.txt [2025-11-26T21:05:15.547234] [INFO ] [sig ] [2550/3599] Completed PLYM in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:15.547290] [INFO ] [sig ] [2551/3599] Forecasting PM... [2025-11-26T21:05:15.547331] [INFO ] [sig ] Generating forecast for: PM [2025-11-26T21:05:15.547372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'. [2025-11-26T21:05:15.558942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PM'. [2025-11-26T21:05:15.559321] [INFO ] [FORECASTER] Starting predict_future for PM [2025-11-26T21:05:15.560209] [DEBUG] [LOCAL ] No optimal features file found for PM: ./output/feature-sets/PM.txt [2025-11-26T21:05:15.560280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:15.560326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:15.560366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:15.560436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:15.618479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:15.619163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:15.619265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:15.619320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:15.742891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:15.743092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:15.743151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:15.743185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:15.746579] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=30.82%) [2025-11-26T21:05:15.746896] [INFO ] [FORECASTER] Completed predict_future for PM [2025-11-26T21:05:15.747044] [INFO ] [sig ] PM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:15.923342] [INFO ] [LOCAL ] Saved forecast: PM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PM.txt [2025-11-26T21:05:15.923550] [INFO ] [sig ] [2551/3599] Completed PM in 0.4s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:15.923609] [INFO ] [sig ] [2552/3599] Forecasting PMAX... [2025-11-26T21:05:15.923669] [INFO ] [sig ] Generating forecast for: PMAX [2025-11-26T21:05:15.923710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'. [2025-11-26T21:05:15.935197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMAX'. [2025-11-26T21:05:15.935622] [INFO ] [FORECASTER] Starting predict_future for PMAX [2025-11-26T21:05:15.936460] [DEBUG] [LOCAL ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt [2025-11-26T21:05:15.936544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:15.936590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:15.936630] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:15.936720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:15.994136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:15.995082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:15.995193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:15.995239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:16.110708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:16.110909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:16.110973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:16.111023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:16.114496] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=23.27%) [2025-11-26T21:05:16.114847] [INFO ] [FORECASTER] Completed predict_future for PMAX [2025-11-26T21:05:16.115002] [INFO ] [sig ] PMAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:16.258069] [INFO ] [LOCAL ] Saved forecast: PMAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMAX.txt [2025-11-26T21:05:16.258263] [INFO ] [sig ] [2552/3599] Completed PMAX in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:16.258319] [INFO ] [sig ] [2553/3599] Forecasting PML... [2025-11-26T21:05:16.258357] [INFO ] [sig ] Generating forecast for: PML [2025-11-26T21:05:16.258400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-11-26T21:05:16.269967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PML'. [2025-11-26T21:05:16.270406] [INFO ] [FORECASTER] Starting predict_future for PML [2025-11-26T21:05:16.271263] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-11-26T21:05:16.271332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:16.271377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:16.271417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:16.271485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:16.329185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:16.330122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:16.330232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:16.330278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:16.450266] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:16.450468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:16.450520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:16.450562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:16.453955] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=36.62%) [2025-11-26T21:05:16.454239] [INFO ] [FORECASTER] Completed predict_future for PML [2025-11-26T21:05:16.454382] [INFO ] [sig ] PML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:16.598566] [INFO ] [LOCAL ] Saved forecast: PML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PML.txt [2025-11-26T21:05:16.598760] [INFO ] [sig ] [2553/3599] Completed PML in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:16.598821] [INFO ] [sig ] [2554/3599] Forecasting PMM... [2025-11-26T21:05:16.598864] [INFO ] [sig ] Generating forecast for: PMM [2025-11-26T21:05:16.598903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-11-26T21:05:16.610826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMM'. [2025-11-26T21:05:16.611186] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-11-26T21:05:16.612160] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-11-26T21:05:16.612232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:16.612281] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:16.612323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:16.612408] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:16.672371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:16.673126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:16.673226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:16.673273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:16.794233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:16.794436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:16.794488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:16.794530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:16.798044] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=21.19%) [2025-11-26T21:05:16.798371] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-11-26T21:05:16.798523] [INFO ] [sig ] PMM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:16.939769] [INFO ] [LOCAL ] Saved forecast: PMM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMM.txt [2025-11-26T21:05:16.939940] [INFO ] [sig ] [2554/3599] Completed PMM in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:16.939999] [INFO ] [sig ] [2555/3599] Forecasting PMO... [2025-11-26T21:05:16.940035] [INFO ] [sig ] Generating forecast for: PMO [2025-11-26T21:05:16.940077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-11-26T21:05:16.951862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMO'. [2025-11-26T21:05:16.952181] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-11-26T21:05:16.953056] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-11-26T21:05:16.953125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:16.953171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:16.953211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:16.953286] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:17.010657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:17.011505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:17.011603] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:17.011672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:17.125298] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:17.125498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:17.125552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:17.125594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:17.129102] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=45.12%) [2025-11-26T21:05:17.129417] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-11-26T21:05:17.129565] [INFO ] [sig ] PMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:17.269295] [INFO ] [LOCAL ] Saved forecast: PMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMO.txt [2025-11-26T21:05:17.269482] [INFO ] [sig ] [2555/3599] Completed PMO in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:17.269549] [INFO ] [sig ] [2556/3599] Forecasting PMTS... [2025-11-26T21:05:17.269594] [INFO ] [sig ] Generating forecast for: PMTS [2025-11-26T21:05:17.269637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'. [2025-11-26T21:05:17.281786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMTS'. [2025-11-26T21:05:17.282269] [INFO ] [FORECASTER] Starting predict_future for PMTS [2025-11-26T21:05:17.283207] [DEBUG] [LOCAL ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt [2025-11-26T21:05:17.283280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:17.283340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:17.283414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:17.283524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:17.340555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:17.341354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:17.341466] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:17.341538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:17.464946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:17.465141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:17.465220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:17.465284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:17.468978] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=33.76%) [2025-11-26T21:05:17.469285] [INFO ] [FORECASTER] Completed predict_future for PMTS [2025-11-26T21:05:17.469447] [INFO ] [sig ] PMTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:17.609961] [INFO ] [LOCAL ] Saved forecast: PMTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMTS.txt [2025-11-26T21:05:17.610182] [INFO ] [sig ] [2556/3599] Completed PMTS in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:17.610259] [INFO ] [sig ] [2557/3599] Forecasting PMVP... [2025-11-26T21:05:17.610331] [INFO ] [sig ] Generating forecast for: PMVP [2025-11-26T21:05:17.610401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'. [2025-11-26T21:05:17.622478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMVP'. [2025-11-26T21:05:17.622934] [INFO ] [FORECASTER] Starting predict_future for PMVP [2025-11-26T21:05:17.623843] [DEBUG] [LOCAL ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt [2025-11-26T21:05:17.623923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:17.623985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:17.624043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:17.624190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:17.682025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:17.682944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:17.683070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:17.683117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:17.804652] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:17.804838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:17.804891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:17.804932] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:17.808337] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=60.87%) [2025-11-26T21:05:17.808630] [INFO ] [FORECASTER] Completed predict_future for PMVP [2025-11-26T21:05:17.808820] [INFO ] [sig ] PMVP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:17.948901] [INFO ] [LOCAL ] Saved forecast: PMVP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PMVP.txt [2025-11-26T21:05:17.949058] [INFO ] [sig ] [2557/3599] Completed PMVP in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:17.949111] [INFO ] [sig ] [2558/3599] Forecasting PNC... [2025-11-26T21:05:17.949153] [INFO ] [sig ] Generating forecast for: PNC [2025-11-26T21:05:17.949194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'. [2025-11-26T21:05:17.961106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNC'. [2025-11-26T21:05:17.961473] [INFO ] [FORECASTER] Starting predict_future for PNC [2025-11-26T21:05:17.962333] [DEBUG] [LOCAL ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt [2025-11-26T21:05:17.962418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:17.962472] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:17.962512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:17.962583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:18.019527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:18.020251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:18.020350] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:18.020397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:18.145792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:18.146012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:18.146065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:18.146107] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:18.149684] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=9.14%) [2025-11-26T21:05:18.149976] [INFO ] [FORECASTER] Completed predict_future for PNC [2025-11-26T21:05:18.150121] [INFO ] [sig ] PNC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:18.289746] [INFO ] [LOCAL ] Saved forecast: PNC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNC.txt [2025-11-26T21:05:18.289914] [INFO ] [sig ] [2558/3599] Completed PNC in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:18.289968] [INFO ] [sig ] [2559/3599] Forecasting PNFP... [2025-11-26T21:05:18.290011] [INFO ] [sig ] Generating forecast for: PNFP [2025-11-26T21:05:18.290052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'. [2025-11-26T21:05:18.301695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNFP'. [2025-11-26T21:05:18.302035] [INFO ] [FORECASTER] Starting predict_future for PNFP [2025-11-26T21:05:18.302878] [DEBUG] [LOCAL ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt [2025-11-26T21:05:18.302945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:18.302990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:18.303029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:18.303090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:18.359699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:18.360487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:18.360588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:18.360637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:18.480263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:18.480467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:18.480546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:18.480588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:18.483990] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=15.88%) [2025-11-26T21:05:18.484280] [INFO ] [FORECASTER] Completed predict_future for PNFP [2025-11-26T21:05:18.484453] [INFO ] [sig ] PNFP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:18.625370] [INFO ] [LOCAL ] Saved forecast: PNFP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNFP.txt [2025-11-26T21:05:18.625582] [INFO ] [sig ] [2559/3599] Completed PNFP in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:18.625660] [INFO ] [sig ] [2560/3599] Forecasting PNI... [2025-11-26T21:05:18.625713] [INFO ] [sig ] Generating forecast for: PNI [2025-11-26T21:05:18.625777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-11-26T21:05:18.637762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNI'. [2025-11-26T21:05:18.638146] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-11-26T21:05:18.639088] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-11-26T21:05:18.639158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:18.639205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:18.639257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:18.639422] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:18.695963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:18.696706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:18.696805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:18.696847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:18.808111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:18.808304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:18.808358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:18.808399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:18.811839] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=18.60%) [2025-11-26T21:05:18.812146] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-11-26T21:05:18.812292] [INFO ] [sig ] PNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:18.953798] [INFO ] [LOCAL ] Saved forecast: PNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNI.txt [2025-11-26T21:05:18.953967] [INFO ] [sig ] [2560/3599] Completed PNI in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:18.954024] [INFO ] [sig ] [2561/3599] Forecasting PNQI... [2025-11-26T21:05:18.954069] [INFO ] [sig ] Generating forecast for: PNQI [2025-11-26T21:05:18.954114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'. [2025-11-26T21:05:18.965489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNQI'. [2025-11-26T21:05:18.965877] [INFO ] [FORECASTER] Starting predict_future for PNQI [2025-11-26T21:05:18.966739] [DEBUG] [LOCAL ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt [2025-11-26T21:05:18.966807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:18.966854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:18.966893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:18.967030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:19.025163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:19.025934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:19.026033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:19.026077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:19.149757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:19.149948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:19.150001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:19.150043] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:19.153668] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-11-26T21:05:19.153976] [INFO ] [FORECASTER] Completed predict_future for PNQI [2025-11-26T21:05:19.154125] [INFO ] [sig ] PNQI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:19.334089] [INFO ] [LOCAL ] Saved forecast: PNQI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNQI.txt [2025-11-26T21:05:19.334347] [INFO ] [sig ] [2561/3599] Completed PNQI in 0.4s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:19.334443] [INFO ] [sig ] [2562/3599] Forecasting PNRG... [2025-11-26T21:05:19.334519] [INFO ] [sig ] Generating forecast for: PNRG [2025-11-26T21:05:19.334591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'. [2025-11-26T21:05:19.350052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNRG'. [2025-11-26T21:05:19.350593] [INFO ] [FORECASTER] Starting predict_future for PNRG [2025-11-26T21:05:19.351801] [DEBUG] [LOCAL ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt [2025-11-26T21:05:19.351891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:19.351965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:19.352031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:19.352140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:19.410765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:19.411706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:19.411807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:19.411854] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:19.527747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:19.527956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:19.528012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:19.528056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:19.531665] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=18.88%) [2025-11-26T21:05:19.531998] [INFO ] [FORECASTER] Completed predict_future for PNRG [2025-11-26T21:05:19.532154] [INFO ] [sig ] PNRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:19.678049] [INFO ] [LOCAL ] Saved forecast: PNRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNRG.txt [2025-11-26T21:05:19.678256] [INFO ] [sig ] [2562/3599] Completed PNRG in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:19.678310] [INFO ] [sig ] [2563/3599] Forecasting PNTG... [2025-11-26T21:05:19.678348] [INFO ] [sig ] Generating forecast for: PNTG [2025-11-26T21:05:19.678392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'. [2025-11-26T21:05:19.691110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNTG'. [2025-11-26T21:05:19.691552] [INFO ] [FORECASTER] Starting predict_future for PNTG [2025-11-26T21:05:19.692451] [DEBUG] [LOCAL ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt [2025-11-26T21:05:19.692522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:19.692594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:19.692666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:19.692761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:19.750175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:19.751165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:19.751277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:19.751326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:19.879927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:19.880113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:19.880171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:19.880215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:19.883747] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=67.21%) [2025-11-26T21:05:19.884062] [INFO ] [FORECASTER] Completed predict_future for PNTG [2025-11-26T21:05:19.884222] [INFO ] [sig ] PNTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:20.024042] [INFO ] [LOCAL ] Saved forecast: PNTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PNTG.txt [2025-11-26T21:05:20.024173] [INFO ] [sig ] [2563/3599] Completed PNTG in 0.3s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:20.024226] [INFO ] [sig ] [2564/3599] Forecasting POAI... [2025-11-26T21:05:20.024273] [INFO ] [sig ] Generating forecast for: POAI [2025-11-26T21:05:20.024313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'. [2025-11-26T21:05:20.038762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POAI'. [2025-11-26T21:05:20.039343] [INFO ] [FORECASTER] Starting predict_future for POAI [2025-11-26T21:05:20.040323] [DEBUG] [LOCAL ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt [2025-11-26T21:05:20.040400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:20.040447] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:20.040487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:20.040555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:20.103107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:20.104324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:20.104458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:20.104508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:20.225594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:20.225862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:20.225923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:20.225969] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:20.229816] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=94.05%) [2025-11-26T21:05:20.230138] [INFO ] [FORECASTER] Completed predict_future for POAI [2025-11-26T21:05:20.230298] [INFO ] [sig ] POAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:20.375472] [INFO ] [LOCAL ] Saved forecast: POAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POAI.txt [2025-11-26T21:05:20.375694] [INFO ] [sig ] [2564/3599] Completed POAI in 0.4s | 2.90 sym/s | Total: 14.7m | ETA: 6.0m [2025-11-26T21:05:20.375760] [INFO ] [sig ] [2565/3599] Forecasting PODD... [2025-11-26T21:05:20.375830] [INFO ] [sig ] Generating forecast for: PODD [2025-11-26T21:05:20.375887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'. [2025-11-26T21:05:20.387804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PODD'. [2025-11-26T21:05:20.388228] [INFO ] [FORECASTER] Starting predict_future for PODD [2025-11-26T21:05:20.389180] [DEBUG] [LOCAL ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt [2025-11-26T21:05:20.389252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:20.389300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:20.389351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:20.389469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:20.449365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:20.450385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:20.450507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:20.450566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:20.577538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:20.577781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:20.577837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:20.577886] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:20.581508] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=29.61%) [2025-11-26T21:05:20.581859] [INFO ] [FORECASTER] Completed predict_future for PODD [2025-11-26T21:05:20.582029] [INFO ] [sig ] PODD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:20.733525] [INFO ] [LOCAL ] Saved forecast: PODD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PODD.txt [2025-11-26T21:05:20.733776] [INFO ] [sig ] [2565/3599] Completed PODD in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:20.733836] [INFO ] [sig ] [2566/3599] Forecasting POOL... [2025-11-26T21:05:20.733872] [INFO ] [sig ] Generating forecast for: POOL [2025-11-26T21:05:20.733910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'. [2025-11-26T21:05:20.746207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POOL'. [2025-11-26T21:05:20.746585] [INFO ] [FORECASTER] Starting predict_future for POOL [2025-11-26T21:05:20.747435] [DEBUG] [LOCAL ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt [2025-11-26T21:05:20.747528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:20.747577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:20.747635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:20.747741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:20.806868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:20.807856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:20.807965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:20.808014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:20.929794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:20.929964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:20.930019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:20.930063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:20.933602] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=55.75%) [2025-11-26T21:05:20.933917] [INFO ] [FORECASTER] Completed predict_future for POOL [2025-11-26T21:05:20.934064] [INFO ] [sig ] POOL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:21.074179] [INFO ] [LOCAL ] Saved forecast: POOL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POOL.txt [2025-11-26T21:05:21.074329] [INFO ] [sig ] [2566/3599] Completed POOL in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:21.074383] [INFO ] [sig ] [2567/3599] Forecasting POWI... [2025-11-26T21:05:21.074443] [INFO ] [sig ] Generating forecast for: POWI [2025-11-26T21:05:21.074488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'. [2025-11-26T21:05:21.086394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWI'. [2025-11-26T21:05:21.086839] [INFO ] [FORECASTER] Starting predict_future for POWI [2025-11-26T21:05:21.087786] [DEBUG] [LOCAL ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt [2025-11-26T21:05:21.087856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:21.087901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:21.087940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:21.088007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:21.147800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:21.148757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:21.148860] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:21.148908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:21.273037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:21.273258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:21.273314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:21.273355] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:21.276955] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=90.64%) [2025-11-26T21:05:21.277278] [INFO ] [FORECASTER] Completed predict_future for POWI [2025-11-26T21:05:21.277437] [INFO ] [sig ] POWI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:21.424510] [INFO ] [LOCAL ] Saved forecast: POWI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POWI.txt [2025-11-26T21:05:21.425075] [INFO ] [sig ] [2567/3599] Completed POWI in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:21.425143] [INFO ] [sig ] [2568/3599] Forecasting POWL... [2025-11-26T21:05:21.425180] [INFO ] [sig ] Generating forecast for: POWL [2025-11-26T21:05:21.425225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'. [2025-11-26T21:05:21.438898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWL'. [2025-11-26T21:05:21.439354] [INFO ] [FORECASTER] Starting predict_future for POWL [2025-11-26T21:05:21.440274] [DEBUG] [LOCAL ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt [2025-11-26T21:05:21.440344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:21.440390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:21.440431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:21.440502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:21.505917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:21.507162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:21.507299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:21.507381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:21.637173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:21.637388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:21.637460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:21.637544] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:21.641240] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=55.90%) [2025-11-26T21:05:21.641572] [INFO ] [FORECASTER] Completed predict_future for POWL [2025-11-26T21:05:21.641759] [INFO ] [sig ] POWL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:21.787911] [INFO ] [LOCAL ] Saved forecast: POWL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POWL.txt [2025-11-26T21:05:21.788139] [INFO ] [sig ] [2568/3599] Completed POWL in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:21.788218] [INFO ] [sig ] [2569/3599] Forecasting PPC... [2025-11-26T21:05:21.788275] [INFO ] [sig ] Generating forecast for: PPC [2025-11-26T21:05:21.788340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'. [2025-11-26T21:05:21.800501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPC'. [2025-11-26T21:05:21.800946] [INFO ] [FORECASTER] Starting predict_future for PPC [2025-11-26T21:05:21.801848] [DEBUG] [LOCAL ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt [2025-11-26T21:05:21.801934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:21.801985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:21.802028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:21.802097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:21.865730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:21.866825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:21.866931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:21.866982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:21.990576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:21.990799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:21.990853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:21.990889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:21.994336] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=24.77%) [2025-11-26T21:05:21.994659] [INFO ] [FORECASTER] Completed predict_future for PPC [2025-11-26T21:05:21.994807] [INFO ] [sig ] PPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:22.141818] [INFO ] [LOCAL ] Saved forecast: PPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPC.txt [2025-11-26T21:05:22.142024] [INFO ] [sig ] [2569/3599] Completed PPC in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:22.142085] [INFO ] [sig ] [2570/3599] Forecasting PPG... [2025-11-26T21:05:22.142130] [INFO ] [sig ] Generating forecast for: PPG [2025-11-26T21:05:22.142172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-11-26T21:05:22.154074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPG'. [2025-11-26T21:05:22.154532] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-11-26T21:05:22.155463] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-11-26T21:05:22.155552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:22.155619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:22.155687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:22.155761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:22.215920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:22.216934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:22.217060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:22.217110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:22.342468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:22.342688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:22.342738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:22.342819] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:22.346231] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=10.98%) [2025-11-26T21:05:22.346525] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-11-26T21:05:22.346692] [INFO ] [sig ] PPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:22.489016] [INFO ] [LOCAL ] Saved forecast: PPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPG.txt [2025-11-26T21:05:22.489180] [INFO ] [sig ] [2570/3599] Completed PPG in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:22.489252] [INFO ] [sig ] [2571/3599] Forecasting PPH... [2025-11-26T21:05:22.489306] [INFO ] [sig ] Generating forecast for: PPH [2025-11-26T21:05:22.489421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'. [2025-11-26T21:05:22.501706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPH'. [2025-11-26T21:05:22.502134] [INFO ] [FORECASTER] Starting predict_future for PPH [2025-11-26T21:05:22.503086] [DEBUG] [LOCAL ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt [2025-11-26T21:05:22.503159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:22.503207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:22.503246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:22.503319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:22.561065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:22.561949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:22.562059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:22.562112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:22.679327] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:22.679554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:22.679616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:22.679678] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:22.683226] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=82.63%) [2025-11-26T21:05:22.683585] [INFO ] [FORECASTER] Completed predict_future for PPH [2025-11-26T21:05:22.683766] [INFO ] [sig ] PPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:22.823932] [INFO ] [LOCAL ] Saved forecast: PPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PPH.txt [2025-11-26T21:05:22.824129] [INFO ] [sig ] [2571/3599] Completed PPH in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:22.824186] [INFO ] [sig ] [2572/3599] Forecasting PPIH... [2025-11-26T21:05:22.824228] [INFO ] [sig ] Generating forecast for: PPIH [2025-11-26T21:05:22.824267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'. [2025-11-26T21:05:22.836879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPIH'. [2025-11-26T21:05:22.837292] [INFO ] [FORECASTER] Starting predict_future for PPIH [2025-11-26T21:05:22.838209] [DEBUG] [LOCAL ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt [2025-11-26T21:05:22.838281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:22.838328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:22.838368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:22.838436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:22.898834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:22.899702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:22.899804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:22.899900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:23.021080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:23.021283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:23.021340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:23.021382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:23.024958] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=45.89%) [2025-11-26T21:05:23.025290] [INFO ] [FORECASTER] Completed predict_future for PPIH [2025-11-26T21:05:23.025446] [INFO ] [sig ] PPIH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:23.166103] [INFO ] [LOCAL ] Saved forecast: PPIH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPIH.txt [2025-11-26T21:05:23.166265] [INFO ] [sig ] [2572/3599] Completed PPIH in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:23.166320] [INFO ] [sig ] [2573/3599] Forecasting PPL... [2025-11-26T21:05:23.166362] [INFO ] [sig ] Generating forecast for: PPL [2025-11-26T21:05:23.166403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'. [2025-11-26T21:05:23.177489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPL'. [2025-11-26T21:05:23.177872] [INFO ] [FORECASTER] Starting predict_future for PPL [2025-11-26T21:05:23.178715] [DEBUG] [LOCAL ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt [2025-11-26T21:05:23.178783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:23.178829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:23.178866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:23.178933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:23.235476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:23.236200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:23.236297] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:23.236341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:23.357371] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:23.357610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:23.357689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:23.357733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:23.361259] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=96.04%) [2025-11-26T21:05:23.361550] [INFO ] [FORECASTER] Completed predict_future for PPL [2025-11-26T21:05:23.361715] [INFO ] [sig ] PPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:23.501510] [INFO ] [LOCAL ] Saved forecast: PPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PPL.txt [2025-11-26T21:05:23.501691] [INFO ] [sig ] [2573/3599] Completed PPL in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:23.501748] [INFO ] [sig ] [2574/3599] Forecasting PPSI... [2025-11-26T21:05:23.501790] [INFO ] [sig ] Generating forecast for: PPSI [2025-11-26T21:05:23.501830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'. [2025-11-26T21:05:23.512976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPSI'. [2025-11-26T21:05:23.513357] [INFO ] [FORECASTER] Starting predict_future for PPSI [2025-11-26T21:05:23.514228] [DEBUG] [LOCAL ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt [2025-11-26T21:05:23.514298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:23.514342] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:23.514395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:23.514465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:23.570536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:23.571268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:23.571367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:23.571414] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:23.689724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:23.689916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:23.689969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:23.690009] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:23.693444] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-11-26T21:05:23.693764] [INFO ] [FORECASTER] Completed predict_future for PPSI [2025-11-26T21:05:23.693913] [INFO ] [sig ] PPSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:23.833158] [INFO ] [LOCAL ] Saved forecast: PPSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPSI.txt [2025-11-26T21:05:23.833307] [INFO ] [sig ] [2574/3599] Completed PPSI in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:23.833362] [INFO ] [sig ] [2575/3599] Forecasting PPTA... [2025-11-26T21:05:23.833405] [INFO ] [sig ] Generating forecast for: PPTA [2025-11-26T21:05:23.833451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'. [2025-11-26T21:05:23.845357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPTA'. [2025-11-26T21:05:23.845748] [INFO ] [FORECASTER] Starting predict_future for PPTA [2025-11-26T21:05:23.846630] [DEBUG] [LOCAL ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt [2025-11-26T21:05:23.846721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:23.846769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:23.846811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:23.846879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:23.903250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:23.903928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:23.904027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:23.904072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:24.021562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:24.021766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:24.021818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:24.021859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:24.025262] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=23.56%) [2025-11-26T21:05:24.025570] [INFO ] [FORECASTER] Completed predict_future for PPTA [2025-11-26T21:05:24.025734] [INFO ] [sig ] PPTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:24.168783] [INFO ] [LOCAL ] Saved forecast: PPTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPTA.txt [2025-11-26T21:05:24.168943] [INFO ] [sig ] [2575/3599] Completed PPTA in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:24.168998] [INFO ] [sig ] [2576/3599] Forecasting PRA... [2025-11-26T21:05:24.169040] [INFO ] [sig ] Generating forecast for: PRA [2025-11-26T21:05:24.169080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-11-26T21:05:24.180428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRA'. [2025-11-26T21:05:24.180791] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-11-26T21:05:24.181687] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-11-26T21:05:24.181758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:24.181806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:24.181847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:24.181916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:24.245194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:24.245968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:24.246066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:24.246114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:24.361172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:24.361340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:24.361394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:24.361437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:24.364906] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-11-26T21:05:24.365206] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-11-26T21:05:24.365356] [INFO ] [sig ] PRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:24.508124] [INFO ] [LOCAL ] Saved forecast: PRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRA.txt [2025-11-26T21:05:24.508274] [INFO ] [sig ] [2576/3599] Completed PRA in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:24.508330] [INFO ] [sig ] [2577/3599] Forecasting PRAA... [2025-11-26T21:05:24.508370] [INFO ] [sig ] Generating forecast for: PRAA [2025-11-26T21:05:24.508409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'. [2025-11-26T21:05:24.519918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAA'. [2025-11-26T21:05:24.520248] [INFO ] [FORECASTER] Starting predict_future for PRAA [2025-11-26T21:05:24.521111] [DEBUG] [LOCAL ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt [2025-11-26T21:05:24.521180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:24.521225] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:24.521264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:24.521390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:24.578659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:24.579413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:24.579514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:24.579572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:24.694768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:24.694947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:24.695013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:24.695062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:24.698520] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=82.09%) [2025-11-26T21:05:24.698861] [INFO ] [FORECASTER] Completed predict_future for PRAA [2025-11-26T21:05:24.699023] [INFO ] [sig ] PRAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:24.839245] [INFO ] [LOCAL ] Saved forecast: PRAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRAA.txt [2025-11-26T21:05:24.839444] [INFO ] [sig ] [2577/3599] Completed PRAA in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:24.839512] [INFO ] [sig ] [2578/3599] Forecasting PRAX... [2025-11-26T21:05:24.839574] [INFO ] [sig ] Generating forecast for: PRAX [2025-11-26T21:05:24.839664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'. [2025-11-26T21:05:24.851133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAX'. [2025-11-26T21:05:24.851494] [INFO ] [FORECASTER] Starting predict_future for PRAX [2025-11-26T21:05:24.852376] [DEBUG] [LOCAL ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt [2025-11-26T21:05:24.852446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:24.852494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:24.852540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:24.852653] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:24.914134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:24.914871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:24.914971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:24.915017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:25.044939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:25.045137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:25.045200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:25.045264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:25.048946] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=78.27%) [2025-11-26T21:05:25.049247] [INFO ] [FORECASTER] Completed predict_future for PRAX [2025-11-26T21:05:25.049402] [INFO ] [sig ] PRAX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:25.196419] [INFO ] [LOCAL ] Saved forecast: PRAX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRAX.txt [2025-11-26T21:05:25.196612] [INFO ] [sig ] [2578/3599] Completed PRAX in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:25.196693] [INFO ] [sig ] [2579/3599] Forecasting PRCH... [2025-11-26T21:05:25.196738] [INFO ] [sig ] Generating forecast for: PRCH [2025-11-26T21:05:25.196780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'. [2025-11-26T21:05:25.208745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRCH'. [2025-11-26T21:05:25.209118] [INFO ] [FORECASTER] Starting predict_future for PRCH [2025-11-26T21:05:25.210093] [DEBUG] [LOCAL ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt [2025-11-26T21:05:25.210176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:25.210239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:25.210298] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:25.210375] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:25.268484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:25.269281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:25.269379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:25.269426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:25.393190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:25.393315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:25.393369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:25.393412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:25.396800] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=48.62%) [2025-11-26T21:05:25.397091] [INFO ] [FORECASTER] Completed predict_future for PRCH [2025-11-26T21:05:25.397235] [INFO ] [sig ] PRCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:25.541136] [INFO ] [LOCAL ] Saved forecast: PRCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRCH.txt [2025-11-26T21:05:25.541322] [INFO ] [sig ] [2579/3599] Completed PRCH in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:25.541379] [INFO ] [sig ] [2580/3599] Forecasting PRDO... [2025-11-26T21:05:25.541421] [INFO ] [sig ] Generating forecast for: PRDO [2025-11-26T21:05:25.541461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'. [2025-11-26T21:05:25.552886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRDO'. [2025-11-26T21:05:25.553262] [INFO ] [FORECASTER] Starting predict_future for PRDO [2025-11-26T21:05:25.554211] [DEBUG] [LOCAL ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt [2025-11-26T21:05:25.554281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:25.554327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:25.554366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:25.554435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:25.614286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:25.614956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:25.615053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:25.615098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:25.744414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:25.744593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:25.744664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:25.744706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:25.748362] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=84.98%) [2025-11-26T21:05:25.748723] [INFO ] [FORECASTER] Completed predict_future for PRDO [2025-11-26T21:05:25.748874] [INFO ] [sig ] PRDO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:25.896520] [INFO ] [LOCAL ] Saved forecast: PRDO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRDO.txt [2025-11-26T21:05:25.896716] [INFO ] [sig ] [2580/3599] Completed PRDO in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:25.896775] [INFO ] [sig ] [2581/3599] Forecasting PRFZ... [2025-11-26T21:05:25.896834] [INFO ] [sig ] Generating forecast for: PRFZ [2025-11-26T21:05:25.896878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'. [2025-11-26T21:05:25.908514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'. [2025-11-26T21:05:25.908870] [INFO ] [FORECASTER] Starting predict_future for PRFZ [2025-11-26T21:05:25.909771] [DEBUG] [LOCAL ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt [2025-11-26T21:05:25.909839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:25.909885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:25.909926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:25.909994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:25.972694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:25.973426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:25.973533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:25.973599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:26.100546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:26.100755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:26.100815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:26.100855] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:26.104427] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=19.88%) [2025-11-26T21:05:26.104762] [INFO ] [FORECASTER] Completed predict_future for PRFZ [2025-11-26T21:05:26.104911] [INFO ] [sig ] PRFZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:26.252023] [INFO ] [LOCAL ] Saved forecast: PRFZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRFZ.txt [2025-11-26T21:05:26.252167] [INFO ] [sig ] [2581/3599] Completed PRFZ in 0.4s | 2.90 sym/s | Total: 14.8m | ETA: 5.9m [2025-11-26T21:05:26.252223] [INFO ] [sig ] [2582/3599] Forecasting PRG... [2025-11-26T21:05:26.252264] [INFO ] [sig ] Generating forecast for: PRG [2025-11-26T21:05:26.252305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-11-26T21:05:26.263805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRG'. [2025-11-26T21:05:26.264131] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-11-26T21:05:26.265053] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-11-26T21:05:26.265122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:26.265169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:26.265209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:26.265278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:26.325930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:26.326628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:26.326750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:26.326800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:26.449105] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:26.449279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:26.449335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:26.449377] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:26.453041] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=41.78%) [2025-11-26T21:05:26.453354] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-11-26T21:05:26.453522] [INFO ] [sig ] PRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:26.596239] [INFO ] [LOCAL ] Saved forecast: PRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRG.txt [2025-11-26T21:05:26.596398] [INFO ] [sig ] [2582/3599] Completed PRG in 0.3s | 2.90 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:05:26.596454] [INFO ] [sig ] [2583/3599] Forecasting PRGO... [2025-11-26T21:05:26.596497] [INFO ] [sig ] Generating forecast for: PRGO [2025-11-26T21:05:26.596542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-11-26T21:05:26.607777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGO'. [2025-11-26T21:05:26.608098] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-11-26T21:05:26.609047] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-11-26T21:05:26.609114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:26.609159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:26.609203] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:26.609270] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:26.668014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:26.668929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:26.669032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:26.669088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:26.788010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:26.788199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:26.788253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:26.788296] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:26.791753] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=15.01%) [2025-11-26T21:05:26.792059] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-11-26T21:05:26.792222] [INFO ] [sig ] PRGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:26.930765] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRGO.txt [2025-11-26T21:05:26.930912] [INFO ] [sig ] [2583/3599] Completed PRGO in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:26.930967] [INFO ] [sig ] [2584/3599] Forecasting PRGS... [2025-11-26T21:05:26.931014] [INFO ] [sig ] Generating forecast for: PRGS [2025-11-26T21:05:26.931054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'. [2025-11-26T21:05:26.945863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGS'. [2025-11-26T21:05:26.946436] [INFO ] [FORECASTER] Starting predict_future for PRGS [2025-11-26T21:05:26.947361] [DEBUG] [LOCAL ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt [2025-11-26T21:05:26.947432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:26.947478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:26.947537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:26.947610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:27.007447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:27.008754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:27.008886] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:27.008953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:27.132024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:27.132305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:27.132383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:27.132429] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:27.136433] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=96.00%) [2025-11-26T21:05:27.136785] [INFO ] [FORECASTER] Completed predict_future for PRGS [2025-11-26T21:05:27.136958] [INFO ] [sig ] PRGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:27.282429] [INFO ] [LOCAL ] Saved forecast: PRGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRGS.txt [2025-11-26T21:05:27.282683] [INFO ] [sig ] [2584/3599] Completed PRGS in 0.4s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:27.282741] [INFO ] [sig ] [2585/3599] Forecasting PRH... [2025-11-26T21:05:27.282782] [INFO ] [sig ] Generating forecast for: PRH [2025-11-26T21:05:27.282825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-11-26T21:05:27.295249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRH'. [2025-11-26T21:05:27.295705] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-11-26T21:05:27.296582] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-11-26T21:05:27.296670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:27.296718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:27.296759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:27.296842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:27.353382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:27.354170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:27.354274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:27.354318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:27.473703] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:27.473905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:27.473960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:27.474007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:27.477417] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=65.91%) [2025-11-26T21:05:27.477776] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-11-26T21:05:27.477926] [INFO ] [sig ] PRH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:27.615508] [INFO ] [LOCAL ] Saved forecast: PRH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRH.txt [2025-11-26T21:05:27.615675] [INFO ] [sig ] [2585/3599] Completed PRH in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:27.615723] [INFO ] [sig ] [2586/3599] Forecasting PRI... [2025-11-26T21:05:27.615772] [INFO ] [sig ] Generating forecast for: PRI [2025-11-26T21:05:27.615818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-11-26T21:05:27.630398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRI'. [2025-11-26T21:05:27.631004] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-11-26T21:05:27.631931] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-11-26T21:05:27.632002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:27.632048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:27.632088] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:27.632157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:27.689169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:27.690192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:27.690301] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:27.690347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:27.804687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:27.804888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:27.804943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:27.804987] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:27.808510] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=68.35%) [2025-11-26T21:05:27.808862] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-11-26T21:05:27.809009] [INFO ] [sig ] PRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:27.951044] [INFO ] [LOCAL ] Saved forecast: PRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRI.txt [2025-11-26T21:05:27.951254] [INFO ] [sig ] [2586/3599] Completed PRI in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:27.951309] [INFO ] [sig ] [2587/3599] Forecasting PRIM... [2025-11-26T21:05:27.951349] [INFO ] [sig ] Generating forecast for: PRIM [2025-11-26T21:05:27.951392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-11-26T21:05:27.964080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRIM'. [2025-11-26T21:05:27.964439] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-11-26T21:05:27.965281] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-11-26T21:05:27.965368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:27.965415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:27.965451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:27.965527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:28.022913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:28.023744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:28.023842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:28.023890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:28.149063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:28.149282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:28.149341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:28.149384] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:28.152986] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=80.46%) [2025-11-26T21:05:28.153279] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-11-26T21:05:28.153423] [INFO ] [sig ] PRIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:28.293252] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRIM.txt [2025-11-26T21:05:28.293409] [INFO ] [sig ] [2587/3599] Completed PRIM in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:28.293463] [INFO ] [sig ] [2588/3599] Forecasting PRLB... [2025-11-26T21:05:28.293504] [INFO ] [sig ] Generating forecast for: PRLB [2025-11-26T21:05:28.293552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-11-26T21:05:28.304584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRLB'. [2025-11-26T21:05:28.304955] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-11-26T21:05:28.305825] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-11-26T21:05:28.305894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:28.305939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:28.305990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:28.306140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:28.362901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:28.363575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:28.363708] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:28.363763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:28.487776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:28.487946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:28.487999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:28.488038] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:28.491594] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-11-26T21:05:28.491929] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-11-26T21:05:28.492080] [INFO ] [sig ] PRLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:28.632537] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRLB.txt [2025-11-26T21:05:28.632709] [INFO ] [sig ] [2588/3599] Completed PRLB in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:28.632766] [INFO ] [sig ] [2589/3599] Forecasting PRM... [2025-11-26T21:05:28.632806] [INFO ] [sig ] Generating forecast for: PRM [2025-11-26T21:05:28.632842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-11-26T21:05:28.647819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRM'. [2025-11-26T21:05:28.648270] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-11-26T21:05:28.649468] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-11-26T21:05:28.649558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:28.649633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:28.649724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:28.649835] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:28.712766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:28.713881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:28.713992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:28.714040] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:28.841281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:28.841508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:28.841582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:28.841630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:28.845670] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=89.44%) [2025-11-26T21:05:28.845997] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-11-26T21:05:28.846159] [INFO ] [sig ] PRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:28.994046] [INFO ] [LOCAL ] Saved forecast: PRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRM.txt [2025-11-26T21:05:28.994252] [INFO ] [sig ] [2589/3599] Completed PRM in 0.4s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:28.994311] [INFO ] [sig ] [2590/3599] Forecasting PRME... [2025-11-26T21:05:28.994354] [INFO ] [sig ] Generating forecast for: PRME [2025-11-26T21:05:28.994397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'. [2025-11-26T21:05:29.005160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRME'. [2025-11-26T21:05:29.005546] [INFO ] [FORECASTER] Starting predict_future for PRME [2025-11-26T21:05:29.006493] [DEBUG] [LOCAL ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt [2025-11-26T21:05:29.006581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:29.006672] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:29.006723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:29.006806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:29.068620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:29.069507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:29.069675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:29.069736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:29.199024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:29.199280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:29.199344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:29.199390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:29.203131] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-11-26T21:05:29.203496] [INFO ] [FORECASTER] Completed predict_future for PRME [2025-11-26T21:05:29.203699] [INFO ] [sig ] PRME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:29.349137] [INFO ] [LOCAL ] Saved forecast: PRME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRME.txt [2025-11-26T21:05:29.349304] [INFO ] [sig ] [2590/3599] Completed PRME in 0.4s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:29.349371] [INFO ] [sig ] [2591/3599] Forecasting PRN... [2025-11-26T21:05:29.349417] [INFO ] [sig ] Generating forecast for: PRN [2025-11-26T21:05:29.349459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'. [2025-11-26T21:05:29.361274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRN'. [2025-11-26T21:05:29.361624] [INFO ] [FORECASTER] Starting predict_future for PRN [2025-11-26T21:05:29.362474] [DEBUG] [LOCAL ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt [2025-11-26T21:05:29.362545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:29.362591] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:29.362633] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:29.362731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:29.422113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:29.422840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:29.422937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:29.422984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:29.543823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:29.544020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:29.544074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:29.544115] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:29.547578] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=68.03%) [2025-11-26T21:05:29.547916] [INFO ] [FORECASTER] Completed predict_future for PRN [2025-11-26T21:05:29.548063] [INFO ] [sig ] PRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:29.689668] [INFO ] [LOCAL ] Saved forecast: PRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRN.txt [2025-11-26T21:05:29.689845] [INFO ] [sig ] [2591/3599] Completed PRN in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:29.689900] [INFO ] [sig ] [2592/3599] Forecasting PRO... [2025-11-26T21:05:29.689943] [INFO ] [sig ] Generating forecast for: PRO [2025-11-26T21:05:29.689984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-11-26T21:05:29.702227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRO'. [2025-11-26T21:05:29.702661] [INFO ] [FORECASTER] Starting predict_future for PRO [2025-11-26T21:05:29.703536] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-11-26T21:05:29.703628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:29.703738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:29.703799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:29.703906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:29.762715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:29.763395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:29.763505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:29.763569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:29.887634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:29.887810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:29.887883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:29.887947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:29.891461] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=36.49%) [2025-11-26T21:05:29.891850] [INFO ] [FORECASTER] Completed predict_future for PRO [2025-11-26T21:05:29.892029] [INFO ] [sig ] PRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:30.037915] [INFO ] [LOCAL ] Saved forecast: PRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRO.txt [2025-11-26T21:05:30.038082] [INFO ] [sig ] [2592/3599] Completed PRO in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:30.038166] [INFO ] [sig ] [2593/3599] Forecasting PROF... [2025-11-26T21:05:30.038238] [INFO ] [sig ] Generating forecast for: PROF [2025-11-26T21:05:30.038298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'. [2025-11-26T21:05:30.050468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROF'. [2025-11-26T21:05:30.050940] [INFO ] [FORECASTER] Starting predict_future for PROF [2025-11-26T21:05:30.051821] [DEBUG] [LOCAL ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt [2025-11-26T21:05:30.051891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:30.051937] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:30.051977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:30.052044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:30.109197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:30.110141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:30.110241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:30.110287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:30.230145] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:30.230353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:30.230409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:30.230457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:30.234188] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=65.02%) [2025-11-26T21:05:30.234492] [INFO ] [FORECASTER] Completed predict_future for PROF [2025-11-26T21:05:30.234660] [INFO ] [sig ] PROF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:30.376598] [INFO ] [LOCAL ] Saved forecast: PROF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PROF.txt [2025-11-26T21:05:30.376806] [INFO ] [sig ] [2593/3599] Completed PROF in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:30.376890] [INFO ] [sig ] [2594/3599] Forecasting PROK... [2025-11-26T21:05:30.376937] [INFO ] [sig ] Generating forecast for: PROK [2025-11-26T21:05:30.376978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'. [2025-11-26T21:05:30.388565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROK'. [2025-11-26T21:05:30.388974] [INFO ] [FORECASTER] Starting predict_future for PROK [2025-11-26T21:05:30.389864] [DEBUG] [LOCAL ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt [2025-11-26T21:05:30.389933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:30.389978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:30.390019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:30.390085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:30.448146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:30.449087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:30.449191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:30.449240] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:30.572379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:30.572577] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:30.572676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:30.572723] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:30.576163] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=87.58%) [2025-11-26T21:05:30.576478] [INFO ] [FORECASTER] Completed predict_future for PROK [2025-11-26T21:05:30.576621] [INFO ] [sig ] PROK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:30.716715] [INFO ] [LOCAL ] Saved forecast: PROK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PROK.txt [2025-11-26T21:05:30.716875] [INFO ] [sig ] [2594/3599] Completed PROK in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:30.716932] [INFO ] [sig ] [2595/3599] Forecasting PRTA... [2025-11-26T21:05:30.716977] [INFO ] [sig ] Generating forecast for: PRTA [2025-11-26T21:05:30.717019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'. [2025-11-26T21:05:30.728586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTA'. [2025-11-26T21:05:30.728966] [INFO ] [FORECASTER] Starting predict_future for PRTA [2025-11-26T21:05:30.729841] [DEBUG] [LOCAL ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt [2025-11-26T21:05:30.729910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:30.729955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:30.729995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:30.730063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:30.787078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:30.787789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:30.787884] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:30.787934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:30.905153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:30.905344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:30.905398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:30.905438] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:30.908920] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=2.54%) [2025-11-26T21:05:30.909208] [INFO ] [FORECASTER] Completed predict_future for PRTA [2025-11-26T21:05:30.909351] [INFO ] [sig ] PRTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:31.051779] [INFO ] [LOCAL ] Saved forecast: PRTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRTA.txt [2025-11-26T21:05:31.051949] [INFO ] [sig ] [2595/3599] Completed PRTA in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:31.052003] [INFO ] [sig ] [2596/3599] Forecasting PRTH... [2025-11-26T21:05:31.052046] [INFO ] [sig ] Generating forecast for: PRTH [2025-11-26T21:05:31.052089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'. [2025-11-26T21:05:31.068364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTH'. [2025-11-26T21:05:31.068724] [INFO ] [FORECASTER] Starting predict_future for PRTH [2025-11-26T21:05:31.069529] [DEBUG] [LOCAL ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt [2025-11-26T21:05:31.069600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:31.069672] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:31.069716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:31.069785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:31.126846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:31.127682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:31.127783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:31.127830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:31.245589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:31.245809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:31.245863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:31.245905] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:31.249271] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=79.63%) [2025-11-26T21:05:31.249565] [INFO ] [FORECASTER] Completed predict_future for PRTH [2025-11-26T21:05:31.249737] [INFO ] [sig ] PRTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:31.388537] [INFO ] [LOCAL ] Saved forecast: PRTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRTH.txt [2025-11-26T21:05:31.388735] [INFO ] [sig ] [2596/3599] Completed PRTH in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:31.388803] [INFO ] [sig ] [2597/3599] Forecasting PRVA... [2025-11-26T21:05:31.388853] [INFO ] [sig ] Generating forecast for: PRVA [2025-11-26T21:05:31.388895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'. [2025-11-26T21:05:31.400839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRVA'. [2025-11-26T21:05:31.401183] [INFO ] [FORECASTER] Starting predict_future for PRVA [2025-11-26T21:05:31.402052] [DEBUG] [LOCAL ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt [2025-11-26T21:05:31.402122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:31.402173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:31.402213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:31.402278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:31.459496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:31.460225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:31.460320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:31.460369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:31.580367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:31.580561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:31.580616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:31.580679] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:31.584085] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=72.96%) [2025-11-26T21:05:31.584376] [INFO ] [FORECASTER] Completed predict_future for PRVA [2025-11-26T21:05:31.584520] [INFO ] [sig ] PRVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:31.727036] [INFO ] [LOCAL ] Saved forecast: PRVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRVA.txt [2025-11-26T21:05:31.727238] [INFO ] [sig ] [2597/3599] Completed PRVA in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:31.727302] [INFO ] [sig ] [2598/3599] Forecasting PRZO... [2025-11-26T21:05:31.727350] [INFO ] [sig ] Generating forecast for: PRZO [2025-11-26T21:05:31.727393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'. [2025-11-26T21:05:31.739443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRZO'. [2025-11-26T21:05:31.739849] [INFO ] [FORECASTER] Starting predict_future for PRZO [2025-11-26T21:05:31.740703] [DEBUG] [LOCAL ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt [2025-11-26T21:05:31.740771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:31.740830] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:31.740873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:31.740940] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:31.797520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:31.798439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:31.798544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:31.798591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:31.921975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:31.922171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:31.922225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:31.922268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:31.925932] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=6.72%) [2025-11-26T21:05:31.926233] [INFO ] [FORECASTER] Completed predict_future for PRZO [2025-11-26T21:05:31.926382] [INFO ] [sig ] PRZO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:32.074430] [INFO ] [LOCAL ] Saved forecast: PRZO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRZO.txt [2025-11-26T21:05:32.074606] [INFO ] [sig ] [2598/3599] Completed PRZO in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:32.074682] [INFO ] [sig ] [2599/3599] Forecasting PSC... [2025-11-26T21:05:32.074727] [INFO ] [sig ] Generating forecast for: PSC [2025-11-26T21:05:32.074768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'. [2025-11-26T21:05:32.085996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSC'. [2025-11-26T21:05:32.086478] [INFO ] [FORECASTER] Starting predict_future for PSC [2025-11-26T21:05:32.087476] [DEBUG] [LOCAL ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt [2025-11-26T21:05:32.087581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:32.087636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:32.087723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:32.087805] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:32.143937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:32.144689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:32.144785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:32.144831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:32.260711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:32.260912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:32.260966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:32.261007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:32.264383] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=46.98%) [2025-11-26T21:05:32.264701] [INFO ] [FORECASTER] Completed predict_future for PSC [2025-11-26T21:05:32.264844] [INFO ] [sig ] PSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:32.402990] [INFO ] [LOCAL ] Saved forecast: PSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSC.txt [2025-11-26T21:05:32.403144] [INFO ] [sig ] [2599/3599] Completed PSC in 0.3s | 2.90 sym/s | Total: 14.9m | ETA: 5.8m [2025-11-26T21:05:32.403198] [INFO ] [sig ] [2600/3599] Forecasting PSCE... [2025-11-26T21:05:32.403241] [INFO ] [sig ] Generating forecast for: PSCE [2025-11-26T21:05:32.403281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'. [2025-11-26T21:05:32.414544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCE'. [2025-11-26T21:05:32.414898] [INFO ] [FORECASTER] Starting predict_future for PSCE [2025-11-26T21:05:32.415791] [DEBUG] [LOCAL ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt [2025-11-26T21:05:32.415864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:32.415909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:32.415951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:32.416020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:32.473371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:32.474144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:32.474239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:32.474286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:32.579535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:32.579735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:32.579788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:32.579830] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:32.583175] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=90.41%) [2025-11-26T21:05:32.583463] [INFO ] [FORECASTER] Completed predict_future for PSCE [2025-11-26T21:05:32.583606] [INFO ] [sig ] PSCE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:32.723167] [INFO ] [LOCAL ] Saved forecast: PSCE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSCE.txt [2025-11-26T21:05:32.723320] [INFO ] [sig ] [2600/3599] Completed PSCE in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:32.723375] [INFO ] [sig ] [2601/3599] Forecasting PSCH... [2025-11-26T21:05:32.723418] [INFO ] [sig ] Generating forecast for: PSCH [2025-11-26T21:05:32.723459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'. [2025-11-26T21:05:32.735318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCH'. [2025-11-26T21:05:32.735772] [INFO ] [FORECASTER] Starting predict_future for PSCH [2025-11-26T21:05:32.736657] [DEBUG] [LOCAL ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt [2025-11-26T21:05:32.736728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:32.736787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:32.736837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:32.736917] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:32.796665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:32.797444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:32.797579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:32.797631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:32.911837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:32.912007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:32.912060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:32.912097] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:32.915496] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=82.99%) [2025-11-26T21:05:32.915833] [INFO ] [FORECASTER] Completed predict_future for PSCH [2025-11-26T21:05:32.915994] [INFO ] [sig ] PSCH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:33.055915] [INFO ] [LOCAL ] Saved forecast: PSCH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSCH.txt [2025-11-26T21:05:33.056080] [INFO ] [sig ] [2601/3599] Completed PSCH in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:33.056143] [INFO ] [sig ] [2602/3599] Forecasting PSEC... [2025-11-26T21:05:33.056186] [INFO ] [sig ] Generating forecast for: PSEC [2025-11-26T21:05:33.056222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'. [2025-11-26T21:05:33.068193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSEC'. [2025-11-26T21:05:33.068619] [INFO ] [FORECASTER] Starting predict_future for PSEC [2025-11-26T21:05:33.069472] [DEBUG] [LOCAL ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt [2025-11-26T21:05:33.069542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:33.069588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:33.069628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:33.069727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:33.126546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:33.127258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:33.127354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:33.127402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:33.246772] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:33.246942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:33.247002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:33.247046] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:33.250415] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=8.99%) [2025-11-26T21:05:33.250725] [INFO ] [FORECASTER] Completed predict_future for PSEC [2025-11-26T21:05:33.250872] [INFO ] [sig ] PSEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:33.389785] [INFO ] [LOCAL ] Saved forecast: PSEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSEC.txt [2025-11-26T21:05:33.389921] [INFO ] [sig ] [2602/3599] Completed PSEC in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:33.389965] [INFO ] [sig ] [2603/3599] Forecasting PSF... [2025-11-26T21:05:33.390010] [INFO ] [sig ] Generating forecast for: PSF [2025-11-26T21:05:33.390061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-11-26T21:05:33.401460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSF'. [2025-11-26T21:05:33.401787] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-11-26T21:05:33.402597] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-11-26T21:05:33.402687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:33.402734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:33.402773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:33.402843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:33.460334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:33.460976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:33.461068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:33.461113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:33.577695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:33.577871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:33.577920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:33.577961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:33.581343] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=87.86%) [2025-11-26T21:05:33.581629] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-11-26T21:05:33.581789] [INFO ] [sig ] PSF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:33.722070] [INFO ] [LOCAL ] Saved forecast: PSF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSF.txt [2025-11-26T21:05:33.722209] [INFO ] [sig ] [2603/3599] Completed PSF in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:33.722265] [INFO ] [sig ] [2604/3599] Forecasting PSFE... [2025-11-26T21:05:33.722305] [INFO ] [sig ] Generating forecast for: PSFE [2025-11-26T21:05:33.722344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-11-26T21:05:33.733498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSFE'. [2025-11-26T21:05:33.733845] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-11-26T21:05:33.734676] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-11-26T21:05:33.734744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:33.734789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:33.734829] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:33.734896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:33.792112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:33.792802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:33.792898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:33.792945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:33.910466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:33.910666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:33.910730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:33.910782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:33.914191] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=70.14%) [2025-11-26T21:05:33.914480] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-11-26T21:05:33.914625] [INFO ] [sig ] PSFE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:34.055098] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSFE.txt [2025-11-26T21:05:34.055256] [INFO ] [sig ] [2604/3599] Completed PSFE in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:34.055311] [INFO ] [sig ] [2605/3599] Forecasting PSHG... [2025-11-26T21:05:34.055353] [INFO ] [sig ] Generating forecast for: PSHG [2025-11-26T21:05:34.055395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'. [2025-11-26T21:05:34.067230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSHG'. [2025-11-26T21:05:34.067592] [INFO ] [FORECASTER] Starting predict_future for PSHG [2025-11-26T21:05:34.068433] [DEBUG] [LOCAL ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt [2025-11-26T21:05:34.068501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:34.068546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:34.068585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:34.068678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:34.126341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:34.127120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:34.127214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:34.127260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:34.245376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:34.245555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:34.245607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:34.245686] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:34.249134] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=36.05%) [2025-11-26T21:05:34.249425] [INFO ] [FORECASTER] Completed predict_future for PSHG [2025-11-26T21:05:34.249568] [INFO ] [sig ] PSHG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:34.391483] [INFO ] [LOCAL ] Saved forecast: PSHG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSHG.txt [2025-11-26T21:05:34.391702] [INFO ] [sig ] [2605/3599] Completed PSHG in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:34.391766] [INFO ] [sig ] [2606/3599] Forecasting PSN... [2025-11-26T21:05:34.391808] [INFO ] [sig ] Generating forecast for: PSN [2025-11-26T21:05:34.391848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-11-26T21:05:34.404788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSN'. [2025-11-26T21:05:34.405313] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-11-26T21:05:34.406151] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-11-26T21:05:34.406219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:34.406264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:34.406327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:34.406393] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:34.465411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:34.466178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:34.466272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:34.466319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:34.585521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:34.585730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:34.585794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:34.585845] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:34.589402] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=89.01%) [2025-11-26T21:05:34.589737] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-11-26T21:05:34.589903] [INFO ] [sig ] PSN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:34.732299] [INFO ] [LOCAL ] Saved forecast: PSN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSN.txt [2025-11-26T21:05:34.732447] [INFO ] [sig ] [2606/3599] Completed PSN in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:34.732502] [INFO ] [sig ] [2607/3599] Forecasting PSNL... [2025-11-26T21:05:34.732548] [INFO ] [sig ] Generating forecast for: PSNL [2025-11-26T21:05:34.732592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'. [2025-11-26T21:05:34.745099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSNL'. [2025-11-26T21:05:34.745467] [INFO ] [FORECASTER] Starting predict_future for PSNL [2025-11-26T21:05:34.746304] [DEBUG] [LOCAL ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt [2025-11-26T21:05:34.746376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:34.746425] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:34.746467] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:34.746537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:34.806312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:34.807090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:34.807231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:34.807283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:34.933675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:34.933873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:34.933927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:34.933970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:34.937417] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=2.94%) [2025-11-26T21:05:34.937746] [INFO ] [FORECASTER] Completed predict_future for PSNL [2025-11-26T21:05:34.937893] [INFO ] [sig ] PSNL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:35.079763] [INFO ] [LOCAL ] Saved forecast: PSNL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSNL.txt [2025-11-26T21:05:35.079932] [INFO ] [sig ] [2607/3599] Completed PSNL in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:35.079985] [INFO ] [sig ] [2608/3599] Forecasting PSO... [2025-11-26T21:05:35.080054] [INFO ] [sig ] Generating forecast for: PSO [2025-11-26T21:05:35.080095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-11-26T21:05:35.091496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSO'. [2025-11-26T21:05:35.091842] [INFO ] [FORECASTER] Starting predict_future for PSO [2025-11-26T21:05:35.092704] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-11-26T21:05:35.092811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:35.092865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:35.092904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:35.092971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:35.156323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:35.157007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:35.157102] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:35.157147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:35.282180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:35.282352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:35.282404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:35.282443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:35.285910] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=89.04%) [2025-11-26T21:05:35.286218] [INFO ] [FORECASTER] Completed predict_future for PSO [2025-11-26T21:05:35.286366] [INFO ] [sig ] PSO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:35.428248] [INFO ] [LOCAL ] Saved forecast: PSO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSO.txt [2025-11-26T21:05:35.428401] [INFO ] [sig ] [2608/3599] Completed PSO in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:35.428453] [INFO ] [sig ] [2609/3599] Forecasting PSQH... [2025-11-26T21:05:35.428496] [INFO ] [sig ] Generating forecast for: PSQH [2025-11-26T21:05:35.428535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-11-26T21:05:35.439707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSQH'. [2025-11-26T21:05:35.440041] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-11-26T21:05:35.440904] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-11-26T21:05:35.440973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:35.441018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:35.441072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:35.441164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:35.500581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:35.501297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:35.501399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:35.501616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:35.626666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:35.626846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:35.626898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:35.626939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:35.630363] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=14.75%) [2025-11-26T21:05:35.630668] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-11-26T21:05:35.630817] [INFO ] [sig ] PSQH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:35.771123] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSQH.txt [2025-11-26T21:05:35.771286] [INFO ] [sig ] [2609/3599] Completed PSQH in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:35.771342] [INFO ] [sig ] [2610/3599] Forecasting PSTG... [2025-11-26T21:05:35.771387] [INFO ] [sig ] Generating forecast for: PSTG [2025-11-26T21:05:35.771428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-11-26T21:05:35.783040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTG'. [2025-11-26T21:05:35.783384] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-11-26T21:05:35.784222] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-11-26T21:05:35.784291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:35.784337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:35.784376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:35.784444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:35.842186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:35.842842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:35.842936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:35.842982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:35.962040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:35.962180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:35.962229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:35.962266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:35.965531] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=83.37%) [2025-11-26T21:05:35.965838] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-11-26T21:05:35.965980] [INFO ] [sig ] PSTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:36.107784] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSTG.txt [2025-11-26T21:05:36.107942] [INFO ] [sig ] [2610/3599] Completed PSTG in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:36.107997] [INFO ] [sig ] [2611/3599] Forecasting PSTL... [2025-11-26T21:05:36.108037] [INFO ] [sig ] Generating forecast for: PSTL [2025-11-26T21:05:36.108078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-11-26T21:05:36.119574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTL'. [2025-11-26T21:05:36.119948] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-11-26T21:05:36.120798] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-11-26T21:05:36.120865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:36.120909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:36.120947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:36.121014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:36.177956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:36.178585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:36.178695] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:36.178741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:36.299116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:36.299317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:36.299372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:36.299416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:36.303003] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=91.33%) [2025-11-26T21:05:36.303315] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-11-26T21:05:36.303459] [INFO ] [sig ] PSTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:36.445731] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSTL.txt [2025-11-26T21:05:36.445932] [INFO ] [sig ] [2611/3599] Completed PSTL in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:36.445986] [INFO ] [sig ] [2612/3599] Forecasting PSX... [2025-11-26T21:05:36.446024] [INFO ] [sig ] Generating forecast for: PSX [2025-11-26T21:05:36.446067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-11-26T21:05:36.457583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSX'. [2025-11-26T21:05:36.457945] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-11-26T21:05:36.458794] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-11-26T21:05:36.458877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:36.458925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:36.458965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:36.459034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:36.516542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:36.517462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:36.517591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:36.517662] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:36.640496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:36.640741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:36.640797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:36.640839] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:36.644208] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=23.12%) [2025-11-26T21:05:36.644499] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-11-26T21:05:36.644660] [INFO ] [sig ] PSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:36.782732] [INFO ] [LOCAL ] Saved forecast: PSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSX.txt [2025-11-26T21:05:36.782909] [INFO ] [sig ] [2612/3599] Completed PSX in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:36.782964] [INFO ] [sig ] [2613/3599] Forecasting PTA... [2025-11-26T21:05:36.783015] [INFO ] [sig ] Generating forecast for: PTA [2025-11-26T21:05:36.783082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-11-26T21:05:36.794925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTA'. [2025-11-26T21:05:36.795378] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-11-26T21:05:36.796240] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-11-26T21:05:36.796312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:36.796358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:36.796398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:36.796469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:36.853470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:36.854316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:36.854416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:36.854462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:36.975561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:36.975746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:36.975799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:36.975842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:36.979193] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=59.68%) [2025-11-26T21:05:36.979480] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-11-26T21:05:36.979628] [INFO ] [sig ] PTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:37.123856] [INFO ] [LOCAL ] Saved forecast: PTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTA.txt [2025-11-26T21:05:37.124022] [INFO ] [sig ] [2613/3599] Completed PTA in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:37.124084] [INFO ] [sig ] [2614/3599] Forecasting PTC... [2025-11-26T21:05:37.124131] [INFO ] [sig ] Generating forecast for: PTC [2025-11-26T21:05:37.124176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'. [2025-11-26T21:05:37.136178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTC'. [2025-11-26T21:05:37.136490] [INFO ] [FORECASTER] Starting predict_future for PTC [2025-11-26T21:05:37.137345] [DEBUG] [LOCAL ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt [2025-11-26T21:05:37.137416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:37.137462] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:37.137533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:37.137608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:37.195465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:37.196320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:37.196422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:37.196472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:37.324358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:37.324529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:37.324581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:37.324626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:37.327987] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=99.05%) [2025-11-26T21:05:37.328279] [INFO ] [FORECASTER] Completed predict_future for PTC [2025-11-26T21:05:37.328423] [INFO ] [sig ] PTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:37.470714] [INFO ] [LOCAL ] Saved forecast: PTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTC.txt [2025-11-26T21:05:37.470918] [INFO ] [sig ] [2614/3599] Completed PTC in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:37.470975] [INFO ] [sig ] [2615/3599] Forecasting PTEN... [2025-11-26T21:05:37.471017] [INFO ] [sig ] Generating forecast for: PTEN [2025-11-26T21:05:37.471061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'. [2025-11-26T21:05:37.482525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTEN'. [2025-11-26T21:05:37.482888] [INFO ] [FORECASTER] Starting predict_future for PTEN [2025-11-26T21:05:37.483737] [DEBUG] [LOCAL ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt [2025-11-26T21:05:37.483821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:37.483878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:37.483926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:37.483996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:37.542435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:37.543099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:37.543199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:37.543246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:37.658239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:37.658426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:37.658481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:37.658525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:37.661906] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=38.18%) [2025-11-26T21:05:37.662195] [INFO ] [FORECASTER] Completed predict_future for PTEN [2025-11-26T21:05:37.662338] [INFO ] [sig ] PTEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:37.801609] [INFO ] [LOCAL ] Saved forecast: PTEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTEN.txt [2025-11-26T21:05:37.801802] [INFO ] [sig ] [2615/3599] Completed PTEN in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:37.801859] [INFO ] [sig ] [2616/3599] Forecasting PTF... [2025-11-26T21:05:37.801905] [INFO ] [sig ] Generating forecast for: PTF [2025-11-26T21:05:37.801951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'. [2025-11-26T21:05:37.813494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTF'. [2025-11-26T21:05:37.813812] [INFO ] [FORECASTER] Starting predict_future for PTF [2025-11-26T21:05:37.814633] [DEBUG] [LOCAL ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt [2025-11-26T21:05:37.814727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:37.814775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:37.814815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:37.814888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:37.874032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:37.874683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:37.874779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:37.874821] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:37.996270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:37.996452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:37.996506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:37.996550] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:38.000088] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=37.86%) [2025-11-26T21:05:38.000383] [INFO ] [FORECASTER] Completed predict_future for PTF [2025-11-26T21:05:38.000532] [INFO ] [sig ] PTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:38.141988] [INFO ] [LOCAL ] Saved forecast: PTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTF.txt [2025-11-26T21:05:38.142140] [INFO ] [sig ] [2616/3599] Completed PTF in 0.3s | 2.90 sym/s | Total: 15.0m | ETA: 5.7m [2025-11-26T21:05:38.142195] [INFO ] [sig ] [2617/3599] Forecasting PTGX... [2025-11-26T21:05:38.142240] [INFO ] [sig ] Generating forecast for: PTGX [2025-11-26T21:05:38.142283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'. [2025-11-26T21:05:38.156451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTGX'. [2025-11-26T21:05:38.157117] [INFO ] [FORECASTER] Starting predict_future for PTGX [2025-11-26T21:05:38.158249] [DEBUG] [LOCAL ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt [2025-11-26T21:05:38.158326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:38.158388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:38.158441] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:38.158526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:38.219576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:38.220882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:38.221014] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:38.221078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:38.347004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:38.347268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:38.347328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:38.347373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:38.351485] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=98.24%) [2025-11-26T21:05:38.351872] [INFO ] [FORECASTER] Completed predict_future for PTGX [2025-11-26T21:05:38.352053] [INFO ] [sig ] PTGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:38.500927] [INFO ] [LOCAL ] Saved forecast: PTGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTGX.txt [2025-11-26T21:05:38.501177] [INFO ] [sig ] [2617/3599] Completed PTGX in 0.4s | 2.90 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:05:38.501247] [INFO ] [sig ] [2618/3599] Forecasting PTH... [2025-11-26T21:05:38.501296] [INFO ] [sig ] Generating forecast for: PTH [2025-11-26T21:05:38.501340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'. [2025-11-26T21:05:38.516828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTH'. [2025-11-26T21:05:38.517445] [INFO ] [FORECASTER] Starting predict_future for PTH [2025-11-26T21:05:38.518698] [DEBUG] [LOCAL ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt [2025-11-26T21:05:38.518770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:38.518821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:38.518864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:38.518936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:38.577993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:38.579190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:38.579321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:38.579373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:38.686902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:38.687160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:38.687220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:38.687267] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:38.691683] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=99.17%) [2025-11-26T21:05:38.692082] [INFO ] [FORECASTER] Completed predict_future for PTH [2025-11-26T21:05:38.692268] [INFO ] [sig ] PTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:38.936251] [INFO ] [LOCAL ] Saved forecast: PTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTH.txt [2025-11-26T21:05:38.936491] [INFO ] [sig ] [2618/3599] Completed PTH in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:38.936551] [INFO ] [sig ] [2619/3599] Forecasting PTIX... [2025-11-26T21:05:38.936594] [INFO ] [sig ] Generating forecast for: PTIX [2025-11-26T21:05:38.936661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'. [2025-11-26T21:05:38.950238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTIX'. [2025-11-26T21:05:38.950744] [INFO ] [FORECASTER] Starting predict_future for PTIX [2025-11-26T21:05:38.951611] [DEBUG] [LOCAL ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt [2025-11-26T21:05:38.951707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:38.951756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:38.951797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:38.951872] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:39.012993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:39.014019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:39.014129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:39.014177] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:39.139258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:39.139471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:39.139527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:39.139583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:39.143632] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=25.00%) [2025-11-26T21:05:39.143974] [INFO ] [FORECASTER] Completed predict_future for PTIX [2025-11-26T21:05:39.144143] [INFO ] [sig ] PTIX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:39.287338] [INFO ] [LOCAL ] Saved forecast: PTIX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTIX.txt [2025-11-26T21:05:39.287569] [INFO ] [sig ] [2619/3599] Completed PTIX in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:39.287635] [INFO ] [sig ] [2620/3599] Forecasting PTLO... [2025-11-26T21:05:39.287706] [INFO ] [sig ] Generating forecast for: PTLO [2025-11-26T21:05:39.287749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'. [2025-11-26T21:05:39.300680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTLO'. [2025-11-26T21:05:39.301108] [INFO ] [FORECASTER] Starting predict_future for PTLO [2025-11-26T21:05:39.302164] [DEBUG] [LOCAL ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt [2025-11-26T21:05:39.302249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:39.302302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:39.302350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:39.302446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:39.362384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:39.363326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:39.363429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:39.363475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:39.483716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:39.483913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:39.483968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:39.484008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:39.487480] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=18.53%) [2025-11-26T21:05:39.487852] [INFO ] [FORECASTER] Completed predict_future for PTLO [2025-11-26T21:05:39.488003] [INFO ] [sig ] PTLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:39.631364] [INFO ] [LOCAL ] Saved forecast: PTLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTLO.txt [2025-11-26T21:05:39.631572] [INFO ] [sig ] [2620/3599] Completed PTLO in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:39.631656] [INFO ] [sig ] [2621/3599] Forecasting PTNQ... [2025-11-26T21:05:39.631705] [INFO ] [sig ] Generating forecast for: PTNQ [2025-11-26T21:05:39.631747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'. [2025-11-26T21:05:39.643027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'. [2025-11-26T21:05:39.643395] [INFO ] [FORECASTER] Starting predict_future for PTNQ [2025-11-26T21:05:39.644257] [DEBUG] [LOCAL ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt [2025-11-26T21:05:39.644325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:39.644370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:39.644408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:39.644477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:39.703662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:39.704613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:39.704735] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:39.704786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:39.826810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:39.827013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:39.827067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:39.827108] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:39.830665] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=16.02%) [2025-11-26T21:05:39.830971] [INFO ] [FORECASTER] Completed predict_future for PTNQ [2025-11-26T21:05:39.831122] [INFO ] [sig ] PTNQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:39.985113] [INFO ] [LOCAL ] Saved forecast: PTNQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTNQ.txt [2025-11-26T21:05:39.985311] [INFO ] [sig ] [2621/3599] Completed PTNQ in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:39.985371] [INFO ] [sig ] [2622/3599] Forecasting PTON... [2025-11-26T21:05:39.985414] [INFO ] [sig ] Generating forecast for: PTON [2025-11-26T21:05:39.985465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'. [2025-11-26T21:05:39.998016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTON'. [2025-11-26T21:05:39.998490] [INFO ] [FORECASTER] Starting predict_future for PTON [2025-11-26T21:05:39.999385] [DEBUG] [LOCAL ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt [2025-11-26T21:05:39.999475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:39.999523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:39.999564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:39.999633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:40.070045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:40.071263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:40.071390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:40.071460] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:40.200609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:40.200818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:40.200873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:40.200912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:40.204387] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=54.69%) [2025-11-26T21:05:40.204709] [INFO ] [FORECASTER] Completed predict_future for PTON [2025-11-26T21:05:40.204861] [INFO ] [sig ] PTON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:40.347025] [INFO ] [LOCAL ] Saved forecast: PTON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTON.txt [2025-11-26T21:05:40.347201] [INFO ] [sig ] [2622/3599] Completed PTON in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:40.347255] [INFO ] [sig ] [2623/3599] Forecasting PTY... [2025-11-26T21:05:40.347299] [INFO ] [sig ] Generating forecast for: PTY [2025-11-26T21:05:40.347339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-11-26T21:05:40.359203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTY'. [2025-11-26T21:05:40.359580] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-11-26T21:05:40.360460] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-11-26T21:05:40.360542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:40.360590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:40.360631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:40.360723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:40.419381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:40.420276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:40.420377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:40.420424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:40.548008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:40.548204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:40.548258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:40.548300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:40.551954] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=20.20%) [2025-11-26T21:05:40.552278] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-11-26T21:05:40.552430] [INFO ] [sig ] PTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:40.694944] [INFO ] [LOCAL ] Saved forecast: PTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTY.txt [2025-11-26T21:05:40.695126] [INFO ] [sig ] [2623/3599] Completed PTY in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:40.695181] [INFO ] [sig ] [2624/3599] Forecasting PUBM... [2025-11-26T21:05:40.695222] [INFO ] [sig ] Generating forecast for: PUBM [2025-11-26T21:05:40.695263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'. [2025-11-26T21:05:40.706477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUBM'. [2025-11-26T21:05:40.706846] [INFO ] [FORECASTER] Starting predict_future for PUBM [2025-11-26T21:05:40.707702] [DEBUG] [LOCAL ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt [2025-11-26T21:05:40.707771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:40.707817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:40.707858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:40.707938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:40.765247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:40.766095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:40.766193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:40.766241] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:40.887288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:40.887485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:40.887561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:40.887604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:40.891140] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=23.97%) [2025-11-26T21:05:40.891440] [INFO ] [FORECASTER] Completed predict_future for PUBM [2025-11-26T21:05:40.891591] [INFO ] [sig ] PUBM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:41.034253] [INFO ] [LOCAL ] Saved forecast: PUBM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PUBM.txt [2025-11-26T21:05:41.034437] [INFO ] [sig ] [2624/3599] Completed PUBM in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:41.034496] [INFO ] [sig ] [2625/3599] Forecasting PUK... [2025-11-26T21:05:41.034539] [INFO ] [sig ] Generating forecast for: PUK [2025-11-26T21:05:41.034579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-11-26T21:05:41.046254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUK'. [2025-11-26T21:05:41.046617] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-11-26T21:05:41.047464] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-11-26T21:05:41.047564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:41.047610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:41.047672] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:41.047745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:41.103949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:41.104779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:41.104878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:41.104924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:41.223729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:41.223926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:41.223980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:41.224020] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:41.227405] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-11-26T21:05:41.227738] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-11-26T21:05:41.227885] [INFO ] [sig ] PUK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:41.370712] [INFO ] [LOCAL ] Saved forecast: PUK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PUK.txt [2025-11-26T21:05:41.370923] [INFO ] [sig ] [2625/3599] Completed PUK in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:41.370993] [INFO ] [sig ] [2626/3599] Forecasting PUMP... [2025-11-26T21:05:41.371042] [INFO ] [sig ] Generating forecast for: PUMP [2025-11-26T21:05:41.371084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-11-26T21:05:41.383206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUMP'. [2025-11-26T21:05:41.383550] [INFO ] [FORECASTER] Starting predict_future for PUMP [2025-11-26T21:05:41.384381] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-11-26T21:05:41.384450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:41.384495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:41.384535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:41.384604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:41.442321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:41.443127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:41.443232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:41.443277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:41.568343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:41.568545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:41.568597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:41.568708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:41.572145] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=7.68%) [2025-11-26T21:05:41.572435] [INFO ] [FORECASTER] Completed predict_future for PUMP [2025-11-26T21:05:41.572589] [INFO ] [sig ] PUMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:41.712904] [INFO ] [LOCAL ] Saved forecast: PUMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PUMP.txt [2025-11-26T21:05:41.713093] [INFO ] [sig ] [2626/3599] Completed PUMP in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:41.713148] [INFO ] [sig ] [2627/3599] Forecasting PVH... [2025-11-26T21:05:41.713191] [INFO ] [sig ] Generating forecast for: PVH [2025-11-26T21:05:41.713234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-11-26T21:05:41.725359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVH'. [2025-11-26T21:05:41.725847] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-11-26T21:05:41.726817] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-11-26T21:05:41.726905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:41.726956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:41.726996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:41.727066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:41.784826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:41.785865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:41.785987] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:41.786057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:41.908877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:41.909104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:41.909178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:41.909241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:41.912710] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=14.70%) [2025-11-26T21:05:41.913058] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-11-26T21:05:41.913237] [INFO ] [sig ] PVH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:42.068295] [INFO ] [LOCAL ] Saved forecast: PVH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PVH.txt [2025-11-26T21:05:42.068516] [INFO ] [sig ] [2627/3599] Completed PVH in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:42.068589] [INFO ] [sig ] [2628/3599] Forecasting PVL... [2025-11-26T21:05:42.068671] [INFO ] [sig ] Generating forecast for: PVL [2025-11-26T21:05:42.068733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-11-26T21:05:42.080366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVL'. [2025-11-26T21:05:42.080795] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-11-26T21:05:42.081693] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-11-26T21:05:42.081773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:42.081832] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:42.081888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:42.081979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:42.140551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:42.141493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:42.141605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:42.141686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:42.261064] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:42.261291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:42.261362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:42.261419] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:42.265988] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=92.98%) [2025-11-26T21:05:42.266401] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-11-26T21:05:42.266590] [INFO ] [sig ] PVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:42.412328] [INFO ] [LOCAL ] Saved forecast: PVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PVL.txt [2025-11-26T21:05:42.412492] [INFO ] [sig ] [2628/3599] Completed PVL in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:42.412547] [INFO ] [sig ] [2629/3599] Forecasting PWP... [2025-11-26T21:05:42.412590] [INFO ] [sig ] Generating forecast for: PWP [2025-11-26T21:05:42.412630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'. [2025-11-26T21:05:42.424506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PWP'. [2025-11-26T21:05:42.424901] [INFO ] [FORECASTER] Starting predict_future for PWP [2025-11-26T21:05:42.425781] [DEBUG] [LOCAL ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt [2025-11-26T21:05:42.425851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:42.425905] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:42.425952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:42.426035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:42.483612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:42.484328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:42.484428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:42.484478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:42.603140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:42.603334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:42.603415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:42.603461] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:42.606947] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=86.10%) [2025-11-26T21:05:42.607244] [INFO ] [FORECASTER] Completed predict_future for PWP [2025-11-26T21:05:42.607395] [INFO ] [sig ] PWP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:42.751223] [INFO ] [LOCAL ] Saved forecast: PWP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PWP.txt [2025-11-26T21:05:42.751413] [INFO ] [sig ] [2629/3599] Completed PWP in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:42.751463] [INFO ] [sig ] [2630/3599] Forecasting PX... [2025-11-26T21:05:42.751508] [INFO ] [sig ] Generating forecast for: PX [2025-11-26T21:05:42.751553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-11-26T21:05:42.763882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PX'. [2025-11-26T21:05:42.764210] [INFO ] [FORECASTER] Starting predict_future for PX [2025-11-26T21:05:42.765064] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-11-26T21:05:42.765136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:42.765183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:42.765226] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:42.765298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:42.833978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:42.834957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:42.835069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:42.835123] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:42.963410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:42.963613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:42.963689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:42.963735] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:42.967252] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=48.45%) [2025-11-26T21:05:42.967574] [INFO ] [FORECASTER] Completed predict_future for PX [2025-11-26T21:05:42.967746] [INFO ] [sig ] PX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:43.109111] [INFO ] [LOCAL ] Saved forecast: PX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PX.txt [2025-11-26T21:05:43.109299] [INFO ] [sig ] [2630/3599] Completed PX in 0.4s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:43.109354] [INFO ] [sig ] [2631/3599] Forecasting PXS... [2025-11-26T21:05:43.109397] [INFO ] [sig ] Generating forecast for: PXS [2025-11-26T21:05:43.109440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'. [2025-11-26T21:05:43.121955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PXS'. [2025-11-26T21:05:43.122343] [INFO ] [FORECASTER] Starting predict_future for PXS [2025-11-26T21:05:43.123210] [DEBUG] [LOCAL ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt [2025-11-26T21:05:43.123281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:43.123327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:43.123365] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:43.123434] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:43.189010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:43.190012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:43.190141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:43.190192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:43.304929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:43.305125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:43.305177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:43.305220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:43.308755] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=56.73%) [2025-11-26T21:05:43.309080] [INFO ] [FORECASTER] Completed predict_future for PXS [2025-11-26T21:05:43.309237] [INFO ] [sig ] PXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:43.452261] [INFO ] [LOCAL ] Saved forecast: PXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PXS.txt [2025-11-26T21:05:43.452452] [INFO ] [sig ] [2631/3599] Completed PXS in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:43.452512] [INFO ] [sig ] [2632/3599] Forecasting PY... [2025-11-26T21:05:43.452572] [INFO ] [sig ] Generating forecast for: PY [2025-11-26T21:05:43.452623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'. [2025-11-26T21:05:43.464413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PY'. [2025-11-26T21:05:43.464801] [INFO ] [FORECASTER] Starting predict_future for PY [2025-11-26T21:05:43.465686] [DEBUG] [LOCAL ] No optimal features file found for PY: ./output/feature-sets/PY.txt [2025-11-26T21:05:43.465756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:43.465802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:43.465841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:43.465913] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:43.525714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:43.526712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:43.526814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:43.526861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:43.636542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:43.636783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:43.636840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:43.636882] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:43.640393] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-11-26T21:05:43.640712] [INFO ] [FORECASTER] Completed predict_future for PY [2025-11-26T21:05:43.640861] [INFO ] [sig ] PY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:43.781896] [INFO ] [LOCAL ] Saved forecast: PY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PY.txt [2025-11-26T21:05:43.782110] [INFO ] [sig ] [2632/3599] Completed PY in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:43.782167] [INFO ] [sig ] [2633/3599] Forecasting PYPL... [2025-11-26T21:05:43.782202] [INFO ] [sig ] Generating forecast for: PYPL [2025-11-26T21:05:43.782240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'. [2025-11-26T21:05:43.794367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYPL'. [2025-11-26T21:05:43.794796] [INFO ] [FORECASTER] Starting predict_future for PYPL [2025-11-26T21:05:43.795609] [DEBUG] [LOCAL ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt [2025-11-26T21:05:43.795696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:43.795760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:43.795801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:43.795869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:43.853545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:43.854374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:43.854477] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:43.854520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:43.971783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:43.971975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:43.972027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:43.972069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:43.975523] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-11-26T21:05:43.975842] [INFO ] [FORECASTER] Completed predict_future for PYPL [2025-11-26T21:05:43.975992] [INFO ] [sig ] PYPL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:44.117110] [INFO ] [LOCAL ] Saved forecast: PYPL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PYPL.txt [2025-11-26T21:05:44.117285] [INFO ] [sig ] [2633/3599] Completed PYPL in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.6m [2025-11-26T21:05:44.117341] [INFO ] [sig ] [2634/3599] Forecasting PYXS... [2025-11-26T21:05:44.117385] [INFO ] [sig ] Generating forecast for: PYXS [2025-11-26T21:05:44.117427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'. [2025-11-26T21:05:44.129342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYXS'. [2025-11-26T21:05:44.129720] [INFO ] [FORECASTER] Starting predict_future for PYXS [2025-11-26T21:05:44.130577] [DEBUG] [LOCAL ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt [2025-11-26T21:05:44.130669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:44.130717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:44.130757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:44.130826] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:44.187608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:44.188417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:44.188516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:44.188562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:44.306808] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:44.307002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:44.307054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:44.307096] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:44.310533] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=52.06%) [2025-11-26T21:05:44.310843] [INFO ] [FORECASTER] Completed predict_future for PYXS [2025-11-26T21:05:44.310991] [INFO ] [sig ] PYXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:44.453844] [INFO ] [LOCAL ] Saved forecast: PYXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PYXS.txt [2025-11-26T21:05:44.454063] [INFO ] [sig ] [2634/3599] Completed PYXS in 0.3s | 2.90 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:05:44.454126] [INFO ] [sig ] [2635/3599] Forecasting PZZA... [2025-11-26T21:05:44.454175] [INFO ] [sig ] Generating forecast for: PZZA [2025-11-26T21:05:44.454217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'. [2025-11-26T21:05:44.467236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PZZA'. [2025-11-26T21:05:44.467936] [INFO ] [FORECASTER] Starting predict_future for PZZA [2025-11-26T21:05:44.469033] [DEBUG] [LOCAL ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt [2025-11-26T21:05:44.469110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:44.469161] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:44.469203] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:44.469278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:44.527798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:44.529073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:44.529197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:44.529249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:44.652497] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:44.652776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:44.652840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:44.652885] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:44.656860] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=29.22%) [2025-11-26T21:05:44.657262] [INFO ] [FORECASTER] Completed predict_future for PZZA [2025-11-26T21:05:44.657441] [INFO ] [sig ] PZZA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:44.807049] [INFO ] [LOCAL ] Saved forecast: PZZA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PZZA.txt [2025-11-26T21:05:44.807325] [INFO ] [sig ] [2635/3599] Completed PZZA in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:44.807390] [INFO ] [sig ] [2636/3599] Forecasting QABA... [2025-11-26T21:05:44.807440] [INFO ] [sig ] Generating forecast for: QABA [2025-11-26T21:05:44.807485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QABA' from 'https://tdm.silogroup.org/data/derivative_storage/QABA.csv'. [2025-11-26T21:05:44.820622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QABA'. [2025-11-26T21:05:44.821113] [INFO ] [FORECASTER] Starting predict_future for QABA [2025-11-26T21:05:44.821987] [DEBUG] [LOCAL ] No optimal features file found for QABA: ./output/feature-sets/QABA.txt [2025-11-26T21:05:44.822059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:44.822104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:44.822146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:44.822216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:44.879910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:44.880842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:44.880948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:44.880995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:44.991678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:44.991874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:44.991926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:44.991966] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:44.995415] [DEBUG] [FORECASTER] QABA: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-11-26T21:05:44.995742] [INFO ] [FORECASTER] Completed predict_future for QABA [2025-11-26T21:05:44.995888] [INFO ] [sig ] QABA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:45.140677] [INFO ] [LOCAL ] Saved forecast: QABA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QABA.txt [2025-11-26T21:05:45.140841] [INFO ] [sig ] [2636/3599] Completed QABA in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:45.140895] [INFO ] [sig ] [2637/3599] Forecasting QBTS... [2025-11-26T21:05:45.140951] [INFO ] [sig ] Generating forecast for: QBTS [2025-11-26T21:05:45.140998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'. [2025-11-26T21:05:45.153149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QBTS'. [2025-11-26T21:05:45.153476] [INFO ] [FORECASTER] Starting predict_future for QBTS [2025-11-26T21:05:45.154390] [DEBUG] [LOCAL ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt [2025-11-26T21:05:45.154462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:45.154519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:45.154571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:45.154674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:45.211715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:45.212384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:45.212481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:45.212525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:45.337792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:45.337963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:45.338023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:45.338072] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:45.341451] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-11-26T21:05:45.341773] [INFO ] [FORECASTER] Completed predict_future for QBTS [2025-11-26T21:05:45.341920] [INFO ] [sig ] QBTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:45.487005] [INFO ] [LOCAL ] Saved forecast: QBTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QBTS.txt [2025-11-26T21:05:45.487384] [INFO ] [sig ] [2637/3599] Completed QBTS in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:45.487456] [INFO ] [sig ] [2638/3599] Forecasting QCLN... [2025-11-26T21:05:45.487556] [INFO ] [sig ] Generating forecast for: QCLN [2025-11-26T21:05:45.487602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'. [2025-11-26T21:05:45.500204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCLN'. [2025-11-26T21:05:45.500590] [INFO ] [FORECASTER] Starting predict_future for QCLN [2025-11-26T21:05:45.501479] [DEBUG] [LOCAL ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt [2025-11-26T21:05:45.501549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:45.501595] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:45.501635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:45.501724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:45.561855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:45.562631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:45.562765] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:45.562813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:45.687995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:45.688197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:45.688434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:45.688475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:45.692064] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=55.23%) [2025-11-26T21:05:45.692549] [INFO ] [FORECASTER] Completed predict_future for QCLN [2025-11-26T21:05:45.692724] [INFO ] [sig ] QCLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:45.843985] [INFO ] [LOCAL ] Saved forecast: QCLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QCLN.txt [2025-11-26T21:05:45.844185] [INFO ] [sig ] [2638/3599] Completed QCLN in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:45.844241] [INFO ] [sig ] [2639/3599] Forecasting QCOM... [2025-11-26T21:05:45.844286] [INFO ] [sig ] Generating forecast for: QCOM [2025-11-26T21:05:45.844327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'. [2025-11-26T21:05:45.857312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCOM'. [2025-11-26T21:05:45.857830] [INFO ] [FORECASTER] Starting predict_future for QCOM [2025-11-26T21:05:45.858748] [DEBUG] [LOCAL ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt [2025-11-26T21:05:45.858821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:45.858869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:45.858910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:45.858978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:45.935194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:45.936478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:45.936625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:45.936724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:46.076274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:46.076480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:46.076565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:46.076631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:46.081319] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=70.13%) [2025-11-26T21:05:46.081812] [INFO ] [FORECASTER] Completed predict_future for QCOM [2025-11-26T21:05:46.081989] [INFO ] [sig ] QCOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:46.301392] [INFO ] [LOCAL ] Saved forecast: QCOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QCOM.txt [2025-11-26T21:05:46.301655] [INFO ] [sig ] [2639/3599] Completed QCOM in 0.5s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:46.301725] [INFO ] [sig ] [2640/3599] Forecasting QCRH... [2025-11-26T21:05:46.301770] [INFO ] [sig ] Generating forecast for: QCRH [2025-11-26T21:05:46.301808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'. [2025-11-26T21:05:46.317408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCRH'. [2025-11-26T21:05:46.318088] [INFO ] [FORECASTER] Starting predict_future for QCRH [2025-11-26T21:05:46.319376] [DEBUG] [LOCAL ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt [2025-11-26T21:05:46.319474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:46.319552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:46.319606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:46.319745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:46.404059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:46.405137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:46.405256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:46.405303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:46.551313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:46.551528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:46.551585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:46.551670] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:46.555408] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=50.04%) [2025-11-26T21:05:46.555883] [INFO ] [FORECASTER] Completed predict_future for QCRH [2025-11-26T21:05:46.556066] [INFO ] [sig ] QCRH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:46.766216] [INFO ] [LOCAL ] Saved forecast: QCRH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QCRH.txt [2025-11-26T21:05:46.766477] [INFO ] [sig ] [2640/3599] Completed QCRH in 0.5s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:46.766570] [INFO ] [sig ] [2641/3599] Forecasting QD... [2025-11-26T21:05:46.766669] [INFO ] [sig ] Generating forecast for: QD [2025-11-26T21:05:46.766753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-11-26T21:05:46.784659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QD'. [2025-11-26T21:05:46.785409] [INFO ] [FORECASTER] Starting predict_future for QD [2025-11-26T21:05:46.786749] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-11-26T21:05:46.786836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:46.786895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:46.786946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:46.787053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:46.853209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:46.854388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:46.854510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:46.854569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:46.976570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:46.976836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:46.976915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:46.976977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:46.982587] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=34.34%) [2025-11-26T21:05:46.983146] [INFO ] [FORECASTER] Completed predict_future for QD [2025-11-26T21:05:46.983384] [INFO ] [sig ] QD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:47.145474] [INFO ] [LOCAL ] Saved forecast: QD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QD.txt [2025-11-26T21:05:47.145657] [INFO ] [sig ] [2641/3599] Completed QD in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:47.145710] [INFO ] [sig ] [2642/3599] Forecasting QDEL... [2025-11-26T21:05:47.145756] [INFO ] [sig ] Generating forecast for: QDEL [2025-11-26T21:05:47.145798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'. [2025-11-26T21:05:47.161978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QDEL'. [2025-11-26T21:05:47.162676] [INFO ] [FORECASTER] Starting predict_future for QDEL [2025-11-26T21:05:47.163845] [DEBUG] [LOCAL ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt [2025-11-26T21:05:47.163933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:47.163995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:47.164046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:47.164143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:47.244123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:47.245093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:47.245199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:47.245267] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:47.362823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:47.363029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:47.363088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:47.363131] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:47.366755] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=96.25%) [2025-11-26T21:05:47.367137] [INFO ] [FORECASTER] Completed predict_future for QDEL [2025-11-26T21:05:47.367307] [INFO ] [sig ] QDEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:47.515448] [INFO ] [LOCAL ] Saved forecast: QDEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QDEL.txt [2025-11-26T21:05:47.515672] [INFO ] [sig ] [2642/3599] Completed QDEL in 0.4s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:47.515732] [INFO ] [sig ] [2643/3599] Forecasting QFIN... [2025-11-26T21:05:47.515776] [INFO ] [sig ] Generating forecast for: QFIN [2025-11-26T21:05:47.515820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'. [2025-11-26T21:05:47.528279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QFIN'. [2025-11-26T21:05:47.528728] [INFO ] [FORECASTER] Starting predict_future for QFIN [2025-11-26T21:05:47.529567] [DEBUG] [LOCAL ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt [2025-11-26T21:05:47.529659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:47.529716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:47.529759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:47.529827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:47.586954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:47.587882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:47.587988] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:47.588037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:47.709795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:47.709999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:47.710052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:47.710098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:47.713523] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=93.45%) [2025-11-26T21:05:47.713856] [INFO ] [FORECASTER] Completed predict_future for QFIN [2025-11-26T21:05:47.714006] [INFO ] [sig ] QFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:47.856129] [INFO ] [LOCAL ] Saved forecast: QFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QFIN.txt [2025-11-26T21:05:47.856321] [INFO ] [sig ] [2643/3599] Completed QFIN in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:47.856376] [INFO ] [sig ] [2644/3599] Forecasting QGEN... [2025-11-26T21:05:47.856420] [INFO ] [sig ] Generating forecast for: QGEN [2025-11-26T21:05:47.856464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-11-26T21:05:47.868037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QGEN'. [2025-11-26T21:05:47.868444] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-11-26T21:05:47.869313] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-11-26T21:05:47.869384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:47.869430] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:47.869471] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:47.869554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:47.926907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:47.927841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:47.927944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:47.927992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:48.048905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:48.049094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:48.049147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:48.049189] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:48.052619] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=7.81%) [2025-11-26T21:05:48.052962] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-11-26T21:05:48.053118] [INFO ] [sig ] QGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:48.193590] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QGEN.txt [2025-11-26T21:05:48.193793] [INFO ] [sig ] [2644/3599] Completed QGEN in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:48.193851] [INFO ] [sig ] [2645/3599] Forecasting QLYS... [2025-11-26T21:05:48.193895] [INFO ] [sig ] Generating forecast for: QLYS [2025-11-26T21:05:48.193936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'. [2025-11-26T21:05:48.206322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QLYS'. [2025-11-26T21:05:48.206713] [INFO ] [FORECASTER] Starting predict_future for QLYS [2025-11-26T21:05:48.207565] [DEBUG] [LOCAL ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt [2025-11-26T21:05:48.207661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:48.207707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:48.207751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:48.207821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:48.266332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:48.267246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:48.267351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:48.267397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:48.385015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:48.385213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:48.385266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:48.385308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:48.388768] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=10.06%) [2025-11-26T21:05:48.389077] [INFO ] [FORECASTER] Completed predict_future for QLYS [2025-11-26T21:05:48.389235] [INFO ] [sig ] QLYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:48.531508] [INFO ] [LOCAL ] Saved forecast: QLYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QLYS.txt [2025-11-26T21:05:48.531741] [INFO ] [sig ] [2645/3599] Completed QLYS in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:48.531803] [INFO ] [sig ] [2646/3599] Forecasting QMCO... [2025-11-26T21:05:48.531849] [INFO ] [sig ] Generating forecast for: QMCO [2025-11-26T21:05:48.531891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'. [2025-11-26T21:05:48.543821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMCO'. [2025-11-26T21:05:48.544217] [INFO ] [FORECASTER] Starting predict_future for QMCO [2025-11-26T21:05:48.545125] [DEBUG] [LOCAL ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt [2025-11-26T21:05:48.545195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:48.545238] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:48.545279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:48.545351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:48.602848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:48.603780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:48.603881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:48.603921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:48.720726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:48.720909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:48.720959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:48.721001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:48.724373] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=93.61%) [2025-11-26T21:05:48.724690] [INFO ] [FORECASTER] Completed predict_future for QMCO [2025-11-26T21:05:48.724837] [INFO ] [sig ] QMCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:48.866261] [INFO ] [LOCAL ] Saved forecast: QMCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QMCO.txt [2025-11-26T21:05:48.866400] [INFO ] [sig ] [2646/3599] Completed QMCO in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:48.866460] [INFO ] [sig ] [2647/3599] Forecasting QMOM... [2025-11-26T21:05:48.866506] [INFO ] [sig ] Generating forecast for: QMOM [2025-11-26T21:05:48.866547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'. [2025-11-26T21:05:48.877520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMOM'. [2025-11-26T21:05:48.877836] [INFO ] [FORECASTER] Starting predict_future for QMOM [2025-11-26T21:05:48.878678] [DEBUG] [LOCAL ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt [2025-11-26T21:05:48.878746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:48.878792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:48.878833] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:48.878902] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:48.935784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:48.936399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:48.936495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:48.936541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:49.051108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:49.051262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:49.051319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:49.051361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:49.054622] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=6.49%) [2025-11-26T21:05:49.054930] [INFO ] [FORECASTER] Completed predict_future for QMOM [2025-11-26T21:05:49.055080] [INFO ] [sig ] QMOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:49.195124] [INFO ] [LOCAL ] Saved forecast: QMOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QMOM.txt [2025-11-26T21:05:49.195308] [INFO ] [sig ] [2647/3599] Completed QMOM in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:49.195364] [INFO ] [sig ] [2648/3599] Forecasting QNCX... [2025-11-26T21:05:49.195404] [INFO ] [sig ] Generating forecast for: QNCX [2025-11-26T21:05:49.195452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'. [2025-11-26T21:05:49.206521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNCX'. [2025-11-26T21:05:49.206849] [INFO ] [FORECASTER] Starting predict_future for QNCX [2025-11-26T21:05:49.207702] [DEBUG] [LOCAL ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt [2025-11-26T21:05:49.207770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:49.207814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:49.207853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:49.207919] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:49.265259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:49.265942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:49.266035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:49.266075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:49.379434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:49.379573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:49.379623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:49.379682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:49.383032] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=56.85%) [2025-11-26T21:05:49.383329] [INFO ] [FORECASTER] Completed predict_future for QNCX [2025-11-26T21:05:49.383474] [INFO ] [sig ] QNCX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:49.524182] [INFO ] [LOCAL ] Saved forecast: QNCX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QNCX.txt [2025-11-26T21:05:49.524317] [INFO ] [sig ] [2648/3599] Completed QNCX in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:49.524371] [INFO ] [sig ] [2649/3599] Forecasting QNTM... [2025-11-26T21:05:49.524410] [INFO ] [sig ] Generating forecast for: QNTM [2025-11-26T21:05:49.524449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'. [2025-11-26T21:05:49.535262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNTM'. [2025-11-26T21:05:49.535568] [INFO ] [FORECASTER] Starting predict_future for QNTM [2025-11-26T21:05:49.536420] [DEBUG] [LOCAL ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt [2025-11-26T21:05:49.536490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:49.536535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:49.536574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:49.536661] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:49.594286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:49.595064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:49.595162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:49.595208] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:49.718119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:49.718280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:49.718330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:49.718366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:49.721835] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=3.47%) [2025-11-26T21:05:49.722142] [INFO ] [FORECASTER] Completed predict_future for QNTM [2025-11-26T21:05:49.722284] [INFO ] [sig ] QNTM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:49.861893] [INFO ] [LOCAL ] Saved forecast: QNTM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QNTM.txt [2025-11-26T21:05:49.862039] [INFO ] [sig ] [2649/3599] Completed QNTM in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:49.862091] [INFO ] [sig ] [2650/3599] Forecasting QQMG... [2025-11-26T21:05:49.862132] [INFO ] [sig ] Generating forecast for: QQMG [2025-11-26T21:05:49.862175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'. [2025-11-26T21:05:49.873093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQMG'. [2025-11-26T21:05:49.873379] [INFO ] [FORECASTER] Starting predict_future for QQMG [2025-11-26T21:05:49.874223] [DEBUG] [LOCAL ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt [2025-11-26T21:05:49.874293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:49.874338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:49.874377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:49.874450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:49.932019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:49.933070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:49.933175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:49.933218] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:50.043421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:50.043665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:50.043718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:50.043767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:50.047277] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=32.58%) [2025-11-26T21:05:50.047622] [INFO ] [FORECASTER] Completed predict_future for QQMG [2025-11-26T21:05:50.047811] [INFO ] [sig ] QQMG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:50.187469] [INFO ] [LOCAL ] Saved forecast: QQMG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQMG.txt [2025-11-26T21:05:50.187678] [INFO ] [sig ] [2650/3599] Completed QQMG in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:50.187735] [INFO ] [sig ] [2651/3599] Forecasting QQQ... [2025-11-26T21:05:50.187779] [INFO ] [sig ] Generating forecast for: QQQ [2025-11-26T21:05:50.187817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'. [2025-11-26T21:05:50.199169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQ'. [2025-11-26T21:05:50.199465] [INFO ] [FORECASTER] Starting predict_future for QQQ [2025-11-26T21:05:50.200312] [DEBUG] [LOCAL ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt [2025-11-26T21:05:50.200382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:50.200427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:50.200467] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:50.200535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:50.257951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:50.258584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:50.258698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:50.258747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:50.380532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:50.380736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:50.380790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:50.380831] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:50.384271] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=77.62%) [2025-11-26T21:05:50.384561] [INFO ] [FORECASTER] Completed predict_future for QQQ [2025-11-26T21:05:50.384724] [INFO ] [sig ] QQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:50.530729] [INFO ] [LOCAL ] Saved forecast: QQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQ.txt [2025-11-26T21:05:50.530888] [INFO ] [sig ] [2651/3599] Completed QQQ in 0.3s | 2.90 sym/s | Total: 15.2m | ETA: 5.5m [2025-11-26T21:05:50.530942] [INFO ] [sig ] [2652/3599] Forecasting QQQE... [2025-11-26T21:05:50.530986] [INFO ] [sig ] Generating forecast for: QQQE [2025-11-26T21:05:50.531027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'. [2025-11-26T21:05:50.541994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQE'. [2025-11-26T21:05:50.542298] [INFO ] [FORECASTER] Starting predict_future for QQQE [2025-11-26T21:05:50.543151] [DEBUG] [LOCAL ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt [2025-11-26T21:05:50.543235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:50.543281] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:50.543321] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:50.543391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:50.601412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:50.602107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:50.602224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:50.602273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:50.719511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:50.719718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:50.719774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:50.719815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:50.723338] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-11-26T21:05:50.723627] [INFO ] [FORECASTER] Completed predict_future for QQQE [2025-11-26T21:05:50.723790] [INFO ] [sig ] QQQE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:50.868275] [INFO ] [LOCAL ] Saved forecast: QQQE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQQE.txt [2025-11-26T21:05:50.868482] [INFO ] [sig ] [2652/3599] Completed QQQE in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:50.868538] [INFO ] [sig ] [2653/3599] Forecasting QQQI... [2025-11-26T21:05:50.868583] [INFO ] [sig ] Generating forecast for: QQQI [2025-11-26T21:05:50.868624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'. [2025-11-26T21:05:50.880435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQI'. [2025-11-26T21:05:50.880912] [INFO ] [FORECASTER] Starting predict_future for QQQI [2025-11-26T21:05:50.881790] [DEBUG] [LOCAL ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt [2025-11-26T21:05:50.881860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:50.881906] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:50.881945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:50.882013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:50.940038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:50.941011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:50.941118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:50.941166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:51.055946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:51.056156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:51.056209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:51.056251] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:51.059832] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-11-26T21:05:51.060199] [INFO ] [FORECASTER] Completed predict_future for QQQI [2025-11-26T21:05:51.060355] [INFO ] [sig ] QQQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:51.203896] [INFO ] [LOCAL ] Saved forecast: QQQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQI.txt [2025-11-26T21:05:51.204098] [INFO ] [sig ] [2653/3599] Completed QQQI in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:51.204161] [INFO ] [sig ] [2654/3599] Forecasting QQQJ... [2025-11-26T21:05:51.204204] [INFO ] [sig ] Generating forecast for: QQQJ [2025-11-26T21:05:51.204246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'. [2025-11-26T21:05:51.219345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'. [2025-11-26T21:05:51.219769] [INFO ] [FORECASTER] Starting predict_future for QQQJ [2025-11-26T21:05:51.220609] [DEBUG] [LOCAL ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt [2025-11-26T21:05:51.220708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:51.220754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:51.220793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:51.220861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:51.278608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:51.279545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:51.279671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:51.279718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:51.400361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:51.400556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:51.400613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:51.400675] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:51.404240] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=10.02%) [2025-11-26T21:05:51.404563] [INFO ] [FORECASTER] Completed predict_future for QQQJ [2025-11-26T21:05:51.404739] [INFO ] [sig ] QQQJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:51.545891] [INFO ] [LOCAL ] Saved forecast: QQQJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQQJ.txt [2025-11-26T21:05:51.546084] [INFO ] [sig ] [2654/3599] Completed QQQJ in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:51.546144] [INFO ] [sig ] [2655/3599] Forecasting QQQM... [2025-11-26T21:05:51.546180] [INFO ] [sig ] Generating forecast for: QQQM [2025-11-26T21:05:51.546219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'. [2025-11-26T21:05:51.558273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQM'. [2025-11-26T21:05:51.558718] [INFO ] [FORECASTER] Starting predict_future for QQQM [2025-11-26T21:05:51.559543] [DEBUG] [LOCAL ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt [2025-11-26T21:05:51.559613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:51.559679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:51.559720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:51.559787] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:51.618118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:51.619035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:51.619155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:51.619213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:51.740531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:51.740745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:51.740801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:51.740839] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:51.744373] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=87.56%) [2025-11-26T21:05:51.744697] [INFO ] [FORECASTER] Completed predict_future for QQQM [2025-11-26T21:05:51.744850] [INFO ] [sig ] QQQM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:51.886360] [INFO ] [LOCAL ] Saved forecast: QQQM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQM.txt [2025-11-26T21:05:51.886531] [INFO ] [sig ] [2655/3599] Completed QQQM in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:51.886587] [INFO ] [sig ] [2656/3599] Forecasting QQQX... [2025-11-26T21:05:51.886630] [INFO ] [sig ] Generating forecast for: QQQX [2025-11-26T21:05:51.886693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'. [2025-11-26T21:05:51.898187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQX'. [2025-11-26T21:05:51.898531] [INFO ] [FORECASTER] Starting predict_future for QQQX [2025-11-26T21:05:51.899390] [DEBUG] [LOCAL ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt [2025-11-26T21:05:51.899462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:51.899510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:51.899550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:51.899620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:51.958118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:51.958841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:51.958938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:51.958985] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:52.083929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:52.084133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:52.084187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:52.084231] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:52.087842] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=16.58%) [2025-11-26T21:05:52.088155] [INFO ] [FORECASTER] Completed predict_future for QQQX [2025-11-26T21:05:52.088315] [INFO ] [sig ] QQQX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:52.230746] [INFO ] [LOCAL ] Saved forecast: QQQX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQQX.txt [2025-11-26T21:05:52.230918] [INFO ] [sig ] [2656/3599] Completed QQQX in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:52.230973] [INFO ] [sig ] [2657/3599] Forecasting QQQY... [2025-11-26T21:05:52.231017] [INFO ] [sig ] Generating forecast for: QQQY [2025-11-26T21:05:52.231058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'. [2025-11-26T21:05:52.242458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQY'. [2025-11-26T21:05:52.242896] [INFO ] [FORECASTER] Starting predict_future for QQQY [2025-11-26T21:05:52.243827] [DEBUG] [LOCAL ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt [2025-11-26T21:05:52.243913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:52.243961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:52.244002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:52.244072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:52.303325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:52.304138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:52.304238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:52.304288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:52.428166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:52.428338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:52.428394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:52.428432] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:52.431922] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-11-26T21:05:52.432216] [INFO ] [FORECASTER] Completed predict_future for QQQY [2025-11-26T21:05:52.432360] [INFO ] [sig ] QQQY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:52.573267] [INFO ] [LOCAL ] Saved forecast: QQQY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQY.txt [2025-11-26T21:05:52.573450] [INFO ] [sig ] [2657/3599] Completed QQQY in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:52.573508] [INFO ] [sig ] [2658/3599] Forecasting QRHC... [2025-11-26T21:05:52.573551] [INFO ] [sig ] Generating forecast for: QRHC [2025-11-26T21:05:52.573593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'. [2025-11-26T21:05:52.584517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRHC'. [2025-11-26T21:05:52.584891] [INFO ] [FORECASTER] Starting predict_future for QRHC [2025-11-26T21:05:52.585781] [DEBUG] [LOCAL ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt [2025-11-26T21:05:52.585859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:52.585928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:52.585989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:52.586089] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:52.643866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:52.644623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:52.644739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:52.644790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:52.766449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:52.766667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:52.766725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:52.766765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:52.770340] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=69.59%) [2025-11-26T21:05:52.770656] [INFO ] [FORECASTER] Completed predict_future for QRHC [2025-11-26T21:05:52.770803] [INFO ] [sig ] QRHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:52.913971] [INFO ] [LOCAL ] Saved forecast: QRHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QRHC.txt [2025-11-26T21:05:52.914142] [INFO ] [sig ] [2658/3599] Completed QRHC in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:52.914196] [INFO ] [sig ] [2659/3599] Forecasting QRVO... [2025-11-26T21:05:52.914241] [INFO ] [sig ] Generating forecast for: QRVO [2025-11-26T21:05:52.914283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'. [2025-11-26T21:05:52.926271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRVO'. [2025-11-26T21:05:52.926604] [INFO ] [FORECASTER] Starting predict_future for QRVO [2025-11-26T21:05:52.927470] [DEBUG] [LOCAL ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt [2025-11-26T21:05:52.927555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:52.927602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:52.927662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:52.927734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:52.984605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:52.985431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:52.985536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:52.985587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:53.102602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:53.102800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:53.102853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:53.102895] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:53.106302] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=5.62%) [2025-11-26T21:05:53.106601] [INFO ] [FORECASTER] Completed predict_future for QRVO [2025-11-26T21:05:53.106766] [INFO ] [sig ] QRVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:53.245620] [INFO ] [LOCAL ] Saved forecast: QRVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QRVO.txt [2025-11-26T21:05:53.245811] [INFO ] [sig ] [2659/3599] Completed QRVO in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:53.245865] [INFO ] [sig ] [2660/3599] Forecasting QS... [2025-11-26T21:05:53.245907] [INFO ] [sig ] Generating forecast for: QS [2025-11-26T21:05:53.245947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-11-26T21:05:53.257170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QS'. [2025-11-26T21:05:53.257535] [INFO ] [FORECASTER] Starting predict_future for QS [2025-11-26T21:05:53.258420] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-11-26T21:05:53.258492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:53.258539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:53.258578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:53.258665] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:53.315120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:53.315907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:53.316007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:53.316054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:53.439584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:53.439816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:53.439872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:53.439915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:53.443450] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=84.24%) [2025-11-26T21:05:53.443773] [INFO ] [FORECASTER] Completed predict_future for QS [2025-11-26T21:05:53.443921] [INFO ] [sig ] QS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:53.621832] [INFO ] [LOCAL ] Saved forecast: QS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QS.txt [2025-11-26T21:05:53.622052] [INFO ] [sig ] [2660/3599] Completed QS in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:53.622120] [INFO ] [sig ] [2661/3599] Forecasting QSI... [2025-11-26T21:05:53.622172] [INFO ] [sig ] Generating forecast for: QSI [2025-11-26T21:05:53.622214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'. [2025-11-26T21:05:53.634205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QSI'. [2025-11-26T21:05:53.634592] [INFO ] [FORECASTER] Starting predict_future for QSI [2025-11-26T21:05:53.635460] [DEBUG] [LOCAL ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt [2025-11-26T21:05:53.635529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:53.635576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:53.635617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:53.635709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:53.693299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:53.694240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:53.694356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:53.694403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:53.811960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:53.812172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:53.812222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:53.812268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:53.815800] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=36.72%) [2025-11-26T21:05:53.816109] [INFO ] [FORECASTER] Completed predict_future for QSI [2025-11-26T21:05:53.816293] [INFO ] [sig ] QSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:53.958909] [INFO ] [LOCAL ] Saved forecast: QSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QSI.txt [2025-11-26T21:05:53.959095] [INFO ] [sig ] [2661/3599] Completed QSI in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:53.959154] [INFO ] [sig ] [2662/3599] Forecasting QTEC... [2025-11-26T21:05:53.959201] [INFO ] [sig ] Generating forecast for: QTEC [2025-11-26T21:05:53.959267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'. [2025-11-26T21:05:53.971216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTEC'. [2025-11-26T21:05:53.971681] [INFO ] [FORECASTER] Starting predict_future for QTEC [2025-11-26T21:05:53.972613] [DEBUG] [LOCAL ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt [2025-11-26T21:05:53.972718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:53.972780] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:53.972836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:53.972936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:54.030030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:54.031039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:54.031165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:54.031231] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:54.158975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:54.159203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:54.159282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:54.159339] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:54.162877] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=91.00%) [2025-11-26T21:05:54.163243] [INFO ] [FORECASTER] Completed predict_future for QTEC [2025-11-26T21:05:54.163629] [INFO ] [sig ] QTEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:54.336289] [INFO ] [LOCAL ] Saved forecast: QTEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QTEC.txt [2025-11-26T21:05:54.336484] [INFO ] [sig ] [2662/3599] Completed QTEC in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:54.336541] [INFO ] [sig ] [2663/3599] Forecasting QTRX... [2025-11-26T21:05:54.336585] [INFO ] [sig ] Generating forecast for: QTRX [2025-11-26T21:05:54.336627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'. [2025-11-26T21:05:54.348428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTRX'. [2025-11-26T21:05:54.348830] [INFO ] [FORECASTER] Starting predict_future for QTRX [2025-11-26T21:05:54.349672] [DEBUG] [LOCAL ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt [2025-11-26T21:05:54.349739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:54.349784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:54.349817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:54.349887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:54.409149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:54.409970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:54.410066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:54.410112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:54.529580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:54.529780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:54.529835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:54.529877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:54.533249] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=12.49%) [2025-11-26T21:05:54.533539] [INFO ] [FORECASTER] Completed predict_future for QTRX [2025-11-26T21:05:54.533703] [INFO ] [sig ] QTRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:54.672994] [INFO ] [LOCAL ] Saved forecast: QTRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QTRX.txt [2025-11-26T21:05:54.673187] [INFO ] [sig ] [2663/3599] Completed QTRX in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:54.673245] [INFO ] [sig ] [2664/3599] Forecasting QTTB... [2025-11-26T21:05:54.673289] [INFO ] [sig ] Generating forecast for: QTTB [2025-11-26T21:05:54.673331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'. [2025-11-26T21:05:54.685137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTTB'. [2025-11-26T21:05:54.685550] [INFO ] [FORECASTER] Starting predict_future for QTTB [2025-11-26T21:05:54.686411] [DEBUG] [LOCAL ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt [2025-11-26T21:05:54.686480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:54.686525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:54.686564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:54.686633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:54.746802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:54.747707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:54.747807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:54.747853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:54.870153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:54.870341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:54.870439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:54.870486] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:54.874098] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=3.07%) [2025-11-26T21:05:54.874423] [INFO ] [FORECASTER] Completed predict_future for QTTB [2025-11-26T21:05:54.874580] [INFO ] [sig ] QTTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:55.024062] [INFO ] [LOCAL ] Saved forecast: QTTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QTTB.txt [2025-11-26T21:05:55.024302] [INFO ] [sig ] [2664/3599] Completed QTTB in 0.4s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:55.024358] [INFO ] [sig ] [2665/3599] Forecasting QTUM... [2025-11-26T21:05:55.024405] [INFO ] [sig ] Generating forecast for: QTUM [2025-11-26T21:05:55.024449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'. [2025-11-26T21:05:55.036670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTUM'. [2025-11-26T21:05:55.037072] [INFO ] [FORECASTER] Starting predict_future for QTUM [2025-11-26T21:05:55.038082] [DEBUG] [LOCAL ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt [2025-11-26T21:05:55.038156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:55.038203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:55.038243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:55.038314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:55.100293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:55.101278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:55.101381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:55.101429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:55.218920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:55.219113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:55.219174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:55.219217] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:55.222722] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-11-26T21:05:55.223012] [INFO ] [FORECASTER] Completed predict_future for QTUM [2025-11-26T21:05:55.223155] [INFO ] [sig ] QTUM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:55.363059] [INFO ] [LOCAL ] Saved forecast: QTUM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QTUM.txt [2025-11-26T21:05:55.363206] [INFO ] [sig ] [2665/3599] Completed QTUM in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:55.363263] [INFO ] [sig ] [2666/3599] Forecasting QTWO... [2025-11-26T21:05:55.363305] [INFO ] [sig ] Generating forecast for: QTWO [2025-11-26T21:05:55.363346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-11-26T21:05:55.375369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTWO'. [2025-11-26T21:05:55.375867] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-11-26T21:05:55.376700] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-11-26T21:05:55.376768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:55.376813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:55.376852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:55.376921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:55.434154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:55.434821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:55.434914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:55.434960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:55.558666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:55.558849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:55.558902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:55.558942] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:55.562329] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=78.15%) [2025-11-26T21:05:55.562617] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-11-26T21:05:55.562780] [INFO ] [sig ] QTWO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:55.703689] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QTWO.txt [2025-11-26T21:05:55.703858] [INFO ] [sig ] [2666/3599] Completed QTWO in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:55.703913] [INFO ] [sig ] [2667/3599] Forecasting QUAD... [2025-11-26T21:05:55.703957] [INFO ] [sig ] Generating forecast for: QUAD [2025-11-26T21:05:55.704001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-11-26T21:05:55.715175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUAD'. [2025-11-26T21:05:55.715471] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-11-26T21:05:55.716304] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-11-26T21:05:55.716375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:55.716419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:55.716459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:55.716528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:55.774059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:55.774710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:55.774804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:55.774850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:55.894889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:55.895069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:55.895122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:55.895165] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:55.898604] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-11-26T21:05:55.898916] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-11-26T21:05:55.899063] [INFO ] [sig ] QUAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:56.042357] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QUAD.txt [2025-11-26T21:05:56.042516] [INFO ] [sig ] [2667/3599] Completed QUAD in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:56.042570] [INFO ] [sig ] [2668/3599] Forecasting QUIK... [2025-11-26T21:05:56.042611] [INFO ] [sig ] Generating forecast for: QUIK [2025-11-26T21:05:56.042672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'. [2025-11-26T21:05:56.054695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUIK'. [2025-11-26T21:05:56.055175] [INFO ] [FORECASTER] Starting predict_future for QUIK [2025-11-26T21:05:56.056075] [DEBUG] [LOCAL ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt [2025-11-26T21:05:56.056145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:56.056219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:56.056272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:56.056350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:56.113857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:56.114849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:56.114952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:56.115011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:56.237104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:56.237300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:56.237355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:56.237396] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:56.241001] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=73.37%) [2025-11-26T21:05:56.241320] [INFO ] [FORECASTER] Completed predict_future for QUIK [2025-11-26T21:05:56.241480] [INFO ] [sig ] QUIK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:56.386725] [INFO ] [LOCAL ] Saved forecast: QUIK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QUIK.txt [2025-11-26T21:05:56.386913] [INFO ] [sig ] [2668/3599] Completed QUIK in 0.3s | 2.90 sym/s | Total: 15.3m | ETA: 5.4m [2025-11-26T21:05:56.386969] [INFO ] [sig ] [2669/3599] Forecasting QURE... [2025-11-26T21:05:56.387011] [INFO ] [sig ] Generating forecast for: QURE [2025-11-26T21:05:56.387054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'. [2025-11-26T21:05:56.399907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QURE'. [2025-11-26T21:05:56.400419] [INFO ] [FORECASTER] Starting predict_future for QURE [2025-11-26T21:05:56.401335] [DEBUG] [LOCAL ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt [2025-11-26T21:05:56.401412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:56.401459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:56.401501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:56.401569] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:56.464279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:56.465297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:56.465421] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:56.465470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:56.606474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:56.606727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:56.606809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:56.606867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:56.611799] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=44.65%) [2025-11-26T21:05:56.612275] [INFO ] [FORECASTER] Completed predict_future for QURE [2025-11-26T21:05:56.612483] [INFO ] [sig ] QURE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:56.756413] [INFO ] [LOCAL ] Saved forecast: QURE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QURE.txt [2025-11-26T21:05:56.756671] [INFO ] [sig ] [2669/3599] Completed QURE in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:56.756763] [INFO ] [sig ] [2670/3599] Forecasting QVAL... [2025-11-26T21:05:56.756849] [INFO ] [sig ] Generating forecast for: QVAL [2025-11-26T21:05:56.756904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'. [2025-11-26T21:05:56.768021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVAL'. [2025-11-26T21:05:56.768436] [INFO ] [FORECASTER] Starting predict_future for QVAL [2025-11-26T21:05:56.769336] [DEBUG] [LOCAL ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt [2025-11-26T21:05:56.769414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:56.769484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:56.769549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:56.769674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:56.827550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:56.828464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:56.828565] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:56.828614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:56.942233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:56.942447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:56.942500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:56.942542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:56.946028] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=24.22%) [2025-11-26T21:05:56.946367] [INFO ] [FORECASTER] Completed predict_future for QVAL [2025-11-26T21:05:56.946531] [INFO ] [sig ] QVAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:57.091522] [INFO ] [LOCAL ] Saved forecast: QVAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QVAL.txt [2025-11-26T21:05:57.091770] [INFO ] [sig ] [2670/3599] Completed QVAL in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:57.091850] [INFO ] [sig ] [2671/3599] Forecasting QVCC... [2025-11-26T21:05:57.091912] [INFO ] [sig ] Generating forecast for: QVCC [2025-11-26T21:05:57.091976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-11-26T21:05:57.103277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVCC'. [2025-11-26T21:05:57.103703] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-11-26T21:05:57.104562] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-11-26T21:05:57.104665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:57.104737] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:57.104798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:57.104900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:57.162242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:57.163202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:57.163325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:57.163397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:57.281013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:57.281223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:57.281304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:57.281372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:57.284885] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=11.05%) [2025-11-26T21:05:57.285181] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-11-26T21:05:57.285329] [INFO ] [sig ] QVCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:57.428428] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QVCC.txt [2025-11-26T21:05:57.428617] [INFO ] [sig ] [2671/3599] Completed QVCC in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:57.428701] [INFO ] [sig ] [2672/3599] Forecasting QYLD... [2025-11-26T21:05:57.428759] [INFO ] [sig ] Generating forecast for: QYLD [2025-11-26T21:05:57.428811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'. [2025-11-26T21:05:57.444595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLD'. [2025-11-26T21:05:57.445163] [INFO ] [FORECASTER] Starting predict_future for QYLD [2025-11-26T21:05:57.446441] [DEBUG] [LOCAL ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt [2025-11-26T21:05:57.446536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:57.446625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:57.446743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:57.446885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:57.508399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:57.509358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:57.509468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:57.509515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:57.630677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:57.630878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:57.630932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:57.630975] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:57.634554] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=0.27%) [2025-11-26T21:05:57.634945] [INFO ] [FORECASTER] Completed predict_future for QYLD [2025-11-26T21:05:57.635120] [INFO ] [sig ] QYLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:57.779919] [INFO ] [LOCAL ] Saved forecast: QYLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QYLD.txt [2025-11-26T21:05:57.780112] [INFO ] [sig ] [2672/3599] Completed QYLD in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:57.780164] [INFO ] [sig ] [2673/3599] Forecasting QYLG... [2025-11-26T21:05:57.780212] [INFO ] [sig ] Generating forecast for: QYLG [2025-11-26T21:05:57.780255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'. [2025-11-26T21:05:57.792327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLG'. [2025-11-26T21:05:57.792838] [INFO ] [FORECASTER] Starting predict_future for QYLG [2025-11-26T21:05:57.793805] [DEBUG] [LOCAL ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt [2025-11-26T21:05:57.793877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:57.793924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:57.793973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:57.794055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:57.854963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:57.855945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:57.856059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:57.856119] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:57.982505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:57.982711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:57.982775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:57.982816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:57.986339] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=34.47%) [2025-11-26T21:05:57.986673] [INFO ] [FORECASTER] Completed predict_future for QYLG [2025-11-26T21:05:57.986858] [INFO ] [sig ] QYLG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:58.135071] [INFO ] [LOCAL ] Saved forecast: QYLG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QYLG.txt [2025-11-26T21:05:58.135278] [INFO ] [sig ] [2673/3599] Completed QYLG in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:58.135338] [INFO ] [sig ] [2674/3599] Forecasting RA... [2025-11-26T21:05:58.135383] [INFO ] [sig ] Generating forecast for: RA [2025-11-26T21:05:58.135428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-11-26T21:05:58.150305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RA'. [2025-11-26T21:05:58.150864] [INFO ] [FORECASTER] Starting predict_future for RA [2025-11-26T21:05:58.151813] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-11-26T21:05:58.151884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:58.151930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:58.151969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:58.152037] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:58.213365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:58.214429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:58.214584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:58.214634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:58.341162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:58.341396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:58.341465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:58.341517] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:58.345359] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=6.26%) [2025-11-26T21:05:58.345704] [INFO ] [FORECASTER] Completed predict_future for RA [2025-11-26T21:05:58.345859] [INFO ] [sig ] RA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:58.494888] [INFO ] [LOCAL ] Saved forecast: RA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RA.txt [2025-11-26T21:05:58.495084] [INFO ] [sig ] [2674/3599] Completed RA in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:58.495143] [INFO ] [sig ] [2675/3599] Forecasting RACE... [2025-11-26T21:05:58.495187] [INFO ] [sig ] Generating forecast for: RACE [2025-11-26T21:05:58.495233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-11-26T21:05:58.507437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RACE'. [2025-11-26T21:05:58.507944] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-11-26T21:05:58.508881] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-11-26T21:05:58.508953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:58.509001] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:58.509043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:58.509118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:58.566791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:58.567800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:58.567904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:58.567951] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:58.697448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:58.697734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:58.697793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:58.697858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:58.701386] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=35.99%) [2025-11-26T21:05:58.701710] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-11-26T21:05:58.701862] [INFO ] [sig ] RACE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:58.856874] [INFO ] [LOCAL ] Saved forecast: RACE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RACE.txt [2025-11-26T21:05:58.857073] [INFO ] [sig ] [2675/3599] Completed RACE in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:58.857131] [INFO ] [sig ] [2676/3599] Forecasting RAIL... [2025-11-26T21:05:58.857178] [INFO ] [sig ] Generating forecast for: RAIL [2025-11-26T21:05:58.857222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'. [2025-11-26T21:05:58.869773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAIL'. [2025-11-26T21:05:58.870235] [INFO ] [FORECASTER] Starting predict_future for RAIL [2025-11-26T21:05:58.871160] [DEBUG] [LOCAL ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt [2025-11-26T21:05:58.871235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:58.871295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:58.871347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:58.871429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:58.932331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:58.933299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:58.933408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:58.933472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:59.064243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:59.064515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:59.064589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:59.064669] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:59.068456] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=71.34%) [2025-11-26T21:05:59.068818] [INFO ] [FORECASTER] Completed predict_future for RAIL [2025-11-26T21:05:59.069007] [INFO ] [sig ] RAIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:05:59.218141] [INFO ] [LOCAL ] Saved forecast: RAIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RAIL.txt [2025-11-26T21:05:59.218324] [INFO ] [sig ] [2676/3599] Completed RAIL in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:59.218391] [INFO ] [sig ] [2677/3599] Forecasting RAMP... [2025-11-26T21:05:59.218442] [INFO ] [sig ] Generating forecast for: RAMP [2025-11-26T21:05:59.218481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-11-26T21:05:59.230152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAMP'. [2025-11-26T21:05:59.230510] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-11-26T21:05:59.231425] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-11-26T21:05:59.231522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:59.231588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:59.231664] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:59.231765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:59.290413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:59.291363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:59.291519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:59.291588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:59.411367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:59.411558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:59.411615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:59.411677] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:59.415168] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=18.36%) [2025-11-26T21:05:59.415479] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-11-26T21:05:59.415660] [INFO ] [sig ] RAMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:59.558263] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAMP.txt [2025-11-26T21:05:59.558444] [INFO ] [sig ] [2677/3599] Completed RAMP in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:59.558499] [INFO ] [sig ] [2678/3599] Forecasting RAPP... [2025-11-26T21:05:59.558540] [INFO ] [sig ] Generating forecast for: RAPP [2025-11-26T21:05:59.558581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'. [2025-11-26T21:05:59.570161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAPP'. [2025-11-26T21:05:59.570565] [INFO ] [FORECASTER] Starting predict_future for RAPP [2025-11-26T21:05:59.571405] [DEBUG] [LOCAL ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt [2025-11-26T21:05:59.571475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:59.571524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:59.571561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:59.571635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:59.630422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:59.631301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:59.631403] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:59.631449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:05:59.754633] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:05:59.754868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:05:59.754923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:05:59.754967] [INFO ] [FORECASTER] Training complete [2025-11-26T21:05:59.758570] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=18.80%) [2025-11-26T21:05:59.758897] [INFO ] [FORECASTER] Completed predict_future for RAPP [2025-11-26T21:05:59.759054] [INFO ] [sig ] RAPP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:05:59.901056] [INFO ] [LOCAL ] Saved forecast: RAPP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAPP.txt [2025-11-26T21:05:59.901229] [INFO ] [sig ] [2678/3599] Completed RAPP in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:05:59.901285] [INFO ] [sig ] [2679/3599] Forecasting RARE... [2025-11-26T21:05:59.901327] [INFO ] [sig ] Generating forecast for: RARE [2025-11-26T21:05:59.901367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'. [2025-11-26T21:05:59.913198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RARE'. [2025-11-26T21:05:59.913557] [INFO ] [FORECASTER] Starting predict_future for RARE [2025-11-26T21:05:59.914493] [DEBUG] [LOCAL ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt [2025-11-26T21:05:59.914568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:05:59.914658] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:05:59.914708] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:05:59.914781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:05:59.973971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:05:59.974677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:05:59.974780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:05:59.974829] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:00.101722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:00.101939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:00.101996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:00.102041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:00.105862] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=77.84%) [2025-11-26T21:06:00.106239] [INFO ] [FORECASTER] Completed predict_future for RARE [2025-11-26T21:06:00.106416] [INFO ] [sig ] RARE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:00.249229] [INFO ] [LOCAL ] Saved forecast: RARE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RARE.txt [2025-11-26T21:06:00.249410] [INFO ] [sig ] [2679/3599] Completed RARE in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:00.249466] [INFO ] [sig ] [2680/3599] Forecasting RAVE... [2025-11-26T21:06:00.249509] [INFO ] [sig ] Generating forecast for: RAVE [2025-11-26T21:06:00.249548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'. [2025-11-26T21:06:00.260614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAVE'. [2025-11-26T21:06:00.261005] [INFO ] [FORECASTER] Starting predict_future for RAVE [2025-11-26T21:06:00.261872] [DEBUG] [LOCAL ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt [2025-11-26T21:06:00.261945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:00.261993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:00.262035] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:00.262116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:00.319126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:00.320013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:00.320117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:00.320175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:00.431197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:00.431362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:00.431432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:00.431479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:00.435127] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-11-26T21:06:00.435479] [INFO ] [FORECASTER] Completed predict_future for RAVE [2025-11-26T21:06:00.435661] [INFO ] [sig ] RAVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:00.584252] [INFO ] [LOCAL ] Saved forecast: RAVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAVE.txt [2025-11-26T21:06:00.584450] [INFO ] [sig ] [2680/3599] Completed RAVE in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:00.584508] [INFO ] [sig ] [2681/3599] Forecasting RAY... [2025-11-26T21:06:00.584552] [INFO ] [sig ] Generating forecast for: RAY [2025-11-26T21:06:00.584592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'. [2025-11-26T21:06:00.596363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAY'. [2025-11-26T21:06:00.596738] [INFO ] [FORECASTER] Starting predict_future for RAY [2025-11-26T21:06:00.597589] [DEBUG] [LOCAL ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt [2025-11-26T21:06:00.597679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:00.597738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:00.597780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:00.597848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:00.656613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:00.657323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:00.657425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:00.657475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:00.773338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:00.773504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:00.773555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:00.773594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:00.776926] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T21:06:00.777214] [INFO ] [FORECASTER] Completed predict_future for RAY [2025-11-26T21:06:00.777363] [INFO ] [sig ] RAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:00.940608] [INFO ] [LOCAL ] Saved forecast: RAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAY.txt [2025-11-26T21:06:00.940824] [INFO ] [sig ] [2681/3599] Completed RAY in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:00.940895] [INFO ] [sig ] [2682/3599] Forecasting RBA... [2025-11-26T21:06:00.940938] [INFO ] [sig ] Generating forecast for: RBA [2025-11-26T21:06:00.940990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-11-26T21:06:00.952859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBA'. [2025-11-26T21:06:00.953231] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-11-26T21:06:00.954134] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-11-26T21:06:00.954206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:00.954252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:00.954294] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:00.954364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:01.015372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:01.016455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:01.016703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:01.016769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:01.164208] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:01.164402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:01.164451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:01.164495] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:01.168077] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=15.55%) [2025-11-26T21:06:01.168390] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-11-26T21:06:01.168541] [INFO ] [sig ] RBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:01.310430] [INFO ] [LOCAL ] Saved forecast: RBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RBA.txt [2025-11-26T21:06:01.310631] [INFO ] [sig ] [2682/3599] Completed RBA in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:01.310713] [INFO ] [sig ] [2683/3599] Forecasting RBB... [2025-11-26T21:06:01.310764] [INFO ] [sig ] Generating forecast for: RBB [2025-11-26T21:06:01.310801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'. [2025-11-26T21:06:01.326935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBB'. [2025-11-26T21:06:01.327577] [INFO ] [FORECASTER] Starting predict_future for RBB [2025-11-26T21:06:01.328915] [DEBUG] [LOCAL ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt [2025-11-26T21:06:01.329013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:01.329084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:01.329140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:01.329240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:01.402468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:01.403446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:01.403571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:01.403620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:01.534172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:01.534423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:01.534482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:01.534525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:01.538611] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=18.83%) [2025-11-26T21:06:01.539102] [INFO ] [FORECASTER] Completed predict_future for RBB [2025-11-26T21:06:01.539283] [INFO ] [sig ] RBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:01.702438] [INFO ] [LOCAL ] Saved forecast: RBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RBB.txt [2025-11-26T21:06:01.702718] [INFO ] [sig ] [2683/3599] Completed RBB in 0.4s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:01.702794] [INFO ] [sig ] [2684/3599] Forecasting RBBN... [2025-11-26T21:06:01.702845] [INFO ] [sig ] Generating forecast for: RBBN [2025-11-26T21:06:01.702897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'. [2025-11-26T21:06:01.715484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBBN'. [2025-11-26T21:06:01.715879] [INFO ] [FORECASTER] Starting predict_future for RBBN [2025-11-26T21:06:01.716749] [DEBUG] [LOCAL ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt [2025-11-26T21:06:01.716817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:01.716863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:01.716906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:01.716973] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:01.775991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:01.776833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:01.776931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:01.776979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:01.899742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:01.899908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:01.899960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:01.900009] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:01.903385] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-11-26T21:06:01.903701] [INFO ] [FORECASTER] Completed predict_future for RBBN [2025-11-26T21:06:01.903847] [INFO ] [sig ] RBBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:02.045339] [INFO ] [LOCAL ] Saved forecast: RBBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBBN.txt [2025-11-26T21:06:02.045507] [INFO ] [sig ] [2684/3599] Completed RBBN in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:02.045561] [INFO ] [sig ] [2685/3599] Forecasting RBC... [2025-11-26T21:06:02.045605] [INFO ] [sig ] Generating forecast for: RBC [2025-11-26T21:06:02.045666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-11-26T21:06:02.056542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBC'. [2025-11-26T21:06:02.056869] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-11-26T21:06:02.057723] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-11-26T21:06:02.057792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:02.057837] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:02.057876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:02.057941] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:02.119752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:02.120712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:02.120814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:02.120869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:02.242628] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:02.242847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:02.242901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:02.242941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:02.246521] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=94.94%) [2025-11-26T21:06:02.246870] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-11-26T21:06:02.247035] [INFO ] [sig ] RBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:02.393250] [INFO ] [LOCAL ] Saved forecast: RBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBC.txt [2025-11-26T21:06:02.393431] [INFO ] [sig ] [2685/3599] Completed RBC in 0.3s | 2.90 sym/s | Total: 15.4m | ETA: 5.3m [2025-11-26T21:06:02.393511] [INFO ] [sig ] [2686/3599] Forecasting RBCAA... [2025-11-26T21:06:02.393585] [INFO ] [sig ] Generating forecast for: RBCAA [2025-11-26T21:06:02.393700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'. [2025-11-26T21:06:02.413618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'. [2025-11-26T21:06:02.413965] [INFO ] [FORECASTER] Starting predict_future for RBCAA [2025-11-26T21:06:02.414857] [DEBUG] [LOCAL ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt [2025-11-26T21:06:02.414927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:02.414979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:02.415029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:02.415107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:02.472581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:02.473301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:02.473400] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:02.473453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:02.590382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:02.590571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:02.590627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:02.590708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:02.594208] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=51.23%) [2025-11-26T21:06:02.594514] [INFO ] [FORECASTER] Completed predict_future for RBCAA [2025-11-26T21:06:02.594682] [INFO ] [sig ] RBCAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:02.734272] [INFO ] [LOCAL ] Saved forecast: RBCAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBCAA.txt [2025-11-26T21:06:02.734438] [INFO ] [sig ] [2686/3599] Completed RBCAA in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.3m [2025-11-26T21:06:02.734494] [INFO ] [sig ] [2687/3599] Forecasting RBLX... [2025-11-26T21:06:02.734538] [INFO ] [sig ] Generating forecast for: RBLX [2025-11-26T21:06:02.734578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-11-26T21:06:02.746590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBLX'. [2025-11-26T21:06:02.746945] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-11-26T21:06:02.747817] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-11-26T21:06:02.747887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:02.747934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:02.747973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:02.748042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:02.804416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:02.805099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:02.805197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:02.805243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:02.925374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:02.925568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:02.925620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:02.925674] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:02.929143] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=95.53%) [2025-11-26T21:06:02.929435] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-11-26T21:06:02.929582] [INFO ] [sig ] RBLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:03.071328] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBLX.txt [2025-11-26T21:06:03.071537] [INFO ] [sig ] [2687/3599] Completed RBLX in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:03.071595] [INFO ] [sig ] [2688/3599] Forecasting RC... [2025-11-26T21:06:03.071655] [INFO ] [sig ] Generating forecast for: RC [2025-11-26T21:06:03.071700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-11-26T21:06:03.083633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RC'. [2025-11-26T21:06:03.083957] [INFO ] [FORECASTER] Starting predict_future for RC [2025-11-26T21:06:03.084824] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-11-26T21:06:03.084893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:03.084939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:03.084978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:03.085046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:03.141905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:03.142681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:03.142780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:03.142826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:03.260836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:03.261002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:03.261053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:03.261095] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:03.264477] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=67.86%) [2025-11-26T21:06:03.264816] [INFO ] [FORECASTER] Completed predict_future for RC [2025-11-26T21:06:03.264960] [INFO ] [sig ] RC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:03.404819] [INFO ] [LOCAL ] Saved forecast: RC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RC.txt [2025-11-26T21:06:03.404985] [INFO ] [sig ] [2688/3599] Completed RC in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:03.405043] [INFO ] [sig ] [2689/3599] Forecasting RCEL... [2025-11-26T21:06:03.405082] [INFO ] [sig ] Generating forecast for: RCEL [2025-11-26T21:06:03.405123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'. [2025-11-26T21:06:03.417174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCEL'. [2025-11-26T21:06:03.417601] [INFO ] [FORECASTER] Starting predict_future for RCEL [2025-11-26T21:06:03.418481] [DEBUG] [LOCAL ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt [2025-11-26T21:06:03.418553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:03.418598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:03.418654] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:03.418725] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:03.478993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:03.479854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:03.479955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:03.480001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:03.598617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:03.598838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:03.598900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:03.598941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:03.602315] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-11-26T21:06:03.602608] [INFO ] [FORECASTER] Completed predict_future for RCEL [2025-11-26T21:06:03.602790] [INFO ] [sig ] RCEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:03.742838] [INFO ] [LOCAL ] Saved forecast: RCEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCEL.txt [2025-11-26T21:06:03.743012] [INFO ] [sig ] [2689/3599] Completed RCEL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:03.743072] [INFO ] [sig ] [2690/3599] Forecasting RCI... [2025-11-26T21:06:03.743110] [INFO ] [sig ] Generating forecast for: RCI [2025-11-26T21:06:03.743152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-11-26T21:06:03.754366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCI'. [2025-11-26T21:06:03.754732] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-11-26T21:06:03.755536] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-11-26T21:06:03.755604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:03.755676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:03.755719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:03.755800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:03.812799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:03.813590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:03.813708] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:03.813757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:03.932209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:03.932397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:03.932459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:03.932509] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:03.935937] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=31.21%) [2025-11-26T21:06:03.936226] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-11-26T21:06:03.936370] [INFO ] [sig ] RCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:04.077455] [INFO ] [LOCAL ] Saved forecast: RCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCI.txt [2025-11-26T21:06:04.077695] [INFO ] [sig ] [2690/3599] Completed RCI in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:04.077756] [INFO ] [sig ] [2691/3599] Forecasting RCKY... [2025-11-26T21:06:04.077798] [INFO ] [sig ] Generating forecast for: RCKY [2025-11-26T21:06:04.077840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'. [2025-11-26T21:06:04.090177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCKY'. [2025-11-26T21:06:04.090606] [INFO ] [FORECASTER] Starting predict_future for RCKY [2025-11-26T21:06:04.091449] [DEBUG] [LOCAL ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt [2025-11-26T21:06:04.091519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:04.091564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:04.091604] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:04.091695] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:04.150527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:04.151441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:04.151545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:04.151595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:04.278631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:04.278868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:04.278923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:04.278972] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:04.282598] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=0.80%) [2025-11-26T21:06:04.282917] [INFO ] [FORECASTER] Completed predict_future for RCKY [2025-11-26T21:06:04.283062] [INFO ] [sig ] RCKY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:04.430889] [INFO ] [LOCAL ] Saved forecast: RCKY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCKY.txt [2025-11-26T21:06:04.431080] [INFO ] [sig ] [2691/3599] Completed RCKY in 0.4s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:04.431137] [INFO ] [sig ] [2692/3599] Forecasting RCL... [2025-11-26T21:06:04.431182] [INFO ] [sig ] Generating forecast for: RCL [2025-11-26T21:06:04.431239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'. [2025-11-26T21:06:04.443127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCL'. [2025-11-26T21:06:04.443526] [INFO ] [FORECASTER] Starting predict_future for RCL [2025-11-26T21:06:04.444394] [DEBUG] [LOCAL ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt [2025-11-26T21:06:04.444479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:04.444527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:04.444568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:04.444637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:04.502012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:04.502934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:04.503034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:04.503081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:04.622674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:04.622865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:04.622917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:04.622958] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:04.626385] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-11-26T21:06:04.626722] [INFO ] [FORECASTER] Completed predict_future for RCL [2025-11-26T21:06:04.626865] [INFO ] [sig ] RCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:04.769582] [INFO ] [LOCAL ] Saved forecast: RCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCL.txt [2025-11-26T21:06:04.769771] [INFO ] [sig ] [2692/3599] Completed RCL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:04.769819] [INFO ] [sig ] [2693/3599] Forecasting RCS... [2025-11-26T21:06:04.769862] [INFO ] [sig ] Generating forecast for: RCS [2025-11-26T21:06:04.769909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-11-26T21:06:04.781238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCS'. [2025-11-26T21:06:04.781564] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-11-26T21:06:04.782395] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-11-26T21:06:04.782469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:04.782509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:04.782549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:04.782615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:04.839789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:04.840675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:04.840772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:04.840819] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:04.958501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:04.958820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:04.958885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:04.958928] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:04.962626] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=76.20%) [2025-11-26T21:06:04.962943] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-11-26T21:06:04.963090] [INFO ] [sig ] RCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:05.104000] [INFO ] [LOCAL ] Saved forecast: RCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RCS.txt [2025-11-26T21:06:05.104150] [INFO ] [sig ] [2693/3599] Completed RCS in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:05.104198] [INFO ] [sig ] [2694/3599] Forecasting RCUS... [2025-11-26T21:06:05.104263] [INFO ] [sig ] Generating forecast for: RCUS [2025-11-26T21:06:05.104299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-11-26T21:06:05.116156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCUS'. [2025-11-26T21:06:05.116475] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-11-26T21:06:05.117325] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-11-26T21:06:05.117396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:05.117442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:05.117481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:05.117671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:05.175170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:05.175952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:05.176049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:05.176091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:05.296340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:05.296531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:05.296596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:05.296636] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:05.300170] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=69.04%) [2025-11-26T21:06:05.300496] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-11-26T21:06:05.300683] [INFO ] [sig ] RCUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:05.442153] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RCUS.txt [2025-11-26T21:06:05.442313] [INFO ] [sig ] [2694/3599] Completed RCUS in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:05.442368] [INFO ] [sig ] [2695/3599] Forecasting RDCM... [2025-11-26T21:06:05.442408] [INFO ] [sig ] Generating forecast for: RDCM [2025-11-26T21:06:05.442458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'. [2025-11-26T21:06:05.453991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDCM'. [2025-11-26T21:06:05.454311] [INFO ] [FORECASTER] Starting predict_future for RDCM [2025-11-26T21:06:05.455155] [DEBUG] [LOCAL ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt [2025-11-26T21:06:05.455226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:05.455273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:05.455313] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:05.455383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:05.516547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:05.517932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:05.518070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:05.518133] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:05.645321] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:05.645531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:05.645603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:05.645703] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:05.649373] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=74.20%) [2025-11-26T21:06:05.649753] [INFO ] [FORECASTER] Completed predict_future for RDCM [2025-11-26T21:06:05.649930] [INFO ] [sig ] RDCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:05.794340] [INFO ] [LOCAL ] Saved forecast: RDCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RDCM.txt [2025-11-26T21:06:05.794553] [INFO ] [sig ] [2695/3599] Completed RDCM in 0.4s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:05.794606] [INFO ] [sig ] [2696/3599] Forecasting RDHL... [2025-11-26T21:06:05.794668] [INFO ] [sig ] Generating forecast for: RDHL [2025-11-26T21:06:05.794719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'. [2025-11-26T21:06:05.806425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDHL'. [2025-11-26T21:06:05.806890] [INFO ] [FORECASTER] Starting predict_future for RDHL [2025-11-26T21:06:05.807933] [DEBUG] [LOCAL ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt [2025-11-26T21:06:05.808006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:05.808065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:05.808111] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:05.808179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:05.867262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:05.868250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:05.868356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:05.868399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:05.985805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:05.985960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:05.986012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:05.986055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:05.989895] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=86.61%) [2025-11-26T21:06:05.990259] [INFO ] [FORECASTER] Completed predict_future for RDHL [2025-11-26T21:06:05.990430] [INFO ] [sig ] RDHL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:06.134585] [INFO ] [LOCAL ] Saved forecast: RDHL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RDHL.txt [2025-11-26T21:06:06.134810] [INFO ] [sig ] [2696/3599] Completed RDHL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:06.134866] [INFO ] [sig ] [2697/3599] Forecasting RDN... [2025-11-26T21:06:06.134911] [INFO ] [sig ] Generating forecast for: RDN [2025-11-26T21:06:06.134967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-11-26T21:06:06.147385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDN'. [2025-11-26T21:06:06.147858] [INFO ] [FORECASTER] Starting predict_future for RDN [2025-11-26T21:06:06.148783] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-11-26T21:06:06.148855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:06.148902] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:06.148943] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:06.149010] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:06.208274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:06.209329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:06.209452] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:06.209521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:06.331790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:06.332002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:06.332057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:06.332098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:06.335820] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=7.60%) [2025-11-26T21:06:06.336241] [INFO ] [FORECASTER] Completed predict_future for RDN [2025-11-26T21:06:06.336423] [INFO ] [sig ] RDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:06.478168] [INFO ] [LOCAL ] Saved forecast: RDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RDN.txt [2025-11-26T21:06:06.478377] [INFO ] [sig ] [2697/3599] Completed RDN in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:06.478447] [INFO ] [sig ] [2698/3599] Forecasting RDVY... [2025-11-26T21:06:06.478501] [INFO ] [sig ] Generating forecast for: RDVY [2025-11-26T21:06:06.478546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'. [2025-11-26T21:06:06.490477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDVY'. [2025-11-26T21:06:06.490945] [INFO ] [FORECASTER] Starting predict_future for RDVY [2025-11-26T21:06:06.491918] [DEBUG] [LOCAL ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt [2025-11-26T21:06:06.491997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:06.492062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:06.492125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:06.492226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:06.552300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:06.553302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:06.553431] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:06.553518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:06.682429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:06.682627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:06.682701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:06.682748] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:06.686539] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=11.24%) [2025-11-26T21:06:06.686948] [INFO ] [FORECASTER] Completed predict_future for RDVY [2025-11-26T21:06:06.687121] [INFO ] [sig ] RDVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:06.837152] [INFO ] [LOCAL ] Saved forecast: RDVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RDVY.txt [2025-11-26T21:06:06.837362] [INFO ] [sig ] [2698/3599] Completed RDVY in 0.4s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:06.837421] [INFO ] [sig ] [2699/3599] Forecasting RDY... [2025-11-26T21:06:06.837462] [INFO ] [sig ] Generating forecast for: RDY [2025-11-26T21:06:06.837534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-11-26T21:06:06.849982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDY'. [2025-11-26T21:06:06.850416] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-11-26T21:06:06.851303] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-11-26T21:06:06.851374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:06.851420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:06.851460] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:06.851528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:06.913170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:06.914140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:06.914244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:06.914298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:07.042552] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:07.042810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:07.042865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:07.042906] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:07.046337] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=97.56%) [2025-11-26T21:06:07.046667] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-11-26T21:06:07.046828] [INFO ] [sig ] RDY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:07.189702] [INFO ] [LOCAL ] Saved forecast: RDY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RDY.txt [2025-11-26T21:06:07.189905] [INFO ] [sig ] [2699/3599] Completed RDY in 0.4s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:07.189980] [INFO ] [sig ] [2700/3599] Forecasting REAL... [2025-11-26T21:06:07.190028] [INFO ] [sig ] Generating forecast for: REAL [2025-11-26T21:06:07.190069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'. [2025-11-26T21:06:07.201612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAL'. [2025-11-26T21:06:07.201985] [INFO ] [FORECASTER] Starting predict_future for REAL [2025-11-26T21:06:07.202894] [DEBUG] [LOCAL ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt [2025-11-26T21:06:07.202969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:07.203016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:07.203056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:07.203123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:07.262814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:07.263572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:07.263692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:07.263742] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:07.389316] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:07.389522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:07.389585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:07.389632] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:07.393538] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=94.80%) [2025-11-26T21:06:07.393900] [INFO ] [FORECASTER] Completed predict_future for REAL [2025-11-26T21:06:07.394059] [INFO ] [sig ] REAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:07.537703] [INFO ] [LOCAL ] Saved forecast: REAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REAL.txt [2025-11-26T21:06:07.537894] [INFO ] [sig ] [2700/3599] Completed REAL in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:07.537960] [INFO ] [sig ] [2701/3599] Forecasting REAX... [2025-11-26T21:06:07.537998] [INFO ] [sig ] Generating forecast for: REAX [2025-11-26T21:06:07.538036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'. [2025-11-26T21:06:07.549260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAX'. [2025-11-26T21:06:07.549596] [INFO ] [FORECASTER] Starting predict_future for REAX [2025-11-26T21:06:07.550476] [DEBUG] [LOCAL ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt [2025-11-26T21:06:07.550559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:07.550618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:07.550694] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:07.550781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:07.610420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:07.611626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:07.611782] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:07.611830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:07.730865] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:07.731047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:07.731129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:07.731196] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:07.735150] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=38.54%) [2025-11-26T21:06:07.735527] [INFO ] [FORECASTER] Completed predict_future for REAX [2025-11-26T21:06:07.735713] [INFO ] [sig ] REAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:07.873767] [INFO ] [LOCAL ] Saved forecast: REAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/REAX.txt [2025-11-26T21:06:07.873934] [INFO ] [sig ] [2701/3599] Completed REAX in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:07.873989] [INFO ] [sig ] [2702/3599] Forecasting REBN... [2025-11-26T21:06:07.874032] [INFO ] [sig ] Generating forecast for: REBN [2025-11-26T21:06:07.874072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'. [2025-11-26T21:06:07.885555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REBN'. [2025-11-26T21:06:07.886033] [INFO ] [FORECASTER] Starting predict_future for REBN [2025-11-26T21:06:07.886972] [DEBUG] [LOCAL ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt [2025-11-26T21:06:07.887046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:07.887100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:07.887152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:07.887231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:07.943902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:07.944669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:07.944767] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:07.944813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:08.062513] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:08.062726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:08.062779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:08.062824] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:08.066289] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=88.87%) [2025-11-26T21:06:08.066604] [INFO ] [FORECASTER] Completed predict_future for REBN [2025-11-26T21:06:08.066783] [INFO ] [sig ] REBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:08.205755] [INFO ] [LOCAL ] Saved forecast: REBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REBN.txt [2025-11-26T21:06:08.205928] [INFO ] [sig ] [2702/3599] Completed REBN in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:08.205992] [INFO ] [sig ] [2703/3599] Forecasting REFI... [2025-11-26T21:06:08.206071] [INFO ] [sig ] Generating forecast for: REFI [2025-11-26T21:06:08.206167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'. [2025-11-26T21:06:08.217924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REFI'. [2025-11-26T21:06:08.218281] [INFO ] [FORECASTER] Starting predict_future for REFI [2025-11-26T21:06:08.219178] [DEBUG] [LOCAL ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt [2025-11-26T21:06:08.219255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:08.219359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:08.219422] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:08.219542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:08.276397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:08.277264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:08.277389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:08.277459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:08.398071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:08.398267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:08.398324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:08.398376] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:08.401913] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=58.12%) [2025-11-26T21:06:08.402236] [INFO ] [FORECASTER] Completed predict_future for REFI [2025-11-26T21:06:08.402403] [INFO ] [sig ] REFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:08.542433] [INFO ] [LOCAL ] Saved forecast: REFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REFI.txt [2025-11-26T21:06:08.542613] [INFO ] [sig ] [2703/3599] Completed REFI in 0.3s | 2.90 sym/s | Total: 15.5m | ETA: 5.2m [2025-11-26T21:06:08.542721] [INFO ] [sig ] [2704/3599] Forecasting REG... [2025-11-26T21:06:08.542768] [INFO ] [sig ] Generating forecast for: REG [2025-11-26T21:06:08.542818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'. [2025-11-26T21:06:08.553915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REG'. [2025-11-26T21:06:08.554267] [INFO ] [FORECASTER] Starting predict_future for REG [2025-11-26T21:06:08.555133] [DEBUG] [LOCAL ] No optimal features file found for REG: ./output/feature-sets/REG.txt [2025-11-26T21:06:08.555205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:08.555253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:08.555291] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:08.555404] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:08.612891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:08.613809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:08.613908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:08.613965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:08.731212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:08.731386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:08.731461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:08.731504] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:08.734936] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=79.94%) [2025-11-26T21:06:08.735241] [INFO ] [FORECASTER] Completed predict_future for REG [2025-11-26T21:06:08.735397] [INFO ] [sig ] REG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:08.880320] [INFO ] [LOCAL ] Saved forecast: REG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REG.txt [2025-11-26T21:06:08.880480] [INFO ] [sig ] [2704/3599] Completed REG in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:08.880569] [INFO ] [sig ] [2705/3599] Forecasting REGN... [2025-11-26T21:06:08.880617] [INFO ] [sig ] Generating forecast for: REGN [2025-11-26T21:06:08.880686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'. [2025-11-26T21:06:08.891615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REGN'. [2025-11-26T21:06:08.891979] [INFO ] [FORECASTER] Starting predict_future for REGN [2025-11-26T21:06:08.892835] [DEBUG] [LOCAL ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt [2025-11-26T21:06:08.892904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:08.892964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:08.893013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:08.893090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:08.949587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:08.950462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:08.950566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:08.950624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:09.073300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:09.073494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:09.073590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:09.073694] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:09.077122] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=58.53%) [2025-11-26T21:06:09.077453] [INFO ] [FORECASTER] Completed predict_future for REGN [2025-11-26T21:06:09.077679] [INFO ] [sig ] REGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:09.224693] [INFO ] [LOCAL ] Saved forecast: REGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REGN.txt [2025-11-26T21:06:09.224883] [INFO ] [sig ] [2705/3599] Completed REGN in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:09.224966] [INFO ] [sig ] [2706/3599] Forecasting RELL... [2025-11-26T21:06:09.225035] [INFO ] [sig ] Generating forecast for: RELL [2025-11-26T21:06:09.225104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'. [2025-11-26T21:06:09.236962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELL'. [2025-11-26T21:06:09.237369] [INFO ] [FORECASTER] Starting predict_future for RELL [2025-11-26T21:06:09.241238] [DEBUG] [LOCAL ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt [2025-11-26T21:06:09.241327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:09.241373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:09.241414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:09.241481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:09.300235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:09.301079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:09.301178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:09.301225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:09.428352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:09.428548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:09.428602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:09.428856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:09.432717] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-11-26T21:06:09.433038] [INFO ] [FORECASTER] Completed predict_future for RELL [2025-11-26T21:06:09.433192] [INFO ] [sig ] RELL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:09.580796] [INFO ] [LOCAL ] Saved forecast: RELL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RELL.txt [2025-11-26T21:06:09.580984] [INFO ] [sig ] [2706/3599] Completed RELL in 0.4s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:09.581049] [INFO ] [sig ] [2707/3599] Forecasting RELX... [2025-11-26T21:06:09.581095] [INFO ] [sig ] Generating forecast for: RELX [2025-11-26T21:06:09.581138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-11-26T21:06:09.592476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELX'. [2025-11-26T21:06:09.592894] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-11-26T21:06:09.593821] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-11-26T21:06:09.593895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:09.593940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:09.593981] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:09.594052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:09.653873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:09.654807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:09.654912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:09.654960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:09.782121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:09.782331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:09.782388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:09.782443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:09.785983] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=32.69%) [2025-11-26T21:06:09.786307] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-11-26T21:06:09.786453] [INFO ] [sig ] RELX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:09.930042] [INFO ] [LOCAL ] Saved forecast: RELX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RELX.txt [2025-11-26T21:06:09.930226] [INFO ] [sig ] [2707/3599] Completed RELX in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:09.930294] [INFO ] [sig ] [2708/3599] Forecasting RELY... [2025-11-26T21:06:09.930347] [INFO ] [sig ] Generating forecast for: RELY [2025-11-26T21:06:09.930400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'. [2025-11-26T21:06:09.943604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELY'. [2025-11-26T21:06:09.944126] [INFO ] [FORECASTER] Starting predict_future for RELY [2025-11-26T21:06:09.945046] [DEBUG] [LOCAL ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt [2025-11-26T21:06:09.945134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:09.945199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:09.945258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:09.945437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:10.006516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:10.007629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:10.007786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:10.007866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:10.139313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:10.139513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:10.139573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:10.139616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:10.143276] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=21.15%) [2025-11-26T21:06:10.143627] [INFO ] [FORECASTER] Completed predict_future for RELY [2025-11-26T21:06:10.143850] [INFO ] [sig ] RELY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:10.287434] [INFO ] [LOCAL ] Saved forecast: RELY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RELY.txt [2025-11-26T21:06:10.287630] [INFO ] [sig ] [2708/3599] Completed RELY in 0.4s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:10.287713] [INFO ] [sig ] [2709/3599] Forecasting REPL... [2025-11-26T21:06:10.287760] [INFO ] [sig ] Generating forecast for: REPL [2025-11-26T21:06:10.287808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'. [2025-11-26T21:06:10.300053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REPL'. [2025-11-26T21:06:10.300415] [INFO ] [FORECASTER] Starting predict_future for REPL [2025-11-26T21:06:10.301267] [DEBUG] [LOCAL ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt [2025-11-26T21:06:10.301340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:10.301387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:10.301429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:10.301498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:10.359167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:10.359995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:10.360093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:10.360142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:10.484818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:10.485008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:10.485062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:10.485103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:10.488595] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=95.19%) [2025-11-26T21:06:10.488935] [INFO ] [FORECASTER] Completed predict_future for REPL [2025-11-26T21:06:10.489089] [INFO ] [sig ] REPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:10.633946] [INFO ] [LOCAL ] Saved forecast: REPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REPL.txt [2025-11-26T21:06:10.634114] [INFO ] [sig ] [2709/3599] Completed REPL in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:10.634171] [INFO ] [sig ] [2710/3599] Forecasting RERE... [2025-11-26T21:06:10.634216] [INFO ] [sig ] Generating forecast for: RERE [2025-11-26T21:06:10.634274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-11-26T21:06:10.646606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RERE'. [2025-11-26T21:06:10.647038] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-11-26T21:06:10.647982] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-11-26T21:06:10.648059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:10.648107] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:10.648154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:10.648228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:10.710918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:10.711737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:10.711835] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:10.711894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:10.838681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:10.838874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:10.838949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:10.838995] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:10.842590] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=44.41%) [2025-11-26T21:06:10.842933] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-11-26T21:06:10.843103] [INFO ] [sig ] RERE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:10.988277] [INFO ] [LOCAL ] Saved forecast: RERE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RERE.txt [2025-11-26T21:06:10.988463] [INFO ] [sig ] [2710/3599] Completed RERE in 0.4s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:10.988533] [INFO ] [sig ] [2711/3599] Forecasting RES... [2025-11-26T21:06:10.988597] [INFO ] [sig ] Generating forecast for: RES [2025-11-26T21:06:10.988685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-11-26T21:06:11.000500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RES'. [2025-11-26T21:06:11.000912] [INFO ] [FORECASTER] Starting predict_future for RES [2025-11-26T21:06:11.001824] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-11-26T21:06:11.001894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:11.001951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:11.002003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:11.002074] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:11.060973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:11.061876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:11.061976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:11.062025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:11.185107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:11.185301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:11.185356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:11.185400] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:11.188904] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=28.45%) [2025-11-26T21:06:11.189220] [INFO ] [FORECASTER] Completed predict_future for RES [2025-11-26T21:06:11.189382] [INFO ] [sig ] RES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:11.338358] [INFO ] [LOCAL ] Saved forecast: RES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RES.txt [2025-11-26T21:06:11.338524] [INFO ] [sig ] [2711/3599] Completed RES in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:11.338592] [INFO ] [sig ] [2712/3599] Forecasting RETO... [2025-11-26T21:06:11.338679] [INFO ] [sig ] Generating forecast for: RETO [2025-11-26T21:06:11.338740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RETO' from 'https://tdm.silogroup.org/data/derivative_storage/RETO.csv'. [2025-11-26T21:06:11.350301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RETO'. [2025-11-26T21:06:11.350684] [INFO ] [FORECASTER] Starting predict_future for RETO [2025-11-26T21:06:11.351524] [DEBUG] [LOCAL ] No optimal features file found for RETO: ./output/feature-sets/RETO.txt [2025-11-26T21:06:11.351596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:11.351676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:11.351729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:11.351811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:11.412487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:11.413252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:11.413377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:11.413427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:11.525341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:11.525541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:11.525629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:11.525693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:11.529215] [DEBUG] [FORECASTER] RETO: Forecast T+1@11:T+2@11: DOWN (p=24.71%) [2025-11-26T21:06:11.529523] [INFO ] [FORECASTER] Completed predict_future for RETO [2025-11-26T21:06:11.529733] [INFO ] [sig ] RETO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:11.674689] [INFO ] [LOCAL ] Saved forecast: RETO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RETO.txt [2025-11-26T21:06:11.674873] [INFO ] [sig ] [2712/3599] Completed RETO in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:11.674928] [INFO ] [sig ] [2713/3599] Forecasting REVG... [2025-11-26T21:06:11.675059] [INFO ] [sig ] Generating forecast for: REVG [2025-11-26T21:06:11.675127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-11-26T21:06:11.686672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REVG'. [2025-11-26T21:06:11.687136] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-11-26T21:06:11.688045] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-11-26T21:06:11.688127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:11.688189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:11.688248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:11.688337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:11.750153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:11.751052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:11.751151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:11.751197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:11.881954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:11.882141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:11.882195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:11.882238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:11.885799] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=48.14%) [2025-11-26T21:06:11.886099] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-11-26T21:06:11.886251] [INFO ] [sig ] REVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:12.031093] [INFO ] [LOCAL ] Saved forecast: REVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/REVG.txt [2025-11-26T21:06:12.031257] [INFO ] [sig ] [2713/3599] Completed REVG in 0.4s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:12.031313] [INFO ] [sig ] [2714/3599] Forecasting REX... [2025-11-26T21:06:12.031359] [INFO ] [sig ] Generating forecast for: REX [2025-11-26T21:06:12.031401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-11-26T21:06:12.042914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REX'. [2025-11-26T21:06:12.043252] [INFO ] [FORECASTER] Starting predict_future for REX [2025-11-26T21:06:12.044125] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-11-26T21:06:12.044195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:12.044256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:12.044299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:12.044369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:12.104809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:12.105539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:12.105661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:12.105713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:12.223064] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:12.223261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:12.223313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:12.223357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:12.226896] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=49.73%) [2025-11-26T21:06:12.227195] [INFO ] [FORECASTER] Completed predict_future for REX [2025-11-26T21:06:12.227343] [INFO ] [sig ] REX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:12.373861] [INFO ] [LOCAL ] Saved forecast: REX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/REX.txt [2025-11-26T21:06:12.374062] [INFO ] [sig ] [2714/3599] Completed REX in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:12.374113] [INFO ] [sig ] [2715/3599] Forecasting REYN... [2025-11-26T21:06:12.374163] [INFO ] [sig ] Generating forecast for: REYN [2025-11-26T21:06:12.374248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'. [2025-11-26T21:06:12.387189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REYN'. [2025-11-26T21:06:12.387663] [INFO ] [FORECASTER] Starting predict_future for REYN [2025-11-26T21:06:12.388514] [DEBUG] [LOCAL ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt [2025-11-26T21:06:12.388598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:12.388682] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:12.388735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:12.388806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:12.458163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:12.459116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:12.459220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:12.459268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:12.584381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:12.584582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:12.584656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:12.584704] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:12.588360] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=86.64%) [2025-11-26T21:06:12.588757] [INFO ] [FORECASTER] Completed predict_future for REYN [2025-11-26T21:06:12.588918] [INFO ] [sig ] REYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:12.732763] [INFO ] [LOCAL ] Saved forecast: REYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REYN.txt [2025-11-26T21:06:12.732953] [INFO ] [sig ] [2715/3599] Completed REYN in 0.4s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:12.733011] [INFO ] [sig ] [2716/3599] Forecasting REZI... [2025-11-26T21:06:12.733055] [INFO ] [sig ] Generating forecast for: REZI [2025-11-26T21:06:12.733096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-11-26T21:06:12.745056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REZI'. [2025-11-26T21:06:12.745534] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-11-26T21:06:12.746410] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-11-26T21:06:12.746480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:12.746525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:12.746564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:12.746631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:12.804708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:12.805599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:12.805724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:12.805772] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:12.925283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:12.925493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:12.925554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:12.925623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:12.929469] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=73.59%) [2025-11-26T21:06:12.929905] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-11-26T21:06:12.930068] [INFO ] [sig ] REZI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:13.071476] [INFO ] [LOCAL ] Saved forecast: REZI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REZI.txt [2025-11-26T21:06:13.071695] [INFO ] [sig ] [2716/3599] Completed REZI in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:13.071755] [INFO ] [sig ] [2717/3599] Forecasting RF... [2025-11-26T21:06:13.071798] [INFO ] [sig ] Generating forecast for: RF [2025-11-26T21:06:13.071839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-11-26T21:06:13.085954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RF'. [2025-11-26T21:06:13.086372] [INFO ] [FORECASTER] Starting predict_future for RF [2025-11-26T21:06:13.087225] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-11-26T21:06:13.087294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:13.087339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:13.087378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:13.087446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:13.145184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:13.146101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:13.146215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:13.146266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:13.269228] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:13.269429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:13.269483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:13.269524] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:13.273062] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-11-26T21:06:13.273410] [INFO ] [FORECASTER] Completed predict_future for RF [2025-11-26T21:06:13.273564] [INFO ] [sig ] RF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:13.415663] [INFO ] [LOCAL ] Saved forecast: RF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RF.txt [2025-11-26T21:06:13.415839] [INFO ] [sig ] [2717/3599] Completed RF in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:13.415894] [INFO ] [sig ] [2718/3599] Forecasting RFI... [2025-11-26T21:06:13.415944] [INFO ] [sig ] Generating forecast for: RFI [2025-11-26T21:06:13.415992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-11-26T21:06:13.428085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFI'. [2025-11-26T21:06:13.428526] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-11-26T21:06:13.429433] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-11-26T21:06:13.429509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:13.429555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:13.429601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:13.429714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:13.488024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:13.488960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:13.489061] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:13.489111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:13.600044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:13.600230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:13.600282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:13.600324] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:13.603738] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=31.14%) [2025-11-26T21:06:13.604039] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-11-26T21:06:13.604184] [INFO ] [sig ] RFI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:13.745047] [INFO ] [LOCAL ] Saved forecast: RFI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RFI.txt [2025-11-26T21:06:13.745201] [INFO ] [sig ] [2718/3599] Completed RFI in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:13.745255] [INFO ] [sig ] [2719/3599] Forecasting RFL... [2025-11-26T21:06:13.745297] [INFO ] [sig ] Generating forecast for: RFL [2025-11-26T21:06:13.745338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-11-26T21:06:13.757566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFL'. [2025-11-26T21:06:13.758027] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-11-26T21:06:13.758998] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-11-26T21:06:13.759069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:13.759115] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:13.759168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:13.759277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:13.817598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:13.818386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:13.818485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:13.818543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:13.935598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:13.935807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:13.935876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:13.935929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:13.939480] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=14.14%) [2025-11-26T21:06:13.939836] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-11-26T21:06:13.939997] [INFO ] [sig ] RFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:14.079349] [INFO ] [LOCAL ] Saved forecast: RFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RFL.txt [2025-11-26T21:06:14.079511] [INFO ] [sig ] [2719/3599] Completed RFL in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:14.079623] [INFO ] [sig ] [2720/3599] Forecasting RFM... [2025-11-26T21:06:14.079697] [INFO ] [sig ] Generating forecast for: RFM [2025-11-26T21:06:14.079764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-11-26T21:06:14.091088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFM'. [2025-11-26T21:06:14.091458] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-11-26T21:06:14.092306] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-11-26T21:06:14.092375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:14.092422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:14.092461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:14.092528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:14.148461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:14.149170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:14.149268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:14.149313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:14.255430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:14.255615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:14.255686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:14.255730] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:14.259243] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=77.12%) [2025-11-26T21:06:14.259541] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-11-26T21:06:14.259704] [INFO ] [sig ] RFM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:14.397734] [INFO ] [LOCAL ] Saved forecast: RFM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RFM.txt [2025-11-26T21:06:14.397889] [INFO ] [sig ] [2720/3599] Completed RFM in 0.3s | 2.90 sym/s | Total: 15.6m | ETA: 5.1m [2025-11-26T21:06:14.397943] [INFO ] [sig ] [2721/3599] Forecasting RFMZ... [2025-11-26T21:06:14.397986] [INFO ] [sig ] Generating forecast for: RFMZ [2025-11-26T21:06:14.398030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-11-26T21:06:14.409227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'. [2025-11-26T21:06:14.409564] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-11-26T21:06:14.410439] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-11-26T21:06:14.410508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:14.410553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:14.410593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:14.410687] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:14.467056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:14.467804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:14.467903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:14.467948] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:14.588313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:14.588494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:14.588545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:14.588619] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:14.592073] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=25.00%) [2025-11-26T21:06:14.592367] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-11-26T21:06:14.592510] [INFO ] [sig ] RFMZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:14.732312] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RFMZ.txt [2025-11-26T21:06:14.732500] [INFO ] [sig ] [2721/3599] Completed RFMZ in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.1m [2025-11-26T21:06:14.732555] [INFO ] [sig ] [2722/3599] Forecasting RGA... [2025-11-26T21:06:14.732596] [INFO ] [sig ] Generating forecast for: RGA [2025-11-26T21:06:14.732636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-11-26T21:06:14.744476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGA'. [2025-11-26T21:06:14.744965] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-11-26T21:06:14.745823] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-11-26T21:06:14.745893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:14.745938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:14.745978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:14.746046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:14.802192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:14.802869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:14.802963] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:14.803010] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:14.920816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:14.920992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:14.921050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:14.921092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:14.924453] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=63.69%) [2025-11-26T21:06:14.924772] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-11-26T21:06:14.924918] [INFO ] [sig ] RGA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:15.062767] [INFO ] [LOCAL ] Saved forecast: RGA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RGA.txt [2025-11-26T21:06:15.062922] [INFO ] [sig ] [2722/3599] Completed RGA in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:15.062977] [INFO ] [sig ] [2723/3599] Forecasting RGCO... [2025-11-26T21:06:15.063020] [INFO ] [sig ] Generating forecast for: RGCO [2025-11-26T21:06:15.063061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'. [2025-11-26T21:06:15.074242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGCO'. [2025-11-26T21:06:15.074630] [INFO ] [FORECASTER] Starting predict_future for RGCO [2025-11-26T21:06:15.075601] [DEBUG] [LOCAL ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt [2025-11-26T21:06:15.075698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:15.075745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:15.075784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:15.075852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:15.132299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:15.133038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:15.133133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:15.133178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:15.233843] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:15.234028] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:06:15.234081] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:15.234123] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:15.237739] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-11-26T21:06:15.238238] [INFO ] [FORECASTER] Completed predict_future for RGCO [2025-11-26T21:06:15.238385] [INFO ] [sig ] RGCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:15.380142] [INFO ] [LOCAL ] Saved forecast: RGCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGCO.txt [2025-11-26T21:06:15.380306] [INFO ] [sig ] [2723/3599] Completed RGCO in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:15.380362] [INFO ] [sig ] [2724/3599] Forecasting RGEN... [2025-11-26T21:06:15.380404] [INFO ] [sig ] Generating forecast for: RGEN [2025-11-26T21:06:15.380446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'. [2025-11-26T21:06:15.392472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGEN'. [2025-11-26T21:06:15.392841] [INFO ] [FORECASTER] Starting predict_future for RGEN [2025-11-26T21:06:15.393675] [DEBUG] [LOCAL ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt [2025-11-26T21:06:15.393744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:15.393788] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:15.393828] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:15.393896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:15.450498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:15.451274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:15.451373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:15.451419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:15.570217] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:15.570417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:15.570471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:15.570513] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:15.574014] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-11-26T21:06:15.574348] [INFO ] [FORECASTER] Completed predict_future for RGEN [2025-11-26T21:06:15.574503] [INFO ] [sig ] RGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:15.713861] [INFO ] [LOCAL ] Saved forecast: RGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGEN.txt [2025-11-26T21:06:15.714050] [INFO ] [sig ] [2724/3599] Completed RGEN in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:15.714106] [INFO ] [sig ] [2725/3599] Forecasting RGLD... [2025-11-26T21:06:15.714152] [INFO ] [sig ] Generating forecast for: RGLD [2025-11-26T21:06:15.714194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'. [2025-11-26T21:06:15.726395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGLD'. [2025-11-26T21:06:15.726874] [INFO ] [FORECASTER] Starting predict_future for RGLD [2025-11-26T21:06:15.727796] [DEBUG] [LOCAL ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt [2025-11-26T21:06:15.727868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:15.727919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:15.727959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:15.728048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:15.794478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:15.795443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:15.795554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:15.795600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:15.916670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:15.916866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:15.916919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:15.916960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:15.920516] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=3.83%) [2025-11-26T21:06:15.921004] [INFO ] [FORECASTER] Completed predict_future for RGLD [2025-11-26T21:06:15.921164] [INFO ] [sig ] RGLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:16.060934] [INFO ] [LOCAL ] Saved forecast: RGLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGLD.txt [2025-11-26T21:06:16.061101] [INFO ] [sig ] [2725/3599] Completed RGLD in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:16.061155] [INFO ] [sig ] [2726/3599] Forecasting RGNX... [2025-11-26T21:06:16.061198] [INFO ] [sig ] Generating forecast for: RGNX [2025-11-26T21:06:16.061238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'. [2025-11-26T21:06:16.072209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGNX'. [2025-11-26T21:06:16.072540] [INFO ] [FORECASTER] Starting predict_future for RGNX [2025-11-26T21:06:16.073412] [DEBUG] [LOCAL ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt [2025-11-26T21:06:16.073482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:16.073527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:16.073566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:16.073635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:16.133537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:16.134283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:16.134381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:16.134427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:16.252145] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:16.252344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:16.252397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:16.252437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:16.255880] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=52.80%) [2025-11-26T21:06:16.256193] [INFO ] [FORECASTER] Completed predict_future for RGNX [2025-11-26T21:06:16.256349] [INFO ] [sig ] RGNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:16.396150] [INFO ] [LOCAL ] Saved forecast: RGNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RGNX.txt [2025-11-26T21:06:16.396344] [INFO ] [sig ] [2726/3599] Completed RGNX in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:16.396401] [INFO ] [sig ] [2727/3599] Forecasting RGP... [2025-11-26T21:06:16.396444] [INFO ] [sig ] Generating forecast for: RGP [2025-11-26T21:06:16.396485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'. [2025-11-26T21:06:16.406995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGP'. [2025-11-26T21:06:16.407400] [INFO ] [FORECASTER] Starting predict_future for RGP [2025-11-26T21:06:16.408265] [DEBUG] [LOCAL ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt [2025-11-26T21:06:16.408354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:16.408404] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:16.408445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:16.408514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:16.465376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:16.466309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:16.466427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:16.466475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:16.585725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:16.585920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:16.585973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:16.586017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:16.589413] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=26.15%) [2025-11-26T21:06:16.589731] [INFO ] [FORECASTER] Completed predict_future for RGP [2025-11-26T21:06:16.589878] [INFO ] [sig ] RGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:16.727569] [INFO ] [LOCAL ] Saved forecast: RGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGP.txt [2025-11-26T21:06:16.727788] [INFO ] [sig ] [2727/3599] Completed RGP in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:16.727847] [INFO ] [sig ] [2728/3599] Forecasting RGS... [2025-11-26T21:06:16.727894] [INFO ] [sig ] Generating forecast for: RGS [2025-11-26T21:06:16.727941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'. [2025-11-26T21:06:16.738954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGS'. [2025-11-26T21:06:16.739362] [INFO ] [FORECASTER] Starting predict_future for RGS [2025-11-26T21:06:16.740219] [DEBUG] [LOCAL ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt [2025-11-26T21:06:16.740291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:16.740338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:16.740380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:16.740448] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:16.797865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:16.798828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:16.798945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:16.798994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:16.913904] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:16.914228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:16.914283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:16.914326] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:16.917880] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=45.50%) [2025-11-26T21:06:16.918193] [INFO ] [FORECASTER] Completed predict_future for RGS [2025-11-26T21:06:16.918339] [INFO ] [sig ] RGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:17.058791] [INFO ] [LOCAL ] Saved forecast: RGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGS.txt [2025-11-26T21:06:17.058965] [INFO ] [sig ] [2728/3599] Completed RGS in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:17.059018] [INFO ] [sig ] [2729/3599] Forecasting RGTI... [2025-11-26T21:06:17.059061] [INFO ] [sig ] Generating forecast for: RGTI [2025-11-26T21:06:17.059101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'. [2025-11-26T21:06:17.074595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGTI'. [2025-11-26T21:06:17.075215] [INFO ] [FORECASTER] Starting predict_future for RGTI [2025-11-26T21:06:17.076271] [DEBUG] [LOCAL ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt [2025-11-26T21:06:17.076351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:17.076409] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:17.076451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:17.076526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:17.138485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:17.139795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:17.139930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:17.139982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:17.272335] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:17.272613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:17.272692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:17.272729] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:17.276689] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-11-26T21:06:17.277022] [INFO ] [FORECASTER] Completed predict_future for RGTI [2025-11-26T21:06:17.277182] [INFO ] [sig ] RGTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:17.423459] [INFO ] [LOCAL ] Saved forecast: RGTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RGTI.txt [2025-11-26T21:06:17.423795] [INFO ] [sig ] [2729/3599] Completed RGTI in 0.4s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:17.423876] [INFO ] [sig ] [2730/3599] Forecasting RH... [2025-11-26T21:06:17.423940] [INFO ] [sig ] Generating forecast for: RH [2025-11-26T21:06:17.423998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-11-26T21:06:17.438945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RH'. [2025-11-26T21:06:17.439542] [INFO ] [FORECASTER] Starting predict_future for RH [2025-11-26T21:06:17.440839] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-11-26T21:06:17.440921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:17.440971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:17.441018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:17.441106] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:17.507815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:17.509028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:17.509153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:17.509205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:17.638077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:17.638344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:17.638406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:17.638448] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:17.642748] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=3.00%) [2025-11-26T21:06:17.643115] [INFO ] [FORECASTER] Completed predict_future for RH [2025-11-26T21:06:17.643292] [INFO ] [sig ] RH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:17.795159] [INFO ] [LOCAL ] Saved forecast: RH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RH.txt [2025-11-26T21:06:17.795430] [INFO ] [sig ] [2730/3599] Completed RH in 0.4s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:17.795500] [INFO ] [sig ] [2731/3599] Forecasting RHI... [2025-11-26T21:06:17.795549] [INFO ] [sig ] Generating forecast for: RHI [2025-11-26T21:06:17.795599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-11-26T21:06:17.808924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHI'. [2025-11-26T21:06:17.809359] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-11-26T21:06:17.810280] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-11-26T21:06:17.810353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:17.810401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:17.810441] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:17.810509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:17.869448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:17.870450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:17.870558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:17.870611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:17.996292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:17.996508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:17.996563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:17.996606] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:18.000335] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-11-26T21:06:18.000742] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-11-26T21:06:18.000912] [INFO ] [sig ] RHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:18.144088] [INFO ] [LOCAL ] Saved forecast: RHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RHI.txt [2025-11-26T21:06:18.144283] [INFO ] [sig ] [2731/3599] Completed RHI in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:18.144340] [INFO ] [sig ] [2732/3599] Forecasting RHP... [2025-11-26T21:06:18.144385] [INFO ] [sig ] Generating forecast for: RHP [2025-11-26T21:06:18.144428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-11-26T21:06:18.156882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHP'. [2025-11-26T21:06:18.157265] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-11-26T21:06:18.158130] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-11-26T21:06:18.158202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:18.158251] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:18.158294] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:18.158362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:18.215970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:18.216905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:18.217047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:18.217096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:18.337995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:18.338189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:18.338246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:18.338285] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:18.341699] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=57.49%) [2025-11-26T21:06:18.342012] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-11-26T21:06:18.342159] [INFO ] [sig ] RHP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:18.483854] [INFO ] [LOCAL ] Saved forecast: RHP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RHP.txt [2025-11-26T21:06:18.484048] [INFO ] [sig ] [2732/3599] Completed RHP in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:18.484108] [INFO ] [sig ] [2733/3599] Forecasting RICK... [2025-11-26T21:06:18.484152] [INFO ] [sig ] Generating forecast for: RICK [2025-11-26T21:06:18.484195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'. [2025-11-26T21:06:18.496261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RICK'. [2025-11-26T21:06:18.496758] [INFO ] [FORECASTER] Starting predict_future for RICK [2025-11-26T21:06:18.497622] [DEBUG] [LOCAL ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt [2025-11-26T21:06:18.497712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:18.497762] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:18.497801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:18.497870] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:18.555713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:18.556630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:18.556758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:18.556807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:18.678573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:18.678803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:18.678869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:18.678918] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:18.682739] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=76.29%) [2025-11-26T21:06:18.683134] [INFO ] [FORECASTER] Completed predict_future for RICK [2025-11-26T21:06:18.683312] [INFO ] [sig ] RICK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:18.830149] [INFO ] [LOCAL ] Saved forecast: RICK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RICK.txt [2025-11-26T21:06:18.830330] [INFO ] [sig ] [2733/3599] Completed RICK in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:18.830387] [INFO ] [sig ] [2734/3599] Forecasting RIG... [2025-11-26T21:06:18.830432] [INFO ] [sig ] Generating forecast for: RIG [2025-11-26T21:06:18.830474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-11-26T21:06:18.842597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIG'. [2025-11-26T21:06:18.843041] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-11-26T21:06:18.843913] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-11-26T21:06:18.843986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:18.844040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:18.844083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:18.844155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:18.903269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:18.904196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:18.904305] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:18.904355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:19.024781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:19.024977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:19.025054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:19.025099] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:19.028607] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=9.40%) [2025-11-26T21:06:19.028943] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-11-26T21:06:19.029112] [INFO ] [sig ] RIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:19.176860] [INFO ] [LOCAL ] Saved forecast: RIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RIG.txt [2025-11-26T21:06:19.177059] [INFO ] [sig ] [2734/3599] Completed RIG in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:19.177119] [INFO ] [sig ] [2735/3599] Forecasting RIGL... [2025-11-26T21:06:19.177165] [INFO ] [sig ] Generating forecast for: RIGL [2025-11-26T21:06:19.177210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'. [2025-11-26T21:06:19.190156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIGL'. [2025-11-26T21:06:19.190588] [INFO ] [FORECASTER] Starting predict_future for RIGL [2025-11-26T21:06:19.191478] [DEBUG] [LOCAL ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt [2025-11-26T21:06:19.191552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:19.191601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:19.191667] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:19.191739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:19.254202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:19.255194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:19.255314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:19.255365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:19.375773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:19.375971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:19.376029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:19.376073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:19.379497] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=78.11%) [2025-11-26T21:06:19.379819] [INFO ] [FORECASTER] Completed predict_future for RIGL [2025-11-26T21:06:19.379969] [INFO ] [sig ] RIGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:19.523478] [INFO ] [LOCAL ] Saved forecast: RIGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RIGL.txt [2025-11-26T21:06:19.523691] [INFO ] [sig ] [2735/3599] Completed RIGL in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:19.523753] [INFO ] [sig ] [2736/3599] Forecasting RILY... [2025-11-26T21:06:19.523816] [INFO ] [sig ] Generating forecast for: RILY [2025-11-26T21:06:19.523864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'. [2025-11-26T21:06:19.536409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILY'. [2025-11-26T21:06:19.536834] [INFO ] [FORECASTER] Starting predict_future for RILY [2025-11-26T21:06:19.537741] [DEBUG] [LOCAL ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt [2025-11-26T21:06:19.537819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:19.537868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:19.537922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:19.538056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:19.597794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:19.598769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:19.598894] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:19.598958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:19.719992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:19.720191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:19.720288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:19.720344] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:19.723945] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=12.26%) [2025-11-26T21:06:19.724313] [INFO ] [FORECASTER] Completed predict_future for RILY [2025-11-26T21:06:19.724488] [INFO ] [sig ] RILY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:19.870124] [INFO ] [LOCAL ] Saved forecast: RILY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RILY.txt [2025-11-26T21:06:19.870317] [INFO ] [sig ] [2736/3599] Completed RILY in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:19.870379] [INFO ] [sig ] [2737/3599] Forecasting RILYN... [2025-11-26T21:06:19.870519] [INFO ] [sig ] Generating forecast for: RILYN [2025-11-26T21:06:19.870568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'. [2025-11-26T21:06:19.881511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYN'. [2025-11-26T21:06:19.881998] [INFO ] [FORECASTER] Starting predict_future for RILYN [2025-11-26T21:06:19.882871] [DEBUG] [LOCAL ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt [2025-11-26T21:06:19.882943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:19.883002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:19.883056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:19.883136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:19.941450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:19.942412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:19.942528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:19.942591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:20.058559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:20.058792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:20.058852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:20.058901] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:20.062596] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=61.58%) [2025-11-26T21:06:20.062981] [INFO ] [FORECASTER] Completed predict_future for RILYN [2025-11-26T21:06:20.063179] [INFO ] [sig ] RILYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:20.208251] [INFO ] [LOCAL ] Saved forecast: RILYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RILYN.txt [2025-11-26T21:06:20.208431] [INFO ] [sig ] [2737/3599] Completed RILYN in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:20.208488] [INFO ] [sig ] [2738/3599] Forecasting RILYZ... [2025-11-26T21:06:20.208533] [INFO ] [sig ] Generating forecast for: RILYZ [2025-11-26T21:06:20.208575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'. [2025-11-26T21:06:20.220560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'. [2025-11-26T21:06:20.221045] [INFO ] [FORECASTER] Starting predict_future for RILYZ [2025-11-26T21:06:20.221924] [DEBUG] [LOCAL ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt [2025-11-26T21:06:20.221994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:20.222058] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:20.222101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:20.222170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:20.279827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:20.280749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:20.280854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:20.280904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:20.400703] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:20.400922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:20.400981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:20.401025] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:20.404528] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=85.16%) [2025-11-26T21:06:20.404858] [INFO ] [FORECASTER] Completed predict_future for RILYZ [2025-11-26T21:06:20.405019] [INFO ] [sig ] RILYZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:20.550545] [INFO ] [LOCAL ] Saved forecast: RILYZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RILYZ.txt [2025-11-26T21:06:20.550750] [INFO ] [sig ] [2738/3599] Completed RILYZ in 0.3s | 2.90 sym/s | Total: 15.7m | ETA: 5.0m [2025-11-26T21:06:20.550811] [INFO ] [sig ] [2739/3599] Forecasting RIME... [2025-11-26T21:06:20.550858] [INFO ] [sig ] Generating forecast for: RIME [2025-11-26T21:06:20.550900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'. [2025-11-26T21:06:20.562804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIME'. [2025-11-26T21:06:20.563164] [INFO ] [FORECASTER] Starting predict_future for RIME [2025-11-26T21:06:20.564017] [DEBUG] [LOCAL ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt [2025-11-26T21:06:20.564089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:20.564148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:20.564201] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:20.564285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:20.623419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:20.624367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:20.624491] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:20.624558] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:20.744502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:20.744731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:20.744797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:20.744888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:20.748522] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=90.73%) [2025-11-26T21:06:20.748897] [INFO ] [FORECASTER] Completed predict_future for RIME [2025-11-26T21:06:20.749071] [INFO ] [sig ] RIME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:20.900233] [INFO ] [LOCAL ] Saved forecast: RIME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RIME.txt [2025-11-26T21:06:20.900471] [INFO ] [sig ] [2739/3599] Completed RIME in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:20.900531] [INFO ] [sig ] [2740/3599] Forecasting RING... [2025-11-26T21:06:20.900575] [INFO ] [sig ] Generating forecast for: RING [2025-11-26T21:06:20.900616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'. [2025-11-26T21:06:20.914039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RING'. [2025-11-26T21:06:20.914438] [INFO ] [FORECASTER] Starting predict_future for RING [2025-11-26T21:06:20.915308] [DEBUG] [LOCAL ] No optimal features file found for RING: ./output/feature-sets/RING.txt [2025-11-26T21:06:20.915382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:20.915431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:20.915475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:20.915549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:20.974222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:20.975137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:20.975237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:20.975288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:21.096880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:21.097084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:21.097151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:21.097197] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:21.100657] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=5.58%) [2025-11-26T21:06:21.100951] [INFO ] [FORECASTER] Completed predict_future for RING [2025-11-26T21:06:21.101101] [INFO ] [sig ] RING: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:21.244932] [INFO ] [LOCAL ] Saved forecast: RING 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RING.txt [2025-11-26T21:06:21.245096] [INFO ] [sig ] [2740/3599] Completed RING in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:21.245151] [INFO ] [sig ] [2741/3599] Forecasting RIO... [2025-11-26T21:06:21.245193] [INFO ] [sig ] Generating forecast for: RIO [2025-11-26T21:06:21.245234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-11-26T21:06:21.256458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIO'. [2025-11-26T21:06:21.256802] [INFO ] [FORECASTER] Starting predict_future for RIO [2025-11-26T21:06:21.257691] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-11-26T21:06:21.257758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:21.257802] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:21.257837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:21.257899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:21.314192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:21.314890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:21.314987] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:21.315034] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:21.440812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:21.441054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:21.441114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:21.441153] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:21.444586] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=82.06%) [2025-11-26T21:06:21.444910] [INFO ] [FORECASTER] Completed predict_future for RIO [2025-11-26T21:06:21.445060] [INFO ] [sig ] RIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:21.583837] [INFO ] [LOCAL ] Saved forecast: RIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RIO.txt [2025-11-26T21:06:21.583998] [INFO ] [sig ] [2741/3599] Completed RIO in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:21.584062] [INFO ] [sig ] [2742/3599] Forecasting RITM... [2025-11-26T21:06:21.584107] [INFO ] [sig ] Generating forecast for: RITM [2025-11-26T21:06:21.584148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-11-26T21:06:21.596256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RITM'. [2025-11-26T21:06:21.596589] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-11-26T21:06:21.597430] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-11-26T21:06:21.597534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:21.597583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:21.597624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:21.597717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:21.654402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:21.655142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:21.655240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:21.655287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:21.772422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:21.772600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:21.772672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:21.772715] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:21.776119] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=44.90%) [2025-11-26T21:06:21.776424] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-11-26T21:06:21.776567] [INFO ] [sig ] RITM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:21.916868] [INFO ] [LOCAL ] Saved forecast: RITM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RITM.txt [2025-11-26T21:06:21.917029] [INFO ] [sig ] [2742/3599] Completed RITM in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:21.917087] [INFO ] [sig ] [2743/3599] Forecasting RIVN... [2025-11-26T21:06:21.917131] [INFO ] [sig ] Generating forecast for: RIVN [2025-11-26T21:06:21.917173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'. [2025-11-26T21:06:21.929691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIVN'. [2025-11-26T21:06:21.930015] [INFO ] [FORECASTER] Starting predict_future for RIVN [2025-11-26T21:06:21.930865] [DEBUG] [LOCAL ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt [2025-11-26T21:06:21.930937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:21.930984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:21.931026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:21.931096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:21.989494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:21.990243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:21.990345] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:21.990396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:22.115543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:22.115769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:22.115830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:22.115880] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:22.119364] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=8.67%) [2025-11-26T21:06:22.119690] [INFO ] [FORECASTER] Completed predict_future for RIVN [2025-11-26T21:06:22.119861] [INFO ] [sig ] RIVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:22.264569] [INFO ] [LOCAL ] Saved forecast: RIVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RIVN.txt [2025-11-26T21:06:22.264773] [INFO ] [sig ] [2743/3599] Completed RIVN in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:22.264830] [INFO ] [sig ] [2744/3599] Forecasting RKLB... [2025-11-26T21:06:22.264875] [INFO ] [sig ] Generating forecast for: RKLB [2025-11-26T21:06:22.264918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'. [2025-11-26T21:06:22.276954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RKLB'. [2025-11-26T21:06:22.277258] [INFO ] [FORECASTER] Starting predict_future for RKLB [2025-11-26T21:06:22.278155] [DEBUG] [LOCAL ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt [2025-11-26T21:06:22.278228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:22.278277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:22.278317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:22.278473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:22.337473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:22.338272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:22.338373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:22.338434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:22.462291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:22.462489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:22.462543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:22.462582] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:22.466011] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-11-26T21:06:22.466317] [INFO ] [FORECASTER] Completed predict_future for RKLB [2025-11-26T21:06:22.466472] [INFO ] [sig ] RKLB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:22.608694] [INFO ] [LOCAL ] Saved forecast: RKLB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RKLB.txt [2025-11-26T21:06:22.608872] [INFO ] [sig ] [2744/3599] Completed RKLB in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:22.608929] [INFO ] [sig ] [2745/3599] Forecasting RL... [2025-11-26T21:06:22.608973] [INFO ] [sig ] Generating forecast for: RL [2025-11-26T21:06:22.609015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-11-26T21:06:22.624257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RL'. [2025-11-26T21:06:22.624865] [INFO ] [FORECASTER] Starting predict_future for RL [2025-11-26T21:06:22.626044] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-11-26T21:06:22.626137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:22.626197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:22.626252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:22.626351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:22.693301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:22.694272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:22.694377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:22.694427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:22.813431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:22.813639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:22.813747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:22.813792] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:22.817241] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=95.94%) [2025-11-26T21:06:22.817566] [INFO ] [FORECASTER] Completed predict_future for RL [2025-11-26T21:06:22.817737] [INFO ] [sig ] RL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:22.960143] [INFO ] [LOCAL ] Saved forecast: RL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RL.txt [2025-11-26T21:06:22.960335] [INFO ] [sig ] [2745/3599] Completed RL in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:22.960401] [INFO ] [sig ] [2746/3599] Forecasting RLAY... [2025-11-26T21:06:22.960446] [INFO ] [sig ] Generating forecast for: RLAY [2025-11-26T21:06:22.960488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'. [2025-11-26T21:06:22.975572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLAY'. [2025-11-26T21:06:22.976406] [INFO ] [FORECASTER] Starting predict_future for RLAY [2025-11-26T21:06:22.977723] [DEBUG] [LOCAL ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt [2025-11-26T21:06:22.977802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:22.977864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:22.977916] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:22.977989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:23.041843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:23.043075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:23.043191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:23.043254] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:23.172756] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:23.173029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:23.173091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:23.173138] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:23.177813] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=8.37%) [2025-11-26T21:06:23.178218] [INFO ] [FORECASTER] Completed predict_future for RLAY [2025-11-26T21:06:23.178417] [INFO ] [sig ] RLAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:23.323468] [INFO ] [LOCAL ] Saved forecast: RLAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RLAY.txt [2025-11-26T21:06:23.323741] [INFO ] [sig ] [2746/3599] Completed RLAY in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:23.323803] [INFO ] [sig ] [2747/3599] Forecasting RLI... [2025-11-26T21:06:23.323852] [INFO ] [sig ] Generating forecast for: RLI [2025-11-26T21:06:23.323926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-11-26T21:06:23.337929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLI'. [2025-11-26T21:06:23.338514] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-11-26T21:06:23.339469] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-11-26T21:06:23.339544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:23.339591] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:23.339668] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:23.339752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:23.396529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:23.397534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:23.397704] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:23.397758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:23.517095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:23.517300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:23.517356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:23.517403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:23.521140] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=10.46%) [2025-11-26T21:06:23.521515] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-11-26T21:06:23.521746] [INFO ] [sig ] RLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:23.664341] [INFO ] [LOCAL ] Saved forecast: RLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RLI.txt [2025-11-26T21:06:23.664532] [INFO ] [sig ] [2747/3599] Completed RLI in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:23.664590] [INFO ] [sig ] [2748/3599] Forecasting RLJ... [2025-11-26T21:06:23.664636] [INFO ] [sig ] Generating forecast for: RLJ [2025-11-26T21:06:23.664697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-11-26T21:06:23.676358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLJ'. [2025-11-26T21:06:23.676776] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-11-26T21:06:23.677714] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-11-26T21:06:23.677784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:23.677836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:23.677909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:23.678048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:23.736429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:23.737390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:23.737561] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:23.737623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:23.857136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:23.857342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:23.857396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:23.857438] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:23.860946] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=12.25%) [2025-11-26T21:06:23.861267] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-11-26T21:06:23.861437] [INFO ] [sig ] RLJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:24.004049] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RLJ.txt [2025-11-26T21:06:24.004241] [INFO ] [sig ] [2748/3599] Completed RLJ in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:24.004300] [INFO ] [sig ] [2749/3599] Forecasting RLMD... [2025-11-26T21:06:24.004347] [INFO ] [sig ] Generating forecast for: RLMD [2025-11-26T21:06:24.004388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'. [2025-11-26T21:06:24.017427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLMD'. [2025-11-26T21:06:24.017966] [INFO ] [FORECASTER] Starting predict_future for RLMD [2025-11-26T21:06:24.018835] [DEBUG] [LOCAL ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt [2025-11-26T21:06:24.018909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:24.018956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:24.019031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:24.019289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:24.076002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:24.076966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:24.077074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:24.077124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:24.201008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:24.201407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:24.201455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:24.201498] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:24.205145] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=68.51%) [2025-11-26T21:06:24.205442] [INFO ] [FORECASTER] Completed predict_future for RLMD [2025-11-26T21:06:24.205591] [INFO ] [sig ] RLMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:24.398051] [INFO ] [LOCAL ] Saved forecast: RLMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RLMD.txt [2025-11-26T21:06:24.398243] [INFO ] [sig ] [2749/3599] Completed RLMD in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:24.398302] [INFO ] [sig ] [2750/3599] Forecasting RLTY... [2025-11-26T21:06:24.398346] [INFO ] [sig ] Generating forecast for: RLTY [2025-11-26T21:06:24.398388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-11-26T21:06:24.411040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLTY'. [2025-11-26T21:06:24.411442] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-11-26T21:06:24.412368] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-11-26T21:06:24.412440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:24.412496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:24.412551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:24.412625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:24.472526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:24.473476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:24.473609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:24.473682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:24.590887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:24.591078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:24.591135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:24.591177] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:24.594709] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=84.00%) [2025-11-26T21:06:24.595003] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-11-26T21:06:24.595151] [INFO ] [sig ] RLTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:24.740409] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RLTY.txt [2025-11-26T21:06:24.740575] [INFO ] [sig ] [2750/3599] Completed RLTY in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:24.740633] [INFO ] [sig ] [2751/3599] Forecasting RLX... [2025-11-26T21:06:24.740696] [INFO ] [sig ] Generating forecast for: RLX [2025-11-26T21:06:24.740739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-11-26T21:06:24.755050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLX'. [2025-11-26T21:06:24.755658] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-11-26T21:06:24.756706] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-11-26T21:06:24.756783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:24.756834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:24.756877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:24.756951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:24.817943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:24.819077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:24.819196] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:24.819246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:24.942020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:24.942280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:24.942341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:24.942396] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:24.946464] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=71.91%) [2025-11-26T21:06:24.946919] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-11-26T21:06:24.947123] [INFO ] [sig ] RLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:25.094146] [INFO ] [LOCAL ] Saved forecast: RLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RLX.txt [2025-11-26T21:06:25.094341] [INFO ] [sig ] [2751/3599] Completed RLX in 0.4s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:25.094400] [INFO ] [sig ] [2752/3599] Forecasting RM... [2025-11-26T21:06:25.094443] [INFO ] [sig ] Generating forecast for: RM [2025-11-26T21:06:25.094486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-11-26T21:06:25.105930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RM'. [2025-11-26T21:06:25.106308] [INFO ] [FORECASTER] Starting predict_future for RM [2025-11-26T21:06:25.107174] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-11-26T21:06:25.107244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:25.107290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:25.107331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:25.107400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:25.166556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:25.167511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:25.167625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:25.167704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:25.290611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:25.290824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:25.290887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:25.290941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:25.294402] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=82.82%) [2025-11-26T21:06:25.294725] [INFO ] [FORECASTER] Completed predict_future for RM [2025-11-26T21:06:25.294872] [INFO ] [sig ] RM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:25.434213] [INFO ] [LOCAL ] Saved forecast: RM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RM.txt [2025-11-26T21:06:25.434361] [INFO ] [sig ] [2752/3599] Completed RM in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:25.434417] [INFO ] [sig ] [2753/3599] Forecasting RMAX... [2025-11-26T21:06:25.434458] [INFO ] [sig ] Generating forecast for: RMAX [2025-11-26T21:06:25.434508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-11-26T21:06:25.446174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMAX'. [2025-11-26T21:06:25.446498] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-11-26T21:06:25.447354] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-11-26T21:06:25.447426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:25.447473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:25.447542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:25.447615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:25.507636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:25.508334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:25.508431] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:25.508482] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:25.626395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:25.626571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:25.626627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:25.626708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:25.630395] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-11-26T21:06:25.630727] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-11-26T21:06:25.630883] [INFO ] [sig ] RMAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:25.775205] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMAX.txt [2025-11-26T21:06:25.775377] [INFO ] [sig ] [2753/3599] Completed RMAX in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:25.775436] [INFO ] [sig ] [2754/3599] Forecasting RMBI... [2025-11-26T21:06:25.775479] [INFO ] [sig ] Generating forecast for: RMBI [2025-11-26T21:06:25.775522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'. [2025-11-26T21:06:25.786889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBI'. [2025-11-26T21:06:25.787231] [INFO ] [FORECASTER] Starting predict_future for RMBI [2025-11-26T21:06:25.788145] [DEBUG] [LOCAL ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt [2025-11-26T21:06:25.788217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:25.788274] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:25.788324] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:25.788403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:25.848866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:25.849788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:25.849907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:25.849970] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:25.962961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:25.963161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:25.963237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:25.963284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:25.966951] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:06:25.967280] [INFO ] [FORECASTER] Completed predict_future for RMBI [2025-11-26T21:06:25.967435] [INFO ] [sig ] RMBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:26.110906] [INFO ] [LOCAL ] Saved forecast: RMBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMBI.txt [2025-11-26T21:06:26.111095] [INFO ] [sig ] [2754/3599] Completed RMBI in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:26.111176] [INFO ] [sig ] [2755/3599] Forecasting RMBS... [2025-11-26T21:06:26.111243] [INFO ] [sig ] Generating forecast for: RMBS [2025-11-26T21:06:26.111311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'. [2025-11-26T21:06:26.122894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBS'. [2025-11-26T21:06:26.123317] [INFO ] [FORECASTER] Starting predict_future for RMBS [2025-11-26T21:06:26.124262] [DEBUG] [LOCAL ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt [2025-11-26T21:06:26.124337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:26.124409] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:26.124469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:26.124574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:26.185216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:26.186090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:26.186202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:26.186267] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:26.300731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:26.300926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:26.301004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:26.301066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:26.304572] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=87.21%) [2025-11-26T21:06:26.304919] [INFO ] [FORECASTER] Completed predict_future for RMBS [2025-11-26T21:06:26.305101] [INFO ] [sig ] RMBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:26.446018] [INFO ] [LOCAL ] Saved forecast: RMBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMBS.txt [2025-11-26T21:06:26.446243] [INFO ] [sig ] [2755/3599] Completed RMBS in 0.3s | 2.90 sym/s | Total: 15.8m | ETA: 4.9m [2025-11-26T21:06:26.446326] [INFO ] [sig ] [2756/3599] Forecasting RMD... [2025-11-26T21:06:26.446385] [INFO ] [sig ] Generating forecast for: RMD [2025-11-26T21:06:26.446428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-11-26T21:06:26.458546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMD'. [2025-11-26T21:06:26.458968] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-11-26T21:06:26.459868] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-11-26T21:06:26.459940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:26.460005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:26.460070] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:26.460175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:26.516557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:26.517391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:26.517521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:26.517597] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:26.641109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:26.641329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:26.641388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:26.641432] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:26.645013] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-11-26T21:06:26.645314] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-11-26T21:06:26.645467] [INFO ] [sig ] RMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:26.791514] [INFO ] [LOCAL ] Saved forecast: RMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMD.txt [2025-11-26T21:06:26.791738] [INFO ] [sig ] [2756/3599] Completed RMD in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:26.791809] [INFO ] [sig ] [2757/3599] Forecasting RMI... [2025-11-26T21:06:26.791855] [INFO ] [sig ] Generating forecast for: RMI [2025-11-26T21:06:26.791896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-11-26T21:06:26.803582] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMI'. [2025-11-26T21:06:26.803950] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-11-26T21:06:26.804831] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-11-26T21:06:26.804902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:26.804947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:26.804987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:26.805056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:26.864681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:26.865517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:26.865619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:26.865688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:26.981945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:26.982181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:26.982272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:26.982325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:26.985998] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=47.40%) [2025-11-26T21:06:26.986316] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-11-26T21:06:26.986468] [INFO ] [sig ] RMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:27.127935] [INFO ] [LOCAL ] Saved forecast: RMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMI.txt [2025-11-26T21:06:27.128109] [INFO ] [sig ] [2757/3599] Completed RMI in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:27.128167] [INFO ] [sig ] [2758/3599] Forecasting RMM... [2025-11-26T21:06:27.128210] [INFO ] [sig ] Generating forecast for: RMM [2025-11-26T21:06:27.128256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-11-26T21:06:27.140608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMM'. [2025-11-26T21:06:27.141035] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-11-26T21:06:27.141916] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-11-26T21:06:27.141989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:27.142035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:27.142074] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:27.142143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:27.202529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:27.203389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:27.203494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:27.203543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:27.332178] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:27.332377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:27.332432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:27.332479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:27.336142] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=91.55%) [2025-11-26T21:06:27.336477] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-11-26T21:06:27.336680] [INFO ] [sig ] RMM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:27.480815] [INFO ] [LOCAL ] Saved forecast: RMM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMM.txt [2025-11-26T21:06:27.480990] [INFO ] [sig ] [2758/3599] Completed RMM in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:27.481051] [INFO ] [sig ] [2759/3599] Forecasting RMMZ... [2025-11-26T21:06:27.481094] [INFO ] [sig ] Generating forecast for: RMMZ [2025-11-26T21:06:27.481136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-11-26T21:06:27.495268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'. [2025-11-26T21:06:27.495924] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-11-26T21:06:27.497105] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-11-26T21:06:27.497192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:27.497278] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:27.497336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:27.497420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:27.566230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:27.567481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:27.567638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:27.567715] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:27.693566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:27.693801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:27.693857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:27.693899] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:27.697453] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=91.16%) [2025-11-26T21:06:27.697896] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-11-26T21:06:27.698068] [INFO ] [sig ] RMMZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:27.840327] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMMZ.txt [2025-11-26T21:06:27.840527] [INFO ] [sig ] [2759/3599] Completed RMMZ in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:27.840587] [INFO ] [sig ] [2760/3599] Forecasting RMNI... [2025-11-26T21:06:27.840631] [INFO ] [sig ] Generating forecast for: RMNI [2025-11-26T21:06:27.840713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'. [2025-11-26T21:06:27.852778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMNI'. [2025-11-26T21:06:27.853229] [INFO ] [FORECASTER] Starting predict_future for RMNI [2025-11-26T21:06:27.854109] [DEBUG] [LOCAL ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt [2025-11-26T21:06:27.854180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:27.854226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:27.854258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:27.854326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:27.913760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:27.914695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:27.914798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:27.914845] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:28.036991] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:28.037186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:28.037240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:28.037282] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:28.040817] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=40.17%) [2025-11-26T21:06:28.041136] [INFO ] [FORECASTER] Completed predict_future for RMNI [2025-11-26T21:06:28.041291] [INFO ] [sig ] RMNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:28.191383] [INFO ] [LOCAL ] Saved forecast: RMNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMNI.txt [2025-11-26T21:06:28.191593] [INFO ] [sig ] [2760/3599] Completed RMNI in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:28.191669] [INFO ] [sig ] [2761/3599] Forecasting RNA... [2025-11-26T21:06:28.191714] [INFO ] [sig ] Generating forecast for: RNA [2025-11-26T21:06:28.191755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'. [2025-11-26T21:06:28.203674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNA'. [2025-11-26T21:06:28.204089] [INFO ] [FORECASTER] Starting predict_future for RNA [2025-11-26T21:06:28.204953] [DEBUG] [LOCAL ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt [2025-11-26T21:06:28.205023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:28.205068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:28.205108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:28.205177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:28.264884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:28.265794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:28.265894] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:28.265939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:28.390981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:28.391186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:28.391237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:28.391279] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:28.394888] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=13.16%) [2025-11-26T21:06:28.395291] [INFO ] [FORECASTER] Completed predict_future for RNA [2025-11-26T21:06:28.395454] [INFO ] [sig ] RNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:28.540886] [INFO ] [LOCAL ] Saved forecast: RNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RNA.txt [2025-11-26T21:06:28.541085] [INFO ] [sig ] [2761/3599] Completed RNA in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:28.541140] [INFO ] [sig ] [2762/3599] Forecasting RNAC... [2025-11-26T21:06:28.541185] [INFO ] [sig ] Generating forecast for: RNAC [2025-11-26T21:06:28.541238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'. [2025-11-26T21:06:28.553701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAC'. [2025-11-26T21:06:28.554086] [INFO ] [FORECASTER] Starting predict_future for RNAC [2025-11-26T21:06:28.554960] [DEBUG] [LOCAL ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt [2025-11-26T21:06:28.555042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:28.555100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:28.555151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:28.555228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:28.614537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:28.615397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:28.615502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:28.615549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:28.731756] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:28.731954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:28.732006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:28.732048] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:28.735517] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=75.97%) [2025-11-26T21:06:28.735854] [INFO ] [FORECASTER] Completed predict_future for RNAC [2025-11-26T21:06:28.736018] [INFO ] [sig ] RNAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:28.876870] [INFO ] [LOCAL ] Saved forecast: RNAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNAC.txt [2025-11-26T21:06:28.877056] [INFO ] [sig ] [2762/3599] Completed RNAC in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:28.877113] [INFO ] [sig ] [2763/3599] Forecasting RNAZ... [2025-11-26T21:06:28.877158] [INFO ] [sig ] Generating forecast for: RNAZ [2025-11-26T21:06:28.877197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'. [2025-11-26T21:06:28.888340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'. [2025-11-26T21:06:28.888804] [INFO ] [FORECASTER] Starting predict_future for RNAZ [2025-11-26T21:06:28.889813] [DEBUG] [LOCAL ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt [2025-11-26T21:06:28.889900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:28.889974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:28.890044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:28.890137] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:28.948954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:28.949701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:28.949798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:28.949845] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:29.075088] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:29.075279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:29.075347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:29.075390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:29.078972] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=52.84%) [2025-11-26T21:06:29.079276] [INFO ] [FORECASTER] Completed predict_future for RNAZ [2025-11-26T21:06:29.079428] [INFO ] [sig ] RNAZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:29.220125] [INFO ] [LOCAL ] Saved forecast: RNAZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNAZ.txt [2025-11-26T21:06:29.220277] [INFO ] [sig ] [2763/3599] Completed RNAZ in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:29.220334] [INFO ] [sig ] [2764/3599] Forecasting RNG... [2025-11-26T21:06:29.220378] [INFO ] [sig ] Generating forecast for: RNG [2025-11-26T21:06:29.220435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-11-26T21:06:29.231343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNG'. [2025-11-26T21:06:29.231669] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-11-26T21:06:29.232487] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-11-26T21:06:29.232555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:29.232599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:29.232780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:29.232896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:29.291998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:29.292923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:29.293026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:29.293074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:29.412937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:29.413150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:29.413205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:29.413247] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:29.416862] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=93.91%) [2025-11-26T21:06:29.417211] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-11-26T21:06:29.417375] [INFO ] [sig ] RNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:29.558794] [INFO ] [LOCAL ] Saved forecast: RNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNG.txt [2025-11-26T21:06:29.558953] [INFO ] [sig ] [2764/3599] Completed RNG in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:29.559010] [INFO ] [sig ] [2765/3599] Forecasting RNP... [2025-11-26T21:06:29.559049] [INFO ] [sig ] Generating forecast for: RNP [2025-11-26T21:06:29.559090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-11-26T21:06:29.570027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNP'. [2025-11-26T21:06:29.570329] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-11-26T21:06:29.571180] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-11-26T21:06:29.571248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:29.571292] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:29.571332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:29.571398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:29.628436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:29.629128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:29.629229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:29.629279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:29.745682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:29.745850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:29.745904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:29.745944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:29.749443] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=75.16%) [2025-11-26T21:06:29.749756] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-11-26T21:06:29.749911] [INFO ] [sig ] RNP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:29.893999] [INFO ] [LOCAL ] Saved forecast: RNP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNP.txt [2025-11-26T21:06:29.894163] [INFO ] [sig ] [2765/3599] Completed RNP in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:29.894233] [INFO ] [sig ] [2766/3599] Forecasting ROAD... [2025-11-26T21:06:29.894276] [INFO ] [sig ] Generating forecast for: ROAD [2025-11-26T21:06:29.894314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'. [2025-11-26T21:06:29.905815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROAD'. [2025-11-26T21:06:29.906114] [INFO ] [FORECASTER] Starting predict_future for ROAD [2025-11-26T21:06:29.906966] [DEBUG] [LOCAL ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt [2025-11-26T21:06:29.907034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:29.907078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:29.907127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:29.907204] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:29.964078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:29.964803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:29.964899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:29.964943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:30.089222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:30.089416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:30.089469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:30.089508] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:30.092956] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=38.63%) [2025-11-26T21:06:30.093264] [INFO ] [FORECASTER] Completed predict_future for ROAD [2025-11-26T21:06:30.093427] [INFO ] [sig ] ROAD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:30.234097] [INFO ] [LOCAL ] Saved forecast: ROAD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ROAD.txt [2025-11-26T21:06:30.234291] [INFO ] [sig ] [2766/3599] Completed ROAD in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:30.234346] [INFO ] [sig ] [2767/3599] Forecasting ROCK... [2025-11-26T21:06:30.234388] [INFO ] [sig ] Generating forecast for: ROCK [2025-11-26T21:06:30.234427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'. [2025-11-26T21:06:30.245691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROCK'. [2025-11-26T21:06:30.246136] [INFO ] [FORECASTER] Starting predict_future for ROCK [2025-11-26T21:06:30.247091] [DEBUG] [LOCAL ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt [2025-11-26T21:06:30.247165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:30.247210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:30.247259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:30.247362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:30.305402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:30.306358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:30.306466] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:30.306523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:30.423550] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:30.423776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:30.423831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:30.423883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:30.427469] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=44.38%) [2025-11-26T21:06:30.427894] [INFO ] [FORECASTER] Completed predict_future for ROCK [2025-11-26T21:06:30.428085] [INFO ] [sig ] ROCK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:30.573194] [INFO ] [LOCAL ] Saved forecast: ROCK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ROCK.txt [2025-11-26T21:06:30.573390] [INFO ] [sig ] [2767/3599] Completed ROCK in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:30.573449] [INFO ] [sig ] [2768/3599] Forecasting ROE... [2025-11-26T21:06:30.573492] [INFO ] [sig ] Generating forecast for: ROE [2025-11-26T21:06:30.573533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'. [2025-11-26T21:06:30.584865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROE'. [2025-11-26T21:06:30.585276] [INFO ] [FORECASTER] Starting predict_future for ROE [2025-11-26T21:06:30.586173] [DEBUG] [LOCAL ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt [2025-11-26T21:06:30.586246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:30.586301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:30.586342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:30.586409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:30.649701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:30.650702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:30.650829] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:30.650902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:30.769289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:30.769485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:30.769547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:30.769598] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:30.773150] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-11-26T21:06:30.773473] [INFO ] [FORECASTER] Completed predict_future for ROE [2025-11-26T21:06:30.773635] [INFO ] [sig ] ROE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:30.917418] [INFO ] [LOCAL ] Saved forecast: ROE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ROE.txt [2025-11-26T21:06:30.917616] [INFO ] [sig ] [2768/3599] Completed ROE in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:30.917708] [INFO ] [sig ] [2769/3599] Forecasting ROP... [2025-11-26T21:06:30.917800] [INFO ] [sig ] Generating forecast for: ROP [2025-11-26T21:06:30.917849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'. [2025-11-26T21:06:30.929379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROP'. [2025-11-26T21:06:30.929711] [INFO ] [FORECASTER] Starting predict_future for ROP [2025-11-26T21:06:30.930546] [DEBUG] [LOCAL ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt [2025-11-26T21:06:30.930615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:30.930700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:30.930745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:30.930822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:30.988304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:30.989207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:30.989304] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:30.989361] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:31.110059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:31.110266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:31.110340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:31.110385] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:31.114063] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=98.18%) [2025-11-26T21:06:31.114481] [INFO ] [FORECASTER] Completed predict_future for ROP [2025-11-26T21:06:31.114664] [INFO ] [sig ] ROP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:31.258395] [INFO ] [LOCAL ] Saved forecast: ROP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ROP.txt [2025-11-26T21:06:31.258610] [INFO ] [sig ] [2769/3599] Completed ROP in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:31.258716] [INFO ] [sig ] [2770/3599] Forecasting RPAY... [2025-11-26T21:06:31.258777] [INFO ] [sig ] Generating forecast for: RPAY [2025-11-26T21:06:31.258837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'. [2025-11-26T21:06:31.269934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPAY'. [2025-11-26T21:06:31.270299] [INFO ] [FORECASTER] Starting predict_future for RPAY [2025-11-26T21:06:31.271190] [DEBUG] [LOCAL ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt [2025-11-26T21:06:31.271264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:31.271312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:31.271356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:31.271427] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:31.329108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:31.330033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:31.330137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:31.330189] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:31.452006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:31.452214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:31.452273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:31.452315] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:31.455824] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=88.99%) [2025-11-26T21:06:31.456116] [INFO ] [FORECASTER] Completed predict_future for RPAY [2025-11-26T21:06:31.456258] [INFO ] [sig ] RPAY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:31.596961] [INFO ] [LOCAL ] Saved forecast: RPAY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RPAY.txt [2025-11-26T21:06:31.597160] [INFO ] [sig ] [2770/3599] Completed RPAY in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:31.597207] [INFO ] [sig ] [2771/3599] Forecasting RPD... [2025-11-26T21:06:31.597251] [INFO ] [sig ] Generating forecast for: RPD [2025-11-26T21:06:31.597287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'. [2025-11-26T21:06:31.608883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPD'. [2025-11-26T21:06:31.609318] [INFO ] [FORECASTER] Starting predict_future for RPD [2025-11-26T21:06:31.610164] [DEBUG] [LOCAL ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt [2025-11-26T21:06:31.610233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:31.610277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:31.610314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:31.610383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:31.668497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:31.669461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:31.669573] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:31.669622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:31.791846] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:31.792053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:31.792109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:31.792152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:31.795899] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=37.79%) [2025-11-26T21:06:31.796341] [INFO ] [FORECASTER] Completed predict_future for RPD [2025-11-26T21:06:31.796520] [INFO ] [sig ] RPD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:31.949012] [INFO ] [LOCAL ] Saved forecast: RPD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RPD.txt [2025-11-26T21:06:31.949199] [INFO ] [sig ] [2771/3599] Completed RPD in 0.4s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:31.949255] [INFO ] [sig ] [2772/3599] Forecasting RPID... [2025-11-26T21:06:31.949297] [INFO ] [sig ] Generating forecast for: RPID [2025-11-26T21:06:31.949337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'. [2025-11-26T21:06:31.960387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPID'. [2025-11-26T21:06:31.960817] [INFO ] [FORECASTER] Starting predict_future for RPID [2025-11-26T21:06:31.961681] [DEBUG] [LOCAL ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt [2025-11-26T21:06:31.961752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:31.961798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:31.961840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:31.961908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:32.019690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:32.020588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:32.020725] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:32.020791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:32.137818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:32.138024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:32.138093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:32.138152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:32.141663] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=73.63%) [2025-11-26T21:06:32.141994] [INFO ] [FORECASTER] Completed predict_future for RPID [2025-11-26T21:06:32.142172] [INFO ] [sig ] RPID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:32.283983] [INFO ] [LOCAL ] Saved forecast: RPID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RPID.txt [2025-11-26T21:06:32.284198] [INFO ] [sig ] [2772/3599] Completed RPID in 0.3s | 2.90 sym/s | Total: 15.9m | ETA: 4.8m [2025-11-26T21:06:32.284276] [INFO ] [sig ] [2773/3599] Forecasting RPRX... [2025-11-26T21:06:32.284338] [INFO ] [sig ] Generating forecast for: RPRX [2025-11-26T21:06:32.284449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'. [2025-11-26T21:06:32.295744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPRX'. [2025-11-26T21:06:32.296223] [INFO ] [FORECASTER] Starting predict_future for RPRX [2025-11-26T21:06:32.297201] [DEBUG] [LOCAL ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt [2025-11-26T21:06:32.297280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:32.297354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:32.297404] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:32.297485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:32.354997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:32.355884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:32.355983] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:32.356040] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:32.477716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:32.477905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:32.477958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:32.477995] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:32.481555] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=6.00%) [2025-11-26T21:06:32.481927] [INFO ] [FORECASTER] Completed predict_future for RPRX [2025-11-26T21:06:32.482088] [INFO ] [sig ] RPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:32.627101] [INFO ] [LOCAL ] Saved forecast: RPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RPRX.txt [2025-11-26T21:06:32.627281] [INFO ] [sig ] [2773/3599] Completed RPRX in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.8m [2025-11-26T21:06:32.627346] [INFO ] [sig ] [2774/3599] Forecasting RPTX... [2025-11-26T21:06:32.627396] [INFO ] [sig ] Generating forecast for: RPTX [2025-11-26T21:06:32.627448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'. [2025-11-26T21:06:32.638614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPTX'. [2025-11-26T21:06:32.638948] [INFO ] [FORECASTER] Starting predict_future for RPTX [2025-11-26T21:06:32.639821] [DEBUG] [LOCAL ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt [2025-11-26T21:06:32.639894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:32.639958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:32.640023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:32.640131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:32.698299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:32.699275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:32.699396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:32.699467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:32.816216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:32.816407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:32.816462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:32.816503] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:32.819942] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-11-26T21:06:32.820235] [INFO ] [FORECASTER] Completed predict_future for RPTX [2025-11-26T21:06:32.820378] [INFO ] [sig ] RPTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:32.961365] [INFO ] [LOCAL ] Saved forecast: RPTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RPTX.txt [2025-11-26T21:06:32.961549] [INFO ] [sig ] [2774/3599] Completed RPTX in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:32.961606] [INFO ] [sig ] [2775/3599] Forecasting RQI... [2025-11-26T21:06:32.961666] [INFO ] [sig ] Generating forecast for: RQI [2025-11-26T21:06:32.961708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-11-26T21:06:32.973188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RQI'. [2025-11-26T21:06:32.973616] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-11-26T21:06:32.974506] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-11-26T21:06:32.974576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:32.974621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:32.974690] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:32.974767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:33.031960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:33.032905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:33.033021] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:33.033069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:33.152662] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:33.152866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:33.152922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:33.152981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:33.156534] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=78.96%) [2025-11-26T21:06:33.156980] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-11-26T21:06:33.157157] [INFO ] [sig ] RQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:33.297324] [INFO ] [LOCAL ] Saved forecast: RQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RQI.txt [2025-11-26T21:06:33.297514] [INFO ] [sig ] [2775/3599] Completed RQI in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:33.297573] [INFO ] [sig ] [2776/3599] Forecasting RRBI... [2025-11-26T21:06:33.297679] [INFO ] [sig ] Generating forecast for: RRBI [2025-11-26T21:06:33.297726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'. [2025-11-26T21:06:33.309257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRBI'. [2025-11-26T21:06:33.309737] [INFO ] [FORECASTER] Starting predict_future for RRBI [2025-11-26T21:06:33.310607] [DEBUG] [LOCAL ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt [2025-11-26T21:06:33.310703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:33.310756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:33.310796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:33.310862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:33.371104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:33.372088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:33.372188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:33.372232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:33.475303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:33.475489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:33.475541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:33.475581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:33.479146] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=81.83%) [2025-11-26T21:06:33.479522] [INFO ] [FORECASTER] Completed predict_future for RRBI [2025-11-26T21:06:33.479702] [INFO ] [sig ] RRBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:33.620492] [INFO ] [LOCAL ] Saved forecast: RRBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RRBI.txt [2025-11-26T21:06:33.620694] [INFO ] [sig ] [2776/3599] Completed RRBI in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:33.620762] [INFO ] [sig ] [2777/3599] Forecasting RRC... [2025-11-26T21:06:33.620826] [INFO ] [sig ] Generating forecast for: RRC [2025-11-26T21:06:33.620879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-11-26T21:06:33.634823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRC'. [2025-11-26T21:06:33.635189] [INFO ] [FORECASTER] Starting predict_future for RRC [2025-11-26T21:06:33.636144] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-11-26T21:06:33.636217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:33.636264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:33.636305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:33.636375] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:33.696280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:33.697206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:33.697312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:33.697354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:33.815373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:33.815563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:33.815615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:33.815679] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:33.819152] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=44.76%) [2025-11-26T21:06:33.819449] [INFO ] [FORECASTER] Completed predict_future for RRC [2025-11-26T21:06:33.819593] [INFO ] [sig ] RRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:33.961062] [INFO ] [LOCAL ] Saved forecast: RRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RRC.txt [2025-11-26T21:06:33.961261] [INFO ] [sig ] [2777/3599] Completed RRC in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:33.961315] [INFO ] [sig ] [2778/3599] Forecasting RRGB... [2025-11-26T21:06:33.961359] [INFO ] [sig ] Generating forecast for: RRGB [2025-11-26T21:06:33.961399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'. [2025-11-26T21:06:33.972971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRGB'. [2025-11-26T21:06:33.973362] [INFO ] [FORECASTER] Starting predict_future for RRGB [2025-11-26T21:06:33.974262] [DEBUG] [LOCAL ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt [2025-11-26T21:06:33.974332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:33.974388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:33.974437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:33.974505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:34.031541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:34.032484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:34.032591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:34.032682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:34.156251] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:34.156466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:34.156520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:34.156562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:34.160438] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=86.42%) [2025-11-26T21:06:34.160845] [INFO ] [FORECASTER] Completed predict_future for RRGB [2025-11-26T21:06:34.161016] [INFO ] [sig ] RRGB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:34.303186] [INFO ] [LOCAL ] Saved forecast: RRGB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RRGB.txt [2025-11-26T21:06:34.303370] [INFO ] [sig ] [2778/3599] Completed RRGB in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:34.303428] [INFO ] [sig ] [2779/3599] Forecasting RRX... [2025-11-26T21:06:34.303472] [INFO ] [sig ] Generating forecast for: RRX [2025-11-26T21:06:34.303517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-11-26T21:06:34.315468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRX'. [2025-11-26T21:06:34.315954] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-11-26T21:06:34.316883] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-11-26T21:06:34.316963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:34.317037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:34.317103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:34.317213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:34.374951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:34.375840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:34.375950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:34.376012] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:34.496140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:34.496348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:34.496417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:34.496473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:34.500251] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=60.13%) [2025-11-26T21:06:34.500660] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-11-26T21:06:34.500834] [INFO ] [sig ] RRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:34.645813] [INFO ] [LOCAL ] Saved forecast: RRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RRX.txt [2025-11-26T21:06:34.646014] [INFO ] [sig ] [2779/3599] Completed RRX in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:34.646089] [INFO ] [sig ] [2780/3599] Forecasting RS... [2025-11-26T21:06:34.646166] [INFO ] [sig ] Generating forecast for: RS [2025-11-26T21:06:34.646237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-11-26T21:06:34.657846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RS'. [2025-11-26T21:06:34.658202] [INFO ] [FORECASTER] Starting predict_future for RS [2025-11-26T21:06:34.659092] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-11-26T21:06:34.659171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:34.659241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:34.659305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:34.659414] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:34.717142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:34.718110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:34.718221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:34.718294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:34.841363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:34.841563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:34.841620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:34.841722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:34.845262] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=31.97%) [2025-11-26T21:06:34.845577] [INFO ] [FORECASTER] Completed predict_future for RS [2025-11-26T21:06:34.845755] [INFO ] [sig ] RS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:34.989680] [INFO ] [LOCAL ] Saved forecast: RS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RS.txt [2025-11-26T21:06:34.989873] [INFO ] [sig ] [2780/3599] Completed RS in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:34.989931] [INFO ] [sig ] [2781/3599] Forecasting RSG... [2025-11-26T21:06:34.989973] [INFO ] [sig ] Generating forecast for: RSG [2025-11-26T21:06:34.990085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-11-26T21:06:35.001747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSG'. [2025-11-26T21:06:35.002134] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-11-26T21:06:35.002996] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-11-26T21:06:35.003064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:35.003109] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:35.003147] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:35.003214] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:35.060505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:35.061404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:35.061509] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:35.061556] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:35.183874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:35.184060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:35.184119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:35.184161] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:35.187637] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-11-26T21:06:35.187949] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-11-26T21:06:35.188099] [INFO ] [sig ] RSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:35.327912] [INFO ] [LOCAL ] Saved forecast: RSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RSG.txt [2025-11-26T21:06:35.328085] [INFO ] [sig ] [2781/3599] Completed RSG in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:35.328150] [INFO ] [sig ] [2782/3599] Forecasting RSI... [2025-11-26T21:06:35.328204] [INFO ] [sig ] Generating forecast for: RSI [2025-11-26T21:06:35.328256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-11-26T21:06:35.340374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSI'. [2025-11-26T21:06:35.340738] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-11-26T21:06:35.341552] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-11-26T21:06:35.341622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:35.341689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:35.341732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:35.341801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:35.399165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:35.399907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:35.400004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:35.400085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:35.521841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:35.522031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:35.522082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:35.522122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:35.525503] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=57.41%) [2025-11-26T21:06:35.525819] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-11-26T21:06:35.525962] [INFO ] [sig ] RSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:35.669977] [INFO ] [LOCAL ] Saved forecast: RSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RSI.txt [2025-11-26T21:06:35.670163] [INFO ] [sig ] [2782/3599] Completed RSI in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:35.670222] [INFO ] [sig ] [2783/3599] Forecasting RSKD... [2025-11-26T21:06:35.670262] [INFO ] [sig ] Generating forecast for: RSKD [2025-11-26T21:06:35.670304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-11-26T21:06:35.682409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSKD'. [2025-11-26T21:06:35.682900] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-11-26T21:06:35.683808] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-11-26T21:06:35.683887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:35.683949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:35.684009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:35.684111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:35.741733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:35.742671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:35.742775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:35.742825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:35.859928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:35.860125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:35.860183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:35.860227] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:35.863692] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=3.30%) [2025-11-26T21:06:35.863997] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-11-26T21:06:35.864145] [INFO ] [sig ] RSKD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:36.007470] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RSKD.txt [2025-11-26T21:06:36.007733] [INFO ] [sig ] [2783/3599] Completed RSKD in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:36.007796] [INFO ] [sig ] [2784/3599] Forecasting RSSS... [2025-11-26T21:06:36.007843] [INFO ] [sig ] Generating forecast for: RSSS [2025-11-26T21:06:36.007882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'. [2025-11-26T21:06:36.019412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSSS'. [2025-11-26T21:06:36.019832] [INFO ] [FORECASTER] Starting predict_future for RSSS [2025-11-26T21:06:36.020718] [DEBUG] [LOCAL ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt [2025-11-26T21:06:36.020789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:36.020835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:36.020874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:36.020956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:36.077526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:36.078422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:36.078521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:36.078559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:36.201223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:36.201427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:36.201486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:36.201532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:36.205095] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=89.64%) [2025-11-26T21:06:36.205470] [INFO ] [FORECASTER] Completed predict_future for RSSS [2025-11-26T21:06:36.205635] [INFO ] [sig ] RSSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:36.348057] [INFO ] [LOCAL ] Saved forecast: RSSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RSSS.txt [2025-11-26T21:06:36.348271] [INFO ] [sig ] [2784/3599] Completed RSSS in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:36.348356] [INFO ] [sig ] [2785/3599] Forecasting RTO... [2025-11-26T21:06:36.348427] [INFO ] [sig ] Generating forecast for: RTO [2025-11-26T21:06:36.348502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-11-26T21:06:36.360408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RTO'. [2025-11-26T21:06:36.360893] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-11-26T21:06:36.361810] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-11-26T21:06:36.361892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:36.361965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:36.362030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:36.362140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:36.421966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:36.422897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:36.423033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:36.423098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:36.548471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:36.548691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:36.548763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:36.548831] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:36.552601] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=8.07%) [2025-11-26T21:06:36.553071] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-11-26T21:06:36.553273] [INFO ] [sig ] RTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:36.697305] [INFO ] [LOCAL ] Saved forecast: RTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RTO.txt [2025-11-26T21:06:36.697475] [INFO ] [sig ] [2785/3599] Completed RTO in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:36.697553] [INFO ] [sig ] [2786/3599] Forecasting RUM... [2025-11-26T21:06:36.697604] [INFO ] [sig ] Generating forecast for: RUM [2025-11-26T21:06:36.697670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'. [2025-11-26T21:06:36.708320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUM'. [2025-11-26T21:06:36.708707] [INFO ] [FORECASTER] Starting predict_future for RUM [2025-11-26T21:06:36.709553] [DEBUG] [LOCAL ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt [2025-11-26T21:06:36.709656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:36.709702] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:36.709742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:36.709870] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:36.767657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:36.768553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:36.768681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:36.768734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:36.891632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:36.891839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:36.891912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:36.891966] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:36.895728] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=28.89%) [2025-11-26T21:06:36.896114] [INFO ] [FORECASTER] Completed predict_future for RUM [2025-11-26T21:06:36.896297] [INFO ] [sig ] RUM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:37.040372] [INFO ] [LOCAL ] Saved forecast: RUM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RUM.txt [2025-11-26T21:06:37.040558] [INFO ] [sig ] [2786/3599] Completed RUM in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:37.040611] [INFO ] [sig ] [2787/3599] Forecasting RUN... [2025-11-26T21:06:37.040753] [INFO ] [sig ] Generating forecast for: RUN [2025-11-26T21:06:37.040804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'. [2025-11-26T21:06:37.052135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUN'. [2025-11-26T21:06:37.052500] [INFO ] [FORECASTER] Starting predict_future for RUN [2025-11-26T21:06:37.053331] [DEBUG] [LOCAL ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt [2025-11-26T21:06:37.053400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:37.053445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:37.053483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:37.053551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:37.112599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:37.113539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:37.113672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:37.113725] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:37.234291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:37.234484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:37.234541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:37.234585] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:37.238194] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=58.67%) [2025-11-26T21:06:37.238533] [INFO ] [FORECASTER] Completed predict_future for RUN [2025-11-26T21:06:37.238739] [INFO ] [sig ] RUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:37.381132] [INFO ] [LOCAL ] Saved forecast: RUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RUN.txt [2025-11-26T21:06:37.381328] [INFO ] [sig ] [2787/3599] Completed RUN in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:37.381381] [INFO ] [sig ] [2788/3599] Forecasting RUNN... [2025-11-26T21:06:37.381423] [INFO ] [sig ] Generating forecast for: RUNN [2025-11-26T21:06:37.381462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'. [2025-11-26T21:06:37.393040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUNN'. [2025-11-26T21:06:37.393513] [INFO ] [FORECASTER] Starting predict_future for RUNN [2025-11-26T21:06:37.394457] [DEBUG] [LOCAL ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt [2025-11-26T21:06:37.394530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:37.394583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:37.394634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:37.394752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:37.454211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:37.455173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:37.455283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:37.455331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:37.576005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:37.576205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:37.576260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:37.576302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:37.579802] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-11-26T21:06:37.580119] [INFO ] [FORECASTER] Completed predict_future for RUNN [2025-11-26T21:06:37.580278] [INFO ] [sig ] RUNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:37.726236] [INFO ] [LOCAL ] Saved forecast: RUNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RUNN.txt [2025-11-26T21:06:37.726459] [INFO ] [sig ] [2788/3599] Completed RUNN in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:37.726516] [INFO ] [sig ] [2789/3599] Forecasting RUSHA... [2025-11-26T21:06:37.726558] [INFO ] [sig ] Generating forecast for: RUSHA [2025-11-26T21:06:37.726601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'. [2025-11-26T21:06:37.738282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'. [2025-11-26T21:06:37.738708] [INFO ] [FORECASTER] Starting predict_future for RUSHA [2025-11-26T21:06:37.739557] [DEBUG] [LOCAL ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt [2025-11-26T21:06:37.739625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:37.739697] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:37.739765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:37.739881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:37.797028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:37.798029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:37.798144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:37.798205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:37.918983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:37.919220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:37.919281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:37.919334] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:37.922935] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=62.04%) [2025-11-26T21:06:37.923248] [INFO ] [FORECASTER] Completed predict_future for RUSHA [2025-11-26T21:06:37.923434] [INFO ] [sig ] RUSHA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:38.069142] [INFO ] [LOCAL ] Saved forecast: RUSHA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RUSHA.txt [2025-11-26T21:06:38.069356] [INFO ] [sig ] [2789/3599] Completed RUSHA in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:38.069412] [INFO ] [sig ] [2790/3599] Forecasting RUSHB... [2025-11-26T21:06:38.069457] [INFO ] [sig ] Generating forecast for: RUSHB [2025-11-26T21:06:38.069568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'. [2025-11-26T21:06:38.080758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'. [2025-11-26T21:06:38.081198] [INFO ] [FORECASTER] Starting predict_future for RUSHB [2025-11-26T21:06:38.082060] [DEBUG] [LOCAL ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt [2025-11-26T21:06:38.082130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:38.082174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:38.082214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:38.082282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:38.138805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:38.139704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:38.139807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:38.139853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:38.245079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:38.245274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:38.245328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:38.245372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:38.249103] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-11-26T21:06:38.249409] [INFO ] [FORECASTER] Completed predict_future for RUSHB [2025-11-26T21:06:38.249559] [INFO ] [sig ] RUSHB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:38.393299] [INFO ] [LOCAL ] Saved forecast: RUSHB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RUSHB.txt [2025-11-26T21:06:38.393471] [INFO ] [sig ] [2790/3599] Completed RUSHB in 0.3s | 2.90 sym/s | Total: 16.0m | ETA: 4.7m [2025-11-26T21:06:38.393528] [INFO ] [sig ] [2791/3599] Forecasting RVMD... [2025-11-26T21:06:38.393571] [INFO ] [sig ] Generating forecast for: RVMD [2025-11-26T21:06:38.393612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'. [2025-11-26T21:06:38.409220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVMD'. [2025-11-26T21:06:38.409687] [INFO ] [FORECASTER] Starting predict_future for RVMD [2025-11-26T21:06:38.410551] [DEBUG] [LOCAL ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt [2025-11-26T21:06:38.410620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:38.410689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:38.410730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:38.410801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:38.470570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:38.471474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:38.471581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:38.471686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:38.599925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:38.600118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:38.600173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:38.600216] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:38.603813] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-11-26T21:06:38.604152] [INFO ] [FORECASTER] Completed predict_future for RVMD [2025-11-26T21:06:38.604317] [INFO ] [sig ] RVMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:38.751030] [INFO ] [LOCAL ] Saved forecast: RVMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RVMD.txt [2025-11-26T21:06:38.751205] [INFO ] [sig ] [2791/3599] Completed RVMD in 0.4s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:38.751264] [INFO ] [sig ] [2792/3599] Forecasting RVSB... [2025-11-26T21:06:38.751308] [INFO ] [sig ] Generating forecast for: RVSB [2025-11-26T21:06:38.751351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'. [2025-11-26T21:06:38.763689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVSB'. [2025-11-26T21:06:38.764072] [INFO ] [FORECASTER] Starting predict_future for RVSB [2025-11-26T21:06:38.764920] [DEBUG] [LOCAL ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt [2025-11-26T21:06:38.764989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:38.765034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:38.765073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:38.765140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:38.822719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:38.823678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:38.823779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:38.823829] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:38.936727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:38.936926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:38.936980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:38.937018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:38.940535] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=28.22%) [2025-11-26T21:06:38.940917] [INFO ] [FORECASTER] Completed predict_future for RVSB [2025-11-26T21:06:38.941077] [INFO ] [sig ] RVSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:39.080801] [INFO ] [LOCAL ] Saved forecast: RVSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RVSB.txt [2025-11-26T21:06:39.080978] [INFO ] [sig ] [2792/3599] Completed RVSB in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:39.081034] [INFO ] [sig ] [2793/3599] Forecasting RVTY... [2025-11-26T21:06:39.081074] [INFO ] [sig ] Generating forecast for: RVTY [2025-11-26T21:06:39.081113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-11-26T21:06:39.092572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVTY'. [2025-11-26T21:06:39.092994] [INFO ] [FORECASTER] Starting predict_future for RVTY [2025-11-26T21:06:39.093841] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-11-26T21:06:39.093912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:39.093957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:39.093996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:39.094066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:39.152175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:39.153096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:39.153195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:39.153240] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:39.272995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:39.273219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:39.273273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:39.273314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:39.276805] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=52.27%) [2025-11-26T21:06:39.277135] [INFO ] [FORECASTER] Completed predict_future for RVTY [2025-11-26T21:06:39.277290] [INFO ] [sig ] RVTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:39.417848] [INFO ] [LOCAL ] Saved forecast: RVTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RVTY.txt [2025-11-26T21:06:39.418045] [INFO ] [sig ] [2793/3599] Completed RVTY in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:39.418102] [INFO ] [sig ] [2794/3599] Forecasting RWAY... [2025-11-26T21:06:39.418143] [INFO ] [sig ] Generating forecast for: RWAY [2025-11-26T21:06:39.418188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'. [2025-11-26T21:06:39.429896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RWAY'. [2025-11-26T21:06:39.430261] [INFO ] [FORECASTER] Starting predict_future for RWAY [2025-11-26T21:06:39.431109] [DEBUG] [LOCAL ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt [2025-11-26T21:06:39.431177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:39.431222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:39.431262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:39.431340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:39.488138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:39.489141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:39.489244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:39.489304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:39.609846] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:39.610042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:39.610094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:39.610136] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:39.613539] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=21.85%) [2025-11-26T21:06:39.613864] [INFO ] [FORECASTER] Completed predict_future for RWAY [2025-11-26T21:06:39.614021] [INFO ] [sig ] RWAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:39.754852] [INFO ] [LOCAL ] Saved forecast: RWAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RWAY.txt [2025-11-26T21:06:39.755045] [INFO ] [sig ] [2794/3599] Completed RWAY in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:39.755103] [INFO ] [sig ] [2795/3599] Forecasting RXO... [2025-11-26T21:06:39.755147] [INFO ] [sig ] Generating forecast for: RXO [2025-11-26T21:06:39.755187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-11-26T21:06:39.766871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXO'. [2025-11-26T21:06:39.767288] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-11-26T21:06:39.768172] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-11-26T21:06:39.768241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:39.768298] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:39.768347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:39.768418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:39.828966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:39.830044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:39.830142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:39.830202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:39.948389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:39.948592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:39.948662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:39.948707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:39.952114] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=79.73%) [2025-11-26T21:06:39.952410] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-11-26T21:06:39.952553] [INFO ] [sig ] RXO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:40.092739] [INFO ] [LOCAL ] Saved forecast: RXO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RXO.txt [2025-11-26T21:06:40.092946] [INFO ] [sig ] [2795/3599] Completed RXO in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:40.093020] [INFO ] [sig ] [2796/3599] Forecasting RXRX... [2025-11-26T21:06:40.093081] [INFO ] [sig ] Generating forecast for: RXRX [2025-11-26T21:06:40.093146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'. [2025-11-26T21:06:40.105038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXRX'. [2025-11-26T21:06:40.105470] [INFO ] [FORECASTER] Starting predict_future for RXRX [2025-11-26T21:06:40.106377] [DEBUG] [LOCAL ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt [2025-11-26T21:06:40.106456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:40.106516] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:40.106571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:40.106699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:40.164637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:40.165549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:40.165679] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:40.165743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:40.284380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:40.284604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:40.284695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:40.284757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:40.288260] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=19.34%) [2025-11-26T21:06:40.288606] [INFO ] [FORECASTER] Completed predict_future for RXRX [2025-11-26T21:06:40.288807] [INFO ] [sig ] RXRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:40.428842] [INFO ] [LOCAL ] Saved forecast: RXRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RXRX.txt [2025-11-26T21:06:40.429016] [INFO ] [sig ] [2796/3599] Completed RXRX in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:40.429087] [INFO ] [sig ] [2797/3599] Forecasting RY... [2025-11-26T21:06:40.429152] [INFO ] [sig ] Generating forecast for: RY [2025-11-26T21:06:40.429211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-11-26T21:06:40.440588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RY'. [2025-11-26T21:06:40.440924] [INFO ] [FORECASTER] Starting predict_future for RY [2025-11-26T21:06:40.441774] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-11-26T21:06:40.441884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:40.441933] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:40.441986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:40.442068] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:40.499271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:40.499983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:40.500078] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:40.500136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:40.622341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:40.622508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:40.622571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:40.622622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:40.626078] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=12.97%) [2025-11-26T21:06:40.626390] [INFO ] [FORECASTER] Completed predict_future for RY [2025-11-26T21:06:40.626569] [INFO ] [sig ] RY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:40.765875] [INFO ] [LOCAL ] Saved forecast: RY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RY.txt [2025-11-26T21:06:40.766043] [INFO ] [sig ] [2797/3599] Completed RY in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:40.766110] [INFO ] [sig ] [2798/3599] Forecasting RYAAY... [2025-11-26T21:06:40.766160] [INFO ] [sig ] Generating forecast for: RYAAY [2025-11-26T21:06:40.766229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'. [2025-11-26T21:06:40.777533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'. [2025-11-26T21:06:40.777966] [INFO ] [FORECASTER] Starting predict_future for RYAAY [2025-11-26T21:06:40.778849] [DEBUG] [LOCAL ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt [2025-11-26T21:06:40.778925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:40.778994] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:40.779058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:40.779161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:40.838402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:40.839148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:40.839262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:40.839343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:40.970496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:40.970730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:40.970788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:40.970829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:40.974326] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T21:06:40.974622] [INFO ] [FORECASTER] Completed predict_future for RYAAY [2025-11-26T21:06:40.974787] [INFO ] [sig ] RYAAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:41.116291] [INFO ] [LOCAL ] Saved forecast: RYAAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RYAAY.txt [2025-11-26T21:06:41.116466] [INFO ] [sig ] [2798/3599] Completed RYAAY in 0.4s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:41.116521] [INFO ] [sig ] [2799/3599] Forecasting RYAM... [2025-11-26T21:06:41.116564] [INFO ] [sig ] Generating forecast for: RYAM [2025-11-26T21:06:41.116604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-11-26T21:06:41.128157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAM'. [2025-11-26T21:06:41.128531] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-11-26T21:06:41.129438] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-11-26T21:06:41.129509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:41.129559] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:41.129609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:41.129719] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:41.187745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:41.188625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:41.188742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:41.188787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:41.314239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:41.314426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:41.314481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:41.314521] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:41.318044] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=1.40%) [2025-11-26T21:06:41.318339] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-11-26T21:06:41.318482] [INFO ] [sig ] RYAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:41.460542] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RYAM.txt [2025-11-26T21:06:41.460711] [INFO ] [sig ] [2799/3599] Completed RYAM in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:41.460769] [INFO ] [sig ] [2800/3599] Forecasting RYAN... [2025-11-26T21:06:41.460807] [INFO ] [sig ] Generating forecast for: RYAN [2025-11-26T21:06:41.460849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-11-26T21:06:41.472908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAN'. [2025-11-26T21:06:41.473311] [INFO ] [FORECASTER] Starting predict_future for RYAN [2025-11-26T21:06:41.474262] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-11-26T21:06:41.474332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:41.474379] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:41.474420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:41.474487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:41.532093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:41.533040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:41.533143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:41.533189] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:41.655873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:41.656054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:41.656107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:41.656149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:41.659621] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=95.31%) [2025-11-26T21:06:41.659936] [INFO ] [FORECASTER] Completed predict_future for RYAN [2025-11-26T21:06:41.660079] [INFO ] [sig ] RYAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:41.799797] [INFO ] [LOCAL ] Saved forecast: RYAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RYAN.txt [2025-11-26T21:06:41.799955] [INFO ] [sig ] [2800/3599] Completed RYAN in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:41.800018] [INFO ] [sig ] [2801/3599] Forecasting RYI... [2025-11-26T21:06:41.800060] [INFO ] [sig ] Generating forecast for: RYI [2025-11-26T21:06:41.800099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-11-26T21:06:41.811440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYI'. [2025-11-26T21:06:41.811797] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-11-26T21:06:41.812634] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-11-26T21:06:41.812723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:41.812770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:41.812812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:41.812881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:41.870984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:41.871696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:41.871800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:41.871853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:41.989764] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:41.989926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:41.989977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:41.990016] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:41.993411] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=78.32%) [2025-11-26T21:06:41.993739] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-11-26T21:06:41.993883] [INFO ] [sig ] RYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:42.133246] [INFO ] [LOCAL ] Saved forecast: RYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RYI.txt [2025-11-26T21:06:42.133453] [INFO ] [sig ] [2801/3599] Completed RYI in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:42.133508] [INFO ] [sig ] [2802/3599] Forecasting RYN... [2025-11-26T21:06:42.133552] [INFO ] [sig ] Generating forecast for: RYN [2025-11-26T21:06:42.133593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-11-26T21:06:42.145191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYN'. [2025-11-26T21:06:42.145582] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-11-26T21:06:42.146474] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-11-26T21:06:42.146545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:42.146592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:42.146638] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:42.146728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:42.202885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:42.203573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:42.203688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:42.203741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:42.315892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:42.316028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:42.316082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:42.316123] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:42.319685] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-11-26T21:06:42.319982] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-11-26T21:06:42.320148] [INFO ] [sig ] RYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:42.461039] [INFO ] [LOCAL ] Saved forecast: RYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RYN.txt [2025-11-26T21:06:42.461204] [INFO ] [sig ] [2802/3599] Completed RYN in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:42.461257] [INFO ] [sig ] [2803/3599] Forecasting RYTM... [2025-11-26T21:06:42.461301] [INFO ] [sig ] Generating forecast for: RYTM [2025-11-26T21:06:42.461343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'. [2025-11-26T21:06:42.472674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYTM'. [2025-11-26T21:06:42.472993] [INFO ] [FORECASTER] Starting predict_future for RYTM [2025-11-26T21:06:42.473845] [DEBUG] [LOCAL ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt [2025-11-26T21:06:42.473913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:42.473957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:42.473996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:42.474063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:42.530602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:42.531265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:42.531359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:42.531404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:42.652597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:42.652814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:42.652867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:42.652909] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:42.656391] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=35.56%) [2025-11-26T21:06:42.656759] [INFO ] [FORECASTER] Completed predict_future for RYTM [2025-11-26T21:06:42.656915] [INFO ] [sig ] RYTM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:42.798179] [INFO ] [LOCAL ] Saved forecast: RYTM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RYTM.txt [2025-11-26T21:06:42.798381] [INFO ] [sig ] [2803/3599] Completed RYTM in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:42.798456] [INFO ] [sig ] [2804/3599] Forecasting RZB... [2025-11-26T21:06:42.798517] [INFO ] [sig ] Generating forecast for: RZB [2025-11-26T21:06:42.798579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-11-26T21:06:42.809530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZB'. [2025-11-26T21:06:42.809878] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-11-26T21:06:42.810699] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-11-26T21:06:42.810768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:42.810814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:42.810852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:42.810924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:42.867933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:42.868847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:42.868944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:42.868992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:42.986370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:42.986556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:42.986633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:42.986699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:42.990165] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-11-26T21:06:42.990469] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-11-26T21:06:42.990617] [INFO ] [sig ] RZB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:43.131587] [INFO ] [LOCAL ] Saved forecast: RZB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RZB.txt [2025-11-26T21:06:43.131821] [INFO ] [sig ] [2804/3599] Completed RZB in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:43.131877] [INFO ] [sig ] [2805/3599] Forecasting RZC... [2025-11-26T21:06:43.131920] [INFO ] [sig ] Generating forecast for: RZC [2025-11-26T21:06:43.131961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-11-26T21:06:43.143381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZC'. [2025-11-26T21:06:43.143856] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-11-26T21:06:43.144838] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-11-26T21:06:43.144918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:43.144967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:43.145008] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:43.145076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:43.203163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:43.204108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:43.204217] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:43.204262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:43.319774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:43.319976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:43.320031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:43.320074] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:43.323496] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-11-26T21:06:43.323823] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-11-26T21:06:43.323975] [INFO ] [sig ] RZC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:43.463584] [INFO ] [LOCAL ] Saved forecast: RZC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RZC.txt [2025-11-26T21:06:43.463780] [INFO ] [sig ] [2805/3599] Completed RZC in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:43.463837] [INFO ] [sig ] [2806/3599] Forecasting S... [2025-11-26T21:06:43.463881] [INFO ] [sig ] Generating forecast for: S [2025-11-26T21:06:43.463923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-11-26T21:06:43.476174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'S'. [2025-11-26T21:06:43.476658] [INFO ] [FORECASTER] Starting predict_future for S [2025-11-26T21:06:43.477560] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-11-26T21:06:43.477633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:43.477696] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:43.477735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:43.477803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:43.536244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:43.537186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:43.537312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:43.537363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:43.661935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:43.662140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:43.662194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:43.662237] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:43.665751] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-11-26T21:06:43.666078] [INFO ] [FORECASTER] Completed predict_future for S [2025-11-26T21:06:43.666234] [INFO ] [sig ] S: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:43.808334] [INFO ] [LOCAL ] Saved forecast: S 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/S.txt [2025-11-26T21:06:43.808516] [INFO ] [sig ] [2806/3599] Completed S in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:43.808571] [INFO ] [sig ] [2807/3599] Forecasting SA... [2025-11-26T21:06:43.808617] [INFO ] [sig ] Generating forecast for: SA [2025-11-26T21:06:43.808679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-11-26T21:06:43.820707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SA'. [2025-11-26T21:06:43.821016] [INFO ] [FORECASTER] Starting predict_future for SA [2025-11-26T21:06:43.821857] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-11-26T21:06:43.821925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:43.821969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:43.822006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:43.822076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:43.880698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:43.881613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:43.881736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:43.881786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:44.006919] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:44.007098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:44.007153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:44.007225] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:44.010876] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=92.97%) [2025-11-26T21:06:44.011189] [INFO ] [FORECASTER] Completed predict_future for SA [2025-11-26T21:06:44.011349] [INFO ] [sig ] SA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:44.153434] [INFO ] [LOCAL ] Saved forecast: SA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SA.txt [2025-11-26T21:06:44.153625] [INFO ] [sig ] [2807/3599] Completed SA in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.6m [2025-11-26T21:06:44.153706] [INFO ] [sig ] [2808/3599] Forecasting SAFE... [2025-11-26T21:06:44.153751] [INFO ] [sig ] Generating forecast for: SAFE [2025-11-26T21:06:44.153790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-11-26T21:06:44.164967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAFE'. [2025-11-26T21:06:44.165272] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-11-26T21:06:44.166141] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-11-26T21:06:44.166210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:44.166256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:44.166333] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:44.166409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:44.223106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:44.224015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:44.224117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:44.224179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:44.341149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:44.341337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:44.341393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:44.341435] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:44.344878] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=92.31%) [2025-11-26T21:06:44.345165] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-11-26T21:06:44.345311] [INFO ] [sig ] SAFE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:44.483971] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAFE.txt [2025-11-26T21:06:44.484131] [INFO ] [sig ] [2808/3599] Completed SAFE in 0.3s | 2.90 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:06:44.484187] [INFO ] [sig ] [2809/3599] Forecasting SAH... [2025-11-26T21:06:44.484229] [INFO ] [sig ] Generating forecast for: SAH [2025-11-26T21:06:44.484270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-11-26T21:06:44.495017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAH'. [2025-11-26T21:06:44.495323] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-11-26T21:06:44.496158] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-11-26T21:06:44.496227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:44.496272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:44.496312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:44.496382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:44.553226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:44.554016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:44.554113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:44.554159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:44.676586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:44.676769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:44.676820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:44.676865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:44.680205] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=56.12%) [2025-11-26T21:06:44.680510] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-11-26T21:06:44.680680] [INFO ] [sig ] SAH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:44.819689] [INFO ] [LOCAL ] Saved forecast: SAH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAH.txt [2025-11-26T21:06:44.819837] [INFO ] [sig ] [2809/3599] Completed SAH in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:44.819891] [INFO ] [sig ] [2810/3599] Forecasting SAIA... [2025-11-26T21:06:44.819937] [INFO ] [sig ] Generating forecast for: SAIA [2025-11-26T21:06:44.819976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'. [2025-11-26T21:06:44.830873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIA'. [2025-11-26T21:06:44.831209] [INFO ] [FORECASTER] Starting predict_future for SAIA [2025-11-26T21:06:44.832059] [DEBUG] [LOCAL ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt [2025-11-26T21:06:44.832128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:44.832173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:44.832212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:44.832279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:44.889124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:44.889829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:44.889923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:44.889963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:45.013584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:45.013793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:45.013846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:45.013887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:45.017336] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=25.28%) [2025-11-26T21:06:45.017808] [INFO ] [FORECASTER] Completed predict_future for SAIA [2025-11-26T21:06:45.017962] [INFO ] [sig ] SAIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:45.157282] [INFO ] [LOCAL ] Saved forecast: SAIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAIA.txt [2025-11-26T21:06:45.157436] [INFO ] [sig ] [2810/3599] Completed SAIA in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:45.157509] [INFO ] [sig ] [2811/3599] Forecasting SAIC... [2025-11-26T21:06:45.157548] [INFO ] [sig ] Generating forecast for: SAIC [2025-11-26T21:06:45.157588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'. [2025-11-26T21:06:45.168771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIC'. [2025-11-26T21:06:45.169096] [INFO ] [FORECASTER] Starting predict_future for SAIC [2025-11-26T21:06:45.169977] [DEBUG] [LOCAL ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt [2025-11-26T21:06:45.170057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:45.170118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:45.170180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:45.170272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:45.227335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:45.228142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:45.228258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:45.228328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:45.349249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:45.349435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:45.349502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:45.349565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:45.352997] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=81.71%) [2025-11-26T21:06:45.353311] [INFO ] [FORECASTER] Completed predict_future for SAIC [2025-11-26T21:06:45.353493] [INFO ] [sig ] SAIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:45.493528] [INFO ] [LOCAL ] Saved forecast: SAIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAIC.txt [2025-11-26T21:06:45.493734] [INFO ] [sig ] [2811/3599] Completed SAIC in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:45.493796] [INFO ] [sig ] [2812/3599] Forecasting SAM... [2025-11-26T21:06:45.493841] [INFO ] [sig ] Generating forecast for: SAM [2025-11-26T21:06:45.493885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-11-26T21:06:45.506266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAM'. [2025-11-26T21:06:45.506724] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-11-26T21:06:45.507578] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-11-26T21:06:45.507671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:45.507722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:45.507761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:45.507832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:45.564411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:45.565088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:45.565186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:45.565234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:45.683059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:45.683214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:45.683264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:45.683300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:45.686721] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=5.76%) [2025-11-26T21:06:45.687010] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-11-26T21:06:45.687153] [INFO ] [sig ] SAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:45.828822] [INFO ] [LOCAL ] Saved forecast: SAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAM.txt [2025-11-26T21:06:45.828968] [INFO ] [sig ] [2812/3599] Completed SAM in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:45.829021] [INFO ] [sig ] [2813/3599] Forecasting SAMG... [2025-11-26T21:06:45.829063] [INFO ] [sig ] Generating forecast for: SAMG [2025-11-26T21:06:45.829098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'. [2025-11-26T21:06:45.840475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAMG'. [2025-11-26T21:06:45.840798] [INFO ] [FORECASTER] Starting predict_future for SAMG [2025-11-26T21:06:45.841664] [DEBUG] [LOCAL ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt [2025-11-26T21:06:45.841731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:45.841774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:45.841813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:45.841878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:45.899052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:45.899772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:45.899871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:45.899911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:46.017096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:46.017269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:46.017323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:46.017363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:46.020788] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=43.78%) [2025-11-26T21:06:46.021080] [INFO ] [FORECASTER] Completed predict_future for SAMG [2025-11-26T21:06:46.021222] [INFO ] [sig ] SAMG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:46.160829] [INFO ] [LOCAL ] Saved forecast: SAMG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAMG.txt [2025-11-26T21:06:46.160996] [INFO ] [sig ] [2813/3599] Completed SAMG in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:46.161053] [INFO ] [sig ] [2814/3599] Forecasting SAN... [2025-11-26T21:06:46.161094] [INFO ] [sig ] Generating forecast for: SAN [2025-11-26T21:06:46.161138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-11-26T21:06:46.172812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAN'. [2025-11-26T21:06:46.173128] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-11-26T21:06:46.174002] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-11-26T21:06:46.174070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:46.174113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:46.174153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:46.174221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:46.231137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:46.231810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:46.231905] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:46.231944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:46.352155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:46.352304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:46.352357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:46.352403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:46.355797] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=45.78%) [2025-11-26T21:06:46.356095] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-11-26T21:06:46.356245] [INFO ] [sig ] SAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:46.495897] [INFO ] [LOCAL ] Saved forecast: SAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAN.txt [2025-11-26T21:06:46.496052] [INFO ] [sig ] [2814/3599] Completed SAN in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:46.496106] [INFO ] [sig ] [2815/3599] Forecasting SANA... [2025-11-26T21:06:46.496146] [INFO ] [sig ] Generating forecast for: SANA [2025-11-26T21:06:46.496186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'. [2025-11-26T21:06:46.507526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANA'. [2025-11-26T21:06:46.507866] [INFO ] [FORECASTER] Starting predict_future for SANA [2025-11-26T21:06:46.508721] [DEBUG] [LOCAL ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt [2025-11-26T21:06:46.508791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:46.508838] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:46.508879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:46.508947] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:46.566610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:46.567278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:46.567374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:46.567420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:46.689730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:46.689921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:46.689976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:46.690025] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:46.693459] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=34.41%) [2025-11-26T21:06:46.693772] [INFO ] [FORECASTER] Completed predict_future for SANA [2025-11-26T21:06:46.693920] [INFO ] [sig ] SANA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:46.832549] [INFO ] [LOCAL ] Saved forecast: SANA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SANA.txt [2025-11-26T21:06:46.832712] [INFO ] [sig ] [2815/3599] Completed SANA in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:46.832772] [INFO ] [sig ] [2816/3599] Forecasting SANM... [2025-11-26T21:06:46.832815] [INFO ] [sig ] Generating forecast for: SANM [2025-11-26T21:06:46.832857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'. [2025-11-26T21:06:46.844796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANM'. [2025-11-26T21:06:46.845104] [INFO ] [FORECASTER] Starting predict_future for SANM [2025-11-26T21:06:46.845980] [DEBUG] [LOCAL ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt [2025-11-26T21:06:46.846048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:46.846094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:46.846134] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:46.846202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:46.903995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:46.904700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:46.904795] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:46.904835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:47.024998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:47.025219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:47.025272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:47.025306] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:47.028762] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=43.03%) [2025-11-26T21:06:47.029060] [INFO ] [FORECASTER] Completed predict_future for SANM [2025-11-26T21:06:47.029209] [INFO ] [sig ] SANM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:47.168459] [INFO ] [LOCAL ] Saved forecast: SANM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SANM.txt [2025-11-26T21:06:47.168610] [INFO ] [sig ] [2816/3599] Completed SANM in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:47.168684] [INFO ] [sig ] [2817/3599] Forecasting SAP... [2025-11-26T21:06:47.168729] [INFO ] [sig ] Generating forecast for: SAP [2025-11-26T21:06:47.168771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-11-26T21:06:47.180609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAP'. [2025-11-26T21:06:47.180959] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-11-26T21:06:47.181812] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-11-26T21:06:47.181880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:47.181926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:47.181963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:47.182032] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:47.238757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:47.239408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:47.239503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:47.239553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:47.359077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:47.359242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:47.359293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:47.359333] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:47.362735] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-11-26T21:06:47.363027] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-11-26T21:06:47.363170] [INFO ] [sig ] SAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:47.505046] [INFO ] [LOCAL ] Saved forecast: SAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAP.txt [2025-11-26T21:06:47.505192] [INFO ] [sig ] [2817/3599] Completed SAP in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:47.505244] [INFO ] [sig ] [2818/3599] Forecasting SARK... [2025-11-26T21:06:47.505291] [INFO ] [sig ] Generating forecast for: SARK [2025-11-26T21:06:47.505329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'. [2025-11-26T21:06:47.516523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SARK'. [2025-11-26T21:06:47.516872] [INFO ] [FORECASTER] Starting predict_future for SARK [2025-11-26T21:06:47.517744] [DEBUG] [LOCAL ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt [2025-11-26T21:06:47.517814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:47.517859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:47.517900] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:47.517967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:47.575842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:47.576524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:47.576625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:47.576695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:47.693094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:47.693299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:47.693352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:47.693393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:47.696812] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-11-26T21:06:47.697100] [INFO ] [FORECASTER] Completed predict_future for SARK [2025-11-26T21:06:47.697243] [INFO ] [sig ] SARK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:47.838273] [INFO ] [LOCAL ] Saved forecast: SARK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SARK.txt [2025-11-26T21:06:47.838429] [INFO ] [sig ] [2818/3599] Completed SARK in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:47.838484] [INFO ] [sig ] [2819/3599] Forecasting SATL... [2025-11-26T21:06:47.838528] [INFO ] [sig ] Generating forecast for: SATL [2025-11-26T21:06:47.838570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'. [2025-11-26T21:06:47.849801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATL'. [2025-11-26T21:06:47.850118] [INFO ] [FORECASTER] Starting predict_future for SATL [2025-11-26T21:06:47.850943] [DEBUG] [LOCAL ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt [2025-11-26T21:06:47.851012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:47.851056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:47.851096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:47.851186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:47.908708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:47.909391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:47.909492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:47.909542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:48.025782] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:48.025936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:48.025992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:48.026051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:48.029676] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=31.73%) [2025-11-26T21:06:48.029991] [INFO ] [FORECASTER] Completed predict_future for SATL [2025-11-26T21:06:48.030152] [INFO ] [sig ] SATL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:48.169790] [INFO ] [LOCAL ] Saved forecast: SATL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SATL.txt [2025-11-26T21:06:48.169942] [INFO ] [sig ] [2819/3599] Completed SATL in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:48.170005] [INFO ] [sig ] [2820/3599] Forecasting SATS... [2025-11-26T21:06:48.170053] [INFO ] [sig ] Generating forecast for: SATS [2025-11-26T21:06:48.170096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'. [2025-11-26T21:06:48.181045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATS'. [2025-11-26T21:06:48.181358] [INFO ] [FORECASTER] Starting predict_future for SATS [2025-11-26T21:06:48.182220] [DEBUG] [LOCAL ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt [2025-11-26T21:06:48.182287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:48.182332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:48.182371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:48.182459] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:48.239028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:48.239711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:48.239805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:48.239851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:48.363535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:48.363742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:48.363804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:48.363849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:48.367302] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=61.50%) [2025-11-26T21:06:48.367624] [INFO ] [FORECASTER] Completed predict_future for SATS [2025-11-26T21:06:48.367793] [INFO ] [sig ] SATS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:48.507407] [INFO ] [LOCAL ] Saved forecast: SATS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SATS.txt [2025-11-26T21:06:48.507600] [INFO ] [sig ] [2820/3599] Completed SATS in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:48.507687] [INFO ] [sig ] [2821/3599] Forecasting SAVA... [2025-11-26T21:06:48.507725] [INFO ] [sig ] Generating forecast for: SAVA [2025-11-26T21:06:48.507775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'. [2025-11-26T21:06:48.519870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAVA'. [2025-11-26T21:06:48.520193] [INFO ] [FORECASTER] Starting predict_future for SAVA [2025-11-26T21:06:48.521087] [DEBUG] [LOCAL ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt [2025-11-26T21:06:48.521170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:48.521218] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:48.521259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:48.521327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:48.581561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:48.582322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:48.582416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:48.582464] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:48.701375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:48.701565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:48.701654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:48.701695] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:48.705227] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=96.56%) [2025-11-26T21:06:48.705520] [INFO ] [FORECASTER] Completed predict_future for SAVA [2025-11-26T21:06:48.705710] [INFO ] [sig ] SAVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:48.846697] [INFO ] [LOCAL ] Saved forecast: SAVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAVA.txt [2025-11-26T21:06:48.846856] [INFO ] [sig ] [2821/3599] Completed SAVA in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:48.846905] [INFO ] [sig ] [2822/3599] Forecasting SB... [2025-11-26T21:06:48.846948] [INFO ] [sig ] Generating forecast for: SB [2025-11-26T21:06:48.846986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-11-26T21:06:48.858965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SB'. [2025-11-26T21:06:48.859328] [INFO ] [FORECASTER] Starting predict_future for SB [2025-11-26T21:06:48.860244] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-11-26T21:06:48.860313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:48.860369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:48.860419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:48.860491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:48.919891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:48.920585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:48.920705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:48.920764] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:49.040052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:49.040250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:49.040304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:49.040347] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:49.044014] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=24.50%) [2025-11-26T21:06:49.044380] [INFO ] [FORECASTER] Completed predict_future for SB [2025-11-26T21:06:49.044532] [INFO ] [sig ] SB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:49.184754] [INFO ] [LOCAL ] Saved forecast: SB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SB.txt [2025-11-26T21:06:49.184910] [INFO ] [sig ] [2822/3599] Completed SB in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:49.184964] [INFO ] [sig ] [2823/3599] Forecasting SBAC... [2025-11-26T21:06:49.185007] [INFO ] [sig ] Generating forecast for: SBAC [2025-11-26T21:06:49.185115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'. [2025-11-26T21:06:49.196521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBAC'. [2025-11-26T21:06:49.196875] [INFO ] [FORECASTER] Starting predict_future for SBAC [2025-11-26T21:06:49.197775] [DEBUG] [LOCAL ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt [2025-11-26T21:06:49.197842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:49.197897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:49.197946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:49.198026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:49.257044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:49.257831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:49.257929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:49.257971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:49.380240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:49.380436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:49.380493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:49.380528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:49.384288] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=94.83%) [2025-11-26T21:06:49.384689] [INFO ] [FORECASTER] Completed predict_future for SBAC [2025-11-26T21:06:49.384887] [INFO ] [sig ] SBAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:49.528934] [INFO ] [LOCAL ] Saved forecast: SBAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBAC.txt [2025-11-26T21:06:49.529088] [INFO ] [sig ] [2823/3599] Completed SBAC in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:49.529147] [INFO ] [sig ] [2824/3599] Forecasting SBCF... [2025-11-26T21:06:49.529186] [INFO ] [sig ] Generating forecast for: SBCF [2025-11-26T21:06:49.529226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'. [2025-11-26T21:06:49.540704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBCF'. [2025-11-26T21:06:49.541039] [INFO ] [FORECASTER] Starting predict_future for SBCF [2025-11-26T21:06:49.541880] [DEBUG] [LOCAL ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt [2025-11-26T21:06:49.541949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:49.542006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:49.542056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:49.542135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:49.600850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:49.601575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:49.601694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:49.601755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:49.718766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:49.718966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:49.719020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:49.719062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:49.722535] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=2.59%) [2025-11-26T21:06:49.722863] [INFO ] [FORECASTER] Completed predict_future for SBCF [2025-11-26T21:06:49.723024] [INFO ] [sig ] SBCF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:49.866729] [INFO ] [LOCAL ] Saved forecast: SBCF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBCF.txt [2025-11-26T21:06:49.866909] [INFO ] [sig ] [2824/3599] Completed SBCF in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:49.866964] [INFO ] [sig ] [2825/3599] Forecasting SBFM... [2025-11-26T21:06:49.867071] [INFO ] [sig ] Generating forecast for: SBFM [2025-11-26T21:06:49.867118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'. [2025-11-26T21:06:49.878621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBFM'. [2025-11-26T21:06:49.878980] [INFO ] [FORECASTER] Starting predict_future for SBFM [2025-11-26T21:06:49.879914] [DEBUG] [LOCAL ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt [2025-11-26T21:06:49.879985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:49.880042] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:49.880094] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:49.880167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:49.939639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:49.940351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:49.940449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:49.940501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:50.065722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:50.065928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:50.065983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:50.066063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:50.070099] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=49.79%) [2025-11-26T21:06:50.070486] [INFO ] [FORECASTER] Completed predict_future for SBFM [2025-11-26T21:06:50.070677] [INFO ] [sig ] SBFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:50.222240] [INFO ] [LOCAL ] Saved forecast: SBFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBFM.txt [2025-11-26T21:06:50.222409] [INFO ] [sig ] [2825/3599] Completed SBFM in 0.4s | 2.90 sym/s | Total: 16.2m | ETA: 4.5m [2025-11-26T21:06:50.222481] [INFO ] [sig ] [2826/3599] Forecasting SBGI... [2025-11-26T21:06:50.222535] [INFO ] [sig ] Generating forecast for: SBGI [2025-11-26T21:06:50.222577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'. [2025-11-26T21:06:50.233193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBGI'. [2025-11-26T21:06:50.233526] [INFO ] [FORECASTER] Starting predict_future for SBGI [2025-11-26T21:06:50.234374] [DEBUG] [LOCAL ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt [2025-11-26T21:06:50.234443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:50.234488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:50.234526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:50.234595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:50.292667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:50.293324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:50.293418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:50.293463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:50.411957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:50.412164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:50.412223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:50.412268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:50.415819] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=58.16%) [2025-11-26T21:06:50.416147] [INFO ] [FORECASTER] Completed predict_future for SBGI [2025-11-26T21:06:50.416298] [INFO ] [sig ] SBGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:50.558337] [INFO ] [LOCAL ] Saved forecast: SBGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBGI.txt [2025-11-26T21:06:50.558495] [INFO ] [sig ] [2826/3599] Completed SBGI in 0.3s | 2.90 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:06:50.558554] [INFO ] [sig ] [2827/3599] Forecasting SBH... [2025-11-26T21:06:50.558597] [INFO ] [sig ] Generating forecast for: SBH [2025-11-26T21:06:50.558659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-11-26T21:06:50.570113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBH'. [2025-11-26T21:06:50.570440] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-11-26T21:06:50.571293] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-11-26T21:06:50.571364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:50.571411] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:50.571451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:50.571522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:50.630060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:50.630765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:50.630861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:50.630908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:50.754530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:50.754742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:50.754798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:50.754840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:50.758294] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=28.63%) [2025-11-26T21:06:50.758589] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-11-26T21:06:50.758757] [INFO ] [sig ] SBH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:50.905676] [INFO ] [LOCAL ] Saved forecast: SBH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBH.txt [2025-11-26T21:06:50.905863] [INFO ] [sig ] [2827/3599] Completed SBH in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:50.905932] [INFO ] [sig ] [2828/3599] Forecasting SBI... [2025-11-26T21:06:50.905976] [INFO ] [sig ] Generating forecast for: SBI [2025-11-26T21:06:50.906019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-11-26T21:06:50.917194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBI'. [2025-11-26T21:06:50.917548] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-11-26T21:06:50.918392] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-11-26T21:06:50.918463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:50.918514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:50.918547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:50.918618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:50.980504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:50.981436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:50.981538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:50.981585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:51.097383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:51.097601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:51.097676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:51.097719] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:51.101202] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=59.17%) [2025-11-26T21:06:51.101556] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-11-26T21:06:51.101737] [INFO ] [sig ] SBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:51.246113] [INFO ] [LOCAL ] Saved forecast: SBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBI.txt [2025-11-26T21:06:51.246263] [INFO ] [sig ] [2828/3599] Completed SBI in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:51.246317] [INFO ] [sig ] [2829/3599] Forecasting SBLK... [2025-11-26T21:06:51.246358] [INFO ] [sig ] Generating forecast for: SBLK [2025-11-26T21:06:51.246400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'. [2025-11-26T21:06:51.258439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBLK'. [2025-11-26T21:06:51.258776] [INFO ] [FORECASTER] Starting predict_future for SBLK [2025-11-26T21:06:51.259589] [DEBUG] [LOCAL ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt [2025-11-26T21:06:51.259678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:51.259725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:51.259761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:51.259829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:51.318546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:51.319242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:51.319339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:51.319387] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:51.439865] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:51.440065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:51.440119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:51.440162] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:51.443675] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=54.36%) [2025-11-26T21:06:51.443970] [INFO ] [FORECASTER] Completed predict_future for SBLK [2025-11-26T21:06:51.444118] [INFO ] [sig ] SBLK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:51.586371] [INFO ] [LOCAL ] Saved forecast: SBLK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBLK.txt [2025-11-26T21:06:51.586528] [INFO ] [sig ] [2829/3599] Completed SBLK in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:51.586583] [INFO ] [sig ] [2830/3599] Forecasting SBRA... [2025-11-26T21:06:51.586626] [INFO ] [sig ] Generating forecast for: SBRA [2025-11-26T21:06:51.586700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'. [2025-11-26T21:06:51.598084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBRA'. [2025-11-26T21:06:51.598384] [INFO ] [FORECASTER] Starting predict_future for SBRA [2025-11-26T21:06:51.599217] [DEBUG] [LOCAL ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt [2025-11-26T21:06:51.599286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:51.599332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:51.599372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:51.599442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:51.657241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:51.658254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:51.658377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:51.658438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:51.779023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:51.779216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:51.779270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:51.779314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:51.782796] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=30.32%) [2025-11-26T21:06:51.783094] [INFO ] [FORECASTER] Completed predict_future for SBRA [2025-11-26T21:06:51.783241] [INFO ] [sig ] SBRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:51.929291] [INFO ] [LOCAL ] Saved forecast: SBRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBRA.txt [2025-11-26T21:06:51.929444] [INFO ] [sig ] [2830/3599] Completed SBRA in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:51.929500] [INFO ] [sig ] [2831/3599] Forecasting SBS... [2025-11-26T21:06:51.929547] [INFO ] [sig ] Generating forecast for: SBS [2025-11-26T21:06:51.929590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-11-26T21:06:51.941082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBS'. [2025-11-26T21:06:51.941378] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-11-26T21:06:51.942209] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-11-26T21:06:51.942278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:51.942315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:51.942351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:51.942421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:51.999790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:52.000486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:52.000580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:52.000628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:52.129892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:52.130079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:52.130132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:52.130172] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:52.133632] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=57.46%) [2025-11-26T21:06:52.133945] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-11-26T21:06:52.134093] [INFO ] [sig ] SBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:52.278120] [INFO ] [LOCAL ] Saved forecast: SBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBS.txt [2025-11-26T21:06:52.278282] [INFO ] [sig ] [2831/3599] Completed SBS in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:52.278337] [INFO ] [sig ] [2832/3599] Forecasting SBSI... [2025-11-26T21:06:52.278380] [INFO ] [sig ] Generating forecast for: SBSI [2025-11-26T21:06:52.278422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-11-26T21:06:52.289804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBSI'. [2025-11-26T21:06:52.290178] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-11-26T21:06:52.291038] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-11-26T21:06:52.291108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:52.291167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:52.291209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:52.291282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:52.351290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:52.352146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:52.352247] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:52.352295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:52.469336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:52.469551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:52.469617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:52.469685] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:52.473665] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=14.25%) [2025-11-26T21:06:52.474073] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-11-26T21:06:52.474242] [INFO ] [sig ] SBSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:52.619961] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBSI.txt [2025-11-26T21:06:52.620123] [INFO ] [sig ] [2832/3599] Completed SBSI in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:52.620180] [INFO ] [sig ] [2833/3599] Forecasting SBUX... [2025-11-26T21:06:52.620217] [INFO ] [sig ] Generating forecast for: SBUX [2025-11-26T21:06:52.620260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'. [2025-11-26T21:06:52.631317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBUX'. [2025-11-26T21:06:52.631671] [INFO ] [FORECASTER] Starting predict_future for SBUX [2025-11-26T21:06:52.632557] [DEBUG] [LOCAL ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt [2025-11-26T21:06:52.632669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:52.632720] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:52.632761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:52.632831] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:52.695301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:52.696300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:52.696408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:52.696456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:52.818632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:52.818848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:52.818903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:52.818944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:52.822408] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-11-26T21:06:52.822726] [INFO ] [FORECASTER] Completed predict_future for SBUX [2025-11-26T21:06:52.822870] [INFO ] [sig ] SBUX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:52.967051] [INFO ] [LOCAL ] Saved forecast: SBUX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBUX.txt [2025-11-26T21:06:52.967246] [INFO ] [sig ] [2833/3599] Completed SBUX in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:52.967302] [INFO ] [sig ] [2834/3599] Forecasting SCD... [2025-11-26T21:06:52.967348] [INFO ] [sig ] Generating forecast for: SCD [2025-11-26T21:06:52.967390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-11-26T21:06:52.980005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCD'. [2025-11-26T21:06:52.980375] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-11-26T21:06:52.981250] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-11-26T21:06:52.981320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:52.981368] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:52.981406] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:52.981474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:53.040133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:53.040991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:53.041092] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:53.041138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:53.157024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:53.157220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:53.157277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:53.157321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:53.160887] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=86.29%) [2025-11-26T21:06:53.161206] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-11-26T21:06:53.161357] [INFO ] [sig ] SCD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:53.301512] [INFO ] [LOCAL ] Saved forecast: SCD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCD.txt [2025-11-26T21:06:53.301710] [INFO ] [sig ] [2834/3599] Completed SCD in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:53.301763] [INFO ] [sig ] [2835/3599] Forecasting SCHL... [2025-11-26T21:06:53.301809] [INFO ] [sig ] Generating forecast for: SCHL [2025-11-26T21:06:53.301851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'. [2025-11-26T21:06:53.313766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCHL'. [2025-11-26T21:06:53.314142] [INFO ] [FORECASTER] Starting predict_future for SCHL [2025-11-26T21:06:53.315040] [DEBUG] [LOCAL ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt [2025-11-26T21:06:53.315111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:53.315152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:53.315192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:53.315261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:53.374676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:53.375586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:53.375718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:53.375773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:53.504051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:53.504244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:53.504297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:53.504338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:53.507801] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T21:06:53.508098] [INFO ] [FORECASTER] Completed predict_future for SCHL [2025-11-26T21:06:53.508248] [INFO ] [sig ] SCHL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:53.647929] [INFO ] [LOCAL ] Saved forecast: SCHL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SCHL.txt [2025-11-26T21:06:53.648096] [INFO ] [sig ] [2835/3599] Completed SCHL in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:53.648159] [INFO ] [sig ] [2836/3599] Forecasting SCI... [2025-11-26T21:06:53.648204] [INFO ] [sig ] Generating forecast for: SCI [2025-11-26T21:06:53.648246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-11-26T21:06:53.659079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCI'. [2025-11-26T21:06:53.659444] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-11-26T21:06:53.660305] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-11-26T21:06:53.660375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:53.660420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:53.660459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:53.660539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:53.716952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:53.717679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:53.717775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:53.717831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:53.834424] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:53.834611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:53.834682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:53.834726] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:53.838120] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=59.64%) [2025-11-26T21:06:53.838409] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-11-26T21:06:53.838552] [INFO ] [sig ] SCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:53.977773] [INFO ] [LOCAL ] Saved forecast: SCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCI.txt [2025-11-26T21:06:53.977916] [INFO ] [sig ] [2836/3599] Completed SCI in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:53.977965] [INFO ] [sig ] [2837/3599] Forecasting SCL... [2025-11-26T21:06:53.978007] [INFO ] [sig ] Generating forecast for: SCL [2025-11-26T21:06:53.978044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-11-26T21:06:53.989303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCL'. [2025-11-26T21:06:53.989631] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-11-26T21:06:53.990469] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-11-26T21:06:53.990538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:53.990576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:53.990617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:53.990706] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:54.048213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:54.048920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:54.049013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:54.049060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:54.165156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:54.165345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:54.165398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:54.165440] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:54.168936] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=57.52%) [2025-11-26T21:06:54.169252] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-11-26T21:06:54.169423] [INFO ] [sig ] SCL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:54.308662] [INFO ] [LOCAL ] Saved forecast: SCL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCL.txt [2025-11-26T21:06:54.308834] [INFO ] [sig ] [2837/3599] Completed SCL in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:54.308887] [INFO ] [sig ] [2838/3599] Forecasting SCLX... [2025-11-26T21:06:54.308930] [INFO ] [sig ] Generating forecast for: SCLX [2025-11-26T21:06:54.308971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'. [2025-11-26T21:06:54.320090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCLX'. [2025-11-26T21:06:54.320389] [INFO ] [FORECASTER] Starting predict_future for SCLX [2025-11-26T21:06:54.321215] [DEBUG] [LOCAL ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt [2025-11-26T21:06:54.321283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:54.321329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:54.321368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:54.321436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:54.378059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:54.378970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:54.379072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:54.379118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:54.499470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:54.499707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:54.499767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:54.499813] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:54.503265] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=82.45%) [2025-11-26T21:06:54.503564] [INFO ] [FORECASTER] Completed predict_future for SCLX [2025-11-26T21:06:54.503756] [INFO ] [sig ] SCLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:54.645281] [INFO ] [LOCAL ] Saved forecast: SCLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCLX.txt [2025-11-26T21:06:54.645487] [INFO ] [sig ] [2838/3599] Completed SCLX in 0.3s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:54.645552] [INFO ] [sig ] [2839/3599] Forecasting SCM... [2025-11-26T21:06:54.645598] [INFO ] [sig ] Generating forecast for: SCM [2025-11-26T21:06:54.645664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-11-26T21:06:54.661205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCM'. [2025-11-26T21:06:54.661662] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-11-26T21:06:54.662512] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-11-26T21:06:54.662590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:54.662636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:54.662702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:54.662798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:54.721379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:54.722325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:54.722438] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:54.722486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:54.847461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:54.847856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:54.847916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:54.847981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:54.852417] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=75.48%) [2025-11-26T21:06:54.852872] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-11-26T21:06:54.853075] [INFO ] [sig ] SCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:55.018214] [INFO ] [LOCAL ] Saved forecast: SCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCM.txt [2025-11-26T21:06:55.018427] [INFO ] [sig ] [2839/3599] Completed SCM in 0.4s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:55.018489] [INFO ] [sig ] [2840/3599] Forecasting SCS... [2025-11-26T21:06:55.018534] [INFO ] [sig ] Generating forecast for: SCS [2025-11-26T21:06:55.018576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-11-26T21:06:55.031923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCS'. [2025-11-26T21:06:55.032470] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-11-26T21:06:55.033438] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-11-26T21:06:55.033513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:55.033563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:55.033606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:55.033694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:55.118865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:55.120190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:55.120360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:55.120437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:55.281591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:55.281821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:55.281871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:55.281918] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:55.285903] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=81.22%) [2025-11-26T21:06:55.286266] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-11-26T21:06:55.286435] [INFO ] [sig ] SCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:55.481775] [INFO ] [LOCAL ] Saved forecast: SCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCS.txt [2025-11-26T21:06:55.482036] [INFO ] [sig ] [2840/3599] Completed SCS in 0.5s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:55.482118] [INFO ] [sig ] [2841/3599] Forecasting SCSC... [2025-11-26T21:06:55.482184] [INFO ] [sig ] Generating forecast for: SCSC [2025-11-26T21:06:55.482234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'. [2025-11-26T21:06:55.513304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCSC'. [2025-11-26T21:06:55.513923] [INFO ] [FORECASTER] Starting predict_future for SCSC [2025-11-26T21:06:55.514974] [DEBUG] [LOCAL ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt [2025-11-26T21:06:55.515051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:55.515099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:55.515139] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:55.515213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:55.581989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:55.583064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:55.583226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:55.583320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:55.725135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:55.725337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:55.725395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:55.725443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:55.729843] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=13.71%) [2025-11-26T21:06:55.730354] [INFO ] [FORECASTER] Completed predict_future for SCSC [2025-11-26T21:06:55.730573] [INFO ] [sig ] SCSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:55.886482] [INFO ] [LOCAL ] Saved forecast: SCSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SCSC.txt [2025-11-26T21:06:55.886724] [INFO ] [sig ] [2841/3599] Completed SCSC in 0.4s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:55.886796] [INFO ] [sig ] [2842/3599] Forecasting SCVL... [2025-11-26T21:06:55.886840] [INFO ] [sig ] Generating forecast for: SCVL [2025-11-26T21:06:55.886882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'. [2025-11-26T21:06:55.900614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCVL'. [2025-11-26T21:06:55.901092] [INFO ] [FORECASTER] Starting predict_future for SCVL [2025-11-26T21:06:55.902010] [DEBUG] [LOCAL ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt [2025-11-26T21:06:55.902082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:55.902129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:55.902166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:55.902236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:55.963124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:55.964098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:55.964220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:55.964286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:56.097630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:56.097886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:56.097955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:56.098013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:56.102517] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=5.51%) [2025-11-26T21:06:56.102890] [INFO ] [FORECASTER] Completed predict_future for SCVL [2025-11-26T21:06:56.103063] [INFO ] [sig ] SCVL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:56.247747] [INFO ] [LOCAL ] Saved forecast: SCVL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SCVL.txt [2025-11-26T21:06:56.247956] [INFO ] [sig ] [2842/3599] Completed SCVL in 0.4s | 2.90 sym/s | Total: 16.3m | ETA: 4.4m [2025-11-26T21:06:56.248014] [INFO ] [sig ] [2843/3599] Forecasting SCZ... [2025-11-26T21:06:56.248088] [INFO ] [sig ] Generating forecast for: SCZ [2025-11-26T21:06:56.248139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'. [2025-11-26T21:06:56.259818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCZ'. [2025-11-26T21:06:56.260210] [INFO ] [FORECASTER] Starting predict_future for SCZ [2025-11-26T21:06:56.261124] [DEBUG] [LOCAL ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt [2025-11-26T21:06:56.261193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:56.261239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:56.261293] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:56.261362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:56.320215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:56.321132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:56.321237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:56.321285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:56.448240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:56.448448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:56.448505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:56.448552] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:56.452353] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=88.03%) [2025-11-26T21:06:56.452714] [INFO ] [FORECASTER] Completed predict_future for SCZ [2025-11-26T21:06:56.452876] [INFO ] [sig ] SCZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:56.598360] [INFO ] [LOCAL ] Saved forecast: SCZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCZ.txt [2025-11-26T21:06:56.598552] [INFO ] [sig ] [2843/3599] Completed SCZ in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:56.598608] [INFO ] [sig ] [2844/3599] Forecasting SD... [2025-11-26T21:06:56.598676] [INFO ] [sig ] Generating forecast for: SD [2025-11-26T21:06:56.598723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-11-26T21:06:56.611741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SD'. [2025-11-26T21:06:56.612244] [INFO ] [FORECASTER] Starting predict_future for SD [2025-11-26T21:06:56.613202] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-11-26T21:06:56.613277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:56.613326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:56.613367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:56.613446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:56.675946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:56.677073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:56.677186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:56.677234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:56.801961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:56.802227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:56.802295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:56.802343] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:56.806887] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-11-26T21:06:56.807292] [INFO ] [FORECASTER] Completed predict_future for SD [2025-11-26T21:06:56.807482] [INFO ] [sig ] SD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:56.957544] [INFO ] [LOCAL ] Saved forecast: SD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SD.txt [2025-11-26T21:06:56.957824] [INFO ] [sig ] [2844/3599] Completed SD in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:56.957888] [INFO ] [sig ] [2845/3599] Forecasting SDA... [2025-11-26T21:06:56.957936] [INFO ] [sig ] Generating forecast for: SDA [2025-11-26T21:06:56.957990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'. [2025-11-26T21:06:56.971739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDA'. [2025-11-26T21:06:56.972267] [INFO ] [FORECASTER] Starting predict_future for SDA [2025-11-26T21:06:56.973324] [DEBUG] [LOCAL ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt [2025-11-26T21:06:56.973401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:56.973456] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:56.973507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:56.973582] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:57.033627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:57.034768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:57.034880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:57.034929] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:57.155977] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:57.156178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:57.156233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:57.156274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:57.159834] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-11-26T21:06:57.160159] [INFO ] [FORECASTER] Completed predict_future for SDA [2025-11-26T21:06:57.160317] [INFO ] [sig ] SDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:57.306297] [INFO ] [LOCAL ] Saved forecast: SDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SDA.txt [2025-11-26T21:06:57.306490] [INFO ] [sig ] [2845/3599] Completed SDA in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:57.306543] [INFO ] [sig ] [2846/3599] Forecasting SDHY... [2025-11-26T21:06:57.306586] [INFO ] [sig ] Generating forecast for: SDHY [2025-11-26T21:06:57.306635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-11-26T21:06:57.319179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDHY'. [2025-11-26T21:06:57.319610] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-11-26T21:06:57.320621] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-11-26T21:06:57.320891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:57.320952] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:57.320993] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:57.321063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:57.381964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:57.382925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:57.383034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:57.383084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:57.505467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:57.505691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:57.505749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:57.505786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:57.509426] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-11-26T21:06:57.509763] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-11-26T21:06:57.509936] [INFO ] [sig ] SDHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:57.666448] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SDHY.txt [2025-11-26T21:06:57.666680] [INFO ] [sig ] [2846/3599] Completed SDHY in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:57.666743] [INFO ] [sig ] [2847/3599] Forecasting SDRL... [2025-11-26T21:06:57.666787] [INFO ] [sig ] Generating forecast for: SDRL [2025-11-26T21:06:57.666839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-11-26T21:06:57.679368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDRL'. [2025-11-26T21:06:57.679798] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-11-26T21:06:57.680664] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-11-26T21:06:57.680736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:57.680783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:57.680821] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:57.680892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:57.737717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:57.738684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:57.738792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:57.738836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:57.856472] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:57.856771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:57.856829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:57.856873] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:57.860606] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=97.94%) [2025-11-26T21:06:57.860988] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-11-26T21:06:57.861166] [INFO ] [sig ] SDRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:06:58.011991] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SDRL.txt [2025-11-26T21:06:58.012185] [INFO ] [sig ] [2847/3599] Completed SDRL in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:58.012242] [INFO ] [sig ] [2848/3599] Forecasting SDVY... [2025-11-26T21:06:58.012289] [INFO ] [sig ] Generating forecast for: SDVY [2025-11-26T21:06:58.012330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'. [2025-11-26T21:06:58.023640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDVY'. [2025-11-26T21:06:58.024014] [INFO ] [FORECASTER] Starting predict_future for SDVY [2025-11-26T21:06:58.024882] [DEBUG] [LOCAL ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt [2025-11-26T21:06:58.024954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:58.025012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:58.025058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:58.025127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:58.087079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:58.088411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:58.088558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:58.088625] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:58.211757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:58.211970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:58.212025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:58.212073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:58.216342] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=11.26%) [2025-11-26T21:06:58.216737] [INFO ] [FORECASTER] Completed predict_future for SDVY [2025-11-26T21:06:58.216918] [INFO ] [sig ] SDVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:58.377780] [INFO ] [LOCAL ] Saved forecast: SDVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SDVY.txt [2025-11-26T21:06:58.378013] [INFO ] [sig ] [2848/3599] Completed SDVY in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:58.378088] [INFO ] [sig ] [2849/3599] Forecasting SE... [2025-11-26T21:06:58.378144] [INFO ] [sig ] Generating forecast for: SE [2025-11-26T21:06:58.378200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-11-26T21:06:58.390482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SE'. [2025-11-26T21:06:58.390865] [INFO ] [FORECASTER] Starting predict_future for SE [2025-11-26T21:06:58.391793] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-11-26T21:06:58.391866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:58.391923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:58.391973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:58.392054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:58.452463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:58.453416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:58.453522] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:58.453581] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:58.578834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:58.579034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:58.579093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:58.579157] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:58.582732] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=22.53%) [2025-11-26T21:06:58.583059] [INFO ] [FORECASTER] Completed predict_future for SE [2025-11-26T21:06:58.583232] [INFO ] [sig ] SE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:58.731276] [INFO ] [LOCAL ] Saved forecast: SE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SE.txt [2025-11-26T21:06:58.731492] [INFO ] [sig ] [2849/3599] Completed SE in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:58.731555] [INFO ] [sig ] [2850/3599] Forecasting SEDG... [2025-11-26T21:06:58.731602] [INFO ] [sig ] Generating forecast for: SEDG [2025-11-26T21:06:58.731667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'. [2025-11-26T21:06:58.744556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEDG'. [2025-11-26T21:06:58.745091] [INFO ] [FORECASTER] Starting predict_future for SEDG [2025-11-26T21:06:58.746149] [DEBUG] [LOCAL ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt [2025-11-26T21:06:58.746230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:58.746288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:58.746339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:58.746423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:58.809992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:58.811004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:58.811120] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:58.811179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:58.931547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:58.931760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:58.931815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:58.931856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:58.935343] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=20.57%) [2025-11-26T21:06:58.935666] [INFO ] [FORECASTER] Completed predict_future for SEDG [2025-11-26T21:06:58.935827] [INFO ] [sig ] SEDG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:59.078801] [INFO ] [LOCAL ] Saved forecast: SEDG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEDG.txt [2025-11-26T21:06:59.078956] [INFO ] [sig ] [2850/3599] Completed SEDG in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:59.079010] [INFO ] [sig ] [2851/3599] Forecasting SEE... [2025-11-26T21:06:59.079052] [INFO ] [sig ] Generating forecast for: SEE [2025-11-26T21:06:59.079095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-11-26T21:06:59.090287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEE'. [2025-11-26T21:06:59.090596] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-11-26T21:06:59.091442] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-11-26T21:06:59.091512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:59.091567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:59.091617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:59.091717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:59.149529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:59.150204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:59.150299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:59.150356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:59.276250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:59.276426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:59.276477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:59.276519] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:59.280038] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-11-26T21:06:59.280349] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-11-26T21:06:59.280494] [INFO ] [sig ] SEE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:59.422452] [INFO ] [LOCAL ] Saved forecast: SEE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEE.txt [2025-11-26T21:06:59.422604] [INFO ] [sig ] [2851/3599] Completed SEE in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:59.422675] [INFO ] [sig ] [2852/3599] Forecasting SEIC... [2025-11-26T21:06:59.422719] [INFO ] [sig ] Generating forecast for: SEIC [2025-11-26T21:06:59.422764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'. [2025-11-26T21:06:59.434023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEIC'. [2025-11-26T21:06:59.434343] [INFO ] [FORECASTER] Starting predict_future for SEIC [2025-11-26T21:06:59.435173] [DEBUG] [LOCAL ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt [2025-11-26T21:06:59.435241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:59.435287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:59.435327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:59.435394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:59.492511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:59.493214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:59.493309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:59.493350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:59.612030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:59.612223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:59.612274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:59.612312] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:59.615719] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=42.93%) [2025-11-26T21:06:59.616007] [INFO ] [FORECASTER] Completed predict_future for SEIC [2025-11-26T21:06:59.616153] [INFO ] [sig ] SEIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:06:59.757347] [INFO ] [LOCAL ] Saved forecast: SEIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEIC.txt [2025-11-26T21:06:59.757517] [INFO ] [sig ] [2852/3599] Completed SEIC in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:06:59.757582] [INFO ] [sig ] [2853/3599] Forecasting SELF... [2025-11-26T21:06:59.757624] [INFO ] [sig ] Generating forecast for: SELF [2025-11-26T21:06:59.757681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'. [2025-11-26T21:06:59.772472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SELF'. [2025-11-26T21:06:59.773079] [INFO ] [FORECASTER] Starting predict_future for SELF [2025-11-26T21:06:59.774329] [DEBUG] [LOCAL ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt [2025-11-26T21:06:59.774417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:06:59.774485] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:06:59.774549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:06:59.774685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:06:59.840094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:06:59.841231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:06:59.841336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:06:59.841384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:06:59.954219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:06:59.954415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:06:59.954487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:06:59.954546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:06:59.958139] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=90.97%) [2025-11-26T21:06:59.958474] [INFO ] [FORECASTER] Completed predict_future for SELF [2025-11-26T21:06:59.958660] [INFO ] [sig ] SELF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:00.106205] [INFO ] [LOCAL ] Saved forecast: SELF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SELF.txt [2025-11-26T21:07:00.106390] [INFO ] [sig ] [2853/3599] Completed SELF in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:00.106475] [INFO ] [sig ] [2854/3599] Forecasting SEM... [2025-11-26T21:07:00.106539] [INFO ] [sig ] Generating forecast for: SEM [2025-11-26T21:07:00.106596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-11-26T21:07:00.118594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEM'. [2025-11-26T21:07:00.118972] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-11-26T21:07:00.119922] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-11-26T21:07:00.120004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:00.120071] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:00.120124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:00.120222] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:00.179337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:00.180284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:00.180399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:00.180461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:00.298734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:00.298921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:00.298979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:00.299022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:00.302567] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=58.65%) [2025-11-26T21:07:00.302915] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-11-26T21:07:00.303070] [INFO ] [sig ] SEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:00.448445] [INFO ] [LOCAL ] Saved forecast: SEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SEM.txt [2025-11-26T21:07:00.448660] [INFO ] [sig ] [2854/3599] Completed SEM in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:00.448761] [INFO ] [sig ] [2855/3599] Forecasting SENEA... [2025-11-26T21:07:00.448815] [INFO ] [sig ] Generating forecast for: SENEA [2025-11-26T21:07:00.448882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'. [2025-11-26T21:07:00.462990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENEA'. [2025-11-26T21:07:00.463394] [INFO ] [FORECASTER] Starting predict_future for SENEA [2025-11-26T21:07:00.464608] [DEBUG] [LOCAL ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt [2025-11-26T21:07:00.464727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:00.464817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:00.464917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:00.465050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:00.542520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:00.543443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:00.543559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:00.543632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:00.675548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:00.675729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:00.675786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:00.675826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:00.680067] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=56.96%) [2025-11-26T21:07:00.680448] [INFO ] [FORECASTER] Completed predict_future for SENEA [2025-11-26T21:07:00.680612] [INFO ] [sig ] SENEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:00.831553] [INFO ] [LOCAL ] Saved forecast: SENEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SENEA.txt [2025-11-26T21:07:00.831805] [INFO ] [sig ] [2855/3599] Completed SENEA in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:00.831888] [INFO ] [sig ] [2856/3599] Forecasting SENS... [2025-11-26T21:07:00.831968] [INFO ] [sig ] Generating forecast for: SENS [2025-11-26T21:07:00.832053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'. [2025-11-26T21:07:00.844587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENS'. [2025-11-26T21:07:00.845066] [INFO ] [FORECASTER] Starting predict_future for SENS [2025-11-26T21:07:00.846049] [DEBUG] [LOCAL ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt [2025-11-26T21:07:00.846149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:00.846234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:00.846308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:00.846438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:00.906600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:00.907554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:00.907701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:00.907787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:01.030569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:01.030830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:01.030907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:01.031951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:01.035737] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=36.29%) [2025-11-26T21:07:01.036184] [INFO ] [FORECASTER] Completed predict_future for SENS [2025-11-26T21:07:01.036396] [INFO ] [sig ] SENS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:01.184333] [INFO ] [LOCAL ] Saved forecast: SENS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SENS.txt [2025-11-26T21:07:01.184531] [INFO ] [sig ] [2856/3599] Completed SENS in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:01.184610] [INFO ] [sig ] [2857/3599] Forecasting SERA... [2025-11-26T21:07:01.184708] [INFO ] [sig ] Generating forecast for: SERA [2025-11-26T21:07:01.184770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'. [2025-11-26T21:07:01.196301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SERA'. [2025-11-26T21:07:01.196633] [INFO ] [FORECASTER] Starting predict_future for SERA [2025-11-26T21:07:01.197527] [DEBUG] [LOCAL ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt [2025-11-26T21:07:01.197605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:01.197683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:01.197739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:01.197833] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:01.260895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:01.261735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:01.261845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:01.261909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:01.383607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:01.383821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:01.383874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:01.383916] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:01.387392] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=5.95%) [2025-11-26T21:07:01.387754] [INFO ] [FORECASTER] Completed predict_future for SERA [2025-11-26T21:07:01.387925] [INFO ] [sig ] SERA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:01.527009] [INFO ] [LOCAL ] Saved forecast: SERA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SERA.txt [2025-11-26T21:07:01.527205] [INFO ] [sig ] [2857/3599] Completed SERA in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:01.527260] [INFO ] [sig ] [2858/3599] Forecasting SES... [2025-11-26T21:07:01.527305] [INFO ] [sig ] Generating forecast for: SES [2025-11-26T21:07:01.527348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-11-26T21:07:01.542635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SES'. [2025-11-26T21:07:01.543252] [INFO ] [FORECASTER] Starting predict_future for SES [2025-11-26T21:07:01.544466] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-11-26T21:07:01.544563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:01.544628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:01.544721] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:01.544824] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:01.615942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:01.616919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:01.617026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:01.617074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:01.743360] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:01.743568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:01.743623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:01.743692] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:01.747462] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-11-26T21:07:01.747883] [INFO ] [FORECASTER] Completed predict_future for SES [2025-11-26T21:07:01.748041] [INFO ] [sig ] SES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:01.897515] [INFO ] [LOCAL ] Saved forecast: SES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SES.txt [2025-11-26T21:07:01.897708] [INFO ] [sig ] [2858/3599] Completed SES in 0.4s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:01.897768] [INFO ] [sig ] [2859/3599] Forecasting SEVN... [2025-11-26T21:07:01.897814] [INFO ] [sig ] Generating forecast for: SEVN [2025-11-26T21:07:01.897858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'. [2025-11-26T21:07:01.910368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEVN'. [2025-11-26T21:07:01.910819] [INFO ] [FORECASTER] Starting predict_future for SEVN [2025-11-26T21:07:01.911682] [DEBUG] [LOCAL ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt [2025-11-26T21:07:01.911752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:01.911799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:01.911839] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:01.911910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:01.969487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:01.970438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:01.970552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:01.970599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:02.092065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:02.092259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:02.092313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:02.092354] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:02.095852] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-11-26T21:07:02.096146] [INFO ] [FORECASTER] Completed predict_future for SEVN [2025-11-26T21:07:02.096292] [INFO ] [sig ] SEVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:02.236702] [INFO ] [LOCAL ] Saved forecast: SEVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEVN.txt [2025-11-26T21:07:02.236865] [INFO ] [sig ] [2859/3599] Completed SEVN in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:02.236929] [INFO ] [sig ] [2860/3599] Forecasting SEZL... [2025-11-26T21:07:02.236974] [INFO ] [sig ] Generating forecast for: SEZL [2025-11-26T21:07:02.237016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'. [2025-11-26T21:07:02.248628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEZL'. [2025-11-26T21:07:02.248946] [INFO ] [FORECASTER] Starting predict_future for SEZL [2025-11-26T21:07:02.249770] [DEBUG] [LOCAL ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt [2025-11-26T21:07:02.249840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:02.249885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:02.249924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:02.249992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:02.307830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:02.308509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:02.308606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:02.308670] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:02.424455] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:02.424604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:02.424675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:02.424716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:02.428112] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=54.42%) [2025-11-26T21:07:02.428408] [INFO ] [FORECASTER] Completed predict_future for SEZL [2025-11-26T21:07:02.428556] [INFO ] [sig ] SEZL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:02.571686] [INFO ] [LOCAL ] Saved forecast: SEZL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SEZL.txt [2025-11-26T21:07:02.571852] [INFO ] [sig ] [2860/3599] Completed SEZL in 0.3s | 2.90 sym/s | Total: 16.4m | ETA: 4.3m [2025-11-26T21:07:02.571917] [INFO ] [sig ] [2861/3599] Forecasting SF... [2025-11-26T21:07:02.571959] [INFO ] [sig ] Generating forecast for: SF [2025-11-26T21:07:02.572003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-11-26T21:07:02.583328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SF'. [2025-11-26T21:07:02.583620] [INFO ] [FORECASTER] Starting predict_future for SF [2025-11-26T21:07:02.584450] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-11-26T21:07:02.584519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:02.584564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:02.584614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:02.584710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:02.643065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:02.643721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:02.643832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:02.643887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:02.772432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:02.772657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:02.772733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:02.772779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:02.776379] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-11-26T21:07:02.776729] [INFO ] [FORECASTER] Completed predict_future for SF [2025-11-26T21:07:02.776896] [INFO ] [sig ] SF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:02.919242] [INFO ] [LOCAL ] Saved forecast: SF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SF.txt [2025-11-26T21:07:02.919400] [INFO ] [sig ] [2861/3599] Completed SF in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:02.919453] [INFO ] [sig ] [2862/3599] Forecasting SFB... [2025-11-26T21:07:02.919496] [INFO ] [sig ] Generating forecast for: SFB [2025-11-26T21:07:02.919550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-11-26T21:07:02.931041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFB'. [2025-11-26T21:07:02.931349] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-11-26T21:07:02.932210] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-11-26T21:07:02.932279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:02.932325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:02.932376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:02.932456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:02.991271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:02.991946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:02.992040] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:02.992088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:03.102155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:03.102347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:03.102401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:03.102457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:03.105996] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=19.41%) [2025-11-26T21:07:03.106305] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-11-26T21:07:03.106468] [INFO ] [sig ] SFB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:03.248268] [INFO ] [LOCAL ] Saved forecast: SFB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SFB.txt [2025-11-26T21:07:03.248450] [INFO ] [sig ] [2862/3599] Completed SFB in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:03.248521] [INFO ] [sig ] [2863/3599] Forecasting SFBS... [2025-11-26T21:07:03.248573] [INFO ] [sig ] Generating forecast for: SFBS [2025-11-26T21:07:03.248626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-11-26T21:07:03.259891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFBS'. [2025-11-26T21:07:03.260191] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-11-26T21:07:03.261024] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-11-26T21:07:03.261093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:03.261137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:03.261177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:03.261245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:03.318369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:03.319254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:03.319349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:03.319396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:03.440738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:03.440920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:03.441007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:03.441062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:03.444566] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-11-26T21:07:03.444891] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-11-26T21:07:03.445051] [INFO ] [sig ] SFBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:03.584786] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFBS.txt [2025-11-26T21:07:03.584928] [INFO ] [sig ] [2863/3599] Completed SFBS in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:03.584982] [INFO ] [sig ] [2864/3599] Forecasting SFIX... [2025-11-26T21:07:03.585024] [INFO ] [sig ] Generating forecast for: SFIX [2025-11-26T21:07:03.585092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'. [2025-11-26T21:07:03.595994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFIX'. [2025-11-26T21:07:03.596290] [INFO ] [FORECASTER] Starting predict_future for SFIX [2025-11-26T21:07:03.597122] [DEBUG] [LOCAL ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt [2025-11-26T21:07:03.597190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:03.597235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:03.597275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:03.597344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:03.660302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:03.661213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:03.661310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:03.661357] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:03.778751] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:03.778919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:03.778973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:03.779015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:03.782335] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=91.71%) [2025-11-26T21:07:03.782620] [INFO ] [FORECASTER] Completed predict_future for SFIX [2025-11-26T21:07:03.782783] [INFO ] [sig ] SFIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:03.921430] [INFO ] [LOCAL ] Saved forecast: SFIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFIX.txt [2025-11-26T21:07:03.921564] [INFO ] [sig ] [2864/3599] Completed SFIX in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:03.921618] [INFO ] [sig ] [2865/3599] Forecasting SFL... [2025-11-26T21:07:03.921680] [INFO ] [sig ] Generating forecast for: SFL [2025-11-26T21:07:03.921723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-11-26T21:07:03.932554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFL'. [2025-11-26T21:07:03.932881] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-11-26T21:07:03.933715] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-11-26T21:07:03.933784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:03.933830] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:03.933870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:03.933939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:03.991411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:03.992102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:03.992197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:03.992242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:04.111451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:04.111605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:04.111673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:04.111711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:04.115015] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=82.21%) [2025-11-26T21:07:04.115301] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-11-26T21:07:04.115442] [INFO ] [sig ] SFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:04.256165] [INFO ] [LOCAL ] Saved forecast: SFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFL.txt [2025-11-26T21:07:04.256320] [INFO ] [sig ] [2865/3599] Completed SFL in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:04.256375] [INFO ] [sig ] [2866/3599] Forecasting SFLO... [2025-11-26T21:07:04.256418] [INFO ] [sig ] Generating forecast for: SFLO [2025-11-26T21:07:04.256460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'. [2025-11-26T21:07:04.267745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFLO'. [2025-11-26T21:07:04.268099] [INFO ] [FORECASTER] Starting predict_future for SFLO [2025-11-26T21:07:04.268930] [DEBUG] [LOCAL ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt [2025-11-26T21:07:04.268998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:04.269043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:04.269082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:04.269149] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:04.326050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:04.326781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:04.326880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:04.326926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:04.451533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:04.451737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:04.451796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:04.451838] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:04.455286] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=79.34%) [2025-11-26T21:07:04.455579] [INFO ] [FORECASTER] Completed predict_future for SFLO [2025-11-26T21:07:04.455741] [INFO ] [sig ] SFLO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:04.595100] [INFO ] [LOCAL ] Saved forecast: SFLO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFLO.txt [2025-11-26T21:07:04.595243] [INFO ] [sig ] [2866/3599] Completed SFLO in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:04.595301] [INFO ] [sig ] [2867/3599] Forecasting SFM... [2025-11-26T21:07:04.595345] [INFO ] [sig ] Generating forecast for: SFM [2025-11-26T21:07:04.595390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'. [2025-11-26T21:07:04.610945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFM'. [2025-11-26T21:07:04.611245] [INFO ] [FORECASTER] Starting predict_future for SFM [2025-11-26T21:07:04.612074] [DEBUG] [LOCAL ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt [2025-11-26T21:07:04.612143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:04.612201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:04.612242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:04.612312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:04.669362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:04.669988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:04.670081] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:04.670127] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:04.787998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:04.788141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:04.788191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:04.788231] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:04.791539] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=9.56%) [2025-11-26T21:07:04.791843] [INFO ] [FORECASTER] Completed predict_future for SFM [2025-11-26T21:07:04.791989] [INFO ] [sig ] SFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:04.930807] [INFO ] [LOCAL ] Saved forecast: SFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SFM.txt [2025-11-26T21:07:04.930935] [INFO ] [sig ] [2867/3599] Completed SFM in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:04.930988] [INFO ] [sig ] [2868/3599] Forecasting SFNC... [2025-11-26T21:07:04.931029] [INFO ] [sig ] Generating forecast for: SFNC [2025-11-26T21:07:04.931072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'. [2025-11-26T21:07:04.942382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFNC'. [2025-11-26T21:07:04.942694] [INFO ] [FORECASTER] Starting predict_future for SFNC [2025-11-26T21:07:04.943517] [DEBUG] [LOCAL ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt [2025-11-26T21:07:04.943587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:04.943631] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:04.943718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:04.943790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:05.000708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:05.001330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:05.001423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:05.001478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:05.125343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:05.125492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:05.125536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:05.125577] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:05.128942] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=93.45%) [2025-11-26T21:07:05.129226] [INFO ] [FORECASTER] Completed predict_future for SFNC [2025-11-26T21:07:05.129370] [INFO ] [sig ] SFNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:05.268408] [INFO ] [LOCAL ] Saved forecast: SFNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFNC.txt [2025-11-26T21:07:05.268554] [INFO ] [sig ] [2868/3599] Completed SFNC in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:05.268609] [INFO ] [sig ] [2869/3599] Forecasting SG... [2025-11-26T21:07:05.268669] [INFO ] [sig ] Generating forecast for: SG [2025-11-26T21:07:05.268713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-11-26T21:07:05.283475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SG'. [2025-11-26T21:07:05.283834] [INFO ] [FORECASTER] Starting predict_future for SG [2025-11-26T21:07:05.284691] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-11-26T21:07:05.284759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:05.284804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:05.284842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:05.284911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:05.341827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:05.342496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:05.342588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:05.342635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:05.462848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:05.463029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:05.463082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:05.463124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:05.466479] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=1.56%) [2025-11-26T21:07:05.466788] [INFO ] [FORECASTER] Completed predict_future for SG [2025-11-26T21:07:05.466937] [INFO ] [sig ] SG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:05.605721] [INFO ] [LOCAL ] Saved forecast: SG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SG.txt [2025-11-26T21:07:05.605880] [INFO ] [sig ] [2869/3599] Completed SG in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:05.605935] [INFO ] [sig ] [2870/3599] Forecasting SGBX... [2025-11-26T21:07:05.605977] [INFO ] [sig ] Generating forecast for: SGBX [2025-11-26T21:07:05.606018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'. [2025-11-26T21:07:05.617078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGBX'. [2025-11-26T21:07:05.617381] [INFO ] [FORECASTER] Starting predict_future for SGBX [2025-11-26T21:07:05.618237] [DEBUG] [LOCAL ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt [2025-11-26T21:07:05.618306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:05.618351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:05.618392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:05.618459] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:05.675001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:05.675721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:05.675818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:05.675864] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:05.798486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:05.798712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:05.798768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:05.798811] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:05.802544] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=64.33%) [2025-11-26T21:07:05.802898] [INFO ] [FORECASTER] Completed predict_future for SGBX [2025-11-26T21:07:05.803061] [INFO ] [sig ] SGBX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:05.947835] [INFO ] [LOCAL ] Saved forecast: SGBX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGBX.txt [2025-11-26T21:07:05.947996] [INFO ] [sig ] [2870/3599] Completed SGBX in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:05.948050] [INFO ] [sig ] [2871/3599] Forecasting SGC... [2025-11-26T21:07:05.948099] [INFO ] [sig ] Generating forecast for: SGC [2025-11-26T21:07:05.948144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'. [2025-11-26T21:07:05.959424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGC'. [2025-11-26T21:07:05.959738] [INFO ] [FORECASTER] Starting predict_future for SGC [2025-11-26T21:07:05.960544] [DEBUG] [LOCAL ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt [2025-11-26T21:07:05.960613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:05.960681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:05.960723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:05.960790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:06.017769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:06.018426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:06.018519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:06.018566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:06.142554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:06.142788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:06.142857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:06.142904] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:06.146507] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=70.14%) [2025-11-26T21:07:06.146846] [INFO ] [FORECASTER] Completed predict_future for SGC [2025-11-26T21:07:06.147025] [INFO ] [sig ] SGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:06.285801] [INFO ] [LOCAL ] Saved forecast: SGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGC.txt [2025-11-26T21:07:06.285991] [INFO ] [sig ] [2871/3599] Completed SGC in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:06.286048] [INFO ] [sig ] [2872/3599] Forecasting SGHC... [2025-11-26T21:07:06.286086] [INFO ] [sig ] Generating forecast for: SGHC [2025-11-26T21:07:06.286129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-11-26T21:07:06.297465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGHC'. [2025-11-26T21:07:06.297896] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-11-26T21:07:06.298737] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-11-26T21:07:06.298804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:06.298849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:06.298889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:06.298956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:06.356129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:06.357037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:06.357136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:06.357182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:06.475657] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:06.475848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:06.475900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:06.475940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:06.479392] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=96.33%) [2025-11-26T21:07:06.479735] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-11-26T21:07:06.479891] [INFO ] [sig ] SGHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:06.621334] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGHC.txt [2025-11-26T21:07:06.621530] [INFO ] [sig ] [2872/3599] Completed SGHC in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:06.621587] [INFO ] [sig ] [2873/3599] Forecasting SGRY... [2025-11-26T21:07:06.621633] [INFO ] [sig ] Generating forecast for: SGRY [2025-11-26T21:07:06.621700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'. [2025-11-26T21:07:06.633800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGRY'. [2025-11-26T21:07:06.634183] [INFO ] [FORECASTER] Starting predict_future for SGRY [2025-11-26T21:07:06.635075] [DEBUG] [LOCAL ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt [2025-11-26T21:07:06.635147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:06.635196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:06.635256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:06.635370] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:06.693491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:06.694204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:06.694301] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:06.694355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:06.814828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:06.814991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:06.815042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:06.815081] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:06.818501] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-11-26T21:07:06.818832] [INFO ] [FORECASTER] Completed predict_future for SGRY [2025-11-26T21:07:06.818995] [INFO ] [sig ] SGRY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:06.957428] [INFO ] [LOCAL ] Saved forecast: SGRY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGRY.txt [2025-11-26T21:07:06.957614] [INFO ] [sig ] [2873/3599] Completed SGRY in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:06.957690] [INFO ] [sig ] [2874/3599] Forecasting SHAK... [2025-11-26T21:07:06.957747] [INFO ] [sig ] Generating forecast for: SHAK [2025-11-26T21:07:06.957800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-11-26T21:07:06.969964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHAK'. [2025-11-26T21:07:06.970439] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-11-26T21:07:06.971316] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-11-26T21:07:06.971388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:06.971435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:06.971476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:06.971545] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:07.029490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:07.030482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:07.030594] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:07.030666] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:07.156617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:07.156824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:07.156879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:07.156944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:07.160481] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=90.95%) [2025-11-26T21:07:07.160801] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-11-26T21:07:07.160963] [INFO ] [sig ] SHAK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:07.305095] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHAK.txt [2025-11-26T21:07:07.305270] [INFO ] [sig ] [2874/3599] Completed SHAK in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:07.305327] [INFO ] [sig ] [2875/3599] Forecasting SHBI... [2025-11-26T21:07:07.305363] [INFO ] [sig ] Generating forecast for: SHBI [2025-11-26T21:07:07.305403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'. [2025-11-26T21:07:07.317527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHBI'. [2025-11-26T21:07:07.317857] [INFO ] [FORECASTER] Starting predict_future for SHBI [2025-11-26T21:07:07.318710] [DEBUG] [LOCAL ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt [2025-11-26T21:07:07.318777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:07.318822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:07.318862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:07.318935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:07.377858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:07.378529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:07.378627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:07.378698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:07.500982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:07.501162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:07.501213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:07.501255] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:07.504577] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-11-26T21:07:07.505014] [INFO ] [FORECASTER] Completed predict_future for SHBI [2025-11-26T21:07:07.505165] [INFO ] [sig ] SHBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:07.645405] [INFO ] [LOCAL ] Saved forecast: SHBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHBI.txt [2025-11-26T21:07:07.645573] [INFO ] [sig ] [2875/3599] Completed SHBI in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:07.645628] [INFO ] [sig ] [2876/3599] Forecasting SHC... [2025-11-26T21:07:07.645693] [INFO ] [sig ] Generating forecast for: SHC [2025-11-26T21:07:07.645736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'. [2025-11-26T21:07:07.657255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHC'. [2025-11-26T21:07:07.657588] [INFO ] [FORECASTER] Starting predict_future for SHC [2025-11-26T21:07:07.658422] [DEBUG] [LOCAL ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt [2025-11-26T21:07:07.658491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:07.658537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:07.658576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:07.658666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:07.718130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:07.718785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:07.718878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:07.718938] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:07.837275] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:07.837471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:07.837539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:07.837579] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:07.841197] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=90.63%) [2025-11-26T21:07:07.841485] [INFO ] [FORECASTER] Completed predict_future for SHC [2025-11-26T21:07:07.841628] [INFO ] [sig ] SHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:07.983366] [INFO ] [LOCAL ] Saved forecast: SHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHC.txt [2025-11-26T21:07:07.983537] [INFO ] [sig ] [2876/3599] Completed SHC in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:07.983592] [INFO ] [sig ] [2877/3599] Forecasting SHCO... [2025-11-26T21:07:07.983635] [INFO ] [sig ] Generating forecast for: SHCO [2025-11-26T21:07:07.983699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-11-26T21:07:07.995412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHCO'. [2025-11-26T21:07:07.995858] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-11-26T21:07:07.996819] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-11-26T21:07:07.996892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:07.996955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:07.997019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:07.997112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:08.057062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:08.058050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:08.058168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:08.058217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:08.177241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:08.177422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:08.177475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:08.177528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:08.181004] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=55.11%) [2025-11-26T21:07:08.181317] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-11-26T21:07:08.181463] [INFO ] [sig ] SHCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:08.321362] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHCO.txt [2025-11-26T21:07:08.321569] [INFO ] [sig ] [2877/3599] Completed SHCO in 0.3s | 2.90 sym/s | Total: 16.5m | ETA: 4.2m [2025-11-26T21:07:08.321631] [INFO ] [sig ] [2878/3599] Forecasting SHEL... [2025-11-26T21:07:08.321692] [INFO ] [sig ] Generating forecast for: SHEL [2025-11-26T21:07:08.321767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-11-26T21:07:08.333138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEL'. [2025-11-26T21:07:08.333543] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-11-26T21:07:08.334458] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-11-26T21:07:08.334541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:08.334603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:08.334682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:08.334800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:08.410986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:08.411999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:08.412107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:08.412154] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:08.535313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:08.535540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:08.535603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:08.535666] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:08.539291] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=42.81%) [2025-11-26T21:07:08.539622] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-11-26T21:07:08.539800] [INFO ] [sig ] SHEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:08.684495] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHEL.txt [2025-11-26T21:07:08.684663] [INFO ] [sig ] [2878/3599] Completed SHEL in 0.4s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:08.684721] [INFO ] [sig ] [2879/3599] Forecasting SHEN... [2025-11-26T21:07:08.684764] [INFO ] [sig ] Generating forecast for: SHEN [2025-11-26T21:07:08.684805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'. [2025-11-26T21:07:08.696192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEN'. [2025-11-26T21:07:08.696475] [INFO ] [FORECASTER] Starting predict_future for SHEN [2025-11-26T21:07:08.697295] [DEBUG] [LOCAL ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt [2025-11-26T21:07:08.697365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:08.697411] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:08.697451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:08.697533] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:08.754108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:08.754749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:08.754843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:08.754890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:08.869910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:08.870036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:08.870085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:08.870126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:08.873283] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=67.25%) [2025-11-26T21:07:08.873562] [INFO ] [FORECASTER] Completed predict_future for SHEN [2025-11-26T21:07:08.873727] [INFO ] [sig ] SHEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:09.012948] [INFO ] [LOCAL ] Saved forecast: SHEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHEN.txt [2025-11-26T21:07:09.013074] [INFO ] [sig ] [2879/3599] Completed SHEN in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:09.013129] [INFO ] [sig ] [2880/3599] Forecasting SHFS... [2025-11-26T21:07:09.013171] [INFO ] [sig ] Generating forecast for: SHFS [2025-11-26T21:07:09.013213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'. [2025-11-26T21:07:09.025635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHFS'. [2025-11-26T21:07:09.026070] [INFO ] [FORECASTER] Starting predict_future for SHFS [2025-11-26T21:07:09.027130] [DEBUG] [LOCAL ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt [2025-11-26T21:07:09.027385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:09.027449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:09.027525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:09.027618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:09.087891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:09.088609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:09.088734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:09.088795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:09.200941] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:09.201150] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:07:09.201219] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:09.201274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:09.204870] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=38.76%) [2025-11-26T21:07:09.205193] [INFO ] [FORECASTER] Completed predict_future for SHFS [2025-11-26T21:07:09.205362] [INFO ] [sig ] SHFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:09.394739] [INFO ] [LOCAL ] Saved forecast: SHFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHFS.txt [2025-11-26T21:07:09.394939] [INFO ] [sig ] [2880/3599] Completed SHFS in 0.4s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:09.394998] [INFO ] [sig ] [2881/3599] Forecasting SHG... [2025-11-26T21:07:09.395034] [INFO ] [sig ] Generating forecast for: SHG [2025-11-26T21:07:09.395077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-11-26T21:07:09.406876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHG'. [2025-11-26T21:07:09.407299] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-11-26T21:07:09.408237] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-11-26T21:07:09.408309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:09.408362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:09.408418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:09.408502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:09.466124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:09.467162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:09.467285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:09.467360] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:09.589899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:09.590123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:09.590194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:09.590252] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:09.593900] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=86.10%) [2025-11-26T21:07:09.594245] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-11-26T21:07:09.594530] [INFO ] [sig ] SHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:09.741348] [INFO ] [LOCAL ] Saved forecast: SHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHG.txt [2025-11-26T21:07:09.741549] [INFO ] [sig ] [2881/3599] Completed SHG in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:09.741608] [INFO ] [sig ] [2882/3599] Forecasting SHIP... [2025-11-26T21:07:09.741663] [INFO ] [sig ] Generating forecast for: SHIP [2025-11-26T21:07:09.741725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'. [2025-11-26T21:07:09.753085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHIP'. [2025-11-26T21:07:09.753533] [INFO ] [FORECASTER] Starting predict_future for SHIP [2025-11-26T21:07:09.754387] [DEBUG] [LOCAL ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt [2025-11-26T21:07:09.754458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:09.754503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:09.754541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:09.754606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:09.812669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:09.813576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:09.813699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:09.813748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:09.940153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:09.940349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:09.940403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:09.940443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:09.943908] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=66.79%) [2025-11-26T21:07:09.944236] [INFO ] [FORECASTER] Completed predict_future for SHIP [2025-11-26T21:07:09.944483] [INFO ] [sig ] SHIP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:10.087105] [INFO ] [LOCAL ] Saved forecast: SHIP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHIP.txt [2025-11-26T21:07:10.087264] [INFO ] [sig ] [2882/3599] Completed SHIP in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:10.087319] [INFO ] [sig ] [2883/3599] Forecasting SHLS... [2025-11-26T21:07:10.087359] [INFO ] [sig ] Generating forecast for: SHLS [2025-11-26T21:07:10.087401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'. [2025-11-26T21:07:10.098979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHLS'. [2025-11-26T21:07:10.099344] [INFO ] [FORECASTER] Starting predict_future for SHLS [2025-11-26T21:07:10.100200] [DEBUG] [LOCAL ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt [2025-11-26T21:07:10.100270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:10.100325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:10.100374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:10.100450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:10.156937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:10.157669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:10.157764] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:10.157818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:10.278103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:10.278298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:10.278369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:10.278427] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:10.281849] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=56.40%) [2025-11-26T21:07:10.282153] [INFO ] [FORECASTER] Completed predict_future for SHLS [2025-11-26T21:07:10.282311] [INFO ] [sig ] SHLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:10.420713] [INFO ] [LOCAL ] Saved forecast: SHLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHLS.txt [2025-11-26T21:07:10.420876] [INFO ] [sig ] [2883/3599] Completed SHLS in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:10.420930] [INFO ] [sig ] [2884/3599] Forecasting SHO... [2025-11-26T21:07:10.420973] [INFO ] [sig ] Generating forecast for: SHO [2025-11-26T21:07:10.421015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-11-26T21:07:10.432300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHO'. [2025-11-26T21:07:10.432611] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-11-26T21:07:10.433443] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-11-26T21:07:10.433513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:10.433559] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:10.433598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:10.433683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:10.490220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:10.491168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:10.491270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:10.491317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:10.611561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:10.611772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:10.611827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:10.611866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:10.615313] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=0.28%) [2025-11-26T21:07:10.615604] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-11-26T21:07:10.615770] [INFO ] [sig ] SHO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:10.755422] [INFO ] [LOCAL ] Saved forecast: SHO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHO.txt [2025-11-26T21:07:10.755586] [INFO ] [sig ] [2884/3599] Completed SHO in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:10.755658] [INFO ] [sig ] [2885/3599] Forecasting SHOC... [2025-11-26T21:07:10.755702] [INFO ] [sig ] Generating forecast for: SHOC [2025-11-26T21:07:10.755742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-11-26T21:07:10.766603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOC'. [2025-11-26T21:07:10.766935] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-11-26T21:07:10.767808] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-11-26T21:07:10.767877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:10.767921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:10.767960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:10.768030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:10.825299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:10.825983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:10.826078] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:10.826124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:10.937554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:10.937755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:10.937807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:10.937849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:10.941356] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=86.73%) [2025-11-26T21:07:10.941698] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-11-26T21:07:10.941849] [INFO ] [sig ] SHOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:11.081156] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHOC.txt [2025-11-26T21:07:11.081322] [INFO ] [sig ] [2885/3599] Completed SHOC in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:11.081381] [INFO ] [sig ] [2886/3599] Forecasting SHOO... [2025-11-26T21:07:11.081424] [INFO ] [sig ] Generating forecast for: SHOO [2025-11-26T21:07:11.081466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'. [2025-11-26T21:07:11.093083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOO'. [2025-11-26T21:07:11.093453] [INFO ] [FORECASTER] Starting predict_future for SHOO [2025-11-26T21:07:11.094343] [DEBUG] [LOCAL ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt [2025-11-26T21:07:11.094426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:11.094489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:11.094545] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:11.094661] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:11.153025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:11.153846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:11.153958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:11.154031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:11.276089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:11.276235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:11.276287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:11.276328] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:11.279822] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-11-26T21:07:11.280125] [INFO ] [FORECASTER] Completed predict_future for SHOO [2025-11-26T21:07:11.280275] [INFO ] [sig ] SHOO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:11.421797] [INFO ] [LOCAL ] Saved forecast: SHOO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHOO.txt [2025-11-26T21:07:11.422007] [INFO ] [sig ] [2886/3599] Completed SHOO in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:11.422085] [INFO ] [sig ] [2887/3599] Forecasting SHOP... [2025-11-26T21:07:11.422145] [INFO ] [sig ] Generating forecast for: SHOP [2025-11-26T21:07:11.422203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'. [2025-11-26T21:07:11.433884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOP'. [2025-11-26T21:07:11.434265] [INFO ] [FORECASTER] Starting predict_future for SHOP [2025-11-26T21:07:11.435134] [DEBUG] [LOCAL ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt [2025-11-26T21:07:11.435206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:11.435252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:11.435293] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:11.435363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:11.500215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:11.501262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:11.501368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:11.501419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:11.629529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:11.629771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:11.629828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:11.629865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:11.633472] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=77.19%) [2025-11-26T21:07:11.633804] [INFO ] [FORECASTER] Completed predict_future for SHOP [2025-11-26T21:07:11.633963] [INFO ] [sig ] SHOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:11.775571] [INFO ] [LOCAL ] Saved forecast: SHOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHOP.txt [2025-11-26T21:07:11.775756] [INFO ] [sig ] [2887/3599] Completed SHOP in 0.4s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:11.775841] [INFO ] [sig ] [2888/3599] Forecasting SHPH... [2025-11-26T21:07:11.775914] [INFO ] [sig ] Generating forecast for: SHPH [2025-11-26T21:07:11.775980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'. [2025-11-26T21:07:11.786889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHPH'. [2025-11-26T21:07:11.787231] [INFO ] [FORECASTER] Starting predict_future for SHPH [2025-11-26T21:07:11.788129] [DEBUG] [LOCAL ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt [2025-11-26T21:07:11.788209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:11.788275] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:11.788336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:11.788433] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:11.846503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:11.847398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:11.847525] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:11.847590] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:11.959828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:11.960001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:11.960067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:11.960125] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:11.963569] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:07:11.963923] [INFO ] [FORECASTER] Completed predict_future for SHPH [2025-11-26T21:07:11.964101] [INFO ] [sig ] SHPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:12.106372] [INFO ] [LOCAL ] Saved forecast: SHPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHPH.txt [2025-11-26T21:07:12.106552] [INFO ] [sig ] [2888/3599] Completed SHPH in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:12.106606] [INFO ] [sig ] [2889/3599] Forecasting SHY... [2025-11-26T21:07:12.106664] [INFO ] [sig ] Generating forecast for: SHY [2025-11-26T21:07:12.106704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'. [2025-11-26T21:07:12.118005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHY'. [2025-11-26T21:07:12.118397] [INFO ] [FORECASTER] Starting predict_future for SHY [2025-11-26T21:07:12.119333] [DEBUG] [LOCAL ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt [2025-11-26T21:07:12.119404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:12.119450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:12.119492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:12.119575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:12.177871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:12.178907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:12.179030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:12.179086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:12.301508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:12.301707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:12.301765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:12.301819] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:12.305477] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=95.36%) [2025-11-26T21:07:12.305849] [INFO ] [FORECASTER] Completed predict_future for SHY [2025-11-26T21:07:12.306011] [INFO ] [sig ] SHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:12.451667] [INFO ] [LOCAL ] Saved forecast: SHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHY.txt [2025-11-26T21:07:12.451826] [INFO ] [sig ] [2889/3599] Completed SHY in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:12.451886] [INFO ] [sig ] [2890/3599] Forecasting SIBN... [2025-11-26T21:07:12.451930] [INFO ] [sig ] Generating forecast for: SIBN [2025-11-26T21:07:12.451972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'. [2025-11-26T21:07:12.464241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIBN'. [2025-11-26T21:07:12.464561] [INFO ] [FORECASTER] Starting predict_future for SIBN [2025-11-26T21:07:12.465434] [DEBUG] [LOCAL ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt [2025-11-26T21:07:12.465508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:12.465555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:12.465597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:12.465686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:12.522986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:12.523678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:12.523778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:12.523826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:12.645097] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:12.645301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:12.645357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:12.645401] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:12.648900] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=8.55%) [2025-11-26T21:07:12.649222] [INFO ] [FORECASTER] Completed predict_future for SIBN [2025-11-26T21:07:12.649379] [INFO ] [sig ] SIBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:12.792052] [INFO ] [LOCAL ] Saved forecast: SIBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SIBN.txt [2025-11-26T21:07:12.792222] [INFO ] [sig ] [2890/3599] Completed SIBN in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:12.792282] [INFO ] [sig ] [2891/3599] Forecasting SID... [2025-11-26T21:07:12.792328] [INFO ] [sig ] Generating forecast for: SID [2025-11-26T21:07:12.792374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-11-26T21:07:12.805213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SID'. [2025-11-26T21:07:12.805541] [INFO ] [FORECASTER] Starting predict_future for SID [2025-11-26T21:07:12.806407] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-11-26T21:07:12.806494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:12.806543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:12.806586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:12.806680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:12.866751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:12.867450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:12.867570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:12.867623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:12.986283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:12.986485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:12.986541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:12.986584] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:12.990020] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-11-26T21:07:12.990312] [INFO ] [FORECASTER] Completed predict_future for SID [2025-11-26T21:07:12.990457] [INFO ] [sig ] SID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:13.129271] [INFO ] [LOCAL ] Saved forecast: SID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SID.txt [2025-11-26T21:07:13.129423] [INFO ] [sig ] [2891/3599] Completed SID in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:13.129478] [INFO ] [sig ] [2892/3599] Forecasting SIEB... [2025-11-26T21:07:13.129522] [INFO ] [sig ] Generating forecast for: SIEB [2025-11-26T21:07:13.129568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'. [2025-11-26T21:07:13.141016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIEB'. [2025-11-26T21:07:13.141316] [INFO ] [FORECASTER] Starting predict_future for SIEB [2025-11-26T21:07:13.142147] [DEBUG] [LOCAL ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt [2025-11-26T21:07:13.142218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:13.142265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:13.142307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:13.142377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:13.203097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:13.204154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:13.204257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:13.204306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:13.315571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:13.315783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:13.315839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:13.315874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:13.319396] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=22.64%) [2025-11-26T21:07:13.319709] [INFO ] [FORECASTER] Completed predict_future for SIEB [2025-11-26T21:07:13.319858] [INFO ] [sig ] SIEB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:13.460668] [INFO ] [LOCAL ] Saved forecast: SIEB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SIEB.txt [2025-11-26T21:07:13.460822] [INFO ] [sig ] [2892/3599] Completed SIEB in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:13.460879] [INFO ] [sig ] [2893/3599] Forecasting SIFY... [2025-11-26T21:07:13.460923] [INFO ] [sig ] Generating forecast for: SIFY [2025-11-26T21:07:13.460966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'. [2025-11-26T21:07:13.473604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIFY'. [2025-11-26T21:07:13.473933] [INFO ] [FORECASTER] Starting predict_future for SIFY [2025-11-26T21:07:13.474764] [DEBUG] [LOCAL ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt [2025-11-26T21:07:13.474835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:13.474882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:13.474922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:13.474991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:13.532569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:13.533502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:13.533606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:13.533680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:13.653183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:13.653365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:13.653418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:13.653461] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:13.656976] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=92.28%) [2025-11-26T21:07:13.657273] [INFO ] [FORECASTER] Completed predict_future for SIFY [2025-11-26T21:07:13.657418] [INFO ] [sig ] SIFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:13.800109] [INFO ] [LOCAL ] Saved forecast: SIFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIFY.txt [2025-11-26T21:07:13.800270] [INFO ] [sig ] [2893/3599] Completed SIFY in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:13.800328] [INFO ] [sig ] [2894/3599] Forecasting SIG... [2025-11-26T21:07:13.800371] [INFO ] [sig ] Generating forecast for: SIG [2025-11-26T21:07:13.800413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-11-26T21:07:13.812953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIG'. [2025-11-26T21:07:13.813340] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-11-26T21:07:13.814195] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-11-26T21:07:13.814266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:13.814312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:13.814350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:13.814424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:13.873181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:13.873909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:13.874008] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:13.874057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:13.992404] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:13.992594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:13.992664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:13.992708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:13.996131] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=16.32%) [2025-11-26T21:07:13.996426] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-11-26T21:07:13.996570] [INFO ] [sig ] SIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:14.140049] [INFO ] [LOCAL ] Saved forecast: SIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SIG.txt [2025-11-26T21:07:14.140254] [INFO ] [sig ] [2894/3599] Completed SIG in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.1m [2025-11-26T21:07:14.140321] [INFO ] [sig ] [2895/3599] Forecasting SIGA... [2025-11-26T21:07:14.140372] [INFO ] [sig ] Generating forecast for: SIGA [2025-11-26T21:07:14.140415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'. [2025-11-26T21:07:14.151998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGA'. [2025-11-26T21:07:14.152324] [INFO ] [FORECASTER] Starting predict_future for SIGA [2025-11-26T21:07:14.153158] [DEBUG] [LOCAL ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt [2025-11-26T21:07:14.153227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:14.153272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:14.153311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:14.153379] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:14.209844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:14.210788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:14.210888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:14.210934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:14.330424] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:14.330626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:14.330702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:14.330745] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:14.334158] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=79.74%) [2025-11-26T21:07:14.334450] [INFO ] [FORECASTER] Completed predict_future for SIGA [2025-11-26T21:07:14.334593] [INFO ] [sig ] SIGA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:14.473094] [INFO ] [LOCAL ] Saved forecast: SIGA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIGA.txt [2025-11-26T21:07:14.473272] [INFO ] [sig ] [2895/3599] Completed SIGA in 0.3s | 2.90 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:07:14.473326] [INFO ] [sig ] [2896/3599] Forecasting SIGI... [2025-11-26T21:07:14.473365] [INFO ] [sig ] Generating forecast for: SIGI [2025-11-26T21:07:14.473407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'. [2025-11-26T21:07:14.484806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGI'. [2025-11-26T21:07:14.485233] [INFO ] [FORECASTER] Starting predict_future for SIGI [2025-11-26T21:07:14.486088] [DEBUG] [LOCAL ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt [2025-11-26T21:07:14.486158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:14.486203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:14.486242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:14.486309] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:14.543042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:14.543964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:14.544078] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:14.544135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:14.666672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:14.666894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:14.666948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:14.666982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:14.670690] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=52.87%) [2025-11-26T21:07:14.670986] [INFO ] [FORECASTER] Completed predict_future for SIGI [2025-11-26T21:07:14.671170] [INFO ] [sig ] SIGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:14.813319] [INFO ] [LOCAL ] Saved forecast: SIGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIGI.txt [2025-11-26T21:07:14.813497] [INFO ] [sig ] [2896/3599] Completed SIGI in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:14.813551] [INFO ] [sig ] [2897/3599] Forecasting SII... [2025-11-26T21:07:14.813594] [INFO ] [sig ] Generating forecast for: SII [2025-11-26T21:07:14.813636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-11-26T21:07:14.825672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SII'. [2025-11-26T21:07:14.826039] [INFO ] [FORECASTER] Starting predict_future for SII [2025-11-26T21:07:14.826919] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-11-26T21:07:14.826989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:14.827035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:14.827085] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:14.827165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:14.886934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:14.887787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:14.887888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:14.887968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:15.006861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:15.007075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:15.007139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:15.007185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:15.011025] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=48.45%) [2025-11-26T21:07:15.011414] [INFO ] [FORECASTER] Completed predict_future for SII [2025-11-26T21:07:15.011584] [INFO ] [sig ] SII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:15.157054] [INFO ] [LOCAL ] Saved forecast: SII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SII.txt [2025-11-26T21:07:15.157233] [INFO ] [sig ] [2897/3599] Completed SII in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:15.157289] [INFO ] [sig ] [2898/3599] Forecasting SIMO... [2025-11-26T21:07:15.157329] [INFO ] [sig ] Generating forecast for: SIMO [2025-11-26T21:07:15.157369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'. [2025-11-26T21:07:15.169820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIMO'. [2025-11-26T21:07:15.170341] [INFO ] [FORECASTER] Starting predict_future for SIMO [2025-11-26T21:07:15.171232] [DEBUG] [LOCAL ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt [2025-11-26T21:07:15.171302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:15.171347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:15.171387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:15.171456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:15.228813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:15.229843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:15.229946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:15.229994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:15.350334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:15.350540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:15.350617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:15.350682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:15.354164] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=83.16%) [2025-11-26T21:07:15.354463] [INFO ] [FORECASTER] Completed predict_future for SIMO [2025-11-26T21:07:15.354612] [INFO ] [sig ] SIMO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:15.497321] [INFO ] [LOCAL ] Saved forecast: SIMO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIMO.txt [2025-11-26T21:07:15.497524] [INFO ] [sig ] [2898/3599] Completed SIMO in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:15.497584] [INFO ] [sig ] [2899/3599] Forecasting SIRI... [2025-11-26T21:07:15.497629] [INFO ] [sig ] Generating forecast for: SIRI [2025-11-26T21:07:15.497694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'. [2025-11-26T21:07:15.509665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIRI'. [2025-11-26T21:07:15.510016] [INFO ] [FORECASTER] Starting predict_future for SIRI [2025-11-26T21:07:15.510869] [DEBUG] [LOCAL ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt [2025-11-26T21:07:15.510937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:15.510991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:15.511040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:15.511110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:15.569666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:15.570534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:15.570638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:15.570714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:15.691792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:15.691983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:15.692035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:15.692079] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:15.695485] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=96.58%) [2025-11-26T21:07:15.695797] [INFO ] [FORECASTER] Completed predict_future for SIRI [2025-11-26T21:07:15.695943] [INFO ] [sig ] SIRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:15.839274] [INFO ] [LOCAL ] Saved forecast: SIRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIRI.txt [2025-11-26T21:07:15.839465] [INFO ] [sig ] [2899/3599] Completed SIRI in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:15.839525] [INFO ] [sig ] [2900/3599] Forecasting SITC... [2025-11-26T21:07:15.839569] [INFO ] [sig ] Generating forecast for: SITC [2025-11-26T21:07:15.839613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-11-26T21:07:15.852919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITC'. [2025-11-26T21:07:15.853443] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-11-26T21:07:15.854360] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-11-26T21:07:15.854429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:15.854475] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:15.854514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:15.854581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:15.911712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:15.912543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:15.912665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:15.912714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:16.034103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:16.034304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:16.034358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:16.034399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:16.037891] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=21.85%) [2025-11-26T21:07:16.038216] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-11-26T21:07:16.038369] [INFO ] [sig ] SITC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:16.177250] [INFO ] [LOCAL ] Saved forecast: SITC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SITC.txt [2025-11-26T21:07:16.177412] [INFO ] [sig ] [2900/3599] Completed SITC in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:16.177466] [INFO ] [sig ] [2901/3599] Forecasting SITE... [2025-11-26T21:07:16.177524] [INFO ] [sig ] Generating forecast for: SITE [2025-11-26T21:07:16.177567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-11-26T21:07:16.189170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITE'. [2025-11-26T21:07:16.189481] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-11-26T21:07:16.190323] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-11-26T21:07:16.190392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:16.190437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:16.190476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:16.190543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:16.248204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:16.248915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:16.249010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:16.249057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:16.365222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:16.365400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:16.365452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:16.365493] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:16.368990] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=35.86%) [2025-11-26T21:07:16.369315] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-11-26T21:07:16.369459] [INFO ] [sig ] SITE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:16.510034] [INFO ] [LOCAL ] Saved forecast: SITE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SITE.txt [2025-11-26T21:07:16.510221] [INFO ] [sig ] [2901/3599] Completed SITE in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:16.510282] [INFO ] [sig ] [2902/3599] Forecasting SITM... [2025-11-26T21:07:16.510323] [INFO ] [sig ] Generating forecast for: SITM [2025-11-26T21:07:16.510364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'. [2025-11-26T21:07:16.522301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITM'. [2025-11-26T21:07:16.522714] [INFO ] [FORECASTER] Starting predict_future for SITM [2025-11-26T21:07:16.523608] [DEBUG] [LOCAL ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt [2025-11-26T21:07:16.523695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:16.523755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:16.523796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:16.523865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:16.581016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:16.581806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:16.581906] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:16.581952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:16.704729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:16.704940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:16.704994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:16.705035] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:16.708528] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=16.37%) [2025-11-26T21:07:16.708844] [INFO ] [FORECASTER] Completed predict_future for SITM [2025-11-26T21:07:16.708992] [INFO ] [sig ] SITM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:16.849299] [INFO ] [LOCAL ] Saved forecast: SITM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SITM.txt [2025-11-26T21:07:16.849482] [INFO ] [sig ] [2902/3599] Completed SITM in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:16.849539] [INFO ] [sig ] [2903/3599] Forecasting SIXG... [2025-11-26T21:07:16.849582] [INFO ] [sig ] Generating forecast for: SIXG [2025-11-26T21:07:16.849623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'. [2025-11-26T21:07:16.861009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIXG'. [2025-11-26T21:07:16.861416] [INFO ] [FORECASTER] Starting predict_future for SIXG [2025-11-26T21:07:16.862267] [DEBUG] [LOCAL ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt [2025-11-26T21:07:16.862336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:16.862380] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:16.862418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:16.862485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:16.919947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:16.920726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:16.920824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:16.920872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:17.037166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:17.037358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:17.037411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:17.037451] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:17.040963] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-11-26T21:07:17.041261] [INFO ] [FORECASTER] Completed predict_future for SIXG [2025-11-26T21:07:17.041411] [INFO ] [sig ] SIXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:17.180820] [INFO ] [LOCAL ] Saved forecast: SIXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIXG.txt [2025-11-26T21:07:17.180956] [INFO ] [sig ] [2903/3599] Completed SIXG in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:17.181010] [INFO ] [sig ] [2904/3599] Forecasting SJM... [2025-11-26T21:07:17.181052] [INFO ] [sig ] Generating forecast for: SJM [2025-11-26T21:07:17.181091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-11-26T21:07:17.192614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SJM'. [2025-11-26T21:07:17.192941] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-11-26T21:07:17.193765] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-11-26T21:07:17.193833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:17.193878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:17.193918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:17.193986] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:17.251369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:17.252025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:17.252122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:17.252169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:17.373319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:17.373497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:17.373561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:17.373608] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:17.377202] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-11-26T21:07:17.377531] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-11-26T21:07:17.377704] [INFO ] [sig ] SJM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:17.519501] [INFO ] [LOCAL ] Saved forecast: SJM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SJM.txt [2025-11-26T21:07:17.519662] [INFO ] [sig ] [2904/3599] Completed SJM in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:17.519721] [INFO ] [sig ] [2905/3599] Forecasting SKE... [2025-11-26T21:07:17.519765] [INFO ] [sig ] Generating forecast for: SKE [2025-11-26T21:07:17.519806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-11-26T21:07:17.531518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKE'. [2025-11-26T21:07:17.531900] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-11-26T21:07:17.532778] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-11-26T21:07:17.532849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:17.532918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:17.532962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:17.533031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:17.591957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:17.592626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:17.592742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:17.592796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:17.714993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:17.715150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:17.715200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:17.715238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:17.718727] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=87.20%) [2025-11-26T21:07:17.719039] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-11-26T21:07:17.719196] [INFO ] [sig ] SKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:17.859150] [INFO ] [LOCAL ] Saved forecast: SKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKE.txt [2025-11-26T21:07:17.859334] [INFO ] [sig ] [2905/3599] Completed SKE in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:17.859395] [INFO ] [sig ] [2906/3599] Forecasting SKIL... [2025-11-26T21:07:17.859464] [INFO ] [sig ] Generating forecast for: SKIL [2025-11-26T21:07:17.859523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-11-26T21:07:17.870923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIL'. [2025-11-26T21:07:17.871242] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-11-26T21:07:17.872120] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-11-26T21:07:17.872191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:17.872238] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:17.872279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:17.872350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:17.930973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:17.931663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:17.931759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:17.931807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:18.053049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:18.053216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:18.053267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:18.053308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:18.056794] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=70.48%) [2025-11-26T21:07:18.057083] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-11-26T21:07:18.057231] [INFO ] [sig ] SKIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:18.203625] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKIL.txt [2025-11-26T21:07:18.203810] [INFO ] [sig ] [2906/3599] Completed SKIL in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:18.203867] [INFO ] [sig ] [2907/3599] Forecasting SKIN... [2025-11-26T21:07:18.203909] [INFO ] [sig ] Generating forecast for: SKIN [2025-11-26T21:07:18.203951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'. [2025-11-26T21:07:18.215949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIN'. [2025-11-26T21:07:18.216269] [INFO ] [FORECASTER] Starting predict_future for SKIN [2025-11-26T21:07:18.217202] [DEBUG] [LOCAL ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt [2025-11-26T21:07:18.217274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:18.217320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:18.217386] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:18.217457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:18.276356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:18.277021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:18.277115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:18.277160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:18.402061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:18.402222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:18.402276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:18.402317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:18.405815] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=65.15%) [2025-11-26T21:07:18.406134] [INFO ] [FORECASTER] Completed predict_future for SKIN [2025-11-26T21:07:18.406293] [INFO ] [sig ] SKIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:18.546308] [INFO ] [LOCAL ] Saved forecast: SKIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKIN.txt [2025-11-26T21:07:18.546445] [INFO ] [sig ] [2907/3599] Completed SKIN in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:18.546497] [INFO ] [sig ] [2908/3599] Forecasting SKLZ... [2025-11-26T21:07:18.546544] [INFO ] [sig ] Generating forecast for: SKLZ [2025-11-26T21:07:18.546583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-11-26T21:07:18.557380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'. [2025-11-26T21:07:18.557729] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-11-26T21:07:18.558551] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-11-26T21:07:18.558619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:18.558687] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:18.558728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:18.558797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:18.616068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:18.616805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:18.616903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:18.616952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:18.739150] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:18.739316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:18.739368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:18.739407] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:18.742780] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=53.41%) [2025-11-26T21:07:18.743076] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-11-26T21:07:18.743230] [INFO ] [sig ] SKLZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:18.882844] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKLZ.txt [2025-11-26T21:07:18.882983] [INFO ] [sig ] [2908/3599] Completed SKLZ in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:18.883036] [INFO ] [sig ] [2909/3599] Forecasting SKM... [2025-11-26T21:07:18.883072] [INFO ] [sig ] Generating forecast for: SKM [2025-11-26T21:07:18.883112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-11-26T21:07:18.894315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKM'. [2025-11-26T21:07:18.894623] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-11-26T21:07:18.895467] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-11-26T21:07:18.895535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:18.895581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:18.895620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:18.895712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:18.956691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:18.957542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:18.957664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:18.957717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:19.079249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:19.079397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:19.079451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:19.079511] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:19.083060] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=62.56%) [2025-11-26T21:07:19.083366] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-11-26T21:07:19.083531] [INFO ] [sig ] SKM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:19.226199] [INFO ] [LOCAL ] Saved forecast: SKM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKM.txt [2025-11-26T21:07:19.226350] [INFO ] [sig ] [2909/3599] Completed SKM in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:19.226408] [INFO ] [sig ] [2910/3599] Forecasting SKRE... [2025-11-26T21:07:19.226452] [INFO ] [sig ] Generating forecast for: SKRE [2025-11-26T21:07:19.226492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'. [2025-11-26T21:07:19.236732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKRE'. [2025-11-26T21:07:19.237040] [INFO ] [FORECASTER] Starting predict_future for SKRE [2025-11-26T21:07:19.237953] [DEBUG] [LOCAL ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt [2025-11-26T21:07:19.238024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:19.238070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:19.238110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:19.238176] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:19.296916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:19.297709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:19.297809] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:19.297856] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:19.413538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:19.413773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:19.413839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:19.413890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:19.417375] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=1.03%) [2025-11-26T21:07:19.417725] [INFO ] [FORECASTER] Completed predict_future for SKRE [2025-11-26T21:07:19.417883] [INFO ] [sig ] SKRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:19.561177] [INFO ] [LOCAL ] Saved forecast: SKRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKRE.txt [2025-11-26T21:07:19.561327] [INFO ] [sig ] [2910/3599] Completed SKRE in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:19.561381] [INFO ] [sig ] [2911/3599] Forecasting SKWD... [2025-11-26T21:07:19.561420] [INFO ] [sig ] Generating forecast for: SKWD [2025-11-26T21:07:19.561458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'. [2025-11-26T21:07:19.572583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKWD'. [2025-11-26T21:07:19.572925] [INFO ] [FORECASTER] Starting predict_future for SKWD [2025-11-26T21:07:19.573785] [DEBUG] [LOCAL ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt [2025-11-26T21:07:19.573864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:19.573919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:19.573958] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:19.574023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:19.630591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:19.631267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:19.631362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:19.631425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:19.752114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:19.752284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:19.752334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:19.752372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:19.755750] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=4.18%) [2025-11-26T21:07:19.756048] [INFO ] [FORECASTER] Completed predict_future for SKWD [2025-11-26T21:07:19.756193] [INFO ] [sig ] SKWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:19.894605] [INFO ] [LOCAL ] Saved forecast: SKWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKWD.txt [2025-11-26T21:07:19.894771] [INFO ] [sig ] [2911/3599] Completed SKWD in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:19.894826] [INFO ] [sig ] [2912/3599] Forecasting SKY... [2025-11-26T21:07:19.894870] [INFO ] [sig ] Generating forecast for: SKY [2025-11-26T21:07:19.894912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-11-26T21:07:19.906199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKY'. [2025-11-26T21:07:19.906516] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-11-26T21:07:19.907352] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-11-26T21:07:19.907420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:19.907466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:19.907518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:19.907585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:19.964071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:19.964900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:19.964998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:19.965043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:20.088163] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:20.088366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:20.088418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:20.088459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:20.091928] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-11-26T21:07:20.092223] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-11-26T21:07:20.092373] [INFO ] [sig ] SKY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:20.232106] [INFO ] [LOCAL ] Saved forecast: SKY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKY.txt [2025-11-26T21:07:20.232304] [INFO ] [sig ] [2912/3599] Completed SKY in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 4.0m [2025-11-26T21:07:20.232360] [INFO ] [sig ] [2913/3599] Forecasting SKYE... [2025-11-26T21:07:20.232394] [INFO ] [sig ] Generating forecast for: SKYE [2025-11-26T21:07:20.232430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'. [2025-11-26T21:07:20.243493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYE'. [2025-11-26T21:07:20.243880] [INFO ] [FORECASTER] Starting predict_future for SKYE [2025-11-26T21:07:20.244724] [DEBUG] [LOCAL ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt [2025-11-26T21:07:20.244791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:20.244836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:20.244888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:20.244957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:20.305098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:20.306135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:20.306237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:20.306283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:20.424781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:20.424959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:20.425010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:20.425053] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:20.428509] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=78.00%) [2025-11-26T21:07:20.428822] [INFO ] [FORECASTER] Completed predict_future for SKYE [2025-11-26T21:07:20.428971] [INFO ] [sig ] SKYE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:20.567092] [INFO ] [LOCAL ] Saved forecast: SKYE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKYE.txt [2025-11-26T21:07:20.567250] [INFO ] [sig ] [2913/3599] Completed SKYE in 0.3s | 2.90 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:07:20.567304] [INFO ] [sig ] [2914/3599] Forecasting SKYH... [2025-11-26T21:07:20.567347] [INFO ] [sig ] Generating forecast for: SKYH [2025-11-26T21:07:20.567387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-11-26T21:07:20.579541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYH'. [2025-11-26T21:07:20.579931] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-11-26T21:07:20.580806] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-11-26T21:07:20.580875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:20.580919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:20.580958] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:20.581025] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:20.638972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:20.639871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:20.639993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:20.640063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:20.758706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:20.758916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:20.758969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:20.759007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:20.762448] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-11-26T21:07:20.762763] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-11-26T21:07:20.762911] [INFO ] [sig ] SKYH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:20.906193] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKYH.txt [2025-11-26T21:07:20.906394] [INFO ] [sig ] [2914/3599] Completed SKYH in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:20.906448] [INFO ] [sig ] [2915/3599] Forecasting SKYX... [2025-11-26T21:07:20.906495] [INFO ] [sig ] Generating forecast for: SKYX [2025-11-26T21:07:20.906537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'. [2025-11-26T21:07:20.918476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYX'. [2025-11-26T21:07:20.918891] [INFO ] [FORECASTER] Starting predict_future for SKYX [2025-11-26T21:07:20.919760] [DEBUG] [LOCAL ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt [2025-11-26T21:07:20.919829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:20.919875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:20.919913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:20.919980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:20.976611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:20.977458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:20.977565] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:20.977612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:21.091070] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:21.091262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:21.091314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:21.091356] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:21.094740] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=38.19%) [2025-11-26T21:07:21.095029] [INFO ] [FORECASTER] Completed predict_future for SKYX [2025-11-26T21:07:21.095174] [INFO ] [sig ] SKYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:21.236026] [INFO ] [LOCAL ] Saved forecast: SKYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKYX.txt [2025-11-26T21:07:21.236185] [INFO ] [sig ] [2915/3599] Completed SKYX in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:21.236239] [INFO ] [sig ] [2916/3599] Forecasting SKYY... [2025-11-26T21:07:21.236281] [INFO ] [sig ] Generating forecast for: SKYY [2025-11-26T21:07:21.236323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'. [2025-11-26T21:07:21.247665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYY'. [2025-11-26T21:07:21.247998] [INFO ] [FORECASTER] Starting predict_future for SKYY [2025-11-26T21:07:21.248834] [DEBUG] [LOCAL ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt [2025-11-26T21:07:21.248902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:21.248947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:21.248986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:21.249054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:21.307227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:21.307954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:21.308047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:21.308092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:21.429338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:21.429517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:21.429570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:21.429612] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:21.433051] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=12.24%) [2025-11-26T21:07:21.433356] [INFO ] [FORECASTER] Completed predict_future for SKYY [2025-11-26T21:07:21.433505] [INFO ] [sig ] SKYY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:21.576658] [INFO ] [LOCAL ] Saved forecast: SKYY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKYY.txt [2025-11-26T21:07:21.576821] [INFO ] [sig ] [2916/3599] Completed SKYY in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:21.576877] [INFO ] [sig ] [2917/3599] Forecasting SLAB... [2025-11-26T21:07:21.576921] [INFO ] [sig ] Generating forecast for: SLAB [2025-11-26T21:07:21.576973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'. [2025-11-26T21:07:21.593088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLAB'. [2025-11-26T21:07:21.593551] [INFO ] [FORECASTER] Starting predict_future for SLAB [2025-11-26T21:07:21.594459] [DEBUG] [LOCAL ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt [2025-11-26T21:07:21.594533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:21.594580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:21.594621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:21.594714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:21.655721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:21.656605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:21.656726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:21.656813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:21.775834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:21.776027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:21.776081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:21.776139] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:21.779721] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=99.01%) [2025-11-26T21:07:21.780039] [INFO ] [FORECASTER] Completed predict_future for SLAB [2025-11-26T21:07:21.780192] [INFO ] [sig ] SLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:21.923265] [INFO ] [LOCAL ] Saved forecast: SLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLAB.txt [2025-11-26T21:07:21.923463] [INFO ] [sig ] [2917/3599] Completed SLAB in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:21.923538] [INFO ] [sig ] [2918/3599] Forecasting SLB... [2025-11-26T21:07:21.923587] [INFO ] [sig ] Generating forecast for: SLB [2025-11-26T21:07:21.923633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-11-26T21:07:21.935466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLB'. [2025-11-26T21:07:21.935798] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-11-26T21:07:21.936671] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-11-26T21:07:21.936742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:21.936789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:21.936829] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:21.936899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:21.996619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:21.997309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:21.997406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:21.997455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:22.118486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:22.118681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:22.118735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:22.118778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:22.122281] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=18.30%) [2025-11-26T21:07:22.122576] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-11-26T21:07:22.122754] [INFO ] [sig ] SLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:22.262839] [INFO ] [LOCAL ] Saved forecast: SLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLB.txt [2025-11-26T21:07:22.263004] [INFO ] [sig ] [2918/3599] Completed SLB in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:22.263058] [INFO ] [sig ] [2919/3599] Forecasting SLDB... [2025-11-26T21:07:22.263100] [INFO ] [sig ] Generating forecast for: SLDB [2025-11-26T21:07:22.263141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'. [2025-11-26T21:07:22.275034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDB'. [2025-11-26T21:07:22.275425] [INFO ] [FORECASTER] Starting predict_future for SLDB [2025-11-26T21:07:22.276294] [DEBUG] [LOCAL ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt [2025-11-26T21:07:22.276364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:22.276408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:22.276447] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:22.276514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:22.333724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:22.334684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:22.334786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:22.334832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:22.452676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:22.452868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:22.452922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:22.452959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:22.456515] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=17.36%) [2025-11-26T21:07:22.456831] [INFO ] [FORECASTER] Completed predict_future for SLDB [2025-11-26T21:07:22.456989] [INFO ] [sig ] SLDB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:22.597346] [INFO ] [LOCAL ] Saved forecast: SLDB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLDB.txt [2025-11-26T21:07:22.597487] [INFO ] [sig ] [2919/3599] Completed SLDB in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:22.597564] [INFO ] [sig ] [2920/3599] Forecasting SLDP... [2025-11-26T21:07:22.597601] [INFO ] [sig ] Generating forecast for: SLDP [2025-11-26T21:07:22.597661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'. [2025-11-26T21:07:22.613566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDP'. [2025-11-26T21:07:22.614062] [INFO ] [FORECASTER] Starting predict_future for SLDP [2025-11-26T21:07:22.615197] [DEBUG] [LOCAL ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt [2025-11-26T21:07:22.615289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:22.615351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:22.615435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:22.615539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:22.680295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:22.681240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:22.681347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:22.681398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:22.797505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:22.797750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:22.797806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:22.797847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:22.801401] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=43.02%) [2025-11-26T21:07:22.801715] [INFO ] [FORECASTER] Completed predict_future for SLDP [2025-11-26T21:07:22.801863] [INFO ] [sig ] SLDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:22.942209] [INFO ] [LOCAL ] Saved forecast: SLDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLDP.txt [2025-11-26T21:07:22.942400] [INFO ] [sig ] [2920/3599] Completed SLDP in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:22.942462] [INFO ] [sig ] [2921/3599] Forecasting SLF... [2025-11-26T21:07:22.942504] [INFO ] [sig ] Generating forecast for: SLF [2025-11-26T21:07:22.942548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-11-26T21:07:22.955416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLF'. [2025-11-26T21:07:22.955858] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-11-26T21:07:22.956712] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-11-26T21:07:22.956781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:22.956825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:22.956864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:22.956931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:23.013955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:23.014848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:23.014948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:23.014990] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:23.134354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:23.134539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:23.134592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:23.134633] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:23.138129] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=9.42%) [2025-11-26T21:07:23.138416] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-11-26T21:07:23.138558] [INFO ] [sig ] SLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:23.280849] [INFO ] [LOCAL ] Saved forecast: SLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLF.txt [2025-11-26T21:07:23.281011] [INFO ] [sig ] [2921/3599] Completed SLF in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:23.281106] [INFO ] [sig ] [2922/3599] Forecasting SLG... [2025-11-26T21:07:23.281157] [INFO ] [sig ] Generating forecast for: SLG [2025-11-26T21:07:23.281201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-11-26T21:07:23.292583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLG'. [2025-11-26T21:07:23.292933] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-11-26T21:07:23.293908] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-11-26T21:07:23.293979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:23.294026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:23.294067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:23.294136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:23.356001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:23.357038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:23.357142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:23.357191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:23.479067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:23.479271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:23.479329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:23.479368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:23.482916] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-11-26T21:07:23.483215] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-11-26T21:07:23.483365] [INFO ] [sig ] SLG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:23.630623] [INFO ] [LOCAL ] Saved forecast: SLG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLG.txt [2025-11-26T21:07:23.630843] [INFO ] [sig ] [2922/3599] Completed SLG in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:23.630908] [INFO ] [sig ] [2923/3599] Forecasting SLGN... [2025-11-26T21:07:23.631037] [INFO ] [sig ] Generating forecast for: SLGN [2025-11-26T21:07:23.631082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-11-26T21:07:23.642808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLGN'. [2025-11-26T21:07:23.643256] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-11-26T21:07:23.644160] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-11-26T21:07:23.644233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:23.644280] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:23.644320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:23.644390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:23.701465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:23.702400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:23.702506] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:23.702553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:23.820060] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:23.820251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:23.820309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:23.820353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:23.823881] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=56.31%) [2025-11-26T21:07:23.824183] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-11-26T21:07:23.824329] [INFO ] [sig ] SLGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:23.964314] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLGN.txt [2025-11-26T21:07:23.964506] [INFO ] [sig ] [2923/3599] Completed SLGN in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:23.964562] [INFO ] [sig ] [2924/3599] Forecasting SLM... [2025-11-26T21:07:23.964607] [INFO ] [sig ] Generating forecast for: SLM [2025-11-26T21:07:23.964670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'. [2025-11-26T21:07:23.975553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLM'. [2025-11-26T21:07:23.976041] [INFO ] [FORECASTER] Starting predict_future for SLM [2025-11-26T21:07:23.976915] [DEBUG] [LOCAL ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt [2025-11-26T21:07:23.976987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:23.977034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:23.977075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:23.977147] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:24.037046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:24.037999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:24.038103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:24.038151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:24.180238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:24.180454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:24.180723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:24.180766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:24.185018] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=83.12%) [2025-11-26T21:07:24.185400] [INFO ] [FORECASTER] Completed predict_future for SLM [2025-11-26T21:07:24.185572] [INFO ] [sig ] SLM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:24.334975] [INFO ] [LOCAL ] Saved forecast: SLM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLM.txt [2025-11-26T21:07:24.335195] [INFO ] [sig ] [2924/3599] Completed SLM in 0.4s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:24.335268] [INFO ] [sig ] [2925/3599] Forecasting SLN... [2025-11-26T21:07:24.335317] [INFO ] [sig ] Generating forecast for: SLN [2025-11-26T21:07:24.335361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'. [2025-11-26T21:07:24.347199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLN'. [2025-11-26T21:07:24.347698] [INFO ] [FORECASTER] Starting predict_future for SLN [2025-11-26T21:07:24.348592] [DEBUG] [LOCAL ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt [2025-11-26T21:07:24.348683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:24.348731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:24.348773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:24.348842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:24.409748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:24.410687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:24.410790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:24.410839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:24.531989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:24.532187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:24.532242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:24.532286] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:24.535779] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=28.00%) [2025-11-26T21:07:24.536075] [INFO ] [FORECASTER] Completed predict_future for SLN [2025-11-26T21:07:24.536225] [INFO ] [sig ] SLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:24.680413] [INFO ] [LOCAL ] Saved forecast: SLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLN.txt [2025-11-26T21:07:24.680574] [INFO ] [sig ] [2925/3599] Completed SLN in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:24.680629] [INFO ] [sig ] [2926/3599] Forecasting SLNO... [2025-11-26T21:07:24.680691] [INFO ] [sig ] Generating forecast for: SLNO [2025-11-26T21:07:24.680732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'. [2025-11-26T21:07:24.691876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLNO'. [2025-11-26T21:07:24.692267] [INFO ] [FORECASTER] Starting predict_future for SLNO [2025-11-26T21:07:24.693133] [DEBUG] [LOCAL ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt [2025-11-26T21:07:24.693215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:24.693260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:24.693302] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:24.693370] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:24.750459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:24.751127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:24.751222] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:24.751263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:24.870349] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:24.870535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:24.870590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:24.870631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:24.874058] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=56.98%) [2025-11-26T21:07:24.874352] [INFO ] [FORECASTER] Completed predict_future for SLNO [2025-11-26T21:07:24.874496] [INFO ] [sig ] SLNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:25.016607] [INFO ] [LOCAL ] Saved forecast: SLNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLNO.txt [2025-11-26T21:07:25.016815] [INFO ] [sig ] [2926/3599] Completed SLNO in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:25.016870] [INFO ] [sig ] [2927/3599] Forecasting SLP... [2025-11-26T21:07:25.016912] [INFO ] [sig ] Generating forecast for: SLP [2025-11-26T21:07:25.016955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'. [2025-11-26T21:07:25.028444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLP'. [2025-11-26T21:07:25.028875] [INFO ] [FORECASTER] Starting predict_future for SLP [2025-11-26T21:07:25.029713] [DEBUG] [LOCAL ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt [2025-11-26T21:07:25.029781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:25.029827] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:25.029866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:25.029933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:25.087412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:25.088389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:25.088503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:25.088550] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:25.204297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:25.204491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:25.204543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:25.204581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:25.208017] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-11-26T21:07:25.208324] [INFO ] [FORECASTER] Completed predict_future for SLP [2025-11-26T21:07:25.208490] [INFO ] [sig ] SLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:25.348010] [INFO ] [LOCAL ] Saved forecast: SLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLP.txt [2025-11-26T21:07:25.348170] [INFO ] [sig ] [2927/3599] Completed SLP in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:25.348225] [INFO ] [sig ] [2928/3599] Forecasting SLQD... [2025-11-26T21:07:25.348267] [INFO ] [sig ] Generating forecast for: SLQD [2025-11-26T21:07:25.348307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'. [2025-11-26T21:07:25.359503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLQD'. [2025-11-26T21:07:25.359814] [INFO ] [FORECASTER] Starting predict_future for SLQD [2025-11-26T21:07:25.360608] [DEBUG] [LOCAL ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt [2025-11-26T21:07:25.360703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:25.360750] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:25.360785] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:25.360854] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:25.418095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:25.418889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:25.418985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:25.419033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:25.535669] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:25.535867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:25.535919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:25.535962] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:25.539534] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=93.75%) [2025-11-26T21:07:25.539880] [INFO ] [FORECASTER] Completed predict_future for SLQD [2025-11-26T21:07:25.540037] [INFO ] [sig ] SLQD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:25.687818] [INFO ] [LOCAL ] Saved forecast: SLQD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLQD.txt [2025-11-26T21:07:25.688000] [INFO ] [sig ] [2928/3599] Completed SLQD in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:25.688054] [INFO ] [sig ] [2929/3599] Forecasting SLRC... [2025-11-26T21:07:25.688090] [INFO ] [sig ] Generating forecast for: SLRC [2025-11-26T21:07:25.688127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'. [2025-11-26T21:07:25.700458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLRC'. [2025-11-26T21:07:25.700867] [INFO ] [FORECASTER] Starting predict_future for SLRC [2025-11-26T21:07:25.701750] [DEBUG] [LOCAL ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt [2025-11-26T21:07:25.701828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:25.701890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:25.701949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:25.702044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:25.760778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:25.761712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:25.761815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:25.761862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:25.881260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:25.881475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:25.881530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:25.881573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:25.885013] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=4.47%) [2025-11-26T21:07:25.885306] [INFO ] [FORECASTER] Completed predict_future for SLRC [2025-11-26T21:07:25.885454] [INFO ] [sig ] SLRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:26.025898] [INFO ] [LOCAL ] Saved forecast: SLRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLRC.txt [2025-11-26T21:07:26.026064] [INFO ] [sig ] [2929/3599] Completed SLRC in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.9m [2025-11-26T21:07:26.026129] [INFO ] [sig ] [2930/3599] Forecasting SLS... [2025-11-26T21:07:26.026173] [INFO ] [sig ] Generating forecast for: SLS [2025-11-26T21:07:26.026215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'. [2025-11-26T21:07:26.037730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLS'. [2025-11-26T21:07:26.038051] [INFO ] [FORECASTER] Starting predict_future for SLS [2025-11-26T21:07:26.038884] [DEBUG] [LOCAL ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt [2025-11-26T21:07:26.038953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:26.039000] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:26.039040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:26.039108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:26.096570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:26.097280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:26.097374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:26.097418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:26.213988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:26.214150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:26.214204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:26.214246] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:26.217948] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=6.23%) [2025-11-26T21:07:26.218281] [INFO ] [FORECASTER] Completed predict_future for SLS [2025-11-26T21:07:26.218449] [INFO ] [sig ] SLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:26.358295] [INFO ] [LOCAL ] Saved forecast: SLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLS.txt [2025-11-26T21:07:26.358506] [INFO ] [sig ] [2930/3599] Completed SLS in 0.3s | 2.90 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:07:26.358568] [INFO ] [sig ] [2931/3599] Forecasting SLVM... [2025-11-26T21:07:26.358612] [INFO ] [sig ] Generating forecast for: SLVM [2025-11-26T21:07:26.358676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-11-26T21:07:26.370057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVM'. [2025-11-26T21:07:26.370386] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-11-26T21:07:26.371224] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-11-26T21:07:26.371294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:26.371339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:26.371377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:26.371445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:26.428140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:26.429067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:26.429168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:26.429214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:26.550252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:26.550440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:26.550496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:26.550536] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:26.553971] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=41.17%) [2025-11-26T21:07:26.554283] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-11-26T21:07:26.554435] [INFO ] [sig ] SLVM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:26.696767] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLVM.txt [2025-11-26T21:07:26.696911] [INFO ] [sig ] [2931/3599] Completed SLVM in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:26.696964] [INFO ] [sig ] [2932/3599] Forecasting SLVO... [2025-11-26T21:07:26.697006] [INFO ] [sig ] Generating forecast for: SLVO [2025-11-26T21:07:26.697050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'. [2025-11-26T21:07:26.708825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVO'. [2025-11-26T21:07:26.709128] [INFO ] [FORECASTER] Starting predict_future for SLVO [2025-11-26T21:07:26.709953] [DEBUG] [LOCAL ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt [2025-11-26T21:07:26.710023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:26.710068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:26.710110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:26.710179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:26.767089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:26.767756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:26.767850] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:26.767897] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:26.882960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:26.883084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:26.883135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:26.883177] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:26.886328] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-11-26T21:07:26.886612] [INFO ] [FORECASTER] Completed predict_future for SLVO [2025-11-26T21:07:26.886778] [INFO ] [sig ] SLVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:27.024359] [INFO ] [LOCAL ] Saved forecast: SLVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLVO.txt [2025-11-26T21:07:27.024495] [INFO ] [sig ] [2932/3599] Completed SLVO in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:27.024553] [INFO ] [sig ] [2933/3599] Forecasting SLXN... [2025-11-26T21:07:27.024596] [INFO ] [sig ] Generating forecast for: SLXN [2025-11-26T21:07:27.024636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'. [2025-11-26T21:07:27.035805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLXN'. [2025-11-26T21:07:27.036086] [INFO ] [FORECASTER] Starting predict_future for SLXN [2025-11-26T21:07:27.036905] [DEBUG] [LOCAL ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt [2025-11-26T21:07:27.036976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:27.037024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:27.037066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:27.037135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:27.094549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:27.095183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:27.095276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:27.095326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:27.207451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:27.207608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:27.207700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:27.207747] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:27.210956] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:07:27.211241] [INFO ] [FORECASTER] Completed predict_future for SLXN [2025-11-26T21:07:27.211386] [INFO ] [sig ] SLXN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:27.350112] [INFO ] [LOCAL ] Saved forecast: SLXN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLXN.txt [2025-11-26T21:07:27.350242] [INFO ] [sig ] [2933/3599] Completed SLXN in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:27.350298] [INFO ] [sig ] [2934/3599] Forecasting SM... [2025-11-26T21:07:27.350341] [INFO ] [sig ] Generating forecast for: SM [2025-11-26T21:07:27.350384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-11-26T21:07:27.362882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SM'. [2025-11-26T21:07:27.363169] [INFO ] [FORECASTER] Starting predict_future for SM [2025-11-26T21:07:27.363997] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-11-26T21:07:27.364066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:27.364112] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:27.364152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:27.364225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:27.424302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:27.424967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:27.425062] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:27.425110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:27.544062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:27.544214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:27.544267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:27.544311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:27.547588] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=98.97%) [2025-11-26T21:07:27.547894] [INFO ] [FORECASTER] Completed predict_future for SM [2025-11-26T21:07:27.548036] [INFO ] [sig ] SM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:27.686405] [INFO ] [LOCAL ] Saved forecast: SM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SM.txt [2025-11-26T21:07:27.686530] [INFO ] [sig ] [2934/3599] Completed SM in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:27.686584] [INFO ] [sig ] [2935/3599] Forecasting SMBC... [2025-11-26T21:07:27.686628] [INFO ] [sig ] Generating forecast for: SMBC [2025-11-26T21:07:27.686694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'. [2025-11-26T21:07:27.698476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBC'. [2025-11-26T21:07:27.698784] [INFO ] [FORECASTER] Starting predict_future for SMBC [2025-11-26T21:07:27.699574] [DEBUG] [LOCAL ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt [2025-11-26T21:07:27.699664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:27.699711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:27.699751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:27.699813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:27.756989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:27.757633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:27.757744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:27.757792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:27.871058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:27.871176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:27.871227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:27.871268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:27.874395] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-11-26T21:07:27.874697] [INFO ] [FORECASTER] Completed predict_future for SMBC [2025-11-26T21:07:27.874840] [INFO ] [sig ] SMBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:28.013846] [INFO ] [LOCAL ] Saved forecast: SMBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMBC.txt [2025-11-26T21:07:28.013980] [INFO ] [sig ] [2935/3599] Completed SMBC in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:28.014033] [INFO ] [sig ] [2936/3599] Forecasting SMBK... [2025-11-26T21:07:28.014074] [INFO ] [sig ] Generating forecast for: SMBK [2025-11-26T21:07:28.014115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-11-26T21:07:28.024819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBK'. [2025-11-26T21:07:28.025097] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-11-26T21:07:28.025911] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-11-26T21:07:28.025979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:28.026024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:28.026063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:28.026136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:28.083303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:28.083936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:28.084027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:28.084072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:28.208059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:28.208247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:28.208299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:28.208340] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:28.211793] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=19.57%) [2025-11-26T21:07:28.212081] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-11-26T21:07:28.212222] [INFO ] [sig ] SMBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:28.351203] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMBK.txt [2025-11-26T21:07:28.351331] [INFO ] [sig ] [2936/3599] Completed SMBK in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:28.351384] [INFO ] [sig ] [2937/3599] Forecasting SMCI... [2025-11-26T21:07:28.351424] [INFO ] [sig ] Generating forecast for: SMCI [2025-11-26T21:07:28.351466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'. [2025-11-26T21:07:28.362159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCI'. [2025-11-26T21:07:28.362450] [INFO ] [FORECASTER] Starting predict_future for SMCI [2025-11-26T21:07:28.363280] [DEBUG] [LOCAL ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt [2025-11-26T21:07:28.363349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:28.363431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:28.363473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:28.363542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:28.420843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:28.421447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:28.421540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:28.421587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:28.544934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:28.545065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:28.545120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:28.545161] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:28.548375] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-11-26T21:07:28.548676] [INFO ] [FORECASTER] Completed predict_future for SMCI [2025-11-26T21:07:28.548819] [INFO ] [sig ] SMCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:28.687592] [INFO ] [LOCAL ] Saved forecast: SMCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMCI.txt [2025-11-26T21:07:28.687738] [INFO ] [sig ] [2937/3599] Completed SMCI in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:28.687796] [INFO ] [sig ] [2938/3599] Forecasting SMCX... [2025-11-26T21:07:28.687839] [INFO ] [sig ] Generating forecast for: SMCX [2025-11-26T21:07:28.687876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'. [2025-11-26T21:07:28.699032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCX'. [2025-11-26T21:07:28.699320] [INFO ] [FORECASTER] Starting predict_future for SMCX [2025-11-26T21:07:28.700151] [DEBUG] [LOCAL ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt [2025-11-26T21:07:28.700220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:28.700265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:28.700305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:28.700372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:28.757617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:28.758247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:28.758341] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:28.758382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:28.882320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:28.882443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:28.882489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:28.882531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:28.885718] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=43.96%) [2025-11-26T21:07:28.886000] [INFO ] [FORECASTER] Completed predict_future for SMCX [2025-11-26T21:07:28.886141] [INFO ] [sig ] SMCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:29.028422] [INFO ] [LOCAL ] Saved forecast: SMCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMCX.txt [2025-11-26T21:07:29.028552] [INFO ] [sig ] [2938/3599] Completed SMCX in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:29.028606] [INFO ] [sig ] [2939/3599] Forecasting SMFG... [2025-11-26T21:07:29.028667] [INFO ] [sig ] Generating forecast for: SMFG [2025-11-26T21:07:29.028712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-11-26T21:07:29.039947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMFG'. [2025-11-26T21:07:29.040244] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-11-26T21:07:29.041109] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-11-26T21:07:29.041178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:29.041222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:29.041262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:29.041330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:29.098816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:29.099428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:29.099521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:29.099569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:29.220610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:29.220761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:29.220809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:29.220846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:29.224012] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=42.18%) [2025-11-26T21:07:29.224297] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-11-26T21:07:29.224438] [INFO ] [sig ] SMFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:29.362365] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMFG.txt [2025-11-26T21:07:29.362492] [INFO ] [sig ] [2939/3599] Completed SMFG in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:29.362544] [INFO ] [sig ] [2940/3599] Forecasting SMH... [2025-11-26T21:07:29.362585] [INFO ] [sig ] Generating forecast for: SMH [2025-11-26T21:07:29.362627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'. [2025-11-26T21:07:29.374424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMH'. [2025-11-26T21:07:29.374724] [INFO ] [FORECASTER] Starting predict_future for SMH [2025-11-26T21:07:29.375530] [DEBUG] [LOCAL ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt [2025-11-26T21:07:29.375599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:29.375677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:29.375727] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:29.375803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:29.432216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:29.432859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:29.432951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:29.432997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:29.553326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:29.553461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:29.553510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:29.553550] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:29.556769] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=85.06%) [2025-11-26T21:07:29.557064] [INFO ] [FORECASTER] Completed predict_future for SMH [2025-11-26T21:07:29.557220] [INFO ] [sig ] SMH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:29.697084] [INFO ] [LOCAL ] Saved forecast: SMH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SMH.txt [2025-11-26T21:07:29.697225] [INFO ] [sig ] [2940/3599] Completed SMH in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:29.697279] [INFO ] [sig ] [2941/3599] Forecasting SMHI... [2025-11-26T21:07:29.697328] [INFO ] [sig ] Generating forecast for: SMHI [2025-11-26T21:07:29.697371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-11-26T21:07:29.708534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHI'. [2025-11-26T21:07:29.708853] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-11-26T21:07:29.709674] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-11-26T21:07:29.709740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:29.709784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:29.709823] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:29.709892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:29.770164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:29.770830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:29.770923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:29.770969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:29.881924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:29.882058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:29.882106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:29.882148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:29.885418] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-11-26T21:07:29.885723] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-11-26T21:07:29.885862] [INFO ] [sig ] SMHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:30.024509] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMHI.txt [2025-11-26T21:07:30.024658] [INFO ] [sig ] [2941/3599] Completed SMHI in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:30.024712] [INFO ] [sig ] [2942/3599] Forecasting SMHX... [2025-11-26T21:07:30.024754] [INFO ] [sig ] Generating forecast for: SMHX [2025-11-26T21:07:30.024789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'. [2025-11-26T21:07:30.035678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHX'. [2025-11-26T21:07:30.035959] [INFO ] [FORECASTER] Starting predict_future for SMHX [2025-11-26T21:07:30.036785] [DEBUG] [LOCAL ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt [2025-11-26T21:07:30.036853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:30.036899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:30.036938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:30.037006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:30.093682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:30.094284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:30.094376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:30.094422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:30.210350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:30.210470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:30.210518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:30.210559] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:30.213718] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=95.56%) [2025-11-26T21:07:30.214000] [INFO ] [FORECASTER] Completed predict_future for SMHX [2025-11-26T21:07:30.214143] [INFO ] [sig ] SMHX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:30.353333] [INFO ] [LOCAL ] Saved forecast: SMHX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SMHX.txt [2025-11-26T21:07:30.353462] [INFO ] [sig ] [2942/3599] Completed SMHX in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:30.353517] [INFO ] [sig ] [2943/3599] Forecasting SMID... [2025-11-26T21:07:30.353558] [INFO ] [sig ] Generating forecast for: SMID [2025-11-26T21:07:30.353598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'. [2025-11-26T21:07:30.364522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMID'. [2025-11-26T21:07:30.364866] [INFO ] [FORECASTER] Starting predict_future for SMID [2025-11-26T21:07:30.365689] [DEBUG] [LOCAL ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt [2025-11-26T21:07:30.365756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:30.365800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:30.365839] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:30.365906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:30.422503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:30.423134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:30.423225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:30.423275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:30.527562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:30.527697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:30.527748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:30.527788] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:30.530909] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=5.64%) [2025-11-26T21:07:30.531186] [INFO ] [FORECASTER] Completed predict_future for SMID [2025-11-26T21:07:30.531327] [INFO ] [sig ] SMID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:30.672214] [INFO ] [LOCAL ] Saved forecast: SMID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMID.txt [2025-11-26T21:07:30.672344] [INFO ] [sig ] [2943/3599] Completed SMID in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:30.672397] [INFO ] [sig ] [2944/3599] Forecasting SMPL... [2025-11-26T21:07:30.672441] [INFO ] [sig ] Generating forecast for: SMPL [2025-11-26T21:07:30.672482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'. [2025-11-26T21:07:30.683764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMPL'. [2025-11-26T21:07:30.684047] [INFO ] [FORECASTER] Starting predict_future for SMPL [2025-11-26T21:07:30.684872] [DEBUG] [LOCAL ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt [2025-11-26T21:07:30.684941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:30.684987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:30.685026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:30.685095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:30.742000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:30.742630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:30.742741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:30.742788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:30.857545] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:30.857688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:30.857740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:30.857802] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:30.860988] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=34.79%) [2025-11-26T21:07:30.861270] [INFO ] [FORECASTER] Completed predict_future for SMPL [2025-11-26T21:07:30.861410] [INFO ] [sig ] SMPL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:30.999364] [INFO ] [LOCAL ] Saved forecast: SMPL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMPL.txt [2025-11-26T21:07:30.999501] [INFO ] [sig ] [2944/3599] Completed SMPL in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:30.999555] [INFO ] [sig ] [2945/3599] Forecasting SMTC... [2025-11-26T21:07:30.999593] [INFO ] [sig ] Generating forecast for: SMTC [2025-11-26T21:07:30.999636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'. [2025-11-26T21:07:31.009952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTC'. [2025-11-26T21:07:31.010237] [INFO ] [FORECASTER] Starting predict_future for SMTC [2025-11-26T21:07:31.011056] [DEBUG] [LOCAL ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt [2025-11-26T21:07:31.011125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:31.011170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:31.011210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:31.011278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:31.068696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:31.069305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:31.069398] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:31.069444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:31.184587] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:31.184732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:31.184782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:31.184822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:31.188012] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=49.59%) [2025-11-26T21:07:31.188293] [INFO ] [FORECASTER] Completed predict_future for SMTC [2025-11-26T21:07:31.188435] [INFO ] [sig ] SMTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:31.327143] [INFO ] [LOCAL ] Saved forecast: SMTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMTC.txt [2025-11-26T21:07:31.327272] [INFO ] [sig ] [2945/3599] Completed SMTC in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:31.327328] [INFO ] [sig ] [2946/3599] Forecasting SMTI... [2025-11-26T21:07:31.327372] [INFO ] [sig ] Generating forecast for: SMTI [2025-11-26T21:07:31.327416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'. [2025-11-26T21:07:31.341176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTI'. [2025-11-26T21:07:31.341484] [INFO ] [FORECASTER] Starting predict_future for SMTI [2025-11-26T21:07:31.342315] [DEBUG] [LOCAL ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt [2025-11-26T21:07:31.342384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:31.342429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:31.342468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:31.342536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:31.399995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:31.400602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:31.400728] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:31.400777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:31.516856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:31.516977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:31.517025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:31.517066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:31.520233] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-11-26T21:07:31.520512] [INFO ] [FORECASTER] Completed predict_future for SMTI [2025-11-26T21:07:31.520714] [INFO ] [sig ] SMTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:31.659668] [INFO ] [LOCAL ] Saved forecast: SMTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMTI.txt [2025-11-26T21:07:31.659799] [INFO ] [sig ] [2946/3599] Completed SMTI in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.8m [2025-11-26T21:07:31.659853] [INFO ] [sig ] [2947/3599] Forecasting SMWB... [2025-11-26T21:07:31.659895] [INFO ] [sig ] Generating forecast for: SMWB [2025-11-26T21:07:31.659937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-11-26T21:07:31.671080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMWB'. [2025-11-26T21:07:31.671362] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-11-26T21:07:31.672179] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-11-26T21:07:31.672252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:31.672299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:31.672332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:31.672429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:31.730370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:31.730997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:31.731090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:31.731136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:31.849368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:31.849499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:31.849548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:31.849592] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:31.852747] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=37.17%) [2025-11-26T21:07:31.853026] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-11-26T21:07:31.853166] [INFO ] [sig ] SMWB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:31.992772] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMWB.txt [2025-11-26T21:07:31.992898] [INFO ] [sig ] [2947/3599] Completed SMWB in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:07:31.992951] [INFO ] [sig ] [2948/3599] Forecasting SMX... [2025-11-26T21:07:31.992992] [INFO ] [sig ] Generating forecast for: SMX [2025-11-26T21:07:31.993034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'. [2025-11-26T21:07:32.004578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMX'. [2025-11-26T21:07:32.004875] [INFO ] [FORECASTER] Starting predict_future for SMX [2025-11-26T21:07:32.005745] [DEBUG] [LOCAL ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt [2025-11-26T21:07:32.005814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:32.005872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:32.005925] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:32.006087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:32.063447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:32.064142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:32.064237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:32.064285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:32.165179] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:32.165393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:32.165444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:32.165485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:32.168853] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=74.08%) [2025-11-26T21:07:32.169138] [INFO ] [FORECASTER] Completed predict_future for SMX [2025-11-26T21:07:32.169279] [INFO ] [sig ] SMX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:32.309759] [INFO ] [LOCAL ] Saved forecast: SMX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SMX.txt [2025-11-26T21:07:32.309889] [INFO ] [sig ] [2948/3599] Completed SMX in 0.3s | 2.90 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:07:32.309937] [INFO ] [sig ] [2949/3599] Forecasting SN... [2025-11-26T21:07:32.309980] [INFO ] [sig ] Generating forecast for: SN [2025-11-26T21:07:32.310017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-11-26T21:07:32.322346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SN'. [2025-11-26T21:07:32.322671] [INFO ] [FORECASTER] Starting predict_future for SN [2025-11-26T21:07:32.323485] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-11-26T21:07:32.323580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:32.323631] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:32.323692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:32.323761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:32.381790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:32.382396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:32.382492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:32.382538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:32.508319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:32.508457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:32.508515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:32.508589] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:32.511843] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-11-26T21:07:32.512137] [INFO ] [FORECASTER] Completed predict_future for SN [2025-11-26T21:07:32.512280] [INFO ] [sig ] SN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:32.651903] [INFO ] [LOCAL ] Saved forecast: SN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SN.txt [2025-11-26T21:07:32.652027] [INFO ] [sig ] [2949/3599] Completed SN in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:32.652081] [INFO ] [sig ] [2950/3599] Forecasting SNA... [2025-11-26T21:07:32.652122] [INFO ] [sig ] Generating forecast for: SNA [2025-11-26T21:07:32.652164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-11-26T21:07:32.664757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNA'. [2025-11-26T21:07:32.665165] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-11-26T21:07:32.666125] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-11-26T21:07:32.666196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:32.666242] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:32.666281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:32.666351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:32.723795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:32.724728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:32.724836] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:32.724883] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:32.844708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:32.844917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:32.844983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:32.845033] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:32.848691] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=28.85%) [2025-11-26T21:07:32.848998] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-11-26T21:07:32.849147] [INFO ] [sig ] SNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:32.990194] [INFO ] [LOCAL ] Saved forecast: SNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNA.txt [2025-11-26T21:07:32.990390] [INFO ] [sig ] [2950/3599] Completed SNA in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:32.990448] [INFO ] [sig ] [2951/3599] Forecasting SNAP... [2025-11-26T21:07:32.990497] [INFO ] [sig ] Generating forecast for: SNAP [2025-11-26T21:07:32.990539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-11-26T21:07:33.002703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNAP'. [2025-11-26T21:07:33.003022] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-11-26T21:07:33.003886] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-11-26T21:07:33.003958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:33.004005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:33.004045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:33.004114] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:33.060886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:33.061541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:33.061635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:33.061698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:33.179437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:33.179614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:33.179882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:33.179926] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:33.183425] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=95.19%) [2025-11-26T21:07:33.183762] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-11-26T21:07:33.183912] [INFO ] [sig ] SNAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:33.323382] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNAP.txt [2025-11-26T21:07:33.323551] [INFO ] [sig ] [2951/3599] Completed SNAP in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:33.323617] [INFO ] [sig ] [2952/3599] Forecasting SNCY... [2025-11-26T21:07:33.323680] [INFO ] [sig ] Generating forecast for: SNCY [2025-11-26T21:07:33.323733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'. [2025-11-26T21:07:33.335903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNCY'. [2025-11-26T21:07:33.336216] [INFO ] [FORECASTER] Starting predict_future for SNCY [2025-11-26T21:07:33.337073] [DEBUG] [LOCAL ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt [2025-11-26T21:07:33.337144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:33.337190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:33.337232] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:33.337302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:33.394299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:33.395033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:33.395136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:33.395184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:33.517444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:33.517668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:33.517723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:33.517767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:33.521361] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T21:07:33.521699] [INFO ] [FORECASTER] Completed predict_future for SNCY [2025-11-26T21:07:33.521848] [INFO ] [sig ] SNCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:33.663170] [INFO ] [LOCAL ] Saved forecast: SNCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNCY.txt [2025-11-26T21:07:33.663327] [INFO ] [sig ] [2952/3599] Completed SNCY in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:33.663381] [INFO ] [sig ] [2953/3599] Forecasting SND... [2025-11-26T21:07:33.663419] [INFO ] [sig ] Generating forecast for: SND [2025-11-26T21:07:33.663462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'. [2025-11-26T21:07:33.675505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SND'. [2025-11-26T21:07:33.675888] [INFO ] [FORECASTER] Starting predict_future for SND [2025-11-26T21:07:33.676741] [DEBUG] [LOCAL ] No optimal features file found for SND: ./output/feature-sets/SND.txt [2025-11-26T21:07:33.676809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:33.676877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:33.676920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:33.676992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:33.735985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:33.736745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:33.736841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:33.736886] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:33.855836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:33.856032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:33.856085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:33.856126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:33.859517] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=76.55%) [2025-11-26T21:07:33.859829] [INFO ] [FORECASTER] Completed predict_future for SND [2025-11-26T21:07:33.859975] [INFO ] [sig ] SND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:34.001163] [INFO ] [LOCAL ] Saved forecast: SND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SND.txt [2025-11-26T21:07:34.001339] [INFO ] [sig ] [2953/3599] Completed SND in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:34.001395] [INFO ] [sig ] [2954/3599] Forecasting SNDL... [2025-11-26T21:07:34.001438] [INFO ] [sig ] Generating forecast for: SNDL [2025-11-26T21:07:34.001479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'. [2025-11-26T21:07:34.013008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDL'. [2025-11-26T21:07:34.013331] [INFO ] [FORECASTER] Starting predict_future for SNDL [2025-11-26T21:07:34.014272] [DEBUG] [LOCAL ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt [2025-11-26T21:07:34.014338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:34.014384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:34.014432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:34.014501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:34.073939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:34.075218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:34.075335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:34.075446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:34.209785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:34.210076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:34.210168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:34.210243] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:34.215971] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-11-26T21:07:34.216531] [INFO ] [FORECASTER] Completed predict_future for SNDL [2025-11-26T21:07:34.216801] [INFO ] [sig ] SNDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:34.371372] [INFO ] [LOCAL ] Saved forecast: SNDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNDL.txt [2025-11-26T21:07:34.371617] [INFO ] [sig ] [2954/3599] Completed SNDL in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:34.371709] [INFO ] [sig ] [2955/3599] Forecasting SNDX... [2025-11-26T21:07:34.371767] [INFO ] [sig ] Generating forecast for: SNDX [2025-11-26T21:07:34.371818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'. [2025-11-26T21:07:34.385259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDX'. [2025-11-26T21:07:34.385789] [INFO ] [FORECASTER] Starting predict_future for SNDX [2025-11-26T21:07:34.386867] [DEBUG] [LOCAL ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt [2025-11-26T21:07:34.386944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:34.386993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:34.387037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:34.387112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:34.447445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:34.448542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:34.448685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:34.448765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:34.577875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:34.578130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:34.578203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:34.578277] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:34.582373] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=72.87%) [2025-11-26T21:07:34.582730] [INFO ] [FORECASTER] Completed predict_future for SNDX [2025-11-26T21:07:34.582899] [INFO ] [sig ] SNDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:34.728466] [INFO ] [LOCAL ] Saved forecast: SNDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNDX.txt [2025-11-26T21:07:34.728718] [INFO ] [sig ] [2955/3599] Completed SNDX in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:34.728780] [INFO ] [sig ] [2956/3599] Forecasting SNES... [2025-11-26T21:07:34.728819] [INFO ] [sig ] Generating forecast for: SNES [2025-11-26T21:07:34.728864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'. [2025-11-26T21:07:34.741616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNES'. [2025-11-26T21:07:34.742091] [INFO ] [FORECASTER] Starting predict_future for SNES [2025-11-26T21:07:34.743071] [DEBUG] [LOCAL ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt [2025-11-26T21:07:34.743143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:34.743191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:34.743234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:34.743306] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:34.803904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:34.805077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:34.805204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:34.805256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:34.927585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:34.927867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:34.927930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:34.927965] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:34.931967] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=86.39%) [2025-11-26T21:07:34.932300] [INFO ] [FORECASTER] Completed predict_future for SNES [2025-11-26T21:07:34.932460] [INFO ] [sig ] SNES: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:35.081488] [INFO ] [LOCAL ] Saved forecast: SNES 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNES.txt [2025-11-26T21:07:35.081742] [INFO ] [sig ] [2956/3599] Completed SNES in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:35.081809] [INFO ] [sig ] [2957/3599] Forecasting SNEX... [2025-11-26T21:07:35.081854] [INFO ] [sig ] Generating forecast for: SNEX [2025-11-26T21:07:35.081902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'. [2025-11-26T21:07:35.095588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNEX'. [2025-11-26T21:07:35.096120] [INFO ] [FORECASTER] Starting predict_future for SNEX [2025-11-26T21:07:35.097146] [DEBUG] [LOCAL ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt [2025-11-26T21:07:35.097222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:35.097272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:35.097316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:35.097389] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:35.158165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:35.159388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:35.159527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:35.159576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:35.283767] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:35.284030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:35.284079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:35.284114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:35.291511] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=3.81%) [2025-11-26T21:07:35.291925] [INFO ] [FORECASTER] Completed predict_future for SNEX [2025-11-26T21:07:35.292096] [INFO ] [sig ] SNEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:35.440784] [INFO ] [LOCAL ] Saved forecast: SNEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNEX.txt [2025-11-26T21:07:35.441042] [INFO ] [sig ] [2957/3599] Completed SNEX in 0.4s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:35.441103] [INFO ] [sig ] [2958/3599] Forecasting SNFCA... [2025-11-26T21:07:35.441152] [INFO ] [sig ] Generating forecast for: SNFCA [2025-11-26T21:07:35.441198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'. [2025-11-26T21:07:35.455508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'. [2025-11-26T21:07:35.455963] [INFO ] [FORECASTER] Starting predict_future for SNFCA [2025-11-26T21:07:35.456845] [DEBUG] [LOCAL ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt [2025-11-26T21:07:35.456917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:35.456973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:35.457013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:35.457082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:35.515340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:35.516224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:35.516327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:35.516376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:35.644458] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:35.644620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:35.644691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:35.644733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:35.648122] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=13.53%) [2025-11-26T21:07:35.648412] [INFO ] [FORECASTER] Completed predict_future for SNFCA [2025-11-26T21:07:35.648555] [INFO ] [sig ] SNFCA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:35.790574] [INFO ] [LOCAL ] Saved forecast: SNFCA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNFCA.txt [2025-11-26T21:07:35.790759] [INFO ] [sig ] [2958/3599] Completed SNFCA in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:35.790816] [INFO ] [sig ] [2959/3599] Forecasting SNGX... [2025-11-26T21:07:35.790857] [INFO ] [sig ] Generating forecast for: SNGX [2025-11-26T21:07:35.790900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'. [2025-11-26T21:07:35.802330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNGX'. [2025-11-26T21:07:35.802702] [INFO ] [FORECASTER] Starting predict_future for SNGX [2025-11-26T21:07:35.803563] [DEBUG] [LOCAL ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt [2025-11-26T21:07:35.803677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:35.803727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:35.803765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:35.803844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:35.863806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:35.864472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:35.864574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:35.864622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:35.987892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:35.988094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:35.988174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:35.988235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:35.991708] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=37.26%) [2025-11-26T21:07:35.992023] [INFO ] [FORECASTER] Completed predict_future for SNGX [2025-11-26T21:07:35.992172] [INFO ] [sig ] SNGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:36.132505] [INFO ] [LOCAL ] Saved forecast: SNGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNGX.txt [2025-11-26T21:07:36.132689] [INFO ] [sig ] [2959/3599] Completed SNGX in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:36.132744] [INFO ] [sig ] [2960/3599] Forecasting SNN... [2025-11-26T21:07:36.132790] [INFO ] [sig ] Generating forecast for: SNN [2025-11-26T21:07:36.132829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-11-26T21:07:36.148958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNN'. [2025-11-26T21:07:36.149577] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-11-26T21:07:36.150483] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-11-26T21:07:36.150566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:36.150621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:36.150697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:36.150767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:36.207957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:36.208603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:36.208745] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:36.208793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:36.331716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:36.331877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:36.331921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:36.331955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:36.335353] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=67.54%) [2025-11-26T21:07:36.335687] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-11-26T21:07:36.335830] [INFO ] [sig ] SNN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:36.478316] [INFO ] [LOCAL ] Saved forecast: SNN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNN.txt [2025-11-26T21:07:36.478468] [INFO ] [sig ] [2960/3599] Completed SNN in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:36.478523] [INFO ] [sig ] [2961/3599] Forecasting SNOA... [2025-11-26T21:07:36.478566] [INFO ] [sig ] Generating forecast for: SNOA [2025-11-26T21:07:36.478611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'. [2025-11-26T21:07:36.490960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNOA'. [2025-11-26T21:07:36.491340] [INFO ] [FORECASTER] Starting predict_future for SNOA [2025-11-26T21:07:36.492214] [DEBUG] [LOCAL ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt [2025-11-26T21:07:36.492297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:36.492353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:36.492391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:36.492457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:36.549534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:36.550404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:36.550503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:36.550550] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:36.667690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:36.667844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:36.667897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:36.667939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:36.671355] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=3.26%) [2025-11-26T21:07:36.671670] [INFO ] [FORECASTER] Completed predict_future for SNOA [2025-11-26T21:07:36.671819] [INFO ] [sig ] SNOA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:36.815328] [INFO ] [LOCAL ] Saved forecast: SNOA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNOA.txt [2025-11-26T21:07:36.815503] [INFO ] [sig ] [2961/3599] Completed SNOA in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:36.815559] [INFO ] [sig ] [2962/3599] Forecasting SNPS... [2025-11-26T21:07:36.815602] [INFO ] [sig ] Generating forecast for: SNPS [2025-11-26T21:07:36.815662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'. [2025-11-26T21:07:36.826810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNPS'. [2025-11-26T21:07:36.827166] [INFO ] [FORECASTER] Starting predict_future for SNPS [2025-11-26T21:07:36.828029] [DEBUG] [LOCAL ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt [2025-11-26T21:07:36.828098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:36.828144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:36.828184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:36.828253] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:36.885574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:36.886384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:36.886484] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:36.886531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:37.007605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:37.007780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:37.007838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:37.007881] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:37.011197] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-11-26T21:07:37.011503] [INFO ] [FORECASTER] Completed predict_future for SNPS [2025-11-26T21:07:37.011663] [INFO ] [sig ] SNPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:37.152168] [INFO ] [LOCAL ] Saved forecast: SNPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNPS.txt [2025-11-26T21:07:37.152297] [INFO ] [sig ] [2962/3599] Completed SNPS in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:37.152348] [INFO ] [sig ] [2963/3599] Forecasting SNTI... [2025-11-26T21:07:37.152392] [INFO ] [sig ] Generating forecast for: SNTI [2025-11-26T21:07:37.152433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'. [2025-11-26T21:07:37.163410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNTI'. [2025-11-26T21:07:37.163711] [INFO ] [FORECASTER] Starting predict_future for SNTI [2025-11-26T21:07:37.164495] [DEBUG] [LOCAL ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt [2025-11-26T21:07:37.164564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:37.164609] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:37.164671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:37.164742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:37.222714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:37.223335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:37.223427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:37.223473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:37.346601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:37.346770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:37.346821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:37.346861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:37.350136] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=78.12%) [2025-11-26T21:07:37.350421] [INFO ] [FORECASTER] Completed predict_future for SNTI [2025-11-26T21:07:37.350560] [INFO ] [sig ] SNTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:37.490410] [INFO ] [LOCAL ] Saved forecast: SNTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNTI.txt [2025-11-26T21:07:37.490540] [INFO ] [sig ] [2963/3599] Completed SNTI in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:37.490595] [INFO ] [sig ] [2964/3599] Forecasting SNX... [2025-11-26T21:07:37.490657] [INFO ] [sig ] Generating forecast for: SNX [2025-11-26T21:07:37.490699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-11-26T21:07:37.503777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNX'. [2025-11-26T21:07:37.504204] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-11-26T21:07:37.505096] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-11-26T21:07:37.505166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:37.505211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:37.505248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:37.505314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:37.563261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:37.564271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:37.564384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:37.564427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:37.685510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:37.685725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:37.685787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:37.685830] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:37.689504] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=3.57%) [2025-11-26T21:07:37.689863] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-11-26T21:07:37.690026] [INFO ] [sig ] SNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:37.833063] [INFO ] [LOCAL ] Saved forecast: SNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNX.txt [2025-11-26T21:07:37.833300] [INFO ] [sig ] [2964/3599] Completed SNX in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.7m [2025-11-26T21:07:37.833366] [INFO ] [sig ] [2965/3599] Forecasting SNY... [2025-11-26T21:07:37.833416] [INFO ] [sig ] Generating forecast for: SNY [2025-11-26T21:07:37.833462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'. [2025-11-26T21:07:37.845737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNY'. [2025-11-26T21:07:37.846139] [INFO ] [FORECASTER] Starting predict_future for SNY [2025-11-26T21:07:37.846989] [DEBUG] [LOCAL ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt [2025-11-26T21:07:37.847061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:37.847107] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:37.847146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:37.847219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:37.903941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:37.904834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:37.904935] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:37.904980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:38.024169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:38.024369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:38.024426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:38.024493] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:38.028251] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-11-26T21:07:38.028623] [INFO ] [FORECASTER] Completed predict_future for SNY [2025-11-26T21:07:38.028808] [INFO ] [sig ] SNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:38.174281] [INFO ] [LOCAL ] Saved forecast: SNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNY.txt [2025-11-26T21:07:38.174485] [INFO ] [sig ] [2965/3599] Completed SNY in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:07:38.174543] [INFO ] [sig ] [2966/3599] Forecasting SO... [2025-11-26T21:07:38.174587] [INFO ] [sig ] Generating forecast for: SO [2025-11-26T21:07:38.174630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-11-26T21:07:38.186163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SO'. [2025-11-26T21:07:38.186604] [INFO ] [FORECASTER] Starting predict_future for SO [2025-11-26T21:07:38.187458] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-11-26T21:07:38.187551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:38.187600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:38.187661] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:38.187739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:38.247030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:38.247992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:38.248100] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:38.248149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:38.368901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:38.369107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:38.369161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:38.369205] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:38.372721] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-11-26T21:07:38.373075] [INFO ] [FORECASTER] Completed predict_future for SO [2025-11-26T21:07:38.373235] [INFO ] [sig ] SO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:38.522091] [INFO ] [LOCAL ] Saved forecast: SO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SO.txt [2025-11-26T21:07:38.522279] [INFO ] [sig ] [2966/3599] Completed SO in 0.3s | 2.90 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:07:38.522340] [INFO ] [sig ] [2967/3599] Forecasting SOCL... [2025-11-26T21:07:38.522379] [INFO ] [sig ] Generating forecast for: SOCL [2025-11-26T21:07:38.522424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'. [2025-11-26T21:07:38.535293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOCL'. [2025-11-26T21:07:38.535739] [INFO ] [FORECASTER] Starting predict_future for SOCL [2025-11-26T21:07:38.536601] [DEBUG] [LOCAL ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt [2025-11-26T21:07:38.536696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:38.536743] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:38.536784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:38.536852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:38.597901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:38.598909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:38.599028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:38.599075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:38.709839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:38.710025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:38.710084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:38.710142] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:38.713746] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=87.61%) [2025-11-26T21:07:38.714047] [INFO ] [FORECASTER] Completed predict_future for SOCL [2025-11-26T21:07:38.714209] [INFO ] [sig ] SOCL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:38.856944] [INFO ] [LOCAL ] Saved forecast: SOCL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOCL.txt [2025-11-26T21:07:38.857096] [INFO ] [sig ] [2967/3599] Completed SOCL in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:38.857149] [INFO ] [sig ] [2968/3599] Forecasting SOFI... [2025-11-26T21:07:38.857192] [INFO ] [sig ] Generating forecast for: SOFI [2025-11-26T21:07:38.857235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'. [2025-11-26T21:07:38.867996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOFI'. [2025-11-26T21:07:38.868301] [INFO ] [FORECASTER] Starting predict_future for SOFI [2025-11-26T21:07:38.869139] [DEBUG] [LOCAL ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt [2025-11-26T21:07:38.869208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:38.869252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:38.869291] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:38.869358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:38.926418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:38.927107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:38.927202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:38.927248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:39.047091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:39.047275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:39.047350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:39.047398] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:39.050886] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=78.31%) [2025-11-26T21:07:39.051181] [INFO ] [FORECASTER] Completed predict_future for SOFI [2025-11-26T21:07:39.051331] [INFO ] [sig ] SOFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:39.191893] [INFO ] [LOCAL ] Saved forecast: SOFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOFI.txt [2025-11-26T21:07:39.192080] [INFO ] [sig ] [2968/3599] Completed SOFI in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:39.192136] [INFO ] [sig ] [2969/3599] Forecasting SOGP... [2025-11-26T21:07:39.192181] [INFO ] [sig ] Generating forecast for: SOGP [2025-11-26T21:07:39.192224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'. [2025-11-26T21:07:39.204061] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOGP'. [2025-11-26T21:07:39.204415] [INFO ] [FORECASTER] Starting predict_future for SOGP [2025-11-26T21:07:39.205242] [DEBUG] [LOCAL ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt [2025-11-26T21:07:39.205311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:39.205357] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:39.205398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:39.205463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:39.266233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:39.267121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:39.267225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:39.267271] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:39.381340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:39.381535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:39.381586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:39.381630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:39.385091] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-11-26T21:07:39.385415] [INFO ] [FORECASTER] Completed predict_future for SOGP [2025-11-26T21:07:39.385570] [INFO ] [sig ] SOGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:39.524671] [INFO ] [LOCAL ] Saved forecast: SOGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOGP.txt [2025-11-26T21:07:39.524825] [INFO ] [sig ] [2969/3599] Completed SOGP in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:39.524877] [INFO ] [sig ] [2970/3599] Forecasting SOJC... [2025-11-26T21:07:39.524921] [INFO ] [sig ] Generating forecast for: SOJC [2025-11-26T21:07:39.524962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-11-26T21:07:39.535562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJC'. [2025-11-26T21:07:39.535886] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-11-26T21:07:39.536836] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-11-26T21:07:39.536904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:39.536959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:39.537010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:39.537081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:39.593474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:39.594142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:39.594236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:39.594294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:39.711467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:39.711616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:39.711683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:39.711721] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:39.715045] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=32.00%) [2025-11-26T21:07:39.715351] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-11-26T21:07:39.715507] [INFO ] [sig ] SOJC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:39.855790] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOJC.txt [2025-11-26T21:07:39.855936] [INFO ] [sig ] [2970/3599] Completed SOJC in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:39.855990] [INFO ] [sig ] [2971/3599] Forecasting SOJD... [2025-11-26T21:07:39.856032] [INFO ] [sig ] Generating forecast for: SOJD [2025-11-26T21:07:39.856073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-11-26T21:07:39.866867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJD'. [2025-11-26T21:07:39.867185] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-11-26T21:07:39.868058] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-11-26T21:07:39.868127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:39.868173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:39.868259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:39.868365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:39.925865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:39.926535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:39.926630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:39.926699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:40.049493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:40.049697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:40.049751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:40.049796] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:40.053445] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=2.48%) [2025-11-26T21:07:40.053794] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-11-26T21:07:40.053944] [INFO ] [sig ] SOJD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:40.194400] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOJD.txt [2025-11-26T21:07:40.194606] [INFO ] [sig ] [2971/3599] Completed SOJD in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:40.194685] [INFO ] [sig ] [2972/3599] Forecasting SOJE... [2025-11-26T21:07:40.194730] [INFO ] [sig ] Generating forecast for: SOJE [2025-11-26T21:07:40.194766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-11-26T21:07:40.206190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJE'. [2025-11-26T21:07:40.206675] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-11-26T21:07:40.207521] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-11-26T21:07:40.207591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:40.207676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:40.207716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:40.207784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:40.265425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:40.266357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:40.266460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:40.266506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:40.391498] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:40.391759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:40.391822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:40.391856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:40.395573] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=89.58%) [2025-11-26T21:07:40.395990] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-11-26T21:07:40.396176] [INFO ] [sig ] SOJE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:40.542118] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOJE.txt [2025-11-26T21:07:40.542272] [INFO ] [sig ] [2972/3599] Completed SOJE in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:40.542325] [INFO ] [sig ] [2973/3599] Forecasting SOL... [2025-11-26T21:07:40.542370] [INFO ] [sig ] Generating forecast for: SOL [2025-11-26T21:07:40.542418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-11-26T21:07:40.553727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOL'. [2025-11-26T21:07:40.554018] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-11-26T21:07:40.554863] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-11-26T21:07:40.554932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:40.554976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:40.555014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:40.555081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:40.613059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:40.613994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:40.614127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:40.614175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:40.727684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:40.727826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:40.727878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:40.727917] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:40.731342] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=65.73%) [2025-11-26T21:07:40.731677] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-11-26T21:07:40.731827] [INFO ] [sig ] SOL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:40.873718] [INFO ] [LOCAL ] Saved forecast: SOL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOL.txt [2025-11-26T21:07:40.873870] [INFO ] [sig ] [2973/3599] Completed SOL in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:40.873934] [INFO ] [sig ] [2974/3599] Forecasting SON... [2025-11-26T21:07:40.873981] [INFO ] [sig ] Generating forecast for: SON [2025-11-26T21:07:40.874022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-11-26T21:07:40.884777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SON'. [2025-11-26T21:07:40.885095] [INFO ] [FORECASTER] Starting predict_future for SON [2025-11-26T21:07:40.885971] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-11-26T21:07:40.886038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:40.886083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:40.886145] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:40.886213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:40.942990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:40.943767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:40.943864] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:40.943920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:41.060895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:41.061028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:41.061078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:41.061130] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:41.064409] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=78.77%) [2025-11-26T21:07:41.064739] [INFO ] [FORECASTER] Completed predict_future for SON [2025-11-26T21:07:41.064885] [INFO ] [sig ] SON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:41.205106] [INFO ] [LOCAL ] Saved forecast: SON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SON.txt [2025-11-26T21:07:41.205257] [INFO ] [sig ] [2974/3599] Completed SON in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:41.205310] [INFO ] [sig ] [2975/3599] Forecasting SONN... [2025-11-26T21:07:41.205351] [INFO ] [sig ] Generating forecast for: SONN [2025-11-26T21:07:41.205390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'. [2025-11-26T21:07:41.216695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONN'. [2025-11-26T21:07:41.217001] [INFO ] [FORECASTER] Starting predict_future for SONN [2025-11-26T21:07:41.217901] [DEBUG] [LOCAL ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt [2025-11-26T21:07:41.217972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:41.218026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:41.218076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:41.218153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:41.278901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:41.279613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:41.279737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:41.279790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:41.396091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:41.396258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:41.396310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:41.396349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:41.399796] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-11-26T21:07:41.400104] [INFO ] [FORECASTER] Completed predict_future for SONN [2025-11-26T21:07:41.400254] [INFO ] [sig ] SONN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:41.539682] [INFO ] [LOCAL ] Saved forecast: SONN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SONN.txt [2025-11-26T21:07:41.539836] [INFO ] [sig ] [2975/3599] Completed SONN in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:41.539897] [INFO ] [sig ] [2976/3599] Forecasting SONO... [2025-11-26T21:07:41.539938] [INFO ] [sig ] Generating forecast for: SONO [2025-11-26T21:07:41.539981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'. [2025-11-26T21:07:41.550907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONO'. [2025-11-26T21:07:41.551200] [INFO ] [FORECASTER] Starting predict_future for SONO [2025-11-26T21:07:41.552045] [DEBUG] [LOCAL ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt [2025-11-26T21:07:41.552114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:41.552159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:41.552197] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:41.552264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:41.609694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:41.610322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:41.610415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:41.610456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:41.728624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:41.728802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:41.728861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:41.728906] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:41.732219] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=57.08%) [2025-11-26T21:07:41.732513] [INFO ] [FORECASTER] Completed predict_future for SONO [2025-11-26T21:07:41.732693] [INFO ] [sig ] SONO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:41.877743] [INFO ] [LOCAL ] Saved forecast: SONO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SONO.txt [2025-11-26T21:07:41.877896] [INFO ] [sig ] [2976/3599] Completed SONO in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:41.877958] [INFO ] [sig ] [2977/3599] Forecasting SOPA... [2025-11-26T21:07:41.877995] [INFO ] [sig ] Generating forecast for: SOPA [2025-11-26T21:07:41.878035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'. [2025-11-26T21:07:41.889068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPA'. [2025-11-26T21:07:41.889367] [INFO ] [FORECASTER] Starting predict_future for SOPA [2025-11-26T21:07:41.890236] [DEBUG] [LOCAL ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt [2025-11-26T21:07:41.890305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:41.890349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:41.890388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:41.890454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:41.951176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:41.951934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:41.952031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:41.952079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:42.068478] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:42.068625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:42.068694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:42.068739] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:42.072030] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=32.39%) [2025-11-26T21:07:42.072321] [INFO ] [FORECASTER] Completed predict_future for SOPA [2025-11-26T21:07:42.072482] [INFO ] [sig ] SOPA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:42.211481] [INFO ] [LOCAL ] Saved forecast: SOPA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOPA.txt [2025-11-26T21:07:42.211622] [INFO ] [sig ] [2977/3599] Completed SOPA in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:42.211711] [INFO ] [sig ] [2978/3599] Forecasting SOPH... [2025-11-26T21:07:42.211755] [INFO ] [sig ] Generating forecast for: SOPH [2025-11-26T21:07:42.211792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'. [2025-11-26T21:07:42.222382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPH'. [2025-11-26T21:07:42.222690] [INFO ] [FORECASTER] Starting predict_future for SOPH [2025-11-26T21:07:42.223516] [DEBUG] [LOCAL ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt [2025-11-26T21:07:42.223584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:42.223633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:42.223691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:42.223783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:42.281155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:42.281820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:42.281915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:42.281963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:42.397376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:42.397530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:42.397583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:42.397626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:42.401141] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=6.43%) [2025-11-26T21:07:42.401444] [INFO ] [FORECASTER] Completed predict_future for SOPH [2025-11-26T21:07:42.401588] [INFO ] [sig ] SOPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:42.544937] [INFO ] [LOCAL ] Saved forecast: SOPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOPH.txt [2025-11-26T21:07:42.545093] [INFO ] [sig ] [2978/3599] Completed SOPH in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:42.545147] [INFO ] [sig ] [2979/3599] Forecasting SOUN... [2025-11-26T21:07:42.545189] [INFO ] [sig ] Generating forecast for: SOUN [2025-11-26T21:07:42.545225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'. [2025-11-26T21:07:42.555870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOUN'. [2025-11-26T21:07:42.556166] [INFO ] [FORECASTER] Starting predict_future for SOUN [2025-11-26T21:07:42.557110] [DEBUG] [LOCAL ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt [2025-11-26T21:07:42.557180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:42.557226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:42.557269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:42.557409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:42.614531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:42.615214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:42.615311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:42.615351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:42.734678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:42.734842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:42.734933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:42.735000] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:42.738528] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-11-26T21:07:42.738902] [INFO ] [FORECASTER] Completed predict_future for SOUN [2025-11-26T21:07:42.739090] [INFO ] [sig ] SOUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:42.883854] [INFO ] [LOCAL ] Saved forecast: SOUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOUN.txt [2025-11-26T21:07:42.884062] [INFO ] [sig ] [2979/3599] Completed SOUN in 0.3s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:42.884139] [INFO ] [sig ] [2980/3599] Forecasting SOXQ... [2025-11-26T21:07:42.884200] [INFO ] [sig ] Generating forecast for: SOXQ [2025-11-26T21:07:42.884324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'. [2025-11-26T21:07:42.896898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'. [2025-11-26T21:07:42.897477] [INFO ] [FORECASTER] Starting predict_future for SOXQ [2025-11-26T21:07:42.898575] [DEBUG] [LOCAL ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt [2025-11-26T21:07:42.898666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:42.898715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:42.898753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:42.898821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:42.958521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:42.959714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:42.959820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:42.959866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:43.091200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:43.091399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:43.091454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:43.091494] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:43.095084] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=69.76%) [2025-11-26T21:07:43.095401] [INFO ] [FORECASTER] Completed predict_future for SOXQ [2025-11-26T21:07:43.095573] [INFO ] [sig ] SOXQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:43.281180] [INFO ] [LOCAL ] Saved forecast: SOXQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOXQ.txt [2025-11-26T21:07:43.281423] [INFO ] [sig ] [2980/3599] Completed SOXQ in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:43.281492] [INFO ] [sig ] [2981/3599] Forecasting SOXX... [2025-11-26T21:07:43.281547] [INFO ] [sig ] Generating forecast for: SOXX [2025-11-26T21:07:43.281599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'. [2025-11-26T21:07:43.297671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXX'. [2025-11-26T21:07:43.298228] [INFO ] [FORECASTER] Starting predict_future for SOXX [2025-11-26T21:07:43.299550] [DEBUG] [LOCAL ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt [2025-11-26T21:07:43.299669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:43.299746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:43.299810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:43.299912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:43.382902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:43.384028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:43.384218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:43.384296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:43.524716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:43.524938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:43.525013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:43.525062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:43.528882] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=12.20%) [2025-11-26T21:07:43.529276] [INFO ] [FORECASTER] Completed predict_future for SOXX [2025-11-26T21:07:43.529462] [INFO ] [sig ] SOXX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:43.682155] [INFO ] [LOCAL ] Saved forecast: SOXX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOXX.txt [2025-11-26T21:07:43.682357] [INFO ] [sig ] [2981/3599] Completed SOXX in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.6m [2025-11-26T21:07:43.682416] [INFO ] [sig ] [2982/3599] Forecasting SPAI... [2025-11-26T21:07:43.682460] [INFO ] [sig ] Generating forecast for: SPAI [2025-11-26T21:07:43.682502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'. [2025-11-26T21:07:43.695182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPAI'. [2025-11-26T21:07:43.695636] [INFO ] [FORECASTER] Starting predict_future for SPAI [2025-11-26T21:07:43.696555] [DEBUG] [LOCAL ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt [2025-11-26T21:07:43.696630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:43.696705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:43.696743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:43.696808] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:43.760978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:43.762019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:43.762142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:43.762213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:43.885992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:43.886225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:43.886309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:43.886361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:43.890179] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=67.06%) [2025-11-26T21:07:43.890537] [INFO ] [FORECASTER] Completed predict_future for SPAI [2025-11-26T21:07:43.890730] [INFO ] [sig ] SPAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:44.039954] [INFO ] [LOCAL ] Saved forecast: SPAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPAI.txt [2025-11-26T21:07:44.040155] [INFO ] [sig ] [2982/3599] Completed SPAI in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:07:44.040211] [INFO ] [sig ] [2983/3599] Forecasting SPB... [2025-11-26T21:07:44.040254] [INFO ] [sig ] Generating forecast for: SPB [2025-11-26T21:07:44.040300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-11-26T21:07:44.055001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPB'. [2025-11-26T21:07:44.055470] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-11-26T21:07:44.056380] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-11-26T21:07:44.056454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:44.056519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:44.056562] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:44.056631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:44.144889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:44.146122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:44.146261] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:44.146338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:44.271818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:44.272011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:44.272067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:44.272111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:44.275677] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=91.67%) [2025-11-26T21:07:44.276057] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-11-26T21:07:44.276236] [INFO ] [sig ] SPB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:44.438968] [INFO ] [LOCAL ] Saved forecast: SPB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPB.txt [2025-11-26T21:07:44.439174] [INFO ] [sig ] [2983/3599] Completed SPB in 0.4s | 2.90 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:07:44.439238] [INFO ] [sig ] [2984/3599] Forecasting SPCB... [2025-11-26T21:07:44.439278] [INFO ] [sig ] Generating forecast for: SPCB [2025-11-26T21:07:44.439323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'. [2025-11-26T21:07:44.451181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCB'. [2025-11-26T21:07:44.451581] [INFO ] [FORECASTER] Starting predict_future for SPCB [2025-11-26T21:07:44.452466] [DEBUG] [LOCAL ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt [2025-11-26T21:07:44.452539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:44.452586] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:44.452628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:44.452720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:44.510936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:44.511857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:44.511960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:44.512007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:44.633329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:44.633514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:44.633570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:44.633621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:44.637161] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=21.93%) [2025-11-26T21:07:44.637463] [INFO ] [FORECASTER] Completed predict_future for SPCB [2025-11-26T21:07:44.637669] [INFO ] [sig ] SPCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:44.776870] [INFO ] [LOCAL ] Saved forecast: SPCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPCB.txt [2025-11-26T21:07:44.777029] [INFO ] [sig ] [2984/3599] Completed SPCB in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:44.777085] [INFO ] [sig ] [2985/3599] Forecasting SPCE... [2025-11-26T21:07:44.777127] [INFO ] [sig ] Generating forecast for: SPCE [2025-11-26T21:07:44.777170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-11-26T21:07:44.788327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCE'. [2025-11-26T21:07:44.788723] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-11-26T21:07:44.789548] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-11-26T21:07:44.789618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:44.789689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:44.789730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:44.789802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:44.847431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:44.848289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:44.848392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:44.848440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:44.966121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:44.966301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:44.966354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:44.966395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:44.969793] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-11-26T21:07:44.970099] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-11-26T21:07:44.970243] [INFO ] [sig ] SPCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:45.110129] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPCE.txt [2025-11-26T21:07:45.110306] [INFO ] [sig ] [2985/3599] Completed SPCE in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:45.110365] [INFO ] [sig ] [2986/3599] Forecasting SPE... [2025-11-26T21:07:45.110408] [INFO ] [sig ] Generating forecast for: SPE [2025-11-26T21:07:45.110453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-11-26T21:07:45.123041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPE'. [2025-11-26T21:07:45.123385] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-11-26T21:07:45.124245] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-11-26T21:07:45.124316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:45.124362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:45.124403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:45.124473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:45.182060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:45.182811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:45.182909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:45.182955] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:45.303525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:45.303734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:45.303790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:45.303839] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:45.307283] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=87.04%) [2025-11-26T21:07:45.307601] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-11-26T21:07:45.307767] [INFO ] [sig ] SPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:45.447917] [INFO ] [LOCAL ] Saved forecast: SPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPE.txt [2025-11-26T21:07:45.448107] [INFO ] [sig ] [2986/3599] Completed SPE in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:45.448174] [INFO ] [sig ] [2987/3599] Forecasting SPFI... [2025-11-26T21:07:45.448225] [INFO ] [sig ] Generating forecast for: SPFI [2025-11-26T21:07:45.448270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'. [2025-11-26T21:07:45.459456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPFI'. [2025-11-26T21:07:45.459782] [INFO ] [FORECASTER] Starting predict_future for SPFI [2025-11-26T21:07:45.460609] [DEBUG] [LOCAL ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt [2025-11-26T21:07:45.460699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:45.460745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:45.460786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:45.460855] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:45.518730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:45.519459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:45.519557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:45.519606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:45.634551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:45.634756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:45.634811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:45.634854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:45.638267] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=72.92%) [2025-11-26T21:07:45.638558] [INFO ] [FORECASTER] Completed predict_future for SPFI [2025-11-26T21:07:45.638726] [INFO ] [sig ] SPFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:45.779285] [INFO ] [LOCAL ] Saved forecast: SPFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPFI.txt [2025-11-26T21:07:45.779442] [INFO ] [sig ] [2987/3599] Completed SPFI in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:45.779497] [INFO ] [sig ] [2988/3599] Forecasting SPG... [2025-11-26T21:07:45.779538] [INFO ] [sig ] Generating forecast for: SPG [2025-11-26T21:07:45.779579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-11-26T21:07:45.791342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPG'. [2025-11-26T21:07:45.791653] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-11-26T21:07:45.792457] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-11-26T21:07:45.792527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:45.792570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:45.792610] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:45.792698] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:45.850175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:45.850864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:45.850959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:45.851005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:45.972100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:45.972297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:45.972352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:45.972386] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:45.975800] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=43.31%) [2025-11-26T21:07:45.976095] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-11-26T21:07:45.976241] [INFO ] [sig ] SPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:46.116577] [INFO ] [LOCAL ] Saved forecast: SPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPG.txt [2025-11-26T21:07:46.116760] [INFO ] [sig ] [2988/3599] Completed SPG in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:46.116819] [INFO ] [sig ] [2989/3599] Forecasting SPGI... [2025-11-26T21:07:46.116864] [INFO ] [sig ] Generating forecast for: SPGI [2025-11-26T21:07:46.116906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-11-26T21:07:46.128006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPGI'. [2025-11-26T21:07:46.128342] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-11-26T21:07:46.129177] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-11-26T21:07:46.129246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:46.129290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:46.129330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:46.129396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:46.185931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:46.186695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:46.186792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:46.186838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:46.307046] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:46.307229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:46.307280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:46.307321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:46.310952] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=74.82%) [2025-11-26T21:07:46.311244] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-11-26T21:07:46.311389] [INFO ] [sig ] SPGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:46.451696] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPGI.txt [2025-11-26T21:07:46.451891] [INFO ] [sig ] [2989/3599] Completed SPGI in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:46.451976] [INFO ] [sig ] [2990/3599] Forecasting SPH... [2025-11-26T21:07:46.452029] [INFO ] [sig ] Generating forecast for: SPH [2025-11-26T21:07:46.452073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-11-26T21:07:46.463780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPH'. [2025-11-26T21:07:46.464253] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-11-26T21:07:46.465115] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-11-26T21:07:46.465195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:46.465263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:46.465309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:46.465380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:46.524982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:46.525715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:46.525811] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:46.525857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:46.648812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:46.649005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:46.649059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:46.649126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:46.652690] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-11-26T21:07:46.653006] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-11-26T21:07:46.653161] [INFO ] [sig ] SPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:46.798934] [INFO ] [LOCAL ] Saved forecast: SPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPH.txt [2025-11-26T21:07:46.799094] [INFO ] [sig ] [2990/3599] Completed SPH in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:46.799147] [INFO ] [sig ] [2991/3599] Forecasting SPNS... [2025-11-26T21:07:46.799189] [INFO ] [sig ] Generating forecast for: SPNS [2025-11-26T21:07:46.799231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'. [2025-11-26T21:07:46.810850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPNS'. [2025-11-26T21:07:46.811204] [INFO ] [FORECASTER] Starting predict_future for SPNS [2025-11-26T21:07:46.812063] [DEBUG] [LOCAL ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt [2025-11-26T21:07:46.812133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:46.812179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:46.812227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:46.812308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:46.872995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:46.873922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:46.874030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:46.874078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:46.995717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:46.995906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:46.995979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:46.996043] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:46.999585] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-11-26T21:07:46.999938] [INFO ] [FORECASTER] Completed predict_future for SPNS [2025-11-26T21:07:47.000119] [INFO ] [sig ] SPNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:47.147127] [INFO ] [LOCAL ] Saved forecast: SPNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPNS.txt [2025-11-26T21:07:47.147317] [INFO ] [sig ] [2991/3599] Completed SPNS in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:47.147386] [INFO ] [sig ] [2992/3599] Forecasting SPOK... [2025-11-26T21:07:47.147469] [INFO ] [sig ] Generating forecast for: SPOK [2025-11-26T21:07:47.147568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'. [2025-11-26T21:07:47.159426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPOK'. [2025-11-26T21:07:47.159789] [INFO ] [FORECASTER] Starting predict_future for SPOK [2025-11-26T21:07:47.160622] [DEBUG] [LOCAL ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt [2025-11-26T21:07:47.160712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:47.160758] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:47.160799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:47.160868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:47.224060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:47.224972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:47.225076] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:47.225142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:47.346635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:47.346840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:47.346893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:47.346934] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:47.350487] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=43.28%) [2025-11-26T21:07:47.350840] [INFO ] [FORECASTER] Completed predict_future for SPOK [2025-11-26T21:07:47.350996] [INFO ] [sig ] SPOK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:47.498992] [INFO ] [LOCAL ] Saved forecast: SPOK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPOK.txt [2025-11-26T21:07:47.499163] [INFO ] [sig ] [2992/3599] Completed SPOK in 0.4s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:47.499217] [INFO ] [sig ] [2993/3599] Forecasting SPRC... [2025-11-26T21:07:47.499260] [INFO ] [sig ] Generating forecast for: SPRC [2025-11-26T21:07:47.499300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'. [2025-11-26T21:07:47.510578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRC'. [2025-11-26T21:07:47.510915] [INFO ] [FORECASTER] Starting predict_future for SPRC [2025-11-26T21:07:47.511834] [DEBUG] [LOCAL ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt [2025-11-26T21:07:47.511909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:47.511960] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:47.512010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:47.512087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:47.573361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:47.574364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:47.574469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:47.574516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:47.695774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:47.695949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:47.696001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:47.696042] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:47.699599] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=48.66%) [2025-11-26T21:07:47.699990] [INFO ] [FORECASTER] Completed predict_future for SPRC [2025-11-26T21:07:47.700176] [INFO ] [sig ] SPRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:47.844618] [INFO ] [LOCAL ] Saved forecast: SPRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRC.txt [2025-11-26T21:07:47.844794] [INFO ] [sig ] [2993/3599] Completed SPRC in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:47.844848] [INFO ] [sig ] [2994/3599] Forecasting SPRO... [2025-11-26T21:07:47.844890] [INFO ] [sig ] Generating forecast for: SPRO [2025-11-26T21:07:47.844933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'. [2025-11-26T21:07:47.855881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRO'. [2025-11-26T21:07:47.856201] [INFO ] [FORECASTER] Starting predict_future for SPRO [2025-11-26T21:07:47.857178] [DEBUG] [LOCAL ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt [2025-11-26T21:07:47.857247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:47.857302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:47.857353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:47.857444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:47.914760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:47.915595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:47.915716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:47.915773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:48.035137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:48.035320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:48.035373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:48.035422] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:48.038845] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=11.53%) [2025-11-26T21:07:48.039152] [INFO ] [FORECASTER] Completed predict_future for SPRO [2025-11-26T21:07:48.039309] [INFO ] [sig ] SPRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:48.178350] [INFO ] [LOCAL ] Saved forecast: SPRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRO.txt [2025-11-26T21:07:48.178532] [INFO ] [sig ] [2994/3599] Completed SPRO in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:48.178599] [INFO ] [sig ] [2995/3599] Forecasting SPRX... [2025-11-26T21:07:48.178669] [INFO ] [sig ] Generating forecast for: SPRX [2025-11-26T21:07:48.178714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'. [2025-11-26T21:07:48.188944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRX'. [2025-11-26T21:07:48.189364] [INFO ] [FORECASTER] Starting predict_future for SPRX [2025-11-26T21:07:48.190255] [DEBUG] [LOCAL ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt [2025-11-26T21:07:48.190335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:48.190394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:48.190449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:48.190544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:48.247874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:48.248715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:48.248825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:48.248887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:48.368320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:48.368492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:48.368550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:48.368593] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:48.372161] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=31.27%) [2025-11-26T21:07:48.372467] [INFO ] [FORECASTER] Completed predict_future for SPRX [2025-11-26T21:07:48.372614] [INFO ] [sig ] SPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:48.513740] [INFO ] [LOCAL ] Saved forecast: SPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRX.txt [2025-11-26T21:07:48.513895] [INFO ] [sig ] [2995/3599] Completed SPRX in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:48.513955] [INFO ] [sig ] [2996/3599] Forecasting SPRY... [2025-11-26T21:07:48.513996] [INFO ] [sig ] Generating forecast for: SPRY [2025-11-26T21:07:48.514037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'. [2025-11-26T21:07:48.527396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRY'. [2025-11-26T21:07:48.527858] [INFO ] [FORECASTER] Starting predict_future for SPRY [2025-11-26T21:07:48.528790] [DEBUG] [LOCAL ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt [2025-11-26T21:07:48.528861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:48.528907] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:48.528946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:48.529013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:48.590580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:48.591535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:48.591666] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:48.591718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:48.716455] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:48.716678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:48.716737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:48.716780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:48.720539] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-11-26T21:07:48.720887] [INFO ] [FORECASTER] Completed predict_future for SPRY [2025-11-26T21:07:48.721075] [INFO ] [sig ] SPRY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:48.866748] [INFO ] [LOCAL ] Saved forecast: SPRY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRY.txt [2025-11-26T21:07:48.866926] [INFO ] [sig ] [2996/3599] Completed SPRY in 0.4s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:48.866985] [INFO ] [sig ] [2997/3599] Forecasting SPSC... [2025-11-26T21:07:48.867024] [INFO ] [sig ] Generating forecast for: SPSC [2025-11-26T21:07:48.867076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'. [2025-11-26T21:07:48.879348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPSC'. [2025-11-26T21:07:48.879724] [INFO ] [FORECASTER] Starting predict_future for SPSC [2025-11-26T21:07:48.880557] [DEBUG] [LOCAL ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt [2025-11-26T21:07:48.880626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:48.880692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:48.880732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:48.880798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:48.938041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:48.938775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:48.938870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:48.938915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:49.054250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:49.054449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:49.054502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:49.054541] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:49.058027] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=24.20%) [2025-11-26T21:07:49.058341] [INFO ] [FORECASTER] Completed predict_future for SPSC [2025-11-26T21:07:49.058497] [INFO ] [sig ] SPSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:49.197262] [INFO ] [LOCAL ] Saved forecast: SPSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPSC.txt [2025-11-26T21:07:49.197412] [INFO ] [sig ] [2997/3599] Completed SPSC in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:49.197466] [INFO ] [sig ] [2998/3599] Forecasting SPWH... [2025-11-26T21:07:49.197521] [INFO ] [sig ] Generating forecast for: SPWH [2025-11-26T21:07:49.197576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'. [2025-11-26T21:07:49.208488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPWH'. [2025-11-26T21:07:49.208929] [INFO ] [FORECASTER] Starting predict_future for SPWH [2025-11-26T21:07:49.209855] [DEBUG] [LOCAL ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt [2025-11-26T21:07:49.209930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:49.209975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:49.210045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:49.210160] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:49.269437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:49.270353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:49.270458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:49.270512] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:49.390539] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:49.390737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:49.390825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:49.390888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:49.394333] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-11-26T21:07:49.394689] [INFO ] [FORECASTER] Completed predict_future for SPWH [2025-11-26T21:07:49.394859] [INFO ] [sig ] SPWH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:49.540487] [INFO ] [LOCAL ] Saved forecast: SPWH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPWH.txt [2025-11-26T21:07:49.540678] [INFO ] [sig ] [2998/3599] Completed SPWH in 0.3s | 2.90 sym/s | Total: 17.2m | ETA: 3.5m [2025-11-26T21:07:49.540751] [INFO ] [sig ] [2999/3599] Forecasting SPXC... [2025-11-26T21:07:49.540807] [INFO ] [sig ] Generating forecast for: SPXC [2025-11-26T21:07:49.540919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-11-26T21:07:49.552715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXC'. [2025-11-26T21:07:49.553049] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-11-26T21:07:49.553946] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-11-26T21:07:49.554025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:49.554097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:49.554161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:49.554261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:49.615154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:49.615859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:49.615961] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:49.616008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:49.741821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:49.742027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:49.742090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:49.742130] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:49.745631] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=49.52%) [2025-11-26T21:07:49.745947] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-11-26T21:07:49.746093] [INFO ] [sig ] SPXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:49.897249] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPXC.txt [2025-11-26T21:07:49.897437] [INFO ] [sig ] [2999/3599] Completed SPXC in 0.4s | 2.90 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:07:49.897517] [INFO ] [sig ] [3000/3599] Forecasting SPXX... [2025-11-26T21:07:49.897588] [INFO ] [sig ] Generating forecast for: SPXX [2025-11-26T21:07:49.897667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-11-26T21:07:49.911230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXX'. [2025-11-26T21:07:49.911899] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-11-26T21:07:49.912908] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-11-26T21:07:49.912982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:49.913034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:49.913075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:49.913146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:49.972277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:49.973496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:49.973689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:49.973747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:50.095906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:50.096178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:50.096243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:50.096289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:50.100322] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=59.80%) [2025-11-26T21:07:50.100737] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-11-26T21:07:50.100907] [INFO ] [sig ] SPXX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:50.248227] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPXX.txt [2025-11-26T21:07:50.248506] [INFO ] [sig ] [3000/3599] Completed SPXX in 0.4s | 2.90 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:07:50.248573] [INFO ] [sig ] [3001/3599] Forecasting SQM... [2025-11-26T21:07:50.248622] [INFO ] [sig ] Generating forecast for: SQM [2025-11-26T21:07:50.248687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-11-26T21:07:50.262148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQM'. [2025-11-26T21:07:50.262693] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-11-26T21:07:50.263541] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-11-26T21:07:50.263613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:50.263681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:50.263726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:50.263797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:50.322984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:50.323983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:50.324099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:50.324163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:50.445978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:50.446156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:50.446224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:50.446311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:50.450008] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=99.77%) [2025-11-26T21:07:50.450358] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-11-26T21:07:50.450526] [INFO ] [sig ] SQM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:50.597551] [INFO ] [LOCAL ] Saved forecast: SQM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SQM.txt [2025-11-26T21:07:50.597800] [INFO ] [sig ] [3001/3599] Completed SQM in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:50.597875] [INFO ] [sig ] [3002/3599] Forecasting SQNS... [2025-11-26T21:07:50.597934] [INFO ] [sig ] Generating forecast for: SQNS [2025-11-26T21:07:50.598001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-11-26T21:07:50.609546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQNS'. [2025-11-26T21:07:50.610007] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-11-26T21:07:50.610965] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-11-26T21:07:50.611038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:50.611088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:50.611121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:50.611200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:50.667974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:50.668679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:50.668781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:50.668835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:50.782431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:50.782616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:50.782694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:50.782742] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:50.786164] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=29.98%) [2025-11-26T21:07:50.786452] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-11-26T21:07:50.786595] [INFO ] [sig ] SQNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:50.926101] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SQNS.txt [2025-11-26T21:07:50.926281] [INFO ] [sig ] [3002/3599] Completed SQNS in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:50.926338] [INFO ] [sig ] [3003/3599] Forecasting SQQQ... [2025-11-26T21:07:50.926379] [INFO ] [sig ] Generating forecast for: SQQQ [2025-11-26T21:07:50.926420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'. [2025-11-26T21:07:50.938307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'. [2025-11-26T21:07:50.938744] [INFO ] [FORECASTER] Starting predict_future for SQQQ [2025-11-26T21:07:50.939604] [DEBUG] [LOCAL ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt [2025-11-26T21:07:50.939704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:50.939764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:50.939823] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:50.939920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:50.998947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:50.999882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:50.999992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:51.000049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:51.121610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:51.121815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:51.121868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:51.121908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:51.125336] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-11-26T21:07:51.125700] [INFO ] [FORECASTER] Completed predict_future for SQQQ [2025-11-26T21:07:51.125864] [INFO ] [sig ] SQQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:51.266284] [INFO ] [LOCAL ] Saved forecast: SQQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SQQQ.txt [2025-11-26T21:07:51.266468] [INFO ] [sig ] [3003/3599] Completed SQQQ in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:51.266546] [INFO ] [sig ] [3004/3599] Forecasting SRAD... [2025-11-26T21:07:51.266616] [INFO ] [sig ] Generating forecast for: SRAD [2025-11-26T21:07:51.266707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'. [2025-11-26T21:07:51.278139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRAD'. [2025-11-26T21:07:51.278477] [INFO ] [FORECASTER] Starting predict_future for SRAD [2025-11-26T21:07:51.279334] [DEBUG] [LOCAL ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt [2025-11-26T21:07:51.279414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:51.279478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:51.279527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:51.279609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:51.337982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:51.338940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:51.339044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:51.339100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:51.461939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:51.462107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:51.462172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:51.462225] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:51.465991] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=50.95%) [2025-11-26T21:07:51.466310] [INFO ] [FORECASTER] Completed predict_future for SRAD [2025-11-26T21:07:51.466472] [INFO ] [sig ] SRAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:51.617021] [INFO ] [LOCAL ] Saved forecast: SRAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRAD.txt [2025-11-26T21:07:51.617188] [INFO ] [sig ] [3004/3599] Completed SRAD in 0.4s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:51.617244] [INFO ] [sig ] [3005/3599] Forecasting SRBK... [2025-11-26T21:07:51.617290] [INFO ] [sig ] Generating forecast for: SRBK [2025-11-26T21:07:51.617326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'. [2025-11-26T21:07:51.629464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRBK'. [2025-11-26T21:07:51.629849] [INFO ] [FORECASTER] Starting predict_future for SRBK [2025-11-26T21:07:51.630723] [DEBUG] [LOCAL ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt [2025-11-26T21:07:51.630793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:51.630841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:51.630884] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:51.630971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:51.690229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:51.690931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:51.691032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:51.691082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:51.811530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:51.811717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:51.811774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:51.811826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:51.815391] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=88.39%) [2025-11-26T21:07:51.815708] [INFO ] [FORECASTER] Completed predict_future for SRBK [2025-11-26T21:07:51.815859] [INFO ] [sig ] SRBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:51.962954] [INFO ] [LOCAL ] Saved forecast: SRBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRBK.txt [2025-11-26T21:07:51.963122] [INFO ] [sig ] [3005/3599] Completed SRBK in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:51.963174] [INFO ] [sig ] [3006/3599] Forecasting SRCE... [2025-11-26T21:07:51.963218] [INFO ] [sig ] Generating forecast for: SRCE [2025-11-26T21:07:51.963257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'. [2025-11-26T21:07:51.974668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRCE'. [2025-11-26T21:07:51.975029] [INFO ] [FORECASTER] Starting predict_future for SRCE [2025-11-26T21:07:51.975916] [DEBUG] [LOCAL ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt [2025-11-26T21:07:51.976002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:51.976057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:51.976104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:51.976172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:52.036991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:52.037759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:52.037859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:52.037906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:52.154508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:52.154686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:52.154738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:52.154777] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:52.158166] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=79.98%) [2025-11-26T21:07:52.158466] [INFO ] [FORECASTER] Completed predict_future for SRCE [2025-11-26T21:07:52.158610] [INFO ] [sig ] SRCE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:52.296233] [INFO ] [LOCAL ] Saved forecast: SRCE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRCE.txt [2025-11-26T21:07:52.296383] [INFO ] [sig ] [3006/3599] Completed SRCE in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:52.296438] [INFO ] [sig ] [3007/3599] Forecasting SRE... [2025-11-26T21:07:52.296477] [INFO ] [sig ] Generating forecast for: SRE [2025-11-26T21:07:52.296516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-11-26T21:07:52.307196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRE'. [2025-11-26T21:07:52.307631] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-11-26T21:07:52.308518] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-11-26T21:07:52.308600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:52.308667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:52.308711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:52.308779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:52.366173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:52.366968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:52.367065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:52.367111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:52.482789] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:52.482964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:52.483024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:52.483059] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:52.486494] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=32.64%) [2025-11-26T21:07:52.486808] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-11-26T21:07:52.486953] [INFO ] [sig ] SRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:52.629328] [INFO ] [LOCAL ] Saved forecast: SRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRE.txt [2025-11-26T21:07:52.629494] [INFO ] [sig ] [3007/3599] Completed SRE in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:52.629549] [INFO ] [sig ] [3008/3599] Forecasting SREA... [2025-11-26T21:07:52.629592] [INFO ] [sig ] Generating forecast for: SREA [2025-11-26T21:07:52.629634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-11-26T21:07:52.641058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SREA'. [2025-11-26T21:07:52.641371] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-11-26T21:07:52.642242] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-11-26T21:07:52.642312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:52.642357] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:52.642396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:52.642463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:52.704147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:52.705061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:52.705160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:52.705209] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:52.821714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:52.821893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:52.821945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:52.821987] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:52.825385] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=1.55%) [2025-11-26T21:07:52.825702] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-11-26T21:07:52.825847] [INFO ] [sig ] SREA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:52.967407] [INFO ] [LOCAL ] Saved forecast: SREA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SREA.txt [2025-11-26T21:07:52.967599] [INFO ] [sig ] [3008/3599] Completed SREA in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:52.967677] [INFO ] [sig ] [3009/3599] Forecasting SRFM... [2025-11-26T21:07:52.967725] [INFO ] [sig ] Generating forecast for: SRFM [2025-11-26T21:07:52.967769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-11-26T21:07:52.978945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRFM'. [2025-11-26T21:07:52.979271] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-11-26T21:07:52.980105] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-11-26T21:07:52.980182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:52.980226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:52.980266] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:52.980333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:53.038146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:53.038806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:53.038901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:53.038947] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:53.156157] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:53.156336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:53.156388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:53.156429] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:53.159879] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=2.10%) [2025-11-26T21:07:53.160187] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-11-26T21:07:53.160337] [INFO ] [sig ] SRFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:53.301805] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRFM.txt [2025-11-26T21:07:53.301967] [INFO ] [sig ] [3009/3599] Completed SRFM in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:53.302027] [INFO ] [sig ] [3010/3599] Forecasting SRG... [2025-11-26T21:07:53.302070] [INFO ] [sig ] Generating forecast for: SRG [2025-11-26T21:07:53.302113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-11-26T21:07:53.313261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRG'. [2025-11-26T21:07:53.313568] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-11-26T21:07:53.314403] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-11-26T21:07:53.314472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:53.314517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:53.314556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:53.314624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:53.372431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:53.373194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:53.373294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:53.373340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:53.495556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:53.495780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:53.495834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:53.495877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:53.499494] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=20.99%) [2025-11-26T21:07:53.499821] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-11-26T21:07:53.499969] [INFO ] [sig ] SRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:53.641173] [INFO ] [LOCAL ] Saved forecast: SRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRG.txt [2025-11-26T21:07:53.641328] [INFO ] [sig ] [3010/3599] Completed SRG in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:53.641400] [INFO ] [sig ] [3011/3599] Forecasting SRI... [2025-11-26T21:07:53.641444] [INFO ] [sig ] Generating forecast for: SRI [2025-11-26T21:07:53.641487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-11-26T21:07:53.653579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRI'. [2025-11-26T21:07:53.654069] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-11-26T21:07:53.655006] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-11-26T21:07:53.655085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:53.655156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:53.655230] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:53.655350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:53.715830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:53.716679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:53.716808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:53.716878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:53.837161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:53.837359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:53.837450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:53.837546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:53.841216] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=40.41%) [2025-11-26T21:07:53.841555] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-11-26T21:07:53.841762] [INFO ] [sig ] SRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:54.028235] [INFO ] [LOCAL ] Saved forecast: SRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRI.txt [2025-11-26T21:07:54.028434] [INFO ] [sig ] [3011/3599] Completed SRI in 0.4s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:54.028526] [INFO ] [sig ] [3012/3599] Forecasting SRRK... [2025-11-26T21:07:54.028606] [INFO ] [sig ] Generating forecast for: SRRK [2025-11-26T21:07:54.028705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'. [2025-11-26T21:07:54.039936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRRK'. [2025-11-26T21:07:54.040311] [INFO ] [FORECASTER] Starting predict_future for SRRK [2025-11-26T21:07:54.041226] [DEBUG] [LOCAL ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt [2025-11-26T21:07:54.041308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:54.041390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:54.041496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:54.041612] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:54.102027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:54.102784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:54.102940] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:54.103015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:54.222693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:54.222878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:54.222954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:54.223057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:54.226800] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=19.62%) [2025-11-26T21:07:54.227155] [INFO ] [FORECASTER] Completed predict_future for SRRK [2025-11-26T21:07:54.227343] [INFO ] [sig ] SRRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:54.366398] [INFO ] [LOCAL ] Saved forecast: SRRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRRK.txt [2025-11-26T21:07:54.366576] [INFO ] [sig ] [3012/3599] Completed SRRK in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:54.366688] [INFO ] [sig ] [3013/3599] Forecasting SRTS... [2025-11-26T21:07:54.366756] [INFO ] [sig ] Generating forecast for: SRTS [2025-11-26T21:07:54.366836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'. [2025-11-26T21:07:54.378332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRTS'. [2025-11-26T21:07:54.378716] [INFO ] [FORECASTER] Starting predict_future for SRTS [2025-11-26T21:07:54.379571] [DEBUG] [LOCAL ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt [2025-11-26T21:07:54.379670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:54.379733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:54.379788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:54.379880] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:54.436238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:54.436951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:54.437064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:54.437128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:54.554882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:54.555079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:54.555147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:54.555205] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:54.558796] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=94.33%) [2025-11-26T21:07:54.559139] [INFO ] [FORECASTER] Completed predict_future for SRTS [2025-11-26T21:07:54.559302] [INFO ] [sig ] SRTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:54.699406] [INFO ] [LOCAL ] Saved forecast: SRTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRTS.txt [2025-11-26T21:07:54.699599] [INFO ] [sig ] [3013/3599] Completed SRTS in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:54.699693] [INFO ] [sig ] [3014/3599] Forecasting SSB... [2025-11-26T21:07:54.699755] [INFO ] [sig ] Generating forecast for: SSB [2025-11-26T21:07:54.699813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-11-26T21:07:54.711368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSB'. [2025-11-26T21:07:54.711796] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-11-26T21:07:54.712681] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-11-26T21:07:54.712760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:54.712821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:54.712876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:54.712965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:54.770878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:54.771633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:54.771762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:54.771826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:54.890119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:54.890290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:54.890378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:54.890441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:54.894071] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=11.08%) [2025-11-26T21:07:54.894386] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-11-26T21:07:54.894551] [INFO ] [sig ] SSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:55.038763] [INFO ] [LOCAL ] Saved forecast: SSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSB.txt [2025-11-26T21:07:55.038988] [INFO ] [sig ] [3014/3599] Completed SSB in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:55.039052] [INFO ] [sig ] [3015/3599] Forecasting SSD... [2025-11-26T21:07:55.039095] [INFO ] [sig ] Generating forecast for: SSD [2025-11-26T21:07:55.039138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-11-26T21:07:55.050971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSD'. [2025-11-26T21:07:55.051298] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-11-26T21:07:55.052162] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-11-26T21:07:55.052232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:55.052277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:55.052316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:55.052383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:55.110638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:55.111405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:55.111505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:55.111553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:55.229540] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:55.229748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:55.229807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:55.229849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:55.233257] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=50.69%) [2025-11-26T21:07:55.233556] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-11-26T21:07:55.233723] [INFO ] [sig ] SSD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:55.373368] [INFO ] [LOCAL ] Saved forecast: SSD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSD.txt [2025-11-26T21:07:55.373539] [INFO ] [sig ] [3015/3599] Completed SSD in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:55.373598] [INFO ] [sig ] [3016/3599] Forecasting SSL... [2025-11-26T21:07:55.373659] [INFO ] [sig ] Generating forecast for: SSL [2025-11-26T21:07:55.373702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-11-26T21:07:55.385344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSL'. [2025-11-26T21:07:55.385748] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-11-26T21:07:55.386623] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-11-26T21:07:55.386715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:55.386764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:55.386803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:55.386872] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:55.445483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:55.446305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:55.446407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:55.446455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:55.572084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:55.572280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:55.572354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:55.572410] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:55.576269] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=45.56%) [2025-11-26T21:07:55.576572] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-11-26T21:07:55.576742] [INFO ] [sig ] SSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:55.723867] [INFO ] [LOCAL ] Saved forecast: SSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSL.txt [2025-11-26T21:07:55.724061] [INFO ] [sig ] [3016/3599] Completed SSL in 0.4s | 2.90 sym/s | Total: 17.3m | ETA: 3.4m [2025-11-26T21:07:55.724117] [INFO ] [sig ] [3017/3599] Forecasting SSNC... [2025-11-26T21:07:55.724167] [INFO ] [sig ] Generating forecast for: SSNC [2025-11-26T21:07:55.724210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'. [2025-11-26T21:07:55.735539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSNC'. [2025-11-26T21:07:55.735902] [INFO ] [FORECASTER] Starting predict_future for SSNC [2025-11-26T21:07:55.736756] [DEBUG] [LOCAL ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt [2025-11-26T21:07:55.736825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:55.736870] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:55.736910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:55.736977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:55.795971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:55.796743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:55.796841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:55.796886] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:55.922796] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:55.922995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:55.923062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:55.923111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:55.926508] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=66.39%) [2025-11-26T21:07:55.926824] [INFO ] [FORECASTER] Completed predict_future for SSNC [2025-11-26T21:07:55.926970] [INFO ] [sig ] SSNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:56.068458] [INFO ] [LOCAL ] Saved forecast: SSNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSNC.txt [2025-11-26T21:07:56.068625] [INFO ] [sig ] [3017/3599] Completed SSNC in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:07:56.068697] [INFO ] [sig ] [3018/3599] Forecasting SSP... [2025-11-26T21:07:56.068742] [INFO ] [sig ] Generating forecast for: SSP [2025-11-26T21:07:56.068785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'. [2025-11-26T21:07:56.080710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSP'. [2025-11-26T21:07:56.081128] [INFO ] [FORECASTER] Starting predict_future for SSP [2025-11-26T21:07:56.081989] [DEBUG] [LOCAL ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt [2025-11-26T21:07:56.082057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:56.082143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:56.082198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:56.082278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:56.141585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:56.142497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:56.142601] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:56.142679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:56.260842] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:56.261091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:56.261180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:56.261236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:56.264865] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=21.21%) [2025-11-26T21:07:56.265197] [INFO ] [FORECASTER] Completed predict_future for SSP [2025-11-26T21:07:56.265362] [INFO ] [sig ] SSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:56.412968] [INFO ] [LOCAL ] Saved forecast: SSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSP.txt [2025-11-26T21:07:56.413226] [INFO ] [sig ] [3018/3599] Completed SSP in 0.3s | 2.90 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:07:56.413297] [INFO ] [sig ] [3019/3599] Forecasting SSRM... [2025-11-26T21:07:56.413363] [INFO ] [sig ] Generating forecast for: SSRM [2025-11-26T21:07:56.413421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'. [2025-11-26T21:07:56.433326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSRM'. [2025-11-26T21:07:56.433735] [INFO ] [FORECASTER] Starting predict_future for SSRM [2025-11-26T21:07:56.434616] [DEBUG] [LOCAL ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt [2025-11-26T21:07:56.434723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:56.434804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:56.434883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:56.435020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:56.494999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:56.495949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:56.496106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:56.496193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:56.619250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:56.619457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:56.619544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:56.619621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:56.623227] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=82.26%) [2025-11-26T21:07:56.623597] [INFO ] [FORECASTER] Completed predict_future for SSRM [2025-11-26T21:07:56.623807] [INFO ] [sig ] SSRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:56.765625] [INFO ] [LOCAL ] Saved forecast: SSRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSRM.txt [2025-11-26T21:07:56.765851] [INFO ] [sig ] [3019/3599] Completed SSRM in 0.4s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:56.765933] [INFO ] [sig ] [3020/3599] Forecasting SSSS... [2025-11-26T21:07:56.766038] [INFO ] [sig ] Generating forecast for: SSSS [2025-11-26T21:07:56.766093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'. [2025-11-26T21:07:56.777766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSSS'. [2025-11-26T21:07:56.778188] [INFO ] [FORECASTER] Starting predict_future for SSSS [2025-11-26T21:07:56.779095] [DEBUG] [LOCAL ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt [2025-11-26T21:07:56.779173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:56.779253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:56.779324] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:56.779442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:56.839092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:56.840037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:56.840159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:56.840241] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:56.964600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:56.964811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:56.964887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:56.964967] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:56.968407] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=6.71%) [2025-11-26T21:07:56.968755] [INFO ] [FORECASTER] Completed predict_future for SSSS [2025-11-26T21:07:56.968936] [INFO ] [sig ] SSSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:57.106931] [INFO ] [LOCAL ] Saved forecast: SSSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSSS.txt [2025-11-26T21:07:57.107071] [INFO ] [sig ] [3020/3599] Completed SSSS in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:57.107135] [INFO ] [sig ] [3021/3599] Forecasting SSTI... [2025-11-26T21:07:57.107178] [INFO ] [sig ] Generating forecast for: SSTI [2025-11-26T21:07:57.107225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'. [2025-11-26T21:07:57.118404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTI'. [2025-11-26T21:07:57.118742] [INFO ] [FORECASTER] Starting predict_future for SSTI [2025-11-26T21:07:57.119561] [DEBUG] [LOCAL ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt [2025-11-26T21:07:57.119631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:57.119700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:57.119749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:57.119823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:57.176241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:57.176898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:57.176992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:57.177049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:57.302803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:57.303017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:57.303072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:57.303122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:57.306709] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=84.57%) [2025-11-26T21:07:57.307011] [INFO ] [FORECASTER] Completed predict_future for SSTI [2025-11-26T21:07:57.307177] [INFO ] [sig ] SSTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:57.447608] [INFO ] [LOCAL ] Saved forecast: SSTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSTI.txt [2025-11-26T21:07:57.447792] [INFO ] [sig ] [3021/3599] Completed SSTI in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:57.447865] [INFO ] [sig ] [3022/3599] Forecasting SSTK... [2025-11-26T21:07:57.447932] [INFO ] [sig ] Generating forecast for: SSTK [2025-11-26T21:07:57.448002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-11-26T21:07:57.459899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTK'. [2025-11-26T21:07:57.460283] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-11-26T21:07:57.461182] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-11-26T21:07:57.461276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:57.461337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:57.461393] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:57.461488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:57.522338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:57.523090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:57.523189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:57.523248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:57.639098] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:57.639265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:57.639322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:57.639361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:57.642823] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=2.11%) [2025-11-26T21:07:57.643148] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-11-26T21:07:57.643307] [INFO ] [sig ] SSTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:57.781624] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSTK.txt [2025-11-26T21:07:57.781791] [INFO ] [sig ] [3022/3599] Completed SSTK in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:57.781844] [INFO ] [sig ] [3023/3599] Forecasting SSYS... [2025-11-26T21:07:57.781886] [INFO ] [sig ] Generating forecast for: SSYS [2025-11-26T21:07:57.781928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'. [2025-11-26T21:07:57.793129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSYS'. [2025-11-26T21:07:57.793472] [INFO ] [FORECASTER] Starting predict_future for SSYS [2025-11-26T21:07:57.794313] [DEBUG] [LOCAL ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt [2025-11-26T21:07:57.794382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:57.794420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:57.794466] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:57.794528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:57.850877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:57.851600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:57.851713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:57.851760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:57.964751] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:57.964908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:57.964960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:57.965001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:57.968509] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-11-26T21:07:57.968823] [INFO ] [FORECASTER] Completed predict_future for SSYS [2025-11-26T21:07:57.968992] [INFO ] [sig ] SSYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:58.112387] [INFO ] [LOCAL ] Saved forecast: SSYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSYS.txt [2025-11-26T21:07:58.112569] [INFO ] [sig ] [3023/3599] Completed SSYS in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:58.112624] [INFO ] [sig ] [3024/3599] Forecasting STAA... [2025-11-26T21:07:58.112688] [INFO ] [sig ] Generating forecast for: STAA [2025-11-26T21:07:58.112732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'. [2025-11-26T21:07:58.134858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAA'. [2025-11-26T21:07:58.135181] [INFO ] [FORECASTER] Starting predict_future for STAA [2025-11-26T21:07:58.136043] [DEBUG] [LOCAL ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt [2025-11-26T21:07:58.136115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:58.136159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:58.136199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:58.136265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:58.193431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:58.194147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:58.194253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:58.194317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:58.314581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:58.314780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:58.314850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:58.314914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:58.318417] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=33.91%) [2025-11-26T21:07:58.318749] [INFO ] [FORECASTER] Completed predict_future for STAA [2025-11-26T21:07:58.318914] [INFO ] [sig ] STAA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:58.457931] [INFO ] [LOCAL ] Saved forecast: STAA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STAA.txt [2025-11-26T21:07:58.458142] [INFO ] [sig ] [3024/3599] Completed STAA in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:58.458234] [INFO ] [sig ] [3025/3599] Forecasting STAG... [2025-11-26T21:07:58.458294] [INFO ] [sig ] Generating forecast for: STAG [2025-11-26T21:07:58.458354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-11-26T21:07:58.469851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAG'. [2025-11-26T21:07:58.470224] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-11-26T21:07:58.471151] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-11-26T21:07:58.471224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:58.471271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:58.471313] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:58.471381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:58.530262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:58.531052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:58.531152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:58.531199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:58.651334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:58.651512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:58.651564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:58.651624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:58.655031] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=61.06%) [2025-11-26T21:07:58.655325] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-11-26T21:07:58.655468] [INFO ] [sig ] STAG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:58.794197] [INFO ] [LOCAL ] Saved forecast: STAG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STAG.txt [2025-11-26T21:07:58.794371] [INFO ] [sig ] [3025/3599] Completed STAG in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:58.794436] [INFO ] [sig ] [3026/3599] Forecasting STBA... [2025-11-26T21:07:58.794489] [INFO ] [sig ] Generating forecast for: STBA [2025-11-26T21:07:58.794541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'. [2025-11-26T21:07:58.805574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STBA'. [2025-11-26T21:07:58.805969] [INFO ] [FORECASTER] Starting predict_future for STBA [2025-11-26T21:07:58.806882] [DEBUG] [LOCAL ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt [2025-11-26T21:07:58.806962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:58.807043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:58.807115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:58.807234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:58.867177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:58.868075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:58.868188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:58.868249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:58.991465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:58.991713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:58.991774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:58.991824] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:58.995506] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=84.09%) [2025-11-26T21:07:58.995881] [INFO ] [FORECASTER] Completed predict_future for STBA [2025-11-26T21:07:58.996050] [INFO ] [sig ] STBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:59.134959] [INFO ] [LOCAL ] Saved forecast: STBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STBA.txt [2025-11-26T21:07:59.135357] [INFO ] [sig ] [3026/3599] Completed STBA in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:59.135727] [INFO ] [sig ] [3027/3599] Forecasting STC... [2025-11-26T21:07:59.135823] [INFO ] [sig ] Generating forecast for: STC [2025-11-26T21:07:59.135902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-11-26T21:07:59.149322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STC'. [2025-11-26T21:07:59.149734] [INFO ] [FORECASTER] Starting predict_future for STC [2025-11-26T21:07:59.150612] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-11-26T21:07:59.150707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:59.150757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:59.150797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:59.150865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:59.208834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:59.209586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:59.209726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:59.209776] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:59.330818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:59.330994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:59.331047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:59.331087] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:59.334507] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=22.95%) [2025-11-26T21:07:59.334822] [INFO ] [FORECASTER] Completed predict_future for STC [2025-11-26T21:07:59.334968] [INFO ] [sig ] STC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:07:59.475078] [INFO ] [LOCAL ] Saved forecast: STC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STC.txt [2025-11-26T21:07:59.475254] [INFO ] [sig ] [3027/3599] Completed STC in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:59.475313] [INFO ] [sig ] [3028/3599] Forecasting STE... [2025-11-26T21:07:59.475353] [INFO ] [sig ] Generating forecast for: STE [2025-11-26T21:07:59.475395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-11-26T21:07:59.486617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STE'. [2025-11-26T21:07:59.486999] [INFO ] [FORECASTER] Starting predict_future for STE [2025-11-26T21:07:59.487960] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-11-26T21:07:59.488032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:59.488078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:59.488117] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:59.488186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:59.547442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:59.548242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:59.548344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:59.548391] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:07:59.670568] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:07:59.670755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:07:59.670810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:07:59.670849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:07:59.674250] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=82.26%) [2025-11-26T21:07:59.674543] [INFO ] [FORECASTER] Completed predict_future for STE [2025-11-26T21:07:59.674707] [INFO ] [sig ] STE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:07:59.814881] [INFO ] [LOCAL ] Saved forecast: STE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STE.txt [2025-11-26T21:07:59.815039] [INFO ] [sig ] [3028/3599] Completed STE in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:07:59.815094] [INFO ] [sig ] [3029/3599] Forecasting STEL... [2025-11-26T21:07:59.815136] [INFO ] [sig ] Generating forecast for: STEL [2025-11-26T21:07:59.815176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-11-26T21:07:59.827145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEL'. [2025-11-26T21:07:59.827526] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-11-26T21:07:59.828433] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-11-26T21:07:59.828504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:07:59.828551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:07:59.828603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:07:59.828703] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:07:59.886989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:07:59.887773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:07:59.887871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:07:59.887918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:00.007029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:00.007200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:00.007251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:00.007293] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:00.010721] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=8.60%) [2025-11-26T21:08:00.011011] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-11-26T21:08:00.011155] [INFO ] [sig ] STEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:00.149496] [INFO ] [LOCAL ] Saved forecast: STEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STEL.txt [2025-11-26T21:08:00.149662] [INFO ] [sig ] [3029/3599] Completed STEL in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:08:00.149716] [INFO ] [sig ] [3030/3599] Forecasting STEM... [2025-11-26T21:08:00.149759] [INFO ] [sig ] Generating forecast for: STEM [2025-11-26T21:08:00.149799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-11-26T21:08:00.161416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEM'. [2025-11-26T21:08:00.161778] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-11-26T21:08:00.162603] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-11-26T21:08:00.162698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:00.162760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:00.162819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:00.162918] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:00.219999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:00.220774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:00.220883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:00.220944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:00.338367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:00.338556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:00.338625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:00.338704] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:00.342150] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=2.46%) [2025-11-26T21:08:00.342464] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-11-26T21:08:00.342630] [INFO ] [sig ] STEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:00.481212] [INFO ] [LOCAL ] Saved forecast: STEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STEM.txt [2025-11-26T21:08:00.481418] [INFO ] [sig ] [3030/3599] Completed STEM in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:08:00.481492] [INFO ] [sig ] [3031/3599] Forecasting STEP... [2025-11-26T21:08:00.481551] [INFO ] [sig ] Generating forecast for: STEP [2025-11-26T21:08:00.481611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'. [2025-11-26T21:08:00.492724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEP'. [2025-11-26T21:08:00.493073] [INFO ] [FORECASTER] Starting predict_future for STEP [2025-11-26T21:08:00.493945] [DEBUG] [LOCAL ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt [2025-11-26T21:08:00.494025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:00.494088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:00.494150] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:00.494252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:00.551554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:00.552378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:00.552487] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:00.552552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:00.669051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:00.669236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:00.669305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:00.669366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:00.672791] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=84.84%) [2025-11-26T21:08:00.673108] [INFO ] [FORECASTER] Completed predict_future for STEP [2025-11-26T21:08:00.673278] [INFO ] [sig ] STEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:00.815766] [INFO ] [LOCAL ] Saved forecast: STEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STEP.txt [2025-11-26T21:08:00.815957] [INFO ] [sig ] [3031/3599] Completed STEP in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:08:00.816014] [INFO ] [sig ] [3032/3599] Forecasting STHO... [2025-11-26T21:08:00.816059] [INFO ] [sig ] Generating forecast for: STHO [2025-11-26T21:08:00.816100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'. [2025-11-26T21:08:00.827721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STHO'. [2025-11-26T21:08:00.828063] [INFO ] [FORECASTER] Starting predict_future for STHO [2025-11-26T21:08:00.828926] [DEBUG] [LOCAL ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt [2025-11-26T21:08:00.828997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:00.829043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:00.829084] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:00.829158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:00.888056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:00.888980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:00.889093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:00.889155] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:01.005438] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:01.005580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:01.005635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:01.005698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:01.009340] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=44.10%) [2025-11-26T21:08:01.009695] [INFO ] [FORECASTER] Completed predict_future for STHO [2025-11-26T21:08:01.009848] [INFO ] [sig ] STHO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:01.158439] [INFO ] [LOCAL ] Saved forecast: STHO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STHO.txt [2025-11-26T21:08:01.158667] [INFO ] [sig ] [3032/3599] Completed STHO in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:08:01.158731] [INFO ] [sig ] [3033/3599] Forecasting STI... [2025-11-26T21:08:01.158770] [INFO ] [sig ] Generating forecast for: STI [2025-11-26T21:08:01.158818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'. [2025-11-26T21:08:01.170690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STI'. [2025-11-26T21:08:01.171156] [INFO ] [FORECASTER] Starting predict_future for STI [2025-11-26T21:08:01.172093] [DEBUG] [LOCAL ] No optimal features file found for STI: ./output/feature-sets/STI.txt [2025-11-26T21:08:01.172176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:01.172241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:01.172308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:01.172407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:01.231451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:01.232553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:01.232678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:01.232729] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:01.352707] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:01.352853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:01.352902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:01.352940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:01.356470] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=65.53%) [2025-11-26T21:08:01.356840] [INFO ] [FORECASTER] Completed predict_future for STI [2025-11-26T21:08:01.357007] [INFO ] [sig ] STI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:01.496592] [INFO ] [LOCAL ] Saved forecast: STI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STI.txt [2025-11-26T21:08:01.496799] [INFO ] [sig ] [3033/3599] Completed STI in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.3m [2025-11-26T21:08:01.496864] [INFO ] [sig ] [3034/3599] Forecasting STIM... [2025-11-26T21:08:01.496917] [INFO ] [sig ] Generating forecast for: STIM [2025-11-26T21:08:01.496970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'. [2025-11-26T21:08:01.508221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STIM'. [2025-11-26T21:08:01.508560] [INFO ] [FORECASTER] Starting predict_future for STIM [2025-11-26T21:08:01.509431] [DEBUG] [LOCAL ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt [2025-11-26T21:08:01.509502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:01.509552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:01.509589] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:01.509752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:01.566675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:01.567733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:01.567854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:01.567902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:01.691208] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:01.691372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:01.691436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:01.691488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:01.694908] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=42.10%) [2025-11-26T21:08:01.695213] [INFO ] [FORECASTER] Completed predict_future for STIM [2025-11-26T21:08:01.695370] [INFO ] [sig ] STIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:01.835983] [INFO ] [LOCAL ] Saved forecast: STIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STIM.txt [2025-11-26T21:08:01.836160] [INFO ] [sig ] [3034/3599] Completed STIM in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:08:01.836226] [INFO ] [sig ] [3035/3599] Forecasting STK... [2025-11-26T21:08:01.836278] [INFO ] [sig ] Generating forecast for: STK [2025-11-26T21:08:01.836321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-11-26T21:08:01.847922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STK'. [2025-11-26T21:08:01.848309] [INFO ] [FORECASTER] Starting predict_future for STK [2025-11-26T21:08:01.849366] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-11-26T21:08:01.849439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:01.849487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:01.849536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:01.849616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:01.909145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:01.910052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:01.910162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:01.910207] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:02.037309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:02.037529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:02.037583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:02.037624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:02.041163] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-11-26T21:08:02.041546] [INFO ] [FORECASTER] Completed predict_future for STK [2025-11-26T21:08:02.041733] [INFO ] [sig ] STK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:02.183095] [INFO ] [LOCAL ] Saved forecast: STK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STK.txt [2025-11-26T21:08:02.183292] [INFO ] [sig ] [3035/3599] Completed STK in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:08:02.183347] [INFO ] [sig ] [3036/3599] Forecasting STKH... [2025-11-26T21:08:02.183391] [INFO ] [sig ] Generating forecast for: STKH [2025-11-26T21:08:02.183434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'. [2025-11-26T21:08:02.194911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKH'. [2025-11-26T21:08:02.195349] [INFO ] [FORECASTER] Starting predict_future for STKH [2025-11-26T21:08:02.196227] [DEBUG] [LOCAL ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt [2025-11-26T21:08:02.196304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:02.196348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:02.196388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:02.196457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:02.253794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:02.254703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:02.254802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:02.254849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:02.357733] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:02.357922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:02.357976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:02.358036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:02.361475] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=79.34%) [2025-11-26T21:08:02.361799] [INFO ] [FORECASTER] Completed predict_future for STKH [2025-11-26T21:08:02.361947] [INFO ] [sig ] STKH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:02.504366] [INFO ] [LOCAL ] Saved forecast: STKH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STKH.txt [2025-11-26T21:08:02.504525] [INFO ] [sig ] [3036/3599] Completed STKH in 0.3s | 2.90 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:08:02.504580] [INFO ] [sig ] [3037/3599] Forecasting STKL... [2025-11-26T21:08:02.504621] [INFO ] [sig ] Generating forecast for: STKL [2025-11-26T21:08:02.504679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'. [2025-11-26T21:08:02.515432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKL'. [2025-11-26T21:08:02.515746] [INFO ] [FORECASTER] Starting predict_future for STKL [2025-11-26T21:08:02.516582] [DEBUG] [LOCAL ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt [2025-11-26T21:08:02.516671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:02.516721] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:02.516758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:02.516828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:02.573555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:02.574261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:02.574359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:02.574405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:02.698391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:02.698549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:02.698602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:02.698660] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:02.702086] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=76.12%) [2025-11-26T21:08:02.702380] [INFO ] [FORECASTER] Completed predict_future for STKL [2025-11-26T21:08:02.702523] [INFO ] [sig ] STKL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:02.843167] [INFO ] [LOCAL ] Saved forecast: STKL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STKL.txt [2025-11-26T21:08:02.843327] [INFO ] [sig ] [3037/3599] Completed STKL in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:02.843383] [INFO ] [sig ] [3038/3599] Forecasting STKS... [2025-11-26T21:08:02.843425] [INFO ] [sig ] Generating forecast for: STKS [2025-11-26T21:08:02.843466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'. [2025-11-26T21:08:02.857618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKS'. [2025-11-26T21:08:02.858087] [INFO ] [FORECASTER] Starting predict_future for STKS [2025-11-26T21:08:02.859159] [DEBUG] [LOCAL ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt [2025-11-26T21:08:02.859244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:02.859320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:02.859393] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:02.859510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:02.931809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:02.932934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:02.933054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:02.933136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:03.063877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:03.064082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:03.064135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:03.064177] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:03.070343] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-11-26T21:08:03.070768] [INFO ] [FORECASTER] Completed predict_future for STKS [2025-11-26T21:08:03.070940] [INFO ] [sig ] STKS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:03.213661] [INFO ] [LOCAL ] Saved forecast: STKS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STKS.txt [2025-11-26T21:08:03.213851] [INFO ] [sig ] [3038/3599] Completed STKS in 0.4s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:03.213908] [INFO ] [sig ] [3039/3599] Forecasting STLA... [2025-11-26T21:08:03.213973] [INFO ] [sig ] Generating forecast for: STLA [2025-11-26T21:08:03.214025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-11-26T21:08:03.225519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLA'. [2025-11-26T21:08:03.225866] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-11-26T21:08:03.226743] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-11-26T21:08:03.226813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:03.226870] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:03.226919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:03.226990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:03.286862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:03.287849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:03.287956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:03.288005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:03.408311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:03.408537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:03.408604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:03.408718] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:03.413137] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=93.97%) [2025-11-26T21:08:03.413604] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-11-26T21:08:03.413825] [INFO ] [sig ] STLA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:03.562549] [INFO ] [LOCAL ] Saved forecast: STLA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STLA.txt [2025-11-26T21:08:03.562739] [INFO ] [sig ] [3039/3599] Completed STLA in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:03.562821] [INFO ] [sig ] [3040/3599] Forecasting STLD... [2025-11-26T21:08:03.562866] [INFO ] [sig ] Generating forecast for: STLD [2025-11-26T21:08:03.562907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'. [2025-11-26T21:08:03.574738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLD'. [2025-11-26T21:08:03.575061] [INFO ] [FORECASTER] Starting predict_future for STLD [2025-11-26T21:08:03.575922] [DEBUG] [LOCAL ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt [2025-11-26T21:08:03.576001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:03.576048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:03.576088] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:03.576167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:03.634147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:03.634876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:03.634973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:03.635020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:03.761071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:03.761284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:03.761358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:03.761402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:03.765047] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=45.78%) [2025-11-26T21:08:03.765418] [INFO ] [FORECASTER] Completed predict_future for STLD [2025-11-26T21:08:03.765580] [INFO ] [sig ] STLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:03.924079] [INFO ] [LOCAL ] Saved forecast: STLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STLD.txt [2025-11-26T21:08:03.924326] [INFO ] [sig ] [3040/3599] Completed STLD in 0.4s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:03.924398] [INFO ] [sig ] [3041/3599] Forecasting STM... [2025-11-26T21:08:03.924442] [INFO ] [sig ] Generating forecast for: STM [2025-11-26T21:08:03.924496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-11-26T21:08:03.939758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STM'. [2025-11-26T21:08:03.940270] [INFO ] [FORECASTER] Starting predict_future for STM [2025-11-26T21:08:03.941383] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-11-26T21:08:03.941469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:03.941529] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:03.941579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:03.941688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:04.003666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:04.004590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:04.004733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:04.004792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:04.130420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:04.130601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:04.130688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:04.130736] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:04.134270] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=69.32%) [2025-11-26T21:08:04.134568] [INFO ] [FORECASTER] Completed predict_future for STM [2025-11-26T21:08:04.134741] [INFO ] [sig ] STM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:04.278330] [INFO ] [LOCAL ] Saved forecast: STM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STM.txt [2025-11-26T21:08:04.278503] [INFO ] [sig ] [3041/3599] Completed STM in 0.4s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:04.278557] [INFO ] [sig ] [3042/3599] Forecasting STN... [2025-11-26T21:08:04.278600] [INFO ] [sig ] Generating forecast for: STN [2025-11-26T21:08:04.278658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-11-26T21:08:04.289862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STN'. [2025-11-26T21:08:04.290223] [INFO ] [FORECASTER] Starting predict_future for STN [2025-11-26T21:08:04.291100] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-11-26T21:08:04.291181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:04.291228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:04.291268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:04.291391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:04.348859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:04.349609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:04.349723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:04.349781] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:04.464511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:04.464713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:04.464768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:04.464831] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:04.468292] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-11-26T21:08:04.468603] [INFO ] [FORECASTER] Completed predict_future for STN [2025-11-26T21:08:04.468777] [INFO ] [sig ] STN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:04.608837] [INFO ] [LOCAL ] Saved forecast: STN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STN.txt [2025-11-26T21:08:04.609012] [INFO ] [sig ] [3042/3599] Completed STN in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:04.609069] [INFO ] [sig ] [3043/3599] Forecasting STNE... [2025-11-26T21:08:04.609189] [INFO ] [sig ] Generating forecast for: STNE [2025-11-26T21:08:04.609233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'. [2025-11-26T21:08:04.620856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STNE'. [2025-11-26T21:08:04.621234] [INFO ] [FORECASTER] Starting predict_future for STNE [2025-11-26T21:08:04.622110] [DEBUG] [LOCAL ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt [2025-11-26T21:08:04.622180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:04.622227] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:04.622272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:04.622342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:04.682591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:04.683461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:04.683569] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:04.683617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:04.808866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:04.809046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:04.809098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:04.809139] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:04.812499] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=92.55%) [2025-11-26T21:08:04.812822] [INFO ] [FORECASTER] Completed predict_future for STNE [2025-11-26T21:08:04.812968] [INFO ] [sig ] STNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:04.953423] [INFO ] [LOCAL ] Saved forecast: STNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STNE.txt [2025-11-26T21:08:04.953593] [INFO ] [sig ] [3043/3599] Completed STNE in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:04.953670] [INFO ] [sig ] [3044/3599] Forecasting STOK... [2025-11-26T21:08:04.953715] [INFO ] [sig ] Generating forecast for: STOK [2025-11-26T21:08:04.953757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'. [2025-11-26T21:08:04.966137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STOK'. [2025-11-26T21:08:04.966493] [INFO ] [FORECASTER] Starting predict_future for STOK [2025-11-26T21:08:04.967336] [DEBUG] [LOCAL ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt [2025-11-26T21:08:04.967406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:04.967451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:04.967503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:04.967573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:05.024327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:05.025018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:05.025165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:05.025212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:05.149491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:05.149689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:05.149744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:05.149786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:05.153221] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=55.70%) [2025-11-26T21:08:05.153516] [INFO ] [FORECASTER] Completed predict_future for STOK [2025-11-26T21:08:05.153680] [INFO ] [sig ] STOK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:05.293582] [INFO ] [LOCAL ] Saved forecast: STOK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STOK.txt [2025-11-26T21:08:05.293775] [INFO ] [sig ] [3044/3599] Completed STOK in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:05.293832] [INFO ] [sig ] [3045/3599] Forecasting STRA... [2025-11-26T21:08:05.293899] [INFO ] [sig ] Generating forecast for: STRA [2025-11-26T21:08:05.293946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'. [2025-11-26T21:08:05.305286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRA'. [2025-11-26T21:08:05.305620] [INFO ] [FORECASTER] Starting predict_future for STRA [2025-11-26T21:08:05.306456] [DEBUG] [LOCAL ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt [2025-11-26T21:08:05.306525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:05.306570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:05.306610] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:05.306697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:05.365961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:05.366714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:05.366807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:05.366852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:05.493696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:05.493883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:05.493936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:05.493978] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:05.497502] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=64.09%) [2025-11-26T21:08:05.497837] [INFO ] [FORECASTER] Completed predict_future for STRA [2025-11-26T21:08:05.497985] [INFO ] [sig ] STRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:05.643739] [INFO ] [LOCAL ] Saved forecast: STRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STRA.txt [2025-11-26T21:08:05.643940] [INFO ] [sig ] [3045/3599] Completed STRA in 0.4s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:05.643999] [INFO ] [sig ] [3046/3599] Forecasting STRL... [2025-11-26T21:08:05.644044] [INFO ] [sig ] Generating forecast for: STRL [2025-11-26T21:08:05.644087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'. [2025-11-26T21:08:05.656626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRL'. [2025-11-26T21:08:05.657003] [INFO ] [FORECASTER] Starting predict_future for STRL [2025-11-26T21:08:05.657968] [DEBUG] [LOCAL ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt [2025-11-26T21:08:05.658040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:05.658083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:05.658125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:05.658197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:05.719958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:05.720996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:05.721121] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:05.721175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:05.848264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:05.848461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:05.848513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:05.848558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:05.852269] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=91.12%) [2025-11-26T21:08:05.852601] [INFO ] [FORECASTER] Completed predict_future for STRL [2025-11-26T21:08:05.852781] [INFO ] [sig ] STRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:05.993629] [INFO ] [LOCAL ] Saved forecast: STRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STRL.txt [2025-11-26T21:08:05.993849] [INFO ] [sig ] [3046/3599] Completed STRL in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:05.993906] [INFO ] [sig ] [3047/3599] Forecasting STRS... [2025-11-26T21:08:05.993948] [INFO ] [sig ] Generating forecast for: STRS [2025-11-26T21:08:05.993989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'. [2025-11-26T21:08:06.003948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRS'. [2025-11-26T21:08:06.004261] [INFO ] [FORECASTER] Starting predict_future for STRS [2025-11-26T21:08:06.005102] [DEBUG] [LOCAL ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt [2025-11-26T21:08:06.005172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:06.005217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:06.005257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:06.005325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:06.061828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:06.062469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:06.062564] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:06.062609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:06.153754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:06.153892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:06.153941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:06.153981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:06.157174] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-11-26T21:08:06.157477] [INFO ] [FORECASTER] Completed predict_future for STRS [2025-11-26T21:08:06.157654] [INFO ] [sig ] STRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:06.297525] [INFO ] [LOCAL ] Saved forecast: STRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STRS.txt [2025-11-26T21:08:06.297722] [INFO ] [sig ] [3047/3599] Completed STRS in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:06.297783] [INFO ] [sig ] [3048/3599] Forecasting STSS... [2025-11-26T21:08:06.297826] [INFO ] [sig ] Generating forecast for: STSS [2025-11-26T21:08:06.297866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'. [2025-11-26T21:08:06.309512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STSS'. [2025-11-26T21:08:06.309875] [INFO ] [FORECASTER] Starting predict_future for STSS [2025-11-26T21:08:06.310778] [DEBUG] [LOCAL ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt [2025-11-26T21:08:06.310849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:06.310895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:06.310934] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:06.311002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:06.371034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:06.371942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:06.372043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:06.372091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:06.493717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:06.493923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:06.493978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:06.494023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:06.497710] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=60.75%) [2025-11-26T21:08:06.498009] [INFO ] [FORECASTER] Completed predict_future for STSS [2025-11-26T21:08:06.498153] [INFO ] [sig ] STSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:06.638560] [INFO ] [LOCAL ] Saved forecast: STSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STSS.txt [2025-11-26T21:08:06.638754] [INFO ] [sig ] [3048/3599] Completed STSS in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:06.638829] [INFO ] [sig ] [3049/3599] Forecasting STTK... [2025-11-26T21:08:06.638888] [INFO ] [sig ] Generating forecast for: STTK [2025-11-26T21:08:06.638949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'. [2025-11-26T21:08:06.649858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STTK'. [2025-11-26T21:08:06.650191] [INFO ] [FORECASTER] Starting predict_future for STTK [2025-11-26T21:08:06.651038] [DEBUG] [LOCAL ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt [2025-11-26T21:08:06.651117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:06.651181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:06.651239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:06.651338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:06.708667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:06.709406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:06.709514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:06.709576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:06.830376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:06.830580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:06.830635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:06.830689] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:06.834081] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=12.27%) [2025-11-26T21:08:06.834390] [INFO ] [FORECASTER] Completed predict_future for STTK [2025-11-26T21:08:06.834534] [INFO ] [sig ] STTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:06.974445] [INFO ] [LOCAL ] Saved forecast: STTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STTK.txt [2025-11-26T21:08:06.974607] [INFO ] [sig ] [3049/3599] Completed STTK in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:06.974686] [INFO ] [sig ] [3050/3599] Forecasting STVN... [2025-11-26T21:08:06.974735] [INFO ] [sig ] Generating forecast for: STVN [2025-11-26T21:08:06.974780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-11-26T21:08:06.985899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STVN'. [2025-11-26T21:08:06.986244] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-11-26T21:08:06.987120] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-11-26T21:08:06.987197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:06.987277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:06.987353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:06.987462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:07.046939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:07.047880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:07.047995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:07.048065] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:07.166380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:07.166565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:07.166618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:07.166680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:07.170182] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=40.85%) [2025-11-26T21:08:07.170480] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-11-26T21:08:07.170633] [INFO ] [sig ] STVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:07.311833] [INFO ] [LOCAL ] Saved forecast: STVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STVN.txt [2025-11-26T21:08:07.311998] [INFO ] [sig ] [3050/3599] Completed STVN in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.2m [2025-11-26T21:08:07.312056] [INFO ] [sig ] [3051/3599] Forecasting STWD... [2025-11-26T21:08:07.312098] [INFO ] [sig ] Generating forecast for: STWD [2025-11-26T21:08:07.312140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-11-26T21:08:07.324547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STWD'. [2025-11-26T21:08:07.324972] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-11-26T21:08:07.325905] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-11-26T21:08:07.325977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:07.326024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:07.326065] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:07.326134] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:07.383845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:07.384787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:07.384895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:07.384945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:07.502724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:07.502908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:07.502964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:07.503002] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:07.506452] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=79.68%) [2025-11-26T21:08:07.506773] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-11-26T21:08:07.506924] [INFO ] [sig ] STWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:07.645441] [INFO ] [LOCAL ] Saved forecast: STWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STWD.txt [2025-11-26T21:08:07.645582] [INFO ] [sig ] [3051/3599] Completed STWD in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:08:07.645635] [INFO ] [sig ] [3052/3599] Forecasting STX... [2025-11-26T21:08:07.645693] [INFO ] [sig ] Generating forecast for: STX [2025-11-26T21:08:07.645733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'. [2025-11-26T21:08:07.656863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STX'. [2025-11-26T21:08:07.657212] [INFO ] [FORECASTER] Starting predict_future for STX [2025-11-26T21:08:07.658123] [DEBUG] [LOCAL ] No optimal features file found for STX: ./output/feature-sets/STX.txt [2025-11-26T21:08:07.658196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:07.658243] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:07.658284] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:07.658354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:07.715827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:07.716453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:07.716546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:07.716593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:07.837709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:07.837888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:07.837941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:07.837982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:07.841419] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=27.08%) [2025-11-26T21:08:07.841749] [INFO ] [FORECASTER] Completed predict_future for STX [2025-11-26T21:08:07.841912] [INFO ] [sig ] STX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:07.985606] [INFO ] [LOCAL ] Saved forecast: STX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STX.txt [2025-11-26T21:08:07.985796] [INFO ] [sig ] [3052/3599] Completed STX in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:08:07.985865] [INFO ] [sig ] [3053/3599] Forecasting STXE... [2025-11-26T21:08:07.985925] [INFO ] [sig ] Generating forecast for: STXE [2025-11-26T21:08:07.985987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-11-26T21:08:07.996410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXE'. [2025-11-26T21:08:07.996747] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-11-26T21:08:07.997607] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-11-26T21:08:07.997717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:07.997782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:07.997840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:07.997939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:08.058357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:08.059114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:08.059223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:08.059299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:08.171681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:08.171840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:08.171908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:08.171971] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:08.175344] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=67.08%) [2025-11-26T21:08:08.175667] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-11-26T21:08:08.175833] [INFO ] [sig ] STXE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:08.321361] [INFO ] [LOCAL ] Saved forecast: STXE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STXE.txt [2025-11-26T21:08:08.321554] [INFO ] [sig ] [3053/3599] Completed STXE in 0.3s | 2.90 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:08:08.321611] [INFO ] [sig ] [3054/3599] Forecasting STXG... [2025-11-26T21:08:08.321682] [INFO ] [sig ] Generating forecast for: STXG [2025-11-26T21:08:08.321735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-11-26T21:08:08.332796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXG'. [2025-11-26T21:08:08.333175] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-11-26T21:08:08.334077] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-11-26T21:08:08.334150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:08.334198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:08.334239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:08.334310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:08.391929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:08.392610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:08.392724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:08.392772] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:08.500055] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:08.500219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:08.500274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:08.500327] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:08.503710] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=17.55%) [2025-11-26T21:08:08.504001] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-11-26T21:08:08.504145] [INFO ] [sig ] STXG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:08.643469] [INFO ] [LOCAL ] Saved forecast: STXG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STXG.txt [2025-11-26T21:08:08.643679] [INFO ] [sig ] [3054/3599] Completed STXG in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:08.643737] [INFO ] [sig ] [3055/3599] Forecasting STZ... [2025-11-26T21:08:08.643781] [INFO ] [sig ] Generating forecast for: STZ [2025-11-26T21:08:08.643822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-11-26T21:08:08.654952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STZ'. [2025-11-26T21:08:08.655313] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-11-26T21:08:08.656153] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-11-26T21:08:08.656221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:08.656276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:08.656328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:08.656408] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:08.714172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:08.715145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:08.715253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:08.715314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:08.833200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:08.833340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:08.833404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:08.833455] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:08.836784] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=57.40%) [2025-11-26T21:08:08.837083] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-11-26T21:08:08.837250] [INFO ] [sig ] STZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:08.977275] [INFO ] [LOCAL ] Saved forecast: STZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STZ.txt [2025-11-26T21:08:08.977411] [INFO ] [sig ] [3055/3599] Completed STZ in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:08.977465] [INFO ] [sig ] [3056/3599] Forecasting SUI... [2025-11-26T21:08:08.977519] [INFO ] [sig ] Generating forecast for: SUI [2025-11-26T21:08:08.977567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-11-26T21:08:08.989828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUI'. [2025-11-26T21:08:08.990188] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-11-26T21:08:08.991034] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-11-26T21:08:08.991102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:08.991148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:08.991187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:08.991254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:09.050114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:09.050865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:09.050964] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:09.051015] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:09.167222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:09.167421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:09.167473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:09.167528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:09.170940] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=15.07%) [2025-11-26T21:08:09.171228] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-11-26T21:08:09.171372] [INFO ] [sig ] SUI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:09.312558] [INFO ] [LOCAL ] Saved forecast: SUI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUI.txt [2025-11-26T21:08:09.312772] [INFO ] [sig ] [3056/3599] Completed SUI in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:09.312837] [INFO ] [sig ] [3057/3599] Forecasting SUN... [2025-11-26T21:08:09.312876] [INFO ] [sig ] Generating forecast for: SUN [2025-11-26T21:08:09.312918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-11-26T21:08:09.324963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUN'. [2025-11-26T21:08:09.325407] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-11-26T21:08:09.326285] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-11-26T21:08:09.326356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:09.326404] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:09.326445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:09.326516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:09.385800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:09.386733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:09.386838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:09.386888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:09.503660] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:09.503851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:09.503903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:09.503952] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:09.507411] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=37.13%) [2025-11-26T21:08:09.507795] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-11-26T21:08:09.507953] [INFO ] [sig ] SUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:09.659065] [INFO ] [LOCAL ] Saved forecast: SUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUN.txt [2025-11-26T21:08:09.659280] [INFO ] [sig ] [3057/3599] Completed SUN in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:09.659371] [INFO ] [sig ] [3058/3599] Forecasting SUNS... [2025-11-26T21:08:09.659426] [INFO ] [sig ] Generating forecast for: SUNS [2025-11-26T21:08:09.659474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'. [2025-11-26T21:08:09.675248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUNS'. [2025-11-26T21:08:09.675823] [INFO ] [FORECASTER] Starting predict_future for SUNS [2025-11-26T21:08:09.677055] [DEBUG] [LOCAL ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt [2025-11-26T21:08:09.677150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:09.677224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:09.677299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:09.677439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:09.746231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:09.747173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:09.747292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:09.747338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:09.877966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:09.878183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:09.878253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:09.878311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:09.881776] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=15.95%) [2025-11-26T21:08:09.882085] [INFO ] [FORECASTER] Completed predict_future for SUNS [2025-11-26T21:08:09.882271] [INFO ] [sig ] SUNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:10.020817] [INFO ] [LOCAL ] Saved forecast: SUNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUNS.txt [2025-11-26T21:08:10.021017] [INFO ] [sig ] [3058/3599] Completed SUNS in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:10.021091] [INFO ] [sig ] [3059/3599] Forecasting SUPN... [2025-11-26T21:08:10.021149] [INFO ] [sig ] Generating forecast for: SUPN [2025-11-26T21:08:10.021212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'. [2025-11-26T21:08:10.032788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUPN'. [2025-11-26T21:08:10.033160] [INFO ] [FORECASTER] Starting predict_future for SUPN [2025-11-26T21:08:10.034067] [DEBUG] [LOCAL ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt [2025-11-26T21:08:10.034146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:10.034207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:10.034271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:10.034368] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:10.090826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:10.091610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:10.091725] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:10.091784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:10.213036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:10.213212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:10.213264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:10.213305] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:10.216852] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=33.78%) [2025-11-26T21:08:10.217163] [INFO ] [FORECASTER] Completed predict_future for SUPN [2025-11-26T21:08:10.217319] [INFO ] [sig ] SUPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:10.356943] [INFO ] [LOCAL ] Saved forecast: SUPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUPN.txt [2025-11-26T21:08:10.357108] [INFO ] [sig ] [3059/3599] Completed SUPN in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:10.357165] [INFO ] [sig ] [3060/3599] Forecasting SURG... [2025-11-26T21:08:10.357207] [INFO ] [sig ] Generating forecast for: SURG [2025-11-26T21:08:10.357285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'. [2025-11-26T21:08:10.369145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SURG'. [2025-11-26T21:08:10.369527] [INFO ] [FORECASTER] Starting predict_future for SURG [2025-11-26T21:08:10.370370] [DEBUG] [LOCAL ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt [2025-11-26T21:08:10.370441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:10.370486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:10.370525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:10.370591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:10.427001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:10.427708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:10.427807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:10.427847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:10.542592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:10.542791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:10.542870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:10.542921] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:10.546314] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-11-26T21:08:10.546612] [INFO ] [FORECASTER] Completed predict_future for SURG [2025-11-26T21:08:10.546775] [INFO ] [sig ] SURG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:10.685951] [INFO ] [LOCAL ] Saved forecast: SURG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SURG.txt [2025-11-26T21:08:10.686107] [INFO ] [sig ] [3060/3599] Completed SURG in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:10.686161] [INFO ] [sig ] [3061/3599] Forecasting SUSB... [2025-11-26T21:08:10.686204] [INFO ] [sig ] Generating forecast for: SUSB [2025-11-26T21:08:10.686245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'. [2025-11-26T21:08:10.697875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSB'. [2025-11-26T21:08:10.698221] [INFO ] [FORECASTER] Starting predict_future for SUSB [2025-11-26T21:08:10.699156] [DEBUG] [LOCAL ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt [2025-11-26T21:08:10.699227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:10.699274] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:10.699323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:10.699446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:10.758893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:10.759596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:10.759712] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:10.759771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:10.883023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:10.883202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:10.883276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:10.883336] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:10.886798] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=35.63%) [2025-11-26T21:08:10.887117] [INFO ] [FORECASTER] Completed predict_future for SUSB [2025-11-26T21:08:10.887286] [INFO ] [sig ] SUSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:11.028247] [INFO ] [LOCAL ] Saved forecast: SUSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUSB.txt [2025-11-26T21:08:11.028413] [INFO ] [sig ] [3061/3599] Completed SUSB in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:11.028476] [INFO ] [sig ] [3062/3599] Forecasting SUSC... [2025-11-26T21:08:11.028565] [INFO ] [sig ] Generating forecast for: SUSC [2025-11-26T21:08:11.028611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'. [2025-11-26T21:08:11.039856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSC'. [2025-11-26T21:08:11.040216] [INFO ] [FORECASTER] Starting predict_future for SUSC [2025-11-26T21:08:11.041064] [DEBUG] [LOCAL ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt [2025-11-26T21:08:11.041133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:11.041198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:11.041256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:11.041339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:11.098585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:11.099284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:11.099390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:11.099437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:11.219087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:11.219257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:11.219310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:11.219369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:11.222913] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=96.28%) [2025-11-26T21:08:11.223242] [INFO ] [FORECASTER] Completed predict_future for SUSC [2025-11-26T21:08:11.223394] [INFO ] [sig ] SUSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:11.363493] [INFO ] [LOCAL ] Saved forecast: SUSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SUSC.txt [2025-11-26T21:08:11.363702] [INFO ] [sig ] [3062/3599] Completed SUSC in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:11.363793] [INFO ] [sig ] [3063/3599] Forecasting SUSL... [2025-11-26T21:08:11.363866] [INFO ] [sig ] Generating forecast for: SUSL [2025-11-26T21:08:11.363926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'. [2025-11-26T21:08:11.375046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSL'. [2025-11-26T21:08:11.375424] [INFO ] [FORECASTER] Starting predict_future for SUSL [2025-11-26T21:08:11.376310] [DEBUG] [LOCAL ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt [2025-11-26T21:08:11.376391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:11.376453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:11.376512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:11.376610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:11.434419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:11.435151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:11.435259] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:11.435319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:11.551352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:11.551521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:11.551588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:11.551667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:11.555213] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=92.98%) [2025-11-26T21:08:11.555537] [INFO ] [FORECASTER] Completed predict_future for SUSL [2025-11-26T21:08:11.555722] [INFO ] [sig ] SUSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:11.699398] [INFO ] [LOCAL ] Saved forecast: SUSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SUSL.txt [2025-11-26T21:08:11.699563] [INFO ] [sig ] [3063/3599] Completed SUSL in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:11.699617] [INFO ] [sig ] [3064/3599] Forecasting SUUN... [2025-11-26T21:08:11.699677] [INFO ] [sig ] Generating forecast for: SUUN [2025-11-26T21:08:11.699723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'. [2025-11-26T21:08:11.714484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUUN'. [2025-11-26T21:08:11.714860] [INFO ] [FORECASTER] Starting predict_future for SUUN [2025-11-26T21:08:11.715817] [DEBUG] [LOCAL ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt [2025-11-26T21:08:11.715898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:11.715970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:11.716028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:11.716118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:11.775817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:11.776578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:11.776820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:11.776886] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:11.903799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:11.904002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:11.904060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:11.904105] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:11.907810] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=83.86%) [2025-11-26T21:08:11.908173] [INFO ] [FORECASTER] Completed predict_future for SUUN [2025-11-26T21:08:11.908341] [INFO ] [sig ] SUUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:12.049323] [INFO ] [LOCAL ] Saved forecast: SUUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SUUN.txt [2025-11-26T21:08:12.049481] [INFO ] [sig ] [3064/3599] Completed SUUN in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:12.049538] [INFO ] [sig ] [3065/3599] Forecasting SUZ... [2025-11-26T21:08:12.049582] [INFO ] [sig ] Generating forecast for: SUZ [2025-11-26T21:08:12.049623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-11-26T21:08:12.061757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUZ'. [2025-11-26T21:08:12.062078] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-11-26T21:08:12.062920] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-11-26T21:08:12.062991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:12.063037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:12.063080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:12.063147] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:12.120343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:12.121097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:12.121198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:12.121249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:12.243716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:12.243895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:12.243947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:12.243991] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:12.247312] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-11-26T21:08:12.247629] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-11-26T21:08:12.247798] [INFO ] [sig ] SUZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:12.389194] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUZ.txt [2025-11-26T21:08:12.389382] [INFO ] [sig ] [3065/3599] Completed SUZ in 0.3s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:12.389445] [INFO ] [sig ] [3066/3599] Forecasting SVC... [2025-11-26T21:08:12.389494] [INFO ] [sig ] Generating forecast for: SVC [2025-11-26T21:08:12.389541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'. [2025-11-26T21:08:12.406140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVC'. [2025-11-26T21:08:12.406805] [INFO ] [FORECASTER] Starting predict_future for SVC [2025-11-26T21:08:12.408341] [DEBUG] [LOCAL ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt [2025-11-26T21:08:12.408468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:12.408530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:12.408579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:12.408724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:12.476169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:12.477447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:12.477596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:12.477669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:12.597704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:12.597968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:12.598028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:12.598094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:12.602019] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=10.79%) [2025-11-26T21:08:12.602359] [INFO ] [FORECASTER] Completed predict_future for SVC [2025-11-26T21:08:12.602526] [INFO ] [sig ] SVC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:12.744760] [INFO ] [LOCAL ] Saved forecast: SVC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SVC.txt [2025-11-26T21:08:12.744990] [INFO ] [sig ] [3066/3599] Completed SVC in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:12.745047] [INFO ] [sig ] [3067/3599] Forecasting SVCO... [2025-11-26T21:08:12.745174] [INFO ] [sig ] Generating forecast for: SVCO [2025-11-26T21:08:12.745222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'. [2025-11-26T21:08:12.758090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVCO'. [2025-11-26T21:08:12.758550] [INFO ] [FORECASTER] Starting predict_future for SVCO [2025-11-26T21:08:12.759511] [DEBUG] [LOCAL ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt [2025-11-26T21:08:12.759583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:12.759659] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:12.759715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:12.759795] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:12.817629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:12.818689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:12.818800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:12.818866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:12.941791] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:12.942057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:12.942117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:12.942160] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:12.946151] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=25.09%) [2025-11-26T21:08:12.946575] [INFO ] [FORECASTER] Completed predict_future for SVCO [2025-11-26T21:08:12.946773] [INFO ] [sig ] SVCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:13.098623] [INFO ] [LOCAL ] Saved forecast: SVCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SVCO.txt [2025-11-26T21:08:13.098887] [INFO ] [sig ] [3067/3599] Completed SVCO in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:13.098945] [INFO ] [sig ] [3068/3599] Forecasting SVRA... [2025-11-26T21:08:13.098998] [INFO ] [sig ] Generating forecast for: SVRA [2025-11-26T21:08:13.099043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'. [2025-11-26T21:08:13.112845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVRA'. [2025-11-26T21:08:13.113355] [INFO ] [FORECASTER] Starting predict_future for SVRA [2025-11-26T21:08:13.114329] [DEBUG] [LOCAL ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt [2025-11-26T21:08:13.114401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:13.114449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:13.114490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:13.114564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:13.174917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:13.176319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:13.176464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:13.176513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:13.299548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:13.299829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:13.299893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:13.299936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:13.303774] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=20.12%) [2025-11-26T21:08:13.304114] [INFO ] [FORECASTER] Completed predict_future for SVRA [2025-11-26T21:08:13.304274] [INFO ] [sig ] SVRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:13.452370] [INFO ] [LOCAL ] Saved forecast: SVRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SVRA.txt [2025-11-26T21:08:13.452629] [INFO ] [sig ] [3068/3599] Completed SVRA in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.1m [2025-11-26T21:08:13.452706] [INFO ] [sig ] [3069/3599] Forecasting SWBI... [2025-11-26T21:08:13.452752] [INFO ] [sig ] Generating forecast for: SWBI [2025-11-26T21:08:13.452794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'. [2025-11-26T21:08:13.466778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWBI'. [2025-11-26T21:08:13.467375] [INFO ] [FORECASTER] Starting predict_future for SWBI [2025-11-26T21:08:13.468394] [DEBUG] [LOCAL ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt [2025-11-26T21:08:13.468466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:13.468513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:13.468564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:13.468667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:13.527688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:13.528939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:13.529072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:13.529124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:13.657955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:13.658207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:13.658268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:13.658314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:13.662378] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=2.89%) [2025-11-26T21:08:13.662830] [INFO ] [FORECASTER] Completed predict_future for SWBI [2025-11-26T21:08:13.663034] [INFO ] [sig ] SWBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:13.816246] [INFO ] [LOCAL ] Saved forecast: SWBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SWBI.txt [2025-11-26T21:08:13.816504] [INFO ] [sig ] [3069/3599] Completed SWBI in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:08:13.816564] [INFO ] [sig ] [3070/3599] Forecasting SWIM... [2025-11-26T21:08:13.816613] [INFO ] [sig ] Generating forecast for: SWIM [2025-11-26T21:08:13.816704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'. [2025-11-26T21:08:13.833354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWIM'. [2025-11-26T21:08:13.833866] [INFO ] [FORECASTER] Starting predict_future for SWIM [2025-11-26T21:08:13.834856] [DEBUG] [LOCAL ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt [2025-11-26T21:08:13.834927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:13.834975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:13.835016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:13.835096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:13.896710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:13.897946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:13.898072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:13.898126] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:14.019292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:14.019524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:14.019581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:14.019624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:14.023501] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=30.23%) [2025-11-26T21:08:14.023857] [INFO ] [FORECASTER] Completed predict_future for SWIM [2025-11-26T21:08:14.024027] [INFO ] [sig ] SWIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:14.171780] [INFO ] [LOCAL ] Saved forecast: SWIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SWIM.txt [2025-11-26T21:08:14.172045] [INFO ] [sig ] [3070/3599] Completed SWIM in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:08:14.172116] [INFO ] [sig ] [3071/3599] Forecasting SWK... [2025-11-26T21:08:14.172166] [INFO ] [sig ] Generating forecast for: SWK [2025-11-26T21:08:14.172210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-11-26T21:08:14.186696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWK'. [2025-11-26T21:08:14.187288] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-11-26T21:08:14.188381] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-11-26T21:08:14.188456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:14.188508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:14.188552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:14.188719] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:14.253075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:14.254266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:14.254382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:14.254433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:14.389374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:14.389635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:14.389758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:14.389833] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:14.394110] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=77.86%) [2025-11-26T21:08:14.394495] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-11-26T21:08:14.394699] [INFO ] [sig ] SWK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:14.542573] [INFO ] [LOCAL ] Saved forecast: SWK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWK.txt [2025-11-26T21:08:14.542851] [INFO ] [sig ] [3071/3599] Completed SWK in 0.4s | 2.90 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:08:14.542914] [INFO ] [sig ] [3072/3599] Forecasting SWKH... [2025-11-26T21:08:14.542960] [INFO ] [sig ] Generating forecast for: SWKH [2025-11-26T21:08:14.543005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWKH' from 'https://tdm.silogroup.org/data/derivative_storage/SWKH.csv'. [2025-11-26T21:08:14.557878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWKH'. [2025-11-26T21:08:14.558467] [INFO ] [FORECASTER] Starting predict_future for SWKH [2025-11-26T21:08:14.559364] [DEBUG] [LOCAL ] No optimal features file found for SWKH: ./output/feature-sets/SWKH.txt [2025-11-26T21:08:14.559436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:14.559500] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:14.559552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:14.559634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:14.618047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:14.619046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:14.619181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:14.619256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:14.736286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:14.736492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:14.736553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:14.736598] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:14.740297] [DEBUG] [FORECASTER] SWKH: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-11-26T21:08:14.740638] [INFO ] [FORECASTER] Completed predict_future for SWKH [2025-11-26T21:08:14.740826] [INFO ] [sig ] SWKH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:14.882192] [INFO ] [LOCAL ] Saved forecast: SWKH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SWKH.txt [2025-11-26T21:08:14.882369] [INFO ] [sig ] [3072/3599] Completed SWKH in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:14.882427] [INFO ] [sig ] [3073/3599] Forecasting SWKS... [2025-11-26T21:08:14.882469] [INFO ] [sig ] Generating forecast for: SWKS [2025-11-26T21:08:14.882507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'. [2025-11-26T21:08:14.893695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWKS'. [2025-11-26T21:08:14.894014] [INFO ] [FORECASTER] Starting predict_future for SWKS [2025-11-26T21:08:14.894885] [DEBUG] [LOCAL ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt [2025-11-26T21:08:14.894953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:14.894999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:14.895049] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:14.895169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:14.952553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:14.953443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:14.953543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:14.953611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:15.074021] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:15.074216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:15.074269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:15.074310] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:15.077718] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=69.04%) [2025-11-26T21:08:15.078038] [INFO ] [FORECASTER] Completed predict_future for SWKS [2025-11-26T21:08:15.078198] [INFO ] [sig ] SWKS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:15.220411] [INFO ] [LOCAL ] Saved forecast: SWKS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWKS.txt [2025-11-26T21:08:15.220597] [INFO ] [sig ] [3073/3599] Completed SWKS in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:15.220675] [INFO ] [sig ] [3074/3599] Forecasting SWVL... [2025-11-26T21:08:15.220722] [INFO ] [sig ] Generating forecast for: SWVL [2025-11-26T21:08:15.220763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWVL' from 'https://tdm.silogroup.org/data/derivative_storage/SWVL.csv'. [2025-11-26T21:08:15.230589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWVL'. [2025-11-26T21:08:15.231021] [INFO ] [FORECASTER] Starting predict_future for SWVL [2025-11-26T21:08:15.231865] [DEBUG] [LOCAL ] No optimal features file found for SWVL: ./output/feature-sets/SWVL.txt [2025-11-26T21:08:15.231933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:15.231978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:15.232019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:15.232087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:15.293637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:15.294547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:15.294674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:15.294726] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:15.395051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:15.395236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:15.395290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:15.395331] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:15.398745] [DEBUG] [FORECASTER] SWVL: Forecast T+1@11:T+2@11: UP (p=91.25%) [2025-11-26T21:08:15.399035] [INFO ] [FORECASTER] Completed predict_future for SWVL [2025-11-26T21:08:15.399178] [INFO ] [sig ] SWVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:15.541749] [INFO ] [LOCAL ] Saved forecast: SWVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWVL.txt [2025-11-26T21:08:15.541921] [INFO ] [sig ] [3074/3599] Completed SWVL in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:15.541980] [INFO ] [sig ] [3075/3599] Forecasting SWX... [2025-11-26T21:08:15.542024] [INFO ] [sig ] Generating forecast for: SWX [2025-11-26T21:08:15.542067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-11-26T21:08:15.554076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWX'. [2025-11-26T21:08:15.554554] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-11-26T21:08:15.555565] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-11-26T21:08:15.555667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:15.555742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:15.555838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:15.555929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:15.617195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:15.618178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:15.618288] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:15.618350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:15.738133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:15.738335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:15.738391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:15.738443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:15.741925] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=64.72%) [2025-11-26T21:08:15.742259] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-11-26T21:08:15.742427] [INFO ] [sig ] SWX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:15.883863] [INFO ] [LOCAL ] Saved forecast: SWX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWX.txt [2025-11-26T21:08:15.884055] [INFO ] [sig ] [3075/3599] Completed SWX in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:15.884112] [INFO ] [sig ] [3076/3599] Forecasting SWZ... [2025-11-26T21:08:15.884153] [INFO ] [sig ] Generating forecast for: SWZ [2025-11-26T21:08:15.884281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-11-26T21:08:15.895404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWZ'. [2025-11-26T21:08:15.895849] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-11-26T21:08:15.896744] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-11-26T21:08:15.896817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:15.896883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:15.896946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:15.897051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:15.955136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:15.956093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:15.956209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:15.956285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:16.068466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:16.068830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:16.068901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:16.068961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:16.072590] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:08:16.072960] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-11-26T21:08:16.073140] [INFO ] [sig ] SWZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:16.216175] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWZ.txt [2025-11-26T21:08:16.216381] [INFO ] [sig ] [3076/3599] Completed SWZ in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:16.216455] [INFO ] [sig ] [3077/3599] Forecasting SXC... [2025-11-26T21:08:16.216523] [INFO ] [sig ] Generating forecast for: SXC [2025-11-26T21:08:16.216583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-11-26T21:08:16.234831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXC'. [2025-11-26T21:08:16.235634] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-11-26T21:08:16.237137] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-11-26T21:08:16.237230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:16.237296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:16.237359] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:16.237460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:16.307111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:16.308390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:16.308528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:16.308582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:16.434784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:16.435047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:16.435106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:16.435149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:16.439177] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=94.79%) [2025-11-26T21:08:16.439522] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-11-26T21:08:16.439704] [INFO ] [sig ] SXC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:16.584509] [INFO ] [LOCAL ] Saved forecast: SXC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SXC.txt [2025-11-26T21:08:16.584755] [INFO ] [sig ] [3077/3599] Completed SXC in 0.4s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:16.584824] [INFO ] [sig ] [3078/3599] Forecasting SXI... [2025-11-26T21:08:16.584872] [INFO ] [sig ] Generating forecast for: SXI [2025-11-26T21:08:16.584917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-11-26T21:08:16.599809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXI'. [2025-11-26T21:08:16.600270] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-11-26T21:08:16.601163] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-11-26T21:08:16.601237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:16.601295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:16.601355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:16.601437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:16.660582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:16.661557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:16.661687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:16.661732] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:16.781891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:16.782081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:16.782136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:16.782179] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:16.785558] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=29.73%) [2025-11-26T21:08:16.785889] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-11-26T21:08:16.786057] [INFO ] [sig ] SXI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:16.946185] [INFO ] [LOCAL ] Saved forecast: SXI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SXI.txt [2025-11-26T21:08:16.946377] [INFO ] [sig ] [3078/3599] Completed SXI in 0.4s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:16.946434] [INFO ] [sig ] [3079/3599] Forecasting SXTC... [2025-11-26T21:08:16.946479] [INFO ] [sig ] Generating forecast for: SXTC [2025-11-26T21:08:16.946525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'. [2025-11-26T21:08:16.962339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXTC'. [2025-11-26T21:08:16.962756] [INFO ] [FORECASTER] Starting predict_future for SXTC [2025-11-26T21:08:16.963615] [DEBUG] [LOCAL ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt [2025-11-26T21:08:16.963724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:16.963794] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:16.963860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:16.963966] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:17.028435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:17.029261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:17.029363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:17.029409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:17.145731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:17.145928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:17.145981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:17.146022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:17.149378] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=92.25%) [2025-11-26T21:08:17.149691] [INFO ] [FORECASTER] Completed predict_future for SXTC [2025-11-26T21:08:17.149831] [INFO ] [sig ] SXTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:17.290482] [INFO ] [LOCAL ] Saved forecast: SXTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SXTC.txt [2025-11-26T21:08:17.290695] [INFO ] [sig ] [3079/3599] Completed SXTC in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:17.290753] [INFO ] [sig ] [3080/3599] Forecasting SY... [2025-11-26T21:08:17.290794] [INFO ] [sig ] Generating forecast for: SY [2025-11-26T21:08:17.290837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'. [2025-11-26T21:08:17.302522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SY'. [2025-11-26T21:08:17.302970] [INFO ] [FORECASTER] Starting predict_future for SY [2025-11-26T21:08:17.303937] [DEBUG] [LOCAL ] No optimal features file found for SY: ./output/feature-sets/SY.txt [2025-11-26T21:08:17.304020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:17.304066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:17.304106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:17.304175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:17.365245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:17.366168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:17.366274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:17.366317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:17.481436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:17.481634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:17.481710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:17.481753] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:17.485190] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=85.44%) [2025-11-26T21:08:17.485553] [INFO ] [FORECASTER] Completed predict_future for SY [2025-11-26T21:08:17.485741] [INFO ] [sig ] SY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:17.627928] [INFO ] [LOCAL ] Saved forecast: SY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SY.txt [2025-11-26T21:08:17.628137] [INFO ] [sig ] [3080/3599] Completed SY in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:17.628215] [INFO ] [sig ] [3081/3599] Forecasting SYF... [2025-11-26T21:08:17.628269] [INFO ] [sig ] Generating forecast for: SYF [2025-11-26T21:08:17.628314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-11-26T21:08:17.640839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYF'. [2025-11-26T21:08:17.641235] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-11-26T21:08:17.642076] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-11-26T21:08:17.642145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:17.642189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:17.642227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:17.642295] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:17.700905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:17.701814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:17.701922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:17.701969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:17.829483] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:17.829711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:17.829767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:17.829811] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:17.833358] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=58.95%) [2025-11-26T21:08:17.833721] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-11-26T21:08:17.833893] [INFO ] [sig ] SYF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:17.976692] [INFO ] [LOCAL ] Saved forecast: SYF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SYF.txt [2025-11-26T21:08:17.976885] [INFO ] [sig ] [3081/3599] Completed SYF in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:17.976941] [INFO ] [sig ] [3082/3599] Forecasting SYK... [2025-11-26T21:08:17.976986] [INFO ] [sig ] Generating forecast for: SYK [2025-11-26T21:08:17.977027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-11-26T21:08:17.988570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYK'. [2025-11-26T21:08:17.988928] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-11-26T21:08:17.989794] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-11-26T21:08:17.989868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:17.989916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:17.989957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:17.990027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:18.049387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:18.050298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:18.050403] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:18.050453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:18.171975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:18.172197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:18.172254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:18.172300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:18.175821] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=1.93%) [2025-11-26T21:08:18.176201] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-11-26T21:08:18.176363] [INFO ] [sig ] SYK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:18.319563] [INFO ] [LOCAL ] Saved forecast: SYK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SYK.txt [2025-11-26T21:08:18.319778] [INFO ] [sig ] [3082/3599] Completed SYK in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:18.319837] [INFO ] [sig ] [3083/3599] Forecasting SYM... [2025-11-26T21:08:18.319880] [INFO ] [sig ] Generating forecast for: SYM [2025-11-26T21:08:18.319925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'. [2025-11-26T21:08:18.334921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYM'. [2025-11-26T21:08:18.335567] [INFO ] [FORECASTER] Starting predict_future for SYM [2025-11-26T21:08:18.336686] [DEBUG] [LOCAL ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt [2025-11-26T21:08:18.336805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:18.336863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:18.336905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:18.336982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:18.398150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:18.399421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:18.399544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:18.399597] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:18.526354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:18.526670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:18.526745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:18.526794] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:18.530777] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=16.64%) [2025-11-26T21:08:18.531109] [INFO ] [FORECASTER] Completed predict_future for SYM [2025-11-26T21:08:18.531267] [INFO ] [sig ] SYM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:18.673267] [INFO ] [LOCAL ] Saved forecast: SYM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SYM.txt [2025-11-26T21:08:18.673525] [INFO ] [sig ] [3083/3599] Completed SYM in 0.4s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:18.673588] [INFO ] [sig ] [3084/3599] Forecasting SYNA... [2025-11-26T21:08:18.673634] [INFO ] [sig ] Generating forecast for: SYNA [2025-11-26T21:08:18.673703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'. [2025-11-26T21:08:18.687763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYNA'. [2025-11-26T21:08:18.688253] [INFO ] [FORECASTER] Starting predict_future for SYNA [2025-11-26T21:08:18.689188] [DEBUG] [LOCAL ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt [2025-11-26T21:08:18.689263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:18.689309] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:18.689350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:18.689419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:18.747049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:18.748088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:18.748209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:18.748255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:18.869359] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:18.869547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:18.869624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:18.869695] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:18.873100] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=65.24%) [2025-11-26T21:08:18.873386] [INFO ] [FORECASTER] Completed predict_future for SYNA [2025-11-26T21:08:18.873530] [INFO ] [sig ] SYNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:19.013461] [INFO ] [LOCAL ] Saved forecast: SYNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SYNA.txt [2025-11-26T21:08:19.013678] [INFO ] [sig ] [3084/3599] Completed SYNA in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:19.013733] [INFO ] [sig ] [3085/3599] Forecasting SYRE... [2025-11-26T21:08:19.013773] [INFO ] [sig ] Generating forecast for: SYRE [2025-11-26T21:08:19.013813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'. [2025-11-26T21:08:19.025289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYRE'. [2025-11-26T21:08:19.025709] [INFO ] [FORECASTER] Starting predict_future for SYRE [2025-11-26T21:08:19.026547] [DEBUG] [LOCAL ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt [2025-11-26T21:08:19.026625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:19.026703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:19.026753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:19.026829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:19.083868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:19.084762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:19.084872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:19.084918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:19.209990] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:19.210206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:19.210272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:19.210311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:19.213795] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=83.06%) [2025-11-26T21:08:19.214135] [INFO ] [FORECASTER] Completed predict_future for SYRE [2025-11-26T21:08:19.214289] [INFO ] [sig ] SYRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:19.359351] [INFO ] [LOCAL ] Saved forecast: SYRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SYRE.txt [2025-11-26T21:08:19.359532] [INFO ] [sig ] [3085/3599] Completed SYRE in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 3.0m [2025-11-26T21:08:19.359594] [INFO ] [sig ] [3086/3599] Forecasting SYY... [2025-11-26T21:08:19.359637] [INFO ] [sig ] Generating forecast for: SYY [2025-11-26T21:08:19.359697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-11-26T21:08:19.371173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYY'. [2025-11-26T21:08:19.371581] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-11-26T21:08:19.372473] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-11-26T21:08:19.372543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:19.372591] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:19.372634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:19.372767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:19.429814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:19.430726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:19.430824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:19.430881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:19.550382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:19.550581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:19.550628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:19.550689] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:19.554271] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-11-26T21:08:19.554609] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-11-26T21:08:19.554780] [INFO ] [sig ] SYY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:19.696967] [INFO ] [LOCAL ] Saved forecast: SYY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SYY.txt [2025-11-26T21:08:19.697146] [INFO ] [sig ] [3086/3599] Completed SYY in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:08:19.697199] [INFO ] [sig ] [3087/3599] Forecasting TAC... [2025-11-26T21:08:19.697237] [INFO ] [sig ] Generating forecast for: TAC [2025-11-26T21:08:19.697276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-11-26T21:08:19.709082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAC'. [2025-11-26T21:08:19.709468] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-11-26T21:08:19.710367] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-11-26T21:08:19.710438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:19.710484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:19.710524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:19.710591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:19.768384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:19.769307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:19.769413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:19.769458] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:19.886118] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:19.886281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:19.886334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:19.886375] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:19.891212] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-11-26T21:08:19.891689] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-11-26T21:08:19.891867] [INFO ] [sig ] TAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:20.032375] [INFO ] [LOCAL ] Saved forecast: TAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TAC.txt [2025-11-26T21:08:20.032602] [INFO ] [sig ] [3087/3599] Completed TAC in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:08:20.032758] [INFO ] [sig ] [3088/3599] Forecasting TAK... [2025-11-26T21:08:20.032816] [INFO ] [sig ] Generating forecast for: TAK [2025-11-26T21:08:20.032874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-11-26T21:08:20.045536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAK'. [2025-11-26T21:08:20.045907] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-11-26T21:08:20.046784] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-11-26T21:08:20.046853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:20.046912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:20.046953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:20.047070] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:20.104945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:20.105837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:20.105936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:20.105981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:20.226487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:20.226880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:20.226936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:20.226979] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:20.230443] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=89.86%) [2025-11-26T21:08:20.230761] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-11-26T21:08:20.230917] [INFO ] [sig ] TAK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:20.371670] [INFO ] [LOCAL ] Saved forecast: TAK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TAK.txt [2025-11-26T21:08:20.371823] [INFO ] [sig ] [3088/3599] Completed TAK in 0.3s | 2.90 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:08:20.371877] [INFO ] [sig ] [3089/3599] Forecasting TAL... [2025-11-26T21:08:20.371922] [INFO ] [sig ] Generating forecast for: TAL [2025-11-26T21:08:20.371968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-11-26T21:08:20.384361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAL'. [2025-11-26T21:08:20.384712] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-11-26T21:08:20.385530] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-11-26T21:08:20.385599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:20.385667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:20.385708] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:20.385775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:20.442591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:20.443236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:20.443331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:20.443377] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:20.557370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:20.557551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:20.557602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:20.557666] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:20.561015] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=14.66%) [2025-11-26T21:08:20.561305] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-11-26T21:08:20.561445] [INFO ] [sig ] TAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:20.701303] [INFO ] [LOCAL ] Saved forecast: TAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TAL.txt [2025-11-26T21:08:20.701489] [INFO ] [sig ] [3089/3599] Completed TAL in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:20.701542] [INFO ] [sig ] [3090/3599] Forecasting TALK... [2025-11-26T21:08:20.701587] [INFO ] [sig ] Generating forecast for: TALK [2025-11-26T21:08:20.701629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'. [2025-11-26T21:08:20.713383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALK'. [2025-11-26T21:08:20.713728] [INFO ] [FORECASTER] Starting predict_future for TALK [2025-11-26T21:08:20.714515] [DEBUG] [LOCAL ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt [2025-11-26T21:08:20.714585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:20.714634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:20.714692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:20.714762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:20.773202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:20.774153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:20.774258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:20.774306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:20.894248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:20.894431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:20.894479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:20.894522] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:20.897879] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=13.80%) [2025-11-26T21:08:20.898168] [INFO ] [FORECASTER] Completed predict_future for TALK [2025-11-26T21:08:20.898308] [INFO ] [sig ] TALK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:21.038608] [INFO ] [LOCAL ] Saved forecast: TALK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TALK.txt [2025-11-26T21:08:21.038781] [INFO ] [sig ] [3090/3599] Completed TALK in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:21.038836] [INFO ] [sig ] [3091/3599] Forecasting TALO... [2025-11-26T21:08:21.038873] [INFO ] [sig ] Generating forecast for: TALO [2025-11-26T21:08:21.038915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-11-26T21:08:21.050915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALO'. [2025-11-26T21:08:21.051217] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-11-26T21:08:21.052045] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-11-26T21:08:21.052114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:21.052167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:21.052209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:21.052277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:21.109205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:21.110123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:21.110225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:21.110273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:21.233655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:21.233845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:21.233903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:21.233946] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:21.237271] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=12.85%) [2025-11-26T21:08:21.237596] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-11-26T21:08:21.237758] [INFO ] [sig ] TALO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:21.377465] [INFO ] [LOCAL ] Saved forecast: TALO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TALO.txt [2025-11-26T21:08:21.377696] [INFO ] [sig ] [3091/3599] Completed TALO in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:21.377761] [INFO ] [sig ] [3092/3599] Forecasting TAOP... [2025-11-26T21:08:21.377807] [INFO ] [sig ] Generating forecast for: TAOP [2025-11-26T21:08:21.377847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'. [2025-11-26T21:08:21.389199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAOP'. [2025-11-26T21:08:21.389537] [INFO ] [FORECASTER] Starting predict_future for TAOP [2025-11-26T21:08:21.390352] [DEBUG] [LOCAL ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt [2025-11-26T21:08:21.390422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:21.390467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:21.390506] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:21.390573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:21.448094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:21.448942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:21.449041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:21.449090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:21.566043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:21.566226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:21.566281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:21.566323] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:21.569832] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-11-26T21:08:21.570118] [INFO ] [FORECASTER] Completed predict_future for TAOP [2025-11-26T21:08:21.570263] [INFO ] [sig ] TAOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:21.710432] [INFO ] [LOCAL ] Saved forecast: TAOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TAOP.txt [2025-11-26T21:08:21.710629] [INFO ] [sig ] [3092/3599] Completed TAOP in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:21.710707] [INFO ] [sig ] [3093/3599] Forecasting TAP... [2025-11-26T21:08:21.710754] [INFO ] [sig ] Generating forecast for: TAP [2025-11-26T21:08:21.710796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-11-26T21:08:21.723127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAP'. [2025-11-26T21:08:21.723577] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-11-26T21:08:21.724479] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-11-26T21:08:21.724554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:21.724600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:21.724639] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:21.724737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:21.781411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:21.782255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:21.782352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:21.782393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:21.901133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:21.901317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:21.901371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:21.901418] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:21.904771] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-11-26T21:08:21.905055] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-11-26T21:08:21.905201] [INFO ] [sig ] TAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:22.044829] [INFO ] [LOCAL ] Saved forecast: TAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TAP.txt [2025-11-26T21:08:22.044983] [INFO ] [sig ] [3093/3599] Completed TAP in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:22.045038] [INFO ] [sig ] [3094/3599] Forecasting TARA... [2025-11-26T21:08:22.045082] [INFO ] [sig ] Generating forecast for: TARA [2025-11-26T21:08:22.045126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'. [2025-11-26T21:08:22.056439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARA'. [2025-11-26T21:08:22.056773] [INFO ] [FORECASTER] Starting predict_future for TARA [2025-11-26T21:08:22.057607] [DEBUG] [LOCAL ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt [2025-11-26T21:08:22.057696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:22.057742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:22.057781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:22.057848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:22.120958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:22.121826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:22.121931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:22.121978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:22.240391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:22.240580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:22.240633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:22.240700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:22.244025] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=4.95%) [2025-11-26T21:08:22.244307] [INFO ] [FORECASTER] Completed predict_future for TARA [2025-11-26T21:08:22.244444] [INFO ] [sig ] TARA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:22.383704] [INFO ] [LOCAL ] Saved forecast: TARA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TARA.txt [2025-11-26T21:08:22.383865] [INFO ] [sig ] [3094/3599] Completed TARA in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:22.383920] [INFO ] [sig ] [3095/3599] Forecasting TARK... [2025-11-26T21:08:22.383972] [INFO ] [sig ] Generating forecast for: TARK [2025-11-26T21:08:22.384015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'. [2025-11-26T21:08:22.395331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARK'. [2025-11-26T21:08:22.395683] [INFO ] [FORECASTER] Starting predict_future for TARK [2025-11-26T21:08:22.396468] [DEBUG] [LOCAL ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt [2025-11-26T21:08:22.396536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:22.396581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:22.396619] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:22.396713] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:22.454159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:22.455003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:22.455102] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:22.455149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:22.581757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:22.581950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:22.582026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:22.582134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:22.585604] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=97.46%) [2025-11-26T21:08:22.585947] [INFO ] [FORECASTER] Completed predict_future for TARK [2025-11-26T21:08:22.586099] [INFO ] [sig ] TARK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:22.726473] [INFO ] [LOCAL ] Saved forecast: TARK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TARK.txt [2025-11-26T21:08:22.726675] [INFO ] [sig ] [3095/3599] Completed TARK in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:22.726732] [INFO ] [sig ] [3096/3599] Forecasting TARS... [2025-11-26T21:08:22.726778] [INFO ] [sig ] Generating forecast for: TARS [2025-11-26T21:08:22.726820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'. [2025-11-26T21:08:22.738078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARS'. [2025-11-26T21:08:22.738509] [INFO ] [FORECASTER] Starting predict_future for TARS [2025-11-26T21:08:22.739355] [DEBUG] [LOCAL ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt [2025-11-26T21:08:22.739426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:22.739471] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:22.739509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:22.739577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:22.797400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:22.798375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:22.798474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:22.798522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:22.922670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:22.922847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:22.922899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:22.922941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:22.926304] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=71.44%) [2025-11-26T21:08:22.926599] [INFO ] [FORECASTER] Completed predict_future for TARS [2025-11-26T21:08:22.926761] [INFO ] [sig ] TARS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:23.069282] [INFO ] [LOCAL ] Saved forecast: TARS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TARS.txt [2025-11-26T21:08:23.069462] [INFO ] [sig ] [3096/3599] Completed TARS in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:23.069517] [INFO ] [sig ] [3097/3599] Forecasting TASK... [2025-11-26T21:08:23.069558] [INFO ] [sig ] Generating forecast for: TASK [2025-11-26T21:08:23.069600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'. [2025-11-26T21:08:23.080868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TASK'. [2025-11-26T21:08:23.081265] [INFO ] [FORECASTER] Starting predict_future for TASK [2025-11-26T21:08:23.082103] [DEBUG] [LOCAL ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt [2025-11-26T21:08:23.082172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:23.082216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:23.082255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:23.082322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:23.140013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:23.140945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:23.141082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:23.141134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:23.264203] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:23.264390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:23.264444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:23.264484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:23.267989] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=79.67%) [2025-11-26T21:08:23.268287] [INFO ] [FORECASTER] Completed predict_future for TASK [2025-11-26T21:08:23.268430] [INFO ] [sig ] TASK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:23.407275] [INFO ] [LOCAL ] Saved forecast: TASK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TASK.txt [2025-11-26T21:08:23.407434] [INFO ] [sig ] [3097/3599] Completed TASK in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:23.407504] [INFO ] [sig ] [3098/3599] Forecasting TAYD... [2025-11-26T21:08:23.407549] [INFO ] [sig ] Generating forecast for: TAYD [2025-11-26T21:08:23.407589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'. [2025-11-26T21:08:23.418750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAYD'. [2025-11-26T21:08:23.419102] [INFO ] [FORECASTER] Starting predict_future for TAYD [2025-11-26T21:08:23.419920] [DEBUG] [LOCAL ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt [2025-11-26T21:08:23.419988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:23.420032] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:23.420072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:23.420139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:23.476813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:23.477628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:23.477747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:23.477794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:23.582233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:23.582412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:23.582464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:23.582506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:23.585819] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=13.81%) [2025-11-26T21:08:23.586109] [INFO ] [FORECASTER] Completed predict_future for TAYD [2025-11-26T21:08:23.586249] [INFO ] [sig ] TAYD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:23.726705] [INFO ] [LOCAL ] Saved forecast: TAYD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TAYD.txt [2025-11-26T21:08:23.726890] [INFO ] [sig ] [3098/3599] Completed TAYD in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:23.726939] [INFO ] [sig ] [3099/3599] Forecasting TBB... [2025-11-26T21:08:23.726986] [INFO ] [sig ] Generating forecast for: TBB [2025-11-26T21:08:23.727029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-11-26T21:08:23.739123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBB'. [2025-11-26T21:08:23.739544] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-11-26T21:08:23.740392] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-11-26T21:08:23.740465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:23.740512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:23.740567] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:23.740658] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:23.797947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:23.798692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:23.798792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:23.798839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:23.911247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:23.911437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:23.911489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:23.911530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:23.915112] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=39.01%) [2025-11-26T21:08:23.915416] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-11-26T21:08:23.915562] [INFO ] [sig ] TBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:24.054229] [INFO ] [LOCAL ] Saved forecast: TBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBB.txt [2025-11-26T21:08:24.054396] [INFO ] [sig ] [3099/3599] Completed TBB in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:24.054450] [INFO ] [sig ] [3100/3599] Forecasting TBBK... [2025-11-26T21:08:24.054488] [INFO ] [sig ] Generating forecast for: TBBK [2025-11-26T21:08:24.054532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'. [2025-11-26T21:08:24.065128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBBK'. [2025-11-26T21:08:24.065492] [INFO ] [FORECASTER] Starting predict_future for TBBK [2025-11-26T21:08:24.066351] [DEBUG] [LOCAL ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt [2025-11-26T21:08:24.066423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:24.066481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:24.066525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:24.066595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:24.122486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:24.123253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:24.123354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:24.123399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:24.245588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:24.245802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:24.245859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:24.245903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:24.249307] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=83.13%) [2025-11-26T21:08:24.249591] [INFO ] [FORECASTER] Completed predict_future for TBBK [2025-11-26T21:08:24.249753] [INFO ] [sig ] TBBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:24.392806] [INFO ] [LOCAL ] Saved forecast: TBBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBBK.txt [2025-11-26T21:08:24.392977] [INFO ] [sig ] [3100/3599] Completed TBBK in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:24.393030] [INFO ] [sig ] [3101/3599] Forecasting TBI... [2025-11-26T21:08:24.393075] [INFO ] [sig ] Generating forecast for: TBI [2025-11-26T21:08:24.393115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-11-26T21:08:24.404732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBI'. [2025-11-26T21:08:24.405086] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-11-26T21:08:24.405945] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-11-26T21:08:24.406015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:24.406060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:24.406100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:24.406168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:24.462614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:24.463437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:24.463538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:24.463584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:24.584358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:24.584543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:24.584596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:24.584633] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:24.588026] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=76.48%) [2025-11-26T21:08:24.588313] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-11-26T21:08:24.588452] [INFO ] [sig ] TBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:24.727357] [INFO ] [LOCAL ] Saved forecast: TBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBI.txt [2025-11-26T21:08:24.727536] [INFO ] [sig ] [3101/3599] Completed TBI in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:24.727591] [INFO ] [sig ] [3102/3599] Forecasting TBIL... [2025-11-26T21:08:24.727635] [INFO ] [sig ] Generating forecast for: TBIL [2025-11-26T21:08:24.727694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'. [2025-11-26T21:08:24.738938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBIL'. [2025-11-26T21:08:24.739277] [INFO ] [FORECASTER] Starting predict_future for TBIL [2025-11-26T21:08:24.740125] [DEBUG] [LOCAL ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt [2025-11-26T21:08:24.740194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:24.740239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:24.740279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:24.740351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:24.796838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:24.797560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:24.797674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:24.797724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:24.858027] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:24.858201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:24.858251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:24.858289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:24.861585] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=98.92%) [2025-11-26T21:08:24.861921] [INFO ] [FORECASTER] Completed predict_future for TBIL [2025-11-26T21:08:24.862063] [INFO ] [sig ] TBIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:25.001519] [INFO ] [LOCAL ] Saved forecast: TBIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBIL.txt [2025-11-26T21:08:25.001697] [INFO ] [sig ] [3102/3599] Completed TBIL in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.9m [2025-11-26T21:08:25.001754] [INFO ] [sig ] [3103/3599] Forecasting TBLA... [2025-11-26T21:08:25.001793] [INFO ] [sig ] Generating forecast for: TBLA [2025-11-26T21:08:25.001844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'. [2025-11-26T21:08:25.013295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLA'. [2025-11-26T21:08:25.013680] [INFO ] [FORECASTER] Starting predict_future for TBLA [2025-11-26T21:08:25.014531] [DEBUG] [LOCAL ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt [2025-11-26T21:08:25.014603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:25.014670] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:25.014716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:25.014785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:25.074297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:25.075055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:25.075154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:25.075203] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:25.202789] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:25.202981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:25.203043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:25.203088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:25.206617] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T21:08:25.206928] [INFO ] [FORECASTER] Completed predict_future for TBLA [2025-11-26T21:08:25.207074] [INFO ] [sig ] TBLA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:25.350867] [INFO ] [LOCAL ] Saved forecast: TBLA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBLA.txt [2025-11-26T21:08:25.351021] [INFO ] [sig ] [3103/3599] Completed TBLA in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:08:25.351089] [INFO ] [sig ] [3104/3599] Forecasting TBLD... [2025-11-26T21:08:25.351139] [INFO ] [sig ] Generating forecast for: TBLD [2025-11-26T21:08:25.351184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'. [2025-11-26T21:08:25.363099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLD'. [2025-11-26T21:08:25.363475] [INFO ] [FORECASTER] Starting predict_future for TBLD [2025-11-26T21:08:25.364356] [DEBUG] [LOCAL ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt [2025-11-26T21:08:25.364435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:25.364483] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:25.364524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:25.364593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:25.423439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:25.424238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:25.424338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:25.424381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:25.542981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:25.543166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:25.543221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:25.543264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:25.546751] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=0.54%) [2025-11-26T21:08:25.547047] [INFO ] [FORECASTER] Completed predict_future for TBLD [2025-11-26T21:08:25.547190] [INFO ] [sig ] TBLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:25.693689] [INFO ] [LOCAL ] Saved forecast: TBLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBLD.txt [2025-11-26T21:08:25.693873] [INFO ] [sig ] [3104/3599] Completed TBLD in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:08:25.693931] [INFO ] [sig ] [3105/3599] Forecasting TBPH... [2025-11-26T21:08:25.694041] [INFO ] [sig ] Generating forecast for: TBPH [2025-11-26T21:08:25.694110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'. [2025-11-26T21:08:25.705678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBPH'. [2025-11-26T21:08:25.706102] [INFO ] [FORECASTER] Starting predict_future for TBPH [2025-11-26T21:08:25.706951] [DEBUG] [LOCAL ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt [2025-11-26T21:08:25.707021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:25.707066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:25.707104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:25.707165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:25.763807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:25.764712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:25.764808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:25.764857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:25.885250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:25.885448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:25.885503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:25.885548] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:25.889336] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=8.14%) [2025-11-26T21:08:25.889828] [INFO ] [FORECASTER] Completed predict_future for TBPH [2025-11-26T21:08:25.890008] [INFO ] [sig ] TBPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:26.032101] [INFO ] [LOCAL ] Saved forecast: TBPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBPH.txt [2025-11-26T21:08:26.032275] [INFO ] [sig ] [3105/3599] Completed TBPH in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:08:26.032330] [INFO ] [sig ] [3106/3599] Forecasting TBRG... [2025-11-26T21:08:26.032375] [INFO ] [sig ] Generating forecast for: TBRG [2025-11-26T21:08:26.032418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'. [2025-11-26T21:08:26.044788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBRG'. [2025-11-26T21:08:26.045135] [INFO ] [FORECASTER] Starting predict_future for TBRG [2025-11-26T21:08:26.045975] [DEBUG] [LOCAL ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt [2025-11-26T21:08:26.046045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:26.046091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:26.046131] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:26.046199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:26.106241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:26.107124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:26.107231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:26.107299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:26.228912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:26.229103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:26.229178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:26.229260] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:26.232685] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=89.93%) [2025-11-26T21:08:26.232996] [INFO ] [FORECASTER] Completed predict_future for TBRG [2025-11-26T21:08:26.233168] [INFO ] [sig ] TBRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:26.372306] [INFO ] [LOCAL ] Saved forecast: TBRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBRG.txt [2025-11-26T21:08:26.372498] [INFO ] [sig ] [3106/3599] Completed TBRG in 0.3s | 2.90 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:08:26.372569] [INFO ] [sig ] [3107/3599] Forecasting TCBI... [2025-11-26T21:08:26.372632] [INFO ] [sig ] Generating forecast for: TCBI [2025-11-26T21:08:26.372715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'. [2025-11-26T21:08:26.384127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBI'. [2025-11-26T21:08:26.384483] [INFO ] [FORECASTER] Starting predict_future for TCBI [2025-11-26T21:08:26.385404] [DEBUG] [LOCAL ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt [2025-11-26T21:08:26.385499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:26.385559] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:26.385615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:26.385737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:26.444619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:26.445504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:26.445604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:26.445676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:26.571687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:26.571875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:26.571934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:26.571977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:26.575470] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=8.21%) [2025-11-26T21:08:26.575785] [INFO ] [FORECASTER] Completed predict_future for TCBI [2025-11-26T21:08:26.575926] [INFO ] [sig ] TCBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:26.717270] [INFO ] [LOCAL ] Saved forecast: TCBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCBI.txt [2025-11-26T21:08:26.717460] [INFO ] [sig ] [3107/3599] Completed TCBI in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:26.717555] [INFO ] [sig ] [3108/3599] Forecasting TCBIO... [2025-11-26T21:08:26.717678] [INFO ] [sig ] Generating forecast for: TCBIO [2025-11-26T21:08:26.717764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'. [2025-11-26T21:08:26.729717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'. [2025-11-26T21:08:26.730118] [INFO ] [FORECASTER] Starting predict_future for TCBIO [2025-11-26T21:08:26.731053] [DEBUG] [LOCAL ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt [2025-11-26T21:08:26.731124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:26.731170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:26.731206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:26.731288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:26.789758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:26.790632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:26.790751] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:26.790818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:26.900951] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:26.901165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:26.901219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:26.901261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:26.904751] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=50.60%) [2025-11-26T21:08:26.905075] [INFO ] [FORECASTER] Completed predict_future for TCBIO [2025-11-26T21:08:26.905222] [INFO ] [sig ] TCBIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:27.065944] [INFO ] [LOCAL ] Saved forecast: TCBIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TCBIO.txt [2025-11-26T21:08:27.066124] [INFO ] [sig ] [3108/3599] Completed TCBIO in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:27.066180] [INFO ] [sig ] [3109/3599] Forecasting TCBK... [2025-11-26T21:08:27.066222] [INFO ] [sig ] Generating forecast for: TCBK [2025-11-26T21:08:27.066263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'. [2025-11-26T21:08:27.077958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBK'. [2025-11-26T21:08:27.078347] [INFO ] [FORECASTER] Starting predict_future for TCBK [2025-11-26T21:08:27.079214] [DEBUG] [LOCAL ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt [2025-11-26T21:08:27.079287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:27.079335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:27.079375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:27.079443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:27.135933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:27.136847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:27.136950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:27.136998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:27.256936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:27.257154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:27.257230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:27.257290] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:27.260742] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=24.00%) [2025-11-26T21:08:27.261036] [INFO ] [FORECASTER] Completed predict_future for TCBK [2025-11-26T21:08:27.261176] [INFO ] [sig ] TCBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:27.411915] [INFO ] [LOCAL ] Saved forecast: TCBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCBK.txt [2025-11-26T21:08:27.412101] [INFO ] [sig ] [3109/3599] Completed TCBK in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:27.412157] [INFO ] [sig ] [3110/3599] Forecasting TCBX... [2025-11-26T21:08:27.412199] [INFO ] [sig ] Generating forecast for: TCBX [2025-11-26T21:08:27.412238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-11-26T21:08:27.423450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBX'. [2025-11-26T21:08:27.423820] [INFO ] [FORECASTER] Starting predict_future for TCBX [2025-11-26T21:08:27.424681] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-11-26T21:08:27.424760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:27.424820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:27.424874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:27.424970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:27.481565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:27.482427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:27.482536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:27.482598] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:27.609523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:27.609731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:27.609804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:27.609860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:27.613276] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=92.60%) [2025-11-26T21:08:27.613598] [INFO ] [FORECASTER] Completed predict_future for TCBX [2025-11-26T21:08:27.613786] [INFO ] [sig ] TCBX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:27.753347] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TCBX.txt [2025-11-26T21:08:27.753548] [INFO ] [sig ] [3110/3599] Completed TCBX in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:27.753625] [INFO ] [sig ] [3111/3599] Forecasting TCMD... [2025-11-26T21:08:27.753707] [INFO ] [sig ] Generating forecast for: TCMD [2025-11-26T21:08:27.753774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'. [2025-11-26T21:08:27.765418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCMD'. [2025-11-26T21:08:27.765792] [INFO ] [FORECASTER] Starting predict_future for TCMD [2025-11-26T21:08:27.766639] [DEBUG] [LOCAL ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt [2025-11-26T21:08:27.766750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:27.766811] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:27.766876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:27.767011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:27.824754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:27.825582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:27.825718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:27.825798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:27.952985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:27.953163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:27.953231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:27.953316] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:27.956717] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=91.36%) [2025-11-26T21:08:27.957037] [INFO ] [FORECASTER] Completed predict_future for TCMD [2025-11-26T21:08:27.957197] [INFO ] [sig ] TCMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:28.102579] [INFO ] [LOCAL ] Saved forecast: TCMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TCMD.txt [2025-11-26T21:08:28.102779] [INFO ] [sig ] [3111/3599] Completed TCMD in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:28.102863] [INFO ] [sig ] [3112/3599] Forecasting TCOM... [2025-11-26T21:08:28.102968] [INFO ] [sig ] Generating forecast for: TCOM [2025-11-26T21:08:28.103027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'. [2025-11-26T21:08:28.114683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCOM'. [2025-11-26T21:08:28.115029] [INFO ] [FORECASTER] Starting predict_future for TCOM [2025-11-26T21:08:28.115921] [DEBUG] [LOCAL ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt [2025-11-26T21:08:28.116000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:28.116060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:28.116114] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:28.116201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:28.173949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:28.174663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:28.174769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:28.174836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:28.298222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:28.298408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:28.298476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:28.298536] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:28.302184] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=20.83%) [2025-11-26T21:08:28.302487] [INFO ] [FORECASTER] Completed predict_future for TCOM [2025-11-26T21:08:28.302674] [INFO ] [sig ] TCOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:28.443537] [INFO ] [LOCAL ] Saved forecast: TCOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCOM.txt [2025-11-26T21:08:28.443692] [INFO ] [sig ] [3112/3599] Completed TCOM in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:28.443749] [INFO ] [sig ] [3113/3599] Forecasting TCPC... [2025-11-26T21:08:28.443789] [INFO ] [sig ] Generating forecast for: TCPC [2025-11-26T21:08:28.443832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'. [2025-11-26T21:08:28.454788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCPC'. [2025-11-26T21:08:28.455081] [INFO ] [FORECASTER] Starting predict_future for TCPC [2025-11-26T21:08:28.455936] [DEBUG] [LOCAL ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt [2025-11-26T21:08:28.456004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:28.456048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:28.456087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:28.456174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:28.513551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:28.514244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:28.514338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:28.514378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:28.633127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:28.633278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:28.633329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:28.633369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:28.636706] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=10.65%) [2025-11-26T21:08:28.636998] [INFO ] [FORECASTER] Completed predict_future for TCPC [2025-11-26T21:08:28.637144] [INFO ] [sig ] TCPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:28.777301] [INFO ] [LOCAL ] Saved forecast: TCPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCPC.txt [2025-11-26T21:08:28.777469] [INFO ] [sig ] [3113/3599] Completed TCPC in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:28.777582] [INFO ] [sig ] [3114/3599] Forecasting TCX... [2025-11-26T21:08:28.777662] [INFO ] [sig ] Generating forecast for: TCX [2025-11-26T21:08:28.777767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'. [2025-11-26T21:08:28.788977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCX'. [2025-11-26T21:08:28.789295] [INFO ] [FORECASTER] Starting predict_future for TCX [2025-11-26T21:08:28.790173] [DEBUG] [LOCAL ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt [2025-11-26T21:08:28.790252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:28.790313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:28.790371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:28.790469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:28.849378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:28.850047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:28.850144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:28.850193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:28.957957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:28.958100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:28.958151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:28.958191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:28.961423] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=6.20%) [2025-11-26T21:08:28.961742] [INFO ] [FORECASTER] Completed predict_future for TCX [2025-11-26T21:08:28.961878] [INFO ] [sig ] TCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:29.114906] [INFO ] [LOCAL ] Saved forecast: TCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCX.txt [2025-11-26T21:08:29.115095] [INFO ] [sig ] [3114/3599] Completed TCX in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:29.115175] [INFO ] [sig ] [3115/3599] Forecasting TD... [2025-11-26T21:08:29.115242] [INFO ] [sig ] Generating forecast for: TD [2025-11-26T21:08:29.115308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-11-26T21:08:29.126318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TD'. [2025-11-26T21:08:29.126663] [INFO ] [FORECASTER] Starting predict_future for TD [2025-11-26T21:08:29.127556] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-11-26T21:08:29.127634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:29.127729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:29.127792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:29.127899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:29.185710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:29.186338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:29.186435] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:29.186484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:29.307558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:29.307719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:29.307770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:29.307808] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:29.311149] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=90.97%) [2025-11-26T21:08:29.311433] [INFO ] [FORECASTER] Completed predict_future for TD [2025-11-26T21:08:29.311574] [INFO ] [sig ] TD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:29.450532] [INFO ] [LOCAL ] Saved forecast: TD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TD.txt [2025-11-26T21:08:29.450692] [INFO ] [sig ] [3115/3599] Completed TD in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:29.450750] [INFO ] [sig ] [3116/3599] Forecasting TDC... [2025-11-26T21:08:29.450806] [INFO ] [sig ] Generating forecast for: TDC [2025-11-26T21:08:29.450856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-11-26T21:08:29.462587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDC'. [2025-11-26T21:08:29.462908] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-11-26T21:08:29.463720] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-11-26T21:08:29.463789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:29.463834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:29.463875] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:29.463943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:29.521064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:29.521694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:29.521789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:29.521829] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:29.642111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:29.642257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:29.642308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:29.642345] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:29.645620] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=18.38%) [2025-11-26T21:08:29.645927] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-11-26T21:08:29.646066] [INFO ] [sig ] TDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:29.784412] [INFO ] [LOCAL ] Saved forecast: TDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDC.txt [2025-11-26T21:08:29.784572] [INFO ] [sig ] [3116/3599] Completed TDC in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:29.784625] [INFO ] [sig ] [3117/3599] Forecasting TDF... [2025-11-26T21:08:29.784693] [INFO ] [sig ] Generating forecast for: TDF [2025-11-26T21:08:29.784737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-11-26T21:08:29.795972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDF'. [2025-11-26T21:08:29.796341] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-11-26T21:08:29.797217] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-11-26T21:08:29.797288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:29.797335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:29.797377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:29.797448] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:29.857830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:29.858533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:29.858629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:29.858699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:29.976425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:29.976617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:29.976689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:29.976735] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:29.980188] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=89.46%) [2025-11-26T21:08:29.980506] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-11-26T21:08:29.980672] [INFO ] [sig ] TDF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:30.132208] [INFO ] [LOCAL ] Saved forecast: TDF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TDF.txt [2025-11-26T21:08:30.132492] [INFO ] [sig ] [3117/3599] Completed TDF in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:30.132564] [INFO ] [sig ] [3118/3599] Forecasting TDG... [2025-11-26T21:08:30.132629] [INFO ] [sig ] Generating forecast for: TDG [2025-11-26T21:08:30.132706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-11-26T21:08:30.147548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDG'. [2025-11-26T21:08:30.148097] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-11-26T21:08:30.149024] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-11-26T21:08:30.149098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:30.149144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:30.149182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:30.149249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:30.206057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:30.206782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:30.206878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:30.206925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:30.323919] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:30.324088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:30.324144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:30.324185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:30.327519] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=77.67%) [2025-11-26T21:08:30.327837] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-11-26T21:08:30.327998] [INFO ] [sig ] TDG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:30.467606] [INFO ] [LOCAL ] Saved forecast: TDG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TDG.txt [2025-11-26T21:08:30.467770] [INFO ] [sig ] [3118/3599] Completed TDG in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:30.467825] [INFO ] [sig ] [3119/3599] Forecasting TDOC... [2025-11-26T21:08:30.467874] [INFO ] [sig ] Generating forecast for: TDOC [2025-11-26T21:08:30.467919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-11-26T21:08:30.479188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDOC'. [2025-11-26T21:08:30.479506] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-11-26T21:08:30.480339] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-11-26T21:08:30.480409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:30.480455] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:30.480496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:30.480568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:30.536802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:30.537588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:30.537710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:30.537759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:30.656424] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:30.656629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:30.656702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:30.656738] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:30.660092] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-11-26T21:08:30.660381] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-11-26T21:08:30.660531] [INFO ] [sig ] TDOC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:30.798702] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDOC.txt [2025-11-26T21:08:30.798847] [INFO ] [sig ] [3119/3599] Completed TDOC in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:30.798902] [INFO ] [sig ] [3120/3599] Forecasting TDS... [2025-11-26T21:08:30.798946] [INFO ] [sig ] Generating forecast for: TDS [2025-11-26T21:08:30.798984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-11-26T21:08:30.809935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDS'. [2025-11-26T21:08:30.810289] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-11-26T21:08:30.811129] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-11-26T21:08:30.811202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:30.811250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:30.811291] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:30.811354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:30.868363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:30.869267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:30.869367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:30.869415] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:30.986448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:30.986588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:30.986658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:30.986703] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:30.989891] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-11-26T21:08:30.990178] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-11-26T21:08:30.990317] [INFO ] [sig ] TDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:31.133512] [INFO ] [LOCAL ] Saved forecast: TDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDS.txt [2025-11-26T21:08:31.133690] [INFO ] [sig ] [3120/3599] Completed TDS in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.8m [2025-11-26T21:08:31.133748] [INFO ] [sig ] [3121/3599] Forecasting TDSC... [2025-11-26T21:08:31.133800] [INFO ] [sig ] Generating forecast for: TDSC [2025-11-26T21:08:31.133844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'. [2025-11-26T21:08:31.145474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDSC'. [2025-11-26T21:08:31.145913] [INFO ] [FORECASTER] Starting predict_future for TDSC [2025-11-26T21:08:31.146894] [DEBUG] [LOCAL ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt [2025-11-26T21:08:31.146966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:31.147014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:31.147056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:31.147125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:31.203513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:31.204422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:31.204524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:31.204573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:31.306315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:31.306460] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:08:31.306510] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:31.306545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:31.309842] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=1.55%) [2025-11-26T21:08:31.310132] [INFO ] [FORECASTER] Completed predict_future for TDSC [2025-11-26T21:08:31.310272] [INFO ] [sig ] TDSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:31.447933] [INFO ] [LOCAL ] Saved forecast: TDSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDSC.txt [2025-11-26T21:08:31.448073] [INFO ] [sig ] [3121/3599] Completed TDSC in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:08:31.448124] [INFO ] [sig ] [3122/3599] Forecasting TDUP... [2025-11-26T21:08:31.448164] [INFO ] [sig ] Generating forecast for: TDUP [2025-11-26T21:08:31.448205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'. [2025-11-26T21:08:31.459620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDUP'. [2025-11-26T21:08:31.459957] [INFO ] [FORECASTER] Starting predict_future for TDUP [2025-11-26T21:08:31.460796] [DEBUG] [LOCAL ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt [2025-11-26T21:08:31.460876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:31.460940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:31.461000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:31.461103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:31.519166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:31.519877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:31.519982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:31.520058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:31.638426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:31.638581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:31.638681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:31.638761] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:31.642045] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=3.74%) [2025-11-26T21:08:31.642376] [INFO ] [FORECASTER] Completed predict_future for TDUP [2025-11-26T21:08:31.642548] [INFO ] [sig ] TDUP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:31.784870] [INFO ] [LOCAL ] Saved forecast: TDUP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDUP.txt [2025-11-26T21:08:31.785038] [INFO ] [sig ] [3122/3599] Completed TDUP in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:08:31.785117] [INFO ] [sig ] [3123/3599] Forecasting TDY... [2025-11-26T21:08:31.785201] [INFO ] [sig ] Generating forecast for: TDY [2025-11-26T21:08:31.785270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-11-26T21:08:31.797326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDY'. [2025-11-26T21:08:31.797717] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-11-26T21:08:31.798553] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-11-26T21:08:31.798632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:31.798728] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:31.798788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:31.798863] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:31.857547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:31.858284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:31.858384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:31.858434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:31.977220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:31.977366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:31.977417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:31.977457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:31.980757] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=7.34%) [2025-11-26T21:08:31.981042] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-11-26T21:08:31.981195] [INFO ] [sig ] TDY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:32.120528] [INFO ] [LOCAL ] Saved forecast: TDY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDY.txt [2025-11-26T21:08:32.120759] [INFO ] [sig ] [3123/3599] Completed TDY in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:08:32.120841] [INFO ] [sig ] [3124/3599] Forecasting TEAM... [2025-11-26T21:08:32.120899] [INFO ] [sig ] Generating forecast for: TEAM [2025-11-26T21:08:32.120957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'. [2025-11-26T21:08:32.132229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEAM'. [2025-11-26T21:08:32.132520] [INFO ] [FORECASTER] Starting predict_future for TEAM [2025-11-26T21:08:32.133368] [DEBUG] [LOCAL ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt [2025-11-26T21:08:32.133438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:32.133488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:32.133532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:32.133608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:32.189545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:32.190502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:32.190622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:32.190722] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:32.309377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:32.309545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:32.309599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:32.309654] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:32.313026] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=96.69%) [2025-11-26T21:08:32.313313] [INFO ] [FORECASTER] Completed predict_future for TEAM [2025-11-26T21:08:32.313452] [INFO ] [sig ] TEAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:32.455524] [INFO ] [LOCAL ] Saved forecast: TEAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEAM.txt [2025-11-26T21:08:32.455692] [INFO ] [sig ] [3124/3599] Completed TEAM in 0.3s | 2.90 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:08:32.455751] [INFO ] [sig ] [3125/3599] Forecasting TECH... [2025-11-26T21:08:32.455793] [INFO ] [sig ] Generating forecast for: TECH [2025-11-26T21:08:32.455841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'. [2025-11-26T21:08:32.466871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECH'. [2025-11-26T21:08:32.467201] [INFO ] [FORECASTER] Starting predict_future for TECH [2025-11-26T21:08:32.468092] [DEBUG] [LOCAL ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt [2025-11-26T21:08:32.468161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:32.468210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:32.468244] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:32.468312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:32.526499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:32.527162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:32.527255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:32.527300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:32.651495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:32.651684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:32.651739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:32.651781] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:32.655212] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=93.20%) [2025-11-26T21:08:32.655510] [INFO ] [FORECASTER] Completed predict_future for TECH [2025-11-26T21:08:32.655669] [INFO ] [sig ] TECH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:32.794168] [INFO ] [LOCAL ] Saved forecast: TECH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TECH.txt [2025-11-26T21:08:32.794302] [INFO ] [sig ] [3125/3599] Completed TECH in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:32.794356] [INFO ] [sig ] [3126/3599] Forecasting TECK... [2025-11-26T21:08:32.794396] [INFO ] [sig ] Generating forecast for: TECK [2025-11-26T21:08:32.794435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-11-26T21:08:32.806027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECK'. [2025-11-26T21:08:32.806325] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-11-26T21:08:32.807157] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-11-26T21:08:32.807225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:32.807270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:32.807310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:32.807377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:32.865056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:32.865716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:32.865808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:32.865849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:32.986575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:32.986724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:32.986775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:32.986814] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:32.990063] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=24.38%) [2025-11-26T21:08:32.990354] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-11-26T21:08:32.990491] [INFO ] [sig ] TECK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:33.129798] [INFO ] [LOCAL ] Saved forecast: TECK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TECK.txt [2025-11-26T21:08:33.129941] [INFO ] [sig ] [3126/3599] Completed TECK in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:33.130001] [INFO ] [sig ] [3127/3599] Forecasting TECX... [2025-11-26T21:08:33.130041] [INFO ] [sig ] Generating forecast for: TECX [2025-11-26T21:08:33.130080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'. [2025-11-26T21:08:33.141196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECX'. [2025-11-26T21:08:33.141526] [INFO ] [FORECASTER] Starting predict_future for TECX [2025-11-26T21:08:33.142354] [DEBUG] [LOCAL ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt [2025-11-26T21:08:33.142423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:33.142467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:33.142506] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:33.142569] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:33.198404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:33.199045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:33.199137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:33.199177] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:33.317727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:33.317910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:33.317964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:33.318004] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:33.321537] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=40.27%) [2025-11-26T21:08:33.321853] [INFO ] [FORECASTER] Completed predict_future for TECX [2025-11-26T21:08:33.322023] [INFO ] [sig ] TECX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:33.463590] [INFO ] [LOCAL ] Saved forecast: TECX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TECX.txt [2025-11-26T21:08:33.463760] [INFO ] [sig ] [3127/3599] Completed TECX in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:33.463815] [INFO ] [sig ] [3128/3599] Forecasting TEF... [2025-11-26T21:08:33.463855] [INFO ] [sig ] Generating forecast for: TEF [2025-11-26T21:08:33.463902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-11-26T21:08:33.475267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEF'. [2025-11-26T21:08:33.475567] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-11-26T21:08:33.476435] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-11-26T21:08:33.476504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:33.476560] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:33.476613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:33.476712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:33.534907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:33.535691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:33.535800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:33.535855] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:33.656423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:33.656602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:33.656671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:33.656715] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:33.660055] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=73.52%) [2025-11-26T21:08:33.660345] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-11-26T21:08:33.660507] [INFO ] [sig ] TEF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:33.806013] [INFO ] [LOCAL ] Saved forecast: TEF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEF.txt [2025-11-26T21:08:33.806207] [INFO ] [sig ] [3128/3599] Completed TEF in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:33.806264] [INFO ] [sig ] [3129/3599] Forecasting TEI... [2025-11-26T21:08:33.806307] [INFO ] [sig ] Generating forecast for: TEI [2025-11-26T21:08:33.806350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-11-26T21:08:33.817748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEI'. [2025-11-26T21:08:33.818084] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-11-26T21:08:33.818917] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-11-26T21:08:33.818990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:33.819036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:33.819075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:33.819144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:33.875714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:33.876512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:33.876609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:33.876672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:33.993387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:33.993578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:33.993630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:33.993691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:33.997117] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=34.17%) [2025-11-26T21:08:33.997537] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-11-26T21:08:33.997719] [INFO ] [sig ] TEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:34.137134] [INFO ] [LOCAL ] Saved forecast: TEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TEI.txt [2025-11-26T21:08:34.137322] [INFO ] [sig ] [3129/3599] Completed TEI in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:34.137402] [INFO ] [sig ] [3130/3599] Forecasting TEL... [2025-11-26T21:08:34.137470] [INFO ] [sig ] Generating forecast for: TEL [2025-11-26T21:08:34.137563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-11-26T21:08:34.149734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEL'. [2025-11-26T21:08:34.150129] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-11-26T21:08:34.151047] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-11-26T21:08:34.151127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:34.151201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:34.151270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:34.151368] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:34.209050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:34.210057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:34.210172] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:34.210235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:34.333766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:34.333943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:34.334025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:34.334110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:34.337579] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=38.72%) [2025-11-26T21:08:34.337891] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-11-26T21:08:34.338059] [INFO ] [sig ] TEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:34.479601] [INFO ] [LOCAL ] Saved forecast: TEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TEL.txt [2025-11-26T21:08:34.479780] [INFO ] [sig ] [3130/3599] Completed TEL in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:34.479831] [INFO ] [sig ] [3131/3599] Forecasting TELO... [2025-11-26T21:08:34.479874] [INFO ] [sig ] Generating forecast for: TELO [2025-11-26T21:08:34.479915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'. [2025-11-26T21:08:34.490752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TELO'. [2025-11-26T21:08:34.491024] [INFO ] [FORECASTER] Starting predict_future for TELO [2025-11-26T21:08:34.491831] [DEBUG] [LOCAL ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt [2025-11-26T21:08:34.491899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:34.491944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:34.491983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:34.492050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:34.548196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:34.548852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:34.548943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:34.548987] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:34.664841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:34.665024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:34.665076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:34.665117] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:34.668549] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=88.29%) [2025-11-26T21:08:34.668861] [INFO ] [FORECASTER] Completed predict_future for TELO [2025-11-26T21:08:34.669006] [INFO ] [sig ] TELO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:34.810924] [INFO ] [LOCAL ] Saved forecast: TELO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TELO.txt [2025-11-26T21:08:34.811072] [INFO ] [sig ] [3131/3599] Completed TELO in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:34.811125] [INFO ] [sig ] [3132/3599] Forecasting TEM... [2025-11-26T21:08:34.811165] [INFO ] [sig ] Generating forecast for: TEM [2025-11-26T21:08:34.811204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'. [2025-11-26T21:08:34.826535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEM'. [2025-11-26T21:08:34.827066] [INFO ] [FORECASTER] Starting predict_future for TEM [2025-11-26T21:08:34.828251] [DEBUG] [LOCAL ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt [2025-11-26T21:08:34.828337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:34.828391] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:34.828438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:34.828526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:34.893173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:34.894104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:34.894227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:34.894278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:35.017971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:35.018158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:35.018211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:35.018252] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:35.021691] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=93.50%) [2025-11-26T21:08:35.021999] [INFO ] [FORECASTER] Completed predict_future for TEM [2025-11-26T21:08:35.022141] [INFO ] [sig ] TEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:35.166101] [INFO ] [LOCAL ] Saved forecast: TEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEM.txt [2025-11-26T21:08:35.166279] [INFO ] [sig ] [3132/3599] Completed TEM in 0.4s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:35.166333] [INFO ] [sig ] [3133/3599] Forecasting TENB... [2025-11-26T21:08:35.166375] [INFO ] [sig ] Generating forecast for: TENB [2025-11-26T21:08:35.166414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'. [2025-11-26T21:08:35.177859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENB'. [2025-11-26T21:08:35.178239] [INFO ] [FORECASTER] Starting predict_future for TENB [2025-11-26T21:08:35.179060] [DEBUG] [LOCAL ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt [2025-11-26T21:08:35.179127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:35.179172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:35.179211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:35.179279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:35.237205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:35.239030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:35.239242] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:35.239294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:35.359615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:35.359849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:35.359904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:35.359948] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:35.363394] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=86.48%) [2025-11-26T21:08:35.363718] [INFO ] [FORECASTER] Completed predict_future for TENB [2025-11-26T21:08:35.363864] [INFO ] [sig ] TENB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:35.517925] [INFO ] [LOCAL ] Saved forecast: TENB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TENB.txt [2025-11-26T21:08:35.518167] [INFO ] [sig ] [3133/3599] Completed TENB in 0.4s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:35.518255] [INFO ] [sig ] [3134/3599] Forecasting TENX... [2025-11-26T21:08:35.518329] [INFO ] [sig ] Generating forecast for: TENX [2025-11-26T21:08:35.518401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'. [2025-11-26T21:08:35.534121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENX'. [2025-11-26T21:08:35.534531] [INFO ] [FORECASTER] Starting predict_future for TENX [2025-11-26T21:08:35.535728] [DEBUG] [LOCAL ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt [2025-11-26T21:08:35.535818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:35.535916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:35.535994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:35.536107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:35.597888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:35.598902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:35.599031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:35.599087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:35.750608] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:35.750839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:35.750903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:35.750954] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:35.756052] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=73.05%) [2025-11-26T21:08:35.756526] [INFO ] [FORECASTER] Completed predict_future for TENX [2025-11-26T21:08:35.756766] [INFO ] [sig ] TENX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:35.949634] [INFO ] [LOCAL ] Saved forecast: TENX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TENX.txt [2025-11-26T21:08:35.949902] [INFO ] [sig ] [3134/3599] Completed TENX in 0.4s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:35.949976] [INFO ] [sig ] [3135/3599] Forecasting TEO... [2025-11-26T21:08:35.950028] [INFO ] [sig ] Generating forecast for: TEO [2025-11-26T21:08:35.950069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-11-26T21:08:35.967943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEO'. [2025-11-26T21:08:35.968475] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-11-26T21:08:35.969703] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-11-26T21:08:35.969785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:35.969839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:35.969886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:35.969976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:36.049491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:36.050812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:36.050954] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:36.051031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:36.217043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:36.217320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:36.217413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:36.217478] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:36.223103] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=87.29%) [2025-11-26T21:08:36.223635] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-11-26T21:08:36.223887] [INFO ] [sig ] TEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:36.422754] [INFO ] [LOCAL ] Saved forecast: TEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEO.txt [2025-11-26T21:08:36.423013] [INFO ] [sig ] [3135/3599] Completed TEO in 0.5s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:36.423104] [INFO ] [sig ] [3136/3599] Forecasting TERN... [2025-11-26T21:08:36.423176] [INFO ] [sig ] Generating forecast for: TERN [2025-11-26T21:08:36.423249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'. [2025-11-26T21:08:36.439719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TERN'. [2025-11-26T21:08:36.440247] [INFO ] [FORECASTER] Starting predict_future for TERN [2025-11-26T21:08:36.441511] [DEBUG] [LOCAL ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt [2025-11-26T21:08:36.441603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:36.441701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:36.441770] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:36.441881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:36.524594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:36.525875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:36.526020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:36.526099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:36.655514] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:36.655725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:36.655807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:36.655872] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:36.659558] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=98.83%) [2025-11-26T21:08:36.659906] [INFO ] [FORECASTER] Completed predict_future for TERN [2025-11-26T21:08:36.660084] [INFO ] [sig ] TERN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:36.803671] [INFO ] [LOCAL ] Saved forecast: TERN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TERN.txt [2025-11-26T21:08:36.803859] [INFO ] [sig ] [3136/3599] Completed TERN in 0.4s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:36.803915] [INFO ] [sig ] [3137/3599] Forecasting TEVA... [2025-11-26T21:08:36.803957] [INFO ] [sig ] Generating forecast for: TEVA [2025-11-26T21:08:36.804002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-11-26T21:08:36.815955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEVA'. [2025-11-26T21:08:36.816345] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-11-26T21:08:36.817202] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-11-26T21:08:36.817273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:36.817320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:36.817360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:36.817428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:36.873244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:36.873890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:36.873982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:36.874029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:36.994702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:36.994879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:36.994934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:36.994977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:36.998415] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=80.57%) [2025-11-26T21:08:36.998730] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-11-26T21:08:36.998875] [INFO ] [sig ] TEVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:37.140099] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEVA.txt [2025-11-26T21:08:37.140254] [INFO ] [sig ] [3137/3599] Completed TEVA in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.7m [2025-11-26T21:08:37.140309] [INFO ] [sig ] [3138/3599] Forecasting TEX... [2025-11-26T21:08:37.140352] [INFO ] [sig ] Generating forecast for: TEX [2025-11-26T21:08:37.140401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-11-26T21:08:37.151249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEX'. [2025-11-26T21:08:37.151575] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-11-26T21:08:37.152396] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-11-26T21:08:37.152467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:37.152513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:37.152553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:37.152627] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:37.212056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:37.212796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:37.212890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:37.212938] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:37.335607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:37.335789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:37.335842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:37.335883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:37.339299] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=4.40%) [2025-11-26T21:08:37.339583] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-11-26T21:08:37.339740] [INFO ] [sig ] TEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:37.485243] [INFO ] [LOCAL ] Saved forecast: TEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TEX.txt [2025-11-26T21:08:37.485405] [INFO ] [sig ] [3138/3599] Completed TEX in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:08:37.485460] [INFO ] [sig ] [3139/3599] Forecasting TFC... [2025-11-26T21:08:37.485497] [INFO ] [sig ] Generating forecast for: TFC [2025-11-26T21:08:37.485540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-11-26T21:08:37.496906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFC'. [2025-11-26T21:08:37.497192] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-11-26T21:08:37.498050] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-11-26T21:08:37.498129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:37.498175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:37.498216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:37.498285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:37.554929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:37.555831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:37.555929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:37.555976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:37.677324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:37.677526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:37.677586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:37.677629] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:37.680993] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=38.55%) [2025-11-26T21:08:37.681278] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-11-26T21:08:37.681415] [INFO ] [sig ] TFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:37.821596] [INFO ] [LOCAL ] Saved forecast: TFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TFC.txt [2025-11-26T21:08:37.821869] [INFO ] [sig ] [3139/3599] Completed TFC in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:08:37.821952] [INFO ] [sig ] [3140/3599] Forecasting TFII... [2025-11-26T21:08:37.822015] [INFO ] [sig ] Generating forecast for: TFII [2025-11-26T21:08:37.822070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-11-26T21:08:37.834538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFII'. [2025-11-26T21:08:37.834922] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-11-26T21:08:37.835775] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-11-26T21:08:37.835844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:37.835889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:37.835928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:37.835995] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:37.892670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:37.893526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:37.893626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:37.893694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:38.006591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:38.006788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:38.006841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:38.006883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:38.010316] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=37.44%) [2025-11-26T21:08:38.010628] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-11-26T21:08:38.010814] [INFO ] [sig ] TFII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:38.152172] [INFO ] [LOCAL ] Saved forecast: TFII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TFII.txt [2025-11-26T21:08:38.152342] [INFO ] [sig ] [3140/3599] Completed TFII in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:08:38.152420] [INFO ] [sig ] [3141/3599] Forecasting TFIN... [2025-11-26T21:08:38.152485] [INFO ] [sig ] Generating forecast for: TFIN [2025-11-26T21:08:38.152553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-11-26T21:08:38.164513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFIN'. [2025-11-26T21:08:38.164898] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-11-26T21:08:38.165735] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-11-26T21:08:38.165805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:38.165851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:38.165891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:38.165964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:38.222970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:38.223875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:38.223974] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:38.224021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:38.337886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:38.338073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:38.338128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:38.338190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:38.341543] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=18.14%) [2025-11-26T21:08:38.341845] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-11-26T21:08:38.341981] [INFO ] [sig ] TFIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:38.482984] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TFIN.txt [2025-11-26T21:08:38.483169] [INFO ] [sig ] [3141/3599] Completed TFIN in 0.3s | 2.90 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:08:38.483223] [INFO ] [sig ] [3142/3599] Forecasting TFPM... [2025-11-26T21:08:38.483266] [INFO ] [sig ] Generating forecast for: TFPM [2025-11-26T21:08:38.483309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-11-26T21:08:38.494470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFPM'. [2025-11-26T21:08:38.494766] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-11-26T21:08:38.495552] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-11-26T21:08:38.495619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:38.495687] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:38.495728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:38.495795] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:38.552282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:38.553181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:38.553285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:38.553331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:38.675014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:38.675204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:38.675257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:38.675300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:38.678640] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-11-26T21:08:38.678940] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-11-26T21:08:38.679083] [INFO ] [sig ] TFPM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:38.864524] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TFPM.txt [2025-11-26T21:08:38.864741] [INFO ] [sig ] [3142/3599] Completed TFPM in 0.4s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:38.864822] [INFO ] [sig ] [3143/3599] Forecasting TFSL... [2025-11-26T21:08:38.864886] [INFO ] [sig ] Generating forecast for: TFSL [2025-11-26T21:08:38.864948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'. [2025-11-26T21:08:38.876503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFSL'. [2025-11-26T21:08:38.876851] [INFO ] [FORECASTER] Starting predict_future for TFSL [2025-11-26T21:08:38.877744] [DEBUG] [LOCAL ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt [2025-11-26T21:08:38.877814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:38.877863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:38.877904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:38.877975] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:38.936685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:38.937624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:38.937747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:38.937794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:39.057931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:39.058132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:39.058198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:39.058244] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:39.061693] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-11-26T21:08:39.061984] [INFO ] [FORECASTER] Completed predict_future for TFSL [2025-11-26T21:08:39.062130] [INFO ] [sig ] TFSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:39.208133] [INFO ] [LOCAL ] Saved forecast: TFSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TFSL.txt [2025-11-26T21:08:39.208319] [INFO ] [sig ] [3143/3599] Completed TFSL in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:39.208377] [INFO ] [sig ] [3144/3599] Forecasting TG... [2025-11-26T21:08:39.208420] [INFO ] [sig ] Generating forecast for: TG [2025-11-26T21:08:39.208462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-11-26T21:08:39.220723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TG'. [2025-11-26T21:08:39.221160] [INFO ] [FORECASTER] Starting predict_future for TG [2025-11-26T21:08:39.222046] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-11-26T21:08:39.222129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:39.222179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:39.222220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:39.222289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:39.282920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:39.283766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:39.283868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:39.283917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:39.406083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:39.406333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:39.406394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:39.406440] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:39.410156] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=10.34%) [2025-11-26T21:08:39.410476] [INFO ] [FORECASTER] Completed predict_future for TG [2025-11-26T21:08:39.410625] [INFO ] [sig ] TG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:39.553988] [INFO ] [LOCAL ] Saved forecast: TG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TG.txt [2025-11-26T21:08:39.554173] [INFO ] [sig ] [3144/3599] Completed TG in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:39.554228] [INFO ] [sig ] [3145/3599] Forecasting TGLS... [2025-11-26T21:08:39.554273] [INFO ] [sig ] Generating forecast for: TGLS [2025-11-26T21:08:39.554316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-11-26T21:08:39.566057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGLS'. [2025-11-26T21:08:39.566514] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-11-26T21:08:39.567427] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-11-26T21:08:39.567527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:39.567599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:39.567685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:39.567818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:39.624227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:39.624977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:39.625087] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:39.625157] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:39.745240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:39.745422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:39.745498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:39.745565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:39.749045] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=10.34%) [2025-11-26T21:08:39.749379] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-11-26T21:08:39.749551] [INFO ] [sig ] TGLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:39.893813] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGLS.txt [2025-11-26T21:08:39.893972] [INFO ] [sig ] [3145/3599] Completed TGLS in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:39.894045] [INFO ] [sig ] [3146/3599] Forecasting TGNA... [2025-11-26T21:08:39.894105] [INFO ] [sig ] Generating forecast for: TGNA [2025-11-26T21:08:39.894164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-11-26T21:08:39.905661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGNA'. [2025-11-26T21:08:39.905978] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-11-26T21:08:39.906836] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-11-26T21:08:39.906914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:39.906974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:39.907028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:39.907121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:39.966790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:39.967565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:39.967697] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:39.967764] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:40.091423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:40.091597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:40.091665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:40.091710] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:40.095051] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=28.09%) [2025-11-26T21:08:40.095350] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-11-26T21:08:40.095495] [INFO ] [sig ] TGNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:40.241727] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGNA.txt [2025-11-26T21:08:40.241883] [INFO ] [sig ] [3146/3599] Completed TGNA in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:40.241936] [INFO ] [sig ] [3147/3599] Forecasting TGS... [2025-11-26T21:08:40.241976] [INFO ] [sig ] Generating forecast for: TGS [2025-11-26T21:08:40.242017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-11-26T21:08:40.253788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGS'. [2025-11-26T21:08:40.254172] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-11-26T21:08:40.255077] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-11-26T21:08:40.255167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:40.255214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:40.255257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:40.255326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:40.313048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:40.313826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:40.313924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:40.313971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:40.431037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:40.431217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:40.431270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:40.431311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:40.434800] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=42.98%) [2025-11-26T21:08:40.435101] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-11-26T21:08:40.435270] [INFO ] [sig ] TGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:40.580172] [INFO ] [LOCAL ] Saved forecast: TGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGS.txt [2025-11-26T21:08:40.580348] [INFO ] [sig ] [3147/3599] Completed TGS in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:40.580405] [INFO ] [sig ] [3148/3599] Forecasting TGTX... [2025-11-26T21:08:40.580449] [INFO ] [sig ] Generating forecast for: TGTX [2025-11-26T21:08:40.580492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'. [2025-11-26T21:08:40.591812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGTX'. [2025-11-26T21:08:40.592145] [INFO ] [FORECASTER] Starting predict_future for TGTX [2025-11-26T21:08:40.592962] [DEBUG] [LOCAL ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt [2025-11-26T21:08:40.593030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:40.593076] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:40.593115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:40.593188] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:40.653405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:40.654158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:40.654267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:40.654338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:40.779287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:40.779486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:40.779570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:40.779635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:40.783062] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=32.53%) [2025-11-26T21:08:40.783383] [INFO ] [FORECASTER] Completed predict_future for TGTX [2025-11-26T21:08:40.783554] [INFO ] [sig ] TGTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:40.925945] [INFO ] [LOCAL ] Saved forecast: TGTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGTX.txt [2025-11-26T21:08:40.926165] [INFO ] [sig ] [3148/3599] Completed TGTX in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:40.926243] [INFO ] [sig ] [3149/3599] Forecasting TH... [2025-11-26T21:08:40.926309] [INFO ] [sig ] Generating forecast for: TH [2025-11-26T21:08:40.926377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'. [2025-11-26T21:08:40.936956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TH'. [2025-11-26T21:08:40.937370] [INFO ] [FORECASTER] Starting predict_future for TH [2025-11-26T21:08:40.938295] [DEBUG] [LOCAL ] No optimal features file found for TH: ./output/feature-sets/TH.txt [2025-11-26T21:08:40.938373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:40.938441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:40.938502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:40.938604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:40.997227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:40.998246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:40.998383] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:40.998460] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:41.119965] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:41.120163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:41.120240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:41.120308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:41.123764] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=9.21%) [2025-11-26T21:08:41.124090] [INFO ] [FORECASTER] Completed predict_future for TH [2025-11-26T21:08:41.124263] [INFO ] [sig ] TH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:41.271733] [INFO ] [LOCAL ] Saved forecast: TH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TH.txt [2025-11-26T21:08:41.271884] [INFO ] [sig ] [3149/3599] Completed TH in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:41.271938] [INFO ] [sig ] [3150/3599] Forecasting THC... [2025-11-26T21:08:41.271980] [INFO ] [sig ] Generating forecast for: THC [2025-11-26T21:08:41.272019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-11-26T21:08:41.282698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THC'. [2025-11-26T21:08:41.282996] [INFO ] [FORECASTER] Starting predict_future for THC [2025-11-26T21:08:41.283840] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-11-26T21:08:41.283916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:41.283983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:41.284045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:41.284148] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:41.340156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:41.340810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:41.340903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:41.340943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:41.462147] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:41.462317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:41.462375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:41.462421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:41.465747] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=61.47%) [2025-11-26T21:08:41.466034] [INFO ] [FORECASTER] Completed predict_future for THC [2025-11-26T21:08:41.466182] [INFO ] [sig ] THC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:41.605151] [INFO ] [LOCAL ] Saved forecast: THC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THC.txt [2025-11-26T21:08:41.605291] [INFO ] [sig ] [3150/3599] Completed THC in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:41.605353] [INFO ] [sig ] [3151/3599] Forecasting THFF... [2025-11-26T21:08:41.605395] [INFO ] [sig ] Generating forecast for: THFF [2025-11-26T21:08:41.605435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'. [2025-11-26T21:08:41.616145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THFF'. [2025-11-26T21:08:41.616442] [INFO ] [FORECASTER] Starting predict_future for THFF [2025-11-26T21:08:41.617245] [DEBUG] [LOCAL ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt [2025-11-26T21:08:41.617313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:41.617358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:41.617397] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:41.617466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:41.673802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:41.674508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:41.674605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:41.674665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:41.803769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:41.804006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:41.804091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:41.804137] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:41.807952] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-11-26T21:08:41.808322] [INFO ] [FORECASTER] Completed predict_future for THFF [2025-11-26T21:08:41.808508] [INFO ] [sig ] THFF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:41.953871] [INFO ] [LOCAL ] Saved forecast: THFF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THFF.txt [2025-11-26T21:08:41.954071] [INFO ] [sig ] [3151/3599] Completed THFF in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:41.954132] [INFO ] [sig ] [3152/3599] Forecasting THG... [2025-11-26T21:08:41.954172] [INFO ] [sig ] Generating forecast for: THG [2025-11-26T21:08:41.954215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-11-26T21:08:41.966221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THG'. [2025-11-26T21:08:41.966592] [INFO ] [FORECASTER] Starting predict_future for THG [2025-11-26T21:08:41.967440] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-11-26T21:08:41.967540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:41.967601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:41.967669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:41.967767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:42.025438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:42.026160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:42.026269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:42.026331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:42.145609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:42.145788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:42.145856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:42.145915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:42.149379] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=69.85%) [2025-11-26T21:08:42.149729] [INFO ] [FORECASTER] Completed predict_future for THG [2025-11-26T21:08:42.149900] [INFO ] [sig ] THG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:42.290731] [INFO ] [LOCAL ] Saved forecast: THG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THG.txt [2025-11-26T21:08:42.290898] [INFO ] [sig ] [3152/3599] Completed THG in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:42.290970] [INFO ] [sig ] [3153/3599] Forecasting THO... [2025-11-26T21:08:42.291028] [INFO ] [sig ] Generating forecast for: THO [2025-11-26T21:08:42.291088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-11-26T21:08:42.302513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THO'. [2025-11-26T21:08:42.302895] [INFO ] [FORECASTER] Starting predict_future for THO [2025-11-26T21:08:42.304003] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-11-26T21:08:42.304088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:42.304147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:42.304201] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:42.304298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:42.362811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:42.363507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:42.363616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:42.363697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:42.488227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:42.488388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:42.488443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:42.488488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:42.491978] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=92.32%) [2025-11-26T21:08:42.492300] [INFO ] [FORECASTER] Completed predict_future for THO [2025-11-26T21:08:42.492451] [INFO ] [sig ] THO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:42.635301] [INFO ] [LOCAL ] Saved forecast: THO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THO.txt [2025-11-26T21:08:42.635447] [INFO ] [sig ] [3153/3599] Completed THO in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:42.635498] [INFO ] [sig ] [3154/3599] Forecasting THQ... [2025-11-26T21:08:42.635537] [INFO ] [sig ] Generating forecast for: THQ [2025-11-26T21:08:42.635572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-11-26T21:08:42.646877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THQ'. [2025-11-26T21:08:42.647232] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-11-26T21:08:42.648111] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-11-26T21:08:42.648194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:42.648265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:42.648346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:42.648437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:42.707128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:42.707851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:42.707951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:42.708020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:42.827034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:42.827216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:42.827313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:42.827382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:42.830820] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=49.17%) [2025-11-26T21:08:42.831112] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-11-26T21:08:42.831274] [INFO ] [sig ] THQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:42.970881] [INFO ] [LOCAL ] Saved forecast: THQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/THQ.txt [2025-11-26T21:08:42.971036] [INFO ] [sig ] [3154/3599] Completed THQ in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:42.971091] [INFO ] [sig ] [3155/3599] Forecasting THRM... [2025-11-26T21:08:42.971131] [INFO ] [sig ] Generating forecast for: THRM [2025-11-26T21:08:42.971170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'. [2025-11-26T21:08:42.983073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRM'. [2025-11-26T21:08:42.983496] [INFO ] [FORECASTER] Starting predict_future for THRM [2025-11-26T21:08:42.984422] [DEBUG] [LOCAL ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt [2025-11-26T21:08:42.984503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:42.984563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:42.984621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:42.984742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:43.043665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:43.044598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:43.044741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:43.044806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:43.166466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:43.166706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:43.166783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:43.166858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:43.170322] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=47.50%) [2025-11-26T21:08:43.170659] [INFO ] [FORECASTER] Completed predict_future for THRM [2025-11-26T21:08:43.170824] [INFO ] [sig ] THRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:43.310624] [INFO ] [LOCAL ] Saved forecast: THRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/THRM.txt [2025-11-26T21:08:43.310792] [INFO ] [sig ] [3155/3599] Completed THRM in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.6m [2025-11-26T21:08:43.310874] [INFO ] [sig ] [3156/3599] Forecasting THRY... [2025-11-26T21:08:43.310941] [INFO ] [sig ] Generating forecast for: THRY [2025-11-26T21:08:43.311006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'. [2025-11-26T21:08:43.322686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRY'. [2025-11-26T21:08:43.323017] [INFO ] [FORECASTER] Starting predict_future for THRY [2025-11-26T21:08:43.323926] [DEBUG] [LOCAL ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt [2025-11-26T21:08:43.324005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:43.324064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:43.324121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:43.324223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:43.383358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:43.384091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:43.384189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:43.384236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:43.505146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:43.505332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:43.505386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:43.505421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:43.508845] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=58.33%) [2025-11-26T21:08:43.509172] [INFO ] [FORECASTER] Completed predict_future for THRY [2025-11-26T21:08:43.509338] [INFO ] [sig ] THRY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:43.649361] [INFO ] [LOCAL ] Saved forecast: THRY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THRY.txt [2025-11-26T21:08:43.649528] [INFO ] [sig ] [3156/3599] Completed THRY in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:08:43.649605] [INFO ] [sig ] [3157/3599] Forecasting THS... [2025-11-26T21:08:43.649692] [INFO ] [sig ] Generating forecast for: THS [2025-11-26T21:08:43.649762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-11-26T21:08:43.660874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THS'. [2025-11-26T21:08:43.661192] [INFO ] [FORECASTER] Starting predict_future for THS [2025-11-26T21:08:43.662086] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-11-26T21:08:43.662156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:43.662235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:43.662301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:43.662398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:43.719058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:43.719755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:43.719847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:43.719918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:43.840125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:43.840298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:43.840365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:43.840424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:43.843724] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=5.89%) [2025-11-26T21:08:43.844024] [INFO ] [FORECASTER] Completed predict_future for THS [2025-11-26T21:08:43.844183] [INFO ] [sig ] THS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:43.982522] [INFO ] [LOCAL ] Saved forecast: THS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/THS.txt [2025-11-26T21:08:43.982713] [INFO ] [sig ] [3157/3599] Completed THS in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:08:43.982801] [INFO ] [sig ] [3158/3599] Forecasting TIGO... [2025-11-26T21:08:43.982867] [INFO ] [sig ] Generating forecast for: TIGO [2025-11-26T21:08:43.982928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'. [2025-11-26T21:08:43.994300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIGO'. [2025-11-26T21:08:43.994621] [INFO ] [FORECASTER] Starting predict_future for TIGO [2025-11-26T21:08:43.995472] [DEBUG] [LOCAL ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt [2025-11-26T21:08:43.995540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:43.995597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:43.995669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:43.995793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:44.053325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:44.054013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:44.054118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:44.054181] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:44.168127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:44.168309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:44.168378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:44.168436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:44.171884] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=65.29%) [2025-11-26T21:08:44.172185] [INFO ] [FORECASTER] Completed predict_future for TIGO [2025-11-26T21:08:44.172342] [INFO ] [sig ] TIGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:44.319438] [INFO ] [LOCAL ] Saved forecast: TIGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TIGO.txt [2025-11-26T21:08:44.319627] [INFO ] [sig ] [3158/3599] Completed TIGO in 0.3s | 2.90 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:08:44.319721] [INFO ] [sig ] [3159/3599] Forecasting TIL... [2025-11-26T21:08:44.319781] [INFO ] [sig ] Generating forecast for: TIL [2025-11-26T21:08:44.319840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'. [2025-11-26T21:08:44.331136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIL'. [2025-11-26T21:08:44.331481] [INFO ] [FORECASTER] Starting predict_future for TIL [2025-11-26T21:08:44.332394] [DEBUG] [LOCAL ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt [2025-11-26T21:08:44.332474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:44.332537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:44.332596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:44.332708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:44.392539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:44.393276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:44.393395] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:44.393466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:44.511613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:44.511811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:44.511880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:44.511940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:44.515398] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=82.64%) [2025-11-26T21:08:44.515731] [INFO ] [FORECASTER] Completed predict_future for TIL [2025-11-26T21:08:44.515897] [INFO ] [sig ] TIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:44.656400] [INFO ] [LOCAL ] Saved forecast: TIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TIL.txt [2025-11-26T21:08:44.656545] [INFO ] [sig ] [3159/3599] Completed TIL in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:44.656600] [INFO ] [sig ] [3160/3599] Forecasting TILE... [2025-11-26T21:08:44.656661] [INFO ] [sig ] Generating forecast for: TILE [2025-11-26T21:08:44.656719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'. [2025-11-26T21:08:44.667873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TILE'. [2025-11-26T21:08:44.668290] [INFO ] [FORECASTER] Starting predict_future for TILE [2025-11-26T21:08:44.669200] [DEBUG] [LOCAL ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt [2025-11-26T21:08:44.669287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:44.669345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:44.669389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:44.669473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:44.729041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:44.729743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:44.729840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:44.729883] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:44.852660] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:44.852822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:44.852884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:44.852934] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:44.856400] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=10.06%) [2025-11-26T21:08:44.856732] [INFO ] [FORECASTER] Completed predict_future for TILE [2025-11-26T21:08:44.856933] [INFO ] [sig ] TILE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:44.999517] [INFO ] [LOCAL ] Saved forecast: TILE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TILE.txt [2025-11-26T21:08:44.999679] [INFO ] [sig ] [3160/3599] Completed TILE in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:44.999735] [INFO ] [sig ] [3161/3599] Forecasting TIMB... [2025-11-26T21:08:44.999774] [INFO ] [sig ] Generating forecast for: TIMB [2025-11-26T21:08:44.999825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-11-26T21:08:45.011231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIMB'. [2025-11-26T21:08:45.011627] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-11-26T21:08:45.012506] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-11-26T21:08:45.012588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:45.012671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:45.012731] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:45.012831] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:45.070784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:45.071601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:45.071725] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:45.071786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:45.190151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:45.190311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:45.190364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:45.190406] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:45.193661] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=93.32%) [2025-11-26T21:08:45.193947] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-11-26T21:08:45.194090] [INFO ] [sig ] TIMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:45.334811] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TIMB.txt [2025-11-26T21:08:45.334985] [INFO ] [sig ] [3161/3599] Completed TIMB in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:45.335057] [INFO ] [sig ] [3162/3599] Forecasting TITN... [2025-11-26T21:08:45.335125] [INFO ] [sig ] Generating forecast for: TITN [2025-11-26T21:08:45.335197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'. [2025-11-26T21:08:45.347177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TITN'. [2025-11-26T21:08:45.347539] [INFO ] [FORECASTER] Starting predict_future for TITN [2025-11-26T21:08:45.348418] [DEBUG] [LOCAL ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt [2025-11-26T21:08:45.348496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:45.348555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:45.348608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:45.348720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:45.406335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:45.407024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:45.407129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:45.407191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:45.526182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:45.526385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:45.526453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:45.526511] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:45.529968] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=97.12%) [2025-11-26T21:08:45.530277] [INFO ] [FORECASTER] Completed predict_future for TITN [2025-11-26T21:08:45.530442] [INFO ] [sig ] TITN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:45.671041] [INFO ] [LOCAL ] Saved forecast: TITN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TITN.txt [2025-11-26T21:08:45.671198] [INFO ] [sig ] [3162/3599] Completed TITN in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:45.671268] [INFO ] [sig ] [3163/3599] Forecasting TIVC... [2025-11-26T21:08:45.671327] [INFO ] [sig ] Generating forecast for: TIVC [2025-11-26T21:08:45.671388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIVC' from 'https://tdm.silogroup.org/data/derivative_storage/TIVC.csv'. [2025-11-26T21:08:45.682622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIVC'. [2025-11-26T21:08:45.682966] [INFO ] [FORECASTER] Starting predict_future for TIVC [2025-11-26T21:08:45.683853] [DEBUG] [LOCAL ] No optimal features file found for TIVC: ./output/feature-sets/TIVC.txt [2025-11-26T21:08:45.683932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:45.683992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:45.684054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:45.684151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:45.740967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:45.741606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:45.741722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:45.741783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:45.856503] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:45.856681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:45.856754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:45.856819] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:45.860353] [DEBUG] [FORECASTER] TIVC: Forecast T+1@11:T+2@11: DOWN (p=40.20%) [2025-11-26T21:08:45.860689] [INFO ] [FORECASTER] Completed predict_future for TIVC [2025-11-26T21:08:45.860856] [INFO ] [sig ] TIVC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:45.999899] [INFO ] [LOCAL ] Saved forecast: TIVC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TIVC.txt [2025-11-26T21:08:46.000078] [INFO ] [sig ] [3163/3599] Completed TIVC in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:46.000160] [INFO ] [sig ] [3164/3599] Forecasting TJX... [2025-11-26T21:08:46.000229] [INFO ] [sig ] Generating forecast for: TJX [2025-11-26T21:08:46.000299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-11-26T21:08:46.011848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TJX'. [2025-11-26T21:08:46.012170] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-11-26T21:08:46.013040] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-11-26T21:08:46.013119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:46.013188] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:46.013250] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:46.013359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:46.071742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:46.072409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:46.072516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:46.072580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:46.197832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:46.197991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:46.198062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:46.198129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:46.201471] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=43.22%) [2025-11-26T21:08:46.201789] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-11-26T21:08:46.201937] [INFO ] [sig ] TJX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:46.342338] [INFO ] [LOCAL ] Saved forecast: TJX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TJX.txt [2025-11-26T21:08:46.342497] [INFO ] [sig ] [3164/3599] Completed TJX in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:46.342552] [INFO ] [sig ] [3165/3599] Forecasting TK... [2025-11-26T21:08:46.342592] [INFO ] [sig ] Generating forecast for: TK [2025-11-26T21:08:46.342656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-11-26T21:08:46.353983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TK'. [2025-11-26T21:08:46.354303] [INFO ] [FORECASTER] Starting predict_future for TK [2025-11-26T21:08:46.355175] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-11-26T21:08:46.355253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:46.355316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:46.355360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:46.355435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:46.412151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:46.412906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:46.413012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:46.413084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:46.534216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:46.534394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:46.534471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:46.534558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:46.538024] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=49.97%) [2025-11-26T21:08:46.538394] [INFO ] [FORECASTER] Completed predict_future for TK [2025-11-26T21:08:46.538566] [INFO ] [sig ] TK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:46.679359] [INFO ] [LOCAL ] Saved forecast: TK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TK.txt [2025-11-26T21:08:46.679512] [INFO ] [sig ] [3165/3599] Completed TK in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:46.679565] [INFO ] [sig ] [3166/3599] Forecasting TKC... [2025-11-26T21:08:46.679605] [INFO ] [sig ] Generating forecast for: TKC [2025-11-26T21:08:46.679668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-11-26T21:08:46.690497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKC'. [2025-11-26T21:08:46.690835] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-11-26T21:08:46.691755] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-11-26T21:08:46.691839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:46.691907] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:46.691967] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:46.692057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:46.750379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:46.751055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:46.751162] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:46.751223] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:46.871183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:46.871346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:46.871412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:46.871474] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:46.874762] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-11-26T21:08:46.875067] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-11-26T21:08:46.875232] [INFO ] [sig ] TKC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:47.015294] [INFO ] [LOCAL ] Saved forecast: TKC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TKC.txt [2025-11-26T21:08:47.015477] [INFO ] [sig ] [3166/3599] Completed TKC in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:47.015554] [INFO ] [sig ] [3167/3599] Forecasting TKNO... [2025-11-26T21:08:47.015627] [INFO ] [sig ] Generating forecast for: TKNO [2025-11-26T21:08:47.015714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'. [2025-11-26T21:08:47.026686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKNO'. [2025-11-26T21:08:47.027020] [INFO ] [FORECASTER] Starting predict_future for TKNO [2025-11-26T21:08:47.027923] [DEBUG] [LOCAL ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt [2025-11-26T21:08:47.028002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:47.028064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:47.028121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:47.028209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:47.089052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:47.089819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:47.089926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:47.090001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:47.209504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:47.209688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:47.209760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:47.209816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:47.213143] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=1.44%) [2025-11-26T21:08:47.213438] [INFO ] [FORECASTER] Completed predict_future for TKNO [2025-11-26T21:08:47.213603] [INFO ] [sig ] TKNO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:47.364490] [INFO ] [LOCAL ] Saved forecast: TKNO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TKNO.txt [2025-11-26T21:08:47.364659] [INFO ] [sig ] [3167/3599] Completed TKNO in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:47.364710] [INFO ] [sig ] [3168/3599] Forecasting TKO... [2025-11-26T21:08:47.364753] [INFO ] [sig ] Generating forecast for: TKO [2025-11-26T21:08:47.364794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-11-26T21:08:47.375963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKO'. [2025-11-26T21:08:47.376276] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-11-26T21:08:47.377089] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-11-26T21:08:47.377157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:47.377201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:47.377243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:47.377311] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:47.434091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:47.434731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:47.434821] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:47.434867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:47.553436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:47.553625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:47.553699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:47.553736] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:47.557057] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-11-26T21:08:47.557341] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-11-26T21:08:47.557479] [INFO ] [sig ] TKO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:47.695574] [INFO ] [LOCAL ] Saved forecast: TKO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TKO.txt [2025-11-26T21:08:47.695726] [INFO ] [sig ] [3168/3599] Completed TKO in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:47.695781] [INFO ] [sig ] [3169/3599] Forecasting TLK... [2025-11-26T21:08:47.695822] [INFO ] [sig ] Generating forecast for: TLK [2025-11-26T21:08:47.695863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-11-26T21:08:47.706784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLK'. [2025-11-26T21:08:47.707081] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-11-26T21:08:47.707918] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-11-26T21:08:47.707986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:47.708030] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:47.708068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:47.708148] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:47.764924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:47.765577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:47.765689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:47.765738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:47.885718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:47.885868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:47.885916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:47.885955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:47.889289] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=13.61%) [2025-11-26T21:08:47.889614] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-11-26T21:08:47.889774] [INFO ] [sig ] TLK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:48.030400] [INFO ] [LOCAL ] Saved forecast: TLK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLK.txt [2025-11-26T21:08:48.030559] [INFO ] [sig ] [3169/3599] Completed TLK in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:48.030607] [INFO ] [sig ] [3170/3599] Forecasting TLN... [2025-11-26T21:08:48.030668] [INFO ] [sig ] Generating forecast for: TLN [2025-11-26T21:08:48.030734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'. [2025-11-26T21:08:48.042540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLN'. [2025-11-26T21:08:48.042876] [INFO ] [FORECASTER] Starting predict_future for TLN [2025-11-26T21:08:48.043730] [DEBUG] [LOCAL ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt [2025-11-26T21:08:48.043809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:48.043881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:48.043962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:48.044071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:48.100915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:48.101576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:48.101693] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:48.101761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:48.220338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:48.220505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:48.220570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:48.220631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:48.224015] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=23.24%) [2025-11-26T21:08:48.224321] [INFO ] [FORECASTER] Completed predict_future for TLN [2025-11-26T21:08:48.224476] [INFO ] [sig ] TLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:48.364833] [INFO ] [LOCAL ] Saved forecast: TLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLN.txt [2025-11-26T21:08:48.365002] [INFO ] [sig ] [3170/3599] Completed TLN in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:48.365075] [INFO ] [sig ] [3171/3599] Forecasting TLS... [2025-11-26T21:08:48.365134] [INFO ] [sig ] Generating forecast for: TLS [2025-11-26T21:08:48.365190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'. [2025-11-26T21:08:48.376306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLS'. [2025-11-26T21:08:48.376638] [INFO ] [FORECASTER] Starting predict_future for TLS [2025-11-26T21:08:48.377540] [DEBUG] [LOCAL ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt [2025-11-26T21:08:48.377631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:48.377719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:48.377780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:48.377884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:48.434898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:48.435637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:48.435762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:48.435823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:48.553017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:48.553214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:48.553265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:48.553306] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:48.556706] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-11-26T21:08:48.557010] [INFO ] [FORECASTER] Completed predict_future for TLS [2025-11-26T21:08:48.557154] [INFO ] [sig ] TLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:48.698317] [INFO ] [LOCAL ] Saved forecast: TLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TLS.txt [2025-11-26T21:08:48.698516] [INFO ] [sig ] [3171/3599] Completed TLS in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:48.698574] [INFO ] [sig ] [3172/3599] Forecasting TLSA... [2025-11-26T21:08:48.698617] [INFO ] [sig ] Generating forecast for: TLSA [2025-11-26T21:08:48.698680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'. [2025-11-26T21:08:48.714289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSA'. [2025-11-26T21:08:48.714837] [INFO ] [FORECASTER] Starting predict_future for TLSA [2025-11-26T21:08:48.716101] [DEBUG] [LOCAL ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt [2025-11-26T21:08:48.716195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:48.716277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:48.716348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:48.716467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:48.784866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:48.785779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:48.785880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:48.785928] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:48.906318] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:48.906522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:48.906576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:48.906610] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:48.910027] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=86.36%) [2025-11-26T21:08:48.910346] [INFO ] [FORECASTER] Completed predict_future for TLSA [2025-11-26T21:08:48.910495] [INFO ] [sig ] TLSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:49.053114] [INFO ] [LOCAL ] Saved forecast: TLSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TLSA.txt [2025-11-26T21:08:49.053307] [INFO ] [sig ] [3172/3599] Completed TLSA in 0.4s | 2.90 sym/s | Total: 18.2m | ETA: 2.5m [2025-11-26T21:08:49.053364] [INFO ] [sig ] [3173/3599] Forecasting TLSI... [2025-11-26T21:08:49.053399] [INFO ] [sig ] Generating forecast for: TLSI [2025-11-26T21:08:49.053448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'. [2025-11-26T21:08:49.064518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSI'. [2025-11-26T21:08:49.064974] [INFO ] [FORECASTER] Starting predict_future for TLSI [2025-11-26T21:08:49.065827] [DEBUG] [LOCAL ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt [2025-11-26T21:08:49.065896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:49.065941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:49.065981] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:49.066052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:49.122684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:49.123632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:49.123759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:49.123806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:49.242465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:49.242693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:49.242749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:49.242785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:49.246204] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=18.78%) [2025-11-26T21:08:49.246566] [INFO ] [FORECASTER] Completed predict_future for TLSI [2025-11-26T21:08:49.246735] [INFO ] [sig ] TLSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:49.388476] [INFO ] [LOCAL ] Saved forecast: TLSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLSI.txt [2025-11-26T21:08:49.388690] [INFO ] [sig ] [3173/3599] Completed TLSI in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:08:49.388745] [INFO ] [sig ] [3174/3599] Forecasting TLYS... [2025-11-26T21:08:49.388790] [INFO ] [sig ] Generating forecast for: TLYS [2025-11-26T21:08:49.388835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-11-26T21:08:49.400148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLYS'. [2025-11-26T21:08:49.400552] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-11-26T21:08:49.401369] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-11-26T21:08:49.401438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:49.401485] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:49.401525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:49.401593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:49.459059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:49.459947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:49.460048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:49.460099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:49.579481] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:49.579681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:49.579734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:49.579775] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:49.583116] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=36.87%) [2025-11-26T21:08:49.583407] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-11-26T21:08:49.583548] [INFO ] [sig ] TLYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:49.722920] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLYS.txt [2025-11-26T21:08:49.723065] [INFO ] [sig ] [3174/3599] Completed TLYS in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:08:49.723119] [INFO ] [sig ] [3175/3599] Forecasting TM... [2025-11-26T21:08:49.723167] [INFO ] [sig ] Generating forecast for: TM [2025-11-26T21:08:49.723208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-11-26T21:08:49.734543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TM'. [2025-11-26T21:08:49.734857] [INFO ] [FORECASTER] Starting predict_future for TM [2025-11-26T21:08:49.735680] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-11-26T21:08:49.735749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:49.735793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:49.735832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:49.735899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:49.793077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:49.793718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:49.793811] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:49.793856] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:49.912729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:49.912895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:49.912947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:49.912989] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:49.916358] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=59.24%) [2025-11-26T21:08:49.916674] [INFO ] [FORECASTER] Completed predict_future for TM [2025-11-26T21:08:49.916811] [INFO ] [sig ] TM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:50.056136] [INFO ] [LOCAL ] Saved forecast: TM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TM.txt [2025-11-26T21:08:50.056283] [INFO ] [sig ] [3175/3599] Completed TM in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:08:50.056337] [INFO ] [sig ] [3176/3599] Forecasting TMC... [2025-11-26T21:08:50.056375] [INFO ] [sig ] Generating forecast for: TMC [2025-11-26T21:08:50.056414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'. [2025-11-26T21:08:50.068162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMC'. [2025-11-26T21:08:50.068477] [INFO ] [FORECASTER] Starting predict_future for TMC [2025-11-26T21:08:50.069336] [DEBUG] [LOCAL ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt [2025-11-26T21:08:50.069445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:50.069494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:50.069535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:50.069603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:50.126925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:50.127587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:50.127699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:50.127748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:50.243856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:50.243995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:50.244044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:50.244084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:50.247296] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=6.74%) [2025-11-26T21:08:50.247631] [INFO ] [FORECASTER] Completed predict_future for TMC [2025-11-26T21:08:50.247793] [INFO ] [sig ] TMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:50.387462] [INFO ] [LOCAL ] Saved forecast: TMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMC.txt [2025-11-26T21:08:50.387621] [INFO ] [sig ] [3176/3599] Completed TMC in 0.3s | 2.90 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:08:50.387693] [INFO ] [sig ] [3177/3599] Forecasting TMCI... [2025-11-26T21:08:50.387736] [INFO ] [sig ] Generating forecast for: TMCI [2025-11-26T21:08:50.387771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'. [2025-11-26T21:08:50.399877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMCI'. [2025-11-26T21:08:50.400254] [INFO ] [FORECASTER] Starting predict_future for TMCI [2025-11-26T21:08:50.401192] [DEBUG] [LOCAL ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt [2025-11-26T21:08:50.401264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:50.401310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:50.401346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:50.401415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:50.460731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:50.461414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:50.461510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:50.461557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:50.581918] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:50.582094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:50.582147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:50.582188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:50.585619] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=9.44%) [2025-11-26T21:08:50.585938] [INFO ] [FORECASTER] Completed predict_future for TMCI [2025-11-26T21:08:50.586085] [INFO ] [sig ] TMCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:50.725944] [INFO ] [LOCAL ] Saved forecast: TMCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMCI.txt [2025-11-26T21:08:50.726085] [INFO ] [sig ] [3177/3599] Completed TMCI in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:50.726133] [INFO ] [sig ] [3178/3599] Forecasting TMDX... [2025-11-26T21:08:50.726177] [INFO ] [sig ] Generating forecast for: TMDX [2025-11-26T21:08:50.726212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'. [2025-11-26T21:08:50.738015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMDX'. [2025-11-26T21:08:50.738316] [INFO ] [FORECASTER] Starting predict_future for TMDX [2025-11-26T21:08:50.739182] [DEBUG] [LOCAL ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt [2025-11-26T21:08:50.739252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:50.739306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:50.739353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:50.739439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:50.796463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:50.797103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:50.797196] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:50.797243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:50.916998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:50.917204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:50.917253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:50.917294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:50.920739] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=48.30%) [2025-11-26T21:08:50.921032] [INFO ] [FORECASTER] Completed predict_future for TMDX [2025-11-26T21:08:50.921182] [INFO ] [sig ] TMDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:51.065625] [INFO ] [LOCAL ] Saved forecast: TMDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMDX.txt [2025-11-26T21:08:51.065833] [INFO ] [sig ] [3178/3599] Completed TMDX in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:51.065886] [INFO ] [sig ] [3179/3599] Forecasting TME... [2025-11-26T21:08:51.065928] [INFO ] [sig ] Generating forecast for: TME [2025-11-26T21:08:51.065969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-11-26T21:08:51.077231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TME'. [2025-11-26T21:08:51.077589] [INFO ] [FORECASTER] Starting predict_future for TME [2025-11-26T21:08:51.078424] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-11-26T21:08:51.078493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:51.078538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:51.078577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:51.078669] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:51.135731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:51.136344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:51.136437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:51.136484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:51.254104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:51.254275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:51.254333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:51.254371] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:51.257710] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=34.65%) [2025-11-26T21:08:51.257991] [INFO ] [FORECASTER] Completed predict_future for TME [2025-11-26T21:08:51.258128] [INFO ] [sig ] TME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:51.426306] [INFO ] [LOCAL ] Saved forecast: TME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TME.txt [2025-11-26T21:08:51.426491] [INFO ] [sig ] [3179/3599] Completed TME in 0.4s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:51.426540] [INFO ] [sig ] [3180/3599] Forecasting TMHC... [2025-11-26T21:08:51.426585] [INFO ] [sig ] Generating forecast for: TMHC [2025-11-26T21:08:51.426626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-11-26T21:08:51.438046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMHC'. [2025-11-26T21:08:51.438348] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-11-26T21:08:51.439170] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-11-26T21:08:51.439239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:51.439283] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:51.439323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:51.439388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:51.496166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:51.496830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:51.496924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:51.496971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:51.611661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:51.611822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:51.611874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:51.611914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:51.615217] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=5.42%) [2025-11-26T21:08:51.615497] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-11-26T21:08:51.615635] [INFO ] [sig ] TMHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:51.756866] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMHC.txt [2025-11-26T21:08:51.757030] [INFO ] [sig ] [3180/3599] Completed TMHC in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:51.757098] [INFO ] [sig ] [3181/3599] Forecasting TMUS... [2025-11-26T21:08:51.757161] [INFO ] [sig ] Generating forecast for: TMUS [2025-11-26T21:08:51.757217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'. [2025-11-26T21:08:51.769245] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMUS'. [2025-11-26T21:08:51.769712] [INFO ] [FORECASTER] Starting predict_future for TMUS [2025-11-26T21:08:51.770628] [DEBUG] [LOCAL ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt [2025-11-26T21:08:51.770715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:51.770762] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:51.770800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:51.770867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:51.828813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:51.829764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:51.829874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:51.829923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:51.951212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:51.951429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:51.951490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:51.951532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:51.954963] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-11-26T21:08:51.955274] [INFO ] [FORECASTER] Completed predict_future for TMUS [2025-11-26T21:08:51.955422] [INFO ] [sig ] TMUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:52.097478] [INFO ] [LOCAL ] Saved forecast: TMUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TMUS.txt [2025-11-26T21:08:52.097702] [INFO ] [sig ] [3181/3599] Completed TMUS in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:52.097761] [INFO ] [sig ] [3182/3599] Forecasting TNC... [2025-11-26T21:08:52.097802] [INFO ] [sig ] Generating forecast for: TNC [2025-11-26T21:08:52.097843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-11-26T21:08:52.109076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNC'. [2025-11-26T21:08:52.109421] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-11-26T21:08:52.110258] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-11-26T21:08:52.110327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:52.110389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:52.110442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:52.110522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:52.168538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:52.169315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:52.169420] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:52.169480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:52.284904] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:52.285083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:52.285134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:52.285175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:52.288900] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=39.21%) [2025-11-26T21:08:52.289210] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-11-26T21:08:52.289356] [INFO ] [sig ] TNC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:52.431347] [INFO ] [LOCAL ] Saved forecast: TNC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNC.txt [2025-11-26T21:08:52.431580] [INFO ] [sig ] [3182/3599] Completed TNC in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:52.431674] [INFO ] [sig ] [3183/3599] Forecasting TNDM... [2025-11-26T21:08:52.431729] [INFO ] [sig ] Generating forecast for: TNDM [2025-11-26T21:08:52.431784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'. [2025-11-26T21:08:52.447669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNDM'. [2025-11-26T21:08:52.448150] [INFO ] [FORECASTER] Starting predict_future for TNDM [2025-11-26T21:08:52.449259] [DEBUG] [LOCAL ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt [2025-11-26T21:08:52.449352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:52.449440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:52.449556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:52.449690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:52.516835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:52.517820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:52.517922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:52.517982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:52.640549] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:52.640738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:52.640794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:52.640836] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:52.644212] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-11-26T21:08:52.644520] [INFO ] [FORECASTER] Completed predict_future for TNDM [2025-11-26T21:08:52.644681] [INFO ] [sig ] TNDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:52.786756] [INFO ] [LOCAL ] Saved forecast: TNDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNDM.txt [2025-11-26T21:08:52.786911] [INFO ] [sig ] [3183/3599] Completed TNDM in 0.4s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:52.786966] [INFO ] [sig ] [3184/3599] Forecasting TNGX... [2025-11-26T21:08:52.787007] [INFO ] [sig ] Generating forecast for: TNGX [2025-11-26T21:08:52.787048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'. [2025-11-26T21:08:52.798206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNGX'. [2025-11-26T21:08:52.798571] [INFO ] [FORECASTER] Starting predict_future for TNGX [2025-11-26T21:08:52.799413] [DEBUG] [LOCAL ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt [2025-11-26T21:08:52.799486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:52.799532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:52.799572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:52.799659] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:52.859247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:52.860092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:52.860190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:52.860232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:52.985710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:52.985904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:52.985957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:52.985999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:52.989635] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-11-26T21:08:52.989948] [INFO ] [FORECASTER] Completed predict_future for TNGX [2025-11-26T21:08:52.990094] [INFO ] [sig ] TNGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:53.129673] [INFO ] [LOCAL ] Saved forecast: TNGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TNGX.txt [2025-11-26T21:08:53.129821] [INFO ] [sig ] [3184/3599] Completed TNGX in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:53.129887] [INFO ] [sig ] [3185/3599] Forecasting TNK... [2025-11-26T21:08:53.129926] [INFO ] [sig ] Generating forecast for: TNK [2025-11-26T21:08:53.129970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-11-26T21:08:53.141972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNK'. [2025-11-26T21:08:53.142394] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-11-26T21:08:53.143266] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-11-26T21:08:53.143335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:53.143381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:53.143420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:53.143488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:53.200406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:53.201339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:53.201445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:53.201491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:53.321242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:53.321435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:53.321490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:53.321531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:53.324938] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=23.90%) [2025-11-26T21:08:53.325235] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-11-26T21:08:53.325379] [INFO ] [sig ] TNK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:53.467256] [INFO ] [LOCAL ] Saved forecast: TNK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNK.txt [2025-11-26T21:08:53.467456] [INFO ] [sig ] [3185/3599] Completed TNK in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:53.467546] [INFO ] [sig ] [3186/3599] Forecasting TNL... [2025-11-26T21:08:53.467592] [INFO ] [sig ] Generating forecast for: TNL [2025-11-26T21:08:53.467630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-11-26T21:08:53.478926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNL'. [2025-11-26T21:08:53.479303] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-11-26T21:08:53.480174] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-11-26T21:08:53.480243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:53.480288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:53.480327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:53.480396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:53.537870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:53.538789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:53.538885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:53.538935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:53.666903] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:53.667057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:53.667113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:53.667152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:53.670540] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=83.29%) [2025-11-26T21:08:53.670854] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-11-26T21:08:53.670996] [INFO ] [sig ] TNL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:53.809822] [INFO ] [LOCAL ] Saved forecast: TNL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TNL.txt [2025-11-26T21:08:53.809964] [INFO ] [sig ] [3186/3599] Completed TNL in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:53.810013] [INFO ] [sig ] [3187/3599] Forecasting TNON... [2025-11-26T21:08:53.810048] [INFO ] [sig ] Generating forecast for: TNON [2025-11-26T21:08:53.810086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'. [2025-11-26T21:08:53.821475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNON'. [2025-11-26T21:08:53.821795] [INFO ] [FORECASTER] Starting predict_future for TNON [2025-11-26T21:08:53.822679] [DEBUG] [LOCAL ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt [2025-11-26T21:08:53.822749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:53.822796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:53.822836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:53.822904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:53.881351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:53.882033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:53.882125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:53.882172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:54.003781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:54.003925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:54.003976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:54.004017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:54.007293] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-11-26T21:08:54.007597] [INFO ] [FORECASTER] Completed predict_future for TNON [2025-11-26T21:08:54.007774] [INFO ] [sig ] TNON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:54.149168] [INFO ] [LOCAL ] Saved forecast: TNON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNON.txt [2025-11-26T21:08:54.149316] [INFO ] [sig ] [3187/3599] Completed TNON in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:54.149371] [INFO ] [sig ] [3188/3599] Forecasting TNXP... [2025-11-26T21:08:54.149416] [INFO ] [sig ] Generating forecast for: TNXP [2025-11-26T21:08:54.149462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'. [2025-11-26T21:08:54.160604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNXP'. [2025-11-26T21:08:54.160948] [INFO ] [FORECASTER] Starting predict_future for TNXP [2025-11-26T21:08:54.161876] [DEBUG] [LOCAL ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt [2025-11-26T21:08:54.161949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:54.162014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:54.162079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:54.162184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:54.222885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:54.223596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:54.223721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:54.223795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:54.347530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:54.347704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:54.347771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:54.347828] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:54.351326] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=82.82%) [2025-11-26T21:08:54.351688] [INFO ] [FORECASTER] Completed predict_future for TNXP [2025-11-26T21:08:54.351842] [INFO ] [sig ] TNXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:54.497018] [INFO ] [LOCAL ] Saved forecast: TNXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TNXP.txt [2025-11-26T21:08:54.497179] [INFO ] [sig ] [3188/3599] Completed TNXP in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:54.497249] [INFO ] [sig ] [3189/3599] Forecasting TNYA... [2025-11-26T21:08:54.497308] [INFO ] [sig ] Generating forecast for: TNYA [2025-11-26T21:08:54.497368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'. [2025-11-26T21:08:54.508137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNYA'. [2025-11-26T21:08:54.508469] [INFO ] [FORECASTER] Starting predict_future for TNYA [2025-11-26T21:08:54.509346] [DEBUG] [LOCAL ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt [2025-11-26T21:08:54.509417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:54.509463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:54.509503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:54.509573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:54.567663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:54.568295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:54.568397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:54.568446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:54.695368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:54.695524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:54.695604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:54.695667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:54.699116] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=15.58%) [2025-11-26T21:08:54.699453] [INFO ] [FORECASTER] Completed predict_future for TNYA [2025-11-26T21:08:54.699627] [INFO ] [sig ] TNYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:54.842794] [INFO ] [LOCAL ] Saved forecast: TNYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNYA.txt [2025-11-26T21:08:54.842928] [INFO ] [sig ] [3189/3599] Completed TNYA in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.4m [2025-11-26T21:08:54.842981] [INFO ] [sig ] [3190/3599] Forecasting TOI... [2025-11-26T21:08:54.843027] [INFO ] [sig ] Generating forecast for: TOI [2025-11-26T21:08:54.843066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'. [2025-11-26T21:08:54.854549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOI'. [2025-11-26T21:08:54.854918] [INFO ] [FORECASTER] Starting predict_future for TOI [2025-11-26T21:08:54.855801] [DEBUG] [LOCAL ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt [2025-11-26T21:08:54.855870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:54.855916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:54.855954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:54.856024] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:54.914299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:54.914959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:54.915054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:54.915095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:55.035065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:55.035202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:55.035251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:55.035291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:55.038594] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-11-26T21:08:55.038905] [INFO ] [FORECASTER] Completed predict_future for TOI [2025-11-26T21:08:55.039058] [INFO ] [sig ] TOI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:55.179076] [INFO ] [LOCAL ] Saved forecast: TOI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TOI.txt [2025-11-26T21:08:55.179220] [INFO ] [sig ] [3190/3599] Completed TOI in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:08:55.179289] [INFO ] [sig ] [3191/3599] Forecasting TOL... [2025-11-26T21:08:55.179348] [INFO ] [sig ] Generating forecast for: TOL [2025-11-26T21:08:55.179416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-11-26T21:08:55.190952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOL'. [2025-11-26T21:08:55.191270] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-11-26T21:08:55.192185] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-11-26T21:08:55.192255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:55.192302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:55.192343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:55.192411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:55.251157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:55.251804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:55.251908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:55.251953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:55.367771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:55.367892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:55.367935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:55.367977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:55.371237] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=49.36%) [2025-11-26T21:08:55.371561] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-11-26T21:08:55.371719] [INFO ] [sig ] TOL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:55.512901] [INFO ] [LOCAL ] Saved forecast: TOL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TOL.txt [2025-11-26T21:08:55.513038] [INFO ] [sig ] [3191/3599] Completed TOL in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:08:55.513090] [INFO ] [sig ] [3192/3599] Forecasting TORO... [2025-11-26T21:08:55.513127] [INFO ] [sig ] Generating forecast for: TORO [2025-11-26T21:08:55.513168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'. [2025-11-26T21:08:55.523699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TORO'. [2025-11-26T21:08:55.523977] [INFO ] [FORECASTER] Starting predict_future for TORO [2025-11-26T21:08:55.524830] [DEBUG] [LOCAL ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt [2025-11-26T21:08:55.524899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:55.524962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:55.525030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:55.525138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:55.583283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:55.584025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:55.584125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:55.584187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:55.699910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:55.700053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:55.700121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:55.700185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:55.703498] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=46.06%) [2025-11-26T21:08:55.703871] [INFO ] [FORECASTER] Completed predict_future for TORO [2025-11-26T21:08:55.704030] [INFO ] [sig ] TORO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:55.844151] [INFO ] [LOCAL ] Saved forecast: TORO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TORO.txt [2025-11-26T21:08:55.844289] [INFO ] [sig ] [3192/3599] Completed TORO in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:08:55.844362] [INFO ] [sig ] [3193/3599] Forecasting TOWN... [2025-11-26T21:08:55.844431] [INFO ] [sig ] Generating forecast for: TOWN [2025-11-26T21:08:55.844500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'. [2025-11-26T21:08:55.855140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOWN'. [2025-11-26T21:08:55.855452] [INFO ] [FORECASTER] Starting predict_future for TOWN [2025-11-26T21:08:55.856309] [DEBUG] [LOCAL ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt [2025-11-26T21:08:55.856387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:55.856470] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:55.856539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:55.856670] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:55.915100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:55.915787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:55.915886] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:55.915954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:56.032817] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:56.032961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:56.033024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:56.033082] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:56.036446] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-11-26T21:08:56.036809] [INFO ] [FORECASTER] Completed predict_future for TOWN [2025-11-26T21:08:56.036972] [INFO ] [sig ] TOWN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:56.179729] [INFO ] [LOCAL ] Saved forecast: TOWN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TOWN.txt [2025-11-26T21:08:56.179880] [INFO ] [sig ] [3193/3599] Completed TOWN in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:08:56.179962] [INFO ] [sig ] [3194/3599] Forecasting TOYO... [2025-11-26T21:08:56.180023] [INFO ] [sig ] Generating forecast for: TOYO [2025-11-26T21:08:56.180088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'. [2025-11-26T21:08:56.191599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOYO'. [2025-11-26T21:08:56.191998] [INFO ] [FORECASTER] Starting predict_future for TOYO [2025-11-26T21:08:56.192930] [DEBUG] [LOCAL ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt [2025-11-26T21:08:56.193001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:56.193048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:56.193089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:56.193156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:56.250263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:56.250908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:56.250999] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:56.251039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:56.363488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:56.363607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:56.363677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:56.363734] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:56.367046] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=96.12%) [2025-11-26T21:08:56.367329] [INFO ] [FORECASTER] Completed predict_future for TOYO [2025-11-26T21:08:56.367466] [INFO ] [sig ] TOYO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:56.507178] [INFO ] [LOCAL ] Saved forecast: TOYO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TOYO.txt [2025-11-26T21:08:56.507307] [INFO ] [sig ] [3194/3599] Completed TOYO in 0.3s | 2.90 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:08:56.507359] [INFO ] [sig ] [3195/3599] Forecasting TPB... [2025-11-26T21:08:56.507400] [INFO ] [sig ] Generating forecast for: TPB [2025-11-26T21:08:56.507439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-11-26T21:08:56.519067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPB'. [2025-11-26T21:08:56.519383] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-11-26T21:08:56.520270] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-11-26T21:08:56.520340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:56.520384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:56.520421] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:56.520496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:56.577448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:56.578148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:56.578245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:56.578293] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:56.696221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:56.696356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:56.696405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:56.696452] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:56.699661] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=28.19%) [2025-11-26T21:08:56.699946] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-11-26T21:08:56.700099] [INFO ] [sig ] TPB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:56.841191] [INFO ] [LOCAL ] Saved forecast: TPB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPB.txt [2025-11-26T21:08:56.841346] [INFO ] [sig ] [3195/3599] Completed TPB in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:56.841405] [INFO ] [sig ] [3196/3599] Forecasting TPC... [2025-11-26T21:08:56.841446] [INFO ] [sig ] Generating forecast for: TPC [2025-11-26T21:08:56.841482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-11-26T21:08:56.852702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPC'. [2025-11-26T21:08:56.853010] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-11-26T21:08:56.853911] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-11-26T21:08:56.853980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:56.854026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:56.854066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:56.854133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:56.915210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:56.915945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:56.916041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:56.916082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:57.036972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:57.037165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:57.037219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:57.037260] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:57.040796] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=23.34%) [2025-11-26T21:08:57.041100] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-11-26T21:08:57.041245] [INFO ] [sig ] TPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:57.184451] [INFO ] [LOCAL ] Saved forecast: TPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPC.txt [2025-11-26T21:08:57.184622] [INFO ] [sig ] [3196/3599] Completed TPC in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:57.184696] [INFO ] [sig ] [3197/3599] Forecasting TPCS... [2025-11-26T21:08:57.184756] [INFO ] [sig ] Generating forecast for: TPCS [2025-11-26T21:08:57.184804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'. [2025-11-26T21:08:57.195987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPCS'. [2025-11-26T21:08:57.196347] [INFO ] [FORECASTER] Starting predict_future for TPCS [2025-11-26T21:08:57.197208] [DEBUG] [LOCAL ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt [2025-11-26T21:08:57.197280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:57.197326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:57.197366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:57.197435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:57.256816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:57.257588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:57.257705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:57.257755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:57.372121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:57.372318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:57.372376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:57.372416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:57.375803] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=16.47%) [2025-11-26T21:08:57.376112] [INFO ] [FORECASTER] Completed predict_future for TPCS [2025-11-26T21:08:57.376259] [INFO ] [sig ] TPCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:57.519537] [INFO ] [LOCAL ] Saved forecast: TPCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPCS.txt [2025-11-26T21:08:57.519708] [INFO ] [sig ] [3197/3599] Completed TPCS in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:57.519766] [INFO ] [sig ] [3198/3599] Forecasting TPG... [2025-11-26T21:08:57.519810] [INFO ] [sig ] Generating forecast for: TPG [2025-11-26T21:08:57.519850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'. [2025-11-26T21:08:57.534744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPG'. [2025-11-26T21:08:57.535276] [INFO ] [FORECASTER] Starting predict_future for TPG [2025-11-26T21:08:57.536403] [DEBUG] [LOCAL ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt [2025-11-26T21:08:57.536491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:57.536557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:57.536613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:57.536740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:57.600158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:57.601148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:57.601260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:57.601307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:57.721014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:57.721203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:57.721256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:57.721297] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:57.724669] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-11-26T21:08:57.724955] [INFO ] [FORECASTER] Completed predict_future for TPG [2025-11-26T21:08:57.725095] [INFO ] [sig ] TPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:57.864926] [INFO ] [LOCAL ] Saved forecast: TPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPG.txt [2025-11-26T21:08:57.865076] [INFO ] [sig ] [3198/3599] Completed TPG in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:57.865130] [INFO ] [sig ] [3199/3599] Forecasting TPGXL... [2025-11-26T21:08:57.865176] [INFO ] [sig ] Generating forecast for: TPGXL [2025-11-26T21:08:57.865215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'. [2025-11-26T21:08:57.875372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'. [2025-11-26T21:08:57.875667] [INFO ] [FORECASTER] Starting predict_future for TPGXL [2025-11-26T21:08:57.876452] [DEBUG] [LOCAL ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt [2025-11-26T21:08:57.876521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:57.876568] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:57.876608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:57.876701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:57.933472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:57.934150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:57.934244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:57.934284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:58.045491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:58.045628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:58.045693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:58.045732] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:58.049018] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=43.61%) [2025-11-26T21:08:58.049301] [INFO ] [FORECASTER] Completed predict_future for TPGXL [2025-11-26T21:08:58.049438] [INFO ] [sig ] TPGXL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:58.188940] [INFO ] [LOCAL ] Saved forecast: TPGXL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPGXL.txt [2025-11-26T21:08:58.189078] [INFO ] [sig ] [3199/3599] Completed TPGXL in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:58.189130] [INFO ] [sig ] [3200/3599] Forecasting TPH... [2025-11-26T21:08:58.189172] [INFO ] [sig ] Generating forecast for: TPH [2025-11-26T21:08:58.189213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-11-26T21:08:58.199915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPH'. [2025-11-26T21:08:58.200204] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-11-26T21:08:58.201036] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-11-26T21:08:58.201104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:58.201150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:58.201190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:58.201256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:58.257725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:58.258330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:58.258423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:58.258462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:58.374612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:58.374770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:58.374819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:58.374873] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:58.378204] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=36.72%) [2025-11-26T21:08:58.378487] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-11-26T21:08:58.378625] [INFO ] [sig ] TPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:58.522228] [INFO ] [LOCAL ] Saved forecast: TPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPH.txt [2025-11-26T21:08:58.522411] [INFO ] [sig ] [3200/3599] Completed TPH in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:58.522476] [INFO ] [sig ] [3201/3599] Forecasting TPL... [2025-11-26T21:08:58.522522] [INFO ] [sig ] Generating forecast for: TPL [2025-11-26T21:08:58.522561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-11-26T21:08:58.534148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPL'. [2025-11-26T21:08:58.534463] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-11-26T21:08:58.535294] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-11-26T21:08:58.535363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:58.535408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:58.535448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:58.535514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:58.591528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:58.592220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:58.592313] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:58.592358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:58.709346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:58.709513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:58.709564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:58.709604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:58.712987] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=82.70%) [2025-11-26T21:08:58.713276] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-11-26T21:08:58.713414] [INFO ] [sig ] TPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:58.850688] [INFO ] [LOCAL ] Saved forecast: TPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TPL.txt [2025-11-26T21:08:58.850836] [INFO ] [sig ] [3201/3599] Completed TPL in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:58.850889] [INFO ] [sig ] [3202/3599] Forecasting TPVG... [2025-11-26T21:08:58.850930] [INFO ] [sig ] Generating forecast for: TPVG [2025-11-26T21:08:58.850966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-11-26T21:08:58.861540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPVG'. [2025-11-26T21:08:58.861857] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-11-26T21:08:58.862674] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-11-26T21:08:58.862739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:58.862783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:58.862822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:58.862887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:58.918472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:58.919165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:58.919262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:58.919320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:59.040130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:59.040296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:59.040348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:59.040393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:59.043734] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=5.72%) [2025-11-26T21:08:59.044021] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-11-26T21:08:59.044161] [INFO ] [sig ] TPVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:08:59.183285] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPVG.txt [2025-11-26T21:08:59.183418] [INFO ] [sig ] [3202/3599] Completed TPVG in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:59.183470] [INFO ] [sig ] [3203/3599] Forecasting TPYP... [2025-11-26T21:08:59.183507] [INFO ] [sig ] Generating forecast for: TPYP [2025-11-26T21:08:59.183549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-11-26T21:08:59.195040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPYP'. [2025-11-26T21:08:59.195332] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-11-26T21:08:59.196166] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-11-26T21:08:59.196233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:59.196278] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:59.196318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:59.196384] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:59.253720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:59.254350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:59.254442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:59.254482] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:59.367448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:59.367601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:59.367682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:59.367724] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:59.371096] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=79.62%) [2025-11-26T21:08:59.371390] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-11-26T21:08:59.371533] [INFO ] [sig ] TPYP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:59.511839] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TPYP.txt [2025-11-26T21:08:59.511982] [INFO ] [sig ] [3203/3599] Completed TPYP in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:59.512037] [INFO ] [sig ] [3204/3599] Forecasting TPZ... [2025-11-26T21:08:59.512077] [INFO ] [sig ] Generating forecast for: TPZ [2025-11-26T21:08:59.512115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-11-26T21:08:59.522797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPZ'. [2025-11-26T21:08:59.523099] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-11-26T21:08:59.523912] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-11-26T21:08:59.523981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:59.524027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:59.524066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:59.524146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:59.584154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:59.584889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:59.584984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:59.585026] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:08:59.696098] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:08:59.696234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:08:59.696283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:08:59.696322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:08:59.699540] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=54.56%) [2025-11-26T21:08:59.699846] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-11-26T21:08:59.699999] [INFO ] [sig ] TPZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:08:59.838265] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TPZ.txt [2025-11-26T21:08:59.838401] [INFO ] [sig ] [3204/3599] Completed TPZ in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:08:59.838455] [INFO ] [sig ] [3205/3599] Forecasting TQQQ... [2025-11-26T21:08:59.838504] [INFO ] [sig ] Generating forecast for: TQQQ [2025-11-26T21:08:59.838548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'. [2025-11-26T21:08:59.849448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'. [2025-11-26T21:08:59.849769] [INFO ] [FORECASTER] Starting predict_future for TQQQ [2025-11-26T21:08:59.850569] [DEBUG] [LOCAL ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt [2025-11-26T21:08:59.850654] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:08:59.850701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:08:59.850743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:08:59.850810] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:08:59.907260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:08:59.907958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:08:59.908053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:08:59.908092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:00.027999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:00.028134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:00.028183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:00.028222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:00.031616] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=73.40%) [2025-11-26T21:09:00.031928] [INFO ] [FORECASTER] Completed predict_future for TQQQ [2025-11-26T21:09:00.032079] [INFO ] [sig ] TQQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:00.171452] [INFO ] [LOCAL ] Saved forecast: TQQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TQQQ.txt [2025-11-26T21:09:00.171611] [INFO ] [sig ] [3205/3599] Completed TQQQ in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:09:00.171688] [INFO ] [sig ] [3206/3599] Forecasting TRC... [2025-11-26T21:09:00.171732] [INFO ] [sig ] Generating forecast for: TRC [2025-11-26T21:09:00.171771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-11-26T21:09:00.182911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRC'. [2025-11-26T21:09:00.183220] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-11-26T21:09:00.184044] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-11-26T21:09:00.184124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:00.184170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:00.184210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:00.184283] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:00.240576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:00.241332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:00.241425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:00.241465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:00.357807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:00.357941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:00.357990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:00.358028] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:00.361229] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=90.13%) [2025-11-26T21:09:00.361516] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-11-26T21:09:00.361686] [INFO ] [sig ] TRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:00.503217] [INFO ] [LOCAL ] Saved forecast: TRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRC.txt [2025-11-26T21:09:00.503360] [INFO ] [sig ] [3206/3599] Completed TRC in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:09:00.503412] [INFO ] [sig ] [3207/3599] Forecasting TRDA... [2025-11-26T21:09:00.503452] [INFO ] [sig ] Generating forecast for: TRDA [2025-11-26T21:09:00.503491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'. [2025-11-26T21:09:00.514415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRDA'. [2025-11-26T21:09:00.514739] [INFO ] [FORECASTER] Starting predict_future for TRDA [2025-11-26T21:09:00.515558] [DEBUG] [LOCAL ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt [2025-11-26T21:09:00.515625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:00.515693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:00.515734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:00.515800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:00.571769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:00.572414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:00.572505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:00.572545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:00.691606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:00.691760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:00.691812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:00.691852] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:00.695191] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=53.70%) [2025-11-26T21:09:00.695490] [INFO ] [FORECASTER] Completed predict_future for TRDA [2025-11-26T21:09:00.695636] [INFO ] [sig ] TRDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:00.836234] [INFO ] [LOCAL ] Saved forecast: TRDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRDA.txt [2025-11-26T21:09:00.837434] [INFO ] [sig ] [3207/3599] Completed TRDA in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.3m [2025-11-26T21:09:00.837543] [INFO ] [sig ] [3208/3599] Forecasting TREE... [2025-11-26T21:09:00.837600] [INFO ] [sig ] Generating forecast for: TREE [2025-11-26T21:09:00.837666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'. [2025-11-26T21:09:00.848390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREE'. [2025-11-26T21:09:00.848734] [INFO ] [FORECASTER] Starting predict_future for TREE [2025-11-26T21:09:00.849518] [DEBUG] [LOCAL ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt [2025-11-26T21:09:00.849591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:00.849636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:00.849700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:00.849769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:00.905935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:00.906746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:00.906836] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:00.906875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:01.030861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:01.031054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:01.031110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:01.031153] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:01.034894] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=26.81%) [2025-11-26T21:09:01.035239] [INFO ] [FORECASTER] Completed predict_future for TREE [2025-11-26T21:09:01.035406] [INFO ] [sig ] TREE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:01.177433] [INFO ] [LOCAL ] Saved forecast: TREE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TREE.txt [2025-11-26T21:09:01.177625] [INFO ] [sig ] [3208/3599] Completed TREE in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:09:01.177704] [INFO ] [sig ] [3209/3599] Forecasting TREX... [2025-11-26T21:09:01.177750] [INFO ] [sig ] Generating forecast for: TREX [2025-11-26T21:09:01.177791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-11-26T21:09:01.189525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREX'. [2025-11-26T21:09:01.189926] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-11-26T21:09:01.190987] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-11-26T21:09:01.191059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:01.191105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:01.191146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:01.191216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:01.252262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:01.253219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:01.253325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:01.253373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:01.380267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:01.380461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:01.380516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:01.380560] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:01.384092] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=9.29%) [2025-11-26T21:09:01.384421] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-11-26T21:09:01.384576] [INFO ] [sig ] TREX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:01.525410] [INFO ] [LOCAL ] Saved forecast: TREX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TREX.txt [2025-11-26T21:09:01.525586] [INFO ] [sig ] [3209/3599] Completed TREX in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:09:01.525661] [INFO ] [sig ] [3210/3599] Forecasting TRGP... [2025-11-26T21:09:01.525707] [INFO ] [sig ] Generating forecast for: TRGP [2025-11-26T21:09:01.525750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-11-26T21:09:01.540296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRGP'. [2025-11-26T21:09:01.540734] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-11-26T21:09:01.541593] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-11-26T21:09:01.541685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:01.541737] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:01.541777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:01.541843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:01.599165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:01.600135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:01.600242] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:01.600296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:01.722821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:01.723017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:01.723071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:01.723112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:01.726664] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=59.95%) [2025-11-26T21:09:01.727022] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-11-26T21:09:01.727179] [INFO ] [sig ] TRGP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:01.872368] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRGP.txt [2025-11-26T21:09:01.872514] [INFO ] [sig ] [3210/3599] Completed TRGP in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:09:01.872572] [INFO ] [sig ] [3211/3599] Forecasting TRI... [2025-11-26T21:09:01.872614] [INFO ] [sig ] Generating forecast for: TRI [2025-11-26T21:09:01.872676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'. [2025-11-26T21:09:01.883422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRI'. [2025-11-26T21:09:01.883739] [INFO ] [FORECASTER] Starting predict_future for TRI [2025-11-26T21:09:01.884521] [DEBUG] [LOCAL ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt [2025-11-26T21:09:01.884589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:01.884634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:01.884694] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:01.884762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:01.940703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:01.941352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:01.941458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:01.941520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:02.060588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:02.060780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:02.060849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:02.060904] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:02.064414] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=75.82%) [2025-11-26T21:09:02.064785] [INFO ] [FORECASTER] Completed predict_future for TRI [2025-11-26T21:09:02.064950] [INFO ] [sig ] TRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:02.207191] [INFO ] [LOCAL ] Saved forecast: TRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRI.txt [2025-11-26T21:09:02.207377] [INFO ] [sig ] [3211/3599] Completed TRI in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:09:02.207447] [INFO ] [sig ] [3212/3599] Forecasting TRIN... [2025-11-26T21:09:02.207527] [INFO ] [sig ] Generating forecast for: TRIN [2025-11-26T21:09:02.207581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'. [2025-11-26T21:09:02.220746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIN'. [2025-11-26T21:09:02.221130] [INFO ] [FORECASTER] Starting predict_future for TRIN [2025-11-26T21:09:02.222013] [DEBUG] [LOCAL ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt [2025-11-26T21:09:02.222084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:02.222132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:02.222172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:02.222242] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:02.280359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:02.281157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:02.281254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:02.281300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:02.401809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:02.401948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:02.402017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:02.402077] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:02.405400] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=29.96%) [2025-11-26T21:09:02.405716] [INFO ] [FORECASTER] Completed predict_future for TRIN [2025-11-26T21:09:02.405871] [INFO ] [sig ] TRIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:02.546459] [INFO ] [LOCAL ] Saved forecast: TRIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRIN.txt [2025-11-26T21:09:02.546691] [INFO ] [sig ] [3212/3599] Completed TRIN in 0.3s | 2.90 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:09:02.546767] [INFO ] [sig ] [3213/3599] Forecasting TRIP... [2025-11-26T21:09:02.546828] [INFO ] [sig ] Generating forecast for: TRIP [2025-11-26T21:09:02.546889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'. [2025-11-26T21:09:02.558294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIP'. [2025-11-26T21:09:02.558723] [INFO ] [FORECASTER] Starting predict_future for TRIP [2025-11-26T21:09:02.559582] [DEBUG] [LOCAL ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt [2025-11-26T21:09:02.559703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:02.559767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:02.559825] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:02.559921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:02.617758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:02.618690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:02.618818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:02.618880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:02.742140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:02.742509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:02.742581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:02.742637] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:02.746308] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=88.84%) [2025-11-26T21:09:02.746623] [INFO ] [FORECASTER] Completed predict_future for TRIP [2025-11-26T21:09:02.746802] [INFO ] [sig ] TRIP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:02.888277] [INFO ] [LOCAL ] Saved forecast: TRIP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRIP.txt [2025-11-26T21:09:02.888480] [INFO ] [sig ] [3213/3599] Completed TRIP in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:02.888560] [INFO ] [sig ] [3214/3599] Forecasting TRMB... [2025-11-26T21:09:02.888632] [INFO ] [sig ] Generating forecast for: TRMB [2025-11-26T21:09:02.888726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'. [2025-11-26T21:09:02.900994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMB'. [2025-11-26T21:09:02.901436] [INFO ] [FORECASTER] Starting predict_future for TRMB [2025-11-26T21:09:02.902331] [DEBUG] [LOCAL ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt [2025-11-26T21:09:02.902402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:02.902449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:02.902490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:02.902558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:02.960757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:02.961666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:02.961774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:02.961821] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:03.085480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:03.085685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:03.085738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:03.085778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:03.089299] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=48.93%) [2025-11-26T21:09:03.089617] [INFO ] [FORECASTER] Completed predict_future for TRMB [2025-11-26T21:09:03.089783] [INFO ] [sig ] TRMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:03.232027] [INFO ] [LOCAL ] Saved forecast: TRMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRMB.txt [2025-11-26T21:09:03.232204] [INFO ] [sig ] [3214/3599] Completed TRMB in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:03.232257] [INFO ] [sig ] [3215/3599] Forecasting TRMD... [2025-11-26T21:09:03.232300] [INFO ] [sig ] Generating forecast for: TRMD [2025-11-26T21:09:03.232339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'. [2025-11-26T21:09:03.246766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMD'. [2025-11-26T21:09:03.247202] [INFO ] [FORECASTER] Starting predict_future for TRMD [2025-11-26T21:09:03.248279] [DEBUG] [LOCAL ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt [2025-11-26T21:09:03.248362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:03.248417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:03.248465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:03.248558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:03.314056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:03.314887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:03.314990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:03.315039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:03.432824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:03.433024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:03.433080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:03.433125] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:03.436628] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=49.73%) [2025-11-26T21:09:03.436974] [INFO ] [FORECASTER] Completed predict_future for TRMD [2025-11-26T21:09:03.437126] [INFO ] [sig ] TRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:03.582430] [INFO ] [LOCAL ] Saved forecast: TRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRMD.txt [2025-11-26T21:09:03.582610] [INFO ] [sig ] [3215/3599] Completed TRMD in 0.4s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:03.582687] [INFO ] [sig ] [3216/3599] Forecasting TRMK... [2025-11-26T21:09:03.582730] [INFO ] [sig ] Generating forecast for: TRMK [2025-11-26T21:09:03.582771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'. [2025-11-26T21:09:03.594137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMK'. [2025-11-26T21:09:03.594546] [INFO ] [FORECASTER] Starting predict_future for TRMK [2025-11-26T21:09:03.595395] [DEBUG] [LOCAL ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt [2025-11-26T21:09:03.595467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:03.595513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:03.595553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:03.595622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:03.654120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:03.655015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:03.655121] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:03.655170] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:03.772744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:03.772934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:03.772986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:03.773027] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:03.776368] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=3.33%) [2025-11-26T21:09:03.776813] [INFO ] [FORECASTER] Completed predict_future for TRMK [2025-11-26T21:09:03.776964] [INFO ] [sig ] TRMK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:03.922734] [INFO ] [LOCAL ] Saved forecast: TRMK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRMK.txt [2025-11-26T21:09:03.922915] [INFO ] [sig ] [3216/3599] Completed TRMK in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:03.922970] [INFO ] [sig ] [3217/3599] Forecasting TRN... [2025-11-26T21:09:03.923011] [INFO ] [sig ] Generating forecast for: TRN [2025-11-26T21:09:03.923053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-11-26T21:09:03.934469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRN'. [2025-11-26T21:09:03.934931] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-11-26T21:09:03.935794] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-11-26T21:09:03.935905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:03.935955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:03.935996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:03.936066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:03.994884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:03.995774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:03.995875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:03.995923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:04.116170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:04.116369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:04.116424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:04.116467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:04.119920] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=29.16%) [2025-11-26T21:09:04.120238] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-11-26T21:09:04.120389] [INFO ] [sig ] TRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:04.268801] [INFO ] [LOCAL ] Saved forecast: TRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRN.txt [2025-11-26T21:09:04.268992] [INFO ] [sig ] [3217/3599] Completed TRN in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:04.269047] [INFO ] [sig ] [3218/3599] Forecasting TRNO... [2025-11-26T21:09:04.269093] [INFO ] [sig ] Generating forecast for: TRNO [2025-11-26T21:09:04.269136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-11-26T21:09:04.280977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNO'. [2025-11-26T21:09:04.281347] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-11-26T21:09:04.282181] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-11-26T21:09:04.282250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:04.282296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:04.282337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:04.282406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:04.338278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:04.339022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:04.339118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:04.339163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:04.456936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:04.457123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:04.457178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:04.457221] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:04.460576] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=72.36%) [2025-11-26T21:09:04.460894] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-11-26T21:09:04.461034] [INFO ] [sig ] TRNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:04.599935] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRNO.txt [2025-11-26T21:09:04.600073] [INFO ] [sig ] [3218/3599] Completed TRNO in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:04.600127] [INFO ] [sig ] [3219/3599] Forecasting TRNS... [2025-11-26T21:09:04.600168] [INFO ] [sig ] Generating forecast for: TRNS [2025-11-26T21:09:04.600207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'. [2025-11-26T21:09:04.611040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNS'. [2025-11-26T21:09:04.611333] [INFO ] [FORECASTER] Starting predict_future for TRNS [2025-11-26T21:09:04.612154] [DEBUG] [LOCAL ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt [2025-11-26T21:09:04.612224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:04.612268] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:04.612308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:04.612380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:04.668398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:04.669042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:04.669138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:04.669185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:04.786909] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:04.787101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:04.787155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:04.787198] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:04.790675] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-11-26T21:09:04.790991] [INFO ] [FORECASTER] Completed predict_future for TRNS [2025-11-26T21:09:04.791140] [INFO ] [sig ] TRNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:04.929802] [INFO ] [LOCAL ] Saved forecast: TRNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRNS.txt [2025-11-26T21:09:04.929972] [INFO ] [sig ] [3219/3599] Completed TRNS in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:04.930026] [INFO ] [sig ] [3220/3599] Forecasting TROX... [2025-11-26T21:09:04.930068] [INFO ] [sig ] Generating forecast for: TROX [2025-11-26T21:09:04.930108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-11-26T21:09:04.941447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TROX'. [2025-11-26T21:09:04.941877] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-11-26T21:09:04.942701] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-11-26T21:09:04.942767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:04.942811] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:04.942850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:04.942917] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:04.998937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:04.999555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:04.999665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:04.999711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:05.113501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:05.113667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:05.113717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:05.113757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:05.116989] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=3.37%) [2025-11-26T21:09:05.117287] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-11-26T21:09:05.117425] [INFO ] [sig ] TROX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:05.257456] [INFO ] [LOCAL ] Saved forecast: TROX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TROX.txt [2025-11-26T21:09:05.257675] [INFO ] [sig ] [3220/3599] Completed TROX in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:05.257754] [INFO ] [sig ] [3221/3599] Forecasting TRP... [2025-11-26T21:09:05.257817] [INFO ] [sig ] Generating forecast for: TRP [2025-11-26T21:09:05.257879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-11-26T21:09:05.269444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRP'. [2025-11-26T21:09:05.269815] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-11-26T21:09:05.270617] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-11-26T21:09:05.270708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:05.270753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:05.270793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:05.270862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:05.330446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:05.331320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:05.331422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:05.331470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:05.447225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:05.447421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:05.447476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:05.447539] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:05.451063] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=74.15%) [2025-11-26T21:09:05.451360] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-11-26T21:09:05.451505] [INFO ] [sig ] TRP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:05.595840] [INFO ] [LOCAL ] Saved forecast: TRP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRP.txt [2025-11-26T21:09:05.596010] [INFO ] [sig ] [3221/3599] Completed TRP in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:05.596065] [INFO ] [sig ] [3222/3599] Forecasting TRS... [2025-11-26T21:09:05.596107] [INFO ] [sig ] Generating forecast for: TRS [2025-11-26T21:09:05.596149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'. [2025-11-26T21:09:05.607687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRS'. [2025-11-26T21:09:05.608187] [INFO ] [FORECASTER] Starting predict_future for TRS [2025-11-26T21:09:05.609159] [DEBUG] [LOCAL ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt [2025-11-26T21:09:05.609231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:05.609279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:05.609320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:05.609390] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:05.672819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:05.673710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:05.673810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:05.673858] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:05.800500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:05.800706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:05.800761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:05.800803] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:05.804335] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=77.06%) [2025-11-26T21:09:05.804669] [INFO ] [FORECASTER] Completed predict_future for TRS [2025-11-26T21:09:05.804835] [INFO ] [sig ] TRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:05.951910] [INFO ] [LOCAL ] Saved forecast: TRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRS.txt [2025-11-26T21:09:05.952077] [INFO ] [sig ] [3222/3599] Completed TRS in 0.4s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:05.952132] [INFO ] [sig ] [3223/3599] Forecasting TRTX... [2025-11-26T21:09:05.952178] [INFO ] [sig ] Generating forecast for: TRTX [2025-11-26T21:09:05.952234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-11-26T21:09:05.964442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRTX'. [2025-11-26T21:09:05.964840] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-11-26T21:09:05.965686] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-11-26T21:09:05.965755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:05.965801] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:05.965842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:05.965914] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:06.027226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:06.028133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:06.028239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:06.028285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:06.148628] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:06.148828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:06.148876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:06.148918] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:06.152299] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=69.77%) [2025-11-26T21:09:06.152626] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-11-26T21:09:06.152796] [INFO ] [sig ] TRTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:06.291384] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRTX.txt [2025-11-26T21:09:06.291552] [INFO ] [sig ] [3223/3599] Completed TRTX in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:06.291605] [INFO ] [sig ] [3224/3599] Forecasting TRUE... [2025-11-26T21:09:06.291669] [INFO ] [sig ] Generating forecast for: TRUE [2025-11-26T21:09:06.291714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'. [2025-11-26T21:09:06.302985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUE'. [2025-11-26T21:09:06.303331] [INFO ] [FORECASTER] Starting predict_future for TRUE [2025-11-26T21:09:06.304156] [DEBUG] [LOCAL ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt [2025-11-26T21:09:06.304224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:06.304270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:06.304309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:06.304378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:06.359754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:06.360575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:06.360707] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:06.360766] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:06.480989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:06.481179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:06.481253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:06.481295] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:06.484793] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=11.01%) [2025-11-26T21:09:06.485104] [INFO ] [FORECASTER] Completed predict_future for TRUE [2025-11-26T21:09:06.485254] [INFO ] [sig ] TRUE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:06.625444] [INFO ] [LOCAL ] Saved forecast: TRUE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRUE.txt [2025-11-26T21:09:06.625628] [INFO ] [sig ] [3224/3599] Completed TRUE in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.2m [2025-11-26T21:09:06.625723] [INFO ] [sig ] [3225/3599] Forecasting TRUP... [2025-11-26T21:09:06.625770] [INFO ] [sig ] Generating forecast for: TRUP [2025-11-26T21:09:06.625810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'. [2025-11-26T21:09:06.637402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUP'. [2025-11-26T21:09:06.637845] [INFO ] [FORECASTER] Starting predict_future for TRUP [2025-11-26T21:09:06.638683] [DEBUG] [LOCAL ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt [2025-11-26T21:09:06.638752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:06.638797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:06.638836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:06.638905] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:06.696171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:06.697087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:06.697213] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:06.697260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:06.823766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:06.823960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:06.824015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:06.824059] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:06.827469] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=85.12%) [2025-11-26T21:09:06.827810] [INFO ] [FORECASTER] Completed predict_future for TRUP [2025-11-26T21:09:06.827956] [INFO ] [sig ] TRUP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:06.971285] [INFO ] [LOCAL ] Saved forecast: TRUP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRUP.txt [2025-11-26T21:09:06.971473] [INFO ] [sig ] [3225/3599] Completed TRUP in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:09:06.971529] [INFO ] [sig ] [3226/3599] Forecasting TRVG... [2025-11-26T21:09:06.971573] [INFO ] [sig ] Generating forecast for: TRVG [2025-11-26T21:09:06.971615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'. [2025-11-26T21:09:06.982939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRVG'. [2025-11-26T21:09:06.983348] [INFO ] [FORECASTER] Starting predict_future for TRVG [2025-11-26T21:09:06.984231] [DEBUG] [LOCAL ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt [2025-11-26T21:09:06.984313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:06.984363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:06.984403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:06.984475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:07.046940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:07.047914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:07.048020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:07.048068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:07.167701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:07.167907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:07.167959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:07.167999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:07.171483] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=66.42%) [2025-11-26T21:09:07.171814] [INFO ] [FORECASTER] Completed predict_future for TRVG [2025-11-26T21:09:07.171962] [INFO ] [sig ] TRVG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:07.317051] [INFO ] [LOCAL ] Saved forecast: TRVG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRVG.txt [2025-11-26T21:09:07.317287] [INFO ] [sig ] [3226/3599] Completed TRVG in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:09:07.317345] [INFO ] [sig ] [3227/3599] Forecasting TRVI... [2025-11-26T21:09:07.317386] [INFO ] [sig ] Generating forecast for: TRVI [2025-11-26T21:09:07.317427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRVI' from 'https://tdm.silogroup.org/data/derivative_storage/TRVI.csv'. [2025-11-26T21:09:07.329715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRVI'. [2025-11-26T21:09:07.330085] [INFO ] [FORECASTER] Starting predict_future for TRVI [2025-11-26T21:09:07.330904] [DEBUG] [LOCAL ] No optimal features file found for TRVI: ./output/feature-sets/TRVI.txt [2025-11-26T21:09:07.330971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:07.331017] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:07.331057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:07.331125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:07.387670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:07.388333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:07.388428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:07.388474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:07.503461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:07.503677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:07.503732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:07.503767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:07.507108] [DEBUG] [FORECASTER] TRVI: Forecast T+1@11:T+2@11: DOWN (p=32.21%) [2025-11-26T21:09:07.507423] [INFO ] [FORECASTER] Completed predict_future for TRVI [2025-11-26T21:09:07.507607] [INFO ] [sig ] TRVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:07.646621] [INFO ] [LOCAL ] Saved forecast: TRVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRVI.txt [2025-11-26T21:09:07.646809] [INFO ] [sig ] [3227/3599] Completed TRVI in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:09:07.646862] [INFO ] [sig ] [3228/3599] Forecasting TS... [2025-11-26T21:09:07.646905] [INFO ] [sig ] Generating forecast for: TS [2025-11-26T21:09:07.646946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-11-26T21:09:07.658034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TS'. [2025-11-26T21:09:07.658376] [INFO ] [FORECASTER] Starting predict_future for TS [2025-11-26T21:09:07.659189] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-11-26T21:09:07.659257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:07.659316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:07.659357] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:07.659427] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:07.715371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:07.716086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:07.716180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:07.716227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:07.831215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:07.831389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:07.831439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:07.831475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:07.834870] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=55.08%) [2025-11-26T21:09:07.835159] [INFO ] [FORECASTER] Completed predict_future for TS [2025-11-26T21:09:07.835296] [INFO ] [sig ] TS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:07.974157] [INFO ] [LOCAL ] Saved forecast: TS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TS.txt [2025-11-26T21:09:07.974327] [INFO ] [sig ] [3228/3599] Completed TS in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:09:07.974385] [INFO ] [sig ] [3229/3599] Forecasting TSBK... [2025-11-26T21:09:07.974424] [INFO ] [sig ] Generating forecast for: TSBK [2025-11-26T21:09:07.974462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'. [2025-11-26T21:09:07.985184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSBK'. [2025-11-26T21:09:07.985558] [INFO ] [FORECASTER] Starting predict_future for TSBK [2025-11-26T21:09:07.986400] [DEBUG] [LOCAL ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt [2025-11-26T21:09:07.986469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:07.986514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:07.986553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:07.986618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:08.042777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:08.043677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:08.043776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:08.043822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:08.145146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:08.145337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:08.145389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:08.145430] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:08.152315] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=9.83%) [2025-11-26T21:09:08.152771] [INFO ] [FORECASTER] Completed predict_future for TSBK [2025-11-26T21:09:08.152963] [INFO ] [sig ] TSBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:08.292947] [INFO ] [LOCAL ] Saved forecast: TSBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSBK.txt [2025-11-26T21:09:08.293124] [INFO ] [sig ] [3229/3599] Completed TSBK in 0.3s | 2.90 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:09:08.293180] [INFO ] [sig ] [3230/3599] Forecasting TSCO... [2025-11-26T21:09:08.293223] [INFO ] [sig ] Generating forecast for: TSCO [2025-11-26T21:09:08.293262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'. [2025-11-26T21:09:08.304241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSCO'. [2025-11-26T21:09:08.304569] [INFO ] [FORECASTER] Starting predict_future for TSCO [2025-11-26T21:09:08.305380] [DEBUG] [LOCAL ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt [2025-11-26T21:09:08.305448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:08.305492] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:08.305532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:08.305598] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:08.361826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:08.362543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:08.362657] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:08.362708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:08.480437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:08.480616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:08.480688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:08.480732] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:08.484051] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-11-26T21:09:08.484336] [INFO ] [FORECASTER] Completed predict_future for TSCO [2025-11-26T21:09:08.484476] [INFO ] [sig ] TSCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:08.622768] [INFO ] [LOCAL ] Saved forecast: TSCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSCO.txt [2025-11-26T21:09:08.622922] [INFO ] [sig ] [3230/3599] Completed TSCO in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:08.622975] [INFO ] [sig ] [3231/3599] Forecasting TSDD... [2025-11-26T21:09:08.623017] [INFO ] [sig ] Generating forecast for: TSDD [2025-11-26T21:09:08.623056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'. [2025-11-26T21:09:08.635229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSDD'. [2025-11-26T21:09:08.635698] [INFO ] [FORECASTER] Starting predict_future for TSDD [2025-11-26T21:09:08.636602] [DEBUG] [LOCAL ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt [2025-11-26T21:09:08.636693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:08.636743] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:08.636790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:08.636875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:08.698563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:08.699522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:08.699634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:08.699713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:08.820339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:08.820517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:08.820573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:08.820617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:08.824093] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=39.17%) [2025-11-26T21:09:08.824388] [INFO ] [FORECASTER] Completed predict_future for TSDD [2025-11-26T21:09:08.824529] [INFO ] [sig ] TSDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:08.967986] [INFO ] [LOCAL ] Saved forecast: TSDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSDD.txt [2025-11-26T21:09:08.968176] [INFO ] [sig ] [3231/3599] Completed TSDD in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:08.968233] [INFO ] [sig ] [3232/3599] Forecasting TSEM... [2025-11-26T21:09:08.968283] [INFO ] [sig ] Generating forecast for: TSEM [2025-11-26T21:09:08.968329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'. [2025-11-26T21:09:08.980079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSEM'. [2025-11-26T21:09:08.980522] [INFO ] [FORECASTER] Starting predict_future for TSEM [2025-11-26T21:09:08.981399] [DEBUG] [LOCAL ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt [2025-11-26T21:09:08.981471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:08.981519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:08.981561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:08.981631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:09.039452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:09.040295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:09.040396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:09.040439] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:09.162416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:09.162589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:09.162660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:09.162704] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:09.166198] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=89.97%) [2025-11-26T21:09:09.166492] [INFO ] [FORECASTER] Completed predict_future for TSEM [2025-11-26T21:09:09.166635] [INFO ] [sig ] TSEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:09.314808] [INFO ] [LOCAL ] Saved forecast: TSEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSEM.txt [2025-11-26T21:09:09.314952] [INFO ] [sig ] [3232/3599] Completed TSEM in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:09.315008] [INFO ] [sig ] [3233/3599] Forecasting TSHA... [2025-11-26T21:09:09.315056] [INFO ] [sig ] Generating forecast for: TSHA [2025-11-26T21:09:09.315102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'. [2025-11-26T21:09:09.326730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSHA'. [2025-11-26T21:09:09.327037] [INFO ] [FORECASTER] Starting predict_future for TSHA [2025-11-26T21:09:09.327919] [DEBUG] [LOCAL ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt [2025-11-26T21:09:09.327990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:09.328038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:09.328081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:09.328151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:09.388509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:09.389234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:09.389331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:09.389380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:09.512394] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:09.512562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:09.512616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:09.512678] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:09.516119] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=44.71%) [2025-11-26T21:09:09.516426] [INFO ] [FORECASTER] Completed predict_future for TSHA [2025-11-26T21:09:09.516581] [INFO ] [sig ] TSHA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:09.664153] [INFO ] [LOCAL ] Saved forecast: TSHA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSHA.txt [2025-11-26T21:09:09.664298] [INFO ] [sig ] [3233/3599] Completed TSHA in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:09.664351] [INFO ] [sig ] [3234/3599] Forecasting TSI... [2025-11-26T21:09:09.664394] [INFO ] [sig ] Generating forecast for: TSI [2025-11-26T21:09:09.664435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-11-26T21:09:09.674965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSI'. [2025-11-26T21:09:09.675253] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-11-26T21:09:09.676093] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-11-26T21:09:09.676162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:09.676208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:09.676249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:09.676318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:09.732847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:09.733472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:09.733566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:09.733613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:09.848281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:09.848459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:09.848512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:09.848558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:09.851992] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-11-26T21:09:09.852279] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-11-26T21:09:09.852426] [INFO ] [sig ] TSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:09.996668] [INFO ] [LOCAL ] Saved forecast: TSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSI.txt [2025-11-26T21:09:09.996859] [INFO ] [sig ] [3234/3599] Completed TSI in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:09.996915] [INFO ] [sig ] [3235/3599] Forecasting TSL... [2025-11-26T21:09:09.996958] [INFO ] [sig ] Generating forecast for: TSL [2025-11-26T21:09:09.996999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'. [2025-11-26T21:09:10.009258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSL'. [2025-11-26T21:09:10.009694] [INFO ] [FORECASTER] Starting predict_future for TSL [2025-11-26T21:09:10.010566] [DEBUG] [LOCAL ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt [2025-11-26T21:09:10.010656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:10.010706] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:10.010748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:10.010815] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:10.067986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:10.068917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:10.069024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:10.069072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:10.184537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:10.184727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:10.184781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:10.184844] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:10.188178] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-11-26T21:09:10.188459] [INFO ] [FORECASTER] Completed predict_future for TSL [2025-11-26T21:09:10.188595] [INFO ] [sig ] TSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:10.328967] [INFO ] [LOCAL ] Saved forecast: TSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSL.txt [2025-11-26T21:09:10.329105] [INFO ] [sig ] [3235/3599] Completed TSL in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:10.329157] [INFO ] [sig ] [3236/3599] Forecasting TSLA... [2025-11-26T21:09:10.329200] [INFO ] [sig ] Generating forecast for: TSLA [2025-11-26T21:09:10.329241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'. [2025-11-26T21:09:10.340266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLA'. [2025-11-26T21:09:10.340568] [INFO ] [FORECASTER] Starting predict_future for TSLA [2025-11-26T21:09:10.341379] [DEBUG] [LOCAL ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt [2025-11-26T21:09:10.341446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:10.341490] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:10.341530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:10.341600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:10.398936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:10.399564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:10.399673] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:10.399723] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:10.520615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:10.520802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:10.520852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:10.520893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:10.524271] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=9.67%) [2025-11-26T21:09:10.524564] [INFO ] [FORECASTER] Completed predict_future for TSLA [2025-11-26T21:09:10.524726] [INFO ] [sig ] TSLA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:10.665681] [INFO ] [LOCAL ] Saved forecast: TSLA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSLA.txt [2025-11-26T21:09:10.665858] [INFO ] [sig ] [3236/3599] Completed TSLA in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:10.665964] [INFO ] [sig ] [3237/3599] Forecasting TSLL... [2025-11-26T21:09:10.666040] [INFO ] [sig ] Generating forecast for: TSLL [2025-11-26T21:09:10.666098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'. [2025-11-26T21:09:10.677805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLL'. [2025-11-26T21:09:10.678165] [INFO ] [FORECASTER] Starting predict_future for TSLL [2025-11-26T21:09:10.679064] [DEBUG] [LOCAL ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt [2025-11-26T21:09:10.679142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:10.679222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:10.679294] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:10.679414] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:10.737933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:10.738608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:10.738750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:10.738850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:10.860860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:10.861028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:10.861110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:10.861175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:10.864713] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=44.13%) [2025-11-26T21:09:10.865038] [INFO ] [FORECASTER] Completed predict_future for TSLL [2025-11-26T21:09:10.865222] [INFO ] [sig ] TSLL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:11.006758] [INFO ] [LOCAL ] Saved forecast: TSLL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSLL.txt [2025-11-26T21:09:11.006966] [INFO ] [sig ] [3237/3599] Completed TSLL in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:11.007051] [INFO ] [sig ] [3238/3599] Forecasting TSLQ... [2025-11-26T21:09:11.007156] [INFO ] [sig ] Generating forecast for: TSLQ [2025-11-26T21:09:11.007223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'. [2025-11-26T21:09:11.021815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'. [2025-11-26T21:09:11.022251] [INFO ] [FORECASTER] Starting predict_future for TSLQ [2025-11-26T21:09:11.023140] [DEBUG] [LOCAL ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt [2025-11-26T21:09:11.023212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:11.023267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:11.023315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:11.023383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:11.081280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:11.082191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:11.082314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:11.082380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:11.203382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:11.203561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:11.203628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:11.203700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:11.207227] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=15.12%) [2025-11-26T21:09:11.207552] [INFO ] [FORECASTER] Completed predict_future for TSLQ [2025-11-26T21:09:11.207743] [INFO ] [sig ] TSLQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:11.356968] [INFO ] [LOCAL ] Saved forecast: TSLQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSLQ.txt [2025-11-26T21:09:11.357128] [INFO ] [sig ] [3238/3599] Completed TSLQ in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:11.357183] [INFO ] [sig ] [3239/3599] Forecasting TSLS... [2025-11-26T21:09:11.357225] [INFO ] [sig ] Generating forecast for: TSLS [2025-11-26T21:09:11.357267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'. [2025-11-26T21:09:11.368622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLS'. [2025-11-26T21:09:11.368979] [INFO ] [FORECASTER] Starting predict_future for TSLS [2025-11-26T21:09:11.369867] [DEBUG] [LOCAL ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt [2025-11-26T21:09:11.369941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:11.370013] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:11.370077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:11.370161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:11.430189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:11.431012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:11.431119] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:11.431168] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:11.553871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:11.554041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:11.554094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:11.554135] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:11.557662] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=95.21%) [2025-11-26T21:09:11.558011] [INFO ] [FORECASTER] Completed predict_future for TSLS [2025-11-26T21:09:11.558169] [INFO ] [sig ] TSLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:11.701064] [INFO ] [LOCAL ] Saved forecast: TSLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSLS.txt [2025-11-26T21:09:11.701219] [INFO ] [sig ] [3239/3599] Completed TSLS in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:11.701284] [INFO ] [sig ] [3240/3599] Forecasting TSLX... [2025-11-26T21:09:11.701332] [INFO ] [sig ] Generating forecast for: TSLX [2025-11-26T21:09:11.701391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-11-26T21:09:11.712202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLX'. [2025-11-26T21:09:11.712510] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-11-26T21:09:11.713327] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-11-26T21:09:11.713398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:11.713451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:11.713499] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:11.713574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:11.770074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:11.770768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:11.770860] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:11.770917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:11.889899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:11.890085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:11.890150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:11.890206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:11.893835] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=93.84%) [2025-11-26T21:09:11.894151] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-11-26T21:09:11.894300] [INFO ] [sig ] TSLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:12.036173] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSLX.txt [2025-11-26T21:09:12.036369] [INFO ] [sig ] [3240/3599] Completed TSLX in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:12.036449] [INFO ] [sig ] [3241/3599] Forecasting TSM... [2025-11-26T21:09:12.036516] [INFO ] [sig ] Generating forecast for: TSM [2025-11-26T21:09:12.036584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-11-26T21:09:12.047967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSM'. [2025-11-26T21:09:12.048314] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-11-26T21:09:12.049197] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-11-26T21:09:12.049268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:12.049316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:12.049355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:12.049424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:12.109157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:12.110223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:12.110352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:12.110422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:12.245155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:12.245310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:12.245363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:12.245405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:12.248805] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=67.34%) [2025-11-26T21:09:12.249088] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-11-26T21:09:12.249225] [INFO ] [sig ] TSM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:12.390996] [INFO ] [LOCAL ] Saved forecast: TSM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSM.txt [2025-11-26T21:09:12.391146] [INFO ] [sig ] [3241/3599] Completed TSM in 0.4s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:12.391198] [INFO ] [sig ] [3242/3599] Forecasting TSN... [2025-11-26T21:09:12.391239] [INFO ] [sig ] Generating forecast for: TSN [2025-11-26T21:09:12.391278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-11-26T21:09:12.402056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSN'. [2025-11-26T21:09:12.402347] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-11-26T21:09:12.403204] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-11-26T21:09:12.403273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:12.403317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:12.403358] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:12.403424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:12.468116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:12.469189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:12.469319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:12.469379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:12.596257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:12.596481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:12.596547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:12.596592] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:12.600225] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=40.43%) [2025-11-26T21:09:12.600702] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-11-26T21:09:12.600932] [INFO ] [sig ] TSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:12.751260] [INFO ] [LOCAL ] Saved forecast: TSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSN.txt [2025-11-26T21:09:12.751437] [INFO ] [sig ] [3242/3599] Completed TSN in 0.4s | 2.90 sym/s | Total: 18.6m | ETA: 2.1m [2025-11-26T21:09:12.751493] [INFO ] [sig ] [3243/3599] Forecasting TSQ... [2025-11-26T21:09:12.751536] [INFO ] [sig ] Generating forecast for: TSQ [2025-11-26T21:09:12.751585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-11-26T21:09:12.763620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSQ'. [2025-11-26T21:09:12.763987] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-11-26T21:09:12.764895] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-11-26T21:09:12.764963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:12.765019] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:12.765069] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:12.765154] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:12.823345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:12.824106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:12.824203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:12.824258] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:12.953054] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:12.953300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:12.953355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:12.953400] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:12.957583] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=44.01%) [2025-11-26T21:09:12.958049] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-11-26T21:09:12.958232] [INFO ] [sig ] TSQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:13.099170] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSQ.txt [2025-11-26T21:09:13.099346] [INFO ] [sig ] [3243/3599] Completed TSQ in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:09:13.099401] [INFO ] [sig ] [3244/3599] Forecasting TTC... [2025-11-26T21:09:13.099444] [INFO ] [sig ] Generating forecast for: TTC [2025-11-26T21:09:13.099485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-11-26T21:09:13.111070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTC'. [2025-11-26T21:09:13.111386] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-11-26T21:09:13.112229] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-11-26T21:09:13.112298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:13.112344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:13.112384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:13.112455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:13.184091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:13.185234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:13.185369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:13.185429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:13.304306] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:13.304487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:13.304541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:13.304583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:13.308021] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T21:09:13.308307] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-11-26T21:09:13.308451] [INFO ] [sig ] TTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:13.447343] [INFO ] [LOCAL ] Saved forecast: TTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTC.txt [2025-11-26T21:09:13.447510] [INFO ] [sig ] [3244/3599] Completed TTC in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:09:13.447568] [INFO ] [sig ] [3245/3599] Forecasting TTD... [2025-11-26T21:09:13.447612] [INFO ] [sig ] Generating forecast for: TTD [2025-11-26T21:09:13.447676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'. [2025-11-26T21:09:13.458999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTD'. [2025-11-26T21:09:13.459292] [INFO ] [FORECASTER] Starting predict_future for TTD [2025-11-26T21:09:13.460111] [DEBUG] [LOCAL ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt [2025-11-26T21:09:13.460179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:13.460224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:13.460264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:13.460333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:13.516721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:13.517362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:13.517455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:13.517522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:13.636286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:13.636450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:13.636504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:13.636548] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:13.639941] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-11-26T21:09:13.640240] [INFO ] [FORECASTER] Completed predict_future for TTD [2025-11-26T21:09:13.640394] [INFO ] [sig ] TTD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:13.778571] [INFO ] [LOCAL ] Saved forecast: TTD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTD.txt [2025-11-26T21:09:13.778733] [INFO ] [sig ] [3245/3599] Completed TTD in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:09:13.778787] [INFO ] [sig ] [3246/3599] Forecasting TTE... [2025-11-26T21:09:13.778830] [INFO ] [sig ] Generating forecast for: TTE [2025-11-26T21:09:13.778874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-11-26T21:09:13.790147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTE'. [2025-11-26T21:09:13.790469] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-11-26T21:09:13.791299] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-11-26T21:09:13.791368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:13.791414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:13.791455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:13.791522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:13.847681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:13.848343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:13.848442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:13.848488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:13.972353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:13.972523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:13.972593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:13.972655] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:13.976201] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=74.82%) [2025-11-26T21:09:13.976501] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-11-26T21:09:13.976674] [INFO ] [sig ] TTE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:14.115230] [INFO ] [LOCAL ] Saved forecast: TTE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TTE.txt [2025-11-26T21:09:14.115382] [INFO ] [sig ] [3246/3599] Completed TTE in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:09:14.115436] [INFO ] [sig ] [3247/3599] Forecasting TTEC... [2025-11-26T21:09:14.115474] [INFO ] [sig ] Generating forecast for: TTEC [2025-11-26T21:09:14.115517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'. [2025-11-26T21:09:14.126408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEC'. [2025-11-26T21:09:14.126758] [INFO ] [FORECASTER] Starting predict_future for TTEC [2025-11-26T21:09:14.127625] [DEBUG] [LOCAL ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt [2025-11-26T21:09:14.127722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:14.127781] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:14.127830] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:14.127913] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:14.186013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:14.186757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:14.186892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:14.186952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:14.307176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:14.307369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:14.307478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:14.307548] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:14.310955] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=17.78%) [2025-11-26T21:09:14.311280] [INFO ] [FORECASTER] Completed predict_future for TTEC [2025-11-26T21:09:14.311460] [INFO ] [sig ] TTEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:14.457000] [INFO ] [LOCAL ] Saved forecast: TTEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTEC.txt [2025-11-26T21:09:14.457147] [INFO ] [sig ] [3247/3599] Completed TTEC in 0.3s | 2.90 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:09:14.457212] [INFO ] [sig ] [3248/3599] Forecasting TTEK... [2025-11-26T21:09:14.457262] [INFO ] [sig ] Generating forecast for: TTEK [2025-11-26T21:09:14.457312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'. [2025-11-26T21:09:14.467633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEK'. [2025-11-26T21:09:14.468011] [INFO ] [FORECASTER] Starting predict_future for TTEK [2025-11-26T21:09:14.468856] [DEBUG] [LOCAL ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt [2025-11-26T21:09:14.468922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:14.468974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:14.469029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:14.469102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:14.524904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:14.525576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:14.525690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:14.525740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:14.647074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:14.647258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:14.647313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:14.647354] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:14.650687] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=11.89%) [2025-11-26T21:09:14.650989] [INFO ] [FORECASTER] Completed predict_future for TTEK [2025-11-26T21:09:14.651131] [INFO ] [sig ] TTEK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:14.790605] [INFO ] [LOCAL ] Saved forecast: TTEK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTEK.txt [2025-11-26T21:09:14.790765] [INFO ] [sig ] [3248/3599] Completed TTEK in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:14.790820] [INFO ] [sig ] [3249/3599] Forecasting TTI... [2025-11-26T21:09:14.790866] [INFO ] [sig ] Generating forecast for: TTI [2025-11-26T21:09:14.790909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-11-26T21:09:14.801878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTI'. [2025-11-26T21:09:14.802194] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-11-26T21:09:14.803010] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-11-26T21:09:14.803078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:14.803124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:14.803164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:14.803232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:14.862673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:14.863431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:14.863531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:14.863573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:14.985630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:14.985802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:14.985853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:14.985897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:14.989223] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=38.28%) [2025-11-26T21:09:14.989511] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-11-26T21:09:14.989670] [INFO ] [sig ] TTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:15.128109] [INFO ] [LOCAL ] Saved forecast: TTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTI.txt [2025-11-26T21:09:15.128249] [INFO ] [sig ] [3249/3599] Completed TTI in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:15.128304] [INFO ] [sig ] [3250/3599] Forecasting TTMI... [2025-11-26T21:09:15.128347] [INFO ] [sig ] Generating forecast for: TTMI [2025-11-26T21:09:15.128390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'. [2025-11-26T21:09:15.139238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTMI'. [2025-11-26T21:09:15.139537] [INFO ] [FORECASTER] Starting predict_future for TTMI [2025-11-26T21:09:15.140385] [DEBUG] [LOCAL ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt [2025-11-26T21:09:15.140455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:15.140508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:15.140549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:15.140689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:15.197876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:15.198544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:15.198638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:15.198700] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:15.315460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:15.315664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:15.315725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:15.315776] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:15.319170] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=2.86%) [2025-11-26T21:09:15.319465] [INFO ] [FORECASTER] Completed predict_future for TTMI [2025-11-26T21:09:15.319615] [INFO ] [sig ] TTMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:15.459013] [INFO ] [LOCAL ] Saved forecast: TTMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTMI.txt [2025-11-26T21:09:15.459161] [INFO ] [sig ] [3250/3599] Completed TTMI in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:15.459223] [INFO ] [sig ] [3251/3599] Forecasting TTSH... [2025-11-26T21:09:15.459266] [INFO ] [sig ] Generating forecast for: TTSH [2025-11-26T21:09:15.459353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'. [2025-11-26T21:09:15.469672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTSH'. [2025-11-26T21:09:15.469984] [INFO ] [FORECASTER] Starting predict_future for TTSH [2025-11-26T21:09:15.470806] [DEBUG] [LOCAL ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt [2025-11-26T21:09:15.470873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:15.470918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:15.470957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:15.471031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:15.527449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:15.528289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:15.528385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:15.528430] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:15.643287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:15.643446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:15.643496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:15.643537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:15.646847] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=50.94%) [2025-11-26T21:09:15.647138] [INFO ] [FORECASTER] Completed predict_future for TTSH [2025-11-26T21:09:15.647274] [INFO ] [sig ] TTSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:15.789169] [INFO ] [LOCAL ] Saved forecast: TTSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TTSH.txt [2025-11-26T21:09:15.789321] [INFO ] [sig ] [3251/3599] Completed TTSH in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:15.789378] [INFO ] [sig ] [3252/3599] Forecasting TTWO... [2025-11-26T21:09:15.789423] [INFO ] [sig ] Generating forecast for: TTWO [2025-11-26T21:09:15.789465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'. [2025-11-26T21:09:15.800345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTWO'. [2025-11-26T21:09:15.800661] [INFO ] [FORECASTER] Starting predict_future for TTWO [2025-11-26T21:09:15.801478] [DEBUG] [LOCAL ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt [2025-11-26T21:09:15.801558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:15.801610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:15.801669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:15.801743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:15.857510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:15.858179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:15.858270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:15.858316] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:15.974179] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:15.974353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:15.974404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:15.974444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:15.977786] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=93.21%) [2025-11-26T21:09:15.978080] [INFO ] [FORECASTER] Completed predict_future for TTWO [2025-11-26T21:09:15.978221] [INFO ] [sig ] TTWO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:16.117457] [INFO ] [LOCAL ] Saved forecast: TTWO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TTWO.txt [2025-11-26T21:09:16.117612] [INFO ] [sig ] [3252/3599] Completed TTWO in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:16.117682] [INFO ] [sig ] [3253/3599] Forecasting TUGN... [2025-11-26T21:09:16.117726] [INFO ] [sig ] Generating forecast for: TUGN [2025-11-26T21:09:16.117761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'. [2025-11-26T21:09:16.128564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUGN'. [2025-11-26T21:09:16.128910] [INFO ] [FORECASTER] Starting predict_future for TUGN [2025-11-26T21:09:16.129738] [DEBUG] [LOCAL ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt [2025-11-26T21:09:16.129805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:16.129850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:16.129889] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:16.129954] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:16.187678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:16.188371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:16.188467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:16.188509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:16.299397] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:16.299608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:16.299682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:16.299727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:16.303258] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=84.86%) [2025-11-26T21:09:16.303674] [INFO ] [FORECASTER] Completed predict_future for TUGN [2025-11-26T21:09:16.303836] [INFO ] [sig ] TUGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:16.445857] [INFO ] [LOCAL ] Saved forecast: TUGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TUGN.txt [2025-11-26T21:09:16.446051] [INFO ] [sig ] [3253/3599] Completed TUGN in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:16.446106] [INFO ] [sig ] [3254/3599] Forecasting TUSK... [2025-11-26T21:09:16.446151] [INFO ] [sig ] Generating forecast for: TUSK [2025-11-26T21:09:16.446192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'. [2025-11-26T21:09:16.457517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUSK'. [2025-11-26T21:09:16.457906] [INFO ] [FORECASTER] Starting predict_future for TUSK [2025-11-26T21:09:16.458748] [DEBUG] [LOCAL ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt [2025-11-26T21:09:16.458817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:16.458863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:16.458904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:16.459006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:16.516693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:16.517601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:16.517721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:16.517769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:16.642367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:16.642591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:16.642693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:16.642748] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:16.646382] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=9.64%) [2025-11-26T21:09:16.646711] [INFO ] [FORECASTER] Completed predict_future for TUSK [2025-11-26T21:09:16.646865] [INFO ] [sig ] TUSK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:16.788357] [INFO ] [LOCAL ] Saved forecast: TUSK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TUSK.txt [2025-11-26T21:09:16.788493] [INFO ] [sig ] [3254/3599] Completed TUSK in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:16.788546] [INFO ] [sig ] [3255/3599] Forecasting TVC... [2025-11-26T21:09:16.788593] [INFO ] [sig ] Generating forecast for: TVC [2025-11-26T21:09:16.788684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-11-26T21:09:16.799955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVC'. [2025-11-26T21:09:16.800262] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-11-26T21:09:16.801177] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-11-26T21:09:16.801248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:16.801294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:16.801334] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:16.801449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:16.860335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:16.861084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:16.861186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:16.861247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:16.968050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:16.968221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:16.968275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:16.968338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:16.971862] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=51.13%) [2025-11-26T21:09:16.972156] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-11-26T21:09:16.972300] [INFO ] [sig ] TVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:17.117865] [INFO ] [LOCAL ] Saved forecast: TVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TVC.txt [2025-11-26T21:09:17.118029] [INFO ] [sig ] [3255/3599] Completed TVC in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:17.118097] [INFO ] [sig ] [3256/3599] Forecasting TVE... [2025-11-26T21:09:17.118142] [INFO ] [sig ] Generating forecast for: TVE [2025-11-26T21:09:17.118186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-11-26T21:09:17.128922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVE'. [2025-11-26T21:09:17.129302] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-11-26T21:09:17.130196] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-11-26T21:09:17.130277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:17.130339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:17.130398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:17.130496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:17.190720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:17.191560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:17.191692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:17.191760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:17.298150] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:17.298307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:17.298374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:17.298434] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:17.301846] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=23.11%) [2025-11-26T21:09:17.302188] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-11-26T21:09:17.302343] [INFO ] [sig ] TVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:17.448345] [INFO ] [LOCAL ] Saved forecast: TVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TVE.txt [2025-11-26T21:09:17.448583] [INFO ] [sig ] [3256/3599] Completed TVE in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:17.448697] [INFO ] [sig ] [3257/3599] Forecasting TVTX... [2025-11-26T21:09:17.448815] [INFO ] [sig ] Generating forecast for: TVTX [2025-11-26T21:09:17.448887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'. [2025-11-26T21:09:17.461462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVTX'. [2025-11-26T21:09:17.461795] [INFO ] [FORECASTER] Starting predict_future for TVTX [2025-11-26T21:09:17.462630] [DEBUG] [LOCAL ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt [2025-11-26T21:09:17.462727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:17.462812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:17.462870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:17.462989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:17.521502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:17.522224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:17.522341] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:17.522405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:17.644241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:17.644408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:17.644476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:17.644532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:17.648030] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=75.23%) [2025-11-26T21:09:17.648355] [INFO ] [FORECASTER] Completed predict_future for TVTX [2025-11-26T21:09:17.648532] [INFO ] [sig ] TVTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:17.792430] [INFO ] [LOCAL ] Saved forecast: TVTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TVTX.txt [2025-11-26T21:09:17.792591] [INFO ] [sig ] [3257/3599] Completed TVTX in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:17.792679] [INFO ] [sig ] [3258/3599] Forecasting TWFG... [2025-11-26T21:09:17.792740] [INFO ] [sig ] Generating forecast for: TWFG [2025-11-26T21:09:17.792801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'. [2025-11-26T21:09:17.803530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWFG'. [2025-11-26T21:09:17.803928] [INFO ] [FORECASTER] Starting predict_future for TWFG [2025-11-26T21:09:17.804848] [DEBUG] [LOCAL ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt [2025-11-26T21:09:17.804918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:17.804964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:17.805016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:17.805144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:17.862132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:17.862820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:17.862918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:17.862960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:17.983522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:17.983685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:17.983737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:17.983778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:17.987076] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=45.07%) [2025-11-26T21:09:17.987374] [INFO ] [FORECASTER] Completed predict_future for TWFG [2025-11-26T21:09:17.987537] [INFO ] [sig ] TWFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:18.128818] [INFO ] [LOCAL ] Saved forecast: TWFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWFG.txt [2025-11-26T21:09:18.128979] [INFO ] [sig ] [3258/3599] Completed TWFG in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:18.129043] [INFO ] [sig ] [3259/3599] Forecasting TWG... [2025-11-26T21:09:18.129088] [INFO ] [sig ] Generating forecast for: TWG [2025-11-26T21:09:18.129130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'. [2025-11-26T21:09:18.140137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWG'. [2025-11-26T21:09:18.140467] [INFO ] [FORECASTER] Starting predict_future for TWG [2025-11-26T21:09:18.141381] [DEBUG] [LOCAL ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt [2025-11-26T21:09:18.141452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:18.141498] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:18.141550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:18.141688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:18.198336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:18.199006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:18.199100] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:18.199149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:18.314096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:18.314248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:18.314360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:18.314404] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:18.317770] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=58.39%) [2025-11-26T21:09:18.318120] [INFO ] [FORECASTER] Completed predict_future for TWG [2025-11-26T21:09:18.318264] [INFO ] [sig ] TWG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:18.459657] [INFO ] [LOCAL ] Saved forecast: TWG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TWG.txt [2025-11-26T21:09:18.459835] [INFO ] [sig ] [3259/3599] Completed TWG in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 2.0m [2025-11-26T21:09:18.459891] [INFO ] [sig ] [3260/3599] Forecasting TWI... [2025-11-26T21:09:18.459976] [INFO ] [sig ] Generating forecast for: TWI [2025-11-26T21:09:18.460018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-11-26T21:09:18.470898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWI'. [2025-11-26T21:09:18.471222] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-11-26T21:09:18.472107] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-11-26T21:09:18.472186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:18.472254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:18.472319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:18.472425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:18.530053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:18.530843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:18.530939] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:18.530984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:18.647465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:18.647684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:18.647742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:18.647784] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:18.651290] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=16.99%) [2025-11-26T21:09:18.651584] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-11-26T21:09:18.651749] [INFO ] [sig ] TWI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:18.789502] [INFO ] [LOCAL ] Saved forecast: TWI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWI.txt [2025-11-26T21:09:18.789721] [INFO ] [sig ] [3260/3599] Completed TWI in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:09:18.789779] [INFO ] [sig ] [3261/3599] Forecasting TWIN... [2025-11-26T21:09:18.789821] [INFO ] [sig ] Generating forecast for: TWIN [2025-11-26T21:09:18.789863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'. [2025-11-26T21:09:18.801097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWIN'. [2025-11-26T21:09:18.801407] [INFO ] [FORECASTER] Starting predict_future for TWIN [2025-11-26T21:09:18.802226] [DEBUG] [LOCAL ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt [2025-11-26T21:09:18.802295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:18.802340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:18.802380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:18.802447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:18.860937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:18.861736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:18.861835] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:18.861883] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:18.982975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:18.983160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:18.983212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:18.983254] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:18.986577] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=32.98%) [2025-11-26T21:09:18.986880] [INFO ] [FORECASTER] Completed predict_future for TWIN [2025-11-26T21:09:18.987024] [INFO ] [sig ] TWIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:19.126289] [INFO ] [LOCAL ] Saved forecast: TWIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWIN.txt [2025-11-26T21:09:19.126438] [INFO ] [sig ] [3261/3599] Completed TWIN in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:09:19.126493] [INFO ] [sig ] [3262/3599] Forecasting TWLO... [2025-11-26T21:09:19.126536] [INFO ] [sig ] Generating forecast for: TWLO [2025-11-26T21:09:19.126577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-11-26T21:09:19.138319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWLO'. [2025-11-26T21:09:19.138600] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-11-26T21:09:19.139423] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-11-26T21:09:19.139492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:19.139547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:19.139597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:19.139691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:19.196511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:19.197145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:19.197238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:19.197303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:19.323598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:19.323787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:19.323839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:19.323880] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:19.327278] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=25.82%) [2025-11-26T21:09:19.327605] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-11-26T21:09:19.327778] [INFO ] [sig ] TWLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:19.471876] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWLO.txt [2025-11-26T21:09:19.472030] [INFO ] [sig ] [3262/3599] Completed TWLO in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:09:19.472078] [INFO ] [sig ] [3263/3599] Forecasting TWO... [2025-11-26T21:09:19.472121] [INFO ] [sig ] Generating forecast for: TWO [2025-11-26T21:09:19.472161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-11-26T21:09:19.489048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWO'. [2025-11-26T21:09:19.489358] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-11-26T21:09:19.490217] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-11-26T21:09:19.490285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:19.490343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:19.490397] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:19.490486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:19.547359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:19.548039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:19.548147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:19.548204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:19.663335] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:19.663483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:19.663532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:19.663572] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:19.666856] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=19.07%) [2025-11-26T21:09:19.667174] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-11-26T21:09:19.667327] [INFO ] [sig ] TWO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:19.808445] [INFO ] [LOCAL ] Saved forecast: TWO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWO.txt [2025-11-26T21:09:19.808680] [INFO ] [sig ] [3263/3599] Completed TWO in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:09:19.808768] [INFO ] [sig ] [3264/3599] Forecasting TX... [2025-11-26T21:09:19.808825] [INFO ] [sig ] Generating forecast for: TX [2025-11-26T21:09:19.808921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-11-26T21:09:19.820450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TX'. [2025-11-26T21:09:19.820791] [INFO ] [FORECASTER] Starting predict_future for TX [2025-11-26T21:09:19.821577] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-11-26T21:09:19.821666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:19.821713] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:19.821753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:19.821827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:19.878424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:19.879048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:19.879140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:19.879185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:19.996943] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:19.997128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:19.997180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:19.997235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:20.000886] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-11-26T21:09:20.001188] [INFO ] [FORECASTER] Completed predict_future for TX [2025-11-26T21:09:20.001326] [INFO ] [sig ] TX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:20.143207] [INFO ] [LOCAL ] Saved forecast: TX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TX.txt [2025-11-26T21:09:20.143350] [INFO ] [sig ] [3264/3599] Completed TX in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:09:20.143404] [INFO ] [sig ] [3265/3599] Forecasting TXG... [2025-11-26T21:09:20.143445] [INFO ] [sig ] Generating forecast for: TXG [2025-11-26T21:09:20.143515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'. [2025-11-26T21:09:20.155921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXG'. [2025-11-26T21:09:20.156344] [INFO ] [FORECASTER] Starting predict_future for TXG [2025-11-26T21:09:20.157235] [DEBUG] [LOCAL ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt [2025-11-26T21:09:20.157303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:20.157360] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:20.157419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:20.157547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:20.217344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:20.218323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:20.218424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:20.218486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:20.341226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:20.341405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:20.341458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:20.341499] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:20.344900] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=7.62%) [2025-11-26T21:09:20.345194] [INFO ] [FORECASTER] Completed predict_future for TXG [2025-11-26T21:09:20.345344] [INFO ] [sig ] TXG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:20.491276] [INFO ] [LOCAL ] Saved forecast: TXG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TXG.txt [2025-11-26T21:09:20.491474] [INFO ] [sig ] [3265/3599] Completed TXG in 0.3s | 2.90 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:09:20.491535] [INFO ] [sig ] [3266/3599] Forecasting TXMD... [2025-11-26T21:09:20.491587] [INFO ] [sig ] Generating forecast for: TXMD [2025-11-26T21:09:20.491657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'. [2025-11-26T21:09:20.502979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXMD'. [2025-11-26T21:09:20.503299] [INFO ] [FORECASTER] Starting predict_future for TXMD [2025-11-26T21:09:20.504191] [DEBUG] [LOCAL ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt [2025-11-26T21:09:20.504261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:20.504316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:20.504366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:20.504444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:20.563321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:20.564157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:20.564255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:20.564311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:20.678667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:20.678840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:20.678892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:20.678938] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:20.682364] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-11-26T21:09:20.682681] [INFO ] [FORECASTER] Completed predict_future for TXMD [2025-11-26T21:09:20.682827] [INFO ] [sig ] TXMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:20.828113] [INFO ] [LOCAL ] Saved forecast: TXMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TXMD.txt [2025-11-26T21:09:20.828319] [INFO ] [sig ] [3266/3599] Completed TXMD in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:20.828389] [INFO ] [sig ] [3267/3599] Forecasting TXN... [2025-11-26T21:09:20.828523] [INFO ] [sig ] Generating forecast for: TXN [2025-11-26T21:09:20.828593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'. [2025-11-26T21:09:20.839480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXN'. [2025-11-26T21:09:20.839810] [INFO ] [FORECASTER] Starting predict_future for TXN [2025-11-26T21:09:20.840626] [DEBUG] [LOCAL ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt [2025-11-26T21:09:20.840711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:20.840756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:20.840795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:20.840861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:20.897996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:20.898633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:20.898742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:20.898788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:21.021128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:21.021311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:21.021364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:21.021405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:21.024715] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=12.52%) [2025-11-26T21:09:21.024997] [INFO ] [FORECASTER] Completed predict_future for TXN [2025-11-26T21:09:21.025134] [INFO ] [sig ] TXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:21.163600] [INFO ] [LOCAL ] Saved forecast: TXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TXN.txt [2025-11-26T21:09:21.163766] [INFO ] [sig ] [3267/3599] Completed TXN in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:21.163819] [INFO ] [sig ] [3268/3599] Forecasting TXO... [2025-11-26T21:09:21.163862] [INFO ] [sig ] Generating forecast for: TXO [2025-11-26T21:09:21.163901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-11-26T21:09:21.176214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXO'. [2025-11-26T21:09:21.176558] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-11-26T21:09:21.177422] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-11-26T21:09:21.177508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:21.177558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:21.177608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:21.177698] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:21.235175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:21.236082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:21.236179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:21.236235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:21.353311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:21.353498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:21.353563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:21.353615] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:21.357183] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=55.43%) [2025-11-26T21:09:21.357499] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-11-26T21:09:21.357671] [INFO ] [sig ] TXO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:21.498112] [INFO ] [LOCAL ] Saved forecast: TXO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TXO.txt [2025-11-26T21:09:21.498282] [INFO ] [sig ] [3268/3599] Completed TXO in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:21.498334] [INFO ] [sig ] [3269/3599] Forecasting TXRH... [2025-11-26T21:09:21.498379] [INFO ] [sig ] Generating forecast for: TXRH [2025-11-26T21:09:21.498418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'. [2025-11-26T21:09:21.509686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXRH'. [2025-11-26T21:09:21.510023] [INFO ] [FORECASTER] Starting predict_future for TXRH [2025-11-26T21:09:21.510896] [DEBUG] [LOCAL ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt [2025-11-26T21:09:21.510963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:21.511009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:21.511047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:21.511193] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:21.571345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:21.572258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:21.572354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:21.572413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:21.694326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:21.694487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:21.694541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:21.694580] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:21.698019] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=68.43%) [2025-11-26T21:09:21.698318] [INFO ] [FORECASTER] Completed predict_future for TXRH [2025-11-26T21:09:21.698470] [INFO ] [sig ] TXRH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:21.839744] [INFO ] [LOCAL ] Saved forecast: TXRH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TXRH.txt [2025-11-26T21:09:21.839899] [INFO ] [sig ] [3269/3599] Completed TXRH in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:21.839952] [INFO ] [sig ] [3270/3599] Forecasting TY... [2025-11-26T21:09:21.840028] [INFO ] [sig ] Generating forecast for: TY [2025-11-26T21:09:21.840070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-11-26T21:09:21.850773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TY'. [2025-11-26T21:09:21.851066] [INFO ] [FORECASTER] Starting predict_future for TY [2025-11-26T21:09:21.851904] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-11-26T21:09:21.851973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:21.852027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:21.852087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:21.852207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:21.909004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:21.909639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:21.909749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:21.909805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:22.031067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:22.031244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:22.031296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:22.031369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:22.034809] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T21:09:22.035105] [INFO ] [FORECASTER] Completed predict_future for TY [2025-11-26T21:09:22.035254] [INFO ] [sig ] TY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:22.175286] [INFO ] [LOCAL ] Saved forecast: TY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TY.txt [2025-11-26T21:09:22.175434] [INFO ] [sig ] [3270/3599] Completed TY in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:22.175488] [INFO ] [sig ] [3271/3599] Forecasting TYG... [2025-11-26T21:09:22.175680] [INFO ] [sig ] Generating forecast for: TYG [2025-11-26T21:09:22.175734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-11-26T21:09:22.187073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYG'. [2025-11-26T21:09:22.187456] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-11-26T21:09:22.188369] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-11-26T21:09:22.188439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:22.188479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:22.188516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:22.188615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:22.245037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:22.245939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:22.246036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:22.246082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:22.364202] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:22.364394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:22.364447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:22.364496] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:22.367948] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=21.35%) [2025-11-26T21:09:22.368244] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-11-26T21:09:22.368384] [INFO ] [sig ] TYG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:22.510775] [INFO ] [LOCAL ] Saved forecast: TYG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TYG.txt [2025-11-26T21:09:22.510985] [INFO ] [sig ] [3271/3599] Completed TYG in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:22.511042] [INFO ] [sig ] [3272/3599] Forecasting TYGO... [2025-11-26T21:09:22.511088] [INFO ] [sig ] Generating forecast for: TYGO [2025-11-26T21:09:22.511131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'. [2025-11-26T21:09:22.522275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYGO'. [2025-11-26T21:09:22.522584] [INFO ] [FORECASTER] Starting predict_future for TYGO [2025-11-26T21:09:22.523449] [DEBUG] [LOCAL ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt [2025-11-26T21:09:22.523520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:22.523566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:22.523605] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:22.523695] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:22.581968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:22.582631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:22.582753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:22.582811] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:22.695169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:22.695347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:22.695400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:22.695438] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:22.698806] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=42.25%) [2025-11-26T21:09:22.699096] [INFO ] [FORECASTER] Completed predict_future for TYGO [2025-11-26T21:09:22.699235] [INFO ] [sig ] TYGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:22.843775] [INFO ] [LOCAL ] Saved forecast: TYGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TYGO.txt [2025-11-26T21:09:22.843964] [INFO ] [sig ] [3272/3599] Completed TYGO in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:22.844019] [INFO ] [sig ] [3273/3599] Forecasting TYL... [2025-11-26T21:09:22.844068] [INFO ] [sig ] Generating forecast for: TYL [2025-11-26T21:09:22.844109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-11-26T21:09:22.855426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYL'. [2025-11-26T21:09:22.855741] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-11-26T21:09:22.856558] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-11-26T21:09:22.856627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:22.856708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:22.856757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:22.856834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:22.915102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:22.915796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:22.915890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:22.915950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:23.046130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:23.046313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:23.046365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:23.046408] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:23.049989] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=51.46%) [2025-11-26T21:09:23.050291] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-11-26T21:09:23.050450] [INFO ] [sig ] TYL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:23.248737] [INFO ] [LOCAL ] Saved forecast: TYL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TYL.txt [2025-11-26T21:09:23.248926] [INFO ] [sig ] [3273/3599] Completed TYL in 0.4s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:23.248980] [INFO ] [sig ] [3274/3599] Forecasting TYRA... [2025-11-26T21:09:23.249022] [INFO ] [sig ] Generating forecast for: TYRA [2025-11-26T21:09:23.249062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'. [2025-11-26T21:09:23.261542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYRA'. [2025-11-26T21:09:23.261996] [INFO ] [FORECASTER] Starting predict_future for TYRA [2025-11-26T21:09:23.262853] [DEBUG] [LOCAL ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt [2025-11-26T21:09:23.262924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:23.262972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:23.263012] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:23.263120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:23.322353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:23.323341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:23.323458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:23.323505] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:23.490172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:23.490419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:23.490511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:23.490584] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:23.496066] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=13.57%) [2025-11-26T21:09:23.496561] [INFO ] [FORECASTER] Completed predict_future for TYRA [2025-11-26T21:09:23.496807] [INFO ] [sig ] TYRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:23.686928] [INFO ] [LOCAL ] Saved forecast: TYRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TYRA.txt [2025-11-26T21:09:23.687196] [INFO ] [sig ] [3274/3599] Completed TYRA in 0.4s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:23.687267] [INFO ] [sig ] [3275/3599] Forecasting TZOO... [2025-11-26T21:09:23.687312] [INFO ] [sig ] Generating forecast for: TZOO [2025-11-26T21:09:23.687354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'. [2025-11-26T21:09:23.702710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TZOO'. [2025-11-26T21:09:23.703222] [INFO ] [FORECASTER] Starting predict_future for TZOO [2025-11-26T21:09:23.704273] [DEBUG] [LOCAL ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt [2025-11-26T21:09:23.704362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:23.704441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:23.704508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:23.704619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:23.773515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:23.774679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:23.774813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:23.774893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:23.918705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:23.918945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:23.919034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:23.919140] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:23.924918] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=78.89%) [2025-11-26T21:09:23.925522] [INFO ] [FORECASTER] Completed predict_future for TZOO [2025-11-26T21:09:23.925789] [INFO ] [sig ] TZOO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:24.126038] [INFO ] [LOCAL ] Saved forecast: TZOO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TZOO.txt [2025-11-26T21:09:24.126247] [INFO ] [sig ] [3275/3599] Completed TZOO in 0.4s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:24.126319] [INFO ] [sig ] [3276/3599] Forecasting UAA... [2025-11-26T21:09:24.126377] [INFO ] [sig ] Generating forecast for: UAA [2025-11-26T21:09:24.126424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-11-26T21:09:24.140372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAA'. [2025-11-26T21:09:24.140862] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-11-26T21:09:24.141835] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-11-26T21:09:24.141924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:24.141986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:24.142027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:24.142115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:24.207368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:24.208388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:24.208494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:24.208552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:24.344084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:24.344284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:24.344354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:24.344429] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:24.348089] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=57.97%) [2025-11-26T21:09:24.348436] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-11-26T21:09:24.348617] [INFO ] [sig ] UAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:24.494557] [INFO ] [LOCAL ] Saved forecast: UAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UAA.txt [2025-11-26T21:09:24.494796] [INFO ] [sig ] [3276/3599] Completed UAA in 0.4s | 2.90 sym/s | Total: 18.8m | ETA: 1.9m [2025-11-26T21:09:24.494883] [INFO ] [sig ] [3277/3599] Forecasting UAE... [2025-11-26T21:09:24.494953] [INFO ] [sig ] Generating forecast for: UAE [2025-11-26T21:09:24.495021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'. [2025-11-26T21:09:24.508734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAE'. [2025-11-26T21:09:24.509136] [INFO ] [FORECASTER] Starting predict_future for UAE [2025-11-26T21:09:24.510031] [DEBUG] [LOCAL ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt [2025-11-26T21:09:24.510112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:24.510179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:24.510243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:24.510348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:24.580873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:24.582048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:24.582176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:24.582240] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:24.706482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:24.706688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:24.706743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:24.706784] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:24.710186] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=84.72%) [2025-11-26T21:09:24.710501] [INFO ] [FORECASTER] Completed predict_future for UAE [2025-11-26T21:09:24.710662] [INFO ] [sig ] UAE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:24.851148] [INFO ] [LOCAL ] Saved forecast: UAE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UAE.txt [2025-11-26T21:09:24.851333] [INFO ] [sig ] [3277/3599] Completed UAE in 0.4s | 2.90 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:09:24.851386] [INFO ] [sig ] [3278/3599] Forecasting UAL... [2025-11-26T21:09:24.851429] [INFO ] [sig ] Generating forecast for: UAL [2025-11-26T21:09:24.851470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'. [2025-11-26T21:09:24.862968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAL'. [2025-11-26T21:09:24.863367] [INFO ] [FORECASTER] Starting predict_future for UAL [2025-11-26T21:09:24.864192] [DEBUG] [LOCAL ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt [2025-11-26T21:09:24.864260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:24.864304] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:24.864344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:24.864411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:24.920936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:24.921818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:24.921917] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:24.921963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:25.041000] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:25.041192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:25.041245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:25.041286] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:25.044620] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-11-26T21:09:25.044932] [INFO ] [FORECASTER] Completed predict_future for UAL [2025-11-26T21:09:25.045074] [INFO ] [sig ] UAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:25.186141] [INFO ] [LOCAL ] Saved forecast: UAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UAL.txt [2025-11-26T21:09:25.186323] [INFO ] [sig ] [3278/3599] Completed UAL in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:09:25.186379] [INFO ] [sig ] [3279/3599] Forecasting UBFO... [2025-11-26T21:09:25.186420] [INFO ] [sig ] Generating forecast for: UBFO [2025-11-26T21:09:25.186462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'. [2025-11-26T21:09:25.197824] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBFO'. [2025-11-26T21:09:25.198222] [INFO ] [FORECASTER] Starting predict_future for UBFO [2025-11-26T21:09:25.199036] [DEBUG] [LOCAL ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt [2025-11-26T21:09:25.199118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:25.199171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:25.199219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:25.199290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:25.256236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:25.257141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:25.257243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:25.257302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:25.370162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:25.370357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:25.370411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:25.370453] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:25.373902] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=68.60%) [2025-11-26T21:09:25.374213] [INFO ] [FORECASTER] Completed predict_future for UBFO [2025-11-26T21:09:25.374367] [INFO ] [sig ] UBFO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:25.516470] [INFO ] [LOCAL ] Saved forecast: UBFO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UBFO.txt [2025-11-26T21:09:25.516681] [INFO ] [sig ] [3279/3599] Completed UBFO in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:09:25.516747] [INFO ] [sig ] [3280/3599] Forecasting UBND... [2025-11-26T21:09:25.516792] [INFO ] [sig ] Generating forecast for: UBND [2025-11-26T21:09:25.516898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'. [2025-11-26T21:09:25.528552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBND'. [2025-11-26T21:09:25.528901] [INFO ] [FORECASTER] Starting predict_future for UBND [2025-11-26T21:09:25.529749] [DEBUG] [LOCAL ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt [2025-11-26T21:09:25.529817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:25.529872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:25.529921] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:25.529998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:25.588821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:25.589737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:25.589844] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:25.589891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:25.710246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:25.710436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:25.710503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:25.710557] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:25.714332] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-11-26T21:09:25.714666] [INFO ] [FORECASTER] Completed predict_future for UBND [2025-11-26T21:09:25.714823] [INFO ] [sig ] UBND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:25.861393] [INFO ] [LOCAL ] Saved forecast: UBND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UBND.txt [2025-11-26T21:09:25.861548] [INFO ] [sig ] [3280/3599] Completed UBND in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:09:25.861602] [INFO ] [sig ] [3281/3599] Forecasting UBRL... [2025-11-26T21:09:25.861664] [INFO ] [sig ] Generating forecast for: UBRL [2025-11-26T21:09:25.861769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'. [2025-11-26T21:09:25.873032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBRL'. [2025-11-26T21:09:25.873395] [INFO ] [FORECASTER] Starting predict_future for UBRL [2025-11-26T21:09:25.874398] [DEBUG] [LOCAL ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt [2025-11-26T21:09:25.874469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:25.874520] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:25.874565] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:25.874685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:25.934080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:25.934761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:25.934858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:25.934919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:26.056967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:26.057145] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:09:26.057200] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:26.057241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:26.060762] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-11-26T21:09:26.061090] [INFO ] [FORECASTER] Completed predict_future for UBRL [2025-11-26T21:09:26.061237] [INFO ] [sig ] UBRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:26.204997] [INFO ] [LOCAL ] Saved forecast: UBRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UBRL.txt [2025-11-26T21:09:26.205167] [INFO ] [sig ] [3281/3599] Completed UBRL in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:09:26.205231] [INFO ] [sig ] [3282/3599] Forecasting UBS... [2025-11-26T21:09:26.205279] [INFO ] [sig ] Generating forecast for: UBS [2025-11-26T21:09:26.205320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-11-26T21:09:26.217161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBS'. [2025-11-26T21:09:26.217502] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-11-26T21:09:26.218326] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-11-26T21:09:26.218396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:26.218440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:26.218480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:26.218547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:26.278412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:26.279112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:26.279227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:26.279284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:26.403173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:26.403379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:26.403432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:26.403473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:26.406990] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=12.58%) [2025-11-26T21:09:26.407306] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-11-26T21:09:26.407457] [INFO ] [sig ] UBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:26.550097] [INFO ] [LOCAL ] Saved forecast: UBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UBS.txt [2025-11-26T21:09:26.550256] [INFO ] [sig ] [3282/3599] Completed UBS in 0.3s | 2.90 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:09:26.550312] [INFO ] [sig ] [3283/3599] Forecasting UBSI... [2025-11-26T21:09:26.550355] [INFO ] [sig ] Generating forecast for: UBSI [2025-11-26T21:09:26.550396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'. [2025-11-26T21:09:26.561198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBSI'. [2025-11-26T21:09:26.561500] [INFO ] [FORECASTER] Starting predict_future for UBSI [2025-11-26T21:09:26.562324] [DEBUG] [LOCAL ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt [2025-11-26T21:09:26.562394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:26.562438] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:26.562478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:26.562544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:26.618198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:26.618866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:26.618958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:26.619003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:26.735910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:26.736107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:26.736187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:26.736232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:26.739774] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=29.91%) [2025-11-26T21:09:26.740130] [INFO ] [FORECASTER] Completed predict_future for UBSI [2025-11-26T21:09:26.740305] [INFO ] [sig ] UBSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:26.884764] [INFO ] [LOCAL ] Saved forecast: UBSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UBSI.txt [2025-11-26T21:09:26.884964] [INFO ] [sig ] [3283/3599] Completed UBSI in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:26.885022] [INFO ] [sig ] [3284/3599] Forecasting UDMY... [2025-11-26T21:09:26.885067] [INFO ] [sig ] Generating forecast for: UDMY [2025-11-26T21:09:26.885102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'. [2025-11-26T21:09:26.897159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UDMY'. [2025-11-26T21:09:26.897568] [INFO ] [FORECASTER] Starting predict_future for UDMY [2025-11-26T21:09:26.898468] [DEBUG] [LOCAL ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt [2025-11-26T21:09:26.898542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:26.898588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:26.898621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:26.898720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:26.957959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:26.958871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:26.958975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:26.959033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:27.078991] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:27.079195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:27.079264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:27.079309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:27.082935] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=70.55%) [2025-11-26T21:09:27.083278] [INFO ] [FORECASTER] Completed predict_future for UDMY [2025-11-26T21:09:27.083442] [INFO ] [sig ] UDMY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:27.228961] [INFO ] [LOCAL ] Saved forecast: UDMY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UDMY.txt [2025-11-26T21:09:27.229135] [INFO ] [sig ] [3284/3599] Completed UDMY in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:27.229202] [INFO ] [sig ] [3285/3599] Forecasting UE... [2025-11-26T21:09:27.229254] [INFO ] [sig ] Generating forecast for: UE [2025-11-26T21:09:27.229303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-11-26T21:09:27.241078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UE'. [2025-11-26T21:09:27.241476] [INFO ] [FORECASTER] Starting predict_future for UE [2025-11-26T21:09:27.242358] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-11-26T21:09:27.242428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:27.242474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:27.242514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:27.242581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:27.303462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:27.304337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:27.304440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:27.304488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:27.424620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:27.424843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:27.424897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:27.424940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:27.428405] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=66.73%) [2025-11-26T21:09:27.428743] [INFO ] [FORECASTER] Completed predict_future for UE [2025-11-26T21:09:27.428894] [INFO ] [sig ] UE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:27.572536] [INFO ] [LOCAL ] Saved forecast: UE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UE.txt [2025-11-26T21:09:27.572751] [INFO ] [sig ] [3285/3599] Completed UE in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:27.572810] [INFO ] [sig ] [3286/3599] Forecasting UEIC... [2025-11-26T21:09:27.572862] [INFO ] [sig ] Generating forecast for: UEIC [2025-11-26T21:09:27.572923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'. [2025-11-26T21:09:27.584833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UEIC'. [2025-11-26T21:09:27.585216] [INFO ] [FORECASTER] Starting predict_future for UEIC [2025-11-26T21:09:27.586102] [DEBUG] [LOCAL ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt [2025-11-26T21:09:27.586175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:27.586232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:27.586284] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:27.586365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:27.650452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:27.651474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:27.651589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:27.651664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:27.785103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:27.785331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:27.785394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:27.785438] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:27.789329] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-11-26T21:09:27.789635] [INFO ] [FORECASTER] Completed predict_future for UEIC [2025-11-26T21:09:27.789806] [INFO ] [sig ] UEIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:27.931877] [INFO ] [LOCAL ] Saved forecast: UEIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UEIC.txt [2025-11-26T21:09:27.932032] [INFO ] [sig ] [3286/3599] Completed UEIC in 0.4s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:27.932086] [INFO ] [sig ] [3287/3599] Forecasting UFCS... [2025-11-26T21:09:27.932128] [INFO ] [sig ] Generating forecast for: UFCS [2025-11-26T21:09:27.932170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'. [2025-11-26T21:09:27.943496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFCS'. [2025-11-26T21:09:27.943856] [INFO ] [FORECASTER] Starting predict_future for UFCS [2025-11-26T21:09:27.944703] [DEBUG] [LOCAL ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt [2025-11-26T21:09:27.944772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:27.944833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:27.944875] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:27.944945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:28.002921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:28.003874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:28.003991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:28.004039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:28.126657] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:28.126842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:28.126896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:28.126940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:28.130569] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=33.73%) [2025-11-26T21:09:28.130883] [INFO ] [FORECASTER] Completed predict_future for UFCS [2025-11-26T21:09:28.131024] [INFO ] [sig ] UFCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:28.276400] [INFO ] [LOCAL ] Saved forecast: UFCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UFCS.txt [2025-11-26T21:09:28.276552] [INFO ] [sig ] [3287/3599] Completed UFCS in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:28.276606] [INFO ] [sig ] [3288/3599] Forecasting UFI... [2025-11-26T21:09:28.276668] [INFO ] [sig ] Generating forecast for: UFI [2025-11-26T21:09:28.276711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-11-26T21:09:28.287835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFI'. [2025-11-26T21:09:28.288225] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-11-26T21:09:28.289270] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-11-26T21:09:28.289352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:28.289399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:28.289441] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:28.289512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:28.350725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:28.351533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:28.351632] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:28.351703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:28.473966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:28.474144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:28.474198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:28.474247] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:28.477615] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=71.23%) [2025-11-26T21:09:28.477926] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-11-26T21:09:28.478070] [INFO ] [sig ] UFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:28.624058] [INFO ] [LOCAL ] Saved forecast: UFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UFI.txt [2025-11-26T21:09:28.624223] [INFO ] [sig ] [3288/3599] Completed UFI in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:28.624278] [INFO ] [sig ] [3289/3599] Forecasting UFO... [2025-11-26T21:09:28.624320] [INFO ] [sig ] Generating forecast for: UFO [2025-11-26T21:09:28.624363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'. [2025-11-26T21:09:28.635667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFO'. [2025-11-26T21:09:28.636004] [INFO ] [FORECASTER] Starting predict_future for UFO [2025-11-26T21:09:28.636859] [DEBUG] [LOCAL ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt [2025-11-26T21:09:28.636926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:28.636971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:28.637010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:28.637078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:28.693976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:28.694764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:28.694858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:28.694905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:28.808994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:28.809179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:28.809232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:28.809275] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:28.812590] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=42.37%) [2025-11-26T21:09:28.812896] [INFO ] [FORECASTER] Completed predict_future for UFO [2025-11-26T21:09:28.813039] [INFO ] [sig ] UFO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:28.952215] [INFO ] [LOCAL ] Saved forecast: UFO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UFO.txt [2025-11-26T21:09:28.952381] [INFO ] [sig ] [3289/3599] Completed UFO in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:28.952439] [INFO ] [sig ] [3290/3599] Forecasting UFPI... [2025-11-26T21:09:28.952483] [INFO ] [sig ] Generating forecast for: UFPI [2025-11-26T21:09:28.952524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'. [2025-11-26T21:09:28.963252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFPI'. [2025-11-26T21:09:28.963612] [INFO ] [FORECASTER] Starting predict_future for UFPI [2025-11-26T21:09:28.964448] [DEBUG] [LOCAL ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt [2025-11-26T21:09:28.964518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:28.964566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:28.964608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:28.964700] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:29.023671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:29.024692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:29.024798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:29.024846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:29.145112] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:29.145302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:29.145356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:29.145397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:29.148742] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=59.22%) [2025-11-26T21:09:29.149030] [INFO ] [FORECASTER] Completed predict_future for UFPI [2025-11-26T21:09:29.149174] [INFO ] [sig ] UFPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:29.291592] [INFO ] [LOCAL ] Saved forecast: UFPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UFPI.txt [2025-11-26T21:09:29.291761] [INFO ] [sig ] [3290/3599] Completed UFPI in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:29.291818] [INFO ] [sig ] [3291/3599] Forecasting UGI... [2025-11-26T21:09:29.291870] [INFO ] [sig ] Generating forecast for: UGI [2025-11-26T21:09:29.291912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-11-26T21:09:29.303239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGI'. [2025-11-26T21:09:29.303544] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-11-26T21:09:29.304393] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-11-26T21:09:29.304462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:29.304508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:29.304548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:29.304616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:29.367578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:29.368486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:29.368585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:29.368632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:29.490336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:29.490522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:29.490577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:29.490621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:29.494136] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=48.63%) [2025-11-26T21:09:29.494429] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-11-26T21:09:29.494574] [INFO ] [sig ] UGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:29.638345] [INFO ] [LOCAL ] Saved forecast: UGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UGI.txt [2025-11-26T21:09:29.638504] [INFO ] [sig ] [3291/3599] Completed UGI in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:29.638562] [INFO ] [sig ] [3292/3599] Forecasting UGP... [2025-11-26T21:09:29.638603] [INFO ] [sig ] Generating forecast for: UGP [2025-11-26T21:09:29.638659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-11-26T21:09:29.650963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGP'. [2025-11-26T21:09:29.651396] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-11-26T21:09:29.652394] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-11-26T21:09:29.652467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:29.652516] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:29.652568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:29.652705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:29.719531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:29.720467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:29.720569] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:29.720631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:29.840800] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:29.840983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:29.841036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:29.841094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:29.844498] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=35.89%) [2025-11-26T21:09:29.844814] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-11-26T21:09:29.844964] [INFO ] [sig ] UGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:29.986689] [INFO ] [LOCAL ] Saved forecast: UGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UGP.txt [2025-11-26T21:09:29.986877] [INFO ] [sig ] [3292/3599] Completed UGP in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:29.986947] [INFO ] [sig ] [3293/3599] Forecasting UHAL... [2025-11-26T21:09:29.987076] [INFO ] [sig ] Generating forecast for: UHAL [2025-11-26T21:09:29.987151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-11-26T21:09:30.001430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHAL'. [2025-11-26T21:09:30.001922] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-11-26T21:09:30.003008] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-11-26T21:09:30.003091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:30.003159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:30.003220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:30.003340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:30.061389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:30.062329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:30.062451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:30.062531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:30.188243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:30.188454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:30.188533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:30.188614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:30.192164] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=86.23%) [2025-11-26T21:09:30.192504] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-11-26T21:09:30.192711] [INFO ] [sig ] UHAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:30.341691] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UHAL.txt [2025-11-26T21:09:30.341892] [INFO ] [sig ] [3293/3599] Completed UHAL in 0.4s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:30.341979] [INFO ] [sig ] [3294/3599] Forecasting UHG... [2025-11-26T21:09:30.342025] [INFO ] [sig ] Generating forecast for: UHG [2025-11-26T21:09:30.342075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'. [2025-11-26T21:09:30.354264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHG'. [2025-11-26T21:09:30.354745] [INFO ] [FORECASTER] Starting predict_future for UHG [2025-11-26T21:09:30.355742] [DEBUG] [LOCAL ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt [2025-11-26T21:09:30.355816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:30.355863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:30.355903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:30.355975] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:30.417889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:30.419071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:30.419205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:30.419263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:30.548285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:30.548533] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:09:30.548599] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:30.548707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:30.552292] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=58.55%) [2025-11-26T21:09:30.552594] [INFO ] [FORECASTER] Completed predict_future for UHG [2025-11-26T21:09:30.552763] [INFO ] [sig ] UHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:30.705939] [INFO ] [LOCAL ] Saved forecast: UHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UHG.txt [2025-11-26T21:09:30.706123] [INFO ] [sig ] [3294/3599] Completed UHG in 0.4s | 2.90 sym/s | Total: 18.9m | ETA: 1.8m [2025-11-26T21:09:30.706181] [INFO ] [sig ] [3295/3599] Forecasting UHS... [2025-11-26T21:09:30.706229] [INFO ] [sig ] Generating forecast for: UHS [2025-11-26T21:09:30.706281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-11-26T21:09:30.718759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHS'. [2025-11-26T21:09:30.719121] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-11-26T21:09:30.720040] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-11-26T21:09:30.720113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:30.720193] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:30.720252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:30.720345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:30.779601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:30.780478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:30.780578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:30.780635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:30.903755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:30.903950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:30.904007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:30.904050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:30.907777] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=31.79%) [2025-11-26T21:09:30.908160] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-11-26T21:09:30.908334] [INFO ] [sig ] UHS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:31.062951] [INFO ] [LOCAL ] Saved forecast: UHS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UHS.txt [2025-11-26T21:09:31.063132] [INFO ] [sig ] [3295/3599] Completed UHS in 0.4s | 2.90 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:09:31.063186] [INFO ] [sig ] [3296/3599] Forecasting UI... [2025-11-26T21:09:31.063232] [INFO ] [sig ] Generating forecast for: UI [2025-11-26T21:09:31.063275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-11-26T21:09:31.074972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UI'. [2025-11-26T21:09:31.075415] [INFO ] [FORECASTER] Starting predict_future for UI [2025-11-26T21:09:31.076308] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-11-26T21:09:31.076380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:31.076437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:31.076490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:31.076571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:31.135804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:31.136792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:31.136898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:31.136967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:31.258875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:31.259065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:31.259118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:31.259159] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:31.263347] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=55.51%) [2025-11-26T21:09:31.263767] [INFO ] [FORECASTER] Completed predict_future for UI [2025-11-26T21:09:31.263952] [INFO ] [sig ] UI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:31.406245] [INFO ] [LOCAL ] Saved forecast: UI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UI.txt [2025-11-26T21:09:31.406430] [INFO ] [sig ] [3296/3599] Completed UI in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:09:31.406486] [INFO ] [sig ] [3297/3599] Forecasting UIS... [2025-11-26T21:09:31.406530] [INFO ] [sig ] Generating forecast for: UIS [2025-11-26T21:09:31.406598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-11-26T21:09:31.418258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UIS'. [2025-11-26T21:09:31.418693] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-11-26T21:09:31.419495] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-11-26T21:09:31.419565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:31.419619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:31.419686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:31.419767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:31.475532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:31.476414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:31.476516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:31.476575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:31.598905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:31.599090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:31.599145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:31.599186] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:31.602613] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=24.12%) [2025-11-26T21:09:31.602959] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-11-26T21:09:31.603127] [INFO ] [sig ] UIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:31.740828] [INFO ] [LOCAL ] Saved forecast: UIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UIS.txt [2025-11-26T21:09:31.741004] [INFO ] [sig ] [3297/3599] Completed UIS in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:09:31.741060] [INFO ] [sig ] [3298/3599] Forecasting UITB... [2025-11-26T21:09:31.741103] [INFO ] [sig ] Generating forecast for: UITB [2025-11-26T21:09:31.741172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'. [2025-11-26T21:09:31.753159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UITB'. [2025-11-26T21:09:31.753553] [INFO ] [FORECASTER] Starting predict_future for UITB [2025-11-26T21:09:31.754443] [DEBUG] [LOCAL ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt [2025-11-26T21:09:31.754514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:31.754560] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:31.754600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:31.754721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:31.812687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:31.813504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:31.813605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:31.813669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:31.931405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:31.931602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:31.931674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:31.931744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:31.935356] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-11-26T21:09:31.935701] [INFO ] [FORECASTER] Completed predict_future for UITB [2025-11-26T21:09:31.935861] [INFO ] [sig ] UITB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:32.077363] [INFO ] [LOCAL ] Saved forecast: UITB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UITB.txt [2025-11-26T21:09:32.077545] [INFO ] [sig ] [3298/3599] Completed UITB in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:09:32.077607] [INFO ] [sig ] [3299/3599] Forecasting UL... [2025-11-26T21:09:32.077678] [INFO ] [sig ] Generating forecast for: UL [2025-11-26T21:09:32.077735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-11-26T21:09:32.089178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UL'. [2025-11-26T21:09:32.089561] [INFO ] [FORECASTER] Starting predict_future for UL [2025-11-26T21:09:32.090407] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-11-26T21:09:32.090479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:32.090535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:32.090584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:32.090680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:32.149430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:32.150374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:32.150477] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:32.150541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:32.277220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:32.277375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:32.277428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:32.277525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:32.281062] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=92.80%) [2025-11-26T21:09:32.281364] [INFO ] [FORECASTER] Completed predict_future for UL [2025-11-26T21:09:32.281521] [INFO ] [sig ] UL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:32.423867] [INFO ] [LOCAL ] Saved forecast: UL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UL.txt [2025-11-26T21:09:32.424031] [INFO ] [sig ] [3299/3599] Completed UL in 0.3s | 2.90 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:09:32.424087] [INFO ] [sig ] [3300/3599] Forecasting ULBI... [2025-11-26T21:09:32.424130] [INFO ] [sig ] Generating forecast for: ULBI [2025-11-26T21:09:32.424207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'. [2025-11-26T21:09:32.436397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULBI'. [2025-11-26T21:09:32.436805] [INFO ] [FORECASTER] Starting predict_future for ULBI [2025-11-26T21:09:32.437692] [DEBUG] [LOCAL ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt [2025-11-26T21:09:32.437778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:32.437827] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:32.437868] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:32.437938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:32.496746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:32.497722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:32.497822] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:32.497869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:32.616974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:32.617156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:32.617208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:32.617247] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:32.620660] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=5.99%) [2025-11-26T21:09:32.620949] [INFO ] [FORECASTER] Completed predict_future for ULBI [2025-11-26T21:09:32.621084] [INFO ] [sig ] ULBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:32.765886] [INFO ] [LOCAL ] Saved forecast: ULBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULBI.txt [2025-11-26T21:09:32.766090] [INFO ] [sig ] [3300/3599] Completed ULBI in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:32.766161] [INFO ] [sig ] [3301/3599] Forecasting ULCC... [2025-11-26T21:09:32.766204] [INFO ] [sig ] Generating forecast for: ULCC [2025-11-26T21:09:32.766243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'. [2025-11-26T21:09:32.777538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULCC'. [2025-11-26T21:09:32.777937] [INFO ] [FORECASTER] Starting predict_future for ULCC [2025-11-26T21:09:32.778813] [DEBUG] [LOCAL ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt [2025-11-26T21:09:32.778883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:32.778956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:32.779019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:32.779099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:32.840490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:32.841414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:32.841523] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:32.841597] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:32.965291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:32.965491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:32.965593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:32.965680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:32.969170] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=2.15%) [2025-11-26T21:09:32.969487] [INFO ] [FORECASTER] Completed predict_future for ULCC [2025-11-26T21:09:32.969676] [INFO ] [sig ] ULCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:33.111047] [INFO ] [LOCAL ] Saved forecast: ULCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULCC.txt [2025-11-26T21:09:33.111239] [INFO ] [sig ] [3301/3599] Completed ULCC in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:33.111345] [INFO ] [sig ] [3302/3599] Forecasting ULH... [2025-11-26T21:09:33.111408] [INFO ] [sig ] Generating forecast for: ULH [2025-11-26T21:09:33.111477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'. [2025-11-26T21:09:33.122967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULH'. [2025-11-26T21:09:33.123304] [INFO ] [FORECASTER] Starting predict_future for ULH [2025-11-26T21:09:33.124287] [DEBUG] [LOCAL ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt [2025-11-26T21:09:33.124366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:33.124426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:33.124479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:33.124572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:33.181726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:33.182693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:33.182800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:33.182862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:33.309181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:33.309365] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:09:33.309417] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:33.309464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:33.312992] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=80.15%) [2025-11-26T21:09:33.313288] [INFO ] [FORECASTER] Completed predict_future for ULH [2025-11-26T21:09:33.313431] [INFO ] [sig ] ULH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:33.453628] [INFO ] [LOCAL ] Saved forecast: ULH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ULH.txt [2025-11-26T21:09:33.453803] [INFO ] [sig ] [3302/3599] Completed ULH in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:33.453857] [INFO ] [sig ] [3303/3599] Forecasting ULTA... [2025-11-26T21:09:33.453900] [INFO ] [sig ] Generating forecast for: ULTA [2025-11-26T21:09:33.453934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'. [2025-11-26T21:09:33.465132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULTA'. [2025-11-26T21:09:33.465485] [INFO ] [FORECASTER] Starting predict_future for ULTA [2025-11-26T21:09:33.466370] [DEBUG] [LOCAL ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt [2025-11-26T21:09:33.466440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:33.466497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:33.466547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:33.466625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:33.525733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:33.526498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:33.526600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:33.526664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:33.639897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:33.640075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:33.640127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:33.640192] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:33.643658] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=36.02%) [2025-11-26T21:09:33.643959] [INFO ] [FORECASTER] Completed predict_future for ULTA [2025-11-26T21:09:33.644110] [INFO ] [sig ] ULTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:33.782939] [INFO ] [LOCAL ] Saved forecast: ULTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULTA.txt [2025-11-26T21:09:33.783122] [INFO ] [sig ] [3303/3599] Completed ULTA in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:33.783190] [INFO ] [sig ] [3304/3599] Forecasting ULY... [2025-11-26T21:09:33.783241] [INFO ] [sig ] Generating forecast for: ULY [2025-11-26T21:09:33.783291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'. [2025-11-26T21:09:33.794273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULY'. [2025-11-26T21:09:33.794619] [INFO ] [FORECASTER] Starting predict_future for ULY [2025-11-26T21:09:33.795481] [DEBUG] [LOCAL ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt [2025-11-26T21:09:33.795554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:33.795599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:33.795654] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:33.795724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:33.854283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:33.855121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:33.855228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:33.855278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:33.971718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:33.971904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:33.971956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:33.971998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:33.975321] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=17.18%) [2025-11-26T21:09:33.975610] [INFO ] [FORECASTER] Completed predict_future for ULY [2025-11-26T21:09:33.975768] [INFO ] [sig ] ULY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:34.115691] [INFO ] [LOCAL ] Saved forecast: ULY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULY.txt [2025-11-26T21:09:34.115892] [INFO ] [sig ] [3304/3599] Completed ULY in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:34.115980] [INFO ] [sig ] [3305/3599] Forecasting UMBF... [2025-11-26T21:09:34.116051] [INFO ] [sig ] Generating forecast for: UMBF [2025-11-26T21:09:34.116121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'. [2025-11-26T21:09:34.127452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMBF'. [2025-11-26T21:09:34.127827] [INFO ] [FORECASTER] Starting predict_future for UMBF [2025-11-26T21:09:34.128668] [DEBUG] [LOCAL ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt [2025-11-26T21:09:34.128738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:34.128784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:34.128826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:34.128893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:34.186687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:34.187441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:34.187552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:34.187602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:34.306720] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:34.306906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:34.306957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:34.306998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:34.310384] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=38.86%) [2025-11-26T21:09:34.310710] [INFO ] [FORECASTER] Completed predict_future for UMBF [2025-11-26T21:09:34.310850] [INFO ] [sig ] UMBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:34.450634] [INFO ] [LOCAL ] Saved forecast: UMBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMBF.txt [2025-11-26T21:09:34.450812] [INFO ] [sig ] [3305/3599] Completed UMBF in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:34.450867] [INFO ] [sig ] [3306/3599] Forecasting UMC... [2025-11-26T21:09:34.450907] [INFO ] [sig ] Generating forecast for: UMC [2025-11-26T21:09:34.450943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-11-26T21:09:34.462019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMC'. [2025-11-26T21:09:34.462325] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-11-26T21:09:34.463143] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-11-26T21:09:34.463211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:34.463256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:34.463301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:34.463382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:34.519787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:34.520470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:34.520566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:34.520611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:34.640334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:34.640517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:34.640570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:34.640612] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:34.643935] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=18.61%) [2025-11-26T21:09:34.644218] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-11-26T21:09:34.644356] [INFO ] [sig ] UMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:34.783250] [INFO ] [LOCAL ] Saved forecast: UMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMC.txt [2025-11-26T21:09:34.783399] [INFO ] [sig ] [3306/3599] Completed UMC in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:34.783450] [INFO ] [sig ] [3307/3599] Forecasting UMH... [2025-11-26T21:09:34.783492] [INFO ] [sig ] Generating forecast for: UMH [2025-11-26T21:09:34.783531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-11-26T21:09:34.794504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMH'. [2025-11-26T21:09:34.794829] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-11-26T21:09:34.795621] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-11-26T21:09:34.795707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:34.795752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:34.795784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:34.795853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:34.852562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:34.853399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:34.853510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:34.853557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:34.970220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:34.970409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:34.970499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:34.970542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:34.973883] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-11-26T21:09:34.974171] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-11-26T21:09:34.974321] [INFO ] [sig ] UMH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:35.113958] [INFO ] [LOCAL ] Saved forecast: UMH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMH.txt [2025-11-26T21:09:35.114125] [INFO ] [sig ] [3307/3599] Completed UMH in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:35.114177] [INFO ] [sig ] [3308/3599] Forecasting UMMA... [2025-11-26T21:09:35.114220] [INFO ] [sig ] Generating forecast for: UMMA [2025-11-26T21:09:35.114260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'. [2025-11-26T21:09:35.124952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMMA'. [2025-11-26T21:09:35.125272] [INFO ] [FORECASTER] Starting predict_future for UMMA [2025-11-26T21:09:35.126091] [DEBUG] [LOCAL ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt [2025-11-26T21:09:35.126159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:35.126203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:35.126242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:35.126310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:35.183263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:35.184080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:35.184178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:35.184225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:35.296185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:35.296371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:35.296425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:35.296467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:35.299992] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=24.24%) [2025-11-26T21:09:35.300280] [INFO ] [FORECASTER] Completed predict_future for UMMA [2025-11-26T21:09:35.300427] [INFO ] [sig ] UMMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:35.439105] [INFO ] [LOCAL ] Saved forecast: UMMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMMA.txt [2025-11-26T21:09:35.439258] [INFO ] [sig ] [3308/3599] Completed UMMA in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:35.439312] [INFO ] [sig ] [3309/3599] Forecasting UNCY... [2025-11-26T21:09:35.439356] [INFO ] [sig ] Generating forecast for: UNCY [2025-11-26T21:09:35.439397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'. [2025-11-26T21:09:35.450437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNCY'. [2025-11-26T21:09:35.450766] [INFO ] [FORECASTER] Starting predict_future for UNCY [2025-11-26T21:09:35.451585] [DEBUG] [LOCAL ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt [2025-11-26T21:09:35.451679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:35.451729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:35.451769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:35.451838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:35.509071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:35.509911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:35.510010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:35.510052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:35.629141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:35.629305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:35.629357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:35.629399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:35.632756] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:09:35.633049] [INFO ] [FORECASTER] Completed predict_future for UNCY [2025-11-26T21:09:35.633191] [INFO ] [sig ] UNCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:35.776018] [INFO ] [LOCAL ] Saved forecast: UNCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UNCY.txt [2025-11-26T21:09:35.776172] [INFO ] [sig ] [3309/3599] Completed UNCY in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:35.776225] [INFO ] [sig ] [3310/3599] Forecasting UNF... [2025-11-26T21:09:35.776266] [INFO ] [sig ] Generating forecast for: UNF [2025-11-26T21:09:35.776311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-11-26T21:09:35.787780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNF'. [2025-11-26T21:09:35.788153] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-11-26T21:09:35.789082] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-11-26T21:09:35.789161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:35.789230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:35.789296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:35.789409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:35.852373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:35.853272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:35.853397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:35.853506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:35.973549] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:35.973759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:35.973840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:35.973902] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:35.977257] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=93.14%) [2025-11-26T21:09:35.977605] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-11-26T21:09:35.977806] [INFO ] [sig ] UNF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:36.119008] [INFO ] [LOCAL ] Saved forecast: UNF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNF.txt [2025-11-26T21:09:36.119211] [INFO ] [sig ] [3310/3599] Completed UNF in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:36.119300] [INFO ] [sig ] [3311/3599] Forecasting UNFI... [2025-11-26T21:09:36.119386] [INFO ] [sig ] Generating forecast for: UNFI [2025-11-26T21:09:36.119466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-11-26T21:09:36.131375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNFI'. [2025-11-26T21:09:36.131771] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-11-26T21:09:36.132623] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-11-26T21:09:36.132723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:36.132809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:36.132876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:36.132984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:36.191182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:36.192023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:36.192135] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:36.192206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:36.315859] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:36.316082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:36.316161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:36.316222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:36.319821] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=98.40%) [2025-11-26T21:09:36.320146] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-11-26T21:09:36.320319] [INFO ] [sig ] UNFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:36.462536] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNFI.txt [2025-11-26T21:09:36.462744] [INFO ] [sig ] [3311/3599] Completed UNFI in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.7m [2025-11-26T21:09:36.462801] [INFO ] [sig ] [3312/3599] Forecasting UNH... [2025-11-26T21:09:36.462845] [INFO ] [sig ] Generating forecast for: UNH [2025-11-26T21:09:36.462885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-11-26T21:09:36.474583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNH'. [2025-11-26T21:09:36.475023] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-11-26T21:09:36.475871] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-11-26T21:09:36.475940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:36.475985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:36.476025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:36.476091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:36.536285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:36.537177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:36.537274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:36.537320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:36.653606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:36.653793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:36.653844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:36.653885] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:36.657167] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-11-26T21:09:36.657451] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-11-26T21:09:36.660685] [INFO ] [sig ] UNH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:36.801683] [INFO ] [LOCAL ] Saved forecast: UNH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNH.txt [2025-11-26T21:09:36.801835] [INFO ] [sig ] [3312/3599] Completed UNH in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:09:36.801890] [INFO ] [sig ] [3313/3599] Forecasting UNM... [2025-11-26T21:09:36.801936] [INFO ] [sig ] Generating forecast for: UNM [2025-11-26T21:09:36.801979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-11-26T21:09:36.813118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNM'. [2025-11-26T21:09:36.813463] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-11-26T21:09:36.814352] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-11-26T21:09:36.814438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:36.814494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:36.814540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:36.814611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:36.874002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:36.874761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:36.874855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:36.874903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:36.995606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:36.995798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:36.995852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:36.995893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:36.999297] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=76.79%) [2025-11-26T21:09:36.999632] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-11-26T21:09:36.999799] [INFO ] [sig ] UNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:37.140017] [INFO ] [LOCAL ] Saved forecast: UNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNM.txt [2025-11-26T21:09:37.140159] [INFO ] [sig ] [3313/3599] Completed UNM in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:09:37.140212] [INFO ] [sig ] [3314/3599] Forecasting UNMA... [2025-11-26T21:09:37.140255] [INFO ] [sig ] Generating forecast for: UNMA [2025-11-26T21:09:37.140296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-11-26T21:09:37.151123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNMA'. [2025-11-26T21:09:37.151402] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-11-26T21:09:37.152201] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-11-26T21:09:37.152270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:37.152314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:37.152353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:37.152421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:37.209779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:37.210408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:37.210520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:37.210570] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:37.317515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:37.317694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:37.317745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:37.317786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:37.321033] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=89.03%) [2025-11-26T21:09:37.321309] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-11-26T21:09:37.321466] [INFO ] [sig ] UNMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:37.461585] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNMA.txt [2025-11-26T21:09:37.461745] [INFO ] [sig ] [3314/3599] Completed UNMA in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:09:37.461808] [INFO ] [sig ] [3315/3599] Forecasting UNP... [2025-11-26T21:09:37.461854] [INFO ] [sig ] Generating forecast for: UNP [2025-11-26T21:09:37.461896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-11-26T21:09:37.473118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNP'. [2025-11-26T21:09:37.473424] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-11-26T21:09:37.474241] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-11-26T21:09:37.474310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:37.474354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:37.474398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:37.474466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:37.535345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:37.536018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:37.536112] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:37.536159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:37.654935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:37.655090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:37.655143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:37.655186] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:37.658607] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=27.32%) [2025-11-26T21:09:37.658966] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-11-26T21:09:37.659126] [INFO ] [sig ] UNP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:37.799060] [INFO ] [LOCAL ] Saved forecast: UNP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UNP.txt [2025-11-26T21:09:37.799199] [INFO ] [sig ] [3315/3599] Completed UNP in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:09:37.799251] [INFO ] [sig ] [3316/3599] Forecasting UNTY... [2025-11-26T21:09:37.799291] [INFO ] [sig ] Generating forecast for: UNTY [2025-11-26T21:09:37.799334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'. [2025-11-26T21:09:37.811194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNTY'. [2025-11-26T21:09:37.811585] [INFO ] [FORECASTER] Starting predict_future for UNTY [2025-11-26T21:09:37.812573] [DEBUG] [LOCAL ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt [2025-11-26T21:09:37.812661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:37.812707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:37.812747] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:37.812814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:37.870858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:37.871857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:37.871959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:37.872006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:37.990298] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:37.990504] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:09:37.990559] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:37.990604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:37.994127] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=9.13%) [2025-11-26T21:09:37.994427] [INFO ] [FORECASTER] Completed predict_future for UNTY [2025-11-26T21:09:37.994574] [INFO ] [sig ] UNTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:38.135075] [INFO ] [LOCAL ] Saved forecast: UNTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UNTY.txt [2025-11-26T21:09:38.135248] [INFO ] [sig ] [3316/3599] Completed UNTY in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:09:38.135297] [INFO ] [sig ] [3317/3599] Forecasting UONE... [2025-11-26T21:09:38.135343] [INFO ] [sig ] Generating forecast for: UONE [2025-11-26T21:09:38.135385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'. [2025-11-26T21:09:38.147615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UONE'. [2025-11-26T21:09:38.148006] [INFO ] [FORECASTER] Starting predict_future for UONE [2025-11-26T21:09:38.148845] [DEBUG] [LOCAL ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt [2025-11-26T21:09:38.148918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:38.148965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:38.149006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:38.149075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:38.205518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:38.206302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:38.206404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:38.206468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:38.311387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:38.311578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:38.311632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:38.311698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:38.315091] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=50.86%) [2025-11-26T21:09:38.315382] [INFO ] [FORECASTER] Completed predict_future for UONE [2025-11-26T21:09:38.315524] [INFO ] [sig ] UONE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:38.453540] [INFO ] [LOCAL ] Saved forecast: UONE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UONE.txt [2025-11-26T21:09:38.453739] [INFO ] [sig ] [3317/3599] Completed UONE in 0.3s | 2.90 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:09:38.453798] [INFO ] [sig ] [3318/3599] Forecasting UPBD... [2025-11-26T21:09:38.453843] [INFO ] [sig ] Generating forecast for: UPBD [2025-11-26T21:09:38.453884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'. [2025-11-26T21:09:38.465256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPBD'. [2025-11-26T21:09:38.465599] [INFO ] [FORECASTER] Starting predict_future for UPBD [2025-11-26T21:09:38.466433] [DEBUG] [LOCAL ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt [2025-11-26T21:09:38.466504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:38.466550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:38.466590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:38.466679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:38.524571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:38.525381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:38.525480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:38.525527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:38.645873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:38.646056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:38.646109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:38.646171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:38.652704] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=7.02%) [2025-11-26T21:09:38.652994] [INFO ] [FORECASTER] Completed predict_future for UPBD [2025-11-26T21:09:38.653135] [INFO ] [sig ] UPBD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:38.794059] [INFO ] [LOCAL ] Saved forecast: UPBD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPBD.txt [2025-11-26T21:09:38.794253] [INFO ] [sig ] [3318/3599] Completed UPBD in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:38.794308] [INFO ] [sig ] [3319/3599] Forecasting UPC... [2025-11-26T21:09:38.794352] [INFO ] [sig ] Generating forecast for: UPC [2025-11-26T21:09:38.794394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'. [2025-11-26T21:09:38.805413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPC'. [2025-11-26T21:09:38.805792] [INFO ] [FORECASTER] Starting predict_future for UPC [2025-11-26T21:09:38.806590] [DEBUG] [LOCAL ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt [2025-11-26T21:09:38.806680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:38.806727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:38.806767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:38.806835] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:38.862514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:38.863245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:38.863342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:38.863390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:38.975229] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:38.975418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:38.975478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:38.975519] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:38.979925] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-11-26T21:09:38.980410] [INFO ] [FORECASTER] Completed predict_future for UPC [2025-11-26T21:09:38.980596] [INFO ] [sig ] UPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:39.118859] [INFO ] [LOCAL ] Saved forecast: UPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPC.txt [2025-11-26T21:09:39.119032] [INFO ] [sig ] [3319/3599] Completed UPC in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:39.119089] [INFO ] [sig ] [3320/3599] Forecasting UPLD... [2025-11-26T21:09:39.119135] [INFO ] [sig ] Generating forecast for: UPLD [2025-11-26T21:09:39.119177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'. [2025-11-26T21:09:39.131137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPLD'. [2025-11-26T21:09:39.131482] [INFO ] [FORECASTER] Starting predict_future for UPLD [2025-11-26T21:09:39.132341] [DEBUG] [LOCAL ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt [2025-11-26T21:09:39.132420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:39.132481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:39.132537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:39.132633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:39.189295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:39.190102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:39.190230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:39.190292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:39.308668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:39.308869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:39.308937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:39.308994] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:39.312340] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=66.75%) [2025-11-26T21:09:39.312635] [INFO ] [FORECASTER] Completed predict_future for UPLD [2025-11-26T21:09:39.312807] [INFO ] [sig ] UPLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:39.451622] [INFO ] [LOCAL ] Saved forecast: UPLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UPLD.txt [2025-11-26T21:09:39.451797] [INFO ] [sig ] [3320/3599] Completed UPLD in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:39.451851] [INFO ] [sig ] [3321/3599] Forecasting UPS... [2025-11-26T21:09:39.451893] [INFO ] [sig ] Generating forecast for: UPS [2025-11-26T21:09:39.451944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-11-26T21:09:39.463532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPS'. [2025-11-26T21:09:39.463881] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-11-26T21:09:39.464688] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-11-26T21:09:39.464756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:39.464801] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:39.464840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:39.464907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:39.523600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:39.524362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:39.524461] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:39.524507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:39.649058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:39.649248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:39.649300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:39.649342] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:39.652732] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=66.87%) [2025-11-26T21:09:39.653024] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-11-26T21:09:39.653163] [INFO ] [sig ] UPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:39.791386] [INFO ] [LOCAL ] Saved forecast: UPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UPS.txt [2025-11-26T21:09:39.791549] [INFO ] [sig ] [3321/3599] Completed UPS in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:39.791603] [INFO ] [sig ] [3322/3599] Forecasting UPWK... [2025-11-26T21:09:39.791663] [INFO ] [sig ] Generating forecast for: UPWK [2025-11-26T21:09:39.791707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'. [2025-11-26T21:09:39.803109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPWK'. [2025-11-26T21:09:39.803426] [INFO ] [FORECASTER] Starting predict_future for UPWK [2025-11-26T21:09:39.804241] [DEBUG] [LOCAL ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt [2025-11-26T21:09:39.804309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:39.804353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:39.804418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:39.804488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:39.860587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:39.861312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:39.861405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:39.861451] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:39.982343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:39.982525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:39.982580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:39.982617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:39.985962] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=13.18%) [2025-11-26T21:09:39.986246] [INFO ] [FORECASTER] Completed predict_future for UPWK [2025-11-26T21:09:39.986384] [INFO ] [sig ] UPWK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:40.123793] [INFO ] [LOCAL ] Saved forecast: UPWK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPWK.txt [2025-11-26T21:09:40.123949] [INFO ] [sig ] [3322/3599] Completed UPWK in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:40.124002] [INFO ] [sig ] [3323/3599] Forecasting UPXI... [2025-11-26T21:09:40.124045] [INFO ] [sig ] Generating forecast for: UPXI [2025-11-26T21:09:40.124084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'. [2025-11-26T21:09:40.136228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPXI'. [2025-11-26T21:09:40.136667] [INFO ] [FORECASTER] Starting predict_future for UPXI [2025-11-26T21:09:40.137632] [DEBUG] [LOCAL ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt [2025-11-26T21:09:40.137726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:40.137786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:40.137838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:40.137916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:40.198130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:40.199049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:40.199150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:40.199212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:40.319668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:40.319859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:40.319928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:40.319978] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:40.323365] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=34.39%) [2025-11-26T21:09:40.323716] [INFO ] [FORECASTER] Completed predict_future for UPXI [2025-11-26T21:09:40.323871] [INFO ] [sig ] UPXI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:40.463110] [INFO ] [LOCAL ] Saved forecast: UPXI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPXI.txt [2025-11-26T21:09:40.463268] [INFO ] [sig ] [3323/3599] Completed UPXI in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:40.463324] [INFO ] [sig ] [3324/3599] Forecasting URBN... [2025-11-26T21:09:40.463435] [INFO ] [sig ] Generating forecast for: URBN [2025-11-26T21:09:40.463487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'. [2025-11-26T21:09:40.474673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URBN'. [2025-11-26T21:09:40.475026] [INFO ] [FORECASTER] Starting predict_future for URBN [2025-11-26T21:09:40.475925] [DEBUG] [LOCAL ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt [2025-11-26T21:09:40.475994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:40.476039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:40.476078] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:40.476144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:40.533432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:40.534140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:40.534237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:40.534284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:40.658149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:40.658328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:40.658380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:40.658421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:40.661764] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=23.81%) [2025-11-26T21:09:40.662050] [INFO ] [FORECASTER] Completed predict_future for URBN [2025-11-26T21:09:40.662195] [INFO ] [sig ] URBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:40.803265] [INFO ] [LOCAL ] Saved forecast: URBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/URBN.txt [2025-11-26T21:09:40.803417] [INFO ] [sig ] [3324/3599] Completed URBN in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:40.803472] [INFO ] [sig ] [3325/3599] Forecasting URGN... [2025-11-26T21:09:40.803512] [INFO ] [sig ] Generating forecast for: URGN [2025-11-26T21:09:40.803550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'. [2025-11-26T21:09:40.814660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URGN'. [2025-11-26T21:09:40.814993] [INFO ] [FORECASTER] Starting predict_future for URGN [2025-11-26T21:09:40.815851] [DEBUG] [LOCAL ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt [2025-11-26T21:09:40.815920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:40.815977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:40.816028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:40.816100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:40.874439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:40.875218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:40.875316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:40.875380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:40.992560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:40.992781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:40.992855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:40.992912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:40.996344] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-11-26T21:09:40.996680] [INFO ] [FORECASTER] Completed predict_future for URGN [2025-11-26T21:09:40.996851] [INFO ] [sig ] URGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:41.134332] [INFO ] [LOCAL ] Saved forecast: URGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/URGN.txt [2025-11-26T21:09:41.134511] [INFO ] [sig ] [3325/3599] Completed URGN in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:41.134585] [INFO ] [sig ] [3326/3599] Forecasting URI... [2025-11-26T21:09:41.134731] [INFO ] [sig ] Generating forecast for: URI [2025-11-26T21:09:41.134813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-11-26T21:09:41.145940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URI'. [2025-11-26T21:09:41.146334] [INFO ] [FORECASTER] Starting predict_future for URI [2025-11-26T21:09:41.147220] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-11-26T21:09:41.147302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:41.147363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:41.147419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:41.147523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:41.204989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:41.205730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:41.205832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:41.205893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:41.326727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:41.326918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:41.326993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:41.327052] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:41.330552] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=76.44%) [2025-11-26T21:09:41.330875] [INFO ] [FORECASTER] Completed predict_future for URI [2025-11-26T21:09:41.331032] [INFO ] [sig ] URI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:41.473336] [INFO ] [LOCAL ] Saved forecast: URI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/URI.txt [2025-11-26T21:09:41.473547] [INFO ] [sig ] [3326/3599] Completed URI in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:41.473622] [INFO ] [sig ] [3327/3599] Forecasting URNJ... [2025-11-26T21:09:41.473712] [INFO ] [sig ] Generating forecast for: URNJ [2025-11-26T21:09:41.473759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'. [2025-11-26T21:09:41.485556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URNJ'. [2025-11-26T21:09:41.485983] [INFO ] [FORECASTER] Starting predict_future for URNJ [2025-11-26T21:09:41.486920] [DEBUG] [LOCAL ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt [2025-11-26T21:09:41.486994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:41.487040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:41.487082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:41.487150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:41.546145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:41.546964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:41.547064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:41.547112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:41.673280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:41.673445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:41.673521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:41.673573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:41.677570] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=21.12%) [2025-11-26T21:09:41.677897] [INFO ] [FORECASTER] Completed predict_future for URNJ [2025-11-26T21:09:41.678045] [INFO ] [sig ] URNJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:41.826832] [INFO ] [LOCAL ] Saved forecast: URNJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/URNJ.txt [2025-11-26T21:09:41.827004] [INFO ] [sig ] [3327/3599] Completed URNJ in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:41.827060] [INFO ] [sig ] [3328/3599] Forecasting UROY... [2025-11-26T21:09:41.827102] [INFO ] [sig ] Generating forecast for: UROY [2025-11-26T21:09:41.827145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'. [2025-11-26T21:09:41.839073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UROY'. [2025-11-26T21:09:41.839437] [INFO ] [FORECASTER] Starting predict_future for UROY [2025-11-26T21:09:41.840289] [DEBUG] [LOCAL ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt [2025-11-26T21:09:41.840359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:41.840406] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:41.840451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:41.840535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:41.899839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:41.900662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:41.900761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:41.900811] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:42.030254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:42.030434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:42.030488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:42.030530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:42.034076] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=61.24%) [2025-11-26T21:09:42.034374] [INFO ] [FORECASTER] Completed predict_future for UROY [2025-11-26T21:09:42.034519] [INFO ] [sig ] UROY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:42.179057] [INFO ] [LOCAL ] Saved forecast: UROY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UROY.txt [2025-11-26T21:09:42.179253] [INFO ] [sig ] [3328/3599] Completed UROY in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:42.179308] [INFO ] [sig ] [3329/3599] Forecasting USA... [2025-11-26T21:09:42.179352] [INFO ] [sig ] Generating forecast for: USA [2025-11-26T21:09:42.179392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-11-26T21:09:42.191489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USA'. [2025-11-26T21:09:42.191943] [INFO ] [FORECASTER] Starting predict_future for USA [2025-11-26T21:09:42.192846] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-11-26T21:09:42.192920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:42.192969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:42.193009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:42.193081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:42.249873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:42.250681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:42.250785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:42.250832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:42.373007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:42.373255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:42.373307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:42.373384] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:42.376832] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-11-26T21:09:42.377133] [INFO ] [FORECASTER] Completed predict_future for USA [2025-11-26T21:09:42.377275] [INFO ] [sig ] USA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:42.535340] [INFO ] [LOCAL ] Saved forecast: USA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USA.txt [2025-11-26T21:09:42.535559] [INFO ] [sig ] [3329/3599] Completed USA in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.6m [2025-11-26T21:09:42.535614] [INFO ] [sig ] [3330/3599] Forecasting USAC... [2025-11-26T21:09:42.535685] [INFO ] [sig ] Generating forecast for: USAC [2025-11-26T21:09:42.535754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-11-26T21:09:42.547267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USAC'. [2025-11-26T21:09:42.547782] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-11-26T21:09:42.548705] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-11-26T21:09:42.548781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:42.548826] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:42.548865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:42.548932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:42.606136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:42.607052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:42.607155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:42.607201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:42.725779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:42.725954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:42.726007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:42.726047] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:42.729479] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=81.38%) [2025-11-26T21:09:42.729795] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-11-26T21:09:42.729939] [INFO ] [sig ] USAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:42.868253] [INFO ] [LOCAL ] Saved forecast: USAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USAC.txt [2025-11-26T21:09:42.868428] [INFO ] [sig ] [3330/3599] Completed USAC in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:09:42.868487] [INFO ] [sig ] [3331/3599] Forecasting USB... [2025-11-26T21:09:42.868531] [INFO ] [sig ] Generating forecast for: USB [2025-11-26T21:09:42.868580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-11-26T21:09:42.880887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USB'. [2025-11-26T21:09:42.881226] [INFO ] [FORECASTER] Starting predict_future for USB [2025-11-26T21:09:42.882089] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-11-26T21:09:42.882160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:42.882207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:42.882247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:42.882315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:42.954811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:42.955750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:42.955854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:42.955904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:43.077843] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:43.078046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:43.078097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:43.078141] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:43.081528] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-11-26T21:09:43.081874] [INFO ] [FORECASTER] Completed predict_future for USB [2025-11-26T21:09:43.082025] [INFO ] [sig ] USB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:43.221691] [INFO ] [LOCAL ] Saved forecast: USB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USB.txt [2025-11-26T21:09:43.221876] [INFO ] [sig ] [3331/3599] Completed USB in 0.4s | 2.90 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:09:43.221931] [INFO ] [sig ] [3332/3599] Forecasting USCB... [2025-11-26T21:09:43.221975] [INFO ] [sig ] Generating forecast for: USCB [2025-11-26T21:09:43.222014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'. [2025-11-26T21:09:43.233011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USCB'. [2025-11-26T21:09:43.233275] [INFO ] [FORECASTER] Starting predict_future for USCB [2025-11-26T21:09:43.234087] [DEBUG] [LOCAL ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt [2025-11-26T21:09:43.234154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:43.234199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:43.234238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:43.234303] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:43.291318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:43.292216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:43.292323] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:43.292371] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:43.406185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:43.406384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:43.406435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:43.406488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:43.409899] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=19.11%) [2025-11-26T21:09:43.410183] [INFO ] [FORECASTER] Completed predict_future for USCB [2025-11-26T21:09:43.410320] [INFO ] [sig ] USCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:43.554504] [INFO ] [LOCAL ] Saved forecast: USCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USCB.txt [2025-11-26T21:09:43.554712] [INFO ] [sig ] [3332/3599] Completed USCB in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:09:43.554789] [INFO ] [sig ] [3333/3599] Forecasting USDX... [2025-11-26T21:09:43.554835] [INFO ] [sig ] Generating forecast for: USDX [2025-11-26T21:09:43.554876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'. [2025-11-26T21:09:43.565742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USDX'. [2025-11-26T21:09:43.566124] [INFO ] [FORECASTER] Starting predict_future for USDX [2025-11-26T21:09:43.566975] [DEBUG] [LOCAL ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt [2025-11-26T21:09:43.567045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:43.567090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:43.567128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:43.567212] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:43.624727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:43.625580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:43.625721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:43.625768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:43.734232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:43.734455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:43.734511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:43.734552] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:43.738149] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=95.63%) [2025-11-26T21:09:43.738511] [INFO ] [FORECASTER] Completed predict_future for USDX [2025-11-26T21:09:43.738737] [INFO ] [sig ] USDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:43.882148] [INFO ] [LOCAL ] Saved forecast: USDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USDX.txt [2025-11-26T21:09:43.882302] [INFO ] [sig ] [3333/3599] Completed USDX in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:09:43.882356] [INFO ] [sig ] [3334/3599] Forecasting USEA... [2025-11-26T21:09:43.882398] [INFO ] [sig ] Generating forecast for: USEA [2025-11-26T21:09:43.882439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'. [2025-11-26T21:09:43.895625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USEA'. [2025-11-26T21:09:43.896179] [INFO ] [FORECASTER] Starting predict_future for USEA [2025-11-26T21:09:43.897195] [DEBUG] [LOCAL ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt [2025-11-26T21:09:43.897273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:43.897344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:43.897408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:43.897533] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:43.957795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:43.958828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:43.958933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:43.958981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:44.075021] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:44.075207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:44.075261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:44.075318] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:44.078855] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=43.83%) [2025-11-26T21:09:44.079175] [INFO ] [FORECASTER] Completed predict_future for USEA [2025-11-26T21:09:44.079335] [INFO ] [sig ] USEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:44.224820] [INFO ] [LOCAL ] Saved forecast: USEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USEA.txt [2025-11-26T21:09:44.224981] [INFO ] [sig ] [3334/3599] Completed USEA in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:09:44.225034] [INFO ] [sig ] [3335/3599] Forecasting USFD... [2025-11-26T21:09:44.225074] [INFO ] [sig ] Generating forecast for: USFD [2025-11-26T21:09:44.225112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-11-26T21:09:44.236435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USFD'. [2025-11-26T21:09:44.236764] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-11-26T21:09:44.237591] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-11-26T21:09:44.237689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:44.237747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:44.237793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:44.237867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:44.295191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:44.295963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:44.296060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:44.296108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:44.419533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:44.419747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:44.419802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:44.419839] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:44.423245] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=50.90%) [2025-11-26T21:09:44.423547] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-11-26T21:09:44.423709] [INFO ] [sig ] USFD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:44.562423] [INFO ] [LOCAL ] Saved forecast: USFD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USFD.txt [2025-11-26T21:09:44.562579] [INFO ] [sig ] [3335/3599] Completed USFD in 0.3s | 2.90 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:09:44.562633] [INFO ] [sig ] [3336/3599] Forecasting USGO... [2025-11-26T21:09:44.562736] [INFO ] [sig ] Generating forecast for: USGO [2025-11-26T21:09:44.562781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'. [2025-11-26T21:09:44.573775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USGO'. [2025-11-26T21:09:44.574100] [INFO ] [FORECASTER] Starting predict_future for USGO [2025-11-26T21:09:44.575095] [DEBUG] [LOCAL ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt [2025-11-26T21:09:44.575168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:44.575215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:44.575255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:44.575323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:44.632884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:44.633558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:44.633677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:44.633758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:44.750588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:44.750783] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:09:44.750856] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:44.750915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:44.754512] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=7.80%) [2025-11-26T21:09:44.754835] [INFO ] [FORECASTER] Completed predict_future for USGO [2025-11-26T21:09:44.754992] [INFO ] [sig ] USGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:44.896195] [INFO ] [LOCAL ] Saved forecast: USGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USGO.txt [2025-11-26T21:09:44.896375] [INFO ] [sig ] [3336/3599] Completed USGO in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:44.896447] [INFO ] [sig ] [3337/3599] Forecasting USIG... [2025-11-26T21:09:44.896507] [INFO ] [sig ] Generating forecast for: USIG [2025-11-26T21:09:44.896571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'. [2025-11-26T21:09:44.908179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIG'. [2025-11-26T21:09:44.908518] [INFO ] [FORECASTER] Starting predict_future for USIG [2025-11-26T21:09:44.909427] [DEBUG] [LOCAL ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt [2025-11-26T21:09:44.909502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:44.909566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:44.909657] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:44.909812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:44.967301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:44.968268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:44.968387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:44.968466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:45.094422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:45.094600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:45.094693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:45.094780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:45.098256] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=19.42%) [2025-11-26T21:09:45.098585] [INFO ] [FORECASTER] Completed predict_future for USIG [2025-11-26T21:09:45.098785] [INFO ] [sig ] USIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:45.241572] [INFO ] [LOCAL ] Saved forecast: USIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USIG.txt [2025-11-26T21:09:45.241833] [INFO ] [sig ] [3337/3599] Completed USIG in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:45.241904] [INFO ] [sig ] [3338/3599] Forecasting USIO... [2025-11-26T21:09:45.241967] [INFO ] [sig ] Generating forecast for: USIO [2025-11-26T21:09:45.242012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'. [2025-11-26T21:09:45.253306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIO'. [2025-11-26T21:09:45.253677] [INFO ] [FORECASTER] Starting predict_future for USIO [2025-11-26T21:09:45.254502] [DEBUG] [LOCAL ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt [2025-11-26T21:09:45.254572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:45.254619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:45.254680] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:45.254753] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:45.312292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:45.313043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:45.313139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:45.313178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:45.431269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:45.431453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:45.431513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:45.431554] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:45.434918] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=60.48%) [2025-11-26T21:09:45.435210] [INFO ] [FORECASTER] Completed predict_future for USIO [2025-11-26T21:09:45.435348] [INFO ] [sig ] USIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:45.575284] [INFO ] [LOCAL ] Saved forecast: USIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USIO.txt [2025-11-26T21:09:45.575449] [INFO ] [sig ] [3338/3599] Completed USIO in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:45.575508] [INFO ] [sig ] [3339/3599] Forecasting USLM... [2025-11-26T21:09:45.575563] [INFO ] [sig ] Generating forecast for: USLM [2025-11-26T21:09:45.575615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'. [2025-11-26T21:09:45.586802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USLM'. [2025-11-26T21:09:45.587127] [INFO ] [FORECASTER] Starting predict_future for USLM [2025-11-26T21:09:45.588042] [DEBUG] [LOCAL ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt [2025-11-26T21:09:45.588111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:45.588165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:45.588212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:45.588285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:45.649093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:45.649954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:45.650050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:45.650107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:45.768706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:45.768865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:45.768916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:45.768954] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:45.772277] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=68.27%) [2025-11-26T21:09:45.772586] [INFO ] [FORECASTER] Completed predict_future for USLM [2025-11-26T21:09:45.772751] [INFO ] [sig ] USLM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:45.914601] [INFO ] [LOCAL ] Saved forecast: USLM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USLM.txt [2025-11-26T21:09:45.914776] [INFO ] [sig ] [3339/3599] Completed USLM in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:45.914830] [INFO ] [sig ] [3340/3599] Forecasting USMC... [2025-11-26T21:09:45.914871] [INFO ] [sig ] Generating forecast for: USMC [2025-11-26T21:09:45.914912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'. [2025-11-26T21:09:45.925909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USMC'. [2025-11-26T21:09:45.926208] [INFO ] [FORECASTER] Starting predict_future for USMC [2025-11-26T21:09:45.927097] [DEBUG] [LOCAL ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt [2025-11-26T21:09:45.927166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:45.927210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:45.927249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:45.927315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:45.984220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:45.984922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:45.985015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:45.985055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:46.099562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:46.099769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:46.099822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:46.099861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:46.103208] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=8.44%) [2025-11-26T21:09:46.103546] [INFO ] [FORECASTER] Completed predict_future for USMC [2025-11-26T21:09:46.103748] [INFO ] [sig ] USMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:46.247736] [INFO ] [LOCAL ] Saved forecast: USMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USMC.txt [2025-11-26T21:09:46.247927] [INFO ] [sig ] [3340/3599] Completed USMC in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:46.247994] [INFO ] [sig ] [3341/3599] Forecasting USOI... [2025-11-26T21:09:46.248029] [INFO ] [sig ] Generating forecast for: USOI [2025-11-26T21:09:46.248064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'. [2025-11-26T21:09:46.258800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOI'. [2025-11-26T21:09:46.259104] [INFO ] [FORECASTER] Starting predict_future for USOI [2025-11-26T21:09:46.259971] [DEBUG] [LOCAL ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt [2025-11-26T21:09:46.260040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:46.260085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:46.260136] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:46.260255] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:46.317766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:46.318548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:46.318671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:46.318720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:46.439454] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:46.439658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:46.439714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:46.439755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:46.443186] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=60.79%) [2025-11-26T21:09:46.443485] [INFO ] [FORECASTER] Completed predict_future for USOI [2025-11-26T21:09:46.443678] [INFO ] [sig ] USOI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:46.584253] [INFO ] [LOCAL ] Saved forecast: USOI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USOI.txt [2025-11-26T21:09:46.584404] [INFO ] [sig ] [3341/3599] Completed USOI in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:46.584458] [INFO ] [sig ] [3342/3599] Forecasting USOY... [2025-11-26T21:09:46.584508] [INFO ] [sig ] Generating forecast for: USOY [2025-11-26T21:09:46.584548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'. [2025-11-26T21:09:46.595409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOY'. [2025-11-26T21:09:46.595750] [INFO ] [FORECASTER] Starting predict_future for USOY [2025-11-26T21:09:46.596551] [DEBUG] [LOCAL ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt [2025-11-26T21:09:46.596621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:46.596698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:46.596753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:46.596822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:46.652394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:46.653118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:46.653212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:46.653262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:46.767332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:46.767544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:46.767616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:46.767683] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:46.771032] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=95.33%) [2025-11-26T21:09:46.771326] [INFO ] [FORECASTER] Completed predict_future for USOY [2025-11-26T21:09:46.771464] [INFO ] [sig ] USOY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:46.911470] [INFO ] [LOCAL ] Saved forecast: USOY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USOY.txt [2025-11-26T21:09:46.911626] [INFO ] [sig ] [3342/3599] Completed USOY in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:46.911701] [INFO ] [sig ] [3343/3599] Forecasting USTB... [2025-11-26T21:09:46.911743] [INFO ] [sig ] Generating forecast for: USTB [2025-11-26T21:09:46.911779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'. [2025-11-26T21:09:46.922888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USTB'. [2025-11-26T21:09:46.923209] [INFO ] [FORECASTER] Starting predict_future for USTB [2025-11-26T21:09:46.924099] [DEBUG] [LOCAL ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt [2025-11-26T21:09:46.924169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:46.924230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:46.924292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:46.924373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:46.982021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:46.982789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:46.982888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:46.982960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:47.101045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:47.101234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:47.101289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:47.101332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:47.104821] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=46.03%) [2025-11-26T21:09:47.105121] [INFO ] [FORECASTER] Completed predict_future for USTB [2025-11-26T21:09:47.105272] [INFO ] [sig ] USTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:47.245396] [INFO ] [LOCAL ] Saved forecast: USTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USTB.txt [2025-11-26T21:09:47.245550] [INFO ] [sig ] [3343/3599] Completed USTB in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:47.245610] [INFO ] [sig ] [3344/3599] Forecasting USVM... [2025-11-26T21:09:47.245684] [INFO ] [sig ] Generating forecast for: USVM [2025-11-26T21:09:47.245738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'. [2025-11-26T21:09:47.256503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USVM'. [2025-11-26T21:09:47.256889] [INFO ] [FORECASTER] Starting predict_future for USVM [2025-11-26T21:09:47.257789] [DEBUG] [LOCAL ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt [2025-11-26T21:09:47.257858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:47.257903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:47.257941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:47.258008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:47.314567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:47.315388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:47.315487] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:47.315529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:47.436138] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:47.436334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:47.436388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:47.436436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:47.441004] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=41.46%) [2025-11-26T21:09:47.441379] [INFO ] [FORECASTER] Completed predict_future for USVM [2025-11-26T21:09:47.441568] [INFO ] [sig ] USVM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:47.588182] [INFO ] [LOCAL ] Saved forecast: USVM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USVM.txt [2025-11-26T21:09:47.588364] [INFO ] [sig ] [3344/3599] Completed USVM in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:47.588418] [INFO ] [sig ] [3345/3599] Forecasting USXF... [2025-11-26T21:09:47.588462] [INFO ] [sig ] Generating forecast for: USXF [2025-11-26T21:09:47.588503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'. [2025-11-26T21:09:47.599570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USXF'. [2025-11-26T21:09:47.600023] [INFO ] [FORECASTER] Starting predict_future for USXF [2025-11-26T21:09:47.600868] [DEBUG] [LOCAL ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt [2025-11-26T21:09:47.600936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:47.600990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:47.601038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:47.601117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:47.657053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:47.657878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:47.657989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:47.658037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:47.774407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:47.774599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:47.774673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:47.774721] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:47.778263] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=61.57%) [2025-11-26T21:09:47.778555] [INFO ] [FORECASTER] Completed predict_future for USXF [2025-11-26T21:09:47.778750] [INFO ] [sig ] USXF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:47.919801] [INFO ] [LOCAL ] Saved forecast: USXF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USXF.txt [2025-11-26T21:09:47.919953] [INFO ] [sig ] [3345/3599] Completed USXF in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:47.920008] [INFO ] [sig ] [3346/3599] Forecasting UTEN... [2025-11-26T21:09:47.920050] [INFO ] [sig ] Generating forecast for: UTEN [2025-11-26T21:09:47.920090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'. [2025-11-26T21:09:47.931332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTEN'. [2025-11-26T21:09:47.931621] [INFO ] [FORECASTER] Starting predict_future for UTEN [2025-11-26T21:09:47.932424] [DEBUG] [LOCAL ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt [2025-11-26T21:09:47.932506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:47.932555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:47.932600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:47.932736] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:47.990520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:47.991237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:47.991344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:47.991393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:48.118256] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:48.118909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:48.118966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:48.119008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:48.122436] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=41.26%) [2025-11-26T21:09:48.122756] [INFO ] [FORECASTER] Completed predict_future for UTEN [2025-11-26T21:09:48.122903] [INFO ] [sig ] UTEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:48.263059] [INFO ] [LOCAL ] Saved forecast: UTEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UTEN.txt [2025-11-26T21:09:48.263197] [INFO ] [sig ] [3346/3599] Completed UTEN in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.5m [2025-11-26T21:09:48.263251] [INFO ] [sig ] [3347/3599] Forecasting UTF... [2025-11-26T21:09:48.263291] [INFO ] [sig ] Generating forecast for: UTF [2025-11-26T21:09:48.263348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-11-26T21:09:48.275233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTF'. [2025-11-26T21:09:48.275540] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-11-26T21:09:48.276336] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-11-26T21:09:48.276405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:48.276450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:48.276489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:48.276556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:48.333088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:48.333758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:48.333850] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:48.333896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:48.453286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:48.453452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:48.453503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:48.453543] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:48.456839] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=29.24%) [2025-11-26T21:09:48.457121] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-11-26T21:09:48.457260] [INFO ] [sig ] UTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:48.596979] [INFO ] [LOCAL ] Saved forecast: UTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UTF.txt [2025-11-26T21:09:48.597133] [INFO ] [sig ] [3347/3599] Completed UTF in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:09:48.597186] [INFO ] [sig ] [3348/3599] Forecasting UTI... [2025-11-26T21:09:48.597228] [INFO ] [sig ] Generating forecast for: UTI [2025-11-26T21:09:48.597268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-11-26T21:09:48.609497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTI'. [2025-11-26T21:09:48.610017] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-11-26T21:09:48.610898] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-11-26T21:09:48.610968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:48.611012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:48.611050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:48.611117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:48.674552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:48.675516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:48.675629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:48.675698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:48.799711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:48.799905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:48.799958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:48.799998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:48.803333] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=99.84%) [2025-11-26T21:09:48.803618] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-11-26T21:09:48.803792] [INFO ] [sig ] UTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:48.942367] [INFO ] [LOCAL ] Saved forecast: UTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTI.txt [2025-11-26T21:09:48.942564] [INFO ] [sig ] [3348/3599] Completed UTI in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:09:48.942620] [INFO ] [sig ] [3349/3599] Forecasting UTL... [2025-11-26T21:09:48.942694] [INFO ] [sig ] Generating forecast for: UTL [2025-11-26T21:09:48.942751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-11-26T21:09:48.954077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTL'. [2025-11-26T21:09:48.954516] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-11-26T21:09:48.955452] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-11-26T21:09:48.955529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:48.955588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:48.955639] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:48.955739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:49.016024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:49.016995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:49.017106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:49.017167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:49.140165] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:49.140387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:49.140440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:49.140483] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:49.144419] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=78.68%) [2025-11-26T21:09:49.144879] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-11-26T21:09:49.145043] [INFO ] [sig ] UTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:49.290122] [INFO ] [LOCAL ] Saved forecast: UTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTL.txt [2025-11-26T21:09:49.290284] [INFO ] [sig ] [3349/3599] Completed UTL in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:09:49.290346] [INFO ] [sig ] [3350/3599] Forecasting UTMD... [2025-11-26T21:09:49.290391] [INFO ] [sig ] Generating forecast for: UTMD [2025-11-26T21:09:49.290431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'. [2025-11-26T21:09:49.301556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTMD'. [2025-11-26T21:09:49.301920] [INFO ] [FORECASTER] Starting predict_future for UTMD [2025-11-26T21:09:49.302778] [DEBUG] [LOCAL ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt [2025-11-26T21:09:49.302848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:49.302905] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:49.302949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:49.303032] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:49.362416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:49.363200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:49.363298] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:49.363343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:49.483069] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:49.483251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:49.483308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:49.483349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:49.486777] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=72.11%) [2025-11-26T21:09:49.487094] [INFO ] [FORECASTER] Completed predict_future for UTMD [2025-11-26T21:09:49.487247] [INFO ] [sig ] UTMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:49.627005] [INFO ] [LOCAL ] Saved forecast: UTMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTMD.txt [2025-11-26T21:09:49.627165] [INFO ] [sig ] [3350/3599] Completed UTMD in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:09:49.627217] [INFO ] [sig ] [3351/3599] Forecasting UTWO... [2025-11-26T21:09:49.627259] [INFO ] [sig ] Generating forecast for: UTWO [2025-11-26T21:09:49.627298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'. [2025-11-26T21:09:49.638806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTWO'. [2025-11-26T21:09:49.639132] [INFO ] [FORECASTER] Starting predict_future for UTWO [2025-11-26T21:09:49.640092] [DEBUG] [LOCAL ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt [2025-11-26T21:09:49.640164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:49.640210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:49.640251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:49.640323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:49.701853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:49.702636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:49.702755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:49.702804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:49.826652] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:49.827034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:49.827091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:49.827149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:49.830748] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=95.32%) [2025-11-26T21:09:49.831071] [INFO ] [FORECASTER] Completed predict_future for UTWO [2025-11-26T21:09:49.831239] [INFO ] [sig ] UTWO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:49.972895] [INFO ] [LOCAL ] Saved forecast: UTWO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTWO.txt [2025-11-26T21:09:49.973078] [INFO ] [sig ] [3351/3599] Completed UTWO in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:09:49.973136] [INFO ] [sig ] [3352/3599] Forecasting UTZ... [2025-11-26T21:09:49.973179] [INFO ] [sig ] Generating forecast for: UTZ [2025-11-26T21:09:49.973220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-11-26T21:09:49.985040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTZ'. [2025-11-26T21:09:49.985490] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-11-26T21:09:49.986447] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-11-26T21:09:49.986523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:49.986570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:49.986623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:49.986744] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:50.048685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:50.049582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:50.049749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:50.049824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:50.168599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:50.168914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:50.168988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:50.169054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:50.172537] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=41.60%) [2025-11-26T21:09:50.172900] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-11-26T21:09:50.173080] [INFO ] [sig ] UTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:50.314443] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UTZ.txt [2025-11-26T21:09:50.314633] [INFO ] [sig ] [3352/3599] Completed UTZ in 0.3s | 2.90 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:09:50.314740] [INFO ] [sig ] [3353/3599] Forecasting UVE... [2025-11-26T21:09:50.314808] [INFO ] [sig ] Generating forecast for: UVE [2025-11-26T21:09:50.314876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-11-26T21:09:50.326310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVE'. [2025-11-26T21:09:50.326677] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-11-26T21:09:50.327548] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-11-26T21:09:50.327631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:50.327732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:50.327802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:50.327903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:50.385310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:50.386050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:50.386155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:50.386217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:50.505830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:50.506012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:50.506097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:50.506156] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:50.509587] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=90.10%) [2025-11-26T21:09:50.509945] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-11-26T21:09:50.510098] [INFO ] [sig ] UVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:50.650478] [INFO ] [LOCAL ] Saved forecast: UVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UVE.txt [2025-11-26T21:09:50.650669] [INFO ] [sig ] [3353/3599] Completed UVE in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:50.650736] [INFO ] [sig ] [3354/3599] Forecasting UVSP... [2025-11-26T21:09:50.650790] [INFO ] [sig ] Generating forecast for: UVSP [2025-11-26T21:09:50.650844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'. [2025-11-26T21:09:50.666847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVSP'. [2025-11-26T21:09:50.667167] [INFO ] [FORECASTER] Starting predict_future for UVSP [2025-11-26T21:09:50.668029] [DEBUG] [LOCAL ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt [2025-11-26T21:09:50.668097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:50.668141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:50.668184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:50.668249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:50.728099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:50.728946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:50.729051] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:50.729098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:50.849701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:50.849887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:50.849939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:50.849980] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:50.853296] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=35.47%) [2025-11-26T21:09:50.853579] [INFO ] [FORECASTER] Completed predict_future for UVSP [2025-11-26T21:09:50.853735] [INFO ] [sig ] UVSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:50.994838] [INFO ] [LOCAL ] Saved forecast: UVSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UVSP.txt [2025-11-26T21:09:50.995022] [INFO ] [sig ] [3354/3599] Completed UVSP in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:50.995105] [INFO ] [sig ] [3355/3599] Forecasting UWMC... [2025-11-26T21:09:50.995162] [INFO ] [sig ] Generating forecast for: UWMC [2025-11-26T21:09:50.995203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-11-26T21:09:51.008975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UWMC'. [2025-11-26T21:09:51.009421] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-11-26T21:09:51.010316] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-11-26T21:09:51.010388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:51.010434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:51.010475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:51.010543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:51.076743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:51.077697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:51.077825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:51.077903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:51.196964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:51.197150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:51.197204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:51.197246] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:51.200846] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=36.37%) [2025-11-26T21:09:51.201204] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-11-26T21:09:51.201359] [INFO ] [sig ] UWMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:51.340992] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UWMC.txt [2025-11-26T21:09:51.341144] [INFO ] [sig ] [3355/3599] Completed UWMC in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:51.341197] [INFO ] [sig ] [3356/3599] Forecasting UXIN... [2025-11-26T21:09:51.341239] [INFO ] [sig ] Generating forecast for: UXIN [2025-11-26T21:09:51.341278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'. [2025-11-26T21:09:51.352238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UXIN'. [2025-11-26T21:09:51.352555] [INFO ] [FORECASTER] Starting predict_future for UXIN [2025-11-26T21:09:51.353401] [DEBUG] [LOCAL ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt [2025-11-26T21:09:51.353471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:51.353517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:51.353558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:51.353626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:51.412751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:51.413465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:51.413563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:51.413611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:51.529949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:51.530125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:51.530178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:51.530221] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:51.533847] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-11-26T21:09:51.534152] [INFO ] [FORECASTER] Completed predict_future for UXIN [2025-11-26T21:09:51.534296] [INFO ] [sig ] UXIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:51.677223] [INFO ] [LOCAL ] Saved forecast: UXIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UXIN.txt [2025-11-26T21:09:51.677373] [INFO ] [sig ] [3356/3599] Completed UXIN in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:51.677425] [INFO ] [sig ] [3357/3599] Forecasting UYLD... [2025-11-26T21:09:51.677467] [INFO ] [sig ] Generating forecast for: UYLD [2025-11-26T21:09:51.677528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'. [2025-11-26T21:09:51.688185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UYLD'. [2025-11-26T21:09:51.688480] [INFO ] [FORECASTER] Starting predict_future for UYLD [2025-11-26T21:09:51.689332] [DEBUG] [LOCAL ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt [2025-11-26T21:09:51.689411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:51.689485] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:51.689537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:51.689620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:51.747968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:51.748750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:51.748869] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:51.748917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:51.860546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:51.860733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:51.860800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:51.860847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:51.864294] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-11-26T21:09:51.864638] [INFO ] [FORECASTER] Completed predict_future for UYLD [2025-11-26T21:09:51.864829] [INFO ] [sig ] UYLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:52.008020] [INFO ] [LOCAL ] Saved forecast: UYLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UYLD.txt [2025-11-26T21:09:52.008188] [INFO ] [sig ] [3357/3599] Completed UYLD in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:52.008243] [INFO ] [sig ] [3358/3599] Forecasting UZE... [2025-11-26T21:09:52.008288] [INFO ] [sig ] Generating forecast for: UZE [2025-11-26T21:09:52.008328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-11-26T21:09:52.019348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UZE'. [2025-11-26T21:09:52.019678] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-11-26T21:09:52.020529] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-11-26T21:09:52.020602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:52.020675] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:52.020730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:52.020812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:52.080599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:52.081638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:52.081802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:52.081884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:52.195013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:52.195205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:52.195257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:52.195298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:52.198812] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=34.31%) [2025-11-26T21:09:52.199148] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-11-26T21:09:52.199308] [INFO ] [sig ] UZE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:52.344543] [INFO ] [LOCAL ] Saved forecast: UZE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UZE.txt [2025-11-26T21:09:52.344718] [INFO ] [sig ] [3358/3599] Completed UZE in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:52.344774] [INFO ] [sig ] [3359/3599] Forecasting VAC... [2025-11-26T21:09:52.344817] [INFO ] [sig ] Generating forecast for: VAC [2025-11-26T21:09:52.344857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-11-26T21:09:52.355929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAC'. [2025-11-26T21:09:52.356286] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-11-26T21:09:52.357112] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-11-26T21:09:52.357180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:52.357224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:52.357262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:52.357327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:52.415113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:52.415920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:52.416020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:52.416062] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:52.537018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:52.537210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:52.537265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:52.537308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:52.540788] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=64.46%) [2025-11-26T21:09:52.541086] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-11-26T21:09:52.541231] [INFO ] [sig ] VAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:52.687350] [INFO ] [LOCAL ] Saved forecast: VAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VAC.txt [2025-11-26T21:09:52.687566] [INFO ] [sig ] [3359/3599] Completed VAC in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:52.687631] [INFO ] [sig ] [3360/3599] Forecasting VAL... [2025-11-26T21:09:52.687691] [INFO ] [sig ] Generating forecast for: VAL [2025-11-26T21:09:52.687734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-11-26T21:09:52.698945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAL'. [2025-11-26T21:09:52.699282] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-11-26T21:09:52.700151] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-11-26T21:09:52.700234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:52.700301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:52.700364] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:52.700449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:52.764194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:52.765030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:52.765129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:52.765188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:52.885317] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:52.885507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:52.885560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:52.885598] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:52.889067] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=55.95%) [2025-11-26T21:09:52.889351] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-11-26T21:09:52.889489] [INFO ] [sig ] VAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:53.033279] [INFO ] [LOCAL ] Saved forecast: VAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VAL.txt [2025-11-26T21:09:53.033457] [INFO ] [sig ] [3360/3599] Completed VAL in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:53.033510] [INFO ] [sig ] [3361/3599] Forecasting VALE... [2025-11-26T21:09:53.033571] [INFO ] [sig ] Generating forecast for: VALE [2025-11-26T21:09:53.033612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-11-26T21:09:53.044885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALE'. [2025-11-26T21:09:53.045207] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-11-26T21:09:53.046026] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-11-26T21:09:53.046094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:53.046138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:53.046177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:53.046245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:53.105329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:53.106177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:53.106275] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:53.106323] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:53.229903] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:53.230096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:53.230150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:53.230194] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:53.233738] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=75.94%) [2025-11-26T21:09:53.234038] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-11-26T21:09:53.234183] [INFO ] [sig ] VALE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:53.377140] [INFO ] [LOCAL ] Saved forecast: VALE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VALE.txt [2025-11-26T21:09:53.377317] [INFO ] [sig ] [3361/3599] Completed VALE in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:53.377373] [INFO ] [sig ] [3362/3599] Forecasting VALN... [2025-11-26T21:09:53.377415] [INFO ] [sig ] Generating forecast for: VALN [2025-11-26T21:09:53.377455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'. [2025-11-26T21:09:53.389152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALN'. [2025-11-26T21:09:53.389539] [INFO ] [FORECASTER] Starting predict_future for VALN [2025-11-26T21:09:53.390377] [DEBUG] [LOCAL ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt [2025-11-26T21:09:53.390447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:53.390495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:53.390537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:53.390606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:53.449104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:53.449825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:53.449921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:53.449968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:53.562944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:53.563141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:53.563201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:53.563245] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:53.566844] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=4.61%) [2025-11-26T21:09:53.567140] [INFO ] [FORECASTER] Completed predict_future for VALN [2025-11-26T21:09:53.567283] [INFO ] [sig ] VALN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:53.705696] [INFO ] [LOCAL ] Saved forecast: VALN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VALN.txt [2025-11-26T21:09:53.705915] [INFO ] [sig ] [3362/3599] Completed VALN in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:53.705982] [INFO ] [sig ] [3363/3599] Forecasting VANI... [2025-11-26T21:09:53.706028] [INFO ] [sig ] Generating forecast for: VANI [2025-11-26T21:09:53.706071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'. [2025-11-26T21:09:53.717610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VANI'. [2025-11-26T21:09:53.718006] [INFO ] [FORECASTER] Starting predict_future for VANI [2025-11-26T21:09:53.718863] [DEBUG] [LOCAL ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt [2025-11-26T21:09:53.718934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:53.718992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:53.719045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:53.719125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:53.777228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:53.778169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:53.778269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:53.778329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:53.896197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:53.896384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:53.896437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:53.896475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:53.899890] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=1.34%) [2025-11-26T21:09:53.900186] [INFO ] [FORECASTER] Completed predict_future for VANI [2025-11-26T21:09:53.900325] [INFO ] [sig ] VANI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:54.042065] [INFO ] [LOCAL ] Saved forecast: VANI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VANI.txt [2025-11-26T21:09:54.042242] [INFO ] [sig ] [3363/3599] Completed VANI in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.4m [2025-11-26T21:09:54.042295] [INFO ] [sig ] [3364/3599] Forecasting VBF... [2025-11-26T21:09:54.042412] [INFO ] [sig ] Generating forecast for: VBF [2025-11-26T21:09:54.042456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-11-26T21:09:54.053800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBF'. [2025-11-26T21:09:54.054136] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-11-26T21:09:54.054951] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-11-26T21:09:54.055019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:54.055065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:54.055106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:54.055173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:54.112925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:54.113808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:54.113909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:54.113958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:54.235436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:54.235628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:54.235704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:54.235778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:54.239406] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=78.57%) [2025-11-26T21:09:54.239729] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-11-26T21:09:54.239870] [INFO ] [sig ] VBF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:54.385783] [INFO ] [LOCAL ] Saved forecast: VBF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VBF.txt [2025-11-26T21:09:54.385992] [INFO ] [sig ] [3364/3599] Completed VBF in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:54.386049] [INFO ] [sig ] [3365/3599] Forecasting VBNK... [2025-11-26T21:09:54.386091] [INFO ] [sig ] Generating forecast for: VBNK [2025-11-26T21:09:54.386131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'. [2025-11-26T21:09:54.398128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBNK'. [2025-11-26T21:09:54.398558] [INFO ] [FORECASTER] Starting predict_future for VBNK [2025-11-26T21:09:54.399459] [DEBUG] [LOCAL ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt [2025-11-26T21:09:54.399529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:54.399586] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:54.399636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:54.399736] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:54.459187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:54.460111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:54.460212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:54.460273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:54.579941] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:54.580135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:54.580197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:54.580239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:54.583775] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=81.73%) [2025-11-26T21:09:54.584072] [INFO ] [FORECASTER] Completed predict_future for VBNK [2025-11-26T21:09:54.584239] [INFO ] [sig ] VBNK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:54.729219] [INFO ] [LOCAL ] Saved forecast: VBNK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VBNK.txt [2025-11-26T21:09:54.729382] [INFO ] [sig ] [3365/3599] Completed VBNK in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:54.729456] [INFO ] [sig ] [3366/3599] Forecasting VC... [2025-11-26T21:09:54.729512] [INFO ] [sig ] Generating forecast for: VC [2025-11-26T21:09:54.729561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'. [2025-11-26T21:09:54.741338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VC'. [2025-11-26T21:09:54.741700] [INFO ] [FORECASTER] Starting predict_future for VC [2025-11-26T21:09:54.742552] [DEBUG] [LOCAL ] No optimal features file found for VC: ./output/feature-sets/VC.txt [2025-11-26T21:09:54.742623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:54.742692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:54.742734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:54.742804] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:54.803101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:54.803850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:54.803948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:54.804017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:54.930344] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:54.930541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:54.930594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:54.930635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:54.934119] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=38.43%) [2025-11-26T21:09:54.934411] [INFO ] [FORECASTER] Completed predict_future for VC [2025-11-26T21:09:54.934553] [INFO ] [sig ] VC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:55.073708] [INFO ] [LOCAL ] Saved forecast: VC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VC.txt [2025-11-26T21:09:55.073880] [INFO ] [sig ] [3366/3599] Completed VC in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:55.073934] [INFO ] [sig ] [3367/3599] Forecasting VCEL... [2025-11-26T21:09:55.073975] [INFO ] [sig ] Generating forecast for: VCEL [2025-11-26T21:09:55.074017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'. [2025-11-26T21:09:55.085585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCEL'. [2025-11-26T21:09:55.086067] [INFO ] [FORECASTER] Starting predict_future for VCEL [2025-11-26T21:09:55.086920] [DEBUG] [LOCAL ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt [2025-11-26T21:09:55.086990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:55.087034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:55.087073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:55.087138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:55.143560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:55.144447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:55.144545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:55.144586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:55.264601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:55.264941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:55.265013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:55.265055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:55.268581] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=37.09%) [2025-11-26T21:09:55.268916] [INFO ] [FORECASTER] Completed predict_future for VCEL [2025-11-26T21:09:55.269078] [INFO ] [sig ] VCEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:55.409019] [INFO ] [LOCAL ] Saved forecast: VCEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VCEL.txt [2025-11-26T21:09:55.409175] [INFO ] [sig ] [3367/3599] Completed VCEL in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:55.409231] [INFO ] [sig ] [3368/3599] Forecasting VCIG... [2025-11-26T21:09:55.409273] [INFO ] [sig ] Generating forecast for: VCIG [2025-11-26T21:09:55.409313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'. [2025-11-26T21:09:55.420585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCIG'. [2025-11-26T21:09:55.420924] [INFO ] [FORECASTER] Starting predict_future for VCIG [2025-11-26T21:09:55.421735] [DEBUG] [LOCAL ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt [2025-11-26T21:09:55.421803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:55.421848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:55.421887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:55.421968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:55.478716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:55.479372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:55.479468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:55.479515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:55.589577] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:55.589768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:55.589822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:55.589862] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:55.593163] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: DOWN (p=41.65%) [2025-11-26T21:09:55.593448] [INFO ] [FORECASTER] Completed predict_future for VCIG [2025-11-26T21:09:55.593583] [INFO ] [sig ] VCIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:55.736853] [INFO ] [LOCAL ] Saved forecast: VCIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VCIG.txt [2025-11-26T21:09:55.737016] [INFO ] [sig ] [3368/3599] Completed VCIG in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:55.737069] [INFO ] [sig ] [3369/3599] Forecasting VCRB... [2025-11-26T21:09:55.737113] [INFO ] [sig ] Generating forecast for: VCRB [2025-11-26T21:09:55.737149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'. [2025-11-26T21:09:55.748284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCRB'. [2025-11-26T21:09:55.748613] [INFO ] [FORECASTER] Starting predict_future for VCRB [2025-11-26T21:09:55.749442] [DEBUG] [LOCAL ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt [2025-11-26T21:09:55.749514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:55.749557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:55.749596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:55.749689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:55.806600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:55.807252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:55.807347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:55.807395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:55.923393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:55.923584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:55.923655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:55.923703] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:55.927085] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=85.38%) [2025-11-26T21:09:55.927369] [INFO ] [FORECASTER] Completed predict_future for VCRB [2025-11-26T21:09:55.927531] [INFO ] [sig ] VCRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:56.069131] [INFO ] [LOCAL ] Saved forecast: VCRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VCRB.txt [2025-11-26T21:09:56.069309] [INFO ] [sig ] [3369/3599] Completed VCRB in 0.3s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:56.069365] [INFO ] [sig ] [3370/3599] Forecasting VCSH... [2025-11-26T21:09:56.069409] [INFO ] [sig ] Generating forecast for: VCSH [2025-11-26T21:09:56.069451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'. [2025-11-26T21:09:56.081113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCSH'. [2025-11-26T21:09:56.081453] [INFO ] [FORECASTER] Starting predict_future for VCSH [2025-11-26T21:09:56.082335] [DEBUG] [LOCAL ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt [2025-11-26T21:09:56.082405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:56.082452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:56.082493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:56.082563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:56.141014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:56.141721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:56.141816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:56.141870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:56.264683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:56.264869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:56.264921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:56.264970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:56.268339] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=38.25%) [2025-11-26T21:09:56.268626] [INFO ] [FORECASTER] Completed predict_future for VCSH [2025-11-26T21:09:56.268788] [INFO ] [sig ] VCSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:56.425442] [INFO ] [LOCAL ] Saved forecast: VCSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VCSH.txt [2025-11-26T21:09:56.425635] [INFO ] [sig ] [3370/3599] Completed VCSH in 0.4s | 2.90 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:09:56.425712] [INFO ] [sig ] [3371/3599] Forecasting VECO... [2025-11-26T21:09:56.425747] [INFO ] [sig ] Generating forecast for: VECO [2025-11-26T21:09:56.425784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'. [2025-11-26T21:09:56.437717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VECO'. [2025-11-26T21:09:56.438172] [INFO ] [FORECASTER] Starting predict_future for VECO [2025-11-26T21:09:56.439014] [DEBUG] [LOCAL ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt [2025-11-26T21:09:56.439083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:56.439128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:56.439168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:56.439235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:56.497184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:56.498070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:56.498168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:56.498216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:56.618813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:56.619006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:56.619060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:56.619102] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:56.622483] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=20.51%) [2025-11-26T21:09:56.622805] [INFO ] [FORECASTER] Completed predict_future for VECO [2025-11-26T21:09:56.622949] [INFO ] [sig ] VECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:56.762290] [INFO ] [LOCAL ] Saved forecast: VECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VECO.txt [2025-11-26T21:09:56.762447] [INFO ] [sig ] [3371/3599] Completed VECO in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:56.762500] [INFO ] [sig ] [3372/3599] Forecasting VEEE... [2025-11-26T21:09:56.762536] [INFO ] [sig ] Generating forecast for: VEEE [2025-11-26T21:09:56.762586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'. [2025-11-26T21:09:56.773163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEEE'. [2025-11-26T21:09:56.773453] [INFO ] [FORECASTER] Starting predict_future for VEEE [2025-11-26T21:09:56.774282] [DEBUG] [LOCAL ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt [2025-11-26T21:09:56.774350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:56.774394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:56.774432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:56.774518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:56.830534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:56.831215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:56.831308] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:56.831362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:56.947446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:56.947696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:56.947780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:56.947832] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:56.951350] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=0.88%) [2025-11-26T21:09:56.951661] [INFO ] [FORECASTER] Completed predict_future for VEEE [2025-11-26T21:09:56.951811] [INFO ] [sig ] VEEE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:57.090828] [INFO ] [LOCAL ] Saved forecast: VEEE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VEEE.txt [2025-11-26T21:09:57.090997] [INFO ] [sig ] [3372/3599] Completed VEEE in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:57.091051] [INFO ] [sig ] [3373/3599] Forecasting VEL... [2025-11-26T21:09:57.091094] [INFO ] [sig ] Generating forecast for: VEL [2025-11-26T21:09:57.091154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-11-26T21:09:57.102384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEL'. [2025-11-26T21:09:57.102758] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-11-26T21:09:57.103539] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-11-26T21:09:57.103607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:57.103673] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:57.103714] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:57.103781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:57.160135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:57.160833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:57.160926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:57.160971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:57.282747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:57.282933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:57.282987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:57.283029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:57.286353] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=67.46%) [2025-11-26T21:09:57.286639] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-11-26T21:09:57.286799] [INFO ] [sig ] VEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:57.426772] [INFO ] [LOCAL ] Saved forecast: VEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VEL.txt [2025-11-26T21:09:57.426950] [INFO ] [sig ] [3373/3599] Completed VEL in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:57.427006] [INFO ] [sig ] [3374/3599] Forecasting VEON... [2025-11-26T21:09:57.427052] [INFO ] [sig ] Generating forecast for: VEON [2025-11-26T21:09:57.427094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'. [2025-11-26T21:09:57.438555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEON'. [2025-11-26T21:09:57.438935] [INFO ] [FORECASTER] Starting predict_future for VEON [2025-11-26T21:09:57.439779] [DEBUG] [LOCAL ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt [2025-11-26T21:09:57.439849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:57.439896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:57.439936] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:57.440009] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:57.499214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:57.500035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:57.500132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:57.500192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:57.621234] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:57.621426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:57.621501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:57.621553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:57.625119] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=34.50%) [2025-11-26T21:09:57.625431] [INFO ] [FORECASTER] Completed predict_future for VEON [2025-11-26T21:09:57.625589] [INFO ] [sig ] VEON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:57.772559] [INFO ] [LOCAL ] Saved forecast: VEON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VEON.txt [2025-11-26T21:09:57.772778] [INFO ] [sig ] [3374/3599] Completed VEON in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:57.772837] [INFO ] [sig ] [3375/3599] Forecasting VERA... [2025-11-26T21:09:57.772962] [INFO ] [sig ] Generating forecast for: VERA [2025-11-26T21:09:57.773010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'. [2025-11-26T21:09:57.784262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERA'. [2025-11-26T21:09:57.784622] [INFO ] [FORECASTER] Starting predict_future for VERA [2025-11-26T21:09:57.785461] [DEBUG] [LOCAL ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt [2025-11-26T21:09:57.785529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:57.785584] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:57.785634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:57.785741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:57.843241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:57.844069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:57.844171] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:57.844219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:57.961702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:57.961896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:57.961952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:57.961988] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:57.965459] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=41.91%) [2025-11-26T21:09:57.965800] [INFO ] [FORECASTER] Completed predict_future for VERA [2025-11-26T21:09:57.965953] [INFO ] [sig ] VERA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:58.104549] [INFO ] [LOCAL ] Saved forecast: VERA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VERA.txt [2025-11-26T21:09:58.104750] [INFO ] [sig ] [3375/3599] Completed VERA in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:58.104805] [INFO ] [sig ] [3376/3599] Forecasting VERI... [2025-11-26T21:09:58.104842] [INFO ] [sig ] Generating forecast for: VERI [2025-11-26T21:09:58.104879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'. [2025-11-26T21:09:58.116024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERI'. [2025-11-26T21:09:58.116320] [INFO ] [FORECASTER] Starting predict_future for VERI [2025-11-26T21:09:58.117139] [DEBUG] [LOCAL ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt [2025-11-26T21:09:58.117208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:58.117253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:58.117292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:58.117359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:58.173343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:58.174337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:58.174454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:58.174500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:58.292565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:58.292768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:58.292821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:58.292860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:58.296215] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=93.79%) [2025-11-26T21:09:58.296535] [INFO ] [FORECASTER] Completed predict_future for VERI [2025-11-26T21:09:58.296701] [INFO ] [sig ] VERI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:58.434493] [INFO ] [LOCAL ] Saved forecast: VERI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VERI.txt [2025-11-26T21:09:58.434677] [INFO ] [sig ] [3376/3599] Completed VERI in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:58.434733] [INFO ] [sig ] [3377/3599] Forecasting VERO... [2025-11-26T21:09:58.434776] [INFO ] [sig ] Generating forecast for: VERO [2025-11-26T21:09:58.434816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'. [2025-11-26T21:09:58.446785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERO'. [2025-11-26T21:09:58.447118] [INFO ] [FORECASTER] Starting predict_future for VERO [2025-11-26T21:09:58.447968] [DEBUG] [LOCAL ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt [2025-11-26T21:09:58.448038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:58.448086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:58.448127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:58.448197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:58.504219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:58.504986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:58.505081] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:58.505128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:58.624913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:58.625139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:58.625201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:58.625245] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:58.628753] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=34.53%) [2025-11-26T21:09:58.629044] [INFO ] [FORECASTER] Completed predict_future for VERO [2025-11-26T21:09:58.629183] [INFO ] [sig ] VERO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:58.767680] [INFO ] [LOCAL ] Saved forecast: VERO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VERO.txt [2025-11-26T21:09:58.767856] [INFO ] [sig ] [3377/3599] Completed VERO in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:58.767915] [INFO ] [sig ] [3378/3599] Forecasting VERX... [2025-11-26T21:09:58.767959] [INFO ] [sig ] Generating forecast for: VERX [2025-11-26T21:09:58.767997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'. [2025-11-26T21:09:58.779334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERX'. [2025-11-26T21:09:58.779670] [INFO ] [FORECASTER] Starting predict_future for VERX [2025-11-26T21:09:58.780461] [DEBUG] [LOCAL ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt [2025-11-26T21:09:58.780532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:58.780578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:58.780619] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:58.780717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:58.837888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:58.838760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:58.838855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:58.838903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:58.957875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:58.958082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:58.958138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:58.958181] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:58.961635] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=38.95%) [2025-11-26T21:09:58.961997] [INFO ] [FORECASTER] Completed predict_future for VERX [2025-11-26T21:09:58.962149] [INFO ] [sig ] VERX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:59.103731] [INFO ] [LOCAL ] Saved forecast: VERX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VERX.txt [2025-11-26T21:09:59.103914] [INFO ] [sig ] [3378/3599] Completed VERX in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:59.103968] [INFO ] [sig ] [3379/3599] Forecasting VFC... [2025-11-26T21:09:59.104010] [INFO ] [sig ] Generating forecast for: VFC [2025-11-26T21:09:59.104052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-11-26T21:09:59.116108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFC'. [2025-11-26T21:09:59.116471] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-11-26T21:09:59.117283] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-11-26T21:09:59.117353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:59.117399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:59.117440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:59.117532] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:59.173192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:59.174085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:59.174182] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:59.174227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:59.293180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:59.293379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:59.293431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:59.293475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:59.296841] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=38.69%) [2025-11-26T21:09:59.297149] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-11-26T21:09:59.297293] [INFO ] [sig ] VFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:09:59.441006] [INFO ] [LOCAL ] Saved forecast: VFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VFC.txt [2025-11-26T21:09:59.441169] [INFO ] [sig ] [3379/3599] Completed VFC in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:59.441221] [INFO ] [sig ] [3380/3599] Forecasting VFF... [2025-11-26T21:09:59.441264] [INFO ] [sig ] Generating forecast for: VFF [2025-11-26T21:09:59.441308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'. [2025-11-26T21:09:59.453049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFF'. [2025-11-26T21:09:59.453408] [INFO ] [FORECASTER] Starting predict_future for VFF [2025-11-26T21:09:59.454244] [DEBUG] [LOCAL ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt [2025-11-26T21:09:59.454313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:59.454357] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:59.454396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:59.454486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:59.512288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:59.513081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:59.513180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:59.513240] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:59.632500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:59.632725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:59.632811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:59.632876] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:59.636490] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=96.07%) [2025-11-26T21:09:59.636815] [INFO ] [FORECASTER] Completed predict_future for VFF [2025-11-26T21:09:59.636960] [INFO ] [sig ] VFF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:09:59.777524] [INFO ] [LOCAL ] Saved forecast: VFF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VFF.txt [2025-11-26T21:09:59.777724] [INFO ] [sig ] [3380/3599] Completed VFF in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:09:59.777781] [INFO ] [sig ] [3381/3599] Forecasting VFLO... [2025-11-26T21:09:59.777824] [INFO ] [sig ] Generating forecast for: VFLO [2025-11-26T21:09:59.777865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'. [2025-11-26T21:09:59.788718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFLO'. [2025-11-26T21:09:59.789081] [INFO ] [FORECASTER] Starting predict_future for VFLO [2025-11-26T21:09:59.789929] [DEBUG] [LOCAL ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt [2025-11-26T21:09:59.790014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:09:59.790063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:09:59.790104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:09:59.790172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:09:59.846914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:09:59.847827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:09:59.847950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:09:59.848009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:09:59.972016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:09:59.972223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:09:59.972279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:09:59.972325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:09:59.975798] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=8.66%) [2025-11-26T21:09:59.976165] [INFO ] [FORECASTER] Completed predict_future for VFLO [2025-11-26T21:09:59.976325] [INFO ] [sig ] VFLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:00.123550] [INFO ] [LOCAL ] Saved forecast: VFLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VFLO.txt [2025-11-26T21:10:00.123761] [INFO ] [sig ] [3381/3599] Completed VFLO in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.3m [2025-11-26T21:10:00.123819] [INFO ] [sig ] [3382/3599] Forecasting VFS... [2025-11-26T21:10:00.123864] [INFO ] [sig ] Generating forecast for: VFS [2025-11-26T21:10:00.123912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'. [2025-11-26T21:10:00.137065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFS'. [2025-11-26T21:10:00.137758] [INFO ] [FORECASTER] Starting predict_future for VFS [2025-11-26T21:10:00.138746] [DEBUG] [LOCAL ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt [2025-11-26T21:10:00.138823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:00.138883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:00.138953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:00.139064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:00.204940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:00.206053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:00.206160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:00.206210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:00.333468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:00.333688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:00.333745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:00.333787] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:00.337762] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=93.10%) [2025-11-26T21:10:00.338200] [INFO ] [FORECASTER] Completed predict_future for VFS [2025-11-26T21:10:00.338376] [INFO ] [sig ] VFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:00.481798] [INFO ] [LOCAL ] Saved forecast: VFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VFS.txt [2025-11-26T21:10:00.481967] [INFO ] [sig ] [3382/3599] Completed VFS in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:10:00.482036] [INFO ] [sig ] [3383/3599] Forecasting VGI... [2025-11-26T21:10:00.482087] [INFO ] [sig ] Generating forecast for: VGI [2025-11-26T21:10:00.482136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-11-26T21:10:00.493248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGI'. [2025-11-26T21:10:00.493722] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-11-26T21:10:00.494564] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-11-26T21:10:00.494676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:00.494740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:00.494790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:00.494869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:00.553246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:00.554149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:00.554253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:00.554304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:00.675285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:00.675489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:00.675573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:00.675657] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:00.679351] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-11-26T21:10:00.679686] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-11-26T21:10:00.679870] [INFO ] [sig ] VGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:00.821781] [INFO ] [LOCAL ] Saved forecast: VGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VGI.txt [2025-11-26T21:10:00.821955] [INFO ] [sig ] [3383/3599] Completed VGI in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:10:00.822011] [INFO ] [sig ] [3384/3599] Forecasting VGM... [2025-11-26T21:10:00.822054] [INFO ] [sig ] Generating forecast for: VGM [2025-11-26T21:10:00.822095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-11-26T21:10:00.833916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGM'. [2025-11-26T21:10:00.834317] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-11-26T21:10:00.835287] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-11-26T21:10:00.835367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:00.835418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:00.835461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:00.835534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:00.893839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:00.894691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:00.895065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:00.895117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:01.020385] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:01.020575] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:01.020621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:01.020677] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:01.024169] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=58.49%) [2025-11-26T21:10:01.024455] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-11-26T21:10:01.024587] [INFO ] [sig ] VGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:01.170208] [INFO ] [LOCAL ] Saved forecast: VGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VGM.txt [2025-11-26T21:10:01.170407] [INFO ] [sig ] [3384/3599] Completed VGM in 0.3s | 2.90 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:10:01.170704] [INFO ] [sig ] [3385/3599] Forecasting VGSH... [2025-11-26T21:10:01.170772] [INFO ] [sig ] Generating forecast for: VGSH [2025-11-26T21:10:01.170818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'. [2025-11-26T21:10:01.183908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGSH'. [2025-11-26T21:10:01.184297] [INFO ] [FORECASTER] Starting predict_future for VGSH [2025-11-26T21:10:01.185187] [DEBUG] [LOCAL ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt [2025-11-26T21:10:01.185259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:01.185306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:01.185348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:01.185416] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:01.245109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:01.246199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:01.246333] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:01.246400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:01.385009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:01.385212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:01.385268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:01.385304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:01.388888] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=38.19%) [2025-11-26T21:10:01.389188] [INFO ] [FORECASTER] Completed predict_future for VGSH [2025-11-26T21:10:01.389335] [INFO ] [sig ] VGSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:01.566577] [INFO ] [LOCAL ] Saved forecast: VGSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VGSH.txt [2025-11-26T21:10:01.566807] [INFO ] [sig ] [3385/3599] Completed VGSH in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:10:01.566868] [INFO ] [sig ] [3386/3599] Forecasting VICI... [2025-11-26T21:10:01.566914] [INFO ] [sig ] Generating forecast for: VICI [2025-11-26T21:10:01.566957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-11-26T21:10:01.580052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VICI'. [2025-11-26T21:10:01.580507] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-11-26T21:10:01.581432] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-11-26T21:10:01.581506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:01.581552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:01.581592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:01.581679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:01.642333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:01.643266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:01.643371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:01.643417] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:01.784280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:01.784511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:01.784587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:01.784629] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:01.789084] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=94.14%) [2025-11-26T21:10:01.789715] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-11-26T21:10:01.789964] [INFO ] [sig ] VICI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:01.960430] [INFO ] [LOCAL ] Saved forecast: VICI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VICI.txt [2025-11-26T21:10:01.960658] [INFO ] [sig ] [3386/3599] Completed VICI in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:10:01.960717] [INFO ] [sig ] [3387/3599] Forecasting VIGI... [2025-11-26T21:10:01.960761] [INFO ] [sig ] Generating forecast for: VIGI [2025-11-26T21:10:01.960810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'. [2025-11-26T21:10:01.973277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIGI'. [2025-11-26T21:10:01.973747] [INFO ] [FORECASTER] Starting predict_future for VIGI [2025-11-26T21:10:01.974733] [DEBUG] [LOCAL ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt [2025-11-26T21:10:01.974814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:01.974882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:01.974941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:01.975041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:02.033261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:02.034247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:02.034364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:02.034434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:02.163197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:02.163405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:02.163471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:02.163515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:02.167308] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-11-26T21:10:02.167701] [INFO ] [FORECASTER] Completed predict_future for VIGI [2025-11-26T21:10:02.167860] [INFO ] [sig ] VIGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:02.320115] [INFO ] [LOCAL ] Saved forecast: VIGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VIGI.txt [2025-11-26T21:10:02.320295] [INFO ] [sig ] [3387/3599] Completed VIGI in 0.4s | 2.90 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:10:02.320354] [INFO ] [sig ] [3388/3599] Forecasting VINP... [2025-11-26T21:10:02.320398] [INFO ] [sig ] Generating forecast for: VINP [2025-11-26T21:10:02.320437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'. [2025-11-26T21:10:02.331705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VINP'. [2025-11-26T21:10:02.332004] [INFO ] [FORECASTER] Starting predict_future for VINP [2025-11-26T21:10:02.333058] [DEBUG] [LOCAL ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt [2025-11-26T21:10:02.333127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:02.333174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:02.333220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:02.333308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:02.391162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:02.392275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:02.392405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:02.392457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:02.513438] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:02.513589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:02.513681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:02.513733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:02.517408] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=14.28%) [2025-11-26T21:10:02.517819] [INFO ] [FORECASTER] Completed predict_future for VINP [2025-11-26T21:10:02.517977] [INFO ] [sig ] VINP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:02.666357] [INFO ] [LOCAL ] Saved forecast: VINP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VINP.txt [2025-11-26T21:10:02.666526] [INFO ] [sig ] [3388/3599] Completed VINP in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:02.666581] [INFO ] [sig ] [3389/3599] Forecasting VIPS... [2025-11-26T21:10:02.666621] [INFO ] [sig ] Generating forecast for: VIPS [2025-11-26T21:10:02.666680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-11-26T21:10:02.677454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIPS'. [2025-11-26T21:10:02.677835] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-11-26T21:10:02.678691] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-11-26T21:10:02.678759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:02.678804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:02.678842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:02.678909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:02.736197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:02.737108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:02.737220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:02.737280] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:02.862269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:02.862478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:02.862535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:02.862581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:02.866219] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-11-26T21:10:02.866584] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-11-26T21:10:02.866768] [INFO ] [sig ] VIPS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:03.015286] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VIPS.txt [2025-11-26T21:10:03.015470] [INFO ] [sig ] [3389/3599] Completed VIPS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:03.015526] [INFO ] [sig ] [3390/3599] Forecasting VIRC... [2025-11-26T21:10:03.015570] [INFO ] [sig ] Generating forecast for: VIRC [2025-11-26T21:10:03.015611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'. [2025-11-26T21:10:03.026723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIRC'. [2025-11-26T21:10:03.027075] [INFO ] [FORECASTER] Starting predict_future for VIRC [2025-11-26T21:10:03.027931] [DEBUG] [LOCAL ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt [2025-11-26T21:10:03.028014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:03.028067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:03.028112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:03.028175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:03.087452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:03.088441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:03.088550] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:03.088594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:03.213551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:03.213808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:03.213864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:03.213906] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:03.217693] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-11-26T21:10:03.218101] [INFO ] [FORECASTER] Completed predict_future for VIRC [2025-11-26T21:10:03.218278] [INFO ] [sig ] VIRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:03.364888] [INFO ] [LOCAL ] Saved forecast: VIRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VIRC.txt [2025-11-26T21:10:03.365078] [INFO ] [sig ] [3390/3599] Completed VIRC in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:03.365136] [INFO ] [sig ] [3391/3599] Forecasting VITL... [2025-11-26T21:10:03.365177] [INFO ] [sig ] Generating forecast for: VITL [2025-11-26T21:10:03.365217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'. [2025-11-26T21:10:03.376815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VITL'. [2025-11-26T21:10:03.377293] [INFO ] [FORECASTER] Starting predict_future for VITL [2025-11-26T21:10:03.378316] [DEBUG] [LOCAL ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt [2025-11-26T21:10:03.378396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:03.378441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:03.378481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:03.378556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:03.435767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:03.436692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:03.436794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:03.436842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:03.562711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:03.562912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:03.562963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:03.563010] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:03.566893] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=19.03%) [2025-11-26T21:10:03.567361] [INFO ] [FORECASTER] Completed predict_future for VITL [2025-11-26T21:10:03.567564] [INFO ] [sig ] VITL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:03.720307] [INFO ] [LOCAL ] Saved forecast: VITL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VITL.txt [2025-11-26T21:10:03.720495] [INFO ] [sig ] [3391/3599] Completed VITL in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:03.720576] [INFO ] [sig ] [3392/3599] Forecasting VKQ... [2025-11-26T21:10:03.720632] [INFO ] [sig ] Generating forecast for: VKQ [2025-11-26T21:10:03.720691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-11-26T21:10:03.731462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKQ'. [2025-11-26T21:10:03.731824] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-11-26T21:10:03.732672] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-11-26T21:10:03.732743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:03.732826] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:03.732880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:03.732951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:03.791832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:03.792824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:03.792975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:03.793048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:03.913535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:03.913748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:03.913831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:03.913900] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:03.917788] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=2.36%) [2025-11-26T21:10:03.918102] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-11-26T21:10:03.918272] [INFO ] [sig ] VKQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:04.064579] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VKQ.txt [2025-11-26T21:10:04.064853] [INFO ] [sig ] [3392/3599] Completed VKQ in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:04.064943] [INFO ] [sig ] [3393/3599] Forecasting VKTX... [2025-11-26T21:10:04.065014] [INFO ] [sig ] Generating forecast for: VKTX [2025-11-26T21:10:04.065075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'. [2025-11-26T21:10:04.077101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKTX'. [2025-11-26T21:10:04.077710] [INFO ] [FORECASTER] Starting predict_future for VKTX [2025-11-26T21:10:04.078574] [DEBUG] [LOCAL ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt [2025-11-26T21:10:04.078673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:04.078746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:04.078809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:04.078915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:04.138039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:04.139020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:04.139134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:04.139206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:04.263683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:04.263887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:04.263973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:04.264034] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:04.267571] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-11-26T21:10:04.267916] [INFO ] [FORECASTER] Completed predict_future for VKTX [2025-11-26T21:10:04.268096] [INFO ] [sig ] VKTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:04.410597] [INFO ] [LOCAL ] Saved forecast: VKTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VKTX.txt [2025-11-26T21:10:04.410833] [INFO ] [sig ] [3393/3599] Completed VKTX in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:04.410922] [INFO ] [sig ] [3394/3599] Forecasting VLGEA... [2025-11-26T21:10:04.410987] [INFO ] [sig ] Generating forecast for: VLGEA [2025-11-26T21:10:04.411046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'. [2025-11-26T21:10:04.422520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'. [2025-11-26T21:10:04.423040] [INFO ] [FORECASTER] Starting predict_future for VLGEA [2025-11-26T21:10:04.423955] [DEBUG] [LOCAL ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt [2025-11-26T21:10:04.424035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:04.424103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:04.424168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:04.424274] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:04.480794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:04.481762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:04.481885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:04.481948] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:04.605294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:04.605514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:04.605586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:04.605662] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:04.609167] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=89.31%) [2025-11-26T21:10:04.609512] [INFO ] [FORECASTER] Completed predict_future for VLGEA [2025-11-26T21:10:04.609698] [INFO ] [sig ] VLGEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:04.750171] [INFO ] [LOCAL ] Saved forecast: VLGEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VLGEA.txt [2025-11-26T21:10:04.750367] [INFO ] [sig ] [3394/3599] Completed VLGEA in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:04.750439] [INFO ] [sig ] [3395/3599] Forecasting VLN... [2025-11-26T21:10:04.750500] [INFO ] [sig ] Generating forecast for: VLN [2025-11-26T21:10:04.750563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-11-26T21:10:04.762761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLN'. [2025-11-26T21:10:04.763228] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-11-26T21:10:04.764162] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-11-26T21:10:04.764238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:04.764285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:04.764327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:04.764398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:04.822945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:04.823874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:04.823980] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:04.824029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:04.943210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:04.943414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:04.943471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:04.943515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:04.947038] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=84.68%) [2025-11-26T21:10:04.947390] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-11-26T21:10:04.947569] [INFO ] [sig ] VLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:05.093605] [INFO ] [LOCAL ] Saved forecast: VLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VLN.txt [2025-11-26T21:10:05.093820] [INFO ] [sig ] [3395/3599] Completed VLN in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:05.093885] [INFO ] [sig ] [3396/3599] Forecasting VLO... [2025-11-26T21:10:05.093930] [INFO ] [sig ] Generating forecast for: VLO [2025-11-26T21:10:05.093973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-11-26T21:10:05.106029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLO'. [2025-11-26T21:10:05.106479] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-11-26T21:10:05.107359] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-11-26T21:10:05.107431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:05.107479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:05.107551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:05.107622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:05.166966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:05.167934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:05.168037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:05.168090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:05.288449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:05.288666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:05.288722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:05.288767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:05.292273] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=0.38%) [2025-11-26T21:10:05.292620] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-11-26T21:10:05.292797] [INFO ] [sig ] VLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:05.434289] [INFO ] [LOCAL ] Saved forecast: VLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VLO.txt [2025-11-26T21:10:05.434477] [INFO ] [sig ] [3396/3599] Completed VLO in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:05.434537] [INFO ] [sig ] [3397/3599] Forecasting VLRS... [2025-11-26T21:10:05.434582] [INFO ] [sig ] Generating forecast for: VLRS [2025-11-26T21:10:05.434625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-11-26T21:10:05.446427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLRS'. [2025-11-26T21:10:05.446760] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-11-26T21:10:05.447610] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-11-26T21:10:05.447703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:05.447763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:05.447817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:05.447903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:05.505493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:05.506426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:05.506540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:05.506589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:05.628689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:05.628889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:05.628945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:05.628989] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:05.632457] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=60.26%) [2025-11-26T21:10:05.632782] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-11-26T21:10:05.632928] [INFO ] [sig ] VLRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:05.774220] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VLRS.txt [2025-11-26T21:10:05.774400] [INFO ] [sig ] [3397/3599] Completed VLRS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:05.774455] [INFO ] [sig ] [3398/3599] Forecasting VLTO... [2025-11-26T21:10:05.774497] [INFO ] [sig ] Generating forecast for: VLTO [2025-11-26T21:10:05.774537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-11-26T21:10:05.786323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLTO'. [2025-11-26T21:10:05.786746] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-11-26T21:10:05.787581] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-11-26T21:10:05.787685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:05.787735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:05.787776] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:05.787845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:05.848418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:05.849457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:05.849563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:05.849614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:05.975934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:05.976126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:05.976179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:05.976222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:05.979725] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=49.88%) [2025-11-26T21:10:05.980021] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-11-26T21:10:05.980167] [INFO ] [sig ] VLTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:06.122203] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VLTO.txt [2025-11-26T21:10:06.122397] [INFO ] [sig ] [3398/3599] Completed VLTO in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.2m [2025-11-26T21:10:06.122455] [INFO ] [sig ] [3399/3599] Forecasting VLY... [2025-11-26T21:10:06.122497] [INFO ] [sig ] Generating forecast for: VLY [2025-11-26T21:10:06.122541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'. [2025-11-26T21:10:06.133860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLY'. [2025-11-26T21:10:06.134274] [INFO ] [FORECASTER] Starting predict_future for VLY [2025-11-26T21:10:06.135200] [DEBUG] [LOCAL ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt [2025-11-26T21:10:06.135280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:06.135328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:06.135368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:06.135437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:06.193936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:06.194821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:06.194919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:06.194968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:06.314826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:06.315029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:06.315083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:06.315154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:06.318853] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=47.09%) [2025-11-26T21:10:06.319176] [INFO ] [FORECASTER] Completed predict_future for VLY [2025-11-26T21:10:06.319331] [INFO ] [sig ] VLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:06.461296] [INFO ] [LOCAL ] Saved forecast: VLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VLY.txt [2025-11-26T21:10:06.461473] [INFO ] [sig ] [3399/3599] Completed VLY in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:06.461527] [INFO ] [sig ] [3400/3599] Forecasting VMBS... [2025-11-26T21:10:06.461569] [INFO ] [sig ] Generating forecast for: VMBS [2025-11-26T21:10:06.461610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'. [2025-11-26T21:10:06.472911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMBS'. [2025-11-26T21:10:06.473350] [INFO ] [FORECASTER] Starting predict_future for VMBS [2025-11-26T21:10:06.474195] [DEBUG] [LOCAL ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt [2025-11-26T21:10:06.474265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:06.474311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:06.474351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:06.474421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:06.534042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:06.534931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:06.535030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:06.535078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:06.655833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:06.656038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:06.656109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:06.656167] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:06.663620] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=28.79%) [2025-11-26T21:10:06.664064] [INFO ] [FORECASTER] Completed predict_future for VMBS [2025-11-26T21:10:06.664256] [INFO ] [sig ] VMBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:06.805343] [INFO ] [LOCAL ] Saved forecast: VMBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VMBS.txt [2025-11-26T21:10:06.805523] [INFO ] [sig ] [3400/3599] Completed VMBS in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:06.805584] [INFO ] [sig ] [3401/3599] Forecasting VMD... [2025-11-26T21:10:06.805628] [INFO ] [sig ] Generating forecast for: VMD [2025-11-26T21:10:06.805701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'. [2025-11-26T21:10:06.817379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMD'. [2025-11-26T21:10:06.817760] [INFO ] [FORECASTER] Starting predict_future for VMD [2025-11-26T21:10:06.818575] [DEBUG] [LOCAL ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt [2025-11-26T21:10:06.818679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:06.818735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:06.818781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:06.818851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:06.876068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:06.876964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:06.877094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:06.877142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:06.993964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:06.994170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:06.994226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:06.994270] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:06.997708] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=69.23%) [2025-11-26T21:10:06.997997] [INFO ] [FORECASTER] Completed predict_future for VMD [2025-11-26T21:10:06.998142] [INFO ] [sig ] VMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:07.138435] [INFO ] [LOCAL ] Saved forecast: VMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VMD.txt [2025-11-26T21:10:07.138623] [INFO ] [sig ] [3401/3599] Completed VMD in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:07.138703] [INFO ] [sig ] [3402/3599] Forecasting VMI... [2025-11-26T21:10:07.138752] [INFO ] [sig ] Generating forecast for: VMI [2025-11-26T21:10:07.138790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-11-26T21:10:07.150550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMI'. [2025-11-26T21:10:07.150975] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-11-26T21:10:07.151804] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-11-26T21:10:07.151874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:07.151920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:07.151959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:07.152027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:07.208201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:07.209080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:07.209176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:07.209222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:07.329973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:07.330173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:07.330228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:07.330270] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:07.333676] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=13.16%) [2025-11-26T21:10:07.333993] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-11-26T21:10:07.334140] [INFO ] [sig ] VMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:07.474987] [INFO ] [LOCAL ] Saved forecast: VMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VMI.txt [2025-11-26T21:10:07.475169] [INFO ] [sig ] [3402/3599] Completed VMI in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:07.475224] [INFO ] [sig ] [3403/3599] Forecasting VMO... [2025-11-26T21:10:07.475266] [INFO ] [sig ] Generating forecast for: VMO [2025-11-26T21:10:07.475306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-11-26T21:10:07.486084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMO'. [2025-11-26T21:10:07.486377] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-11-26T21:10:07.487184] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-11-26T21:10:07.487252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:07.487296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:07.487348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:07.487419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:07.545803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:07.546719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:07.546818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:07.546864] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:07.663907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:07.664098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:07.664153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:07.664194] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:07.667521] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-11-26T21:10:07.667829] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-11-26T21:10:07.667968] [INFO ] [sig ] VMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:07.808953] [INFO ] [LOCAL ] Saved forecast: VMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VMO.txt [2025-11-26T21:10:07.809141] [INFO ] [sig ] [3403/3599] Completed VMO in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:07.809196] [INFO ] [sig ] [3404/3599] Forecasting VNDA... [2025-11-26T21:10:07.809239] [INFO ] [sig ] Generating forecast for: VNDA [2025-11-26T21:10:07.809279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'. [2025-11-26T21:10:07.820685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNDA'. [2025-11-26T21:10:07.821095] [INFO ] [FORECASTER] Starting predict_future for VNDA [2025-11-26T21:10:07.821908] [DEBUG] [LOCAL ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt [2025-11-26T21:10:07.821977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:07.822022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:07.822062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:07.822134] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:07.878679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:07.879557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:07.879679] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:07.879729] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:07.995995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:07.996199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:07.996255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:07.996298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:07.999739] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=27.11%) [2025-11-26T21:10:08.000033] [INFO ] [FORECASTER] Completed predict_future for VNDA [2025-11-26T21:10:08.000176] [INFO ] [sig ] VNDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:08.184368] [INFO ] [LOCAL ] Saved forecast: VNDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VNDA.txt [2025-11-26T21:10:08.184553] [INFO ] [sig ] [3404/3599] Completed VNDA in 0.4s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:08.184607] [INFO ] [sig ] [3405/3599] Forecasting VNO... [2025-11-26T21:10:08.184675] [INFO ] [sig ] Generating forecast for: VNO [2025-11-26T21:10:08.184718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-11-26T21:10:08.196333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNO'. [2025-11-26T21:10:08.196656] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-11-26T21:10:08.197520] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-11-26T21:10:08.197591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:08.197656] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:08.197699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:08.197814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:08.254447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:08.255372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:08.255479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:08.255535] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:08.374465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:08.374671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:08.374730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:08.374771] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:08.378224] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=96.20%) [2025-11-26T21:10:08.378526] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-11-26T21:10:08.378697] [INFO ] [sig ] VNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:08.519420] [INFO ] [LOCAL ] Saved forecast: VNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VNO.txt [2025-11-26T21:10:08.519605] [INFO ] [sig ] [3405/3599] Completed VNO in 0.3s | 2.90 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:10:08.519682] [INFO ] [sig ] [3406/3599] Forecasting VNOM... [2025-11-26T21:10:08.519809] [INFO ] [sig ] Generating forecast for: VNOM [2025-11-26T21:10:08.519855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'. [2025-11-26T21:10:08.531158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNOM'. [2025-11-26T21:10:08.531581] [INFO ] [FORECASTER] Starting predict_future for VNOM [2025-11-26T21:10:08.532423] [DEBUG] [LOCAL ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt [2025-11-26T21:10:08.532495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:08.532539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:08.532597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:08.532693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:08.589526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:08.590503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:08.590631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:08.590711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:08.712048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:08.712251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:08.712330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:08.712383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:08.715785] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=99.94%) [2025-11-26T21:10:08.716108] [INFO ] [FORECASTER] Completed predict_future for VNOM [2025-11-26T21:10:08.716266] [INFO ] [sig ] VNOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:08.856498] [INFO ] [LOCAL ] Saved forecast: VNOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VNOM.txt [2025-11-26T21:10:08.856688] [INFO ] [sig ] [3406/3599] Completed VNOM in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:08.856746] [INFO ] [sig ] [3407/3599] Forecasting VNQI... [2025-11-26T21:10:08.856789] [INFO ] [sig ] Generating forecast for: VNQI [2025-11-26T21:10:08.856838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'. [2025-11-26T21:10:08.868078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNQI'. [2025-11-26T21:10:08.868530] [INFO ] [FORECASTER] Starting predict_future for VNQI [2025-11-26T21:10:08.869354] [DEBUG] [LOCAL ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt [2025-11-26T21:10:08.869424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:08.869469] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:08.869507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:08.869575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:08.926215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:08.927108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:08.927207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:08.927253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:09.045124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:09.045315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:09.045368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:09.045411] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:09.048837] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=60.19%) [2025-11-26T21:10:09.049163] [INFO ] [FORECASTER] Completed predict_future for VNQI [2025-11-26T21:10:09.049310] [INFO ] [sig ] VNQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:09.191200] [INFO ] [LOCAL ] Saved forecast: VNQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VNQI.txt [2025-11-26T21:10:09.191378] [INFO ] [sig ] [3407/3599] Completed VNQI in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:09.191431] [INFO ] [sig ] [3408/3599] Forecasting VOC... [2025-11-26T21:10:09.191474] [INFO ] [sig ] Generating forecast for: VOC [2025-11-26T21:10:09.191514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-11-26T21:10:09.203585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOC'. [2025-11-26T21:10:09.204095] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-11-26T21:10:09.205016] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-11-26T21:10:09.205098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:09.205160] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:09.205222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:09.205315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:09.262257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:09.263175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:09.263278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:09.263324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:09.379827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:09.380013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:09.380066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:09.380107] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:09.383637] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-11-26T21:10:09.383939] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-11-26T21:10:09.384077] [INFO ] [sig ] VOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:09.524169] [INFO ] [LOCAL ] Saved forecast: VOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VOC.txt [2025-11-26T21:10:09.524326] [INFO ] [sig ] [3408/3599] Completed VOC in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:09.524380] [INFO ] [sig ] [3409/3599] Forecasting VOD... [2025-11-26T21:10:09.524422] [INFO ] [sig ] Generating forecast for: VOD [2025-11-26T21:10:09.524462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'. [2025-11-26T21:10:09.536363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOD'. [2025-11-26T21:10:09.536802] [INFO ] [FORECASTER] Starting predict_future for VOD [2025-11-26T21:10:09.537799] [DEBUG] [LOCAL ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt [2025-11-26T21:10:09.537878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:09.537925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:09.537982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:09.538105] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:09.597299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:09.598280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:09.598388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:09.598436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:09.718247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:09.718462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:09.718515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:09.718558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:09.722282] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=23.40%) [2025-11-26T21:10:09.722665] [INFO ] [FORECASTER] Completed predict_future for VOD [2025-11-26T21:10:09.722825] [INFO ] [sig ] VOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:09.865459] [INFO ] [LOCAL ] Saved forecast: VOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VOD.txt [2025-11-26T21:10:09.865635] [INFO ] [sig ] [3409/3599] Completed VOD in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:09.865708] [INFO ] [sig ] [3410/3599] Forecasting VONE... [2025-11-26T21:10:09.865752] [INFO ] [sig ] Generating forecast for: VONE [2025-11-26T21:10:09.865797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'. [2025-11-26T21:10:09.877119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONE'. [2025-11-26T21:10:09.877546] [INFO ] [FORECASTER] Starting predict_future for VONE [2025-11-26T21:10:09.878438] [DEBUG] [LOCAL ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt [2025-11-26T21:10:09.878510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:09.878555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:09.878595] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:09.878694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:09.936391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:09.937250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:09.937348] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:09.937394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:10.055193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:10.055392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:10.055444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:10.055483] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:10.058931] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=38.90%) [2025-11-26T21:10:10.059244] [INFO ] [FORECASTER] Completed predict_future for VONE [2025-11-26T21:10:10.059391] [INFO ] [sig ] VONE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:10.201312] [INFO ] [LOCAL ] Saved forecast: VONE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VONE.txt [2025-11-26T21:10:10.201489] [INFO ] [sig ] [3410/3599] Completed VONE in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:10.201543] [INFO ] [sig ] [3411/3599] Forecasting VONG... [2025-11-26T21:10:10.201587] [INFO ] [sig ] Generating forecast for: VONG [2025-11-26T21:10:10.201627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'. [2025-11-26T21:10:10.213857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONG'. [2025-11-26T21:10:10.214259] [INFO ] [FORECASTER] Starting predict_future for VONG [2025-11-26T21:10:10.215091] [DEBUG] [LOCAL ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt [2025-11-26T21:10:10.215170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:10.215218] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:10.215257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:10.215325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:10.273065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:10.273855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:10.273951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:10.273998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:10.399828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:10.400017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:10.400074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:10.400115] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:10.403484] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=0.49%) [2025-11-26T21:10:10.403801] [INFO ] [FORECASTER] Completed predict_future for VONG [2025-11-26T21:10:10.403946] [INFO ] [sig ] VONG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:10.543259] [INFO ] [LOCAL ] Saved forecast: VONG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VONG.txt [2025-11-26T21:10:10.543424] [INFO ] [sig ] [3411/3599] Completed VONG in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:10.543476] [INFO ] [sig ] [3412/3599] Forecasting VOTE... [2025-11-26T21:10:10.543512] [INFO ] [sig ] Generating forecast for: VOTE [2025-11-26T21:10:10.543559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'. [2025-11-26T21:10:10.555108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOTE'. [2025-11-26T21:10:10.555474] [INFO ] [FORECASTER] Starting predict_future for VOTE [2025-11-26T21:10:10.556342] [DEBUG] [LOCAL ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt [2025-11-26T21:10:10.556414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:10.556463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:10.556503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:10.556571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:10.616504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:10.617241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:10.617339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:10.617387] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:10.738853] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:10.739031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:10.739085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:10.739124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:10.742799] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-11-26T21:10:10.743110] [INFO ] [FORECASTER] Completed predict_future for VOTE [2025-11-26T21:10:10.743256] [INFO ] [sig ] VOTE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:10.888549] [INFO ] [LOCAL ] Saved forecast: VOTE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VOTE.txt [2025-11-26T21:10:10.888767] [INFO ] [sig ] [3412/3599] Completed VOTE in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:10.888836] [INFO ] [sig ] [3413/3599] Forecasting VPG... [2025-11-26T21:10:10.888882] [INFO ] [sig ] Generating forecast for: VPG [2025-11-26T21:10:10.888918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-11-26T21:10:10.899846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPG'. [2025-11-26T21:10:10.900145] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-11-26T21:10:10.900981] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-11-26T21:10:10.901051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:10.901097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:10.901137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:10.901206] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:10.961605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:10.962291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:10.962386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:10.962429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:11.081613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:11.081812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:11.081866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:11.081903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:11.085340] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=70.31%) [2025-11-26T21:10:11.085680] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-11-26T21:10:11.085827] [INFO ] [sig ] VPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:11.232893] [INFO ] [LOCAL ] Saved forecast: VPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VPG.txt [2025-11-26T21:10:11.233083] [INFO ] [sig ] [3413/3599] Completed VPG in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:11.233142] [INFO ] [sig ] [3414/3599] Forecasting VPLS... [2025-11-26T21:10:11.233190] [INFO ] [sig ] Generating forecast for: VPLS [2025-11-26T21:10:11.233233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'. [2025-11-26T21:10:11.245357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPLS'. [2025-11-26T21:10:11.245801] [INFO ] [FORECASTER] Starting predict_future for VPLS [2025-11-26T21:10:11.246712] [DEBUG] [LOCAL ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt [2025-11-26T21:10:11.246782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:11.246830] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:11.246872] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:11.246942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:11.306031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:11.306973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:11.307074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:11.307116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:11.426241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:11.426435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:11.426491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:11.426533] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:11.429948] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=50.45%) [2025-11-26T21:10:11.430234] [INFO ] [FORECASTER] Completed predict_future for VPLS [2025-11-26T21:10:11.430375] [INFO ] [sig ] VPLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:11.570151] [INFO ] [LOCAL ] Saved forecast: VPLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VPLS.txt [2025-11-26T21:10:11.570304] [INFO ] [sig ] [3414/3599] Completed VPLS in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:11.570360] [INFO ] [sig ] [3415/3599] Forecasting VRA... [2025-11-26T21:10:11.570403] [INFO ] [sig ] Generating forecast for: VRA [2025-11-26T21:10:11.570444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'. [2025-11-26T21:10:11.581693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRA'. [2025-11-26T21:10:11.582006] [INFO ] [FORECASTER] Starting predict_future for VRA [2025-11-26T21:10:11.582837] [DEBUG] [LOCAL ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt [2025-11-26T21:10:11.582904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:11.582950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:11.582990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:11.583058] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:11.639467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:11.640197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:11.640292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:11.640338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:11.759682] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:11.759875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:11.759932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:11.759976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:11.763335] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=22.42%) [2025-11-26T21:10:11.763623] [INFO ] [FORECASTER] Completed predict_future for VRA [2025-11-26T21:10:11.763784] [INFO ] [sig ] VRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:11.903935] [INFO ] [LOCAL ] Saved forecast: VRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRA.txt [2025-11-26T21:10:11.904123] [INFO ] [sig ] [3415/3599] Completed VRA in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:11.904179] [INFO ] [sig ] [3416/3599] Forecasting VRCA... [2025-11-26T21:10:11.904223] [INFO ] [sig ] Generating forecast for: VRCA [2025-11-26T21:10:11.904263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'. [2025-11-26T21:10:11.915385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRCA'. [2025-11-26T21:10:11.915770] [INFO ] [FORECASTER] Starting predict_future for VRCA [2025-11-26T21:10:11.916568] [DEBUG] [LOCAL ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt [2025-11-26T21:10:11.916674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:11.916723] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:11.916765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:11.916834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:11.975630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:11.976537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:11.976637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:11.976708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:12.094687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:12.094875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:12.094928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:12.094969] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:12.098361] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=88.36%) [2025-11-26T21:10:12.098666] [INFO ] [FORECASTER] Completed predict_future for VRCA [2025-11-26T21:10:12.098811] [INFO ] [sig ] VRCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:12.240357] [INFO ] [LOCAL ] Saved forecast: VRCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRCA.txt [2025-11-26T21:10:12.240558] [INFO ] [sig ] [3416/3599] Completed VRCA in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.1m [2025-11-26T21:10:12.240613] [INFO ] [sig ] [3417/3599] Forecasting VRDN... [2025-11-26T21:10:12.240678] [INFO ] [sig ] Generating forecast for: VRDN [2025-11-26T21:10:12.240721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'. [2025-11-26T21:10:12.252145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRDN'. [2025-11-26T21:10:12.252536] [INFO ] [FORECASTER] Starting predict_future for VRDN [2025-11-26T21:10:12.253370] [DEBUG] [LOCAL ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt [2025-11-26T21:10:12.253440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:12.253486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:12.253524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:12.253592] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:12.311070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:12.312007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:12.312106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:12.312147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:12.430699] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:12.430881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:12.430934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:12.430976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:12.434377] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=63.12%) [2025-11-26T21:10:12.434694] [INFO ] [FORECASTER] Completed predict_future for VRDN [2025-11-26T21:10:12.434838] [INFO ] [sig ] VRDN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:12.575018] [INFO ] [LOCAL ] Saved forecast: VRDN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRDN.txt [2025-11-26T21:10:12.575198] [INFO ] [sig ] [3417/3599] Completed VRDN in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.0m [2025-11-26T21:10:12.575254] [INFO ] [sig ] [3418/3599] Forecasting VRE... [2025-11-26T21:10:12.575298] [INFO ] [sig ] Generating forecast for: VRE [2025-11-26T21:10:12.575339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-11-26T21:10:12.586451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRE'. [2025-11-26T21:10:12.586782] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-11-26T21:10:12.587591] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-11-26T21:10:12.587684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:12.587733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:12.587773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:12.587841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:12.645258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:12.646155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:12.646256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:12.646303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:12.776621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:12.776922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:12.776987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:12.777022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:12.780995] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=83.70%) [2025-11-26T21:10:12.781338] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-11-26T21:10:12.781504] [INFO ] [sig ] VRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:12.923874] [INFO ] [LOCAL ] Saved forecast: VRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRE.txt [2025-11-26T21:10:12.924074] [INFO ] [sig ] [3418/3599] Completed VRE in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.0m [2025-11-26T21:10:12.924132] [INFO ] [sig ] [3419/3599] Forecasting VREX... [2025-11-26T21:10:12.924173] [INFO ] [sig ] Generating forecast for: VREX [2025-11-26T21:10:12.924209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'. [2025-11-26T21:10:12.935482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VREX'. [2025-11-26T21:10:12.935795] [INFO ] [FORECASTER] Starting predict_future for VREX [2025-11-26T21:10:12.936619] [DEBUG] [LOCAL ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt [2025-11-26T21:10:12.936711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:12.936757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:12.936796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:12.936864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:12.995043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:12.995975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:12.996083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:12.996135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:13.114885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:13.115080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:13.115134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:13.115173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:13.118671] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=52.98%) [2025-11-26T21:10:13.118964] [INFO ] [FORECASTER] Completed predict_future for VREX [2025-11-26T21:10:13.119110] [INFO ] [sig ] VREX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:13.265778] [INFO ] [LOCAL ] Saved forecast: VREX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VREX.txt [2025-11-26T21:10:13.265996] [INFO ] [sig ] [3419/3599] Completed VREX in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.0m [2025-11-26T21:10:13.266072] [INFO ] [sig ] [3420/3599] Forecasting VRIG... [2025-11-26T21:10:13.266114] [INFO ] [sig ] Generating forecast for: VRIG [2025-11-26T21:10:13.266158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'. [2025-11-26T21:10:13.277563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRIG'. [2025-11-26T21:10:13.277987] [INFO ] [FORECASTER] Starting predict_future for VRIG [2025-11-26T21:10:13.278852] [DEBUG] [LOCAL ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt [2025-11-26T21:10:13.278921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:13.278967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:13.279006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:13.279075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:13.335202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:13.336074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:13.336178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:13.336222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:13.433445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:13.433666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:13.433733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:13.433774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:13.437195] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-11-26T21:10:13.437538] [INFO ] [FORECASTER] Completed predict_future for VRIG [2025-11-26T21:10:13.437745] [INFO ] [sig ] VRIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:13.578151] [INFO ] [LOCAL ] Saved forecast: VRIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRIG.txt [2025-11-26T21:10:13.578345] [INFO ] [sig ] [3420/3599] Completed VRIG in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.0m [2025-11-26T21:10:13.578418] [INFO ] [sig ] [3421/3599] Forecasting VRNS... [2025-11-26T21:10:13.578479] [INFO ] [sig ] Generating forecast for: VRNS [2025-11-26T21:10:13.578538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'. [2025-11-26T21:10:13.590659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRNS'. [2025-11-26T21:10:13.590963] [INFO ] [FORECASTER] Starting predict_future for VRNS [2025-11-26T21:10:13.591818] [DEBUG] [LOCAL ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt [2025-11-26T21:10:13.591886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:13.591930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:13.591969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:13.592038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:13.649150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:13.650059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:13.650167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:13.650222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:13.775331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:13.775490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:13.775541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:13.775580] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:13.779009] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=30.92%) [2025-11-26T21:10:13.779322] [INFO ] [FORECASTER] Completed predict_future for VRNS [2025-11-26T21:10:13.779460] [INFO ] [sig ] VRNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:13.920971] [INFO ] [LOCAL ] Saved forecast: VRNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRNS.txt [2025-11-26T21:10:13.921159] [INFO ] [sig ] [3421/3599] Completed VRNS in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.0m [2025-11-26T21:10:13.921219] [INFO ] [sig ] [3422/3599] Forecasting VRRM... [2025-11-26T21:10:13.921260] [INFO ] [sig ] Generating forecast for: VRRM [2025-11-26T21:10:13.921305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'. [2025-11-26T21:10:13.933696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRRM'. [2025-11-26T21:10:13.934079] [INFO ] [FORECASTER] Starting predict_future for VRRM [2025-11-26T21:10:13.934914] [DEBUG] [LOCAL ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt [2025-11-26T21:10:13.934981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:13.935025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:13.935073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:13.935152] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:13.994850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:13.995530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:13.995623] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:13.995683] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:14.115555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:14.115751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:14.115806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:14.115842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:14.119299] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=33.51%) [2025-11-26T21:10:14.119608] [INFO ] [FORECASTER] Completed predict_future for VRRM [2025-11-26T21:10:14.119785] [INFO ] [sig ] VRRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:14.259483] [INFO ] [LOCAL ] Saved forecast: VRRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRRM.txt [2025-11-26T21:10:14.259685] [INFO ] [sig ] [3422/3599] Completed VRRM in 0.3s | 2.90 sym/s | Total: 19.6m | ETA: 1.0m [2025-11-26T21:10:14.259743] [INFO ] [sig ] [3423/3599] Forecasting VRSK... [2025-11-26T21:10:14.259783] [INFO ] [sig ] Generating forecast for: VRSK [2025-11-26T21:10:14.259822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'. [2025-11-26T21:10:14.270505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSK'. [2025-11-26T21:10:14.270850] [INFO ] [FORECASTER] Starting predict_future for VRSK [2025-11-26T21:10:14.271668] [DEBUG] [LOCAL ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt [2025-11-26T21:10:14.271735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:14.271779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:14.271819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:14.271887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:14.328963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:14.329861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:14.329957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:14.330007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:14.452402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:14.452595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:14.452691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:14.452736] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:14.456417] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=25.95%) [2025-11-26T21:10:14.456837] [INFO ] [FORECASTER] Completed predict_future for VRSK [2025-11-26T21:10:14.457002] [INFO ] [sig ] VRSK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:14.598688] [INFO ] [LOCAL ] Saved forecast: VRSK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRSK.txt [2025-11-26T21:10:14.598849] [INFO ] [sig ] [3423/3599] Completed VRSK in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 1.0m [2025-11-26T21:10:14.598903] [INFO ] [sig ] [3424/3599] Forecasting VRSN... [2025-11-26T21:10:14.598945] [INFO ] [sig ] Generating forecast for: VRSN [2025-11-26T21:10:14.598987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'. [2025-11-26T21:10:14.609783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSN'. [2025-11-26T21:10:14.610122] [INFO ] [FORECASTER] Starting predict_future for VRSN [2025-11-26T21:10:14.611003] [DEBUG] [LOCAL ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt [2025-11-26T21:10:14.611080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:14.611149] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:14.611211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:14.611318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:14.668826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:14.669583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:14.669715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:14.669782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:14.796491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:14.796676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:14.796729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:14.796770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:14.800180] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=86.72%) [2025-11-26T21:10:14.800467] [INFO ] [FORECASTER] Completed predict_future for VRSN [2025-11-26T21:10:14.800614] [INFO ] [sig ] VRSN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:14.941198] [INFO ] [LOCAL ] Saved forecast: VRSN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRSN.txt [2025-11-26T21:10:14.941364] [INFO ] [sig ] [3424/3599] Completed VRSN in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 1.0m [2025-11-26T21:10:14.941415] [INFO ] [sig ] [3425/3599] Forecasting VRTS... [2025-11-26T21:10:14.941457] [INFO ] [sig ] Generating forecast for: VRTS [2025-11-26T21:10:14.941497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-11-26T21:10:14.952240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTS'. [2025-11-26T21:10:14.952546] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-11-26T21:10:14.953365] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-11-26T21:10:14.953433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:14.953477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:14.953515] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:14.953590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:15.009820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:15.010503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:15.010598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:15.010660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:15.133894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:15.134049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:15.134099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:15.134138] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:15.137418] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-11-26T21:10:15.137781] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-11-26T21:10:15.137922] [INFO ] [sig ] VRTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:15.277053] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRTS.txt [2025-11-26T21:10:15.277188] [INFO ] [sig ] [3425/3599] Completed VRTS in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 59.9s [2025-11-26T21:10:15.277240] [INFO ] [sig ] [3426/3599] Forecasting VRTX... [2025-11-26T21:10:15.277283] [INFO ] [sig ] Generating forecast for: VRTX [2025-11-26T21:10:15.277318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'. [2025-11-26T21:10:15.288155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTX'. [2025-11-26T21:10:15.288478] [INFO ] [FORECASTER] Starting predict_future for VRTX [2025-11-26T21:10:15.289311] [DEBUG] [LOCAL ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt [2025-11-26T21:10:15.289380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:15.289425] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:15.289465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:15.289531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:15.346627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:15.347269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:15.347361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:15.347407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:15.470441] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:15.470626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:15.470700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:15.470741] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:15.474055] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=60.07%) [2025-11-26T21:10:15.474375] [INFO ] [FORECASTER] Completed predict_future for VRTX [2025-11-26T21:10:15.474529] [INFO ] [sig ] VRTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:15.614899] [INFO ] [LOCAL ] Saved forecast: VRTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRTX.txt [2025-11-26T21:10:15.615044] [INFO ] [sig ] [3426/3599] Completed VRTX in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 59.6s [2025-11-26T21:10:15.615098] [INFO ] [sig ] [3427/3599] Forecasting VS... [2025-11-26T21:10:15.615134] [INFO ] [sig ] Generating forecast for: VS [2025-11-26T21:10:15.615173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'. [2025-11-26T21:10:15.625374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VS'. [2025-11-26T21:10:15.625680] [INFO ] [FORECASTER] Starting predict_future for VS [2025-11-26T21:10:15.626456] [DEBUG] [LOCAL ] No optimal features file found for VS: ./output/feature-sets/VS.txt [2025-11-26T21:10:15.626525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:15.626579] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:15.626621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:15.626713] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:15.683816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:15.684456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:15.684547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:15.684593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:15.796259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:15.796429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:15.796481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:15.796517] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:15.799893] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=37.22%) [2025-11-26T21:10:15.800178] [INFO ] [FORECASTER] Completed predict_future for VS [2025-11-26T21:10:15.800320] [INFO ] [sig ] VS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:15.939780] [INFO ] [LOCAL ] Saved forecast: VS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VS.txt [2025-11-26T21:10:15.939919] [INFO ] [sig ] [3427/3599] Completed VS in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 59.2s [2025-11-26T21:10:15.939972] [INFO ] [sig ] [3428/3599] Forecasting VSCO... [2025-11-26T21:10:15.940011] [INFO ] [sig ] Generating forecast for: VSCO [2025-11-26T21:10:15.940049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-11-26T21:10:15.950774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSCO'. [2025-11-26T21:10:15.951056] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-11-26T21:10:15.951873] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-11-26T21:10:15.951939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:15.951983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:15.952022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:15.952090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:16.009289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:16.009968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:16.010059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:16.010099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:16.126152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:16.126304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:16.126356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:16.126395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:16.129806] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=95.66%) [2025-11-26T21:10:16.130094] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-11-26T21:10:16.130235] [INFO ] [sig ] VSCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:16.273757] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VSCO.txt [2025-11-26T21:10:16.273904] [INFO ] [sig ] [3428/3599] Completed VSCO in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 58.9s [2025-11-26T21:10:16.273959] [INFO ] [sig ] [3429/3599] Forecasting VSDA... [2025-11-26T21:10:16.273999] [INFO ] [sig ] Generating forecast for: VSDA [2025-11-26T21:10:16.274041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'. [2025-11-26T21:10:16.284347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSDA'. [2025-11-26T21:10:16.284686] [INFO ] [FORECASTER] Starting predict_future for VSDA [2025-11-26T21:10:16.285557] [DEBUG] [LOCAL ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt [2025-11-26T21:10:16.285626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:16.285696] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:16.285737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:16.285803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:16.344630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:16.345368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:16.345479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:16.345526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:16.458091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:16.458244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:16.458294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:16.458336] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:16.461679] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=33.92%) [2025-11-26T21:10:16.461961] [INFO ] [FORECASTER] Completed predict_future for VSDA [2025-11-26T21:10:16.462100] [INFO ] [sig ] VSDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:16.604134] [INFO ] [LOCAL ] Saved forecast: VSDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VSDA.txt [2025-11-26T21:10:16.604284] [INFO ] [sig ] [3429/3599] Completed VSDA in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 58.6s [2025-11-26T21:10:16.604338] [INFO ] [sig ] [3430/3599] Forecasting VSEC... [2025-11-26T21:10:16.604380] [INFO ] [sig ] Generating forecast for: VSEC [2025-11-26T21:10:16.604421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'. [2025-11-26T21:10:16.615222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSEC'. [2025-11-26T21:10:16.615722] [INFO ] [FORECASTER] Starting predict_future for VSEC [2025-11-26T21:10:16.616525] [DEBUG] [LOCAL ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt [2025-11-26T21:10:16.616801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:16.616851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:16.616888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:16.616953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:16.673173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:16.673849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:16.673941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:16.673981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:16.794102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:16.794256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:16.794308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:16.794350] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:16.797738] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-11-26T21:10:16.798024] [INFO ] [FORECASTER] Completed predict_future for VSEC [2025-11-26T21:10:16.798166] [INFO ] [sig ] VSEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:16.935443] [INFO ] [LOCAL ] Saved forecast: VSEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VSEC.txt [2025-11-26T21:10:16.935597] [INFO ] [sig ] [3430/3599] Completed VSEC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 58.2s [2025-11-26T21:10:16.935676] [INFO ] [sig ] [3431/3599] Forecasting VSH... [2025-11-26T21:10:16.935720] [INFO ] [sig ] Generating forecast for: VSH [2025-11-26T21:10:16.935766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-11-26T21:10:16.946614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSH'. [2025-11-26T21:10:16.946931] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-11-26T21:10:16.947789] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-11-26T21:10:16.947856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:16.947917] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:16.947966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:16.948042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:17.004993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:17.005691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:17.005782] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:17.005828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:17.125594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:17.125772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:17.125823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:17.125861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:17.129212] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=26.72%) [2025-11-26T21:10:17.129544] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-11-26T21:10:17.129703] [INFO ] [sig ] VSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:17.269285] [INFO ] [LOCAL ] Saved forecast: VSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VSH.txt [2025-11-26T21:10:17.269441] [INFO ] [sig ] [3431/3599] Completed VSH in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 57.9s [2025-11-26T21:10:17.269495] [INFO ] [sig ] [3432/3599] Forecasting VSTM... [2025-11-26T21:10:17.269535] [INFO ] [sig ] Generating forecast for: VSTM [2025-11-26T21:10:17.269571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'. [2025-11-26T21:10:17.280424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTM'. [2025-11-26T21:10:17.280798] [INFO ] [FORECASTER] Starting predict_future for VSTM [2025-11-26T21:10:17.281599] [DEBUG] [LOCAL ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt [2025-11-26T21:10:17.281688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:17.281734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:17.281773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:17.281839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:17.339752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:17.340436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:17.340529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:17.340577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:17.463100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:17.463243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:17.463304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:17.463353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:17.466799] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=98.13%) [2025-11-26T21:10:17.467102] [INFO ] [FORECASTER] Completed predict_future for VSTM [2025-11-26T21:10:17.467268] [INFO ] [sig ] VSTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:17.608483] [INFO ] [LOCAL ] Saved forecast: VSTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VSTM.txt [2025-11-26T21:10:17.608665] [INFO ] [sig ] [3432/3599] Completed VSTM in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 57.5s [2025-11-26T21:10:17.608729] [INFO ] [sig ] [3433/3599] Forecasting VSTS... [2025-11-26T21:10:17.608782] [INFO ] [sig ] Generating forecast for: VSTS [2025-11-26T21:10:17.608832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-11-26T21:10:17.619747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTS'. [2025-11-26T21:10:17.620058] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-11-26T21:10:17.620877] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-11-26T21:10:17.620944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:17.620989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:17.621028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:17.621103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:17.676859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:17.677686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:17.677786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:17.677832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:17.799881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:17.800058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:17.800110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:17.800148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:17.803564] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=43.87%) [2025-11-26T21:10:17.803872] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-11-26T21:10:17.804009] [INFO ] [sig ] VSTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:17.943670] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VSTS.txt [2025-11-26T21:10:17.943822] [INFO ] [sig ] [3433/3599] Completed VSTS in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 57.2s [2025-11-26T21:10:17.943876] [INFO ] [sig ] [3434/3599] Forecasting VTC... [2025-11-26T21:10:17.943915] [INFO ] [sig ] Generating forecast for: VTC [2025-11-26T21:10:17.943954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'. [2025-11-26T21:10:17.954336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTC'. [2025-11-26T21:10:17.954676] [INFO ] [FORECASTER] Starting predict_future for VTC [2025-11-26T21:10:17.955513] [DEBUG] [LOCAL ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt [2025-11-26T21:10:17.955582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:17.955626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:17.955697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:17.955845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:18.012415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:18.013229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:18.013333] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:18.013389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:18.131258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:18.131425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:18.131476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:18.131546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:18.134902] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=12.81%) [2025-11-26T21:10:18.135195] [INFO ] [FORECASTER] Completed predict_future for VTC [2025-11-26T21:10:18.135340] [INFO ] [sig ] VTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:18.276079] [INFO ] [LOCAL ] Saved forecast: VTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTC.txt [2025-11-26T21:10:18.276229] [INFO ] [sig ] [3434/3599] Completed VTC in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 56.8s [2025-11-26T21:10:18.276282] [INFO ] [sig ] [3435/3599] Forecasting VTEX... [2025-11-26T21:10:18.276322] [INFO ] [sig ] Generating forecast for: VTEX [2025-11-26T21:10:18.276359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-11-26T21:10:18.287225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTEX'. [2025-11-26T21:10:18.287560] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-11-26T21:10:18.288388] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-11-26T21:10:18.288457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:18.288501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:18.288540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:18.288606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:18.347002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:18.347791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:18.347889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:18.347934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:18.463985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:18.464144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:18.464196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:18.464235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:18.467704] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=89.38%) [2025-11-26T21:10:18.467994] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-11-26T21:10:18.468130] [INFO ] [sig ] VTEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:18.608119] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTEX.txt [2025-11-26T21:10:18.608281] [INFO ] [sig ] [3435/3599] Completed VTEX in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 56.5s [2025-11-26T21:10:18.608347] [INFO ] [sig ] [3436/3599] Forecasting VTGN... [2025-11-26T21:10:18.608398] [INFO ] [sig ] Generating forecast for: VTGN [2025-11-26T21:10:18.608448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'. [2025-11-26T21:10:18.619447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTGN'. [2025-11-26T21:10:18.619766] [INFO ] [FORECASTER] Starting predict_future for VTGN [2025-11-26T21:10:18.620560] [DEBUG] [LOCAL ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt [2025-11-26T21:10:18.620627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:18.620693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:18.620737] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:18.620802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:18.677932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:18.678597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:18.678722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:18.678767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:18.797521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:18.797705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:18.797760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:18.797799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:18.801159] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-11-26T21:10:18.801475] [INFO ] [FORECASTER] Completed predict_future for VTGN [2025-11-26T21:10:18.801631] [INFO ] [sig ] VTGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:18.939732] [INFO ] [LOCAL ] Saved forecast: VTGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTGN.txt [2025-11-26T21:10:18.939877] [INFO ] [sig ] [3436/3599] Completed VTGN in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 56.1s [2025-11-26T21:10:18.939931] [INFO ] [sig ] [3437/3599] Forecasting VTIP... [2025-11-26T21:10:18.939972] [INFO ] [sig ] Generating forecast for: VTIP [2025-11-26T21:10:18.940006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'. [2025-11-26T21:10:18.950328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTIP'. [2025-11-26T21:10:18.950714] [INFO ] [FORECASTER] Starting predict_future for VTIP [2025-11-26T21:10:18.951585] [DEBUG] [LOCAL ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt [2025-11-26T21:10:18.951685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:18.951748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:18.951804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:18.951900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:19.013385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:19.014128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:19.014234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:19.014296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:19.131402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:19.131573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:19.131662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:19.131721] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:19.135178] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=6.76%) [2025-11-26T21:10:19.135495] [INFO ] [FORECASTER] Completed predict_future for VTIP [2025-11-26T21:10:19.135674] [INFO ] [sig ] VTIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:19.276882] [INFO ] [LOCAL ] Saved forecast: VTIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTIP.txt [2025-11-26T21:10:19.277051] [INFO ] [sig ] [3437/3599] Completed VTIP in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 55.8s [2025-11-26T21:10:19.277122] [INFO ] [sig ] [3438/3599] Forecasting VTLE... [2025-11-26T21:10:19.277181] [INFO ] [sig ] Generating forecast for: VTLE [2025-11-26T21:10:19.277241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-11-26T21:10:19.288771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTLE'. [2025-11-26T21:10:19.289119] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-11-26T21:10:19.289992] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-11-26T21:10:19.290062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:19.290121] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:19.290165] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:19.290234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:19.348856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:19.349533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:19.349629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:19.349699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:19.468218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:19.468388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:19.468449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:19.468498] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:19.471803] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=51.08%) [2025-11-26T21:10:19.472088] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-11-26T21:10:19.472228] [INFO ] [sig ] VTLE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:19.612044] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTLE.txt [2025-11-26T21:10:19.612208] [INFO ] [sig ] [3438/3599] Completed VTLE in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 55.4s [2025-11-26T21:10:19.612277] [INFO ] [sig ] [3439/3599] Forecasting VTMX... [2025-11-26T21:10:19.612337] [INFO ] [sig ] Generating forecast for: VTMX [2025-11-26T21:10:19.612398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-11-26T21:10:19.623308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTMX'. [2025-11-26T21:10:19.623676] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-11-26T21:10:19.624511] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-11-26T21:10:19.624591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:19.624671] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:19.624733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:19.624830] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:19.683381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:19.684196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:19.684307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:19.684367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:19.811542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:19.811726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:19.811791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:19.811826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:19.815204] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=25.98%) [2025-11-26T21:10:19.815505] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-11-26T21:10:19.815680] [INFO ] [sig ] VTMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:19.956685] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTMX.txt [2025-11-26T21:10:19.956839] [INFO ] [sig ] [3439/3599] Completed VTMX in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 55.1s [2025-11-26T21:10:19.956892] [INFO ] [sig ] [3440/3599] Forecasting VTN... [2025-11-26T21:10:19.956932] [INFO ] [sig ] Generating forecast for: VTN [2025-11-26T21:10:19.956968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-11-26T21:10:19.967606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTN'. [2025-11-26T21:10:19.967923] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-11-26T21:10:19.968768] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-11-26T21:10:19.968835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:19.968880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:19.968919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:19.968985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:20.025375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:20.026056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:20.026150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:20.026190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:20.141734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:20.141896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:20.141947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:20.141988] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:20.145268] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=80.58%) [2025-11-26T21:10:20.145555] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-11-26T21:10:20.145718] [INFO ] [sig ] VTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:20.285298] [INFO ] [LOCAL ] Saved forecast: VTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTN.txt [2025-11-26T21:10:20.285436] [INFO ] [sig ] [3440/3599] Completed VTN in 0.3s | 2.90 sym/s | Total: 19.7m | ETA: 54.8s [2025-11-26T21:10:20.285489] [INFO ] [sig ] [3441/3599] Forecasting VTOL... [2025-11-26T21:10:20.285534] [INFO ] [sig ] Generating forecast for: VTOL [2025-11-26T21:10:20.285573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-11-26T21:10:20.296418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTOL'. [2025-11-26T21:10:20.296754] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-11-26T21:10:20.297619] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-11-26T21:10:20.297724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:20.297786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:20.297843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:20.297942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:20.355064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:20.355805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:20.355911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:20.355975] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:20.471236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:20.471406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:20.471479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:20.471537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:20.474942] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=69.69%) [2025-11-26T21:10:20.475239] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-11-26T21:10:20.475393] [INFO ] [sig ] VTOL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:20.615442] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTOL.txt [2025-11-26T21:10:20.615590] [INFO ] [sig ] [3441/3599] Completed VTOL in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 54.4s [2025-11-26T21:10:20.615661] [INFO ] [sig ] [3442/3599] Forecasting VTRS... [2025-11-26T21:10:20.615717] [INFO ] [sig ] Generating forecast for: VTRS [2025-11-26T21:10:20.615760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'. [2025-11-26T21:10:20.627212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTRS'. [2025-11-26T21:10:20.627530] [INFO ] [FORECASTER] Starting predict_future for VTRS [2025-11-26T21:10:20.628367] [DEBUG] [LOCAL ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt [2025-11-26T21:10:20.628442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:20.628488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:20.628529] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:20.628596] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:20.685056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:20.685737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:20.685831] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:20.685878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:20.809619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:20.809862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:20.809927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:20.809974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:20.813543] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=33.25%) [2025-11-26T21:10:20.813891] [INFO ] [FORECASTER] Completed predict_future for VTRS [2025-11-26T21:10:20.814051] [INFO ] [sig ] VTRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:20.957192] [INFO ] [LOCAL ] Saved forecast: VTRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTRS.txt [2025-11-26T21:10:20.957402] [INFO ] [sig ] [3442/3599] Completed VTRS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 54.1s [2025-11-26T21:10:20.957458] [INFO ] [sig ] [3443/3599] Forecasting VTS... [2025-11-26T21:10:20.957514] [INFO ] [sig ] Generating forecast for: VTS [2025-11-26T21:10:20.957553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-11-26T21:10:20.968567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTS'. [2025-11-26T21:10:20.968989] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-11-26T21:10:20.969859] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-11-26T21:10:20.969927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:20.969972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:20.970011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:20.970077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:21.026584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:21.027466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:21.027589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:21.027635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:21.142544] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:21.142761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:21.142820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:21.142867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:21.146221] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=97.86%) [2025-11-26T21:10:21.146515] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-11-26T21:10:21.146675] [INFO ] [sig ] VTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:21.287681] [INFO ] [LOCAL ] Saved forecast: VTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTS.txt [2025-11-26T21:10:21.287863] [INFO ] [sig ] [3443/3599] Completed VTS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 53.7s [2025-11-26T21:10:21.287919] [INFO ] [sig ] [3444/3599] Forecasting VTSI... [2025-11-26T21:10:21.287959] [INFO ] [sig ] Generating forecast for: VTSI [2025-11-26T21:10:21.287998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'. [2025-11-26T21:10:21.298872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTSI'. [2025-11-26T21:10:21.299213] [INFO ] [FORECASTER] Starting predict_future for VTSI [2025-11-26T21:10:21.300047] [DEBUG] [LOCAL ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt [2025-11-26T21:10:21.300116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:21.300160] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:21.300199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:21.300264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:21.358603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:21.359494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:21.359593] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:21.359665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:21.481243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:21.481429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:21.481486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:21.481526] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:21.484929] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-11-26T21:10:21.485235] [INFO ] [FORECASTER] Completed predict_future for VTSI [2025-11-26T21:10:21.485394] [INFO ] [sig ] VTSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:21.626562] [INFO ] [LOCAL ] Saved forecast: VTSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTSI.txt [2025-11-26T21:10:21.626728] [INFO ] [sig ] [3444/3599] Completed VTSI in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 53.4s [2025-11-26T21:10:21.626783] [INFO ] [sig ] [3445/3599] Forecasting VTWG... [2025-11-26T21:10:21.626825] [INFO ] [sig ] Generating forecast for: VTWG [2025-11-26T21:10:21.626865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'. [2025-11-26T21:10:21.637451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWG'. [2025-11-26T21:10:21.637777] [INFO ] [FORECASTER] Starting predict_future for VTWG [2025-11-26T21:10:21.638624] [DEBUG] [LOCAL ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt [2025-11-26T21:10:21.638713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:21.638765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:21.638810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:21.638910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:21.695937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:21.696570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:21.696680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:21.696735] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:21.817194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:21.817391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:21.817449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:21.817530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:21.821108] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=40.83%) [2025-11-26T21:10:21.821412] [INFO ] [FORECASTER] Completed predict_future for VTWG [2025-11-26T21:10:21.821563] [INFO ] [sig ] VTWG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:21.965448] [INFO ] [LOCAL ] Saved forecast: VTWG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTWG.txt [2025-11-26T21:10:21.965663] [INFO ] [sig ] [3445/3599] Completed VTWG in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 53.0s [2025-11-26T21:10:21.965721] [INFO ] [sig ] [3446/3599] Forecasting VTWO... [2025-11-26T21:10:21.965765] [INFO ] [sig ] Generating forecast for: VTWO [2025-11-26T21:10:21.965804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'. [2025-11-26T21:10:21.982771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWO'. [2025-11-26T21:10:21.983158] [INFO ] [FORECASTER] Starting predict_future for VTWO [2025-11-26T21:10:21.984003] [DEBUG] [LOCAL ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt [2025-11-26T21:10:21.984070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:21.984115] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:21.984155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:21.984223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:22.041072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:22.041742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:22.041835] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:22.041879] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:22.157328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:22.157510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:22.157562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:22.157603] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:22.160951] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=0.35%) [2025-11-26T21:10:22.161250] [INFO ] [FORECASTER] Completed predict_future for VTWO [2025-11-26T21:10:22.161400] [INFO ] [sig ] VTWO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:22.299422] [INFO ] [LOCAL ] Saved forecast: VTWO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTWO.txt [2025-11-26T21:10:22.299583] [INFO ] [sig ] [3446/3599] Completed VTWO in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 52.7s [2025-11-26T21:10:22.299637] [INFO ] [sig ] [3447/3599] Forecasting VTYX... [2025-11-26T21:10:22.299694] [INFO ] [sig ] Generating forecast for: VTYX [2025-11-26T21:10:22.299744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'. [2025-11-26T21:10:22.310238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTYX'. [2025-11-26T21:10:22.310558] [INFO ] [FORECASTER] Starting predict_future for VTYX [2025-11-26T21:10:22.311377] [DEBUG] [LOCAL ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt [2025-11-26T21:10:22.311450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:22.311505] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:22.311554] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:22.311633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:22.368179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:22.368905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:22.368998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:22.369081] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:22.487405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:22.487566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:22.487618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:22.487678] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:22.491022] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=38.36%) [2025-11-26T21:10:22.491308] [INFO ] [FORECASTER] Completed predict_future for VTYX [2025-11-26T21:10:22.491447] [INFO ] [sig ] VTYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:22.630971] [INFO ] [LOCAL ] Saved forecast: VTYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTYX.txt [2025-11-26T21:10:22.631138] [INFO ] [sig ] [3447/3599] Completed VTYX in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 52.3s [2025-11-26T21:10:22.631193] [INFO ] [sig ] [3448/3599] Forecasting VUZI... [2025-11-26T21:10:22.631235] [INFO ] [sig ] Generating forecast for: VUZI [2025-11-26T21:10:22.631275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'. [2025-11-26T21:10:22.642232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VUZI'. [2025-11-26T21:10:22.642529] [INFO ] [FORECASTER] Starting predict_future for VUZI [2025-11-26T21:10:22.643334] [DEBUG] [LOCAL ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt [2025-11-26T21:10:22.643401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:22.643446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:22.643484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:22.643551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:22.700121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:22.700808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:22.700898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:22.700943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:22.820386] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:22.820578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:22.820633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:22.820698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:22.824107] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=20.25%) [2025-11-26T21:10:22.824392] [INFO ] [FORECASTER] Completed predict_future for VUZI [2025-11-26T21:10:22.824542] [INFO ] [sig ] VUZI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:22.963596] [INFO ] [LOCAL ] Saved forecast: VUZI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VUZI.txt [2025-11-26T21:10:22.963777] [INFO ] [sig ] [3448/3599] Completed VUZI in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 52.0s [2025-11-26T21:10:22.963833] [INFO ] [sig ] [3449/3599] Forecasting VVOS... [2025-11-26T21:10:22.963876] [INFO ] [sig ] Generating forecast for: VVOS [2025-11-26T21:10:22.963916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'. [2025-11-26T21:10:22.974780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVOS'. [2025-11-26T21:10:22.975069] [INFO ] [FORECASTER] Starting predict_future for VVOS [2025-11-26T21:10:22.975903] [DEBUG] [LOCAL ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt [2025-11-26T21:10:22.975971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:22.976016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:22.976069] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:22.976140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:23.032438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:23.033086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:23.033179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:23.033227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:23.147593] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:23.147778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:23.147832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:23.147874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:23.151215] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=7.50%) [2025-11-26T21:10:23.151513] [INFO ] [FORECASTER] Completed predict_future for VVOS [2025-11-26T21:10:23.151677] [INFO ] [sig ] VVOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:23.290103] [INFO ] [LOCAL ] Saved forecast: VVOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VVOS.txt [2025-11-26T21:10:23.290240] [INFO ] [sig ] [3449/3599] Completed VVOS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 51.7s [2025-11-26T21:10:23.290294] [INFO ] [sig ] [3450/3599] Forecasting VVX... [2025-11-26T21:10:23.290336] [INFO ] [sig ] Generating forecast for: VVX [2025-11-26T21:10:23.290378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-11-26T21:10:23.301739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVX'. [2025-11-26T21:10:23.302040] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-11-26T21:10:23.302874] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-11-26T21:10:23.302942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:23.302988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:23.303027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:23.303098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:23.359159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:23.359846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:23.359941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:23.359988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:23.484018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:23.484191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:23.484245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:23.484286] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:23.487587] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=27.66%) [2025-11-26T21:10:23.487895] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-11-26T21:10:23.488043] [INFO ] [sig ] VVX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:23.631275] [INFO ] [LOCAL ] Saved forecast: VVX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VVX.txt [2025-11-26T21:10:23.631454] [INFO ] [sig ] [3450/3599] Completed VVX in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 51.3s [2025-11-26T21:10:23.631517] [INFO ] [sig ] [3451/3599] Forecasting VWOB... [2025-11-26T21:10:23.631552] [INFO ] [sig ] Generating forecast for: VWOB [2025-11-26T21:10:23.631589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'. [2025-11-26T21:10:23.644155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VWOB'. [2025-11-26T21:10:23.644556] [INFO ] [FORECASTER] Starting predict_future for VWOB [2025-11-26T21:10:23.645423] [DEBUG] [LOCAL ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt [2025-11-26T21:10:23.645495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:23.645541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:23.645581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:23.645672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:23.701914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:23.702825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:23.702924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:23.702968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:23.824848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:23.825037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:23.825089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:23.825130] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:23.828494] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=60.91%) [2025-11-26T21:10:23.828837] [INFO ] [FORECASTER] Completed predict_future for VWOB [2025-11-26T21:10:23.828990] [INFO ] [sig ] VWOB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:23.967416] [INFO ] [LOCAL ] Saved forecast: VWOB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VWOB.txt [2025-11-26T21:10:23.967604] [INFO ] [sig ] [3451/3599] Completed VWOB in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 51.0s [2025-11-26T21:10:23.967682] [INFO ] [sig ] [3452/3599] Forecasting VXUS... [2025-11-26T21:10:23.967724] [INFO ] [sig ] Generating forecast for: VXUS [2025-11-26T21:10:23.967767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'. [2025-11-26T21:10:23.979218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VXUS'. [2025-11-26T21:10:23.979502] [INFO ] [FORECASTER] Starting predict_future for VXUS [2025-11-26T21:10:23.980306] [DEBUG] [LOCAL ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt [2025-11-26T21:10:23.980375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:23.980419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:23.980458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:23.980525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:24.036972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:24.037595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:24.037707] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:24.037755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:24.160942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:24.161149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:24.161204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:24.161242] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:24.164852] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=91.42%) [2025-11-26T21:10:24.165156] [INFO ] [FORECASTER] Completed predict_future for VXUS [2025-11-26T21:10:24.165302] [INFO ] [sig ] VXUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:24.309796] [INFO ] [LOCAL ] Saved forecast: VXUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VXUS.txt [2025-11-26T21:10:24.310036] [INFO ] [sig ] [3452/3599] Completed VXUS in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 50.6s [2025-11-26T21:10:24.310120] [INFO ] [sig ] [3453/3599] Forecasting VYMI... [2025-11-26T21:10:24.310183] [INFO ] [sig ] Generating forecast for: VYMI [2025-11-26T21:10:24.310256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'. [2025-11-26T21:10:24.324699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYMI'. [2025-11-26T21:10:24.325151] [INFO ] [FORECASTER] Starting predict_future for VYMI [2025-11-26T21:10:24.326239] [DEBUG] [LOCAL ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt [2025-11-26T21:10:24.326324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:24.326385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:24.326441] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:24.326540] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:24.392783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:24.393678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:24.393781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:24.393832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:24.511935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:24.512174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:24.512236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:24.512282] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:24.516584] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-11-26T21:10:24.517089] [INFO ] [FORECASTER] Completed predict_future for VYMI [2025-11-26T21:10:24.517269] [INFO ] [sig ] VYMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:24.658820] [INFO ] [LOCAL ] Saved forecast: VYMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VYMI.txt [2025-11-26T21:10:24.659014] [INFO ] [sig ] [3453/3599] Completed VYMI in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 50.3s [2025-11-26T21:10:24.659072] [INFO ] [sig ] [3454/3599] Forecasting VYX... [2025-11-26T21:10:24.659117] [INFO ] [sig ] Generating forecast for: VYX [2025-11-26T21:10:24.659162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-11-26T21:10:24.671248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYX'. [2025-11-26T21:10:24.671597] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-11-26T21:10:24.672431] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-11-26T21:10:24.672502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:24.672558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:24.672609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:24.672708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:24.728854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:24.729536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:24.729631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:24.729695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:24.850907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:24.851095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:24.851151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:24.851194] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:24.854777] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=84.44%) [2025-11-26T21:10:24.855075] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-11-26T21:10:24.855226] [INFO ] [sig ] VYX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:24.996177] [INFO ] [LOCAL ] Saved forecast: VYX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VYX.txt [2025-11-26T21:10:24.996344] [INFO ] [sig ] [3454/3599] Completed VYX in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 49.9s [2025-11-26T21:10:24.996399] [INFO ] [sig ] [3455/3599] Forecasting VZ... [2025-11-26T21:10:24.996501] [INFO ] [sig ] Generating forecast for: VZ [2025-11-26T21:10:24.996544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-11-26T21:10:25.008471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VZ'. [2025-11-26T21:10:25.008891] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-11-26T21:10:25.009838] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-11-26T21:10:25.009907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:25.009953] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:25.009992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:25.010059] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:25.068331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:25.069227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:25.069328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:25.069375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:25.189968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:25.190164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:25.190220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:25.190264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:25.193785] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=11.25%) [2025-11-26T21:10:25.194071] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-11-26T21:10:25.194212] [INFO ] [sig ] VZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:25.337375] [INFO ] [LOCAL ] Saved forecast: VZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VZ.txt [2025-11-26T21:10:25.337550] [INFO ] [sig ] [3455/3599] Completed VZ in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 49.6s [2025-11-26T21:10:25.337606] [INFO ] [sig ] [3456/3599] Forecasting WAB... [2025-11-26T21:10:25.337668] [INFO ] [sig ] Generating forecast for: WAB [2025-11-26T21:10:25.337711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-11-26T21:10:25.348184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAB'. [2025-11-26T21:10:25.348501] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-11-26T21:10:25.349365] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-11-26T21:10:25.349437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:25.349484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:25.349536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:25.349621] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:25.408312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:25.409071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:25.409170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:25.409217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:25.528689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:25.528885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:25.528940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:25.528985] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:25.532384] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=64.93%) [2025-11-26T21:10:25.532690] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-11-26T21:10:25.532832] [INFO ] [sig ] WAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:25.673268] [INFO ] [LOCAL ] Saved forecast: WAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WAB.txt [2025-11-26T21:10:25.673426] [INFO ] [sig ] [3456/3599] Completed WAB in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 49.2s [2025-11-26T21:10:25.673485] [INFO ] [sig ] [3457/3599] Forecasting WABC... [2025-11-26T21:10:25.673536] [INFO ] [sig ] Generating forecast for: WABC [2025-11-26T21:10:25.673586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'. [2025-11-26T21:10:25.685191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WABC'. [2025-11-26T21:10:25.685560] [INFO ] [FORECASTER] Starting predict_future for WABC [2025-11-26T21:10:25.686413] [DEBUG] [LOCAL ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt [2025-11-26T21:10:25.686484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:25.686531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:25.686570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:25.686660] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:25.745699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:25.746505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:25.746638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:25.746733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:25.866084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:25.866266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:25.866319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:25.866359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:25.869877] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=52.61%) [2025-11-26T21:10:25.870177] [INFO ] [FORECASTER] Completed predict_future for WABC [2025-11-26T21:10:25.870328] [INFO ] [sig ] WABC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:26.010100] [INFO ] [LOCAL ] Saved forecast: WABC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WABC.txt [2025-11-26T21:10:26.010280] [INFO ] [sig ] [3457/3599] Completed WABC in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 48.9s [2025-11-26T21:10:26.010336] [INFO ] [sig ] [3458/3599] Forecasting WAFD... [2025-11-26T21:10:26.010378] [INFO ] [sig ] Generating forecast for: WAFD [2025-11-26T21:10:26.010427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'. [2025-11-26T21:10:26.021919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFD'. [2025-11-26T21:10:26.022356] [INFO ] [FORECASTER] Starting predict_future for WAFD [2025-11-26T21:10:26.023218] [DEBUG] [LOCAL ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt [2025-11-26T21:10:26.023289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:26.023336] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:26.023377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:26.023446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:26.080828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:26.081738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:26.081837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:26.081885] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:26.202229] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:26.203106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:26.203167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:26.203203] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:26.206681] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=59.58%) [2025-11-26T21:10:26.206982] [INFO ] [FORECASTER] Completed predict_future for WAFD [2025-11-26T21:10:26.207124] [INFO ] [sig ] WAFD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:26.347248] [INFO ] [LOCAL ] Saved forecast: WAFD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WAFD.txt [2025-11-26T21:10:26.347400] [INFO ] [sig ] [3458/3599] Completed WAFD in 0.3s | 2.90 sym/s | Total: 19.8m | ETA: 48.6s [2025-11-26T21:10:26.347454] [INFO ] [sig ] [3459/3599] Forecasting WAFDP... [2025-11-26T21:10:26.347507] [INFO ] [sig ] Generating forecast for: WAFDP [2025-11-26T21:10:26.347552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'. [2025-11-26T21:10:26.358741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'. [2025-11-26T21:10:26.359057] [INFO ] [FORECASTER] Starting predict_future for WAFDP [2025-11-26T21:10:26.359867] [DEBUG] [LOCAL ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt [2025-11-26T21:10:26.359934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:26.359980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:26.360028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:26.360111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:26.416961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:26.417619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:26.417730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:26.417777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:26.526618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:26.526811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:26.526863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:26.526904] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:26.530381] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=7.10%) [2025-11-26T21:10:26.530698] [INFO ] [FORECASTER] Completed predict_future for WAFDP [2025-11-26T21:10:26.530843] [INFO ] [sig ] WAFDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:26.670487] [INFO ] [LOCAL ] Saved forecast: WAFDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WAFDP.txt [2025-11-26T21:10:26.670687] [INFO ] [sig ] [3459/3599] Completed WAFDP in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 48.2s [2025-11-26T21:10:26.670744] [INFO ] [sig ] [3460/3599] Forecasting WAL... [2025-11-26T21:10:26.670787] [INFO ] [sig ] Generating forecast for: WAL [2025-11-26T21:10:26.670827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-11-26T21:10:26.682178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAL'. [2025-11-26T21:10:26.682603] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-11-26T21:10:26.683488] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-11-26T21:10:26.683561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:26.683607] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:26.683669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:26.683741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:26.742365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:26.743292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:26.743393] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:26.743440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:26.864480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:26.864699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:26.864772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:26.864829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:26.868213] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=30.02%) [2025-11-26T21:10:26.868506] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-11-26T21:10:26.868702] [INFO ] [sig ] WAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:27.014930] [INFO ] [LOCAL ] Saved forecast: WAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WAL.txt [2025-11-26T21:10:27.015154] [INFO ] [sig ] [3460/3599] Completed WAL in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 47.9s [2025-11-26T21:10:27.015231] [INFO ] [sig ] [3461/3599] Forecasting WALD... [2025-11-26T21:10:27.015293] [INFO ] [sig ] Generating forecast for: WALD [2025-11-26T21:10:27.015344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'. [2025-11-26T21:10:27.025787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WALD'. [2025-11-26T21:10:27.026122] [INFO ] [FORECASTER] Starting predict_future for WALD [2025-11-26T21:10:27.026968] [DEBUG] [LOCAL ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt [2025-11-26T21:10:27.027038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:27.027083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:27.027123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:27.027190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:27.086538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:27.087362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:27.087460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:27.087525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:27.208434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:27.208617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:27.208705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:27.208750] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:27.212337] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=15.44%) [2025-11-26T21:10:27.212636] [INFO ] [FORECASTER] Completed predict_future for WALD [2025-11-26T21:10:27.212797] [INFO ] [sig ] WALD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:27.351998] [INFO ] [LOCAL ] Saved forecast: WALD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WALD.txt [2025-11-26T21:10:27.352167] [INFO ] [sig ] [3461/3599] Completed WALD in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 47.5s [2025-11-26T21:10:27.352223] [INFO ] [sig ] [3462/3599] Forecasting WASH... [2025-11-26T21:10:27.352264] [INFO ] [sig ] Generating forecast for: WASH [2025-11-26T21:10:27.352303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'. [2025-11-26T21:10:27.363364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WASH'. [2025-11-26T21:10:27.363709] [INFO ] [FORECASTER] Starting predict_future for WASH [2025-11-26T21:10:27.364497] [DEBUG] [LOCAL ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt [2025-11-26T21:10:27.364581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:27.364626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:27.364685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:27.364755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:27.421531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:27.422278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:27.422374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:27.422418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:27.539511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:27.539696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:27.539750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:27.539791] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:27.543135] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=0.55%) [2025-11-26T21:10:27.543423] [INFO ] [FORECASTER] Completed predict_future for WASH [2025-11-26T21:10:27.543565] [INFO ] [sig ] WASH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:27.681994] [INFO ] [LOCAL ] Saved forecast: WASH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WASH.txt [2025-11-26T21:10:27.682159] [INFO ] [sig ] [3462/3599] Completed WASH in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 47.2s [2025-11-26T21:10:27.682209] [INFO ] [sig ] [3463/3599] Forecasting WAVE... [2025-11-26T21:10:27.682252] [INFO ] [sig ] Generating forecast for: WAVE [2025-11-26T21:10:27.682293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'. [2025-11-26T21:10:27.692941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAVE'. [2025-11-26T21:10:27.693255] [INFO ] [FORECASTER] Starting predict_future for WAVE [2025-11-26T21:10:27.694079] [DEBUG] [LOCAL ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt [2025-11-26T21:10:27.694146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:27.694191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:27.694230] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:27.694296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:27.753212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:27.754010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:27.754114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:27.754161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:27.864198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:27.864377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:27.864431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:27.864472] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:27.867853] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=4.39%) [2025-11-26T21:10:27.868144] [INFO ] [FORECASTER] Completed predict_future for WAVE [2025-11-26T21:10:27.868285] [INFO ] [sig ] WAVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:28.007697] [INFO ] [LOCAL ] Saved forecast: WAVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WAVE.txt [2025-11-26T21:10:28.007867] [INFO ] [sig ] [3463/3599] Completed WAVE in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 46.8s [2025-11-26T21:10:28.007921] [INFO ] [sig ] [3464/3599] Forecasting WAY... [2025-11-26T21:10:28.007964] [INFO ] [sig ] Generating forecast for: WAY [2025-11-26T21:10:28.008003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'. [2025-11-26T21:10:28.018782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAY'. [2025-11-26T21:10:28.019091] [INFO ] [FORECASTER] Starting predict_future for WAY [2025-11-26T21:10:28.019899] [DEBUG] [LOCAL ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt [2025-11-26T21:10:28.019966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:28.020011] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:28.020051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:28.020117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:28.076870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:28.077530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:28.077632] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:28.077699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:28.199946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:28.200102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:28.200152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:28.200190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:28.203524] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=81.61%) [2025-11-26T21:10:28.203843] [INFO ] [FORECASTER] Completed predict_future for WAY [2025-11-26T21:10:28.203996] [INFO ] [sig ] WAY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:28.343093] [INFO ] [LOCAL ] Saved forecast: WAY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WAY.txt [2025-11-26T21:10:28.343238] [INFO ] [sig ] [3464/3599] Completed WAY in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 46.5s [2025-11-26T21:10:28.343291] [INFO ] [sig ] [3465/3599] Forecasting WB... [2025-11-26T21:10:28.343333] [INFO ] [sig ] Generating forecast for: WB [2025-11-26T21:10:28.343377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'. [2025-11-26T21:10:28.354026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WB'. [2025-11-26T21:10:28.354334] [INFO ] [FORECASTER] Starting predict_future for WB [2025-11-26T21:10:28.355140] [DEBUG] [LOCAL ] No optimal features file found for WB: ./output/feature-sets/WB.txt [2025-11-26T21:10:28.355207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:28.355252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:28.355291] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:28.355361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:28.411677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:28.412321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:28.412415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:28.412461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:28.540332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:28.540509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:28.540562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:28.540598] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:28.544030] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=74.06%) [2025-11-26T21:10:28.544311] [INFO ] [FORECASTER] Completed predict_future for WB [2025-11-26T21:10:28.544446] [INFO ] [sig ] WB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:28.688006] [INFO ] [LOCAL ] Saved forecast: WB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WB.txt [2025-11-26T21:10:28.688157] [INFO ] [sig ] [3465/3599] Completed WB in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 46.1s [2025-11-26T21:10:28.688216] [INFO ] [sig ] [3466/3599] Forecasting WBD... [2025-11-26T21:10:28.688258] [INFO ] [sig ] Generating forecast for: WBD [2025-11-26T21:10:28.688298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'. [2025-11-26T21:10:28.698337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBD'. [2025-11-26T21:10:28.698664] [INFO ] [FORECASTER] Starting predict_future for WBD [2025-11-26T21:10:28.699468] [DEBUG] [LOCAL ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt [2025-11-26T21:10:28.699536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:28.699581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:28.699620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:28.699706] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:28.756317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:28.757099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:28.757191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:28.757237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:28.878815] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:28.878984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:28.879037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:28.879080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:28.882377] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=57.20%) [2025-11-26T21:10:28.882687] [INFO ] [FORECASTER] Completed predict_future for WBD [2025-11-26T21:10:28.882826] [INFO ] [sig ] WBD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:29.023194] [INFO ] [LOCAL ] Saved forecast: WBD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WBD.txt [2025-11-26T21:10:29.023353] [INFO ] [sig ] [3466/3599] Completed WBD in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 45.8s [2025-11-26T21:10:29.023408] [INFO ] [sig ] [3467/3599] Forecasting WBS... [2025-11-26T21:10:29.023445] [INFO ] [sig ] Generating forecast for: WBS [2025-11-26T21:10:29.023484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-11-26T21:10:29.033739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBS'. [2025-11-26T21:10:29.034052] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-11-26T21:10:29.034867] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-11-26T21:10:29.034934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:29.034978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:29.035018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:29.035085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:29.091489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:29.092183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:29.092278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:29.092324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:29.214199] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:29.214385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:29.214441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:29.214484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:29.217968] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=0.69%) [2025-11-26T21:10:29.218272] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-11-26T21:10:29.218475] [INFO ] [sig ] WBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:29.361158] [INFO ] [LOCAL ] Saved forecast: WBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WBS.txt [2025-11-26T21:10:29.361318] [INFO ] [sig ] [3467/3599] Completed WBS in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 45.5s [2025-11-26T21:10:29.361375] [INFO ] [sig ] [3468/3599] Forecasting WBTN... [2025-11-26T21:10:29.361418] [INFO ] [sig ] Generating forecast for: WBTN [2025-11-26T21:10:29.361459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'. [2025-11-26T21:10:29.372247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBTN'. [2025-11-26T21:10:29.372573] [INFO ] [FORECASTER] Starting predict_future for WBTN [2025-11-26T21:10:29.373384] [DEBUG] [LOCAL ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt [2025-11-26T21:10:29.373454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:29.373499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:29.373539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:29.373607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:29.430210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:29.430958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:29.431059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:29.431108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:29.553781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:29.553962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:29.554016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:29.554062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:29.557528] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=8.87%) [2025-11-26T21:10:29.557860] [INFO ] [FORECASTER] Completed predict_future for WBTN [2025-11-26T21:10:29.558014] [INFO ] [sig ] WBTN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:29.703016] [INFO ] [LOCAL ] Saved forecast: WBTN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WBTN.txt [2025-11-26T21:10:29.703198] [INFO ] [sig ] [3468/3599] Completed WBTN in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 45.1s [2025-11-26T21:10:29.703257] [INFO ] [sig ] [3469/3599] Forecasting WBX... [2025-11-26T21:10:29.703303] [INFO ] [sig ] Generating forecast for: WBX [2025-11-26T21:10:29.703364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-11-26T21:10:29.714203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBX'. [2025-11-26T21:10:29.714531] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-11-26T21:10:29.715367] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-11-26T21:10:29.715438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:29.715484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:29.715524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:29.715595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:29.772776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:29.773448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:29.773542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:29.773589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:29.894982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:29.895153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:29.895226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:29.895269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:29.898717] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=25.26%) [2025-11-26T21:10:29.899010] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-11-26T21:10:29.899148] [INFO ] [sig ] WBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:30.043637] [INFO ] [LOCAL ] Saved forecast: WBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WBX.txt [2025-11-26T21:10:30.043855] [INFO ] [sig ] [3469/3599] Completed WBX in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 44.8s [2025-11-26T21:10:30.043912] [INFO ] [sig ] [3470/3599] Forecasting WCC... [2025-11-26T21:10:30.043952] [INFO ] [sig ] Generating forecast for: WCC [2025-11-26T21:10:30.043992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-11-26T21:10:30.055883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCC'. [2025-11-26T21:10:30.056301] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-11-26T21:10:30.057212] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-11-26T21:10:30.057282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:30.057328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:30.057369] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:30.057437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:30.116967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:30.117993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:30.118099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:30.118147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:30.240162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:30.240349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:30.240402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:30.240447] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:30.243938] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=74.43%) [2025-11-26T21:10:30.244230] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-11-26T21:10:30.244374] [INFO ] [sig ] WCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:30.387838] [INFO ] [LOCAL ] Saved forecast: WCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WCC.txt [2025-11-26T21:10:30.388020] [INFO ] [sig ] [3470/3599] Completed WCC in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 44.4s [2025-11-26T21:10:30.388076] [INFO ] [sig ] [3471/3599] Forecasting WCLD... [2025-11-26T21:10:30.388113] [INFO ] [sig ] Generating forecast for: WCLD [2025-11-26T21:10:30.388156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'. [2025-11-26T21:10:30.398930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCLD'. [2025-11-26T21:10:30.399339] [INFO ] [FORECASTER] Starting predict_future for WCLD [2025-11-26T21:10:30.400200] [DEBUG] [LOCAL ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt [2025-11-26T21:10:30.400271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:30.400317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:30.400357] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:30.400427] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:30.458706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:30.459600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:30.459744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:30.459794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:30.577504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:30.577714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:30.577770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:30.577812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:30.581109] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-11-26T21:10:30.581391] [INFO ] [FORECASTER] Completed predict_future for WCLD [2025-11-26T21:10:30.581526] [INFO ] [sig ] WCLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:30.734171] [INFO ] [LOCAL ] Saved forecast: WCLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WCLD.txt [2025-11-26T21:10:30.734406] [INFO ] [sig ] [3471/3599] Completed WCLD in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 44.1s [2025-11-26T21:10:30.734476] [INFO ] [sig ] [3472/3599] Forecasting WD... [2025-11-26T21:10:30.734531] [INFO ] [sig ] Generating forecast for: WD [2025-11-26T21:10:30.734578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-11-26T21:10:30.745742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WD'. [2025-11-26T21:10:30.746192] [INFO ] [FORECASTER] Starting predict_future for WD [2025-11-26T21:10:30.747122] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-11-26T21:10:30.747195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:30.747241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:30.747280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:30.747349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:30.808003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:30.808985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:30.809094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:30.809143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:30.927204] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:30.927397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:30.927454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:30.927522] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:30.931162] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=70.15%) [2025-11-26T21:10:30.931466] [INFO ] [FORECASTER] Completed predict_future for WD [2025-11-26T21:10:30.931611] [INFO ] [sig ] WD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:31.076688] [INFO ] [LOCAL ] Saved forecast: WD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WD.txt [2025-11-26T21:10:31.076849] [INFO ] [sig ] [3472/3599] Completed WD in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 43.7s [2025-11-26T21:10:31.076904] [INFO ] [sig ] [3473/3599] Forecasting WDAY... [2025-11-26T21:10:31.076946] [INFO ] [sig ] Generating forecast for: WDAY [2025-11-26T21:10:31.076987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'. [2025-11-26T21:10:31.087161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDAY'. [2025-11-26T21:10:31.087565] [INFO ] [FORECASTER] Starting predict_future for WDAY [2025-11-26T21:10:31.088399] [DEBUG] [LOCAL ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt [2025-11-26T21:10:31.088470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:31.088528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:31.088572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:31.088671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:31.146008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:31.146911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:31.147011] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:31.147059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:31.268511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:31.268726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:31.268785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:31.268830] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:31.272239] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=24.85%) [2025-11-26T21:10:31.272533] [INFO ] [FORECASTER] Completed predict_future for WDAY [2025-11-26T21:10:31.272701] [INFO ] [sig ] WDAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:31.414247] [INFO ] [LOCAL ] Saved forecast: WDAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WDAY.txt [2025-11-26T21:10:31.414481] [INFO ] [sig ] [3473/3599] Completed WDAY in 0.3s | 2.90 sym/s | Total: 19.9m | ETA: 43.4s [2025-11-26T21:10:31.414557] [INFO ] [sig ] [3474/3599] Forecasting WDC... [2025-11-26T21:10:31.414617] [INFO ] [sig ] Generating forecast for: WDC [2025-11-26T21:10:31.414701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'. [2025-11-26T21:10:31.426797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDC'. [2025-11-26T21:10:31.427197] [INFO ] [FORECASTER] Starting predict_future for WDC [2025-11-26T21:10:31.428120] [DEBUG] [LOCAL ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt [2025-11-26T21:10:31.428192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:31.428240] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:31.428277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:31.428348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:31.488116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:31.489079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:31.489191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:31.489241] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:31.628733] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:31.628951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:31.629046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:31.629108] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:31.633662] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=42.89%) [2025-11-26T21:10:31.634015] [INFO ] [FORECASTER] Completed predict_future for WDC [2025-11-26T21:10:31.634187] [INFO ] [sig ] WDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:31.792361] [INFO ] [LOCAL ] Saved forecast: WDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WDC.txt [2025-11-26T21:10:31.792557] [INFO ] [sig ] [3474/3599] Completed WDC in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 43.0s [2025-11-26T21:10:31.792614] [INFO ] [sig ] [3475/3599] Forecasting WDFC... [2025-11-26T21:10:31.792682] [INFO ] [sig ] Generating forecast for: WDFC [2025-11-26T21:10:31.792728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'. [2025-11-26T21:10:31.805924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDFC'. [2025-11-26T21:10:31.806476] [INFO ] [FORECASTER] Starting predict_future for WDFC [2025-11-26T21:10:31.807779] [DEBUG] [LOCAL ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt [2025-11-26T21:10:31.807877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:31.807940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:31.807995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:31.808095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:31.870816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:31.871830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:31.871948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:31.872013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:31.999418] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:31.999684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:31.999769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:31.999820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:32.003492] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=83.03%) [2025-11-26T21:10:32.003877] [INFO ] [FORECASTER] Completed predict_future for WDFC [2025-11-26T21:10:32.004044] [INFO ] [sig ] WDFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:32.213428] [INFO ] [LOCAL ] Saved forecast: WDFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WDFC.txt [2025-11-26T21:10:32.213722] [INFO ] [sig ] [3475/3599] Completed WDFC in 0.4s | 2.90 sym/s | Total: 19.9m | ETA: 42.7s [2025-11-26T21:10:32.213810] [INFO ] [sig ] [3476/3599] Forecasting WDH... [2025-11-26T21:10:32.213875] [INFO ] [sig ] Generating forecast for: WDH [2025-11-26T21:10:32.213944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-11-26T21:10:32.229194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDH'. [2025-11-26T21:10:32.229764] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-11-26T21:10:32.231033] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-11-26T21:10:32.231134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:32.231208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:32.231273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:32.231380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:32.323883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:32.325103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:32.325243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:32.325315] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:32.456935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:32.457194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:32.457276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:32.457341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:32.462930] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=56.72%) [2025-11-26T21:10:32.463464] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-11-26T21:10:32.463705] [INFO ] [sig ] WDH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:32.684610] [INFO ] [LOCAL ] Saved forecast: WDH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WDH.txt [2025-11-26T21:10:32.684843] [INFO ] [sig ] [3476/3599] Completed WDH in 0.5s | 2.90 sym/s | Total: 20.0m | ETA: 42.4s [2025-11-26T21:10:32.684909] [INFO ] [sig ] [3477/3599] Forecasting WDI... [2025-11-26T21:10:32.684969] [INFO ] [sig ] Generating forecast for: WDI [2025-11-26T21:10:32.685013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-11-26T21:10:32.700158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDI'. [2025-11-26T21:10:32.700692] [INFO ] [FORECASTER] Starting predict_future for WDI [2025-11-26T21:10:32.701842] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-11-26T21:10:32.701934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:32.702006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:32.702068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:32.702177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:32.785831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:32.786769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:32.786877] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:32.786926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:32.915545] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:32.915757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:32.915819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:32.915866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:32.919391] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=40.91%) [2025-11-26T21:10:32.919738] [INFO ] [FORECASTER] Completed predict_future for WDI [2025-11-26T21:10:32.919897] [INFO ] [sig ] WDI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:33.079028] [INFO ] [LOCAL ] Saved forecast: WDI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WDI.txt [2025-11-26T21:10:33.079221] [INFO ] [sig ] [3477/3599] Completed WDI in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 42.0s [2025-11-26T21:10:33.079278] [INFO ] [sig ] [3478/3599] Forecasting WDS... [2025-11-26T21:10:33.079321] [INFO ] [sig ] Generating forecast for: WDS [2025-11-26T21:10:33.079361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-11-26T21:10:33.090699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDS'. [2025-11-26T21:10:33.091098] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-11-26T21:10:33.091955] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-11-26T21:10:33.092024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:33.092068] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:33.092117] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:33.092196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:33.147841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:33.148771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:33.148877] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:33.148923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:33.269424] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:33.269615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:33.269687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:33.269731] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:33.273113] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=65.93%) [2025-11-26T21:10:33.273399] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-11-26T21:10:33.273555] [INFO ] [sig ] WDS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:33.412015] [INFO ] [LOCAL ] Saved forecast: WDS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WDS.txt [2025-11-26T21:10:33.412195] [INFO ] [sig ] [3478/3599] Completed WDS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 41.7s [2025-11-26T21:10:33.412251] [INFO ] [sig ] [3479/3599] Forecasting WEA... [2025-11-26T21:10:33.412292] [INFO ] [sig ] Generating forecast for: WEA [2025-11-26T21:10:33.412334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-11-26T21:10:33.424325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEA'. [2025-11-26T21:10:33.424995] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-11-26T21:10:33.426141] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-11-26T21:10:33.426223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:33.426277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:33.426335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:33.426469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:33.485696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:33.486632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:33.486756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:33.486814] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:33.600715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:33.600912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:33.600974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:33.601030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:33.604706] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=61.07%) [2025-11-26T21:10:33.605130] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-11-26T21:10:33.605310] [INFO ] [sig ] WEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:33.750936] [INFO ] [LOCAL ] Saved forecast: WEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WEA.txt [2025-11-26T21:10:33.751132] [INFO ] [sig ] [3479/3599] Completed WEA in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 41.3s [2025-11-26T21:10:33.751189] [INFO ] [sig ] [3480/3599] Forecasting WEC... [2025-11-26T21:10:33.751233] [INFO ] [sig ] Generating forecast for: WEC [2025-11-26T21:10:33.751275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-11-26T21:10:33.762516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEC'. [2025-11-26T21:10:33.762995] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-11-26T21:10:33.763932] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-11-26T21:10:33.764000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:33.764046] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:33.764082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:33.764153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:33.837202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:33.838416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:33.838543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:33.838611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:33.971468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:33.971688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:33.971764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:33.971817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:33.975530] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=16.57%) [2025-11-26T21:10:33.975915] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-11-26T21:10:33.976067] [INFO ] [sig ] WEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:34.140221] [INFO ] [LOCAL ] Saved forecast: WEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WEC.txt [2025-11-26T21:10:34.140407] [INFO ] [sig ] [3480/3599] Completed WEC in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 41.0s [2025-11-26T21:10:34.140463] [INFO ] [sig ] [3481/3599] Forecasting WEN... [2025-11-26T21:10:34.140505] [INFO ] [sig ] Generating forecast for: WEN [2025-11-26T21:10:34.140545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'. [2025-11-26T21:10:34.151774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEN'. [2025-11-26T21:10:34.152220] [INFO ] [FORECASTER] Starting predict_future for WEN [2025-11-26T21:10:34.153110] [DEBUG] [LOCAL ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt [2025-11-26T21:10:34.153181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:34.153239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:34.153290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:34.153371] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:34.218442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:34.219405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:34.219563] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:34.219615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:34.344456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:34.344671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:34.344729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:34.344773] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:34.348276] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=61.10%) [2025-11-26T21:10:34.348592] [INFO ] [FORECASTER] Completed predict_future for WEN [2025-11-26T21:10:34.348793] [INFO ] [sig ] WEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:34.496401] [INFO ] [LOCAL ] Saved forecast: WEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WEN.txt [2025-11-26T21:10:34.496600] [INFO ] [sig ] [3481/3599] Completed WEN in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 40.6s [2025-11-26T21:10:34.496681] [INFO ] [sig ] [3482/3599] Forecasting WERN... [2025-11-26T21:10:34.496737] [INFO ] [sig ] Generating forecast for: WERN [2025-11-26T21:10:34.496886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'. [2025-11-26T21:10:34.508407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WERN'. [2025-11-26T21:10:34.508885] [INFO ] [FORECASTER] Starting predict_future for WERN [2025-11-26T21:10:34.509772] [DEBUG] [LOCAL ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt [2025-11-26T21:10:34.509860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:34.509914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:34.509956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:34.510026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:34.584185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:34.585114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:34.585215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:34.585261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:34.700366] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:34.700564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:34.700622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:34.700690] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:34.704265] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=18.16%) [2025-11-26T21:10:34.704559] [INFO ] [FORECASTER] Completed predict_future for WERN [2025-11-26T21:10:34.704722] [INFO ] [sig ] WERN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:34.848066] [INFO ] [LOCAL ] Saved forecast: WERN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WERN.txt [2025-11-26T21:10:34.848269] [INFO ] [sig ] [3482/3599] Completed WERN in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 40.3s [2025-11-26T21:10:34.848327] [INFO ] [sig ] [3483/3599] Forecasting WES... [2025-11-26T21:10:34.848372] [INFO ] [sig ] Generating forecast for: WES [2025-11-26T21:10:34.848407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-11-26T21:10:34.859237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WES'. [2025-11-26T21:10:34.859531] [INFO ] [FORECASTER] Starting predict_future for WES [2025-11-26T21:10:34.860345] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-11-26T21:10:34.860416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:34.860464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:34.860505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:34.860575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:34.916959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:34.917769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:34.917867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:34.917911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:35.034289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:35.034476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:35.034524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:35.034566] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:35.038266] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=27.66%) [2025-11-26T21:10:35.038563] [INFO ] [FORECASTER] Completed predict_future for WES [2025-11-26T21:10:35.038728] [INFO ] [sig ] WES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:35.187710] [INFO ] [LOCAL ] Saved forecast: WES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WES.txt [2025-11-26T21:10:35.187966] [INFO ] [sig ] [3483/3599] Completed WES in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 40.0s [2025-11-26T21:10:35.188055] [INFO ] [sig ] [3484/3599] Forecasting WEX... [2025-11-26T21:10:35.188118] [INFO ] [sig ] Generating forecast for: WEX [2025-11-26T21:10:35.188180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-11-26T21:10:35.203745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEX'. [2025-11-26T21:10:35.204311] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-11-26T21:10:35.205557] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-11-26T21:10:35.205686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:35.205755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:35.205812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:35.205910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:35.272815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:35.273783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:35.273885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:35.273934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:35.396656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:35.396852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:35.396906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:35.396947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:35.400436] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=29.17%) [2025-11-26T21:10:35.400750] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-11-26T21:10:35.400898] [INFO ] [sig ] WEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:35.540952] [INFO ] [LOCAL ] Saved forecast: WEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WEX.txt [2025-11-26T21:10:35.541122] [INFO ] [sig ] [3484/3599] Completed WEX in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 39.6s [2025-11-26T21:10:35.541175] [INFO ] [sig ] [3485/3599] Forecasting WEYS... [2025-11-26T21:10:35.541218] [INFO ] [sig ] Generating forecast for: WEYS [2025-11-26T21:10:35.541252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'. [2025-11-26T21:10:35.552293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEYS'. [2025-11-26T21:10:35.552632] [INFO ] [FORECASTER] Starting predict_future for WEYS [2025-11-26T21:10:35.553492] [DEBUG] [LOCAL ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt [2025-11-26T21:10:35.553565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:35.553623] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:35.553700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:35.553792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:35.612861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:35.613692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:35.613792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:35.613839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:35.719451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:35.719659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:35.719724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:35.719775] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:35.723311] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=6.67%) [2025-11-26T21:10:35.723624] [INFO ] [FORECASTER] Completed predict_future for WEYS [2025-11-26T21:10:35.723798] [INFO ] [sig ] WEYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:35.863744] [INFO ] [LOCAL ] Saved forecast: WEYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WEYS.txt [2025-11-26T21:10:35.863924] [INFO ] [sig ] [3485/3599] Completed WEYS in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 39.3s [2025-11-26T21:10:35.863985] [INFO ] [sig ] [3486/3599] Forecasting WF... [2025-11-26T21:10:35.864025] [INFO ] [sig ] Generating forecast for: WF [2025-11-26T21:10:35.864066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-11-26T21:10:35.873965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WF'. [2025-11-26T21:10:35.874278] [INFO ] [FORECASTER] Starting predict_future for WF [2025-11-26T21:10:35.875168] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-11-26T21:10:35.875247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:35.875293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:35.875330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:35.875400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:35.933748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:35.934563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:35.934677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:35.934726] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:36.057992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:36.058163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:36.058215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:36.058256] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:36.061635] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=34.38%) [2025-11-26T21:10:36.061948] [INFO ] [FORECASTER] Completed predict_future for WF [2025-11-26T21:10:36.062091] [INFO ] [sig ] WF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:36.202852] [INFO ] [LOCAL ] Saved forecast: WF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WF.txt [2025-11-26T21:10:36.203014] [INFO ] [sig ] [3486/3599] Completed WF in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 38.9s [2025-11-26T21:10:36.203068] [INFO ] [sig ] [3487/3599] Forecasting WFC... [2025-11-26T21:10:36.203111] [INFO ] [sig ] Generating forecast for: WFC [2025-11-26T21:10:36.203152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-11-26T21:10:36.213331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFC'. [2025-11-26T21:10:36.213703] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-11-26T21:10:36.214577] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-11-26T21:10:36.214668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:36.214725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:36.214769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:36.214908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:36.273307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:36.274182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:36.274282] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:36.274341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:36.404040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:36.404262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:36.404349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:36.404419] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:36.408774] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=19.13%) [2025-11-26T21:10:36.409184] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-11-26T21:10:36.409373] [INFO ] [sig ] WFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:36.554797] [INFO ] [LOCAL ] Saved forecast: WFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WFC.txt [2025-11-26T21:10:36.554962] [INFO ] [sig ] [3487/3599] Completed WFC in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 38.6s [2025-11-26T21:10:36.555017] [INFO ] [sig ] [3488/3599] Forecasting WFG... [2025-11-26T21:10:36.555061] [INFO ] [sig ] Generating forecast for: WFG [2025-11-26T21:10:36.555190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-11-26T21:10:36.566184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFG'. [2025-11-26T21:10:36.566535] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-11-26T21:10:36.567361] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-11-26T21:10:36.567431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:36.567478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:36.567546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:36.567616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:36.624096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:36.624967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:36.625067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:36.625114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:36.750446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:36.750636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:36.750712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:36.750756] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:36.754457] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=52.24%) [2025-11-26T21:10:36.754822] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-11-26T21:10:36.755013] [INFO ] [sig ] WFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:36.906809] [INFO ] [LOCAL ] Saved forecast: WFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WFG.txt [2025-11-26T21:10:36.907010] [INFO ] [sig ] [3488/3599] Completed WFG in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 38.2s [2025-11-26T21:10:36.907066] [INFO ] [sig ] [3489/3599] Forecasting WFRD... [2025-11-26T21:10:36.907113] [INFO ] [sig ] Generating forecast for: WFRD [2025-11-26T21:10:36.907155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'. [2025-11-26T21:10:36.918198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFRD'. [2025-11-26T21:10:36.918562] [INFO ] [FORECASTER] Starting predict_future for WFRD [2025-11-26T21:10:36.919498] [DEBUG] [LOCAL ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt [2025-11-26T21:10:36.919581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:36.919629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:36.919696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:36.919766] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:36.979824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:36.980740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:36.980848] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:36.980895] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:37.099021] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:37.099212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:37.099266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:37.099304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:37.102789] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=85.58%) [2025-11-26T21:10:37.103098] [INFO ] [FORECASTER] Completed predict_future for WFRD [2025-11-26T21:10:37.103244] [INFO ] [sig ] WFRD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:37.245682] [INFO ] [LOCAL ] Saved forecast: WFRD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WFRD.txt [2025-11-26T21:10:37.245856] [INFO ] [sig ] [3489/3599] Completed WFRD in 0.3s | 2.90 sym/s | Total: 20.0m | ETA: 37.9s [2025-11-26T21:10:37.245920] [INFO ] [sig ] [3490/3599] Forecasting WGMI... [2025-11-26T21:10:37.245963] [INFO ] [sig ] Generating forecast for: WGMI [2025-11-26T21:10:37.246003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'. [2025-11-26T21:10:37.257094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGMI'. [2025-11-26T21:10:37.257414] [INFO ] [FORECASTER] Starting predict_future for WGMI [2025-11-26T21:10:37.258351] [DEBUG] [LOCAL ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt [2025-11-26T21:10:37.258422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:37.258467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:37.258507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:37.258578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:37.320011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:37.320832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:37.320944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:37.320990] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:37.448008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:37.448190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:37.448243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:37.448281] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:37.451943] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=6.99%) [2025-11-26T21:10:37.452267] [INFO ] [FORECASTER] Completed predict_future for WGMI [2025-11-26T21:10:37.452415] [INFO ] [sig ] WGMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:37.599202] [INFO ] [LOCAL ] Saved forecast: WGMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WGMI.txt [2025-11-26T21:10:37.599399] [INFO ] [sig ] [3490/3599] Completed WGMI in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 37.5s [2025-11-26T21:10:37.599478] [INFO ] [sig ] [3491/3599] Forecasting WGO... [2025-11-26T21:10:37.599528] [INFO ] [sig ] Generating forecast for: WGO [2025-11-26T21:10:37.599571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-11-26T21:10:37.609963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGO'. [2025-11-26T21:10:37.610346] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-11-26T21:10:37.611253] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-11-26T21:10:37.611338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:37.611390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:37.611431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:37.611503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:37.674465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:37.675452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:37.675558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:37.675606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:37.801496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:37.801701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:37.801761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:37.801813] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:37.805340] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=6.44%) [2025-11-26T21:10:37.805763] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-11-26T21:10:37.805943] [INFO ] [sig ] WGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:37.952579] [INFO ] [LOCAL ] Saved forecast: WGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WGO.txt [2025-11-26T21:10:37.952817] [INFO ] [sig ] [3491/3599] Completed WGO in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 37.2s [2025-11-26T21:10:37.952889] [INFO ] [sig ] [3492/3599] Forecasting WGS... [2025-11-26T21:10:37.952939] [INFO ] [sig ] Generating forecast for: WGS [2025-11-26T21:10:37.952982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'. [2025-11-26T21:10:37.963974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGS'. [2025-11-26T21:10:37.964354] [INFO ] [FORECASTER] Starting predict_future for WGS [2025-11-26T21:10:37.965258] [DEBUG] [LOCAL ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt [2025-11-26T21:10:37.965327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:37.965374] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:37.965416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:37.965486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:38.025291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:38.026208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:38.026318] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:38.026365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:38.153007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:38.153202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:38.153257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:38.153301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:38.156800] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-11-26T21:10:38.157099] [INFO ] [FORECASTER] Completed predict_future for WGS [2025-11-26T21:10:38.157241] [INFO ] [sig ] WGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:38.304032] [INFO ] [LOCAL ] Saved forecast: WGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WGS.txt [2025-11-26T21:10:38.304212] [INFO ] [sig ] [3492/3599] Completed WGS in 0.4s | 2.90 sym/s | Total: 20.0m | ETA: 36.9s [2025-11-26T21:10:38.304266] [INFO ] [sig ] [3493/3599] Forecasting WH... [2025-11-26T21:10:38.304309] [INFO ] [sig ] Generating forecast for: WH [2025-11-26T21:10:38.304350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-11-26T21:10:38.315018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WH'. [2025-11-26T21:10:38.315433] [INFO ] [FORECASTER] Starting predict_future for WH [2025-11-26T21:10:38.316308] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-11-26T21:10:38.316380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:38.316427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:38.316469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:38.316538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:38.374776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:38.375693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:38.375801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:38.375860] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:38.508971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:38.509209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:38.509294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:38.509336] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:38.512965] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=46.87%) [2025-11-26T21:10:38.513275] [INFO ] [FORECASTER] Completed predict_future for WH [2025-11-26T21:10:38.513425] [INFO ] [sig ] WH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:38.658972] [INFO ] [LOCAL ] Saved forecast: WH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WH.txt [2025-11-26T21:10:38.659164] [INFO ] [sig ] [3493/3599] Completed WH in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 36.5s [2025-11-26T21:10:38.659223] [INFO ] [sig ] [3494/3599] Forecasting WHD... [2025-11-26T21:10:38.659269] [INFO ] [sig ] Generating forecast for: WHD [2025-11-26T21:10:38.659313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-11-26T21:10:38.670407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHD'. [2025-11-26T21:10:38.670807] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-11-26T21:10:38.671597] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-11-26T21:10:38.671684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:38.671731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:38.671771] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:38.671840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:38.741674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:38.742848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:38.742976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:38.743049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:38.865525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:38.865738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:38.865792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:38.865834] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:38.869213] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-11-26T21:10:38.869507] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-11-26T21:10:38.869667] [INFO ] [sig ] WHD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:39.010097] [INFO ] [LOCAL ] Saved forecast: WHD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WHD.txt [2025-11-26T21:10:39.010276] [INFO ] [sig ] [3494/3599] Completed WHD in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 36.2s [2025-11-26T21:10:39.010333] [INFO ] [sig ] [3495/3599] Forecasting WHF... [2025-11-26T21:10:39.010378] [INFO ] [sig ] Generating forecast for: WHF [2025-11-26T21:10:39.010421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'. [2025-11-26T21:10:39.020696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHF'. [2025-11-26T21:10:39.020991] [INFO ] [FORECASTER] Starting predict_future for WHF [2025-11-26T21:10:39.021801] [DEBUG] [LOCAL ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt [2025-11-26T21:10:39.021868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:39.021914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:39.021952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:39.022036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:39.079384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:39.080085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:39.080207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:39.080258] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:39.203380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:39.203597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:39.203679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:39.203724] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:39.207410] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-11-26T21:10:39.207766] [INFO ] [FORECASTER] Completed predict_future for WHF [2025-11-26T21:10:39.207917] [INFO ] [sig ] WHF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:39.350019] [INFO ] [LOCAL ] Saved forecast: WHF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WHF.txt [2025-11-26T21:10:39.350182] [INFO ] [sig ] [3495/3599] Completed WHF in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 35.8s [2025-11-26T21:10:39.350240] [INFO ] [sig ] [3496/3599] Forecasting WHG... [2025-11-26T21:10:39.350284] [INFO ] [sig ] Generating forecast for: WHG [2025-11-26T21:10:39.350328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-11-26T21:10:39.361232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHG'. [2025-11-26T21:10:39.361590] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-11-26T21:10:39.362437] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-11-26T21:10:39.362509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:39.362556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:39.362611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:39.362777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:39.421866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:39.422761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:39.422858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:39.422908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:39.529636] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:39.529846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:39.529911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:39.529963] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:39.533452] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=83.32%) [2025-11-26T21:10:39.533786] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-11-26T21:10:39.533973] [INFO ] [sig ] WHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:39.675453] [INFO ] [LOCAL ] Saved forecast: WHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WHG.txt [2025-11-26T21:10:39.675611] [INFO ] [sig ] [3496/3599] Completed WHG in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 35.5s [2025-11-26T21:10:39.675686] [INFO ] [sig ] [3497/3599] Forecasting WIA... [2025-11-26T21:10:39.675730] [INFO ] [sig ] Generating forecast for: WIA [2025-11-26T21:10:39.675770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-11-26T21:10:39.687863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIA'. [2025-11-26T21:10:39.688297] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-11-26T21:10:39.689200] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-11-26T21:10:39.689272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:39.689334] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:39.689380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:39.689450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:39.750895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:39.751805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:39.751912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:39.751964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:39.874675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:39.874853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:39.874909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:39.874952] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:39.878826] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=44.51%) [2025-11-26T21:10:39.879134] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-11-26T21:10:39.879277] [INFO ] [sig ] WIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:40.043908] [INFO ] [LOCAL ] Saved forecast: WIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WIA.txt [2025-11-26T21:10:40.044106] [INFO ] [sig ] [3497/3599] Completed WIA in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 35.1s [2025-11-26T21:10:40.044164] [INFO ] [sig ] [3498/3599] Forecasting WIMI... [2025-11-26T21:10:40.044201] [INFO ] [sig ] Generating forecast for: WIMI [2025-11-26T21:10:40.044243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'. [2025-11-26T21:10:40.055968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIMI'. [2025-11-26T21:10:40.056379] [INFO ] [FORECASTER] Starting predict_future for WIMI [2025-11-26T21:10:40.057248] [DEBUG] [LOCAL ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt [2025-11-26T21:10:40.057323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:40.057370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:40.057412] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:40.057532] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:40.116812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:40.117706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:40.117809] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:40.117853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:40.240973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:40.241166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:40.241220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:40.241263] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:40.244755] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=53.95%) [2025-11-26T21:10:40.245056] [INFO ] [FORECASTER] Completed predict_future for WIMI [2025-11-26T21:10:40.245199] [INFO ] [sig ] WIMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:40.396868] [INFO ] [LOCAL ] Saved forecast: WIMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WIMI.txt [2025-11-26T21:10:40.397053] [INFO ] [sig ] [3498/3599] Completed WIMI in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 34.8s [2025-11-26T21:10:40.397108] [INFO ] [sig ] [3499/3599] Forecasting WINA... [2025-11-26T21:10:40.397150] [INFO ] [sig ] Generating forecast for: WINA [2025-11-26T21:10:40.397190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'. [2025-11-26T21:10:40.408277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINA'. [2025-11-26T21:10:40.408823] [INFO ] [FORECASTER] Starting predict_future for WINA [2025-11-26T21:10:40.409846] [DEBUG] [LOCAL ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt [2025-11-26T21:10:40.409957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:40.410035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:40.410086] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:40.410156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:40.469573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:40.470512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:40.470617] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:40.470680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:40.590621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:40.590835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:40.590882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:40.590925] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:40.594272] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=88.17%) [2025-11-26T21:10:40.594559] [INFO ] [FORECASTER] Completed predict_future for WINA [2025-11-26T21:10:40.594716] [INFO ] [sig ] WINA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:40.743058] [INFO ] [LOCAL ] Saved forecast: WINA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WINA.txt [2025-11-26T21:10:40.743231] [INFO ] [sig ] [3499/3599] Completed WINA in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 34.4s [2025-11-26T21:10:40.743285] [INFO ] [sig ] [3500/3599] Forecasting WING... [2025-11-26T21:10:40.743324] [INFO ] [sig ] Generating forecast for: WING [2025-11-26T21:10:40.743367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'. [2025-11-26T21:10:40.753831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WING'. [2025-11-26T21:10:40.754176] [INFO ] [FORECASTER] Starting predict_future for WING [2025-11-26T21:10:40.755021] [DEBUG] [LOCAL ] No optimal features file found for WING: ./output/feature-sets/WING.txt [2025-11-26T21:10:40.755089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:40.755133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:40.755172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:40.755240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:40.812083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:40.812992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:40.813093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:40.813139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:40.930982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:40.931171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:40.931224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:40.931264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:40.934722] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=55.92%) [2025-11-26T21:10:40.935016] [INFO ] [FORECASTER] Completed predict_future for WING [2025-11-26T21:10:40.935160] [INFO ] [sig ] WING: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:41.079184] [INFO ] [LOCAL ] Saved forecast: WING 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WING.txt [2025-11-26T21:10:41.079365] [INFO ] [sig ] [3500/3599] Completed WING in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 34.1s [2025-11-26T21:10:41.079421] [INFO ] [sig ] [3501/3599] Forecasting WINN... [2025-11-26T21:10:41.079467] [INFO ] [sig ] Generating forecast for: WINN [2025-11-26T21:10:41.079510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-11-26T21:10:41.090123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINN'. [2025-11-26T21:10:41.090435] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-11-26T21:10:41.091255] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-11-26T21:10:41.091322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:41.091367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:41.091407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:41.091474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:41.147710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:41.148595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:41.148715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:41.148763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:41.268730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:41.268915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:41.268968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:41.269008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:41.272356] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=11.17%) [2025-11-26T21:10:41.272662] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-11-26T21:10:41.272798] [INFO ] [sig ] WINN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:41.415825] [INFO ] [LOCAL ] Saved forecast: WINN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WINN.txt [2025-11-26T21:10:41.416022] [INFO ] [sig ] [3501/3599] Completed WINN in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 33.8s [2025-11-26T21:10:41.416076] [INFO ] [sig ] [3502/3599] Forecasting WIX... [2025-11-26T21:10:41.416118] [INFO ] [sig ] Generating forecast for: WIX [2025-11-26T21:10:41.416158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'. [2025-11-26T21:10:41.426797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIX'. [2025-11-26T21:10:41.427207] [INFO ] [FORECASTER] Starting predict_future for WIX [2025-11-26T21:10:41.428118] [DEBUG] [LOCAL ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt [2025-11-26T21:10:41.428189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:41.428237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:41.428279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:41.428342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:41.487188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:41.488152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:41.488255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:41.488302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:41.611351] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:41.611540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:41.611593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:41.611634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:41.615028] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-11-26T21:10:41.615331] [INFO ] [FORECASTER] Completed predict_future for WIX [2025-11-26T21:10:41.615473] [INFO ] [sig ] WIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:41.756127] [INFO ] [LOCAL ] Saved forecast: WIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WIX.txt [2025-11-26T21:10:41.756294] [INFO ] [sig ] [3502/3599] Completed WIX in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 33.4s [2025-11-26T21:10:41.756346] [INFO ] [sig ] [3503/3599] Forecasting WK... [2025-11-26T21:10:41.756387] [INFO ] [sig ] Generating forecast for: WK [2025-11-26T21:10:41.756429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-11-26T21:10:41.766696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WK'. [2025-11-26T21:10:41.767023] [INFO ] [FORECASTER] Starting predict_future for WK [2025-11-26T21:10:41.767851] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-11-26T21:10:41.767932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:41.767984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:41.768032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:41.768100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:41.825484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:41.826381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:41.826476] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:41.826517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:41.943479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:41.943701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:41.943757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:41.943801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:41.947173] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=11.82%) [2025-11-26T21:10:41.947473] [INFO ] [FORECASTER] Completed predict_future for WK [2025-11-26T21:10:41.947665] [INFO ] [sig ] WK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:42.088248] [INFO ] [LOCAL ] Saved forecast: WK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WK.txt [2025-11-26T21:10:42.088423] [INFO ] [sig ] [3503/3599] Completed WK in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 33.1s [2025-11-26T21:10:42.088480] [INFO ] [sig ] [3504/3599] Forecasting WKC... [2025-11-26T21:10:42.088524] [INFO ] [sig ] Generating forecast for: WKC [2025-11-26T21:10:42.088567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-11-26T21:10:42.098794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKC'. [2025-11-26T21:10:42.099105] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-11-26T21:10:42.099922] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-11-26T21:10:42.099990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:42.100036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:42.100076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:42.100144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:42.160047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:42.161141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:42.161241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:42.161289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:42.281166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:42.281359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:42.281412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:42.281474] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:42.284873] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=94.67%) [2025-11-26T21:10:42.285187] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-11-26T21:10:42.285334] [INFO ] [sig ] WKC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:42.425271] [INFO ] [LOCAL ] Saved forecast: WKC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WKC.txt [2025-11-26T21:10:42.425459] [INFO ] [sig ] [3504/3599] Completed WKC in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 32.7s [2025-11-26T21:10:42.425521] [INFO ] [sig ] [3505/3599] Forecasting WKEY... [2025-11-26T21:10:42.425563] [INFO ] [sig ] Generating forecast for: WKEY [2025-11-26T21:10:42.425604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'. [2025-11-26T21:10:42.436076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKEY'. [2025-11-26T21:10:42.436467] [INFO ] [FORECASTER] Starting predict_future for WKEY [2025-11-26T21:10:42.437335] [DEBUG] [LOCAL ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt [2025-11-26T21:10:42.437405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:42.437450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:42.437517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:42.437606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:42.496452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:42.497354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:42.497460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:42.497538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:42.617842] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:42.618053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:42.618108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:42.618151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:42.621514] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=43.78%) [2025-11-26T21:10:42.621822] [INFO ] [FORECASTER] Completed predict_future for WKEY [2025-11-26T21:10:42.621970] [INFO ] [sig ] WKEY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:42.764197] [INFO ] [LOCAL ] Saved forecast: WKEY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WKEY.txt [2025-11-26T21:10:42.764370] [INFO ] [sig ] [3505/3599] Completed WKEY in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 32.4s [2025-11-26T21:10:42.764425] [INFO ] [sig ] [3506/3599] Forecasting WKSP... [2025-11-26T21:10:42.764467] [INFO ] [sig ] Generating forecast for: WKSP [2025-11-26T21:10:42.764509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'. [2025-11-26T21:10:42.774889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKSP'. [2025-11-26T21:10:42.775211] [INFO ] [FORECASTER] Starting predict_future for WKSP [2025-11-26T21:10:42.776033] [DEBUG] [LOCAL ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt [2025-11-26T21:10:42.776098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:42.776142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:42.776181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:42.776247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:42.834470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:42.835308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:42.835411] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:42.835458] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:42.962983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:42.963235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:42.963294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:42.963337] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:42.967013] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-11-26T21:10:42.967360] [INFO ] [FORECASTER] Completed predict_future for WKSP [2025-11-26T21:10:42.967551] [INFO ] [sig ] WKSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:43.116224] [INFO ] [LOCAL ] Saved forecast: WKSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WKSP.txt [2025-11-26T21:10:43.116397] [INFO ] [sig ] [3506/3599] Completed WKSP in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 32.0s [2025-11-26T21:10:43.116452] [INFO ] [sig ] [3507/3599] Forecasting WLDN... [2025-11-26T21:10:43.116494] [INFO ] [sig ] Generating forecast for: WLDN [2025-11-26T21:10:43.116538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'. [2025-11-26T21:10:43.127125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDN'. [2025-11-26T21:10:43.127475] [INFO ] [FORECASTER] Starting predict_future for WLDN [2025-11-26T21:10:43.128337] [DEBUG] [LOCAL ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt [2025-11-26T21:10:43.128406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:43.128451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:43.128491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:43.128560] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:43.189421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:43.190349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:43.190456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:43.190506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:43.315106] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:43.315294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:43.315352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:43.315399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:43.319189] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=72.27%) [2025-11-26T21:10:43.319524] [INFO ] [FORECASTER] Completed predict_future for WLDN [2025-11-26T21:10:43.319706] [INFO ] [sig ] WLDN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:43.465244] [INFO ] [LOCAL ] Saved forecast: WLDN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WLDN.txt [2025-11-26T21:10:43.465459] [INFO ] [sig ] [3507/3599] Completed WLDN in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 31.7s [2025-11-26T21:10:43.465523] [INFO ] [sig ] [3508/3599] Forecasting WLDS... [2025-11-26T21:10:43.465577] [INFO ] [sig ] Generating forecast for: WLDS [2025-11-26T21:10:43.465623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'. [2025-11-26T21:10:43.476692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDS'. [2025-11-26T21:10:43.477052] [INFO ] [FORECASTER] Starting predict_future for WLDS [2025-11-26T21:10:43.477937] [DEBUG] [LOCAL ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt [2025-11-26T21:10:43.478007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:43.478053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:43.478092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:43.478174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:43.539499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:43.540411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:43.540510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:43.540557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:43.663980] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:43.664187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:43.664243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:43.664284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:43.670856] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=11.36%) [2025-11-26T21:10:43.671250] [INFO ] [FORECASTER] Completed predict_future for WLDS [2025-11-26T21:10:43.671400] [INFO ] [sig ] WLDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:43.816832] [INFO ] [LOCAL ] Saved forecast: WLDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WLDS.txt [2025-11-26T21:10:43.817005] [INFO ] [sig ] [3508/3599] Completed WLDS in 0.4s | 2.90 sym/s | Total: 20.1m | ETA: 31.3s [2025-11-26T21:10:43.817064] [INFO ] [sig ] [3509/3599] Forecasting WLFC... [2025-11-26T21:10:43.817106] [INFO ] [sig ] Generating forecast for: WLFC [2025-11-26T21:10:43.817148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'. [2025-11-26T21:10:43.828136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLFC'. [2025-11-26T21:10:43.828460] [INFO ] [FORECASTER] Starting predict_future for WLFC [2025-11-26T21:10:43.829363] [DEBUG] [LOCAL ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt [2025-11-26T21:10:43.829433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:43.829486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:43.829534] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:43.829601] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:43.888048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:43.888762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:43.888858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:43.888904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:44.013760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:44.013954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:44.014011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:44.014059] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:44.017634] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=83.30%) [2025-11-26T21:10:44.017972] [INFO ] [FORECASTER] Completed predict_future for WLFC [2025-11-26T21:10:44.018165] [INFO ] [sig ] WLFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:44.159401] [INFO ] [LOCAL ] Saved forecast: WLFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WLFC.txt [2025-11-26T21:10:44.159562] [INFO ] [sig ] [3509/3599] Completed WLFC in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 31.0s [2025-11-26T21:10:44.159618] [INFO ] [sig ] [3510/3599] Forecasting WLK... [2025-11-26T21:10:44.159682] [INFO ] [sig ] Generating forecast for: WLK [2025-11-26T21:10:44.159726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-11-26T21:10:44.170453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLK'. [2025-11-26T21:10:44.170826] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-11-26T21:10:44.171766] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-11-26T21:10:44.171888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:44.171954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:44.172007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:44.172099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:44.232050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:44.232840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:44.232948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:44.232999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:44.354360] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:44.354535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:44.354586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:44.354630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:44.357985] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=40.98%) [2025-11-26T21:10:44.358277] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-11-26T21:10:44.358418] [INFO ] [sig ] WLK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:44.506827] [INFO ] [LOCAL ] Saved forecast: WLK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WLK.txt [2025-11-26T21:10:44.507033] [INFO ] [sig ] [3510/3599] Completed WLK in 0.3s | 2.90 sym/s | Total: 20.1m | ETA: 30.7s [2025-11-26T21:10:44.507097] [INFO ] [sig ] [3511/3599] Forecasting WLKP... [2025-11-26T21:10:44.507139] [INFO ] [sig ] Generating forecast for: WLKP [2025-11-26T21:10:44.507178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-11-26T21:10:44.518100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLKP'. [2025-11-26T21:10:44.518508] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-11-26T21:10:44.519397] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-11-26T21:10:44.519466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:44.519512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:44.519553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:44.519626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:44.582115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:44.582987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:44.583112] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:44.583173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:44.704276] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:44.704459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:44.704514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:44.704557] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:44.708014] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-11-26T21:10:44.708308] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-11-26T21:10:44.708455] [INFO ] [sig ] WLKP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:44.854261] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WLKP.txt [2025-11-26T21:10:44.854431] [INFO ] [sig ] [3511/3599] Completed WLKP in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 30.3s [2025-11-26T21:10:44.854485] [INFO ] [sig ] [3512/3599] Forecasting WMG... [2025-11-26T21:10:44.854530] [INFO ] [sig ] Generating forecast for: WMG [2025-11-26T21:10:44.854573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'. [2025-11-26T21:10:44.865919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMG'. [2025-11-26T21:10:44.866338] [INFO ] [FORECASTER] Starting predict_future for WMG [2025-11-26T21:10:44.867244] [DEBUG] [LOCAL ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt [2025-11-26T21:10:44.867316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:44.867361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:44.867405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:44.867513] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:44.929307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:44.930210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:44.930311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:44.930359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:45.054634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:45.054813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:45.054870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:45.054910] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:45.058508] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=86.21%) [2025-11-26T21:10:45.058828] [INFO ] [FORECASTER] Completed predict_future for WMG [2025-11-26T21:10:45.058994] [INFO ] [sig ] WMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:45.203363] [INFO ] [LOCAL ] Saved forecast: WMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WMG.txt [2025-11-26T21:10:45.203519] [INFO ] [sig ] [3512/3599] Completed WMG in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 30.0s [2025-11-26T21:10:45.203573] [INFO ] [sig ] [3513/3599] Forecasting WMK... [2025-11-26T21:10:45.203614] [INFO ] [sig ] Generating forecast for: WMK [2025-11-26T21:10:45.203675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-11-26T21:10:45.217731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMK'. [2025-11-26T21:10:45.218129] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-11-26T21:10:45.219008] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-11-26T21:10:45.219076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:45.219123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:45.219163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:45.219232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:45.279708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:45.280865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:45.280971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:45.281018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:45.407977] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:45.408176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:45.408232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:45.408273] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:45.411728] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=47.77%) [2025-11-26T21:10:45.412027] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-11-26T21:10:45.412174] [INFO ] [sig ] WMK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:45.559571] [INFO ] [LOCAL ] Saved forecast: WMK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WMK.txt [2025-11-26T21:10:45.559793] [INFO ] [sig ] [3513/3599] Completed WMK in 0.4s | 2.90 sym/s | Total: 20.2m | ETA: 29.6s [2025-11-26T21:10:45.559852] [INFO ] [sig ] [3514/3599] Forecasting WMS... [2025-11-26T21:10:45.559897] [INFO ] [sig ] Generating forecast for: WMS [2025-11-26T21:10:45.559939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-11-26T21:10:45.571253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMS'. [2025-11-26T21:10:45.571613] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-11-26T21:10:45.572451] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-11-26T21:10:45.572521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:45.572576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:45.572634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:45.572740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:45.632417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:45.633356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:45.633455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:45.633502] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:45.756708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:45.756896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:45.756949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:45.756992] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:45.760500] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T21:10:45.760847] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-11-26T21:10:45.760994] [INFO ] [sig ] WMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:45.907629] [INFO ] [LOCAL ] Saved forecast: WMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WMS.txt [2025-11-26T21:10:45.907829] [INFO ] [sig ] [3514/3599] Completed WMS in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 29.3s [2025-11-26T21:10:45.907892] [INFO ] [sig ] [3515/3599] Forecasting WNC... [2025-11-26T21:10:45.907936] [INFO ] [sig ] Generating forecast for: WNC [2025-11-26T21:10:45.907981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-11-26T21:10:45.918806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNC'. [2025-11-26T21:10:45.919152] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-11-26T21:10:45.919986] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-11-26T21:10:45.920054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:45.920101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:45.920143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:45.920211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:45.987429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:45.988489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:45.988589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:45.988634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:46.106495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:46.106709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:46.106767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:46.106827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:46.110284] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=78.70%) [2025-11-26T21:10:46.110608] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-11-26T21:10:46.110769] [INFO ] [sig ] WNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:46.253714] [INFO ] [LOCAL ] Saved forecast: WNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WNC.txt [2025-11-26T21:10:46.253900] [INFO ] [sig ] [3515/3599] Completed WNC in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 28.9s [2025-11-26T21:10:46.253954] [INFO ] [sig ] [3516/3599] Forecasting WNEB... [2025-11-26T21:10:46.253995] [INFO ] [sig ] Generating forecast for: WNEB [2025-11-26T21:10:46.254034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'. [2025-11-26T21:10:46.264662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNEB'. [2025-11-26T21:10:46.265023] [INFO ] [FORECASTER] Starting predict_future for WNEB [2025-11-26T21:10:46.265887] [DEBUG] [LOCAL ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt [2025-11-26T21:10:46.265955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:46.265999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:46.266039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:46.266108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:46.324971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:46.325808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:46.325906] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:46.325954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:46.447837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:46.448018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:46.448080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:46.448133] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:46.451540] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=70.93%) [2025-11-26T21:10:46.451878] [INFO ] [FORECASTER] Completed predict_future for WNEB [2025-11-26T21:10:46.452037] [INFO ] [sig ] WNEB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:46.593743] [INFO ] [LOCAL ] Saved forecast: WNEB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WNEB.txt [2025-11-26T21:10:46.593922] [INFO ] [sig ] [3516/3599] Completed WNEB in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 28.6s [2025-11-26T21:10:46.593979] [INFO ] [sig ] [3517/3599] Forecasting WOK... [2025-11-26T21:10:46.594021] [INFO ] [sig ] Generating forecast for: WOK [2025-11-26T21:10:46.594062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'. [2025-11-26T21:10:46.604276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOK'. [2025-11-26T21:10:46.604600] [INFO ] [FORECASTER] Starting predict_future for WOK [2025-11-26T21:10:46.605421] [DEBUG] [LOCAL ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt [2025-11-26T21:10:46.605492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:46.605538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:46.605578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:46.605688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:46.663338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:46.664237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:46.664336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:46.664384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:46.779554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:46.779815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:46.779904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:46.779951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:46.783545] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=10.48%) [2025-11-26T21:10:46.783876] [INFO ] [FORECASTER] Completed predict_future for WOK [2025-11-26T21:10:46.784025] [INFO ] [sig ] WOK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:46.924135] [INFO ] [LOCAL ] Saved forecast: WOK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WOK.txt [2025-11-26T21:10:46.924303] [INFO ] [sig ] [3517/3599] Completed WOK in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 28.2s [2025-11-26T21:10:46.924358] [INFO ] [sig ] [3518/3599] Forecasting WOOD... [2025-11-26T21:10:46.924398] [INFO ] [sig ] Generating forecast for: WOOD [2025-11-26T21:10:46.924439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'. [2025-11-26T21:10:46.934621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOD'. [2025-11-26T21:10:46.935022] [INFO ] [FORECASTER] Starting predict_future for WOOD [2025-11-26T21:10:46.935859] [DEBUG] [LOCAL ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt [2025-11-26T21:10:46.935926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:46.935970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:46.936009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:46.936076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:46.993222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:46.994089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:46.994189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:46.994236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:47.097697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:47.097887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:47.097950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:47.097999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:47.101459] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-11-26T21:10:47.101778] [INFO ] [FORECASTER] Completed predict_future for WOOD [2025-11-26T21:10:47.101923] [INFO ] [sig ] WOOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:47.244053] [INFO ] [LOCAL ] Saved forecast: WOOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WOOD.txt [2025-11-26T21:10:47.244248] [INFO ] [sig ] [3518/3599] Completed WOOD in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 27.9s [2025-11-26T21:10:47.244307] [INFO ] [sig ] [3519/3599] Forecasting WOOF... [2025-11-26T21:10:47.244349] [INFO ] [sig ] Generating forecast for: WOOF [2025-11-26T21:10:47.244389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'. [2025-11-26T21:10:47.254759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOF'. [2025-11-26T21:10:47.255034] [INFO ] [FORECASTER] Starting predict_future for WOOF [2025-11-26T21:10:47.255854] [DEBUG] [LOCAL ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt [2025-11-26T21:10:47.255921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:47.255969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:47.256015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:47.256096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:47.312697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:47.313348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:47.313440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:47.313484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:47.433181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:47.433290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:47.433339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:47.433378] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:47.436591] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=4.59%) [2025-11-26T21:10:47.436884] [INFO ] [FORECASTER] Completed predict_future for WOOF [2025-11-26T21:10:47.437033] [INFO ] [sig ] WOOF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:47.578280] [INFO ] [LOCAL ] Saved forecast: WOOF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WOOF.txt [2025-11-26T21:10:47.578417] [INFO ] [sig ] [3519/3599] Completed WOOF in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 27.6s [2025-11-26T21:10:47.578470] [INFO ] [sig ] [3520/3599] Forecasting WPC... [2025-11-26T21:10:47.578513] [INFO ] [sig ] Generating forecast for: WPC [2025-11-26T21:10:47.578552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-11-26T21:10:47.588724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPC'. [2025-11-26T21:10:47.588996] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-11-26T21:10:47.589805] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-11-26T21:10:47.589871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:47.589915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:47.589953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:47.590020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:47.645738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:47.646364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:47.646454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:47.646499] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:47.764759] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:47.764887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:47.764930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:47.764973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:47.768125] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=96.49%) [2025-11-26T21:10:47.768405] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-11-26T21:10:47.768542] [INFO ] [sig ] WPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:47.908208] [INFO ] [LOCAL ] Saved forecast: WPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WPC.txt [2025-11-26T21:10:47.908339] [INFO ] [sig ] [3520/3599] Completed WPC in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 27.2s [2025-11-26T21:10:47.908389] [INFO ] [sig ] [3521/3599] Forecasting WPP... [2025-11-26T21:10:47.908432] [INFO ] [sig ] Generating forecast for: WPP [2025-11-26T21:10:47.908475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-11-26T21:10:47.918567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPP'. [2025-11-26T21:10:47.918867] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-11-26T21:10:47.919693] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-11-26T21:10:47.919760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:47.919816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:47.919858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:47.919925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:47.976672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:47.977268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:47.977359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:47.977405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:48.096213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:48.096350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:48.096398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:48.096437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:48.099719] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=94.47%) [2025-11-26T21:10:48.099997] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-11-26T21:10:48.100161] [INFO ] [sig ] WPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:48.241781] [INFO ] [LOCAL ] Saved forecast: WPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WPP.txt [2025-11-26T21:10:48.241931] [INFO ] [sig ] [3521/3599] Completed WPP in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 26.9s [2025-11-26T21:10:48.241983] [INFO ] [sig ] [3522/3599] Forecasting WRAP... [2025-11-26T21:10:48.242026] [INFO ] [sig ] Generating forecast for: WRAP [2025-11-26T21:10:48.242066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'. [2025-11-26T21:10:48.252036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRAP'. [2025-11-26T21:10:48.252308] [INFO ] [FORECASTER] Starting predict_future for WRAP [2025-11-26T21:10:48.253106] [DEBUG] [LOCAL ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt [2025-11-26T21:10:48.253173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:48.253216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:48.253255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:48.253322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:48.310189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:48.310807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:48.310898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:48.310942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:48.426929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:48.427053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:48.427111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:48.427145] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:48.430303] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=1.89%) [2025-11-26T21:10:48.430580] [INFO ] [FORECASTER] Completed predict_future for WRAP [2025-11-26T21:10:48.430728] [INFO ] [sig ] WRAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:48.570118] [INFO ] [LOCAL ] Saved forecast: WRAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WRAP.txt [2025-11-26T21:10:48.570249] [INFO ] [sig ] [3522/3599] Completed WRAP in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 26.5s [2025-11-26T21:10:48.570301] [INFO ] [sig ] [3523/3599] Forecasting WRB... [2025-11-26T21:10:48.570337] [INFO ] [sig ] Generating forecast for: WRB [2025-11-26T21:10:48.570378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-11-26T21:10:48.580509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRB'. [2025-11-26T21:10:48.580815] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-11-26T21:10:48.581599] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-11-26T21:10:48.581689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:48.581735] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:48.581777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:48.581845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:48.638117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:48.638735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:48.638824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:48.638869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:48.755785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:48.755898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:48.755940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:48.755975] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:48.759070] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-11-26T21:10:48.759342] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-11-26T21:10:48.759477] [INFO ] [sig ] WRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:48.896338] [INFO ] [LOCAL ] Saved forecast: WRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WRB.txt [2025-11-26T21:10:48.896460] [INFO ] [sig ] [3523/3599] Completed WRB in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 26.2s [2025-11-26T21:10:48.896512] [INFO ] [sig ] [3524/3599] Forecasting WRBY... [2025-11-26T21:10:48.896555] [INFO ] [sig ] Generating forecast for: WRBY [2025-11-26T21:10:48.896591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-11-26T21:10:48.906705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRBY'. [2025-11-26T21:10:48.906970] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-11-26T21:10:48.907798] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-11-26T21:10:48.907866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:48.907909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:48.907949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:48.908016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:48.963944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:48.964537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:48.964628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:48.964693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:49.083586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:49.083719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:49.083769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:49.083809] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:49.086958] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=19.25%) [2025-11-26T21:10:49.087232] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-11-26T21:10:49.087367] [INFO ] [sig ] WRBY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:49.226484] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WRBY.txt [2025-11-26T21:10:49.226613] [INFO ] [sig ] [3524/3599] Completed WRBY in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 25.8s [2025-11-26T21:10:49.226690] [INFO ] [sig ] [3525/3599] Forecasting WRLD... [2025-11-26T21:10:49.226735] [INFO ] [sig ] Generating forecast for: WRLD [2025-11-26T21:10:49.226774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'. [2025-11-26T21:10:49.236825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRLD'. [2025-11-26T21:10:49.237093] [INFO ] [FORECASTER] Starting predict_future for WRLD [2025-11-26T21:10:49.237934] [DEBUG] [LOCAL ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt [2025-11-26T21:10:49.238002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:49.238055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:49.238102] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:49.238183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:49.295344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:49.295958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:49.296056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:49.296111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:49.409592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:49.409719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:49.409768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:49.409809] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:49.412927] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=26.23%) [2025-11-26T21:10:49.413200] [INFO ] [FORECASTER] Completed predict_future for WRLD [2025-11-26T21:10:49.413337] [INFO ] [sig ] WRLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:49.553089] [INFO ] [LOCAL ] Saved forecast: WRLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WRLD.txt [2025-11-26T21:10:49.553210] [INFO ] [sig ] [3525/3599] Completed WRLD in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 25.5s [2025-11-26T21:10:49.553262] [INFO ] [sig ] [3526/3599] Forecasting WSBC... [2025-11-26T21:10:49.553302] [INFO ] [sig ] Generating forecast for: WSBC [2025-11-26T21:10:49.553343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'. [2025-11-26T21:10:49.563699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBC'. [2025-11-26T21:10:49.563963] [INFO ] [FORECASTER] Starting predict_future for WSBC [2025-11-26T21:10:49.564778] [DEBUG] [LOCAL ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt [2025-11-26T21:10:49.564845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:49.564890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:49.564929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:49.564996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:49.621029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:49.621623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:49.621729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:49.621774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:49.738734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:49.738858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:49.738907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:49.738948] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:49.742037] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=6.02%) [2025-11-26T21:10:49.742312] [INFO ] [FORECASTER] Completed predict_future for WSBC [2025-11-26T21:10:49.742466] [INFO ] [sig ] WSBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:49.880384] [INFO ] [LOCAL ] Saved forecast: WSBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSBC.txt [2025-11-26T21:10:49.880505] [INFO ] [sig ] [3526/3599] Completed WSBC in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 25.1s [2025-11-26T21:10:49.880557] [INFO ] [sig ] [3527/3599] Forecasting WSBF... [2025-11-26T21:10:49.880600] [INFO ] [sig ] Generating forecast for: WSBF [2025-11-26T21:10:49.880656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'. [2025-11-26T21:10:49.891816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBF'. [2025-11-26T21:10:49.892262] [INFO ] [FORECASTER] Starting predict_future for WSBF [2025-11-26T21:10:49.893145] [DEBUG] [LOCAL ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt [2025-11-26T21:10:49.893220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:49.893266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:49.893305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:49.893370] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:49.950356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:49.951320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:49.951432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:49.951480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:50.072238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:50.072427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:50.072481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:50.072523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:50.076048] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=73.99%) [2025-11-26T21:10:50.076364] [INFO ] [FORECASTER] Completed predict_future for WSBF [2025-11-26T21:10:50.076531] [INFO ] [sig ] WSBF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:50.216846] [INFO ] [LOCAL ] Saved forecast: WSBF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WSBF.txt [2025-11-26T21:10:50.217025] [INFO ] [sig ] [3527/3599] Completed WSBF in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 24.8s [2025-11-26T21:10:50.217080] [INFO ] [sig ] [3528/3599] Forecasting WSC... [2025-11-26T21:10:50.217123] [INFO ] [sig ] Generating forecast for: WSC [2025-11-26T21:10:50.217162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'. [2025-11-26T21:10:50.227308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSC'. [2025-11-26T21:10:50.227717] [INFO ] [FORECASTER] Starting predict_future for WSC [2025-11-26T21:10:50.228527] [DEBUG] [LOCAL ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt [2025-11-26T21:10:50.228596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:50.228660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:50.228703] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:50.228769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:50.285775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:50.286693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:50.286793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:50.286840] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:50.408878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:50.409075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:50.409128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:50.409193] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:50.412601] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=26.34%) [2025-11-26T21:10:50.412937] [INFO ] [FORECASTER] Completed predict_future for WSC [2025-11-26T21:10:50.413084] [INFO ] [sig ] WSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:50.554982] [INFO ] [LOCAL ] Saved forecast: WSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSC.txt [2025-11-26T21:10:50.555172] [INFO ] [sig ] [3528/3599] Completed WSC in 0.3s | 2.90 sym/s | Total: 20.2m | ETA: 24.5s [2025-11-26T21:10:50.555227] [INFO ] [sig ] [3529/3599] Forecasting WSFS... [2025-11-26T21:10:50.555267] [INFO ] [sig ] Generating forecast for: WSFS [2025-11-26T21:10:50.555308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'. [2025-11-26T21:10:50.565441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSFS'. [2025-11-26T21:10:50.565872] [INFO ] [FORECASTER] Starting predict_future for WSFS [2025-11-26T21:10:50.566726] [DEBUG] [LOCAL ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt [2025-11-26T21:10:50.566795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:50.566840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:50.566879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:50.566948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:50.623454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:50.624329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:50.624434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:50.624480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:50.736632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:50.736839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:50.736892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:50.736933] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:50.740404] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T21:10:50.740766] [INFO ] [FORECASTER] Completed predict_future for WSFS [2025-11-26T21:10:50.740917] [INFO ] [sig ] WSFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:50.882205] [INFO ] [LOCAL ] Saved forecast: WSFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSFS.txt [2025-11-26T21:10:50.882391] [INFO ] [sig ] [3529/3599] Completed WSFS in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 24.1s [2025-11-26T21:10:50.882447] [INFO ] [sig ] [3530/3599] Forecasting WSM... [2025-11-26T21:10:50.882490] [INFO ] [sig ] Generating forecast for: WSM [2025-11-26T21:10:50.882530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-11-26T21:10:50.893166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSM'. [2025-11-26T21:10:50.893533] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-11-26T21:10:50.894371] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-11-26T21:10:50.894440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:50.894486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:50.894527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:50.894595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:50.952012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:50.952888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:50.953005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:50.953051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:51.071863] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:51.072057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:51.072110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:51.072151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:51.075611] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=23.03%) [2025-11-26T21:10:51.075927] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-11-26T21:10:51.076075] [INFO ] [sig ] WSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:51.217216] [INFO ] [LOCAL ] Saved forecast: WSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSM.txt [2025-11-26T21:10:51.217406] [INFO ] [sig ] [3530/3599] Completed WSM in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 23.8s [2025-11-26T21:10:51.217463] [INFO ] [sig ] [3531/3599] Forecasting WSO... [2025-11-26T21:10:51.217522] [INFO ] [sig ] Generating forecast for: WSO [2025-11-26T21:10:51.217564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-11-26T21:10:51.227901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSO'. [2025-11-26T21:10:51.228212] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-11-26T21:10:51.229031] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-11-26T21:10:51.229101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:51.229152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:51.229191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:51.229260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:51.285822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:51.286715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:51.286813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:51.286860] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:51.404818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:51.405008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:51.405062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:51.405104] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:51.408454] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=52.10%) [2025-11-26T21:10:51.408769] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-11-26T21:10:51.408911] [INFO ] [sig ] WSO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:51.553587] [INFO ] [LOCAL ] Saved forecast: WSO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WSO.txt [2025-11-26T21:10:51.553793] [INFO ] [sig ] [3531/3599] Completed WSO in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 23.4s [2025-11-26T21:10:51.553849] [INFO ] [sig ] [3532/3599] Forecasting WTBA... [2025-11-26T21:10:51.553892] [INFO ] [sig ] Generating forecast for: WTBA [2025-11-26T21:10:51.553933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'. [2025-11-26T21:10:51.564789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTBA'. [2025-11-26T21:10:51.565116] [INFO ] [FORECASTER] Starting predict_future for WTBA [2025-11-26T21:10:51.566002] [DEBUG] [LOCAL ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt [2025-11-26T21:10:51.566073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:51.566120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:51.566173] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:51.566250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:51.625716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:51.626398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:51.626498] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:51.626544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:51.758289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:51.758472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:51.758527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:51.758570] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:51.762323] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=22.02%) [2025-11-26T21:10:51.762724] [INFO ] [FORECASTER] Completed predict_future for WTBA [2025-11-26T21:10:51.762901] [INFO ] [sig ] WTBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:51.911563] [INFO ] [LOCAL ] Saved forecast: WTBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTBA.txt [2025-11-26T21:10:51.911759] [INFO ] [sig ] [3532/3599] Completed WTBA in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 23.1s [2025-11-26T21:10:51.911816] [INFO ] [sig ] [3533/3599] Forecasting WTFC... [2025-11-26T21:10:51.911859] [INFO ] [sig ] Generating forecast for: WTFC [2025-11-26T21:10:51.911901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'. [2025-11-26T21:10:51.922555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTFC'. [2025-11-26T21:10:51.922934] [INFO ] [FORECASTER] Starting predict_future for WTFC [2025-11-26T21:10:51.923780] [DEBUG] [LOCAL ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt [2025-11-26T21:10:51.923849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:51.923894] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:51.923933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:51.924000] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:51.980736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:51.981438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:51.981532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:51.981579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:52.100201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:52.100399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:52.100451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:52.100493] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:52.103947] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=19.35%) [2025-11-26T21:10:52.104276] [INFO ] [FORECASTER] Completed predict_future for WTFC [2025-11-26T21:10:52.104426] [INFO ] [sig ] WTFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:52.248853] [INFO ] [LOCAL ] Saved forecast: WTFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTFC.txt [2025-11-26T21:10:52.249034] [INFO ] [sig ] [3533/3599] Completed WTFC in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 22.7s [2025-11-26T21:10:52.249093] [INFO ] [sig ] [3534/3599] Forecasting WTI... [2025-11-26T21:10:52.249139] [INFO ] [sig ] Generating forecast for: WTI [2025-11-26T21:10:52.249183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-11-26T21:10:52.259901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTI'. [2025-11-26T21:10:52.260197] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-11-26T21:10:52.261034] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-11-26T21:10:52.261102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:52.261146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:52.261185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:52.261272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:52.317283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:52.318020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:52.318118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:52.318159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:52.435815] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:52.436000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:52.436053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:52.436098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:52.439572] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=16.52%) [2025-11-26T21:10:52.439883] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-11-26T21:10:52.440027] [INFO ] [sig ] WTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:52.581375] [INFO ] [LOCAL ] Saved forecast: WTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTI.txt [2025-11-26T21:10:52.581533] [INFO ] [sig ] [3534/3599] Completed WTI in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 22.4s [2025-11-26T21:10:52.581590] [INFO ] [sig ] [3535/3599] Forecasting WTO... [2025-11-26T21:10:52.581632] [INFO ] [sig ] Generating forecast for: WTO [2025-11-26T21:10:52.581694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'. [2025-11-26T21:10:52.592802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTO'. [2025-11-26T21:10:52.593231] [INFO ] [FORECASTER] Starting predict_future for WTO [2025-11-26T21:10:52.594099] [DEBUG] [LOCAL ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt [2025-11-26T21:10:52.594173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:52.594219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:52.594258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:52.594323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:52.652556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:52.653512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:52.653611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:52.653677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:52.753062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:52.753241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:52.753292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:52.753336] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:52.756861] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=13.47%) [2025-11-26T21:10:52.757167] [INFO ] [FORECASTER] Completed predict_future for WTO [2025-11-26T21:10:52.757335] [INFO ] [sig ] WTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:52.950747] [INFO ] [LOCAL ] Saved forecast: WTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTO.txt [2025-11-26T21:10:52.950926] [INFO ] [sig ] [3535/3599] Completed WTO in 0.4s | 2.90 sym/s | Total: 20.3m | ETA: 22.0s [2025-11-26T21:10:52.950983] [INFO ] [sig ] [3536/3599] Forecasting WTRG... [2025-11-26T21:10:52.951022] [INFO ] [sig ] Generating forecast for: WTRG [2025-11-26T21:10:52.951067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-11-26T21:10:52.962716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTRG'. [2025-11-26T21:10:52.963163] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-11-26T21:10:52.964061] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-11-26T21:10:52.964149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:52.964201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:52.964242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:52.964311] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:53.023363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:53.024279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:53.024388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:53.024437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:53.145766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:53.145959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:53.146014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:53.146057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:53.149604] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=55.36%) [2025-11-26T21:10:53.150021] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-11-26T21:10:53.150208] [INFO ] [sig ] WTRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:53.294529] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WTRG.txt [2025-11-26T21:10:53.294762] [INFO ] [sig ] [3536/3599] Completed WTRG in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 21.7s [2025-11-26T21:10:53.294819] [INFO ] [sig ] [3537/3599] Forecasting WTS... [2025-11-26T21:10:53.294862] [INFO ] [sig ] Generating forecast for: WTS [2025-11-26T21:10:53.294904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-11-26T21:10:53.307028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTS'. [2025-11-26T21:10:53.307528] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-11-26T21:10:53.308512] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-11-26T21:10:53.308590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:53.308637] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:53.308705] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:53.308777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:53.368278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:53.369161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:53.369262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:53.369311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:53.490750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:53.490938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:53.490992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:53.491032] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:53.494373] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=9.63%) [2025-11-26T21:10:53.494672] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-11-26T21:10:53.494809] [INFO ] [sig ] WTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:53.639300] [INFO ] [LOCAL ] Saved forecast: WTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTS.txt [2025-11-26T21:10:53.639510] [INFO ] [sig ] [3537/3599] Completed WTS in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 21.4s [2025-11-26T21:10:53.639573] [INFO ] [sig ] [3538/3599] Forecasting WULF... [2025-11-26T21:10:53.639617] [INFO ] [sig ] Generating forecast for: WULF [2025-11-26T21:10:53.639683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'. [2025-11-26T21:10:53.650269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WULF'. [2025-11-26T21:10:53.650584] [INFO ] [FORECASTER] Starting predict_future for WULF [2025-11-26T21:10:53.651427] [DEBUG] [LOCAL ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt [2025-11-26T21:10:53.651499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:53.651545] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:53.651586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:53.651680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:53.711416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:53.712256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:53.712356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:53.712404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:53.835802] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:53.835980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:53.836035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:53.836078] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:53.839576] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=57.82%) [2025-11-26T21:10:53.839905] [INFO ] [FORECASTER] Completed predict_future for WULF [2025-11-26T21:10:53.840051] [INFO ] [sig ] WULF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:53.985662] [INFO ] [LOCAL ] Saved forecast: WULF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WULF.txt [2025-11-26T21:10:53.985847] [INFO ] [sig ] [3538/3599] Completed WULF in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 21.0s [2025-11-26T21:10:53.985904] [INFO ] [sig ] [3539/3599] Forecasting WVE... [2025-11-26T21:10:53.985943] [INFO ] [sig ] Generating forecast for: WVE [2025-11-26T21:10:53.985987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'. [2025-11-26T21:10:53.996444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WVE'. [2025-11-26T21:10:53.996796] [INFO ] [FORECASTER] Starting predict_future for WVE [2025-11-26T21:10:53.997675] [DEBUG] [LOCAL ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt [2025-11-26T21:10:53.997746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:53.997792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:53.997832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:53.997908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:54.056382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:54.057151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:54.057251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:54.057300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:54.178929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:54.179121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:54.179176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:54.179238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:54.182925] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=46.87%) [2025-11-26T21:10:54.183210] [INFO ] [FORECASTER] Completed predict_future for WVE [2025-11-26T21:10:54.183347] [INFO ] [sig ] WVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:54.324308] [INFO ] [LOCAL ] Saved forecast: WVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WVE.txt [2025-11-26T21:10:54.324491] [INFO ] [sig ] [3539/3599] Completed WVE in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 20.7s [2025-11-26T21:10:54.324546] [INFO ] [sig ] [3540/3599] Forecasting WWD... [2025-11-26T21:10:54.324588] [INFO ] [sig ] Generating forecast for: WWD [2025-11-26T21:10:54.324634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'. [2025-11-26T21:10:54.335166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WWD'. [2025-11-26T21:10:54.335496] [INFO ] [FORECASTER] Starting predict_future for WWD [2025-11-26T21:10:54.336307] [DEBUG] [LOCAL ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt [2025-11-26T21:10:54.336375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:54.336421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:54.336461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:54.336529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:54.396104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:54.396999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:54.397097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:54.397143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:54.520678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:54.520865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:54.520919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:54.520961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:54.524562] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=20.37%) [2025-11-26T21:10:54.524882] [INFO ] [FORECASTER] Completed predict_future for WWD [2025-11-26T21:10:54.525033] [INFO ] [sig ] WWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:54.666071] [INFO ] [LOCAL ] Saved forecast: WWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WWD.txt [2025-11-26T21:10:54.666230] [INFO ] [sig ] [3540/3599] Completed WWD in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 20.3s [2025-11-26T21:10:54.666285] [INFO ] [sig ] [3541/3599] Forecasting WY... [2025-11-26T21:10:54.666327] [INFO ] [sig ] Generating forecast for: WY [2025-11-26T21:10:54.666367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-11-26T21:10:54.677148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WY'. [2025-11-26T21:10:54.677452] [INFO ] [FORECASTER] Starting predict_future for WY [2025-11-26T21:10:54.678277] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-11-26T21:10:54.678346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:54.678393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:54.678435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:54.678503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:54.734628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:54.735318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:54.735412] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:54.735457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:54.851172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:54.851355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:54.851411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:54.851454] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:54.854929] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=55.95%) [2025-11-26T21:10:54.855232] [INFO ] [FORECASTER] Completed predict_future for WY [2025-11-26T21:10:54.855377] [INFO ] [sig ] WY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:54.997312] [INFO ] [LOCAL ] Saved forecast: WY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WY.txt [2025-11-26T21:10:54.997462] [INFO ] [sig ] [3541/3599] Completed WY in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 20.0s [2025-11-26T21:10:54.997526] [INFO ] [sig ] [3542/3599] Forecasting WYNN... [2025-11-26T21:10:54.997568] [INFO ] [sig ] Generating forecast for: WYNN [2025-11-26T21:10:54.997607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'. [2025-11-26T21:10:55.007842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WYNN'. [2025-11-26T21:10:55.008157] [INFO ] [FORECASTER] Starting predict_future for WYNN [2025-11-26T21:10:55.009020] [DEBUG] [LOCAL ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt [2025-11-26T21:10:55.009088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:55.009132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:55.009177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:55.009261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:55.066278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:55.066984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:55.067080] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:55.067125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:55.191042] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:55.191228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:55.191276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:55.191320] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:55.194669] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=7.63%) [2025-11-26T21:10:55.194974] [INFO ] [FORECASTER] Completed predict_future for WYNN [2025-11-26T21:10:55.195116] [INFO ] [sig ] WYNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:55.335740] [INFO ] [LOCAL ] Saved forecast: WYNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WYNN.txt [2025-11-26T21:10:55.335887] [INFO ] [sig ] [3542/3599] Completed WYNN in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 19.6s [2025-11-26T21:10:55.335941] [INFO ] [sig ] [3543/3599] Forecasting XBIL... [2025-11-26T21:10:55.335983] [INFO ] [sig ] Generating forecast for: XBIL [2025-11-26T21:10:55.336024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'. [2025-11-26T21:10:55.346149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XBIL'. [2025-11-26T21:10:55.346483] [INFO ] [FORECASTER] Starting predict_future for XBIL [2025-11-26T21:10:55.347333] [DEBUG] [LOCAL ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt [2025-11-26T21:10:55.347403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:55.347449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:55.347522] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:55.347605] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:55.404864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:55.405535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:55.405630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:55.405694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:55.499836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:55.500015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:55.500067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:55.500110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:55.503430] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=90.18%) [2025-11-26T21:10:55.503738] [INFO ] [FORECASTER] Completed predict_future for XBIL [2025-11-26T21:10:55.503881] [INFO ] [sig ] XBIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:55.643181] [INFO ] [LOCAL ] Saved forecast: XBIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XBIL.txt [2025-11-26T21:10:55.643356] [INFO ] [sig ] [3543/3599] Completed XBIL in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 19.3s [2025-11-26T21:10:55.643408] [INFO ] [sig ] [3544/3599] Forecasting XEL... [2025-11-26T21:10:55.643451] [INFO ] [sig ] Generating forecast for: XEL [2025-11-26T21:10:55.643491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'. [2025-11-26T21:10:55.654518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XEL'. [2025-11-26T21:10:55.654957] [INFO ] [FORECASTER] Starting predict_future for XEL [2025-11-26T21:10:55.655840] [DEBUG] [LOCAL ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt [2025-11-26T21:10:55.655909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:55.655955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:55.655992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:55.656058] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:55.713850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:55.714804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:55.714903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:55.714947] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:55.835362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:55.835546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:55.835598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:55.835635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:55.839024] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=59.25%) [2025-11-26T21:10:55.839309] [INFO ] [FORECASTER] Completed predict_future for XEL [2025-11-26T21:10:55.839446] [INFO ] [sig ] XEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:55.978999] [INFO ] [LOCAL ] Saved forecast: XEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XEL.txt [2025-11-26T21:10:55.979146] [INFO ] [sig ] [3544/3599] Completed XEL in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 18.9s [2025-11-26T21:10:55.979198] [INFO ] [sig ] [3545/3599] Forecasting XENE... [2025-11-26T21:10:55.979240] [INFO ] [sig ] Generating forecast for: XENE [2025-11-26T21:10:55.979291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'. [2025-11-26T21:10:55.990138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XENE'. [2025-11-26T21:10:55.990491] [INFO ] [FORECASTER] Starting predict_future for XENE [2025-11-26T21:10:55.991322] [DEBUG] [LOCAL ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt [2025-11-26T21:10:55.991403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:55.991463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:55.991516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:55.991593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:56.048617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:56.049305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:56.049410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:56.049459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:56.172383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:56.172568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:56.172621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:56.172702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:56.176225] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=30.85%) [2025-11-26T21:10:56.176557] [INFO ] [FORECASTER] Completed predict_future for XENE [2025-11-26T21:10:56.176722] [INFO ] [sig ] XENE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:56.320203] [INFO ] [LOCAL ] Saved forecast: XENE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XENE.txt [2025-11-26T21:10:56.320357] [INFO ] [sig ] [3545/3599] Completed XENE in 0.3s | 2.90 sym/s | Total: 20.3m | ETA: 18.6s [2025-11-26T21:10:56.320411] [INFO ] [sig ] [3546/3599] Forecasting XERS... [2025-11-26T21:10:56.320456] [INFO ] [sig ] Generating forecast for: XERS [2025-11-26T21:10:56.320498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'. [2025-11-26T21:10:56.330829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XERS'. [2025-11-26T21:10:56.331128] [INFO ] [FORECASTER] Starting predict_future for XERS [2025-11-26T21:10:56.331960] [DEBUG] [LOCAL ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt [2025-11-26T21:10:56.332027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:56.332072] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:56.332111] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:56.332177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:56.388763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:56.389687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:56.389791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:56.389837] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:56.508109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:56.508293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:56.508372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:56.508441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:56.511848] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=69.93%) [2025-11-26T21:10:56.512164] [INFO ] [FORECASTER] Completed predict_future for XERS [2025-11-26T21:10:56.512341] [INFO ] [sig ] XERS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:56.652169] [INFO ] [LOCAL ] Saved forecast: XERS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XERS.txt [2025-11-26T21:10:56.652340] [INFO ] [sig ] [3546/3599] Completed XERS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 18.3s [2025-11-26T21:10:56.652420] [INFO ] [sig ] [3547/3599] Forecasting XGN... [2025-11-26T21:10:56.652487] [INFO ] [sig ] Generating forecast for: XGN [2025-11-26T21:10:56.652565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'. [2025-11-26T21:10:56.662936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XGN'. [2025-11-26T21:10:56.663266] [INFO ] [FORECASTER] Starting predict_future for XGN [2025-11-26T21:10:56.664122] [DEBUG] [LOCAL ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt [2025-11-26T21:10:56.664199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:56.664267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:56.664331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:56.664436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:56.721671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:56.722439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:56.722551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:56.722618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:56.839327] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:56.839489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:56.839558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:56.839617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:56.842941] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=62.62%) [2025-11-26T21:10:56.843244] [INFO ] [FORECASTER] Completed predict_future for XGN [2025-11-26T21:10:56.843409] [INFO ] [sig ] XGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:56.984695] [INFO ] [LOCAL ] Saved forecast: XGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XGN.txt [2025-11-26T21:10:56.984887] [INFO ] [sig ] [3547/3599] Completed XGN in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 17.9s [2025-11-26T21:10:56.984958] [INFO ] [sig ] [3548/3599] Forecasting XOM... [2025-11-26T21:10:56.985019] [INFO ] [sig ] Generating forecast for: XOM [2025-11-26T21:10:56.985083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-11-26T21:10:56.995489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOM'. [2025-11-26T21:10:56.995864] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-11-26T21:10:56.996718] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-11-26T21:10:56.996795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:56.996856] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:56.996913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:56.997010] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:57.052686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:57.053339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:57.053443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:57.053503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:57.184922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:57.185038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:57.185083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:57.185134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:57.188612] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-11-26T21:10:57.188925] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-11-26T21:10:57.189076] [INFO ] [sig ] XOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:57.330904] [INFO ] [LOCAL ] Saved forecast: XOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XOM.txt [2025-11-26T21:10:57.331052] [INFO ] [sig ] [3548/3599] Completed XOM in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 17.6s [2025-11-26T21:10:57.331134] [INFO ] [sig ] [3549/3599] Forecasting XOMA... [2025-11-26T21:10:57.331186] [INFO ] [sig ] Generating forecast for: XOMA [2025-11-26T21:10:57.331237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'. [2025-11-26T21:10:57.341006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOMA'. [2025-11-26T21:10:57.341296] [INFO ] [FORECASTER] Starting predict_future for XOMA [2025-11-26T21:10:57.342289] [DEBUG] [LOCAL ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt [2025-11-26T21:10:57.342360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:57.342407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:57.342447] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:57.342517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:57.400749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:57.401413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:57.401507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:57.401554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:57.516928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:57.517080] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:10:57.517132] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:57.517171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:57.520442] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=73.46%) [2025-11-26T21:10:57.520751] [INFO ] [FORECASTER] Completed predict_future for XOMA [2025-11-26T21:10:57.520891] [INFO ] [sig ] XOMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:57.659504] [INFO ] [LOCAL ] Saved forecast: XOMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XOMA.txt [2025-11-26T21:10:57.659671] [INFO ] [sig ] [3549/3599] Completed XOMA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 17.2s [2025-11-26T21:10:57.659728] [INFO ] [sig ] [3550/3599] Forecasting XOS... [2025-11-26T21:10:57.659770] [INFO ] [sig ] Generating forecast for: XOS [2025-11-26T21:10:57.659809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'. [2025-11-26T21:10:57.669295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOS'. [2025-11-26T21:10:57.669576] [INFO ] [FORECASTER] Starting predict_future for XOS [2025-11-26T21:10:57.670390] [DEBUG] [LOCAL ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt [2025-11-26T21:10:57.670458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:57.670502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:57.670541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:57.670610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:57.729264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:57.729952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:57.730046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:57.730095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:57.847955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:57.848101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:57.848152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:57.848191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:57.851486] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=91.03%) [2025-11-26T21:10:57.851812] [INFO ] [FORECASTER] Completed predict_future for XOS [2025-11-26T21:10:57.851967] [INFO ] [sig ] XOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:57.992006] [INFO ] [LOCAL ] Saved forecast: XOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XOS.txt [2025-11-26T21:10:57.992219] [INFO ] [sig ] [3550/3599] Completed XOS in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 16.9s [2025-11-26T21:10:57.992292] [INFO ] [sig ] [3551/3599] Forecasting XP... [2025-11-26T21:10:57.992352] [INFO ] [sig ] Generating forecast for: XP [2025-11-26T21:10:57.992411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'. [2025-11-26T21:10:58.003487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XP'. [2025-11-26T21:10:58.003943] [INFO ] [FORECASTER] Starting predict_future for XP [2025-11-26T21:10:58.004829] [DEBUG] [LOCAL ] No optimal features file found for XP: ./output/feature-sets/XP.txt [2025-11-26T21:10:58.004907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:58.004969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:58.005025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:58.005122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:58.063538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:58.064421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:58.064520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:58.064568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:58.185058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:58.185244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:58.185299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:58.185343] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:58.188745] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=50.65%) [2025-11-26T21:10:58.189030] [INFO ] [FORECASTER] Completed predict_future for XP [2025-11-26T21:10:58.189171] [INFO ] [sig ] XP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:58.328400] [INFO ] [LOCAL ] Saved forecast: XP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XP.txt [2025-11-26T21:10:58.328556] [INFO ] [sig ] [3551/3599] Completed XP in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 16.5s [2025-11-26T21:10:58.328611] [INFO ] [sig ] [3552/3599] Forecasting XPEL... [2025-11-26T21:10:58.328672] [INFO ] [sig ] Generating forecast for: XPEL [2025-11-26T21:10:58.328713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'. [2025-11-26T21:10:58.338313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPEL'. [2025-11-26T21:10:58.338605] [INFO ] [FORECASTER] Starting predict_future for XPEL [2025-11-26T21:10:58.339414] [DEBUG] [LOCAL ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt [2025-11-26T21:10:58.339482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:58.339526] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:58.339564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:58.339633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:58.399242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:58.400234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:58.400345] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:58.400396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:58.518910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:58.519112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:58.519194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:58.519240] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:58.522788] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=97.13%) [2025-11-26T21:10:58.523121] [INFO ] [FORECASTER] Completed predict_future for XPEL [2025-11-26T21:10:58.523280] [INFO ] [sig ] XPEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:58.687332] [INFO ] [LOCAL ] Saved forecast: XPEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XPEL.txt [2025-11-26T21:10:58.687598] [INFO ] [sig ] [3552/3599] Completed XPEL in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 16.2s [2025-11-26T21:10:58.687713] [INFO ] [sig ] [3553/3599] Forecasting XPO... [2025-11-26T21:10:58.687780] [INFO ] [sig ] Generating forecast for: XPO [2025-11-26T21:10:58.687836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-11-26T21:10:58.702043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPO'. [2025-11-26T21:10:58.702540] [INFO ] [FORECASTER] Starting predict_future for XPO [2025-11-26T21:10:58.703614] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-11-26T21:10:58.703723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:58.703784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:58.703843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:58.703950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:58.762709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:58.763614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:58.763743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:58.763793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:58.879656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:58.879849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:58.879904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:58.879945] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:58.883261] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=10.76%) [2025-11-26T21:10:58.883551] [INFO ] [FORECASTER] Completed predict_future for XPO [2025-11-26T21:10:58.883715] [INFO ] [sig ] XPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:59.028350] [INFO ] [LOCAL ] Saved forecast: XPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XPO.txt [2025-11-26T21:10:59.028560] [INFO ] [sig ] [3553/3599] Completed XPO in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 15.8s [2025-11-26T21:10:59.028618] [INFO ] [sig ] [3554/3599] Forecasting XPOF... [2025-11-26T21:10:59.028698] [INFO ] [sig ] Generating forecast for: XPOF [2025-11-26T21:10:59.028743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-11-26T21:10:59.039280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPOF'. [2025-11-26T21:10:59.039715] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-11-26T21:10:59.040527] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-11-26T21:10:59.040598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:59.040665] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:59.040710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:59.040782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:59.100536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:59.101438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:59.101539] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:59.101587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:59.223581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:59.223784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:59.223840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:59.223883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:59.227239] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=87.17%) [2025-11-26T21:10:59.227559] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-11-26T21:10:59.227725] [INFO ] [sig ] XPOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:10:59.371324] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XPOF.txt [2025-11-26T21:10:59.371511] [INFO ] [sig ] [3554/3599] Completed XPOF in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 15.5s [2025-11-26T21:10:59.371566] [INFO ] [sig ] [3555/3599] Forecasting XPON... [2025-11-26T21:10:59.371608] [INFO ] [sig ] Generating forecast for: XPON [2025-11-26T21:10:59.371672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'. [2025-11-26T21:10:59.382200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPON'. [2025-11-26T21:10:59.382602] [INFO ] [FORECASTER] Starting predict_future for XPON [2025-11-26T21:10:59.383427] [DEBUG] [LOCAL ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt [2025-11-26T21:10:59.383497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:59.383543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:59.383583] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:59.383667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:59.442779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:59.443690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:59.443792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:59.443839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:59.559772] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:59.559972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:59.560028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:59.560072] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:59.563520] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=36.04%) [2025-11-26T21:10:59.563849] [INFO ] [FORECASTER] Completed predict_future for XPON [2025-11-26T21:10:59.563997] [INFO ] [sig ] XPON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:10:59.708810] [INFO ] [LOCAL ] Saved forecast: XPON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XPON.txt [2025-11-26T21:10:59.709011] [INFO ] [sig ] [3555/3599] Completed XPON in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 15.2s [2025-11-26T21:10:59.709068] [INFO ] [sig ] [3556/3599] Forecasting XPRO... [2025-11-26T21:10:59.709112] [INFO ] [sig ] Generating forecast for: XPRO [2025-11-26T21:10:59.709156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-11-26T21:10:59.720066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPRO'. [2025-11-26T21:10:59.720474] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-11-26T21:10:59.721331] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-11-26T21:10:59.721402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:10:59.721463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:10:59.721506] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:10:59.721575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:10:59.781153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:10:59.782063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:10:59.782169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:10:59.782214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:10:59.900216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:10:59.900414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:10:59.900460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:10:59.900503] [INFO ] [FORECASTER] Training complete [2025-11-26T21:10:59.903927] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-11-26T21:10:59.904248] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-11-26T21:10:59.904404] [INFO ] [sig ] XPRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:00.048635] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XPRO.txt [2025-11-26T21:11:00.048999] [INFO ] [sig ] [3556/3599] Completed XPRO in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 14.8s [2025-11-26T21:11:00.049058] [INFO ] [sig ] [3557/3599] Forecasting XRAY... [2025-11-26T21:11:00.049102] [INFO ] [sig ] Generating forecast for: XRAY [2025-11-26T21:11:00.049145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'. [2025-11-26T21:11:00.060058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRAY'. [2025-11-26T21:11:00.060503] [INFO ] [FORECASTER] Starting predict_future for XRAY [2025-11-26T21:11:00.061422] [DEBUG] [LOCAL ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt [2025-11-26T21:11:00.061496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:00.061537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:00.061580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:00.061673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:00.122805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:00.123757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:00.123867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:00.123918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:00.246025] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:00.246202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:00.246255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:00.246306] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:00.249744] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=46.50%) [2025-11-26T21:11:00.250031] [INFO ] [FORECASTER] Completed predict_future for XRAY [2025-11-26T21:11:00.250172] [INFO ] [sig ] XRAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:00.390673] [INFO ] [LOCAL ] Saved forecast: XRAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XRAY.txt [2025-11-26T21:11:00.390824] [INFO ] [sig ] [3557/3599] Completed XRAY in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 14.5s [2025-11-26T21:11:00.390876] [INFO ] [sig ] [3558/3599] Forecasting XRX... [2025-11-26T21:11:00.390916] [INFO ] [sig ] Generating forecast for: XRX [2025-11-26T21:11:00.390957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'. [2025-11-26T21:11:00.401104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRX'. [2025-11-26T21:11:00.401421] [INFO ] [FORECASTER] Starting predict_future for XRX [2025-11-26T21:11:00.402254] [DEBUG] [LOCAL ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt [2025-11-26T21:11:00.402335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:00.402388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:00.402436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:00.402510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:00.459937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:00.460560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:00.460668] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:00.460709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:00.579616] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:00.579794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:00.579845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:00.579888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:00.583131] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-11-26T21:11:00.583409] [INFO ] [FORECASTER] Completed predict_future for XRX [2025-11-26T21:11:00.583549] [INFO ] [sig ] XRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:00.725315] [INFO ] [LOCAL ] Saved forecast: XRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XRX.txt [2025-11-26T21:11:00.725457] [INFO ] [sig ] [3558/3599] Completed XRX in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 14.1s [2025-11-26T21:11:00.725514] [INFO ] [sig ] [3559/3599] Forecasting XTIA... [2025-11-26T21:11:00.725552] [INFO ] [sig ] Generating forecast for: XTIA [2025-11-26T21:11:00.725589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'. [2025-11-26T21:11:00.735962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTIA'. [2025-11-26T21:11:00.736234] [INFO ] [FORECASTER] Starting predict_future for XTIA [2025-11-26T21:11:00.737057] [DEBUG] [LOCAL ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt [2025-11-26T21:11:00.737125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:00.737168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:00.737208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:00.737280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:00.794747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:00.795428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:00.795529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:00.795576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:00.917626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:00.917821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:00.917872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:00.917907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:00.921244] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=67.54%) [2025-11-26T21:11:00.921532] [INFO ] [FORECASTER] Completed predict_future for XTIA [2025-11-26T21:11:00.921692] [INFO ] [sig ] XTIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:01.063197] [INFO ] [LOCAL ] Saved forecast: XTIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XTIA.txt [2025-11-26T21:11:01.063392] [INFO ] [sig ] [3559/3599] Completed XTIA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 13.8s [2025-11-26T21:11:01.063449] [INFO ] [sig ] [3560/3599] Forecasting XTKG... [2025-11-26T21:11:01.063500] [INFO ] [sig ] Generating forecast for: XTKG [2025-11-26T21:11:01.063536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'. [2025-11-26T21:11:01.074392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTKG'. [2025-11-26T21:11:01.074772] [INFO ] [FORECASTER] Starting predict_future for XTKG [2025-11-26T21:11:01.075570] [DEBUG] [LOCAL ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt [2025-11-26T21:11:01.075657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:01.075704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:01.075744] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:01.075818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:01.132468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:01.133366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:01.133477] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:01.133529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:01.247831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:01.248053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:01.248113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:01.248169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:01.251543] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=33.21%) [2025-11-26T21:11:01.251876] [INFO ] [FORECASTER] Completed predict_future for XTKG [2025-11-26T21:11:01.252031] [INFO ] [sig ] XTKG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:01.393625] [INFO ] [LOCAL ] Saved forecast: XTKG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XTKG.txt [2025-11-26T21:11:01.393832] [INFO ] [sig ] [3560/3599] Completed XTKG in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 13.4s [2025-11-26T21:11:01.393887] [INFO ] [sig ] [3561/3599] Forecasting XYF... [2025-11-26T21:11:01.393931] [INFO ] [sig ] Generating forecast for: XYF [2025-11-26T21:11:01.393972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-11-26T21:11:01.407292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYF'. [2025-11-26T21:11:01.407996] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-11-26T21:11:01.409025] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-11-26T21:11:01.409099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:01.409157] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:01.409224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:01.409315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:01.480550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:01.482379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:01.482571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:01.482623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:01.622753] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:01.622946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:01.623000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:01.623040] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:01.626549] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-11-26T21:11:01.626863] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-11-26T21:11:01.627033] [INFO ] [sig ] XYF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:01.772997] [INFO ] [LOCAL ] Saved forecast: XYF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XYF.txt [2025-11-26T21:11:01.773212] [INFO ] [sig ] [3561/3599] Completed XYF in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 13.1s [2025-11-26T21:11:01.773291] [INFO ] [sig ] [3562/3599] Forecasting XYL... [2025-11-26T21:11:01.773349] [INFO ] [sig ] Generating forecast for: XYL [2025-11-26T21:11:01.773413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-11-26T21:11:01.784933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYL'. [2025-11-26T21:11:01.785414] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-11-26T21:11:01.786407] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-11-26T21:11:01.786507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:01.786574] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:01.786659] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:01.786768] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:01.847083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:01.848168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:01.848342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:01.848414] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:01.979592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:01.979790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:01.979844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:01.979886] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:01.983263] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=11.26%) [2025-11-26T21:11:01.983551] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-11-26T21:11:01.983709] [INFO ] [sig ] XYL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:02.127222] [INFO ] [LOCAL ] Saved forecast: XYL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XYL.txt [2025-11-26T21:11:02.127408] [INFO ] [sig ] [3562/3599] Completed XYL in 0.4s | 2.90 sym/s | Total: 20.4m | ETA: 12.7s [2025-11-26T21:11:02.127462] [INFO ] [sig ] [3563/3599] Forecasting YALA... [2025-11-26T21:11:02.127529] [INFO ] [sig ] Generating forecast for: YALA [2025-11-26T21:11:02.127575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-11-26T21:11:02.141317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YALA'. [2025-11-26T21:11:02.141749] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-11-26T21:11:02.142605] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-11-26T21:11:02.142691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:02.142740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:02.142775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:02.142844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:02.199050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:02.199986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:02.200090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:02.200136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:02.319300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:02.319510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:02.319563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:02.319622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:02.323081] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=15.27%) [2025-11-26T21:11:02.323413] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-11-26T21:11:02.323562] [INFO ] [sig ] YALA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:02.467541] [INFO ] [LOCAL ] Saved forecast: YALA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YALA.txt [2025-11-26T21:11:02.467761] [INFO ] [sig ] [3563/3599] Completed YALA in 0.3s | 2.90 sym/s | Total: 20.4m | ETA: 12.4s [2025-11-26T21:11:02.467827] [INFO ] [sig ] [3564/3599] Forecasting YELP... [2025-11-26T21:11:02.467868] [INFO ] [sig ] Generating forecast for: YELP [2025-11-26T21:11:02.467904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-11-26T21:11:02.478670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YELP'. [2025-11-26T21:11:02.479091] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-11-26T21:11:02.480006] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-11-26T21:11:02.480081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:02.480149] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:02.480215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:02.480315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:02.537442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:02.538411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:02.538543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:02.538613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:02.662116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:02.662317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:02.662395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:02.662458] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:02.665946] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=92.96%) [2025-11-26T21:11:02.666275] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-11-26T21:11:02.666468] [INFO ] [sig ] YELP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:02.808182] [INFO ] [LOCAL ] Saved forecast: YELP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YELP.txt [2025-11-26T21:11:02.808403] [INFO ] [sig ] [3564/3599] Completed YELP in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 12.1s [2025-11-26T21:11:02.808498] [INFO ] [sig ] [3565/3599] Forecasting YETI... [2025-11-26T21:11:02.808561] [INFO ] [sig ] Generating forecast for: YETI [2025-11-26T21:11:02.808623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-11-26T21:11:02.819341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YETI'. [2025-11-26T21:11:02.819771] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-11-26T21:11:02.820678] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-11-26T21:11:02.820756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:02.820823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:02.820892] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:02.821005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:02.878137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:02.879116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:02.879271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:02.879338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:02.999065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:02.999263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:02.999334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:02.999398] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:03.002784] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=25.85%) [2025-11-26T21:11:03.003108] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-11-26T21:11:03.003287] [INFO ] [sig ] YETI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:03.141594] [INFO ] [LOCAL ] Saved forecast: YETI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YETI.txt [2025-11-26T21:11:03.141768] [INFO ] [sig ] [3565/3599] Completed YETI in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 11.7s [2025-11-26T21:11:03.141852] [INFO ] [sig ] [3566/3599] Forecasting YMM... [2025-11-26T21:11:03.141918] [INFO ] [sig ] Generating forecast for: YMM [2025-11-26T21:11:03.141995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-11-26T21:11:03.152140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YMM'. [2025-11-26T21:11:03.152441] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-11-26T21:11:03.153276] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-11-26T21:11:03.153345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:03.153403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:03.153451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:03.153534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:03.211373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:03.212182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:03.212286] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:03.212340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:03.330618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:03.330768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:03.330830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:03.330882] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:03.334297] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=91.68%) [2025-11-26T21:11:03.334596] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-11-26T21:11:03.334766] [INFO ] [sig ] YMM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:03.475473] [INFO ] [LOCAL ] Saved forecast: YMM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YMM.txt [2025-11-26T21:11:03.475623] [INFO ] [sig ] [3566/3599] Completed YMM in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 11.4s [2025-11-26T21:11:03.475695] [INFO ] [sig ] [3567/3599] Forecasting YPF... [2025-11-26T21:11:03.475740] [INFO ] [sig ] Generating forecast for: YPF [2025-11-26T21:11:03.475780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-11-26T21:11:03.485866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YPF'. [2025-11-26T21:11:03.486201] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-11-26T21:11:03.487032] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-11-26T21:11:03.487099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:03.487144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:03.487194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:03.487277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:03.543750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:03.544417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:03.544511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:03.544560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:03.665722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:03.665894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:03.665950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:03.666030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:03.669593] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=14.23%) [2025-11-26T21:11:03.669911] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-11-26T21:11:03.670059] [INFO ] [sig ] YPF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:03.814890] [INFO ] [LOCAL ] Saved forecast: YPF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YPF.txt [2025-11-26T21:11:03.815046] [INFO ] [sig ] [3567/3599] Completed YPF in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 11.0s [2025-11-26T21:11:03.815099] [INFO ] [sig ] [3568/3599] Forecasting YQQQ... [2025-11-26T21:11:03.815135] [INFO ] [sig ] Generating forecast for: YQQQ [2025-11-26T21:11:03.815175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'. [2025-11-26T21:11:03.825613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'. [2025-11-26T21:11:03.825974] [INFO ] [FORECASTER] Starting predict_future for YQQQ [2025-11-26T21:11:03.826937] [DEBUG] [LOCAL ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt [2025-11-26T21:11:03.827008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:03.827055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:03.827097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:03.827165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:03.886197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:03.886954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:03.887052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:03.887107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:04.012874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:04.013070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:04.013141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:04.013200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:04.016853] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-11-26T21:11:04.017203] [INFO ] [FORECASTER] Completed predict_future for YQQQ [2025-11-26T21:11:04.017386] [INFO ] [sig ] YQQQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:04.156890] [INFO ] [LOCAL ] Saved forecast: YQQQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YQQQ.txt [2025-11-26T21:11:04.157077] [INFO ] [sig ] [3568/3599] Completed YQQQ in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 10.7s [2025-11-26T21:11:04.157155] [INFO ] [sig ] [3569/3599] Forecasting YRD... [2025-11-26T21:11:04.157216] [INFO ] [sig ] Generating forecast for: YRD [2025-11-26T21:11:04.157278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-11-26T21:11:04.167772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YRD'. [2025-11-26T21:11:04.168157] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-11-26T21:11:04.169065] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-11-26T21:11:04.169137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:04.169183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:04.169224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:04.169292] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:04.226540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:04.227377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:04.227500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:04.227553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:04.352842] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:04.353161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:04.353218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:04.353263] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:04.356787] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=91.28%) [2025-11-26T21:11:04.357085] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-11-26T21:11:04.357231] [INFO ] [sig ] YRD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:04.501537] [INFO ] [LOCAL ] Saved forecast: YRD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YRD.txt [2025-11-26T21:11:04.501725] [INFO ] [sig ] [3569/3599] Completed YRD in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 10.3s [2025-11-26T21:11:04.501783] [INFO ] [sig ] [3570/3599] Forecasting YSG... [2025-11-26T21:11:04.501830] [INFO ] [sig ] Generating forecast for: YSG [2025-11-26T21:11:04.501870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-11-26T21:11:04.512492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YSG'. [2025-11-26T21:11:04.512900] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-11-26T21:11:04.513847] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-11-26T21:11:04.513919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:04.513965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:04.514004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:04.514071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:04.571007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:04.571856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:04.571959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:04.572005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:04.691136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:04.691318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:04.691370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:04.691414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:04.694740] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-11-26T21:11:04.695024] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-11-26T21:11:04.695161] [INFO ] [sig ] YSG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:04.835997] [INFO ] [LOCAL ] Saved forecast: YSG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YSG.txt [2025-11-26T21:11:04.836165] [INFO ] [sig ] [3570/3599] Completed YSG in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 10.0s [2025-11-26T21:11:04.836220] [INFO ] [sig ] [3571/3599] Forecasting YTRA... [2025-11-26T21:11:04.836264] [INFO ] [sig ] Generating forecast for: YTRA [2025-11-26T21:11:04.836311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'. [2025-11-26T21:11:04.846833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YTRA'. [2025-11-26T21:11:04.847213] [INFO ] [FORECASTER] Starting predict_future for YTRA [2025-11-26T21:11:04.848313] [DEBUG] [LOCAL ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt [2025-11-26T21:11:04.848391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:04.848448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:04.848502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:04.848586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:04.908893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:04.909714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:04.909814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:04.909861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:05.027169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:05.027357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:05.027438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:05.027507] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:05.031175] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=45.40%) [2025-11-26T21:11:05.031513] [INFO ] [FORECASTER] Completed predict_future for YTRA [2025-11-26T21:11:05.031685] [INFO ] [sig ] YTRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:05.177921] [INFO ] [LOCAL ] Saved forecast: YTRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YTRA.txt [2025-11-26T21:11:05.178098] [INFO ] [sig ] [3571/3599] Completed YTRA in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 9.6s [2025-11-26T21:11:05.178155] [INFO ] [sig ] [3572/3599] Forecasting YUM... [2025-11-26T21:11:05.178198] [INFO ] [sig ] Generating forecast for: YUM [2025-11-26T21:11:05.178238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-11-26T21:11:05.189261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUM'. [2025-11-26T21:11:05.189632] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-11-26T21:11:05.190499] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-11-26T21:11:05.190584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:05.190631] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:05.190697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:05.190961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:05.251429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:05.252147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:05.252244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:05.252291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:05.374933] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:05.375113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:05.375170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:05.375216] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:05.378907] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=44.08%) [2025-11-26T21:11:05.379253] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-11-26T21:11:05.379453] [INFO ] [sig ] YUM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:05.524454] [INFO ] [LOCAL ] Saved forecast: YUM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YUM.txt [2025-11-26T21:11:05.524621] [INFO ] [sig ] [3572/3599] Completed YUM in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 9.3s [2025-11-26T21:11:05.524706] [INFO ] [sig ] [3573/3599] Forecasting YUMC... [2025-11-26T21:11:05.524759] [INFO ] [sig ] Generating forecast for: YUMC [2025-11-26T21:11:05.524813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-11-26T21:11:05.534831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUMC'. [2025-11-26T21:11:05.535169] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-11-26T21:11:05.536082] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-11-26T21:11:05.536153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:05.536199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:05.536252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:05.536325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:05.593524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:05.594253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:05.594349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:05.594390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:05.713842] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:05.714016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:05.714074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:05.714114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:05.717529] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-11-26T21:11:05.717873] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-11-26T21:11:05.718020] [INFO ] [sig ] YUMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:05.855729] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YUMC.txt [2025-11-26T21:11:05.855889] [INFO ] [sig ] [3573/3599] Completed YUMC in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 9.0s [2025-11-26T21:11:05.855942] [INFO ] [sig ] [3574/3599] Forecasting Z... [2025-11-26T21:11:05.855985] [INFO ] [sig ] Generating forecast for: Z [2025-11-26T21:11:05.856026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'. [2025-11-26T21:11:05.866085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'Z'. [2025-11-26T21:11:05.866433] [INFO ] [FORECASTER] Starting predict_future for Z [2025-11-26T21:11:05.867329] [DEBUG] [LOCAL ] No optimal features file found for Z: ./output/feature-sets/Z.txt [2025-11-26T21:11:05.867401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:05.867445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:05.867526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:05.867624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:05.924963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:05.925787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:05.925884] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:05.925932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:06.050580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:06.050768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:06.050821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:06.050866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:06.054279] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=21.19%) [2025-11-26T21:11:06.054576] [INFO ] [FORECASTER] Completed predict_future for Z [2025-11-26T21:11:06.054734] [INFO ] [sig ] Z: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:06.195726] [INFO ] [LOCAL ] Saved forecast: Z 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/Z.txt [2025-11-26T21:11:06.195903] [INFO ] [sig ] [3574/3599] Completed Z in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 8.6s [2025-11-26T21:11:06.195958] [INFO ] [sig ] [3575/3599] Forecasting ZBH... [2025-11-26T21:11:06.195999] [INFO ] [sig ] Generating forecast for: ZBH [2025-11-26T21:11:06.196039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-11-26T21:11:06.206823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBH'. [2025-11-26T21:11:06.207132] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-11-26T21:11:06.208017] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-11-26T21:11:06.208085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:06.208130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:06.208169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:06.208236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:06.269044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:06.269925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:06.270066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:06.270119] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:06.392047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:06.392217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:06.392268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:06.392307] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:06.395659] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=83.00%) [2025-11-26T21:11:06.395948] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-11-26T21:11:06.396088] [INFO ] [sig ] ZBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:06.535075] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZBH.txt [2025-11-26T21:11:06.535226] [INFO ] [sig ] [3575/3599] Completed ZBH in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 8.3s [2025-11-26T21:11:06.535279] [INFO ] [sig ] [3576/3599] Forecasting ZBIO... [2025-11-26T21:11:06.535321] [INFO ] [sig ] Generating forecast for: ZBIO [2025-11-26T21:11:06.535361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'. [2025-11-26T21:11:06.545670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'. [2025-11-26T21:11:06.545985] [INFO ] [FORECASTER] Starting predict_future for ZBIO [2025-11-26T21:11:06.546821] [DEBUG] [LOCAL ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt [2025-11-26T21:11:06.546887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:06.546932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:06.546971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:06.547038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:06.603618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:06.604420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:06.604514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:06.604560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:06.731391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:06.731614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:06.731687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:06.731731] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:06.735091] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=45.76%) [2025-11-26T21:11:06.735376] [INFO ] [FORECASTER] Completed predict_future for ZBIO [2025-11-26T21:11:06.735522] [INFO ] [sig ] ZBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:06.875627] [INFO ] [LOCAL ] Saved forecast: ZBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZBIO.txt [2025-11-26T21:11:06.875812] [INFO ] [sig ] [3576/3599] Completed ZBIO in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 7.9s [2025-11-26T21:11:06.875867] [INFO ] [sig ] [3577/3599] Forecasting ZBRA... [2025-11-26T21:11:06.875907] [INFO ] [sig ] Generating forecast for: ZBRA [2025-11-26T21:11:06.875948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'. [2025-11-26T21:11:06.886769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'. [2025-11-26T21:11:06.887120] [INFO ] [FORECASTER] Starting predict_future for ZBRA [2025-11-26T21:11:06.888018] [DEBUG] [LOCAL ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt [2025-11-26T21:11:06.888090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:06.888137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:06.888177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:06.888250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:06.945839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:06.946721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:06.946823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:06.946868] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:07.065684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:07.065872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:07.065924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:07.065965] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:07.069415] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=3.05%) [2025-11-26T21:11:07.069722] [INFO ] [FORECASTER] Completed predict_future for ZBRA [2025-11-26T21:11:07.069861] [INFO ] [sig ] ZBRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:07.211943] [INFO ] [LOCAL ] Saved forecast: ZBRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZBRA.txt [2025-11-26T21:11:07.212137] [INFO ] [sig ] [3577/3599] Completed ZBRA in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 7.6s [2025-11-26T21:11:07.212193] [INFO ] [sig ] [3578/3599] Forecasting ZD... [2025-11-26T21:11:07.212237] [INFO ] [sig ] Generating forecast for: ZD [2025-11-26T21:11:07.212278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'. [2025-11-26T21:11:07.222827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZD'. [2025-11-26T21:11:07.223223] [INFO ] [FORECASTER] Starting predict_future for ZD [2025-11-26T21:11:07.224061] [DEBUG] [LOCAL ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt [2025-11-26T21:11:07.224130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:07.224175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:07.224215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:07.224283] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:07.282163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:07.283071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:07.283173] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:07.283220] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:07.402102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:07.402299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:07.402353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:07.402395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:07.405788] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=51.32%) [2025-11-26T21:11:07.406101] [INFO ] [FORECASTER] Completed predict_future for ZD [2025-11-26T21:11:07.406252] [INFO ] [sig ] ZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:07.550534] [INFO ] [LOCAL ] Saved forecast: ZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZD.txt [2025-11-26T21:11:07.550727] [INFO ] [sig ] [3578/3599] Completed ZD in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 7.2s [2025-11-26T21:11:07.550785] [INFO ] [sig ] [3579/3599] Forecasting ZEPP... [2025-11-26T21:11:07.550829] [INFO ] [sig ] Generating forecast for: ZEPP [2025-11-26T21:11:07.550872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-11-26T21:11:07.561103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'. [2025-11-26T21:11:07.561522] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-11-26T21:11:07.562343] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-11-26T21:11:07.562413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:07.562458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:07.562498] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:07.562570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:07.619007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:07.619876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:07.619973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:07.620019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:07.732095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:07.732274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:07.732328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:07.732367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:07.735774] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-11-26T21:11:07.736067] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-11-26T21:11:07.736211] [INFO ] [sig ] ZEPP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:07.875467] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZEPP.txt [2025-11-26T21:11:07.875627] [INFO ] [sig ] [3579/3599] Completed ZEPP in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 6.9s [2025-11-26T21:11:07.875710] [INFO ] [sig ] [3580/3599] Forecasting ZETA... [2025-11-26T21:11:07.875746] [INFO ] [sig ] Generating forecast for: ZETA [2025-11-26T21:11:07.875788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-11-26T21:11:07.886249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZETA'. [2025-11-26T21:11:07.886589] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-11-26T21:11:07.887400] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-11-26T21:11:07.887468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:07.887549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:07.887591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:07.887680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:07.945693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:07.946735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:07.946827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:07.946865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:08.070905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:08.071083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:08.071136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:08.071176] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:08.074576] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-11-26T21:11:08.074880] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-11-26T21:11:08.075028] [INFO ] [sig ] ZETA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:08.217080] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZETA.txt [2025-11-26T21:11:08.217234] [INFO ] [sig ] [3580/3599] Completed ZETA in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 6.5s [2025-11-26T21:11:08.217288] [INFO ] [sig ] [3581/3599] Forecasting ZEUS... [2025-11-26T21:11:08.217330] [INFO ] [sig ] Generating forecast for: ZEUS [2025-11-26T21:11:08.217370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'. [2025-11-26T21:11:08.232956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'. [2025-11-26T21:11:08.233365] [INFO ] [FORECASTER] Starting predict_future for ZEUS [2025-11-26T21:11:08.234238] [DEBUG] [LOCAL ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt [2025-11-26T21:11:08.234310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:08.234352] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:08.234392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:08.234459] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:08.291314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:08.292046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:08.292143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:08.292191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:08.414658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:08.414806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:08.414861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:08.414903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:08.418341] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=21.90%) [2025-11-26T21:11:08.418638] [INFO ] [FORECASTER] Completed predict_future for ZEUS [2025-11-26T21:11:08.418804] [INFO ] [sig ] ZEUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:08.560932] [INFO ] [LOCAL ] Saved forecast: ZEUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZEUS.txt [2025-11-26T21:11:08.561111] [INFO ] [sig ] [3581/3599] Completed ZEUS in 0.3s | 2.90 sym/s | Total: 20.5m | ETA: 6.2s [2025-11-26T21:11:08.561167] [INFO ] [sig ] [3582/3599] Forecasting ZG... [2025-11-26T21:11:08.561209] [INFO ] [sig ] Generating forecast for: ZG [2025-11-26T21:11:08.561246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'. [2025-11-26T21:11:08.571266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZG'. [2025-11-26T21:11:08.571581] [INFO ] [FORECASTER] Starting predict_future for ZG [2025-11-26T21:11:08.572381] [DEBUG] [LOCAL ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt [2025-11-26T21:11:08.572450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:08.572496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:08.572534] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:08.572602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:08.629034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:08.629712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:08.629803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:08.629849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:08.748617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:08.748823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:08.748874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:08.748914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:08.752336] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=91.99%) [2025-11-26T21:11:08.752628] [INFO ] [FORECASTER] Completed predict_future for ZG [2025-11-26T21:11:08.752795] [INFO ] [sig ] ZG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:08.890769] [INFO ] [LOCAL ] Saved forecast: ZG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZG.txt [2025-11-26T21:11:08.890926] [INFO ] [sig ] [3582/3599] Completed ZG in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 5.9s [2025-11-26T21:11:08.890978] [INFO ] [sig ] [3583/3599] Forecasting ZGN... [2025-11-26T21:11:08.891018] [INFO ] [sig ] Generating forecast for: ZGN [2025-11-26T21:11:08.891059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-11-26T21:11:08.901316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZGN'. [2025-11-26T21:11:08.901624] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-11-26T21:11:08.902427] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-11-26T21:11:08.902494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:08.902539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:08.902581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:08.902670] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:08.958844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:08.959631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:08.959748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:08.959795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:09.082654] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:09.082850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:09.082921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:09.082960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:09.086286] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=45.34%) [2025-11-26T21:11:09.086571] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-11-26T21:11:09.086732] [INFO ] [sig ] ZGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:09.226466] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZGN.txt [2025-11-26T21:11:09.226628] [INFO ] [sig ] [3583/3599] Completed ZGN in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 5.5s [2025-11-26T21:11:09.226710] [INFO ] [sig ] [3584/3599] Forecasting ZH... [2025-11-26T21:11:09.226756] [INFO ] [sig ] Generating forecast for: ZH [2025-11-26T21:11:09.226796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-11-26T21:11:09.239702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZH'. [2025-11-26T21:11:09.240255] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-11-26T21:11:09.241147] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-11-26T21:11:09.241219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:09.241265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:09.241303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:09.241372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:09.302515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:09.303471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:09.303603] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:09.303690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:09.424214] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:09.424404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:09.424458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:09.424499] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:09.427919] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-11-26T21:11:09.428220] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-11-26T21:11:09.428374] [INFO ] [sig ] ZH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:09.573777] [INFO ] [LOCAL ] Saved forecast: ZH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZH.txt [2025-11-26T21:11:09.573959] [INFO ] [sig ] [3584/3599] Completed ZH in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 5.2s [2025-11-26T21:11:09.574013] [INFO ] [sig ] [3585/3599] Forecasting ZIM... [2025-11-26T21:11:09.574056] [INFO ] [sig ] Generating forecast for: ZIM [2025-11-26T21:11:09.574097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-11-26T21:11:09.584378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIM'. [2025-11-26T21:11:09.584688] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-11-26T21:11:09.585473] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-11-26T21:11:09.585551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:09.585605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:09.585676] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:09.585760] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:09.642718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:09.643357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:09.643452] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:09.643500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:09.760952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:09.761113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:09.761164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:09.761204] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:09.764624] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=22.35%) [2025-11-26T21:11:09.764939] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-11-26T21:11:09.765100] [INFO ] [sig ] ZIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:09.905192] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZIM.txt [2025-11-26T21:11:09.905344] [INFO ] [sig ] [3585/3599] Completed ZIM in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 4.8s [2025-11-26T21:11:09.905397] [INFO ] [sig ] [3586/3599] Forecasting ZION... [2025-11-26T21:11:09.905443] [INFO ] [sig ] Generating forecast for: ZION [2025-11-26T21:11:09.905484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'. [2025-11-26T21:11:09.915692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZION'. [2025-11-26T21:11:09.915991] [INFO ] [FORECASTER] Starting predict_future for ZION [2025-11-26T21:11:09.916828] [DEBUG] [LOCAL ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt [2025-11-26T21:11:09.916897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:09.916942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:09.916988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:09.917053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:09.975109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:09.975856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:09.975959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:09.976013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:10.103206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:10.103369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:10.103426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:10.103465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:10.106790] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=87.50%) [2025-11-26T21:11:10.107076] [INFO ] [FORECASTER] Completed predict_future for ZION [2025-11-26T21:11:10.107213] [INFO ] [sig ] ZION: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:10.246735] [INFO ] [LOCAL ] Saved forecast: ZION 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZION.txt [2025-11-26T21:11:10.246886] [INFO ] [sig ] [3586/3599] Completed ZION in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 4.5s [2025-11-26T21:11:10.246938] [INFO ] [sig ] [3587/3599] Forecasting ZIP... [2025-11-26T21:11:10.246980] [INFO ] [sig ] Generating forecast for: ZIP [2025-11-26T21:11:10.247019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-11-26T21:11:10.256877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIP'. [2025-11-26T21:11:10.257178] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-11-26T21:11:10.258034] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-11-26T21:11:10.258101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:10.258145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:10.258183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:10.258250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:10.314960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:10.315616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:10.315741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:10.315788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:10.440172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:10.440335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:10.440387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:10.440457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:10.443836] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=49.57%) [2025-11-26T21:11:10.444144] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-11-26T21:11:10.444284] [INFO ] [sig ] ZIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:10.585913] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZIP.txt [2025-11-26T21:11:10.586107] [INFO ] [sig ] [3587/3599] Completed ZIP in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 4.1s [2025-11-26T21:11:10.586162] [INFO ] [sig ] [3588/3599] Forecasting ZLAB... [2025-11-26T21:11:10.586205] [INFO ] [sig ] Generating forecast for: ZLAB [2025-11-26T21:11:10.586264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'. [2025-11-26T21:11:10.596746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'. [2025-11-26T21:11:10.597136] [INFO ] [FORECASTER] Starting predict_future for ZLAB [2025-11-26T21:11:10.598033] [DEBUG] [LOCAL ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt [2025-11-26T21:11:10.598103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:10.598159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:10.598208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:10.598288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:10.657207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:10.658174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:10.658280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:10.658338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:10.779092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:10.779256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:10.779308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:10.779357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:10.782728] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=97.78%) [2025-11-26T21:11:10.783023] [INFO ] [FORECASTER] Completed predict_future for ZLAB [2025-11-26T21:11:10.783172] [INFO ] [sig ] ZLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:10.922407] [INFO ] [LOCAL ] Saved forecast: ZLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZLAB.txt [2025-11-26T21:11:10.922547] [INFO ] [sig ] [3588/3599] Completed ZLAB in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 3.8s [2025-11-26T21:11:10.922600] [INFO ] [sig ] [3589/3599] Forecasting ZM... [2025-11-26T21:11:10.922636] [INFO ] [sig ] Generating forecast for: ZM [2025-11-26T21:11:10.922698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'. [2025-11-26T21:11:10.932506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZM'. [2025-11-26T21:11:10.932824] [INFO ] [FORECASTER] Starting predict_future for ZM [2025-11-26T21:11:10.933666] [DEBUG] [LOCAL ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt [2025-11-26T21:11:10.933732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:10.933777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:10.933824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:10.933907] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:10.989639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:10.990280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:10.990372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:10.990427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:11.107693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:11.107855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:11.107904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:11.107944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:11.111212] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=20.82%) [2025-11-26T21:11:11.111516] [INFO ] [FORECASTER] Completed predict_future for ZM [2025-11-26T21:11:11.111690] [INFO ] [sig ] ZM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:11.250326] [INFO ] [LOCAL ] Saved forecast: ZM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZM.txt [2025-11-26T21:11:11.250483] [INFO ] [sig ] [3589/3599] Completed ZM in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 3.4s [2025-11-26T21:11:11.250535] [INFO ] [sig ] [3590/3599] Forecasting ZNTL... [2025-11-26T21:11:11.250572] [INFO ] [sig ] Generating forecast for: ZNTL [2025-11-26T21:11:11.250613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'. [2025-11-26T21:11:11.260687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'. [2025-11-26T21:11:11.261001] [INFO ] [FORECASTER] Starting predict_future for ZNTL [2025-11-26T21:11:11.261825] [DEBUG] [LOCAL ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt [2025-11-26T21:11:11.261892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:11.261937] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:11.261976] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:11.262042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:11.318753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:11.319387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:11.319480] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:11.319521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:11.438264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:11.438456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:11.438512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:11.438554] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:11.442002] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=42.41%) [2025-11-26T21:11:11.442299] [INFO ] [FORECASTER] Completed predict_future for ZNTL [2025-11-26T21:11:11.442444] [INFO ] [sig ] ZNTL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:11.580179] [INFO ] [LOCAL ] Saved forecast: ZNTL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZNTL.txt [2025-11-26T21:11:11.580352] [INFO ] [sig ] [3590/3599] Completed ZNTL in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 3.1s [2025-11-26T21:11:11.580408] [INFO ] [sig ] [3591/3599] Forecasting ZS... [2025-11-26T21:11:11.580445] [INFO ] [sig ] Generating forecast for: ZS [2025-11-26T21:11:11.580488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'. [2025-11-26T21:11:11.590795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZS'. [2025-11-26T21:11:11.591126] [INFO ] [FORECASTER] Starting predict_future for ZS [2025-11-26T21:11:11.591971] [DEBUG] [LOCAL ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt [2025-11-26T21:11:11.592039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:11.592096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:11.592160] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:11.592239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:11.649346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:11.650258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:11.650356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:11.650403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:11.786388] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:11.786615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:11.786710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:11.786783] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:11.790474] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-11-26T21:11:11.790841] [INFO ] [FORECASTER] Completed predict_future for ZS [2025-11-26T21:11:11.791007] [INFO ] [sig ] ZS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:11.930689] [INFO ] [LOCAL ] Saved forecast: ZS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZS.txt [2025-11-26T21:11:11.930851] [INFO ] [sig ] [3591/3599] Completed ZS in 0.4s | 2.90 sym/s | Total: 20.6m | ETA: 2.8s [2025-11-26T21:11:11.930903] [INFO ] [sig ] [3592/3599] Forecasting ZTO... [2025-11-26T21:11:11.930946] [INFO ] [sig ] Generating forecast for: ZTO [2025-11-26T21:11:11.931025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-11-26T21:11:11.941229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTO'. [2025-11-26T21:11:11.941597] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-11-26T21:11:11.942484] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-11-26T21:11:11.942558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:11.942656] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:11.942717] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:11.942825] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:11.999693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:12.000557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:12.000706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:12.000790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:12.121882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:12.122046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:12.122098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:12.122149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:12.125501] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=21.98%) [2025-11-26T21:11:12.125820] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-11-26T21:11:12.125974] [INFO ] [sig ] ZTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:12.265714] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZTO.txt [2025-11-26T21:11:12.265883] [INFO ] [sig ] [3592/3599] Completed ZTO in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 2.4s [2025-11-26T21:11:12.265945] [INFO ] [sig ] [3593/3599] Forecasting ZTS... [2025-11-26T21:11:12.265986] [INFO ] [sig ] Generating forecast for: ZTS [2025-11-26T21:11:12.266060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-11-26T21:11:12.276548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTS'. [2025-11-26T21:11:12.276902] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-11-26T21:11:12.277851] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-11-26T21:11:12.277926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:12.277990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:12.278055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:12.278131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:12.337756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:12.338498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:12.338602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:12.338670] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:12.460427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:12.460600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:12.460670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:12.460708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:12.464032] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=53.48%) [2025-11-26T21:11:12.464319] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-11-26T21:11:12.464458] [INFO ] [sig ] ZTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:12.604982] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZTS.txt [2025-11-26T21:11:12.605131] [INFO ] [sig ] [3593/3599] Completed ZTS in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 2.1s [2025-11-26T21:11:12.605186] [INFO ] [sig ] [3594/3599] Forecasting ZUMZ... [2025-11-26T21:11:12.605227] [INFO ] [sig ] Generating forecast for: ZUMZ [2025-11-26T21:11:12.605267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'. [2025-11-26T21:11:12.616149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'. [2025-11-26T21:11:12.616461] [INFO ] [FORECASTER] Starting predict_future for ZUMZ [2025-11-26T21:11:12.617315] [DEBUG] [LOCAL ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt [2025-11-26T21:11:12.617385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:12.617441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:12.617522] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:12.617610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:12.674051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:12.674724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:12.674817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:12.674877] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:12.796329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:12.796518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:12.796572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:12.796613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:12.800134] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=7.81%) [2025-11-26T21:11:12.800463] [INFO ] [FORECASTER] Completed predict_future for ZUMZ [2025-11-26T21:11:12.800628] [INFO ] [sig ] ZUMZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:12.943541] [INFO ] [LOCAL ] Saved forecast: ZUMZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZUMZ.txt [2025-11-26T21:11:12.943713] [INFO ] [sig ] [3594/3599] Completed ZUMZ in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 1.7s [2025-11-26T21:11:12.943769] [INFO ] [sig ] [3595/3599] Forecasting ZURA... [2025-11-26T21:11:12.943813] [INFO ] [sig ] Generating forecast for: ZURA [2025-11-26T21:11:12.943864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'. [2025-11-26T21:11:12.954149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZURA'. [2025-11-26T21:11:12.954447] [INFO ] [FORECASTER] Starting predict_future for ZURA [2025-11-26T21:11:12.955282] [DEBUG] [LOCAL ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt [2025-11-26T21:11:12.955351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:12.955396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:12.955435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:12.955501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:13.011673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:13.012296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:13.012389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:13.012436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:13.133767] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:13.133970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:13.134025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:13.134067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:13.137697] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=84.85%) [2025-11-26T21:11:13.138012] [INFO ] [FORECASTER] Completed predict_future for ZURA [2025-11-26T21:11:13.138161] [INFO ] [sig ] ZURA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:13.278677] [INFO ] [LOCAL ] Saved forecast: ZURA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZURA.txt [2025-11-26T21:11:13.278852] [INFO ] [sig ] [3595/3599] Completed ZURA in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 1.4s [2025-11-26T21:11:13.278907] [INFO ] [sig ] [3596/3599] Forecasting ZVIA... [2025-11-26T21:11:13.278950] [INFO ] [sig ] Generating forecast for: ZVIA [2025-11-26T21:11:13.278990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-11-26T21:11:13.289764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'. [2025-11-26T21:11:13.290140] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-11-26T21:11:13.291041] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-11-26T21:11:13.291112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:13.291158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:13.291196] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:13.291264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:13.351639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:13.352467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:13.352567] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:13.352612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:13.478627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:13.478840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:13.478895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:13.478936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:13.482518] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=31.46%) [2025-11-26T21:11:13.482847] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-11-26T21:11:13.482995] [INFO ] [sig ] ZVIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:13.627803] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZVIA.txt [2025-11-26T21:11:13.627988] [INFO ] [sig ] [3596/3599] Completed ZVIA in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 1.0s [2025-11-26T21:11:13.628046] [INFO ] [sig ] [3597/3599] Forecasting ZVRA... [2025-11-26T21:11:13.628088] [INFO ] [sig ] Generating forecast for: ZVRA [2025-11-26T21:11:13.628130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'. [2025-11-26T21:11:13.639129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'. [2025-11-26T21:11:13.639479] [INFO ] [FORECASTER] Starting predict_future for ZVRA [2025-11-26T21:11:13.640345] [DEBUG] [LOCAL ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt [2025-11-26T21:11:13.640414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:13.640460] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:13.640501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:13.640570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:13.697715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:13.698408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:13.698505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:13.698548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:13.813866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:13.814055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:13.814109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:13.814149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:13.817599] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=26.93%) [2025-11-26T21:11:13.817918] [INFO ] [FORECASTER] Completed predict_future for ZVRA [2025-11-26T21:11:13.818066] [INFO ] [sig ] ZVRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:13.958992] [INFO ] [LOCAL ] Saved forecast: ZVRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZVRA.txt [2025-11-26T21:11:13.959178] [INFO ] [sig ] [3597/3599] Completed ZVRA in 0.3s | 2.90 sym/s | Total: 20.6m | ETA: 0.7s [2025-11-26T21:11:13.959233] [INFO ] [sig ] [3598/3599] Forecasting ZWS... [2025-11-26T21:11:13.959272] [INFO ] [sig ] Generating forecast for: ZWS [2025-11-26T21:11:13.959314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-11-26T21:11:13.969970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZWS'. [2025-11-26T21:11:13.970394] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-11-26T21:11:13.971236] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-11-26T21:11:13.971306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:13.971353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:13.971395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:13.971465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:14.031032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:14.031949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:14.032052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:14.032096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:14.160698] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:14.160906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:14.160961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:14.161002] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:14.164573] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=30.74%) [2025-11-26T21:11:14.164912] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-11-26T21:11:14.165063] [INFO ] [sig ] ZWS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:11:14.311804] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZWS.txt [2025-11-26T21:11:14.311979] [INFO ] [sig ] [3598/3599] Completed ZWS in 0.4s | 2.90 sym/s | Total: 20.6m | ETA: 0.3s [2025-11-26T21:11:14.312035] [INFO ] [sig ] [3599/3599] Forecasting ZYME... [2025-11-26T21:11:14.312076] [INFO ] [sig ] Generating forecast for: ZYME [2025-11-26T21:11:14.312117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'. [2025-11-26T21:11:14.322491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZYME'. [2025-11-26T21:11:14.322859] [INFO ] [FORECASTER] Starting predict_future for ZYME [2025-11-26T21:11:14.323690] [DEBUG] [LOCAL ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt [2025-11-26T21:11:14.323759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:11:14.323803] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:11:14.323842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:11:14.323910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:11:14.383922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:11:14.384799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:11:14.384902] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:11:14.384949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:11:14.503074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:11:14.503265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:11:14.503317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:11:14.503356] [INFO ] [FORECASTER] Training complete [2025-11-26T21:11:14.506783] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=56.11%) [2025-11-26T21:11:14.507071] [INFO ] [FORECASTER] Completed predict_future for ZYME [2025-11-26T21:11:14.507217] [INFO ] [sig ] ZYME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:11:14.646366] [INFO ] [LOCAL ] Saved forecast: ZYME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZYME.txt [2025-11-26T21:11:14.646519] [INFO ] [sig ] [3599/3599] Completed ZYME in 0.3s | 2.90 sym/s | Total: 20.7m | ETA: 0.0s [2025-11-26T21:11:14.646572] [INFO ] [sig ] ================================================== [2025-11-26T21:11:14.646614] [INFO ] [sig ] Forecasts complete: 3599/3599 symbols succeeded [2025-11-26T21:11:14.646676] [INFO ] [sig ] Automatically generating consolidated reports... [2025-11-26T21:11:14.646728] [INFO ] [sig ] Generating consolidated forecast reports [2025-11-26T21:11:14.647092] [INFO ] [sig ] Found 33 forecast dates to process [2025-11-26T21:11:14.647151] [INFO ] [sig ] [1/33] Processing report for 2025-10-10... [2025-11-26T21:11:14.647218] [INFO ] [sig ] [1/33] Report for 2025-10-10 already exists, skipping... [2025-11-26T21:11:14.647262] [INFO ] [sig ] [2/33] Processing report for 2025-10-13... [2025-11-26T21:11:14.647310] [INFO ] [sig ] [2/33] Report for 2025-10-13 already exists, skipping... [2025-11-26T21:11:14.647350] [INFO ] [sig ] [3/33] Processing report for 2025-10-14... [2025-11-26T21:11:14.647398] [INFO ] [sig ] [3/33] Report for 2025-10-14 already exists, skipping... [2025-11-26T21:11:14.647437] [INFO ] [sig ] [4/33] Processing report for 2025-10-15... [2025-11-26T21:11:14.647493] [INFO ] [sig ] [4/33] Report for 2025-10-15 already exists, skipping... [2025-11-26T21:11:14.647534] [INFO ] [sig ] [5/33] Processing report for 2025-10-16... [2025-11-26T21:11:14.647588] [INFO ] [sig ] [5/33] Report for 2025-10-16 already exists, skipping... [2025-11-26T21:11:14.647630] [INFO ] [sig ] [6/33] Processing report for 2025-10-17... [2025-11-26T21:11:14.647711] [INFO ] [sig ] [6/33] Report for 2025-10-17 already exists, skipping... [2025-11-26T21:11:14.647754] [INFO ] [sig ] [7/33] Processing report for 2025-10-20... [2025-11-26T21:11:14.647803] [INFO ] [sig ] [7/33] Report for 2025-10-20 already exists, skipping... [2025-11-26T21:11:14.647844] [INFO ] [sig ] [8/33] Processing report for 2025-10-21... [2025-11-26T21:11:14.647888] [INFO ] [sig ] [8/33] Report for 2025-10-21 already exists, skipping... [2025-11-26T21:11:14.647927] [INFO ] [sig ] [9/33] Processing report for 2025-10-22... [2025-11-26T21:11:14.647981] [INFO ] [sig ] [9/33] Report for 2025-10-22 already exists, skipping... [2025-11-26T21:11:14.648019] [INFO ] [sig ] [10/33] Processing report for 2025-10-23... [2025-11-26T21:11:14.648065] [INFO ] [sig ] [10/33] Report for 2025-10-23 already exists, skipping... [2025-11-26T21:11:14.648102] [INFO ] [sig ] [11/33] Processing report for 2025-10-24... [2025-11-26T21:11:14.648147] [INFO ] [sig ] [11/33] Report for 2025-10-24 already exists, skipping... [2025-11-26T21:11:14.648186] [INFO ] [sig ] [12/33] Processing report for 2025-10-27... [2025-11-26T21:11:14.648232] [INFO ] [sig ] [12/33] Report for 2025-10-27 already exists, skipping... [2025-11-26T21:11:14.648270] [INFO ] [sig ] [13/33] Processing report for 2025-10-28... [2025-11-26T21:11:14.648315] [INFO ] [sig ] [13/33] Report for 2025-10-28 already exists, skipping... [2025-11-26T21:11:14.648351] [INFO ] [sig ] [14/33] Processing report for 2025-10-30... [2025-11-26T21:11:14.648407] [INFO ] [sig ] [14/33] Report for 2025-10-30 already exists, skipping... [2025-11-26T21:11:14.648446] [INFO ] [sig ] [15/33] Processing report for 2025-10-31... [2025-11-26T21:11:14.648490] [INFO ] [sig ] [15/33] Report for 2025-10-31 already exists, skipping... [2025-11-26T21:11:14.648528] [INFO ] [sig ] [16/33] Processing report for 2025-11-03... [2025-11-26T21:11:14.648572] [INFO ] [sig ] [16/33] Report for 2025-11-03 already exists, skipping... [2025-11-26T21:11:14.648610] [INFO ] [sig ] [17/33] Processing report for 2025-11-04... [2025-11-26T21:11:14.648676] [INFO ] [sig ] [17/33] Report for 2025-11-04 already exists, skipping... [2025-11-26T21:11:14.648721] [INFO ] [sig ] [18/33] Processing report for 2025-11-05... [2025-11-26T21:11:14.648767] [INFO ] [sig ] [18/33] Report for 2025-11-05 already exists, skipping... [2025-11-26T21:11:14.648805] [INFO ] [sig ] [19/33] Processing report for 2025-11-06... [2025-11-26T21:11:14.648851] [INFO ] [sig ] [19/33] Report for 2025-11-06 already exists, skipping... [2025-11-26T21:11:14.648888] [INFO ] [sig ] [20/33] Processing report for 2025-11-07... [2025-11-26T21:11:14.648934] [INFO ] [sig ] [20/33] Report for 2025-11-07 already exists, skipping... [2025-11-26T21:11:14.648972] [INFO ] [sig ] [21/33] Processing report for 2025-11-10... [2025-11-26T21:11:14.649017] [INFO ] [sig ] [21/33] Report for 2025-11-10 already exists, skipping... [2025-11-26T21:11:14.649054] [INFO ] [sig ] [22/33] Processing report for 2025-11-11... [2025-11-26T21:11:14.649099] [INFO ] [sig ] [22/33] Report for 2025-11-11 already exists, skipping... [2025-11-26T21:11:14.649137] [INFO ] [sig ] [23/33] Processing report for 2025-11-12... [2025-11-26T21:11:14.649183] [INFO ] [sig ] [23/33] Report for 2025-11-12 already exists, skipping... [2025-11-26T21:11:14.649220] [INFO ] [sig ] [24/33] Processing report for 2025-11-13... [2025-11-26T21:11:14.649266] [INFO ] [sig ] [24/33] Report for 2025-11-13 already exists, skipping... [2025-11-26T21:11:14.649304] [INFO ] [sig ] [25/33] Processing report for 2025-11-17... [2025-11-26T21:11:14.649349] [INFO ] [sig ] [25/33] Report for 2025-11-17 already exists, skipping... [2025-11-26T21:11:14.649393] [INFO ] [sig ] [26/33] Processing report for 2025-11-18... [2025-11-26T21:11:14.649441] [INFO ] [sig ] [26/33] Report for 2025-11-18 already exists, skipping... [2025-11-26T21:11:14.649478] [INFO ] [sig ] [27/33] Processing report for 2025-11-19... [2025-11-26T21:11:14.649524] [INFO ] [sig ] [27/33] Report for 2025-11-19 already exists, skipping... [2025-11-26T21:11:14.649561] [INFO ] [sig ] [28/33] Processing report for 2025-11-20... [2025-11-26T21:11:14.649608] [INFO ] [sig ] [28/33] Report for 2025-11-20 already exists, skipping... [2025-11-26T21:11:14.649666] [INFO ] [sig ] [29/33] Processing report for 2025-11-21... [2025-11-26T21:11:14.649716] [INFO ] [sig ] [29/33] Report for 2025-11-21 already exists, skipping... [2025-11-26T21:11:14.649754] [INFO ] [sig ] [30/33] Processing report for 2025-11-24... [2025-11-26T21:11:14.649800] [INFO ] [sig ] [30/33] Report for 2025-11-24 already exists, skipping... [2025-11-26T21:11:14.649837] [INFO ] [sig ] [31/33] Processing report for 2025-11-25... [2025-11-26T21:11:14.649882] [INFO ] [sig ] [31/33] Report for 2025-11-25 already exists, skipping... [2025-11-26T21:11:14.649921] [INFO ] [sig ] [32/33] Processing report for 2025-11-26... [2025-11-26T21:11:14.649968] [INFO ] [sig ] [32/33] Report for 2025-11-26 already exists, skipping... [2025-11-26T21:11:14.650006] [INFO ] [sig ] [33/33] Processing report for 2025-11-28... [2025-11-26T21:11:14.716552] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.716978] [DEBUG] [LOCAL ] Loaded configuration for NVAX: 1 features, 60.0% accuracy [2025-11-26T21:11:14.717311] [DEBUG] [LOCAL ] Loaded configuration for NTRS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.717676] [DEBUG] [LOCAL ] Loaded configuration for RMD: 3 features, 60.0% accuracy [2025-11-26T21:11:14.717971] [DEBUG] [LOCAL ] Loaded configuration for LTRN: 2 features, 80.0% accuracy [2025-11-26T21:11:14.718269] [DEBUG] [LOCAL ] Loaded configuration for PFL: 1 features, 100.0% accuracy [2025-11-26T21:11:14.718628] [DEBUG] [LOCAL ] Loaded configuration for OBIL: 2 features, 80.0% accuracy [2025-11-26T21:11:14.718970] [DEBUG] [LOCAL ] Loaded configuration for PWP: 4 features, 90.0% accuracy [2025-11-26T21:11:14.719298] [DEBUG] [LOCAL ] Loaded configuration for TILE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.719619] [DEBUG] [LOCAL ] Loaded configuration for FHI: 1 features, 80.0% accuracy [2025-11-26T21:11:14.719921] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 60.0% accuracy [2025-11-26T21:11:14.720258] [DEBUG] [LOCAL ] Loaded configuration for WK: 3 features, 60.0% accuracy [2025-11-26T21:11:14.720582] [DEBUG] [LOCAL ] Loaded configuration for FIX: 4 features, 80.0% accuracy [2025-11-26T21:11:14.720990] [DEBUG] [LOCAL ] Loaded configuration for COEP: 3 features, 70.0% accuracy [2025-11-26T21:11:14.721312] [DEBUG] [LOCAL ] Loaded configuration for SLXN: 4 features, 80.0% accuracy [2025-11-26T21:11:14.721608] [DEBUG] [LOCAL ] Loaded configuration for RGLD: 3 features, 70.0% accuracy [2025-11-26T21:11:14.721990] [DEBUG] [LOCAL ] Loaded configuration for WSC: 2 features, 60.0% accuracy [2025-11-26T21:11:14.722344] [DEBUG] [LOCAL ] Loaded configuration for FNF: 3 features, 60.0% accuracy [2025-11-26T21:11:14.722700] [DEBUG] [LOCAL ] Loaded configuration for BXC: 0 features, 60.0% accuracy [2025-11-26T21:11:14.722997] [DEBUG] [LOCAL ] Loaded configuration for SEDG: 2 features, 100.0% accuracy [2025-11-26T21:11:14.723282] [DEBUG] [LOCAL ] Loaded configuration for NGNE: 2 features, 70.0% accuracy [2025-11-26T21:11:14.723607] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 1 features, 80.0% accuracy [2025-11-26T21:11:14.723916] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.724255] [DEBUG] [LOCAL ] Loaded configuration for CCBG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.724571] [DEBUG] [LOCAL ] Loaded configuration for TRS: 0 features, 60.0% accuracy [2025-11-26T21:11:14.724887] [DEBUG] [LOCAL ] Loaded configuration for GOSS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.725188] [DEBUG] [LOCAL ] Loaded configuration for TCBI: 3 features, 60.0% accuracy [2025-11-26T21:11:14.725511] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-11-26T21:11:14.725788] [DEBUG] [LOCAL ] Loaded configuration for IBEX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.726095] [DEBUG] [LOCAL ] Loaded configuration for HUBG: 1 features, 60.0% accuracy [2025-11-26T21:11:14.726383] [DEBUG] [LOCAL ] Loaded configuration for ADTX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.726675] [DEBUG] [LOCAL ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy [2025-11-26T21:11:14.727008] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 70.0% accuracy [2025-11-26T21:11:14.727297] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 2 features, 80.0% accuracy [2025-11-26T21:11:14.727577] [DEBUG] [LOCAL ] Loaded configuration for SKYY: 3 features, 60.0% accuracy [2025-11-26T21:11:14.727906] [DEBUG] [LOCAL ] Loaded configuration for TNGX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.728186] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-11-26T21:11:14.728516] [DEBUG] [LOCAL ] Loaded configuration for INTZ: 3 features, 90.0% accuracy [2025-11-26T21:11:14.728815] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 90.0% accuracy [2025-11-26T21:11:14.729112] [DEBUG] [LOCAL ] Loaded configuration for J: 1 features, 60.0% accuracy [2025-11-26T21:11:14.729390] [DEBUG] [LOCAL ] Loaded configuration for GFS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.729705] [DEBUG] [LOCAL ] Loaded configuration for FJP: 4 features, 60.0% accuracy [2025-11-26T21:11:14.730006] [DEBUG] [LOCAL ] Loaded configuration for CMCO: 0 features, 80.0% accuracy [2025-11-26T21:11:14.730327] [DEBUG] [LOCAL ] Loaded configuration for MGIC: 1 features, 60.0% accuracy [2025-11-26T21:11:14.730600] [DEBUG] [LOCAL ] Loaded configuration for FFIN: 1 features, 70.0% accuracy [2025-11-26T21:11:14.730909] [DEBUG] [LOCAL ] Loaded configuration for CTLP: 2 features, 80.0% accuracy [2025-11-26T21:11:14.731208] [DEBUG] [LOCAL ] Loaded configuration for MTCH: 2 features, 70.0% accuracy [2025-11-26T21:11:14.731502] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-11-26T21:11:14.731792] [DEBUG] [LOCAL ] Loaded configuration for BILI: 3 features, 70.0% accuracy [2025-11-26T21:11:14.732077] [DEBUG] [LOCAL ] Loaded configuration for MBX: 2 features, 90.0% accuracy [2025-11-26T21:11:14.732404] [DEBUG] [LOCAL ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy [2025-11-26T21:11:14.732699] [DEBUG] [LOCAL ] Loaded configuration for NWSA: 4 features, 90.0% accuracy [2025-11-26T21:11:14.732999] [DEBUG] [LOCAL ] Loaded configuration for PEP: 2 features, 60.0% accuracy [2025-11-26T21:11:14.733327] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.733619] [DEBUG] [LOCAL ] Loaded configuration for SCHL: 2 features, 70.0% accuracy [2025-11-26T21:11:14.733927] [DEBUG] [LOCAL ] Loaded configuration for KROS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.734212] [DEBUG] [LOCAL ] Loaded configuration for UPC: 3 features, 70.0% accuracy [2025-11-26T21:11:14.734536] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 70.0% accuracy [2025-11-26T21:11:14.734866] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.735198] [DEBUG] [LOCAL ] Loaded configuration for XBIL: 1 features, 60.0% accuracy [2025-11-26T21:11:14.735480] [DEBUG] [LOCAL ] Loaded configuration for ASND: 0 features, 90.0% accuracy [2025-11-26T21:11:14.735807] [DEBUG] [LOCAL ] Loaded configuration for FTGC: 2 features, 60.0% accuracy [2025-11-26T21:11:14.736097] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-11-26T21:11:14.736386] [DEBUG] [LOCAL ] Loaded configuration for ALGM: 4 features, 90.0% accuracy [2025-11-26T21:11:14.736677] [DEBUG] [LOCAL ] Loaded configuration for RY: 2 features, 70.0% accuracy [2025-11-26T21:11:14.736999] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 1 features, 90.0% accuracy [2025-11-26T21:11:14.737291] [DEBUG] [LOCAL ] Loaded configuration for TSHA: 3 features, 70.0% accuracy [2025-11-26T21:11:14.737589] [DEBUG] [LOCAL ] Loaded configuration for LPL: 2 features, 70.0% accuracy [2025-11-26T21:11:14.737901] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 70.0% accuracy [2025-11-26T21:11:14.738231] [DEBUG] [LOCAL ] Loaded configuration for BYRN: 2 features, 70.0% accuracy [2025-11-26T21:11:14.738505] [DEBUG] [LOCAL ] Loaded configuration for ACP: 1 features, 60.0% accuracy [2025-11-26T21:11:14.738800] [DEBUG] [LOCAL ] Loaded configuration for ERII: 2 features, 60.0% accuracy [2025-11-26T21:11:14.739108] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 90.0% accuracy [2025-11-26T21:11:14.739437] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 70.0% accuracy [2025-11-26T21:11:14.739762] [DEBUG] [LOCAL ] Loaded configuration for PVH: 5 features, 90.0% accuracy [2025-11-26T21:11:14.740040] [DEBUG] [LOCAL ] Loaded configuration for FARM: 3 features, 60.0% accuracy [2025-11-26T21:11:14.740362] [DEBUG] [LOCAL ] Loaded configuration for VRRM: 4 features, 80.0% accuracy [2025-11-26T21:11:14.740680] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 60.0% accuracy [2025-11-26T21:11:14.740979] [DEBUG] [LOCAL ] Loaded configuration for SKWD: 3 features, 60.0% accuracy [2025-11-26T21:11:14.741078] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, 90.0% accuracy [2025-11-26T21:11:14.741366] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 60.0% accuracy [2025-11-26T21:11:14.741676] [DEBUG] [LOCAL ] Loaded configuration for AAOI: 3 features, 80.0% accuracy [2025-11-26T21:11:14.742027] [DEBUG] [LOCAL ] Loaded configuration for KURA: 2 features, 90.0% accuracy [2025-11-26T21:11:14.742338] [DEBUG] [LOCAL ] Loaded configuration for SVCO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.742674] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 1 features, 60.0% accuracy [2025-11-26T21:11:14.742959] [DEBUG] [LOCAL ] Loaded configuration for NRK: 1 features, 70.0% accuracy [2025-11-26T21:11:14.743259] [DEBUG] [LOCAL ] Loaded configuration for EPSN: 1 features, 80.0% accuracy [2025-11-26T21:11:14.743542] [DEBUG] [LOCAL ] Loaded configuration for IDN: 0 features, 70.0% accuracy [2025-11-26T21:11:14.743848] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.744135] [DEBUG] [LOCAL ] Loaded configuration for BGY: 2 features, 90.0% accuracy [2025-11-26T21:11:14.744449] [DEBUG] [LOCAL ] Loaded configuration for CCEC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.744722] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-11-26T21:11:14.745002] [DEBUG] [LOCAL ] Loaded configuration for SKYX: 3 features, 80.0% accuracy [2025-11-26T21:11:14.745324] [DEBUG] [LOCAL ] Loaded configuration for CCRN: 2 features, 60.0% accuracy [2025-11-26T21:11:14.745595] [DEBUG] [LOCAL ] Loaded configuration for IGA: 3 features, 60.0% accuracy [2025-11-26T21:11:14.745890] [DEBUG] [LOCAL ] Loaded configuration for ARE: 4 features, 70.0% accuracy [2025-11-26T21:11:14.746172] [DEBUG] [LOCAL ] Loaded configuration for BRX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.746494] [DEBUG] [LOCAL ] Loaded configuration for RXO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.746764] [DEBUG] [LOCAL ] Loaded configuration for LZ: 2 features, 80.0% accuracy [2025-11-26T21:11:14.747058] [DEBUG] [LOCAL ] Loaded configuration for ELTX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.747374] [DEBUG] [LOCAL ] Loaded configuration for ADP: 3 features, 90.0% accuracy [2025-11-26T21:11:14.747686] [DEBUG] [LOCAL ] Loaded configuration for APRE: 4 features, 90.0% accuracy [2025-11-26T21:11:14.747964] [DEBUG] [LOCAL ] Loaded configuration for FOLD: 2 features, 90.0% accuracy [2025-11-26T21:11:14.748269] [DEBUG] [LOCAL ] Loaded configuration for AZO: 2 features, 90.0% accuracy [2025-11-26T21:11:14.748562] [DEBUG] [LOCAL ] Loaded configuration for CTMX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.748871] [DEBUG] [LOCAL ] Loaded configuration for PDP: 1 features, 90.0% accuracy [2025-11-26T21:11:14.749181] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.749527] [DEBUG] [LOCAL ] Loaded configuration for PAC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.749929] [DEBUG] [LOCAL ] Loaded configuration for AIMD: 1 features, 50.0% accuracy [2025-11-26T21:11:14.750298] [DEBUG] [LOCAL ] Loaded configuration for NLY: 1 features, 70.0% accuracy [2025-11-26T21:11:14.750662] [DEBUG] [LOCAL ] Loaded configuration for LINE: 5 features, 90.0% accuracy [2025-11-26T21:11:14.751007] [DEBUG] [LOCAL ] Loaded configuration for KDP: 1 features, 90.0% accuracy [2025-11-26T21:11:14.751330] [DEBUG] [LOCAL ] Loaded configuration for OGI: 2 features, 90.0% accuracy [2025-11-26T21:11:14.751617] [DEBUG] [LOCAL ] Loaded configuration for GLAD: 1 features, 80.0% accuracy [2025-11-26T21:11:14.751929] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 80.0% accuracy [2025-11-26T21:11:14.752206] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.752528] [DEBUG] [LOCAL ] Loaded configuration for CCSI: 3 features, 80.0% accuracy [2025-11-26T21:11:14.752814] [DEBUG] [LOCAL ] Loaded configuration for TDSC: 2 features, 90.0% accuracy [2025-11-26T21:11:14.753109] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 0 features, 80.0% accuracy [2025-11-26T21:11:14.753395] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.753693] [DEBUG] [LOCAL ] Loaded configuration for APOG: 3 features, 70.0% accuracy [2025-11-26T21:11:14.753990] [DEBUG] [LOCAL ] Loaded configuration for FIP: 4 features, 80.0% accuracy [2025-11-26T21:11:14.754329] [DEBUG] [LOCAL ] Loaded configuration for CATO: 2 features, 70.0% accuracy [2025-11-26T21:11:14.754628] [DEBUG] [LOCAL ] Loaded configuration for DGRE: 6 features, 100.0% accuracy [2025-11-26T21:11:14.754956] [DEBUG] [LOCAL ] Loaded configuration for GNMA: 1 features, 80.0% accuracy [2025-11-26T21:11:14.755250] [DEBUG] [LOCAL ] Loaded configuration for PBM: 2 features, 90.0% accuracy [2025-11-26T21:11:14.755566] [DEBUG] [LOCAL ] Loaded configuration for CWH: 1 features, 80.0% accuracy [2025-11-26T21:11:14.755675] [DEBUG] [LOCAL ] Loaded configuration for SOUN: 3 features, 80.0% accuracy [2025-11-26T21:11:14.755986] [DEBUG] [LOCAL ] Loaded configuration for PCN: 3 features, 100.0% accuracy [2025-11-26T21:11:14.756310] [DEBUG] [LOCAL ] Loaded configuration for AGZD: 1 features, 80.0% accuracy [2025-11-26T21:11:14.756598] [DEBUG] [LOCAL ] Loaded configuration for SSP: 1 features, 70.0% accuracy [2025-11-26T21:11:14.756912] [DEBUG] [LOCAL ] Loaded configuration for FCFS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.757246] [DEBUG] [LOCAL ] Loaded configuration for OTLY: 3 features, 70.0% accuracy [2025-11-26T21:11:14.757587] [DEBUG] [LOCAL ] Loaded configuration for DWAS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.757903] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 5 features, 80.0% accuracy [2025-11-26T21:11:14.758207] [DEBUG] [LOCAL ] Loaded configuration for NVEC: 1 features, 40.0% accuracy [2025-11-26T21:11:14.758492] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.758825] [DEBUG] [LOCAL ] Loaded configuration for SIBN: 1 features, 60.0% accuracy [2025-11-26T21:11:14.759136] [DEBUG] [LOCAL ] Loaded configuration for GPIX: 4 features, 90.0% accuracy [2025-11-26T21:11:14.759468] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-11-26T21:11:14.759799] [DEBUG] [LOCAL ] Loaded configuration for KNF: 3 features, 80.0% accuracy [2025-11-26T21:11:14.760113] [DEBUG] [LOCAL ] Loaded configuration for WING: 3 features, 80.0% accuracy [2025-11-26T21:11:14.760418] [DEBUG] [LOCAL ] Loaded configuration for YMM: 0 features, 60.0% accuracy [2025-11-26T21:11:14.760710] [DEBUG] [LOCAL ] Loaded configuration for FRPH: 2 features, 90.0% accuracy [2025-11-26T21:11:14.761056] [DEBUG] [LOCAL ] Loaded configuration for RLX: 3 features, 80.0% accuracy [2025-11-26T21:11:14.761350] [DEBUG] [LOCAL ] Loaded configuration for JMSB: 4 features, 80.0% accuracy [2025-11-26T21:11:14.761678] [DEBUG] [LOCAL ] Loaded configuration for FRME: 1 features, 70.0% accuracy [2025-11-26T21:11:14.762026] [DEBUG] [LOCAL ] Loaded configuration for OBK: 1 features, 90.0% accuracy [2025-11-26T21:11:14.762366] [DEBUG] [LOCAL ] Loaded configuration for LASE: 1 features, 90.0% accuracy [2025-11-26T21:11:14.762676] [DEBUG] [LOCAL ] Loaded configuration for OABI: 3 features, 100.0% accuracy [2025-11-26T21:11:14.763007] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 3 features, 90.0% accuracy [2025-11-26T21:11:14.763304] [DEBUG] [LOCAL ] Loaded configuration for PHK: 4 features, 90.0% accuracy [2025-11-26T21:11:14.763618] [DEBUG] [LOCAL ] Loaded configuration for BHC: 4 features, 90.0% accuracy [2025-11-26T21:11:14.763932] [DEBUG] [LOCAL ] Loaded configuration for SLDP: 4 features, 80.0% accuracy [2025-11-26T21:11:14.764271] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 90.0% accuracy [2025-11-26T21:11:14.764573] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-11-26T21:11:14.764929] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 50.0% accuracy [2025-11-26T21:11:14.765260] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-11-26T21:11:14.765582] [DEBUG] [LOCAL ] Loaded configuration for ESGD: 2 features, 70.0% accuracy [2025-11-26T21:11:14.765923] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-11-26T21:11:14.766228] [DEBUG] [LOCAL ] Loaded configuration for LQDA: 2 features, 90.0% accuracy [2025-11-26T21:11:14.766554] [DEBUG] [LOCAL ] Loaded configuration for ACNB: 1 features, 80.0% accuracy [2025-11-26T21:11:14.766877] [DEBUG] [LOCAL ] Loaded configuration for RERE: 3 features, 70.0% accuracy [2025-11-26T21:11:14.767164] [DEBUG] [LOCAL ] Loaded configuration for BITF: 4 features, 80.0% accuracy [2025-11-26T21:11:14.767460] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.767769] [DEBUG] [LOCAL ] Loaded configuration for CLRB: 2 features, 50.0% accuracy [2025-11-26T21:11:14.768063] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 60.0% accuracy [2025-11-26T21:11:14.768403] [DEBUG] [LOCAL ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy [2025-11-26T21:11:14.768748] [DEBUG] [LOCAL ] Loaded configuration for ISSC: 4 features, 90.0% accuracy [2025-11-26T21:11:14.769120] [DEBUG] [LOCAL ] Loaded configuration for PRGS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.769468] [DEBUG] [LOCAL ] Loaded configuration for ANGI: 2 features, 70.0% accuracy [2025-11-26T21:11:14.769789] [DEBUG] [LOCAL ] Loaded configuration for AXTI: 4 features, 80.0% accuracy [2025-11-26T21:11:14.770098] [DEBUG] [LOCAL ] Loaded configuration for MYGN: 2 features, 70.0% accuracy [2025-11-26T21:11:14.770405] [DEBUG] [LOCAL ] Loaded configuration for NEO: 5 features, 80.0% accuracy [2025-11-26T21:11:14.770766] [DEBUG] [LOCAL ] Loaded configuration for FUND: 2 features, 90.0% accuracy [2025-11-26T21:11:14.771070] [DEBUG] [LOCAL ] Loaded configuration for GPRE: 1 features, 100.0% accuracy [2025-11-26T21:11:14.771435] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.771727] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 0 features, 70.0% accuracy [2025-11-26T21:11:14.772069] [DEBUG] [LOCAL ] Loaded configuration for ZD: 3 features, 80.0% accuracy [2025-11-26T21:11:14.772426] [DEBUG] [LOCAL ] Loaded configuration for EIC: 3 features, 70.0% accuracy [2025-11-26T21:11:14.772762] [DEBUG] [LOCAL ] Loaded configuration for CB: 3 features, 70.0% accuracy [2025-11-26T21:11:14.773036] [DEBUG] [LOCAL ] Loaded configuration for SMPL: 3 features, 80.0% accuracy [2025-11-26T21:11:14.773362] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-11-26T21:11:14.773678] [DEBUG] [LOCAL ] Loaded configuration for CTRM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.774017] [DEBUG] [LOCAL ] Loaded configuration for AXL: 3 features, 70.0% accuracy [2025-11-26T21:11:14.774311] [DEBUG] [LOCAL ] Loaded configuration for UBS: 2 features, 60.0% accuracy [2025-11-26T21:11:14.774609] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 60.0% accuracy [2025-11-26T21:11:14.774933] [DEBUG] [LOCAL ] Loaded configuration for DRVN: 1 features, 70.0% accuracy [2025-11-26T21:11:14.775219] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-11-26T21:11:14.775506] [DEBUG] [LOCAL ] Loaded configuration for FFBC: 0 features, 60.0% accuracy [2025-11-26T21:11:14.775829] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 90.0% accuracy [2025-11-26T21:11:14.776158] [DEBUG] [LOCAL ] Loaded configuration for MFIN: 4 features, 80.0% accuracy [2025-11-26T21:11:14.776492] [DEBUG] [LOCAL ] Loaded configuration for CCK: 4 features, 100.0% accuracy [2025-11-26T21:11:14.776787] [DEBUG] [LOCAL ] Loaded configuration for LIN: 2 features, 70.0% accuracy [2025-11-26T21:11:14.777090] [DEBUG] [LOCAL ] Loaded configuration for PFF: 2 features, 90.0% accuracy [2025-11-26T21:11:14.777370] [DEBUG] [LOCAL ] Loaded configuration for OFIX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.777681] [DEBUG] [LOCAL ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy [2025-11-26T21:11:14.777980] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 1 features, 80.0% accuracy [2025-11-26T21:11:14.778303] [DEBUG] [LOCAL ] Loaded configuration for ALTS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.778596] [DEBUG] [LOCAL ] Loaded configuration for ALAB: 2 features, 70.0% accuracy [2025-11-26T21:11:14.778919] [DEBUG] [LOCAL ] Loaded configuration for IDCC: 2 features, 80.0% accuracy [2025-11-26T21:11:14.779249] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 1 features, 90.0% accuracy [2025-11-26T21:11:14.779571] [DEBUG] [LOCAL ] Loaded configuration for ACON: 1 features, 80.0% accuracy [2025-11-26T21:11:14.779891] [DEBUG] [LOCAL ] Loaded configuration for LMBS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.780187] [DEBUG] [LOCAL ] Loaded configuration for GDHG: 4 features, 70.0% accuracy [2025-11-26T21:11:14.780514] [DEBUG] [LOCAL ] Loaded configuration for COFS: 3 features, 70.0% accuracy [2025-11-26T21:11:14.780837] [DEBUG] [LOCAL ] Loaded configuration for NXE: 3 features, 90.0% accuracy [2025-11-26T21:11:14.781132] [DEBUG] [LOCAL ] Loaded configuration for NTNX: 4 features, 70.0% accuracy [2025-11-26T21:11:14.781461] [DEBUG] [LOCAL ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy [2025-11-26T21:11:14.781758] [DEBUG] [LOCAL ] Loaded configuration for AFRM: 1 features, 80.0% accuracy [2025-11-26T21:11:14.782038] [DEBUG] [LOCAL ] Loaded configuration for REGN: 1 features, 60.0% accuracy [2025-11-26T21:11:14.782367] [DEBUG] [LOCAL ] Loaded configuration for CACC: 1 features, 60.0% accuracy [2025-11-26T21:11:14.782678] [DEBUG] [LOCAL ] Loaded configuration for TMCI: 2 features, 90.0% accuracy [2025-11-26T21:11:14.782973] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.783276] [DEBUG] [LOCAL ] Loaded configuration for CION: 1 features, 80.0% accuracy [2025-11-26T21:11:14.783605] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-11-26T21:11:14.783916] [DEBUG] [LOCAL ] Loaded configuration for TNK: 2 features, 60.0% accuracy [2025-11-26T21:11:14.784188] [DEBUG] [LOCAL ] Loaded configuration for PRCH: 2 features, 70.0% accuracy [2025-11-26T21:11:14.784463] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-11-26T21:11:14.784752] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.785087] [DEBUG] [LOCAL ] Loaded configuration for DVAX: 5 features, 90.0% accuracy [2025-11-26T21:11:14.785358] [DEBUG] [LOCAL ] Loaded configuration for CECO: 2 features, 90.0% accuracy [2025-11-26T21:11:14.785669] [DEBUG] [LOCAL ] Loaded configuration for LYG: 1 features, 70.0% accuracy [2025-11-26T21:11:14.785945] [DEBUG] [LOCAL ] Loaded configuration for CADL: 1 features, 90.0% accuracy [2025-11-26T21:11:14.786265] [DEBUG] [LOCAL ] Loaded configuration for DG: 1 features, 70.0% accuracy [2025-11-26T21:11:14.786540] [DEBUG] [LOCAL ] Loaded configuration for OSIS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.786854] [DEBUG] [LOCAL ] Loaded configuration for DKNG: 2 features, 90.0% accuracy [2025-11-26T21:11:14.787148] [DEBUG] [LOCAL ] Loaded configuration for NWE: 2 features, 70.0% accuracy [2025-11-26T21:11:14.787421] [DEBUG] [LOCAL ] Loaded configuration for CODA: 0 features, 90.0% accuracy [2025-11-26T21:11:14.787732] [DEBUG] [LOCAL ] Loaded configuration for TTEC: 2 features, 90.0% accuracy [2025-11-26T21:11:14.788061] [DEBUG] [LOCAL ] Loaded configuration for KOS: 3 features, 70.0% accuracy [2025-11-26T21:11:14.788354] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 90.0% accuracy [2025-11-26T21:11:14.788632] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 2 features, 90.0% accuracy [2025-11-26T21:11:14.788937] [DEBUG] [LOCAL ] Loaded configuration for ORGO: 1 features, 80.0% accuracy [2025-11-26T21:11:14.789025] [DEBUG] [LOCAL ] Loaded configuration for LGIH: 1 features, 90.0% accuracy [2025-11-26T21:11:14.789102] [DEBUG] [LOCAL ] Loaded configuration for LZB: 2 features, 80.0% accuracy [2025-11-26T21:11:14.789413] [DEBUG] [LOCAL ] Loaded configuration for MPB: 3 features, 70.0% accuracy [2025-11-26T21:11:14.789698] [DEBUG] [LOCAL ] Loaded configuration for RICK: 3 features, 80.0% accuracy [2025-11-26T21:11:14.790025] [DEBUG] [LOCAL ] Loaded configuration for IDE: 1 features, 80.0% accuracy [2025-11-26T21:11:14.790320] [DEBUG] [LOCAL ] Loaded configuration for CTNM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.790614] [DEBUG] [LOCAL ] Loaded configuration for GOOG: 1 features, 60.0% accuracy [2025-11-26T21:11:14.790756] [DEBUG] [LOCAL ] Loaded configuration for JBL: 0 features, 70.0% accuracy [2025-11-26T21:11:14.791047] [DEBUG] [LOCAL ] Loaded configuration for IRDM: 4 features, 80.0% accuracy [2025-11-26T21:11:14.791373] [DEBUG] [LOCAL ] Loaded configuration for AIP: 3 features, 80.0% accuracy [2025-11-26T21:11:14.791680] [DEBUG] [LOCAL ] Loaded configuration for EDAP: 1 features, 70.0% accuracy [2025-11-26T21:11:14.792007] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-11-26T21:11:14.792295] [DEBUG] [LOCAL ] Loaded configuration for CTO: 3 features, 70.0% accuracy [2025-11-26T21:11:14.792586] [DEBUG] [LOCAL ] Loaded configuration for CPSS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.792908] [DEBUG] [LOCAL ] Loaded configuration for HIFS: 1 features, 90.0% accuracy [2025-11-26T21:11:14.793231] [DEBUG] [LOCAL ] Loaded configuration for ASPS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.793557] [DEBUG] [LOCAL ] Loaded configuration for ALXO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.793920] [DEBUG] [LOCAL ] Loaded configuration for ECC: 1 features, 50.0% accuracy [2025-11-26T21:11:14.794250] [DEBUG] [LOCAL ] Loaded configuration for HUMA: 4 features, 60.0% accuracy [2025-11-26T21:11:14.794539] [DEBUG] [LOCAL ] Loaded configuration for BG: 4 features, 70.0% accuracy [2025-11-26T21:11:14.794853] [DEBUG] [LOCAL ] Loaded configuration for CMPX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.795131] [DEBUG] [LOCAL ] Loaded configuration for ORMP: 2 features, 80.0% accuracy [2025-11-26T21:11:14.795410] [DEBUG] [LOCAL ] Loaded configuration for ORKA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.795742] [DEBUG] [LOCAL ] Loaded configuration for THFF: 1 features, 70.0% accuracy [2025-11-26T21:11:14.796082] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-11-26T21:11:14.796359] [DEBUG] [LOCAL ] Loaded configuration for TBLD: 0 features, 80.0% accuracy [2025-11-26T21:11:14.796677] [DEBUG] [LOCAL ] Loaded configuration for ACAD: 1 features, 70.0% accuracy [2025-11-26T21:11:14.796987] [DEBUG] [LOCAL ] Loaded configuration for INMB: 2 features, 70.0% accuracy [2025-11-26T21:11:14.797084] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 3 features, 100.0% accuracy [2025-11-26T21:11:14.797472] [DEBUG] [LOCAL ] Loaded configuration for CNC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.797828] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.798109] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 3 features, 60.0% accuracy [2025-11-26T21:11:14.798422] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 4 features, 70.0% accuracy [2025-11-26T21:11:14.798724] [DEBUG] [LOCAL ] Loaded configuration for SPAI: 2 features, 70.0% accuracy [2025-11-26T21:11:14.799004] [DEBUG] [LOCAL ] Loaded configuration for KLIC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.799299] [DEBUG] [LOCAL ] Loaded configuration for MBB: 2 features, 80.0% accuracy [2025-11-26T21:11:14.799622] [DEBUG] [LOCAL ] Loaded configuration for RYI: 4 features, 70.0% accuracy [2025-11-26T21:11:14.799974] [DEBUG] [LOCAL ] Loaded configuration for HPE: 0 features, 90.0% accuracy [2025-11-26T21:11:14.800264] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.800541] [DEBUG] [LOCAL ] Loaded configuration for LYEL: 4 features, 70.0% accuracy [2025-11-26T21:11:14.800844] [DEBUG] [LOCAL ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy [2025-11-26T21:11:14.801121] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 60.0% accuracy [2025-11-26T21:11:14.801422] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 70.0% accuracy [2025-11-26T21:11:14.801810] [DEBUG] [LOCAL ] Loaded configuration for TELO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.802121] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-11-26T21:11:14.802461] [DEBUG] [LOCAL ] Loaded configuration for FTLF: 2 features, 80.0% accuracy [2025-11-26T21:11:14.802799] [DEBUG] [LOCAL ] Loaded configuration for OXLC: 4 features, 60.0% accuracy [2025-11-26T21:11:14.803135] [DEBUG] [LOCAL ] Loaded configuration for HSII: 1 features, 90.0% accuracy [2025-11-26T21:11:14.803438] [DEBUG] [LOCAL ] Loaded configuration for AFL: 3 features, 70.0% accuracy [2025-11-26T21:11:14.803729] [DEBUG] [LOCAL ] Loaded configuration for FEMS: 1 features, 50.0% accuracy [2025-11-26T21:11:14.804019] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-11-26T21:11:14.804356] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 2 features, 80.0% accuracy [2025-11-26T21:11:14.804685] [DEBUG] [LOCAL ] Loaded configuration for BJ: 4 features, 90.0% accuracy [2025-11-26T21:11:14.804988] [DEBUG] [LOCAL ] Loaded configuration for ODP: 2 features, 60.0% accuracy [2025-11-26T21:11:14.805312] [DEBUG] [LOCAL ] Loaded configuration for BLBD: 4 features, 70.0% accuracy [2025-11-26T21:11:14.805588] [DEBUG] [LOCAL ] Loaded configuration for PMAX: 2 features, 100.0% accuracy [2025-11-26T21:11:14.805906] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 5 features, 90.0% accuracy [2025-11-26T21:11:14.806185] [DEBUG] [LOCAL ] Loaded configuration for CNK: 4 features, 100.0% accuracy [2025-11-26T21:11:14.806476] [DEBUG] [LOCAL ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy [2025-11-26T21:11:14.806768] [DEBUG] [LOCAL ] Loaded configuration for STEM: 3 features, 100.0% accuracy [2025-11-26T21:11:14.807046] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 4 features, 70.0% accuracy [2025-11-26T21:11:14.807321] [DEBUG] [LOCAL ] Loaded configuration for ACHC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.807670] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-11-26T21:11:14.808032] [DEBUG] [LOCAL ] Loaded configuration for PAA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.808311] [DEBUG] [LOCAL ] Loaded configuration for CTBI: 4 features, 60.0% accuracy [2025-11-26T21:11:14.808635] [DEBUG] [LOCAL ] Loaded configuration for RRGB: 2 features, 100.0% accuracy [2025-11-26T21:11:14.808947] [DEBUG] [LOCAL ] Loaded configuration for VOC: 2 features, 90.0% accuracy [2025-11-26T21:11:14.809220] [DEBUG] [LOCAL ] Loaded configuration for HWH: 3 features, 90.0% accuracy [2025-11-26T21:11:14.809511] [DEBUG] [LOCAL ] Loaded configuration for IMMP: 3 features, 50.0% accuracy [2025-11-26T21:11:14.809804] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-11-26T21:11:14.810096] [DEBUG] [LOCAL ] Loaded configuration for SGBX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.810388] [DEBUG] [LOCAL ] Loaded configuration for KBWY: 1 features, 90.0% accuracy [2025-11-26T21:11:14.810680] [DEBUG] [LOCAL ] Loaded configuration for JKHY: 2 features, 100.0% accuracy [2025-11-26T21:11:14.810969] [DEBUG] [LOCAL ] Loaded configuration for AXON: 2 features, 90.0% accuracy [2025-11-26T21:11:14.811258] [DEBUG] [LOCAL ] Loaded configuration for MOB: 2 features, 70.0% accuracy [2025-11-26T21:11:14.811584] [DEBUG] [LOCAL ] Loaded configuration for RDVY: 2 features, 70.0% accuracy [2025-11-26T21:11:14.811895] [DEBUG] [LOCAL ] Loaded configuration for PAYS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.812165] [DEBUG] [LOCAL ] Loaded configuration for RIME: 6 features, 80.0% accuracy [2025-11-26T21:11:14.812456] [DEBUG] [LOCAL ] Loaded configuration for NTRA: 1 features, 80.0% accuracy [2025-11-26T21:11:14.812735] [DEBUG] [LOCAL ] Loaded configuration for OLMA: 2 features, 80.0% accuracy [2025-11-26T21:11:14.813040] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 70.0% accuracy [2025-11-26T21:11:14.813336] [DEBUG] [LOCAL ] Loaded configuration for BUG: 4 features, 60.0% accuracy [2025-11-26T21:11:14.813658] [DEBUG] [LOCAL ] Loaded configuration for UAA: 4 features, 80.0% accuracy [2025-11-26T21:11:14.813959] [DEBUG] [LOCAL ] Loaded configuration for DCO: 2 features, 60.0% accuracy [2025-11-26T21:11:14.814251] [DEBUG] [LOCAL ] Loaded configuration for BGS: 4 features, 80.0% accuracy [2025-11-26T21:11:14.814545] [DEBUG] [LOCAL ] Loaded configuration for SNY: 1 features, 80.0% accuracy [2025-11-26T21:11:14.814839] [DEBUG] [LOCAL ] Loaded configuration for GWRS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.815123] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 3 features, 70.0% accuracy [2025-11-26T21:11:14.815444] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-11-26T21:11:14.815769] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 4 features, 80.0% accuracy [2025-11-26T21:11:14.816060] [DEBUG] [LOCAL ] Loaded configuration for BE: 1 features, 80.0% accuracy [2025-11-26T21:11:14.816329] [DEBUG] [LOCAL ] Loaded configuration for ULY: 3 features, 80.0% accuracy [2025-11-26T21:11:14.816834] [DEBUG] [LOCAL ] Loaded configuration for PATH: 0 features, 60.0% accuracy [2025-11-26T21:11:14.817121] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-11-26T21:11:14.817458] [DEBUG] [LOCAL ] Loaded configuration for PFM: 1 features, 70.0% accuracy [2025-11-26T21:11:14.817766] [DEBUG] [LOCAL ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy [2025-11-26T21:11:14.818060] [DEBUG] [LOCAL ] Loaded configuration for CTRN: 3 features, 80.0% accuracy [2025-11-26T21:11:14.818352] [DEBUG] [LOCAL ] Loaded configuration for ACWX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.818670] [DEBUG] [LOCAL ] Loaded configuration for VERX: 3 features, 70.0% accuracy [2025-11-26T21:11:14.818969] [DEBUG] [LOCAL ] Loaded configuration for NB: 2 features, 70.0% accuracy [2025-11-26T21:11:14.819293] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-11-26T21:11:14.819564] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 80.0% accuracy [2025-11-26T21:11:14.819878] [DEBUG] [LOCAL ] Loaded configuration for KN: 1 features, 80.0% accuracy [2025-11-26T21:11:14.820147] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.820472] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 4 features, 80.0% accuracy [2025-11-26T21:11:14.820814] [DEBUG] [LOCAL ] Loaded configuration for ARES: 2 features, 90.0% accuracy [2025-11-26T21:11:14.821157] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 80.0% accuracy [2025-11-26T21:11:14.821449] [DEBUG] [LOCAL ] Loaded configuration for GGLS: 2 features, 80.0% accuracy [2025-11-26T21:11:14.821795] [DEBUG] [LOCAL ] Loaded configuration for BBD: 1 features, 60.0% accuracy [2025-11-26T21:11:14.822078] [DEBUG] [LOCAL ] Loaded configuration for GLBE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.822367] [DEBUG] [LOCAL ] Loaded configuration for ESTA: 4 features, 90.0% accuracy [2025-11-26T21:11:14.822685] [DEBUG] [LOCAL ] Loaded configuration for TOI: 3 features, 80.0% accuracy [2025-11-26T21:11:14.823028] [DEBUG] [LOCAL ] Loaded configuration for NUVL: 5 features, 90.0% accuracy [2025-11-26T21:11:14.823327] [DEBUG] [LOCAL ] Loaded configuration for JAMF: 2 features, 70.0% accuracy [2025-11-26T21:11:14.823608] [DEBUG] [LOCAL ] Loaded configuration for EDN: 5 features, 80.0% accuracy [2025-11-26T21:11:14.823954] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 1 features, 80.0% accuracy [2025-11-26T21:11:14.824238] [DEBUG] [LOCAL ] Loaded configuration for ATRO: 3 features, 90.0% accuracy [2025-11-26T21:11:14.824556] [DEBUG] [LOCAL ] Loaded configuration for CRON: 1 features, 70.0% accuracy [2025-11-26T21:11:14.824949] [DEBUG] [LOCAL ] Loaded configuration for GLRE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.825243] [DEBUG] [LOCAL ] Loaded configuration for TS: 2 features, 100.0% accuracy [2025-11-26T21:11:14.825530] [DEBUG] [LOCAL ] Loaded configuration for VSTM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.825846] [DEBUG] [LOCAL ] Loaded configuration for KIDS: 0 features, 90.0% accuracy [2025-11-26T21:11:14.826135] [DEBUG] [LOCAL ] Loaded configuration for GTES: 7 features, 90.0% accuracy [2025-11-26T21:11:14.826418] [DEBUG] [LOCAL ] Loaded configuration for GRFS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.826709] [DEBUG] [LOCAL ] Loaded configuration for RELL: 2 features, 80.0% accuracy [2025-11-26T21:11:14.827011] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-11-26T21:11:14.827317] [DEBUG] [LOCAL ] Loaded configuration for FITBP: 4 features, 70.0% accuracy [2025-11-26T21:11:14.827629] [DEBUG] [LOCAL ] Loaded configuration for LILA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.827953] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.828225] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 1 features, 80.0% accuracy [2025-11-26T21:11:14.828517] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 3 features, 80.0% accuracy [2025-11-26T21:11:14.828819] [DEBUG] [LOCAL ] Loaded configuration for APLD: 1 features, 90.0% accuracy [2025-11-26T21:11:14.829148] [DEBUG] [LOCAL ] Loaded configuration for FWRG: 2 features, 50.0% accuracy [2025-11-26T21:11:14.829415] [DEBUG] [LOCAL ] Loaded configuration for UPXI: 2 features, 70.0% accuracy [2025-11-26T21:11:14.829688] [DEBUG] [LOCAL ] Loaded configuration for ALE: 4 features, 80.0% accuracy [2025-11-26T21:11:14.830018] [DEBUG] [LOCAL ] Loaded configuration for USXF: 1 features, 80.0% accuracy [2025-11-26T21:11:14.830283] [DEBUG] [LOCAL ] Loaded configuration for ANF: 4 features, 100.0% accuracy [2025-11-26T21:11:14.830604] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 70.0% accuracy [2025-11-26T21:11:14.830940] [DEBUG] [LOCAL ] Loaded configuration for ESGE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.831226] [DEBUG] [LOCAL ] Loaded configuration for TBIL: 0 features, 90.0% accuracy [2025-11-26T21:11:14.831516] [DEBUG] [LOCAL ] Loaded configuration for FITBO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.831851] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-11-26T21:11:14.832140] [DEBUG] [LOCAL ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy [2025-11-26T21:11:14.832446] [DEBUG] [LOCAL ] Loaded configuration for AUID: 4 features, 90.0% accuracy [2025-11-26T21:11:14.832746] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 90.0% accuracy [2025-11-26T21:11:14.833042] [DEBUG] [LOCAL ] Loaded configuration for VPLS: 2 features, 60.0% accuracy [2025-11-26T21:11:14.833315] [DEBUG] [LOCAL ] Loaded configuration for MEDP: 1 features, 80.0% accuracy [2025-11-26T21:11:14.833663] [DEBUG] [LOCAL ] Loaded configuration for BWB: 1 features, 60.0% accuracy [2025-11-26T21:11:14.833988] [DEBUG] [LOCAL ] Loaded configuration for DMAC: 3 features, 90.0% accuracy [2025-11-26T21:11:14.834313] [DEBUG] [LOCAL ] Loaded configuration for PACB: 0 features, 70.0% accuracy [2025-11-26T21:11:14.834603] [DEBUG] [LOCAL ] Loaded configuration for NXTG: 4 features, 70.0% accuracy [2025-11-26T21:11:14.834944] [DEBUG] [LOCAL ] Loaded configuration for ABG: 2 features, 90.0% accuracy [2025-11-26T21:11:14.835296] [DEBUG] [LOCAL ] Loaded configuration for WASH: 2 features, 80.0% accuracy [2025-11-26T21:11:14.835576] [DEBUG] [LOCAL ] Loaded configuration for NFLX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.835888] [DEBUG] [LOCAL ] Loaded configuration for DRD: 0 features, 60.0% accuracy [2025-11-26T21:11:14.836180] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 5 features, 90.0% accuracy [2025-11-26T21:11:14.836453] [DEBUG] [LOCAL ] Loaded configuration for KPRX: 3 features, 90.0% accuracy [2025-11-26T21:11:14.836779] [DEBUG] [LOCAL ] Loaded configuration for FNB: 4 features, 80.0% accuracy [2025-11-26T21:11:14.837067] [DEBUG] [LOCAL ] Loaded configuration for AMCX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.837402] [DEBUG] [LOCAL ] Loaded configuration for CCD: 3 features, 60.0% accuracy [2025-11-26T21:11:14.837738] [DEBUG] [LOCAL ] Loaded configuration for TVC: 1 features, 80.0% accuracy [2025-11-26T21:11:14.838016] [DEBUG] [LOCAL ] Loaded configuration for SKYE: 2 features, 70.0% accuracy [2025-11-26T21:11:14.838306] [DEBUG] [LOCAL ] Loaded configuration for SPRC: 1 features, 80.0% accuracy [2025-11-26T21:11:14.838602] [DEBUG] [LOCAL ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy [2025-11-26T21:11:14.838955] [DEBUG] [LOCAL ] Loaded configuration for RPTX: 0 features, 80.0% accuracy [2025-11-26T21:11:14.839225] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 70.0% accuracy [2025-11-26T21:11:14.839497] [DEBUG] [LOCAL ] Loaded configuration for DSP: 1 features, 70.0% accuracy [2025-11-26T21:11:14.839791] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-11-26T21:11:14.840062] [DEBUG] [LOCAL ] Loaded configuration for SYY: 3 features, 80.0% accuracy [2025-11-26T21:11:14.840334] [DEBUG] [LOCAL ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy [2025-11-26T21:11:14.840676] [DEBUG] [LOCAL ] Loaded configuration for CGO: 3 features, 70.0% accuracy [2025-11-26T21:11:14.840968] [DEBUG] [LOCAL ] Loaded configuration for FGEN: 3 features, 70.0% accuracy [2025-11-26T21:11:14.841257] [DEBUG] [LOCAL ] Loaded configuration for AKRO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.841587] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-11-26T21:11:14.841938] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-11-26T21:11:14.842228] [DEBUG] [LOCAL ] Loaded configuration for F: 0 features, 70.0% accuracy [2025-11-26T21:11:14.842523] [DEBUG] [LOCAL ] Loaded configuration for FEX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.842894] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 0 features, 70.0% accuracy [2025-11-26T21:11:14.843227] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.843544] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 60.0% accuracy [2025-11-26T21:11:14.843860] [DEBUG] [LOCAL ] Loaded configuration for LCID: 4 features, 70.0% accuracy [2025-11-26T21:11:14.843949] [DEBUG] [LOCAL ] Loaded configuration for ORC: 0 features, 80.0% accuracy [2025-11-26T21:11:14.844223] [DEBUG] [LOCAL ] Loaded configuration for PH: 4 features, 70.0% accuracy [2025-11-26T21:11:14.844510] [DEBUG] [LOCAL ] Loaded configuration for BTI: 1 features, 80.0% accuracy [2025-11-26T21:11:14.844834] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 60.0% accuracy [2025-11-26T21:11:14.845119] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 80.0% accuracy [2025-11-26T21:11:14.845208] [DEBUG] [LOCAL ] Loaded configuration for DHIL: 5 features, 90.0% accuracy [2025-11-26T21:11:14.845512] [DEBUG] [LOCAL ] Loaded configuration for AFYA: 4 features, 90.0% accuracy [2025-11-26T21:11:14.845827] [DEBUG] [LOCAL ] Loaded configuration for QVAL: 4 features, 90.0% accuracy [2025-11-26T21:11:14.846119] [DEBUG] [LOCAL ] Loaded configuration for SCS: 1 features, 60.0% accuracy [2025-11-26T21:11:14.846395] [DEBUG] [LOCAL ] Loaded configuration for SNGX: 1 features, 90.0% accuracy [2025-11-26T21:11:14.846678] [DEBUG] [LOCAL ] Loaded configuration for SMX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.847017] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-11-26T21:11:14.847336] [DEBUG] [LOCAL ] Loaded configuration for CETY: 1 features, 80.0% accuracy [2025-11-26T21:11:14.847633] [DEBUG] [LOCAL ] Loaded configuration for WKSP: 1 features, 90.0% accuracy [2025-11-26T21:11:14.847941] [DEBUG] [LOCAL ] Loaded configuration for BCML: 2 features, 70.0% accuracy [2025-11-26T21:11:14.848208] [DEBUG] [LOCAL ] Loaded configuration for BJDX: 3 features, 80.0% accuracy [2025-11-26T21:11:14.848525] [DEBUG] [LOCAL ] Loaded configuration for FTQI: 0 features, 80.0% accuracy [2025-11-26T21:11:14.848853] [DEBUG] [LOCAL ] Loaded configuration for CBNK: 2 features, 100.0% accuracy [2025-11-26T21:11:14.849192] [DEBUG] [LOCAL ] Loaded configuration for PROK: 1 features, 70.0% accuracy [2025-11-26T21:11:14.849478] [DEBUG] [LOCAL ] Loaded configuration for ABVX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.849748] [DEBUG] [LOCAL ] Loaded configuration for KSPI: 3 features, 70.0% accuracy [2025-11-26T21:11:14.850017] [DEBUG] [LOCAL ] Loaded configuration for FRSX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.850305] [DEBUG] [LOCAL ] Loaded configuration for AEFC: 3 features, 70.0% accuracy [2025-11-26T21:11:14.850590] [DEBUG] [LOCAL ] Loaded configuration for AMDL: 5 features, 70.0% accuracy [2025-11-26T21:11:14.850937] [DEBUG] [LOCAL ] Loaded configuration for ENTO: 4 features, 80.0% accuracy [2025-11-26T21:11:14.851260] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 2 features, 90.0% accuracy [2025-11-26T21:11:14.851578] [DEBUG] [LOCAL ] Loaded configuration for SEM: 4 features, 100.0% accuracy [2025-11-26T21:11:14.851934] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 3 features, 100.0% accuracy [2025-11-26T21:11:14.852199] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 0 features, 60.0% accuracy [2025-11-26T21:11:14.852500] [DEBUG] [LOCAL ] Loaded configuration for SVRA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.852784] [DEBUG] [LOCAL ] Loaded configuration for VSH: 4 features, 80.0% accuracy [2025-11-26T21:11:14.853075] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 60.0% accuracy [2025-11-26T21:11:14.853366] [DEBUG] [LOCAL ] Loaded configuration for SURG: 1 features, 70.0% accuracy [2025-11-26T21:11:14.853699] [DEBUG] [LOCAL ] Loaded configuration for GAMB: 2 features, 80.0% accuracy [2025-11-26T21:11:14.853999] [DEBUG] [LOCAL ] Loaded configuration for NVO: 3 features, 100.0% accuracy [2025-11-26T21:11:14.854286] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, 90.0% accuracy [2025-11-26T21:11:14.854557] [DEBUG] [LOCAL ] Loaded configuration for SLNO: 0 features, 80.0% accuracy [2025-11-26T21:11:14.854863] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 0 features, 80.0% accuracy [2025-11-26T21:11:14.855153] [DEBUG] [LOCAL ] Loaded configuration for LINC: 1 features, 90.0% accuracy [2025-11-26T21:11:14.855480] [DEBUG] [LOCAL ] Loaded configuration for IAE: 2 features, 50.0% accuracy [2025-11-26T21:11:14.855805] [DEBUG] [LOCAL ] Loaded configuration for NGG: 0 features, 80.0% accuracy [2025-11-26T21:11:14.856094] [DEBUG] [LOCAL ] Loaded configuration for QLYS: 1 features, 100.0% accuracy [2025-11-26T21:11:14.856427] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 60.0% accuracy [2025-11-26T21:11:14.856739] [DEBUG] [LOCAL ] Loaded configuration for HCTI: 3 features, 80.0% accuracy [2025-11-26T21:11:14.857029] [DEBUG] [LOCAL ] Loaded configuration for TPG: 3 features, 80.0% accuracy [2025-11-26T21:11:14.857312] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.857659] [DEBUG] [LOCAL ] Loaded configuration for PHIO: 5 features, 80.0% accuracy [2025-11-26T21:11:14.857947] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 2 features, 80.0% accuracy [2025-11-26T21:11:14.858273] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.858562] [DEBUG] [LOCAL ] Loaded configuration for GPRO: 4 features, 80.0% accuracy [2025-11-26T21:11:14.858866] [DEBUG] [LOCAL ] Loaded configuration for STRA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.859187] [DEBUG] [LOCAL ] Loaded configuration for QS: 2 features, 80.0% accuracy [2025-11-26T21:11:14.859456] [DEBUG] [LOCAL ] Loaded configuration for FOX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.859868] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 2 features, 70.0% accuracy [2025-11-26T21:11:14.860326] [DEBUG] [LOCAL ] Loaded configuration for PAHC: 4 features, 70.0% accuracy [2025-11-26T21:11:14.860729] [DEBUG] [LOCAL ] Loaded configuration for MPC: 1 features, 80.0% accuracy [2025-11-26T21:11:14.861076] [DEBUG] [LOCAL ] Loaded configuration for FINX: 5 features, 80.0% accuracy [2025-11-26T21:11:14.861417] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-11-26T21:11:14.861789] [DEBUG] [LOCAL ] Loaded configuration for CHD: 4 features, 70.0% accuracy [2025-11-26T21:11:14.862116] [DEBUG] [LOCAL ] Loaded configuration for GDYN: 4 features, 70.0% accuracy [2025-11-26T21:11:14.862465] [DEBUG] [LOCAL ] Loaded configuration for PVL: 1 features, 100.0% accuracy [2025-11-26T21:11:14.862794] [DEBUG] [LOCAL ] Loaded configuration for TAOP: 1 features, 80.0% accuracy [2025-11-26T21:11:14.863070] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-11-26T21:11:14.863347] [DEBUG] [LOCAL ] Loaded configuration for LTRX: 3 features, 80.0% accuracy [2025-11-26T21:11:14.863631] [DEBUG] [LOCAL ] Loaded configuration for ACTG: 0 features, 90.0% accuracy [2025-11-26T21:11:14.863987] [DEBUG] [LOCAL ] Loaded configuration for AURA: 3 features, 80.0% accuracy [2025-11-26T21:11:14.864269] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-11-26T21:11:14.864534] [DEBUG] [LOCAL ] Loaded configuration for DRUG: 1 features, 80.0% accuracy [2025-11-26T21:11:14.864816] [DEBUG] [LOCAL ] Loaded configuration for CSGS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.865082] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 60.0% accuracy [2025-11-26T21:11:14.865399] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-11-26T21:11:14.865668] [DEBUG] [LOCAL ] Loaded configuration for MURA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.865982] [DEBUG] [LOCAL ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.866296] [DEBUG] [LOCAL ] Loaded configuration for BLMN: 2 features, 80.0% accuracy [2025-11-26T21:11:14.866617] [DEBUG] [LOCAL ] Loaded configuration for CATY: 3 features, 80.0% accuracy [2025-11-26T21:11:14.866929] [DEBUG] [LOCAL ] Loaded configuration for VRSK: 4 features, 80.0% accuracy [2025-11-26T21:11:14.867248] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-11-26T21:11:14.867526] [DEBUG] [LOCAL ] Loaded configuration for MBIO: 4 features, 70.0% accuracy [2025-11-26T21:11:14.867814] [DEBUG] [LOCAL ] Loaded configuration for TAL: 3 features, 80.0% accuracy [2025-11-26T21:11:14.868102] [DEBUG] [LOCAL ] Loaded configuration for TBRG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.868367] [DEBUG] [LOCAL ] Loaded configuration for CDNS: 3 features, 70.0% accuracy [2025-11-26T21:11:14.868665] [DEBUG] [LOCAL ] Loaded configuration for SERA: 3 features, 70.0% accuracy [2025-11-26T21:11:14.868983] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-11-26T21:11:14.869305] [DEBUG] [LOCAL ] Loaded configuration for FTXL: 3 features, 80.0% accuracy [2025-11-26T21:11:14.869674] [DEBUG] [LOCAL ] Loaded configuration for AB: 4 features, 80.0% accuracy [2025-11-26T21:11:14.870007] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 3 features, 80.0% accuracy [2025-11-26T21:11:14.870343] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 70.0% accuracy [2025-11-26T21:11:14.870664] [DEBUG] [LOCAL ] Loaded configuration for GECC: 4 features, 90.0% accuracy [2025-11-26T21:11:14.871007] [DEBUG] [LOCAL ] Loaded configuration for ABCL: 3 features, 80.0% accuracy [2025-11-26T21:11:14.871299] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.871566] [DEBUG] [LOCAL ] Loaded configuration for CELZ: 5 features, 90.0% accuracy [2025-11-26T21:11:14.871914] [DEBUG] [LOCAL ] Loaded configuration for SHOO: 1 features, 50.0% accuracy [2025-11-26T21:11:14.872230] [DEBUG] [LOCAL ] Loaded configuration for FND: 2 features, 70.0% accuracy [2025-11-26T21:11:14.872503] [DEBUG] [LOCAL ] Loaded configuration for SMTI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.872800] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-11-26T21:11:14.873064] [DEBUG] [LOCAL ] Loaded configuration for TBPH: 5 features, 80.0% accuracy [2025-11-26T21:11:14.873377] [DEBUG] [LOCAL ] Loaded configuration for WCLD: 2 features, 90.0% accuracy [2025-11-26T21:11:14.873709] [DEBUG] [LOCAL ] Loaded configuration for OVID: 1 features, 100.0% accuracy [2025-11-26T21:11:14.873991] [DEBUG] [LOCAL ] Loaded configuration for SOPH: 1 features, 70.0% accuracy [2025-11-26T21:11:14.874268] [DEBUG] [LOCAL ] Loaded configuration for PAX: 0 features, 80.0% accuracy [2025-11-26T21:11:14.874550] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-11-26T21:11:14.874849] [DEBUG] [LOCAL ] Loaded configuration for ACRS: 4 features, 90.0% accuracy [2025-11-26T21:11:14.875163] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 70.0% accuracy [2025-11-26T21:11:14.875433] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-11-26T21:11:14.875732] [DEBUG] [LOCAL ] Loaded configuration for ENVB: 1 features, 70.0% accuracy [2025-11-26T21:11:14.876029] [DEBUG] [LOCAL ] Loaded configuration for STSS: 3 features, 70.0% accuracy [2025-11-26T21:11:14.876343] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 1 features, 50.0% accuracy [2025-11-26T21:11:14.876613] [DEBUG] [LOCAL ] Loaded configuration for PLUS: 3 features, 70.0% accuracy [2025-11-26T21:11:14.876918] [DEBUG] [LOCAL ] Loaded configuration for FCBC: 3 features, 90.0% accuracy [2025-11-26T21:11:14.877233] [DEBUG] [LOCAL ] Loaded configuration for TEF: 1 features, 70.0% accuracy [2025-11-26T21:11:14.877524] [DEBUG] [LOCAL ] Loaded configuration for GRAL: 2 features, 80.0% accuracy [2025-11-26T21:11:14.877799] [DEBUG] [LOCAL ] Loaded configuration for CI: 3 features, 70.0% accuracy [2025-11-26T21:11:14.878069] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 60.0% accuracy [2025-11-26T21:11:14.878391] [DEBUG] [LOCAL ] Loaded configuration for KIO: 4 features, 60.0% accuracy [2025-11-26T21:11:14.878672] [DEBUG] [LOCAL ] Loaded configuration for TVTX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.879020] [DEBUG] [LOCAL ] Loaded configuration for PNC: 3 features, 60.0% accuracy [2025-11-26T21:11:14.879317] [DEBUG] [LOCAL ] Loaded configuration for AEG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.879601] [DEBUG] [LOCAL ] Loaded configuration for TRNS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.879908] [DEBUG] [LOCAL ] Loaded configuration for ALGN: 3 features, 90.0% accuracy [2025-11-26T21:11:14.880173] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 2 features, 90.0% accuracy [2025-11-26T21:11:14.880452] [DEBUG] [LOCAL ] Loaded configuration for MLCO: 2 features, 60.0% accuracy [2025-11-26T21:11:14.880750] [DEBUG] [LOCAL ] Loaded configuration for JPC: 3 features, 70.0% accuracy [2025-11-26T21:11:14.881063] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 60.0% accuracy [2025-11-26T21:11:14.881329] [DEBUG] [LOCAL ] Loaded configuration for RGEN: 1 features, 60.0% accuracy [2025-11-26T21:11:14.881595] [DEBUG] [LOCAL ] Loaded configuration for SMBC: 0 features, 50.0% accuracy [2025-11-26T21:11:14.881880] [DEBUG] [LOCAL ] Loaded configuration for CONL: 2 features, 70.0% accuracy [2025-11-26T21:11:14.882159] [DEBUG] [LOCAL ] Loaded configuration for PAL: 2 features, 80.0% accuracy [2025-11-26T21:11:14.882443] [DEBUG] [LOCAL ] Loaded configuration for ELAB: 0 features, 50.0% accuracy [2025-11-26T21:11:14.882716] [DEBUG] [LOCAL ] Loaded configuration for UNCY: 3 features, 70.0% accuracy [2025-11-26T21:11:14.882980] [DEBUG] [LOCAL ] Loaded configuration for SHO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.883293] [DEBUG] [LOCAL ] Loaded configuration for BELFA: 4 features, 80.0% accuracy [2025-11-26T21:11:14.883574] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-11-26T21:11:14.883876] [DEBUG] [LOCAL ] Loaded configuration for SRBK: 3 features, 80.0% accuracy [2025-11-26T21:11:14.884162] [DEBUG] [LOCAL ] Loaded configuration for MXF: 1 features, 70.0% accuracy [2025-11-26T21:11:14.884444] [DEBUG] [LOCAL ] Loaded configuration for ADUS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.884725] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 2 features, 60.0% accuracy [2025-11-26T21:11:14.885010] [DEBUG] [LOCAL ] Loaded configuration for QABA: 3 features, 70.0% accuracy [2025-11-26T21:11:14.885295] [DEBUG] [LOCAL ] Loaded configuration for QFIN: 2 features, 60.0% accuracy [2025-11-26T21:11:14.885615] [DEBUG] [LOCAL ] Loaded configuration for DVY: 3 features, 100.0% accuracy [2025-11-26T21:11:14.885982] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-11-26T21:11:14.886262] [DEBUG] [LOCAL ] Loaded configuration for CDXS: 5 features, 90.0% accuracy [2025-11-26T21:11:14.886542] [DEBUG] [LOCAL ] Loaded configuration for BFH: 2 features, 70.0% accuracy [2025-11-26T21:11:14.886882] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 3 features, 90.0% accuracy [2025-11-26T21:11:14.887162] [DEBUG] [LOCAL ] Loaded configuration for CSTL: 5 features, 90.0% accuracy [2025-11-26T21:11:14.887495] [DEBUG] [LOCAL ] Loaded configuration for ROE: 4 features, 90.0% accuracy [2025-11-26T21:11:14.887791] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 5 features, 90.0% accuracy [2025-11-26T21:11:14.888075] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-11-26T21:11:14.888337] [DEBUG] [LOCAL ] Loaded configuration for ARCB: 0 features, 80.0% accuracy [2025-11-26T21:11:14.888672] [DEBUG] [LOCAL ] Loaded configuration for TECH: 3 features, 80.0% accuracy [2025-11-26T21:11:14.888955] [DEBUG] [LOCAL ] Loaded configuration for LYB: 1 features, 80.0% accuracy [2025-11-26T21:11:14.889232] [DEBUG] [LOCAL ] Loaded configuration for AN: 4 features, 100.0% accuracy [2025-11-26T21:11:14.889545] [DEBUG] [LOCAL ] Loaded configuration for TFII: 2 features, 100.0% accuracy [2025-11-26T21:11:14.889836] [DEBUG] [LOCAL ] Loaded configuration for UITB: 1 features, 70.0% accuracy [2025-11-26T21:11:14.890116] [DEBUG] [LOCAL ] Loaded configuration for APM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.890431] [DEBUG] [LOCAL ] Loaded configuration for OFG: 1 features, 70.0% accuracy [2025-11-26T21:11:14.890694] [DEBUG] [LOCAL ] Loaded configuration for DGICA: 4 features, 90.0% accuracy [2025-11-26T21:11:14.891009] [DEBUG] [LOCAL ] Loaded configuration for NNE: 3 features, 60.0% accuracy [2025-11-26T21:11:14.891334] [DEBUG] [LOCAL ] Loaded configuration for NKSH: 4 features, 100.0% accuracy [2025-11-26T21:11:14.891680] [DEBUG] [LOCAL ] Loaded configuration for WDFC: 4 features, 80.0% accuracy [2025-11-26T21:11:14.891995] [DEBUG] [LOCAL ] Loaded configuration for QMOM: 1 features, 80.0% accuracy [2025-11-26T21:11:14.892309] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 70.0% accuracy [2025-11-26T21:11:14.892576] [DEBUG] [LOCAL ] Loaded configuration for GGLL: 0 features, 80.0% accuracy [2025-11-26T21:11:14.892862] [DEBUG] [LOCAL ] Loaded configuration for MSEX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.893130] [DEBUG] [LOCAL ] Loaded configuration for ULH: 2 features, 60.0% accuracy [2025-11-26T21:11:14.893392] [DEBUG] [LOCAL ] Loaded configuration for AAP: 2 features, 80.0% accuracy [2025-11-26T21:11:14.893695] [DEBUG] [LOCAL ] Loaded configuration for TNYA: 1 features, 80.0% accuracy [2025-11-26T21:11:14.893981] [DEBUG] [LOCAL ] Loaded configuration for CRVS: 6 features, 80.0% accuracy [2025-11-26T21:11:14.894291] [DEBUG] [LOCAL ] Loaded configuration for WNC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.894558] [DEBUG] [LOCAL ] Loaded configuration for BSSX: 5 features, 80.0% accuracy [2025-11-26T21:11:14.894861] [DEBUG] [LOCAL ] Loaded configuration for HNI: 1 features, 60.0% accuracy [2025-11-26T21:11:14.895176] [DEBUG] [LOCAL ] Loaded configuration for ENTX: 1 features, 90.0% accuracy [2025-11-26T21:11:14.895506] [DEBUG] [LOCAL ] Loaded configuration for SWKH: 2 features, 80.0% accuracy [2025-11-26T21:11:14.895803] [DEBUG] [LOCAL ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy [2025-11-26T21:11:14.896087] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-11-26T21:11:14.896364] [DEBUG] [LOCAL ] Loaded configuration for AM: 4 features, 90.0% accuracy [2025-11-26T21:11:14.896686] [DEBUG] [LOCAL ] Loaded configuration for RVMD: 0 features, 80.0% accuracy [2025-11-26T21:11:14.896984] [DEBUG] [LOCAL ] Loaded configuration for BABX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.897265] [DEBUG] [LOCAL ] Loaded configuration for QQQ: 2 features, 80.0% accuracy [2025-11-26T21:11:14.897596] [DEBUG] [LOCAL ] Loaded configuration for STBA: 2 features, 90.0% accuracy [2025-11-26T21:11:14.897951] [DEBUG] [LOCAL ] Loaded configuration for ALTI: 2 features, 70.0% accuracy [2025-11-26T21:11:14.898239] [DEBUG] [LOCAL ] Loaded configuration for PCVX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.898558] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 2 features, 80.0% accuracy [2025-11-26T21:11:14.898858] [DEBUG] [LOCAL ] Loaded configuration for IAS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.899173] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.899457] [DEBUG] [LOCAL ] Loaded configuration for YALA: 2 features, 80.0% accuracy [2025-11-26T21:11:14.899775] [DEBUG] [LOCAL ] Loaded configuration for BSJS: 1 features, 90.0% accuracy [2025-11-26T21:11:14.900061] [DEBUG] [LOCAL ] Loaded configuration for VFF: 5 features, 80.0% accuracy [2025-11-26T21:11:14.900326] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 60.0% accuracy [2025-11-26T21:11:14.900615] [DEBUG] [LOCAL ] Loaded configuration for SRAD: 4 features, 90.0% accuracy [2025-11-26T21:11:14.900920] [DEBUG] [LOCAL ] Loaded configuration for FELE: 1 features, 90.0% accuracy [2025-11-26T21:11:14.901230] [DEBUG] [LOCAL ] Loaded configuration for NOA: 3 features, 80.0% accuracy [2025-11-26T21:11:14.901498] [DEBUG] [LOCAL ] Loaded configuration for CNXC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.901765] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 5 features, 90.0% accuracy [2025-11-26T21:11:14.902031] [DEBUG] [LOCAL ] Loaded configuration for TBLA: 1 features, 60.0% accuracy [2025-11-26T21:11:14.902294] [DEBUG] [LOCAL ] Loaded configuration for COCO: 4 features, 70.0% accuracy [2025-11-26T21:11:14.902559] [DEBUG] [LOCAL ] Loaded configuration for DOOO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.902895] [DEBUG] [LOCAL ] Loaded configuration for CAAS: 0 features, 60.0% accuracy [2025-11-26T21:11:14.903171] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-11-26T21:11:14.903451] [DEBUG] [LOCAL ] Loaded configuration for SANA: 0 features, 70.0% accuracy [2025-11-26T21:11:14.903756] [DEBUG] [LOCAL ] Loaded configuration for VTIP: 2 features, 80.0% accuracy [2025-11-26T21:11:14.904080] [DEBUG] [LOCAL ] Loaded configuration for ALB: 3 features, 70.0% accuracy [2025-11-26T21:11:14.904375] [DEBUG] [LOCAL ] Loaded configuration for HCSG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.904670] [DEBUG] [LOCAL ] Loaded configuration for REVG: 4 features, 90.0% accuracy [2025-11-26T21:11:14.904987] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 90.0% accuracy [2025-11-26T21:11:14.905300] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 3 features, 80.0% accuracy [2025-11-26T21:11:14.905586] [DEBUG] [LOCAL ] Loaded configuration for FTAI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.905949] [DEBUG] [LOCAL ] Loaded configuration for FDBC: 0 features, 70.0% accuracy [2025-11-26T21:11:14.906253] [DEBUG] [LOCAL ] Loaded configuration for INVZ: 3 features, 70.0% accuracy [2025-11-26T21:11:14.906580] [DEBUG] [LOCAL ] Loaded configuration for WULF: 3 features, 90.0% accuracy [2025-11-26T21:11:14.906919] [DEBUG] [LOCAL ] Loaded configuration for ASG: 1 features, 80.0% accuracy [2025-11-26T21:11:14.907235] [DEBUG] [LOCAL ] Loaded configuration for CLDX: 3 features, 70.0% accuracy [2025-11-26T21:11:14.907522] [DEBUG] [LOCAL ] Loaded configuration for APOS: 1 features, 60.0% accuracy [2025-11-26T21:11:14.907815] [DEBUG] [LOCAL ] Loaded configuration for BTF: 1 features, 70.0% accuracy [2025-11-26T21:11:14.908102] [DEBUG] [LOCAL ] Loaded configuration for BIVI: 4 features, 90.0% accuracy [2025-11-26T21:11:14.908394] [DEBUG] [LOCAL ] Loaded configuration for BB: 1 features, 70.0% accuracy [2025-11-26T21:11:14.908734] [DEBUG] [LOCAL ] Loaded configuration for IMPP: 3 features, 70.0% accuracy [2025-11-26T21:11:14.909014] [DEBUG] [LOCAL ] Loaded configuration for IESC: 3 features, 90.0% accuracy [2025-11-26T21:11:14.909338] [DEBUG] [LOCAL ] Loaded configuration for ANGO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.909686] [DEBUG] [LOCAL ] Loaded configuration for RRC: 4 features, 70.0% accuracy [2025-11-26T21:11:14.910027] [DEBUG] [LOCAL ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy [2025-11-26T21:11:14.910347] [DEBUG] [LOCAL ] Loaded configuration for DSX: 5 features, 100.0% accuracy [2025-11-26T21:11:14.910660] [DEBUG] [LOCAL ] Loaded configuration for BCS: 2 features, 80.0% accuracy [2025-11-26T21:11:14.910995] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 2 features, 80.0% accuracy [2025-11-26T21:11:14.911333] [DEBUG] [LOCAL ] Loaded configuration for MTX: 3 features, 60.0% accuracy [2025-11-26T21:11:14.911665] [DEBUG] [LOCAL ] Loaded configuration for DPG: 2 features, 70.0% accuracy [2025-11-26T21:11:14.912036] [DEBUG] [LOCAL ] Loaded configuration for IMNM: 1 features, 80.0% accuracy [2025-11-26T21:11:14.912406] [DEBUG] [LOCAL ] Loaded configuration for BLFY: 3 features, 90.0% accuracy [2025-11-26T21:11:14.912746] [DEBUG] [LOCAL ] Loaded configuration for PLTK: 3 features, 90.0% accuracy [2025-11-26T21:11:14.913122] [DEBUG] [LOCAL ] Loaded configuration for CWK: 4 features, 70.0% accuracy [2025-11-26T21:11:14.913506] [DEBUG] [LOCAL ] Loaded configuration for FSK: 0 features, 70.0% accuracy [2025-11-26T21:11:14.913882] [DEBUG] [LOCAL ] Loaded configuration for AMZN: 1 features, 80.0% accuracy [2025-11-26T21:11:14.914230] [DEBUG] [LOCAL ] Loaded configuration for IUSG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.914561] [DEBUG] [LOCAL ] Loaded configuration for SLVO: 0 features, 80.0% accuracy [2025-11-26T21:11:14.914667] [DEBUG] [LOCAL ] Loaded configuration for OCCI: 4 features, 60.0% accuracy [2025-11-26T21:11:14.914984] [DEBUG] [LOCAL ] Loaded configuration for XOS: 2 features, 60.0% accuracy [2025-11-26T21:11:14.915305] [DEBUG] [LOCAL ] Loaded configuration for GOOD: 1 features, 70.0% accuracy [2025-11-26T21:11:14.915655] [DEBUG] [LOCAL ] Loaded configuration for VKTX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.916000] [DEBUG] [LOCAL ] Loaded configuration for INBK: 1 features, 70.0% accuracy [2025-11-26T21:11:14.916290] [DEBUG] [LOCAL ] Loaded configuration for IRTC: 4 features, 90.0% accuracy [2025-11-26T21:11:14.916577] [DEBUG] [LOCAL ] Loaded configuration for HLAL: 4 features, 80.0% accuracy [2025-11-26T21:11:14.916884] [DEBUG] [LOCAL ] Loaded configuration for LI: 1 features, 60.0% accuracy [2025-11-26T21:11:14.917204] [DEBUG] [LOCAL ] Loaded configuration for PNI: 7 features, 80.0% accuracy [2025-11-26T21:11:14.917552] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 4 features, 70.0% accuracy [2025-11-26T21:11:14.917893] [DEBUG] [LOCAL ] Loaded configuration for CHCI: 5 features, 90.0% accuracy [2025-11-26T21:11:14.918202] [DEBUG] [LOCAL ] Loaded configuration for FBK: 5 features, 80.0% accuracy [2025-11-26T21:11:14.918489] [DEBUG] [LOCAL ] Loaded configuration for EXC: 4 features, 60.0% accuracy [2025-11-26T21:11:14.918778] [DEBUG] [LOCAL ] Loaded configuration for CPZ: 2 features, 70.0% accuracy [2025-11-26T21:11:14.919050] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.919376] [DEBUG] [LOCAL ] Loaded configuration for PRTA: 3 features, 90.0% accuracy [2025-11-26T21:11:14.919684] [DEBUG] [LOCAL ] Loaded configuration for RBA: 3 features, 70.0% accuracy [2025-11-26T21:11:14.919990] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-11-26T21:11:14.920282] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-11-26T21:11:14.920562] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-11-26T21:11:14.920892] [DEBUG] [LOCAL ] Loaded configuration for LMB: 2 features, 80.0% accuracy [2025-11-26T21:11:14.921222] [DEBUG] [LOCAL ] Loaded configuration for AAPL: 4 features, 90.0% accuracy [2025-11-26T21:11:14.921501] [DEBUG] [LOCAL ] Loaded configuration for MCRB: 3 features, 90.0% accuracy [2025-11-26T21:11:14.921847] [DEBUG] [LOCAL ] Loaded configuration for WLK: 5 features, 80.0% accuracy [2025-11-26T21:11:14.922142] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-11-26T21:11:14.922459] [DEBUG] [LOCAL ] Loaded configuration for PBA: 4 features, 70.0% accuracy [2025-11-26T21:11:14.922748] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 90.0% accuracy [2025-11-26T21:11:14.923022] [DEBUG] [LOCAL ] Loaded configuration for DDS: 2 features, 80.0% accuracy [2025-11-26T21:11:14.923291] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-11-26T21:11:14.923556] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 90.0% accuracy [2025-11-26T21:11:14.923870] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 100.0% accuracy [2025-11-26T21:11:14.924164] [DEBUG] [LOCAL ] Loaded configuration for INVE: 1 features, 70.0% accuracy [2025-11-26T21:11:14.924457] [DEBUG] [LOCAL ] Loaded configuration for EWZS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.924749] [DEBUG] [LOCAL ] Loaded configuration for NSSC: 2 features, 80.0% accuracy [2025-11-26T21:11:14.925073] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 70.0% accuracy [2025-11-26T21:11:14.925361] [DEBUG] [LOCAL ] Loaded configuration for DCTH: 1 features, 90.0% accuracy [2025-11-26T21:11:14.925680] [DEBUG] [LOCAL ] Loaded configuration for BBSI: 2 features, 80.0% accuracy [2025-11-26T21:11:14.926021] [DEBUG] [LOCAL ] Loaded configuration for CLBK: 2 features, 90.0% accuracy [2025-11-26T21:11:14.926309] [DEBUG] [LOCAL ] Loaded configuration for PFG: 2 features, 90.0% accuracy [2025-11-26T21:11:14.926595] [DEBUG] [LOCAL ] Loaded configuration for TTD: 3 features, 80.0% accuracy [2025-11-26T21:11:14.926898] [DEBUG] [LOCAL ] Loaded configuration for PRM: 2 features, 70.0% accuracy [2025-11-26T21:11:14.927215] [DEBUG] [LOCAL ] Loaded configuration for CRGO: 2 features, 80.0% accuracy [2025-11-26T21:11:14.927497] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 70.0% accuracy [2025-11-26T21:11:14.927799] [DEBUG] [LOCAL ] Loaded configuration for PLCE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.928127] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.928449] [DEBUG] [LOCAL ] Loaded configuration for LAKE: 3 features, 60.0% accuracy [2025-11-26T21:11:14.928779] [DEBUG] [LOCAL ] Loaded configuration for PSO: 3 features, 70.0% accuracy [2025-11-26T21:11:14.929126] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 3 features, 90.0% accuracy [2025-11-26T21:11:14.929451] [DEBUG] [LOCAL ] Loaded configuration for CDE: 3 features, 90.0% accuracy [2025-11-26T21:11:14.929768] [DEBUG] [LOCAL ] Loaded configuration for TRIN: 4 features, 90.0% accuracy [2025-11-26T21:11:14.930121] [DEBUG] [LOCAL ] Loaded configuration for FUNC: 2 features, 70.0% accuracy [2025-11-26T21:11:14.930400] [DEBUG] [LOCAL ] Loaded configuration for NHTC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.930684] [DEBUG] [LOCAL ] Loaded configuration for MDB: 0 features, 50.0% accuracy [2025-11-26T21:11:14.930972] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-11-26T21:11:14.931249] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 80.0% accuracy [2025-11-26T21:11:14.931544] [DEBUG] [LOCAL ] Loaded configuration for STLD: 4 features, 90.0% accuracy [2025-11-26T21:11:14.931879] [DEBUG] [LOCAL ] Loaded configuration for CMP: 2 features, 90.0% accuracy [2025-11-26T21:11:14.932165] [DEBUG] [LOCAL ] Loaded configuration for ADBE: 1 features, 80.0% accuracy [2025-11-26T21:11:14.932430] [DEBUG] [LOCAL ] Loaded configuration for HAIN: 1 features, 90.0% accuracy [2025-11-26T21:11:14.932712] [DEBUG] [LOCAL ] Loaded configuration for ONON: 4 features, 80.0% accuracy [2025-11-26T21:11:14.933051] [DEBUG] [LOCAL ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy [2025-11-26T21:11:14.933331] [DEBUG] [LOCAL ] Loaded configuration for NDSN: 1 features, 70.0% accuracy [2025-11-26T21:11:14.933694] [DEBUG] [LOCAL ] Loaded configuration for RRBI: 4 features, 60.0% accuracy [2025-11-26T21:11:14.934009] [DEBUG] [LOCAL ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy [2025-11-26T21:11:14.934343] [DEBUG] [LOCAL ] Loaded configuration for SHLS: 3 features, 90.0% accuracy [2025-11-26T21:11:14.934678] [DEBUG] [LOCAL ] Loaded configuration for ALZN: 3 features, 90.0% accuracy [2025-11-26T21:11:14.934943] [DEBUG] [LOCAL ] Loaded configuration for LYTS: 4 features, 80.0% accuracy [2025-11-26T21:11:14.935235] [DEBUG] [LOCAL ] Loaded configuration for GDRX: 2 features, 60.0% accuracy [2025-11-26T21:11:14.935514] [DEBUG] [LOCAL ] Loaded configuration for MDXG: 1 features, 80.0% accuracy [2025-11-26T21:11:14.935801] [DEBUG] [LOCAL ] Loaded configuration for NEA: 3 features, 60.0% accuracy [2025-11-26T21:11:14.936086] [DEBUG] [LOCAL ] Loaded configuration for PNFP: 2 features, 90.0% accuracy [2025-11-26T21:11:14.936423] [DEBUG] [LOCAL ] Loaded configuration for AIPI: 3 features, 90.0% accuracy [2025-11-26T21:11:14.936728] [DEBUG] [LOCAL ] Loaded configuration for SNTI: 5 features, 90.0% accuracy [2025-11-26T21:11:14.937021] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-11-26T21:11:14.937295] [DEBUG] [LOCAL ] Loaded configuration for COO: 2 features, 70.0% accuracy [2025-11-26T21:11:14.937569] [DEBUG] [LOCAL ] Loaded configuration for TAC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.937865] [DEBUG] [LOCAL ] Loaded configuration for FBIO: 3 features, 70.0% accuracy [2025-11-26T21:11:14.938214] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-11-26T21:11:14.938505] [DEBUG] [LOCAL ] Loaded configuration for GO: 4 features, 50.0% accuracy [2025-11-26T21:11:14.938810] [DEBUG] [LOCAL ] Loaded configuration for SARK: 3 features, 70.0% accuracy [2025-11-26T21:11:14.939083] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 3 features, 90.0% accuracy [2025-11-26T21:11:14.939350] [DEBUG] [LOCAL ] Loaded configuration for CRVO: 4 features, 80.0% accuracy [2025-11-26T21:11:14.939623] [DEBUG] [LOCAL ] Loaded configuration for AGIO: 3 features, 70.0% accuracy [2025-11-26T21:11:14.940005] [DEBUG] [LOCAL ] Loaded configuration for COLL: 5 features, 90.0% accuracy [2025-11-26T21:11:14.940293] [DEBUG] [LOCAL ] Loaded configuration for EFSC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.940610] [DEBUG] [LOCAL ] Loaded configuration for SLG: 4 features, 80.0% accuracy [2025-11-26T21:11:14.940919] [DEBUG] [LOCAL ] Loaded configuration for XTKG: 1 features, 80.0% accuracy [2025-11-26T21:11:14.941203] [DEBUG] [LOCAL ] Loaded configuration for ICFI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.941470] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 3 features, 70.0% accuracy [2025-11-26T21:11:14.941752] [DEBUG] [LOCAL ] Loaded configuration for CZNC: 1 features, 60.0% accuracy [2025-11-26T21:11:14.942027] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-11-26T21:11:14.942310] [DEBUG] [LOCAL ] Loaded configuration for PCH: 3 features, 50.0% accuracy [2025-11-26T21:11:14.942588] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-11-26T21:11:14.942887] [DEBUG] [LOCAL ] Loaded configuration for DAN: 1 features, 40.0% accuracy [2025-11-26T21:11:14.943211] [DEBUG] [LOCAL ] Loaded configuration for INDB: 2 features, 80.0% accuracy [2025-11-26T21:11:14.943541] [DEBUG] [LOCAL ] Loaded configuration for USA: 5 features, 80.0% accuracy [2025-11-26T21:11:14.943852] [DEBUG] [LOCAL ] Loaded configuration for BBLG: 3 features, 100.0% accuracy [2025-11-26T21:11:14.944171] [DEBUG] [LOCAL ] Loaded configuration for PSCH: 4 features, 100.0% accuracy [2025-11-26T21:11:14.944439] [DEBUG] [LOCAL ] Loaded configuration for FMNB: 2 features, 70.0% accuracy [2025-11-26T21:11:14.944723] [DEBUG] [LOCAL ] Loaded configuration for MDAI: 3 features, 60.0% accuracy [2025-11-26T21:11:14.944993] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-11-26T21:11:14.945270] [DEBUG] [LOCAL ] Loaded configuration for BFK: 5 features, 100.0% accuracy [2025-11-26T21:11:14.945591] [DEBUG] [LOCAL ] Loaded configuration for GRC: 3 features, 60.0% accuracy [2025-11-26T21:11:14.945931] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, 80.0% accuracy [2025-11-26T21:11:14.946218] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-11-26T21:11:14.946488] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-11-26T21:11:14.946762] [DEBUG] [LOCAL ] Loaded configuration for MDGL: 1 features, 80.0% accuracy [2025-11-26T21:11:14.947048] [DEBUG] [LOCAL ] Loaded configuration for RWAY: 3 features, 80.0% accuracy [2025-11-26T21:11:14.947328] [DEBUG] [LOCAL ] Loaded configuration for TUGN: 4 features, 60.0% accuracy [2025-11-26T21:11:14.947625] [DEBUG] [LOCAL ] Loaded configuration for TSLA: 4 features, 80.0% accuracy [2025-11-26T21:11:14.947960] [DEBUG] [LOCAL ] Loaded configuration for ANIP: 1 features, 70.0% accuracy [2025-11-26T21:11:14.948234] [DEBUG] [LOCAL ] Loaded configuration for AOS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.948554] [DEBUG] [LOCAL ] Loaded configuration for KODK: 1 features, 80.0% accuracy [2025-11-26T21:11:14.948868] [DEBUG] [LOCAL ] Loaded configuration for FTCS: 0 features, 70.0% accuracy [2025-11-26T21:11:14.949164] [DEBUG] [LOCAL ] Loaded configuration for LITE: 1 features, 70.0% accuracy [2025-11-26T21:11:14.949461] [DEBUG] [LOCAL ] Loaded configuration for DAPP: 3 features, 50.0% accuracy [2025-11-26T21:11:14.949792] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-11-26T21:11:14.950072] [DEBUG] [LOCAL ] Loaded configuration for BFC: 2 features, 80.0% accuracy [2025-11-26T21:11:14.950345] [DEBUG] [LOCAL ] Loaded configuration for SLQD: 2 features, 70.0% accuracy [2025-11-26T21:11:14.950615] [DEBUG] [LOCAL ] Loaded configuration for IIF: 1 features, 60.0% accuracy [2025-11-26T21:11:14.950951] [DEBUG] [LOCAL ] Loaded configuration for BME: 4 features, 70.0% accuracy [2025-11-26T21:11:14.951271] [DEBUG] [LOCAL ] Loaded configuration for OHI: 3 features, 90.0% accuracy [2025-11-26T21:11:14.951574] [DEBUG] [LOCAL ] Loaded configuration for VXUS: 1 features, 70.0% accuracy [2025-11-26T21:11:14.951899] [DEBUG] [LOCAL ] Loaded configuration for HOTH: 2 features, 70.0% accuracy [2025-11-26T21:11:14.952182] [DEBUG] [LOCAL ] Loaded configuration for BNS: 7 features, 90.0% accuracy [2025-11-26T21:11:14.952466] [DEBUG] [LOCAL ] Loaded configuration for AMPH: 4 features, 80.0% accuracy [2025-11-26T21:11:14.952734] [DEBUG] [LOCAL ] Loaded configuration for CLOA: 3 features, 90.0% accuracy [2025-11-26T21:11:14.953018] [DEBUG] [LOCAL ] Loaded configuration for CDRO: 2 features, 60.0% accuracy [2025-11-26T21:11:14.953333] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 80.0% accuracy [2025-11-26T21:11:14.953610] [DEBUG] [LOCAL ] Loaded configuration for REYN: 2 features, 90.0% accuracy [2025-11-26T21:11:14.953979] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 80.0% accuracy [2025-11-26T21:11:14.954261] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 1 features, 70.0% accuracy [2025-11-26T21:11:14.954588] [DEBUG] [LOCAL ] Loaded configuration for OCSL: 5 features, 90.0% accuracy [2025-11-26T21:11:14.954885] [DEBUG] [LOCAL ] Loaded configuration for OXM: 1 features, 90.0% accuracy [2025-11-26T21:11:14.955182] [DEBUG] [LOCAL ] Loaded configuration for LIVN: 6 features, 80.0% accuracy [2025-11-26T21:11:14.955501] [DEBUG] [LOCAL ] Loaded configuration for MBC: 5 features, 90.0% accuracy [2025-11-26T21:11:14.955772] [DEBUG] [LOCAL ] Loaded configuration for MBS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.956109] [DEBUG] [LOCAL ] Loaded configuration for IMMX: 4 features, 90.0% accuracy [2025-11-26T21:11:14.956441] [DEBUG] [LOCAL ] Loaded configuration for BWMN: 4 features, 60.0% accuracy [2025-11-26T21:11:14.956710] [DEBUG] [LOCAL ] Loaded configuration for ARRY: 1 features, 70.0% accuracy [2025-11-26T21:11:14.957002] [DEBUG] [LOCAL ] Loaded configuration for FITB: 4 features, 80.0% accuracy [2025-11-26T21:11:14.957316] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 3 features, 80.0% accuracy [2025-11-26T21:11:14.957657] [DEBUG] [LOCAL ] Loaded configuration for CING: 2 features, 70.0% accuracy [2025-11-26T21:11:14.957986] [DEBUG] [LOCAL ] Loaded configuration for SE: 4 features, 80.0% accuracy [2025-11-26T21:11:14.958275] [DEBUG] [LOCAL ] Loaded configuration for PANL: 2 features, 80.0% accuracy [2025-11-26T21:11:14.958368] [DEBUG] [LOCAL ] Loaded configuration for PD: 4 features, 90.0% accuracy [2025-11-26T21:11:14.958669] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-11-26T21:11:14.958951] [DEBUG] [LOCAL ] Loaded configuration for KRMD: 3 features, 50.0% accuracy [2025-11-26T21:11:14.959232] [DEBUG] [LOCAL ] Loaded configuration for LPG: 1 features, 50.0% accuracy [2025-11-26T21:11:14.959509] [DEBUG] [LOCAL ] Loaded configuration for BIIB: 3 features, 50.0% accuracy [2025-11-26T21:11:14.959593] [DEBUG] [LOCAL ] Loaded configuration for PDI: 5 features, 90.0% accuracy [2025-11-26T21:11:14.959921] [DEBUG] [LOCAL ] Loaded configuration for APGE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.960210] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 3 features, 70.0% accuracy [2025-11-26T21:11:14.960532] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 90.0% accuracy [2025-11-26T21:11:14.960812] [DEBUG] [LOCAL ] Loaded configuration for CYTK: 1 features, 70.0% accuracy [2025-11-26T21:11:14.961092] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 1 features, 80.0% accuracy [2025-11-26T21:11:14.961361] [DEBUG] [LOCAL ] Loaded configuration for PNQI: 2 features, 90.0% accuracy [2025-11-26T21:11:14.961683] [DEBUG] [LOCAL ] Loaded configuration for COP: 2 features, 90.0% accuracy [2025-11-26T21:11:14.962002] [DEBUG] [LOCAL ] Loaded configuration for COLD: 0 features, 80.0% accuracy [2025-11-26T21:11:14.962279] [DEBUG] [LOCAL ] Loaded configuration for ATXS: 1 features, 80.0% accuracy [2025-11-26T21:11:14.962562] [DEBUG] [LOCAL ] Loaded configuration for BCAL: 1 features, 90.0% accuracy [2025-11-26T21:11:14.962872] [DEBUG] [LOCAL ] Loaded configuration for HTLD: 2 features, 60.0% accuracy [2025-11-26T21:11:14.963164] [DEBUG] [LOCAL ] Loaded configuration for PBYI: 1 features, 80.0% accuracy [2025-11-26T21:11:14.963480] [DEBUG] [LOCAL ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy [2025-11-26T21:11:14.963564] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 60.0% accuracy [2025-11-26T21:11:14.963908] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-11-26T21:11:14.964198] [DEBUG] [LOCAL ] Loaded configuration for CASI: 2 features, 80.0% accuracy [2025-11-26T21:11:14.964488] [DEBUG] [LOCAL ] Loaded configuration for PAYX: 3 features, 60.0% accuracy [2025-11-26T21:11:14.964756] [DEBUG] [LOCAL ] Loaded configuration for LUNG: 2 features, 80.0% accuracy [2025-11-26T21:11:14.965075] [DEBUG] [LOCAL ] Loaded configuration for PAY: 5 features, 70.0% accuracy [2025-11-26T21:11:14.965377] [DEBUG] [LOCAL ] Loaded configuration for VMO: 1 features, 60.0% accuracy [2025-11-26T21:11:14.965671] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-11-26T21:11:14.966020] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 50.0% accuracy [2025-11-26T21:11:14.966352] [DEBUG] [LOCAL ] Loaded configuration for RYTM: 5 features, 80.0% accuracy [2025-11-26T21:11:14.966635] [DEBUG] [LOCAL ] Loaded configuration for TRP: 1 features, 60.0% accuracy [2025-11-26T21:11:14.967000] [DEBUG] [LOCAL ] Loaded configuration for JBND: 0 features, 50.0% accuracy [2025-11-26T21:11:14.967269] [DEBUG] [LOCAL ] Loaded configuration for NCNO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.967557] [DEBUG] [LOCAL ] Loaded configuration for KLXE: 3 features, 70.0% accuracy [2025-11-26T21:11:14.967663] [DEBUG] [LOCAL ] Loaded configuration for SF: 5 features, 90.0% accuracy [2025-11-26T21:11:14.967952] [DEBUG] [LOCAL ] Loaded configuration for GOVI: 2 features, 70.0% accuracy [2025-11-26T21:11:14.968240] [DEBUG] [LOCAL ] Loaded configuration for GPK: 3 features, 70.0% accuracy [2025-11-26T21:11:14.968525] [DEBUG] [LOCAL ] Loaded configuration for CTAS: 3 features, 90.0% accuracy [2025-11-26T21:11:14.968820] [DEBUG] [LOCAL ] Loaded configuration for ATRA: 0 features, 70.0% accuracy [2025-11-26T21:11:14.969106] [DEBUG] [LOCAL ] Loaded configuration for VOTE: 5 features, 80.0% accuracy [2025-11-26T21:11:14.969430] [DEBUG] [LOCAL ] Loaded configuration for RSSS: 2 features, 50.0% accuracy [2025-11-26T21:11:14.969757] [DEBUG] [LOCAL ] Loaded configuration for DGX: 4 features, 50.0% accuracy [2025-11-26T21:11:14.970033] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 60.0% accuracy [2025-11-26T21:11:14.970297] [DEBUG] [LOCAL ] Loaded configuration for MANH: 1 features, 90.0% accuracy [2025-11-26T21:11:14.970564] [DEBUG] [LOCAL ] Loaded configuration for GLPG: 3 features, 90.0% accuracy [2025-11-26T21:11:14.970857] [DEBUG] [LOCAL ] Loaded configuration for ODD: 1 features, 70.0% accuracy [2025-11-26T21:11:14.971123] [DEBUG] [LOCAL ] Loaded configuration for JSM: 1 features, 70.0% accuracy [2025-11-26T21:11:14.971409] [DEBUG] [LOCAL ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy [2025-11-26T21:11:14.971700] [DEBUG] [LOCAL ] Loaded configuration for VGI: 4 features, 80.0% accuracy [2025-11-26T21:11:14.971981] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-11-26T21:11:14.972255] [DEBUG] [LOCAL ] Loaded configuration for TBBK: 2 features, 70.0% accuracy [2025-11-26T21:11:14.972558] [DEBUG] [LOCAL ] Loaded configuration for RXRX: 4 features, 70.0% accuracy [2025-11-26T21:11:14.972876] [DEBUG] [LOCAL ] Loaded configuration for CNTA: 2 features, 80.0% accuracy [2025-11-26T21:11:14.973160] [DEBUG] [LOCAL ] Loaded configuration for HNRG: 2 features, 90.0% accuracy [2025-11-26T21:11:14.973446] [DEBUG] [LOCAL ] Loaded configuration for ACB: 2 features, 60.0% accuracy [2025-11-26T21:11:14.973747] [DEBUG] [LOCAL ] Loaded configuration for VMD: 1 features, 90.0% accuracy [2025-11-26T21:11:14.974042] [DEBUG] [LOCAL ] Loaded configuration for GOCO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.974324] [DEBUG] [LOCAL ] Loaded configuration for NRXP: 4 features, 80.0% accuracy [2025-11-26T21:11:14.974599] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 60.0% accuracy [2025-11-26T21:11:14.974910] [DEBUG] [LOCAL ] Loaded configuration for CPS: 2 features, 70.0% accuracy [2025-11-26T21:11:14.975228] [DEBUG] [LOCAL ] Loaded configuration for CVS: 2 features, 80.0% accuracy [2025-11-26T21:11:14.975496] [DEBUG] [LOCAL ] Loaded configuration for BGC: 2 features, 80.0% accuracy [2025-11-26T21:11:14.975811] [DEBUG] [LOCAL ] Loaded configuration for CROX: 1 features, 80.0% accuracy [2025-11-26T21:11:14.976095] [DEBUG] [LOCAL ] Loaded configuration for HTOO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.976364] [DEBUG] [LOCAL ] Loaded configuration for NEON: 2 features, 80.0% accuracy [2025-11-26T21:11:14.976670] [DEBUG] [LOCAL ] Loaded configuration for JACK: 3 features, 90.0% accuracy [2025-11-26T21:11:14.977008] [DEBUG] [LOCAL ] Loaded configuration for BRAG: 3 features, 60.0% accuracy [2025-11-26T21:11:14.977319] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 2 features, 50.0% accuracy [2025-11-26T21:11:14.977671] [DEBUG] [LOCAL ] Loaded configuration for ASB: 0 features, 70.0% accuracy [2025-11-26T21:11:14.977990] [DEBUG] [LOCAL ] Loaded configuration for BCO: 2 features, 60.0% accuracy [2025-11-26T21:11:14.978316] [DEBUG] [LOCAL ] Loaded configuration for ENTG: 0 features, 70.0% accuracy [2025-11-26T21:11:14.978636] [DEBUG] [LOCAL ] Loaded configuration for SYM: 3 features, 80.0% accuracy [2025-11-26T21:11:14.978933] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-11-26T21:11:14.979219] [DEBUG] [LOCAL ] Loaded configuration for CGTX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.979501] [DEBUG] [LOCAL ] Loaded configuration for IQ: 4 features, 80.0% accuracy [2025-11-26T21:11:14.979783] [DEBUG] [LOCAL ] Loaded configuration for UDMY: 0 features, 90.0% accuracy [2025-11-26T21:11:14.980101] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 4 features, 90.0% accuracy [2025-11-26T21:11:14.980388] [DEBUG] [LOCAL ] Loaded configuration for FLUX: 2 features, 80.0% accuracy [2025-11-26T21:11:14.980667] [DEBUG] [LOCAL ] Loaded configuration for MCY: 1 features, 80.0% accuracy [2025-11-26T21:11:14.980951] [DEBUG] [LOCAL ] Loaded configuration for MREO: 0 features, 70.0% accuracy [2025-11-26T21:11:14.981269] [DEBUG] [LOCAL ] Loaded configuration for JCE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.981537] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.981883] [DEBUG] [LOCAL ] Loaded configuration for BSCY: 2 features, 70.0% accuracy [2025-11-26T21:11:14.982167] [DEBUG] [LOCAL ] Loaded configuration for USIO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.982485] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 3 features, 80.0% accuracy [2025-11-26T21:11:14.982785] [DEBUG] [LOCAL ] Loaded configuration for PFIS: 1 features, 100.0% accuracy [2025-11-26T21:11:14.983101] [DEBUG] [LOCAL ] Loaded configuration for BZUN: 1 features, 80.0% accuracy [2025-11-26T21:11:14.983417] [DEBUG] [LOCAL ] Loaded configuration for META: 2 features, 80.0% accuracy [2025-11-26T21:11:14.983690] [DEBUG] [LOCAL ] Loaded configuration for CRVL: 1 features, 90.0% accuracy [2025-11-26T21:11:14.984021] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 2 features, 80.0% accuracy [2025-11-26T21:11:14.984292] [DEBUG] [LOCAL ] Loaded configuration for KLAC: 1 features, 60.0% accuracy [2025-11-26T21:11:14.984562] [DEBUG] [LOCAL ] Loaded configuration for NBN: 4 features, 80.0% accuracy [2025-11-26T21:11:14.984872] [DEBUG] [LOCAL ] Loaded configuration for SEIC: 3 features, 70.0% accuracy [2025-11-26T21:11:14.985156] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 90.0% accuracy [2025-11-26T21:11:14.985427] [DEBUG] [LOCAL ] Loaded configuration for MTRX: 2 features, 90.0% accuracy [2025-11-26T21:11:14.985700] [DEBUG] [LOCAL ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy [2025-11-26T21:11:14.985999] [DEBUG] [LOCAL ] Loaded configuration for AXP: 2 features, 70.0% accuracy [2025-11-26T21:11:14.986284] [DEBUG] [LOCAL ] Loaded configuration for MIGI: 2 features, 90.0% accuracy [2025-11-26T21:11:14.986597] [DEBUG] [LOCAL ] Loaded configuration for RMI: 3 features, 90.0% accuracy [2025-11-26T21:11:14.986898] [DEBUG] [LOCAL ] Loaded configuration for JBI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.987164] [DEBUG] [LOCAL ] Loaded configuration for NAD: 4 features, 80.0% accuracy [2025-11-26T21:11:14.987428] [DEBUG] [LOCAL ] Loaded configuration for FMB: 2 features, 80.0% accuracy [2025-11-26T21:11:14.987729] [DEBUG] [LOCAL ] Loaded configuration for ULBI: 3 features, 60.0% accuracy [2025-11-26T21:11:14.988056] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-11-26T21:11:14.988337] [DEBUG] [LOCAL ] Loaded configuration for BCX: 2 features, 70.0% accuracy [2025-11-26T21:11:14.988629] [DEBUG] [LOCAL ] Loaded configuration for IBTH: 2 features, 60.0% accuracy [2025-11-26T21:11:14.988953] [DEBUG] [LOCAL ] Loaded configuration for PTH: 3 features, 70.0% accuracy [2025-11-26T21:11:14.989230] [DEBUG] [LOCAL ] Loaded configuration for BPRN: 2 features, 80.0% accuracy [2025-11-26T21:11:14.989517] [DEBUG] [LOCAL ] Loaded configuration for XYL: 3 features, 100.0% accuracy [2025-11-26T21:11:14.989789] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-11-26T21:11:14.990113] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 90.0% accuracy [2025-11-26T21:11:14.990398] [DEBUG] [LOCAL ] Loaded configuration for SSRM: 2 features, 90.0% accuracy [2025-11-26T21:11:14.990682] [DEBUG] [LOCAL ] Loaded configuration for TORO: 1 features, 70.0% accuracy [2025-11-26T21:11:14.990947] [DEBUG] [LOCAL ] Loaded configuration for IBRX: 1 features, 70.0% accuracy [2025-11-26T21:11:14.991266] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-11-26T21:11:14.991550] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 1 features, 60.0% accuracy [2025-11-26T21:11:14.991887] [DEBUG] [LOCAL ] Loaded configuration for TEI: 2 features, 60.0% accuracy [2025-11-26T21:11:14.992154] [DEBUG] [LOCAL ] Loaded configuration for GRVY: 2 features, 70.0% accuracy [2025-11-26T21:11:14.992442] [DEBUG] [LOCAL ] Loaded configuration for VRA: 2 features, 90.0% accuracy [2025-11-26T21:11:14.992704] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-11-26T21:11:14.993023] [DEBUG] [LOCAL ] Loaded configuration for FTEK: 0 features, 70.0% accuracy [2025-11-26T21:11:14.993289] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 1 features, 60.0% accuracy [2025-11-26T21:11:14.993568] [DEBUG] [LOCAL ] Loaded configuration for AGI: 4 features, 60.0% accuracy [2025-11-26T21:11:14.993874] [DEBUG] [LOCAL ] Loaded configuration for WEC: 3 features, 70.0% accuracy [2025-11-26T21:11:14.994189] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.994452] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-11-26T21:11:14.994776] [DEBUG] [LOCAL ] Loaded configuration for USTB: 0 features, 80.0% accuracy [2025-11-26T21:11:14.995038] [DEBUG] [LOCAL ] Loaded configuration for CIB: 3 features, 90.0% accuracy [2025-11-26T21:11:14.995358] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 70.0% accuracy [2025-11-26T21:11:14.995618] [DEBUG] [LOCAL ] Loaded configuration for FBNC: 1 features, 70.0% accuracy [2025-11-26T21:11:14.995924] [DEBUG] [LOCAL ] Loaded configuration for VEON: 2 features, 70.0% accuracy [2025-11-26T21:11:14.996204] [DEBUG] [LOCAL ] Loaded configuration for WDI: 2 features, 60.0% accuracy [2025-11-26T21:11:14.996497] [DEBUG] [LOCAL ] Loaded configuration for AGD: 2 features, 80.0% accuracy [2025-11-26T21:11:14.996784] [DEBUG] [LOCAL ] Loaded configuration for LFVN: 1 features, 70.0% accuracy [2025-11-26T21:11:14.997095] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-11-26T21:11:14.997362] [DEBUG] [LOCAL ] Loaded configuration for RLMD: 4 features, 80.0% accuracy [2025-11-26T21:11:14.997851] [DEBUG] [LOCAL ] Loaded configuration for BLDP: 2 features, 60.0% accuracy [2025-11-26T21:11:14.998414] [DEBUG] [LOCAL ] Loaded configuration for CHRD: 1 features, 40.0% accuracy [2025-11-26T21:11:14.998779] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 80.0% accuracy [2025-11-26T21:11:14.999109] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 1 features, 70.0% accuracy [2025-11-26T21:11:14.999439] [DEBUG] [LOCAL ] Loaded configuration for VONE: 2 features, 90.0% accuracy [2025-11-26T21:11:14.999746] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 90.0% accuracy [2025-11-26T21:11:15.000065] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.000446] [DEBUG] [LOCAL ] Loaded configuration for BILL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.000783] [DEBUG] [LOCAL ] Loaded configuration for THC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.001092] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.001449] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.001757] [DEBUG] [LOCAL ] Loaded configuration for HFWA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.002096] [DEBUG] [LOCAL ] Loaded configuration for UHS: 0 features, 70.0% accuracy [2025-11-26T21:11:15.002400] [DEBUG] [LOCAL ] Loaded configuration for DRS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.002718] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.003086] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.003411] [DEBUG] [LOCAL ] Loaded configuration for BHK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.003779] [DEBUG] [LOCAL ] Loaded configuration for AREC: 0 features, 60.0% accuracy [2025-11-26T21:11:15.004085] [DEBUG] [LOCAL ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy [2025-11-26T21:11:15.004424] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 90.0% accuracy [2025-11-26T21:11:15.004984] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.007077] [DEBUG] [LOCAL ] Loaded configuration for PENN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.007393] [DEBUG] [LOCAL ] Loaded configuration for GPI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.007739] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 90.0% accuracy [2025-11-26T21:11:15.008086] [DEBUG] [LOCAL ] Loaded configuration for CFFN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.008406] [DEBUG] [LOCAL ] Loaded configuration for WD: 3 features, 80.0% accuracy [2025-11-26T21:11:15.008738] [DEBUG] [LOCAL ] Loaded configuration for SOXX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.008857] [DEBUG] [LOCAL ] Loaded configuration for PSX: 1 features, 90.0% accuracy [2025-11-26T21:11:15.009200] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 100.0% accuracy [2025-11-26T21:11:15.009536] [DEBUG] [LOCAL ] Loaded configuration for CERS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.009949] [DEBUG] [LOCAL ] Loaded configuration for RAIL: 7 features, 100.0% accuracy [2025-11-26T21:11:15.010287] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.010593] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 5 features, 90.0% accuracy [2025-11-26T21:11:15.010909] [DEBUG] [LOCAL ] Loaded configuration for PNRG: 4 features, 60.0% accuracy [2025-11-26T21:11:15.011237] [DEBUG] [LOCAL ] Loaded configuration for VLO: 4 features, 100.0% accuracy [2025-11-26T21:11:15.011568] [DEBUG] [LOCAL ] Loaded configuration for ALGS: 1 features, 50.0% accuracy [2025-11-26T21:11:15.011924] [DEBUG] [LOCAL ] Loaded configuration for MSA: 4 features, 100.0% accuracy [2025-11-26T21:11:15.012294] [DEBUG] [LOCAL ] Loaded configuration for PFE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.012635] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.012947] [DEBUG] [LOCAL ] Loaded configuration for IEF: 3 features, 100.0% accuracy [2025-11-26T21:11:15.013251] [DEBUG] [LOCAL ] Loaded configuration for TXO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.013543] [DEBUG] [LOCAL ] Loaded configuration for KSCP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.013907] [DEBUG] [LOCAL ] Loaded configuration for QQQX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.014209] [DEBUG] [LOCAL ] Loaded configuration for AKBA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.014517] [DEBUG] [LOCAL ] Loaded configuration for HOLX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.014809] [DEBUG] [LOCAL ] Loaded configuration for MUE: 3 features, 70.0% accuracy [2025-11-26T21:11:15.015110] [DEBUG] [LOCAL ] Loaded configuration for PODD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.015579] [DEBUG] [LOCAL ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy [2025-11-26T21:11:15.015963] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.016311] [DEBUG] [LOCAL ] Loaded configuration for SIMO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.016619] [DEBUG] [LOCAL ] Loaded configuration for PDFS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.017013] [DEBUG] [LOCAL ] Loaded configuration for CGBD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.017352] [DEBUG] [LOCAL ] Loaded configuration for TEM: 4 features, 90.0% accuracy [2025-11-26T21:11:15.017720] [DEBUG] [LOCAL ] Loaded configuration for EA: 3 features, 60.0% accuracy [2025-11-26T21:11:15.018059] [DEBUG] [LOCAL ] Loaded configuration for EMD: 5 features, 70.0% accuracy [2025-11-26T21:11:15.018392] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 60.0% accuracy [2025-11-26T21:11:15.018703] [DEBUG] [LOCAL ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.019009] [DEBUG] [LOCAL ] Loaded configuration for NTES: 3 features, 80.0% accuracy [2025-11-26T21:11:15.019343] [DEBUG] [LOCAL ] Loaded configuration for CIGI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.019672] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.020069] [DEBUG] [LOCAL ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.020497] [DEBUG] [LOCAL ] Loaded configuration for NMIH: 2 features, 80.0% accuracy [2025-11-26T21:11:15.020823] [DEBUG] [LOCAL ] Loaded configuration for MIND: 6 features, 80.0% accuracy [2025-11-26T21:11:15.021132] [DEBUG] [LOCAL ] Loaded configuration for POWI: 3 features, 90.0% accuracy [2025-11-26T21:11:15.021487] [DEBUG] [LOCAL ] Loaded configuration for EC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.021853] [DEBUG] [LOCAL ] Loaded configuration for ATLC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.022157] [DEBUG] [LOCAL ] Loaded configuration for RING: 4 features, 80.0% accuracy [2025-11-26T21:11:15.022528] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.022886] [DEBUG] [LOCAL ] Loaded configuration for ISRG: 1 features, 60.0% accuracy [2025-11-26T21:11:15.023193] [DEBUG] [LOCAL ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy [2025-11-26T21:11:15.023508] [DEBUG] [LOCAL ] Loaded configuration for TCPC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.023858] [DEBUG] [LOCAL ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy [2025-11-26T21:11:15.024156] [DEBUG] [LOCAL ] Loaded configuration for FOSL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.024471] [DEBUG] [LOCAL ] Loaded configuration for ACVA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.024782] [DEBUG] [LOCAL ] Loaded configuration for GLDD: 3 features, 60.0% accuracy [2025-11-26T21:11:15.025146] [DEBUG] [LOCAL ] Loaded configuration for BWAY: 6 features, 80.0% accuracy [2025-11-26T21:11:15.025514] [DEBUG] [LOCAL ] Loaded configuration for USOY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.025907] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.026238] [DEBUG] [LOCAL ] Loaded configuration for SCZ: 0 features, 60.0% accuracy [2025-11-26T21:11:15.026555] [DEBUG] [LOCAL ] Loaded configuration for TCOM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.026906] [DEBUG] [LOCAL ] Loaded configuration for LPSN: 2 features, 100.0% accuracy [2025-11-26T21:11:15.027238] [DEBUG] [LOCAL ] Loaded configuration for FLEX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.027603] [DEBUG] [LOCAL ] Loaded configuration for RPAY: 5 features, 80.0% accuracy [2025-11-26T21:11:15.027971] [DEBUG] [LOCAL ] Loaded configuration for IGF: 3 features, 70.0% accuracy [2025-11-26T21:11:15.028332] [DEBUG] [LOCAL ] Loaded configuration for PSC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.028669] [DEBUG] [LOCAL ] Loaded configuration for SQM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.029026] [DEBUG] [LOCAL ] Loaded configuration for AME: 3 features, 70.0% accuracy [2025-11-26T21:11:15.029381] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 0 features, 70.0% accuracy [2025-11-26T21:11:15.029769] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.030104] [DEBUG] [LOCAL ] Loaded configuration for BTSG: 4 features, 70.0% accuracy [2025-11-26T21:11:15.030462] [DEBUG] [LOCAL ] Loaded configuration for DD: 1 features, 60.0% accuracy [2025-11-26T21:11:15.030794] [DEBUG] [LOCAL ] Loaded configuration for SHFS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.031123] [DEBUG] [LOCAL ] Loaded configuration for VVOS: 4 features, 60.0% accuracy [2025-11-26T21:11:15.031447] [DEBUG] [LOCAL ] Loaded configuration for GNTX: 6 features, 80.0% accuracy [2025-11-26T21:11:15.031754] [DEBUG] [LOCAL ] Loaded configuration for FPXI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.032069] [DEBUG] [LOCAL ] Loaded configuration for FISI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.032382] [DEBUG] [LOCAL ] Loaded configuration for AAL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.032704] [DEBUG] [LOCAL ] Loaded configuration for TTEK: 3 features, 60.0% accuracy [2025-11-26T21:11:15.033050] [DEBUG] [LOCAL ] Loaded configuration for MILN: 1 features, 90.0% accuracy [2025-11-26T21:11:15.033347] [DEBUG] [LOCAL ] Loaded configuration for BANF: 2 features, 70.0% accuracy [2025-11-26T21:11:15.033711] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.034070] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.034424] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 1 features, 90.0% accuracy [2025-11-26T21:11:15.034752] [DEBUG] [LOCAL ] Loaded configuration for LGCL: 1 features, 50.0% accuracy [2025-11-26T21:11:15.035103] [DEBUG] [LOCAL ] Loaded configuration for DDOG: 1 features, 80.0% accuracy [2025-11-26T21:11:15.035407] [DEBUG] [LOCAL ] Loaded configuration for STM: 4 features, 70.0% accuracy [2025-11-26T21:11:15.035728] [DEBUG] [LOCAL ] Loaded configuration for CDL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.036059] [DEBUG] [LOCAL ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy [2025-11-26T21:11:15.036383] [DEBUG] [LOCAL ] Loaded configuration for HASI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.036715] [DEBUG] [LOCAL ] Loaded configuration for ORLY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.037086] [DEBUG] [LOCAL ] Loaded configuration for TERN: 1 features, 90.0% accuracy [2025-11-26T21:11:15.037411] [DEBUG] [LOCAL ] Loaded configuration for ITIC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.037771] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.038089] [DEBUG] [LOCAL ] Loaded configuration for KOD: 4 features, 90.0% accuracy [2025-11-26T21:11:15.038404] [DEBUG] [LOCAL ] Loaded configuration for TLK: 1 features, 60.0% accuracy [2025-11-26T21:11:15.038773] [DEBUG] [LOCAL ] Loaded configuration for KRP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.039098] [DEBUG] [LOCAL ] Loaded configuration for APP: 0 features, 80.0% accuracy [2025-11-26T21:11:15.039441] [DEBUG] [LOCAL ] Loaded configuration for IRWD: 1 features, 60.0% accuracy [2025-11-26T21:11:15.039782] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.040113] [DEBUG] [LOCAL ] Loaded configuration for LOCO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.040421] [DEBUG] [LOCAL ] Loaded configuration for FEPI: 3 features, 100.0% accuracy [2025-11-26T21:11:15.040788] [DEBUG] [LOCAL ] Loaded configuration for KRO: 1 features, 50.0% accuracy [2025-11-26T21:11:15.041123] [DEBUG] [LOCAL ] Loaded configuration for FDUS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.041485] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.041857] [DEBUG] [LOCAL ] Loaded configuration for WSBF: 4 features, 70.0% accuracy [2025-11-26T21:11:15.042230] [DEBUG] [LOCAL ] Loaded configuration for SWIM: 3 features, 90.0% accuracy [2025-11-26T21:11:15.042565] [DEBUG] [LOCAL ] Loaded configuration for NTAP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.042906] [DEBUG] [LOCAL ] Loaded configuration for OLLI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.043261] [DEBUG] [LOCAL ] Loaded configuration for PRZO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.043583] [DEBUG] [LOCAL ] Loaded configuration for AMD: 2 features, 70.0% accuracy [2025-11-26T21:11:15.043970] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, 80.0% accuracy [2025-11-26T21:11:15.044283] [DEBUG] [LOCAL ] Loaded configuration for BOOM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.044662] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-11-26T21:11:15.045043] [DEBUG] [LOCAL ] Loaded configuration for BFAM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.045372] [DEBUG] [LOCAL ] Loaded configuration for CMTL: 0 features, 90.0% accuracy [2025-11-26T21:11:15.045717] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.046038] [DEBUG] [LOCAL ] Loaded configuration for NBBK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.046407] [DEBUG] [LOCAL ] Loaded configuration for ASH: 1 features, 90.0% accuracy [2025-11-26T21:11:15.046779] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.047116] [DEBUG] [LOCAL ] Loaded configuration for NWBI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.047490] [DEBUG] [LOCAL ] Loaded configuration for TARK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.047821] [DEBUG] [LOCAL ] Loaded configuration for OPBK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.048189] [DEBUG] [LOCAL ] Loaded configuration for AUTL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.048509] [DEBUG] [LOCAL ] Loaded configuration for AEI: 1 features, 90.0% accuracy [2025-11-26T21:11:15.048871] [DEBUG] [LOCAL ] Loaded configuration for HQY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.049225] [DEBUG] [LOCAL ] Loaded configuration for EXP: 5 features, 90.0% accuracy [2025-11-26T21:11:15.049531] [DEBUG] [LOCAL ] Loaded configuration for ONL: 1 features, 80.0% accuracy [2025-11-26T21:11:15.049879] [DEBUG] [LOCAL ] Loaded configuration for UFO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.050183] [DEBUG] [LOCAL ] Loaded configuration for POAI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.050573] [DEBUG] [LOCAL ] Loaded configuration for MLYS: 1 features, 50.0% accuracy [2025-11-26T21:11:15.050947] [DEBUG] [LOCAL ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.051256] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.051629] [DEBUG] [LOCAL ] Loaded configuration for MGNI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.051788] [DEBUG] [LOCAL ] Loaded configuration for FTSM: 1 features, 90.0% accuracy [2025-11-26T21:11:15.052108] [DEBUG] [LOCAL ] Loaded configuration for TXG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.052416] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.052734] [DEBUG] [LOCAL ] Loaded configuration for CM: 4 features, 90.0% accuracy [2025-11-26T21:11:15.053089] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.053441] [DEBUG] [LOCAL ] Loaded configuration for COKE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.053782] [DEBUG] [LOCAL ] Loaded configuration for HIMX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.054140] [DEBUG] [LOCAL ] Loaded configuration for AVGO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.054501] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.054854] [DEBUG] [LOCAL ] Loaded configuration for EE: 0 features, 70.0% accuracy [2025-11-26T21:11:15.055208] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.055506] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.055813] [DEBUG] [LOCAL ] Loaded configuration for ADSK: 3 features, 80.0% accuracy [2025-11-26T21:11:15.056090] [DEBUG] [LOCAL ] Loaded configuration for FF: 1 features, 60.0% accuracy [2025-11-26T21:11:15.056378] [DEBUG] [LOCAL ] Loaded configuration for FDX: 1 features, 60.0% accuracy [2025-11-26T21:11:15.056708] [DEBUG] [LOCAL ] Loaded configuration for ARKO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.057013] [DEBUG] [LOCAL ] Loaded configuration for SWBI: 3 features, 60.0% accuracy [2025-11-26T21:11:15.057354] [DEBUG] [LOCAL ] Loaded configuration for PERI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.057734] [DEBUG] [LOCAL ] Loaded configuration for WLDS: 0 features, 90.0% accuracy [2025-11-26T21:11:15.058048] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 80.0% accuracy [2025-11-26T21:11:15.058369] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 70.0% accuracy [2025-11-26T21:11:15.058750] [DEBUG] [LOCAL ] Loaded configuration for CHY: 5 features, 80.0% accuracy [2025-11-26T21:11:15.059075] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 4 features, 70.0% accuracy [2025-11-26T21:11:15.059375] [DEBUG] [LOCAL ] Loaded configuration for FHN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.059721] [DEBUG] [LOCAL ] Loaded configuration for PAGP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.060058] [DEBUG] [LOCAL ] Loaded configuration for INSG: 3 features, 90.0% accuracy [2025-11-26T21:11:15.060420] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-11-26T21:11:15.060729] [DEBUG] [LOCAL ] Loaded configuration for AIRG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.061069] [DEBUG] [LOCAL ] Loaded configuration for CETX: 0 features, 90.0% accuracy [2025-11-26T21:11:15.061378] [DEBUG] [LOCAL ] Loaded configuration for LITM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.061694] [DEBUG] [LOCAL ] Loaded configuration for API: 3 features, 80.0% accuracy [2025-11-26T21:11:15.062000] [DEBUG] [LOCAL ] Loaded configuration for UEIC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.062301] [DEBUG] [LOCAL ] Loaded configuration for MSFL: 5 features, 70.0% accuracy [2025-11-26T21:11:15.062604] [DEBUG] [LOCAL ] Loaded configuration for BIRD: 3 features, 60.0% accuracy [2025-11-26T21:11:15.062948] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-11-26T21:11:15.063288] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.063585] [DEBUG] [LOCAL ] Loaded configuration for JDZG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.063944] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 90.0% accuracy [2025-11-26T21:11:15.064250] [DEBUG] [LOCAL ] Loaded configuration for PCTY: 5 features, 60.0% accuracy [2025-11-26T21:11:15.064540] [DEBUG] [LOCAL ] Loaded configuration for OPXS: 5 features, 80.0% accuracy [2025-11-26T21:11:15.064874] [DEBUG] [LOCAL ] Loaded configuration for NVDA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.065220] [DEBUG] [LOCAL ] Loaded configuration for RAVE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.065526] [DEBUG] [LOCAL ] Loaded configuration for CIF: 1 features, 90.0% accuracy [2025-11-26T21:11:15.065920] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.066217] [DEBUG] [LOCAL ] Loaded configuration for MCHI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.066601] [DEBUG] [LOCAL ] Loaded configuration for VREX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.066923] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 2 features, 70.0% accuracy [2025-11-26T21:11:15.067229] [DEBUG] [LOCAL ] Loaded configuration for VC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.067530] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-11-26T21:11:15.067899] [DEBUG] [LOCAL ] Loaded configuration for BLD: 2 features, 50.0% accuracy [2025-11-26T21:11:15.068187] [DEBUG] [LOCAL ] Loaded configuration for FENC: 1 features, 60.0% accuracy [2025-11-26T21:11:15.068490] [DEBUG] [LOCAL ] Loaded configuration for TSM: 6 features, 70.0% accuracy [2025-11-26T21:11:15.068838] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.069150] [DEBUG] [LOCAL ] Loaded configuration for TRVG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.069488] [DEBUG] [LOCAL ] Loaded configuration for PLAB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.069803] [DEBUG] [LOCAL ] Loaded configuration for DGII: 2 features, 70.0% accuracy [2025-11-26T21:11:15.070150] [DEBUG] [LOCAL ] Loaded configuration for INCY: 6 features, 80.0% accuracy [2025-11-26T21:11:15.070493] [DEBUG] [LOCAL ] Loaded configuration for CGABL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.070834] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 100.0% accuracy [2025-11-26T21:11:15.071195] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-11-26T21:11:15.071535] [DEBUG] [LOCAL ] Loaded configuration for EBON: 2 features, 70.0% accuracy [2025-11-26T21:11:15.071909] [DEBUG] [LOCAL ] Loaded configuration for AWF: 1 features, 60.0% accuracy [2025-11-26T21:11:15.072257] [DEBUG] [LOCAL ] Loaded configuration for M: 3 features, 80.0% accuracy [2025-11-26T21:11:15.072563] [DEBUG] [LOCAL ] Loaded configuration for TREE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.072948] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 5 features, 90.0% accuracy [2025-11-26T21:11:15.073237] [DEBUG] [LOCAL ] Loaded configuration for DSM: 2 features, 60.0% accuracy [2025-11-26T21:11:15.073581] [DEBUG] [LOCAL ] Loaded configuration for FMN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.073935] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 60.0% accuracy [2025-11-26T21:11:15.074048] [DEBUG] [LOCAL ] Loaded configuration for DNP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.074357] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.074686] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-11-26T21:11:15.074976] [DEBUG] [LOCAL ] Loaded configuration for CELC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.075318] [DEBUG] [LOCAL ] Loaded configuration for MFI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.075629] [DEBUG] [LOCAL ] Loaded configuration for INM: 0 features, 70.0% accuracy [2025-11-26T21:11:15.076024] [DEBUG] [LOCAL ] Loaded configuration for BEEM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.076323] [DEBUG] [LOCAL ] Loaded configuration for PLUG: 3 features, 90.0% accuracy [2025-11-26T21:11:15.076734] [DEBUG] [LOCAL ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.077081] [DEBUG] [LOCAL ] Loaded configuration for PGJ: 1 features, 90.0% accuracy [2025-11-26T21:11:15.077389] [DEBUG] [LOCAL ] Loaded configuration for RGS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.077741] [DEBUG] [LOCAL ] Loaded configuration for GDS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.078037] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-11-26T21:11:15.078341] [DEBUG] [LOCAL ] Loaded configuration for CHI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.078682] [DEBUG] [LOCAL ] Loaded configuration for BAH: 5 features, 70.0% accuracy [2025-11-26T21:11:15.079016] [DEBUG] [LOCAL ] Loaded configuration for FEIM: 0 features, 50.0% accuracy [2025-11-26T21:11:15.079315] [DEBUG] [LOCAL ] Loaded configuration for OPEN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.079605] [DEBUG] [LOCAL ] Loaded configuration for LYRA: 5 features, 90.0% accuracy [2025-11-26T21:11:15.079947] [DEBUG] [LOCAL ] Loaded configuration for SNCY: 1 features, 70.0% accuracy [2025-11-26T21:11:15.080289] [DEBUG] [LOCAL ] Loaded configuration for ARGX: 4 features, 60.0% accuracy [2025-11-26T21:11:15.080581] [DEBUG] [LOCAL ] Loaded configuration for CDNA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.080931] [DEBUG] [LOCAL ] Loaded configuration for URNJ: 1 features, 70.0% accuracy [2025-11-26T21:11:15.081222] [DEBUG] [LOCAL ] Loaded configuration for MARA: 3 features, 60.0% accuracy [2025-11-26T21:11:15.081544] [DEBUG] [LOCAL ] Loaded configuration for MTD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.081952] [DEBUG] [LOCAL ] Loaded configuration for OBIO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.082243] [DEBUG] [LOCAL ] Loaded configuration for CRDF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.082682] [DEBUG] [LOCAL ] Loaded configuration for WAY: 5 features, 70.0% accuracy [2025-11-26T21:11:15.082998] [DEBUG] [LOCAL ] Loaded configuration for COWG: 4 features, 80.0% accuracy [2025-11-26T21:11:15.083303] [DEBUG] [LOCAL ] Loaded configuration for CRDO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.083687] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.084053] [DEBUG] [LOCAL ] Loaded configuration for AGYS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.084398] [DEBUG] [LOCAL ] Loaded configuration for BMO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.084744] [DEBUG] [LOCAL ] Loaded configuration for ARQQ: 4 features, 90.0% accuracy [2025-11-26T21:11:15.085037] [DEBUG] [LOCAL ] Loaded configuration for BNDX: 6 features, 70.0% accuracy [2025-11-26T21:11:15.085378] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.085729] [DEBUG] [LOCAL ] Loaded configuration for CAC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.086050] [DEBUG] [LOCAL ] Loaded configuration for ABVE: 3 features, 50.0% accuracy [2025-11-26T21:11:15.086370] [DEBUG] [LOCAL ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy [2025-11-26T21:11:15.086713] [DEBUG] [LOCAL ] Loaded configuration for AMTX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.087058] [DEBUG] [LOCAL ] Loaded configuration for CEVA: 4 features, 80.0% accuracy [2025-11-26T21:11:15.087370] [DEBUG] [LOCAL ] Loaded configuration for CPK: 1 features, 90.0% accuracy [2025-11-26T21:11:15.087714] [DEBUG] [LOCAL ] Loaded configuration for IBCP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.088031] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.088324] [DEBUG] [LOCAL ] Loaded configuration for ROCK: 3 features, 60.0% accuracy [2025-11-26T21:11:15.088756] [DEBUG] [LOCAL ] Loaded configuration for IMRX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.089119] [DEBUG] [LOCAL ] Loaded configuration for NRC: 5 features, 90.0% accuracy [2025-11-26T21:11:15.089439] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.089738] [DEBUG] [LOCAL ] Loaded configuration for NIC: 5 features, 100.0% accuracy [2025-11-26T21:11:15.090048] [DEBUG] [LOCAL ] Loaded configuration for WPC: 0 features, 60.0% accuracy [2025-11-26T21:11:15.090343] [DEBUG] [LOCAL ] Loaded configuration for UAL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.090692] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 1 features, 90.0% accuracy [2025-11-26T21:11:15.090988] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.091307] [DEBUG] [LOCAL ] Loaded configuration for INGN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.091680] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.091980] [DEBUG] [LOCAL ] Loaded configuration for PKG: 0 features, 80.0% accuracy [2025-11-26T21:11:15.092318] [DEBUG] [LOCAL ] Loaded configuration for CE: 4 features, 90.0% accuracy [2025-11-26T21:11:15.092618] [DEBUG] [LOCAL ] Loaded configuration for TWFG: 2 features, 90.0% accuracy [2025-11-26T21:11:15.092960] [DEBUG] [LOCAL ] Loaded configuration for MGTX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.093258] [DEBUG] [LOCAL ] Loaded configuration for BBN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.093631] [DEBUG] [LOCAL ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.093998] [DEBUG] [LOCAL ] Loaded configuration for FTHM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.094296] [DEBUG] [LOCAL ] Loaded configuration for VSDA: 4 features, 80.0% accuracy [2025-11-26T21:11:15.094577] [DEBUG] [LOCAL ] Loaded configuration for DSGN: 5 features, 80.0% accuracy [2025-11-26T21:11:15.094909] [DEBUG] [LOCAL ] Loaded configuration for VONG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.095188] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 80.0% accuracy [2025-11-26T21:11:15.095479] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.095772] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.096062] [DEBUG] [LOCAL ] Loaded configuration for EARN: 3 features, 60.0% accuracy [2025-11-26T21:11:15.096384] [DEBUG] [LOCAL ] Loaded configuration for PRO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.096684] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.097009] [DEBUG] [LOCAL ] Loaded configuration for RYN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.097329] [DEBUG] [LOCAL ] Loaded configuration for CRML: 1 features, 70.0% accuracy [2025-11-26T21:11:15.097668] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.098007] [DEBUG] [LOCAL ] Loaded configuration for XEL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.098312] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-11-26T21:11:15.098604] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-11-26T21:11:15.098921] [DEBUG] [LOCAL ] Loaded configuration for RGCO: 3 features, 90.0% accuracy [2025-11-26T21:11:15.099250] [DEBUG] [LOCAL ] Loaded configuration for PTY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.099532] [DEBUG] [LOCAL ] Loaded configuration for ASLE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.099885] [DEBUG] [LOCAL ] Loaded configuration for TECX: 5 features, 80.0% accuracy [2025-11-26T21:11:15.100214] [DEBUG] [LOCAL ] Loaded configuration for ECPG: 1 features, 100.0% accuracy [2025-11-26T21:11:15.100503] [DEBUG] [LOCAL ] Loaded configuration for SONO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.100837] [DEBUG] [LOCAL ] Loaded configuration for SKM: 0 features, 80.0% accuracy [2025-11-26T21:11:15.101130] [DEBUG] [LOCAL ] Loaded configuration for AEO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.101453] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.101753] [DEBUG] [LOCAL ] Loaded configuration for PETS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.102085] [DEBUG] [LOCAL ] Loaded configuration for CVRX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.102358] [DEBUG] [LOCAL ] Loaded configuration for RACE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.102459] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.102775] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.103068] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 70.0% accuracy [2025-11-26T21:11:15.103370] [DEBUG] [LOCAL ] Loaded configuration for LVO: 1 features, 50.0% accuracy [2025-11-26T21:11:15.103691] [DEBUG] [LOCAL ] Loaded configuration for FDIF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.103987] [DEBUG] [LOCAL ] Loaded configuration for ODFL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.104259] [DEBUG] [LOCAL ] Loaded configuration for DGLY: 0 features, 70.0% accuracy [2025-11-26T21:11:15.104556] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 4 features, 90.0% accuracy [2025-11-26T21:11:15.104920] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 60.0% accuracy [2025-11-26T21:11:15.105248] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.105582] [DEBUG] [LOCAL ] Loaded configuration for PEO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.105702] [DEBUG] [LOCAL ] Loaded configuration for ATRC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.105991] [DEBUG] [LOCAL ] Loaded configuration for WIA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.106316] [DEBUG] [LOCAL ] Loaded configuration for BDTX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.106663] [DEBUG] [LOCAL ] Loaded configuration for BLCN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.106975] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-11-26T21:11:15.107304] [DEBUG] [LOCAL ] Loaded configuration for GASS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.107599] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 1 features, 50.0% accuracy [2025-11-26T21:11:15.107912] [DEBUG] [LOCAL ] Loaded configuration for MSBI: 6 features, 90.0% accuracy [2025-11-26T21:11:15.108209] [DEBUG] [LOCAL ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.108479] [DEBUG] [LOCAL ] Loaded configuration for RNA: 4 features, 50.0% accuracy [2025-11-26T21:11:15.108773] [DEBUG] [LOCAL ] Loaded configuration for PTLO: 5 features, 70.0% accuracy [2025-11-26T21:11:15.109055] [DEBUG] [LOCAL ] Loaded configuration for ALC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.109360] [DEBUG] [LOCAL ] Loaded configuration for TSL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.109699] [DEBUG] [LOCAL ] Loaded configuration for BZH: 1 features, 70.0% accuracy [2025-11-26T21:11:15.110024] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.110318] [DEBUG] [LOCAL ] Loaded configuration for TMUS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.110634] [DEBUG] [LOCAL ] Loaded configuration for CCI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.110951] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.111242] [DEBUG] [LOCAL ] Loaded configuration for YETI: 0 features, 60.0% accuracy [2025-11-26T21:11:15.111335] [DEBUG] [LOCAL ] Loaded configuration for PHI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.111604] [DEBUG] [LOCAL ] Loaded configuration for UHG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.111959] [DEBUG] [LOCAL ] Loaded configuration for SNA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.112282] [DEBUG] [LOCAL ] Loaded configuration for WWD: 0 features, 70.0% accuracy [2025-11-26T21:11:15.112564] [DEBUG] [LOCAL ] Loaded configuration for GTN: 2 features, 50.0% accuracy [2025-11-26T21:11:15.112686] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.112968] [DEBUG] [LOCAL ] Loaded configuration for XTIA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.113289] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 90.0% accuracy [2025-11-26T21:11:15.113578] [DEBUG] [LOCAL ] Loaded configuration for DIOD: 2 features, 90.0% accuracy [2025-11-26T21:11:15.113927] [DEBUG] [LOCAL ] Loaded configuration for WEN: 0 features, 80.0% accuracy [2025-11-26T21:11:15.114225] [DEBUG] [LOCAL ] Loaded configuration for QQQY: 4 features, 70.0% accuracy [2025-11-26T21:11:15.114526] [DEBUG] [LOCAL ] Loaded configuration for DBI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.114809] [DEBUG] [LOCAL ] Loaded configuration for OPK: 1 features, 70.0% accuracy [2025-11-26T21:11:15.115123] [DEBUG] [LOCAL ] Loaded configuration for MCRI: 3 features, 90.0% accuracy [2025-11-26T21:11:15.115221] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.115502] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-11-26T21:11:15.115769] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.116089] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.116357] [DEBUG] [LOCAL ] Loaded configuration for EVGN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.116671] [DEBUG] [LOCAL ] Loaded configuration for CG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.116958] [DEBUG] [LOCAL ] Loaded configuration for AXGN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.117273] [DEBUG] [LOCAL ] Loaded configuration for DHF: 2 features, 80.0% accuracy [2025-11-26T21:11:15.117564] [DEBUG] [LOCAL ] Loaded configuration for BC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.117867] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.118155] [DEBUG] [LOCAL ] Loaded configuration for IDAI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.118437] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-11-26T21:11:15.118762] [DEBUG] [LOCAL ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy [2025-11-26T21:11:15.119047] [DEBUG] [LOCAL ] Loaded configuration for SVC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.119312] [DEBUG] [LOCAL ] Loaded configuration for OPTX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.119626] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.119987] [DEBUG] [LOCAL ] Loaded configuration for KBWB: 4 features, 100.0% accuracy [2025-11-26T21:11:15.120324] [DEBUG] [LOCAL ] Loaded configuration for CPF: 5 features, 70.0% accuracy [2025-11-26T21:11:15.120589] [DEBUG] [LOCAL ] Loaded configuration for NIE: 1 features, 60.0% accuracy [2025-11-26T21:11:15.120923] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.121215] [DEBUG] [LOCAL ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.121532] [DEBUG] [LOCAL ] Loaded configuration for BLE: 1 features, 90.0% accuracy [2025-11-26T21:11:15.121919] [DEBUG] [LOCAL ] Loaded configuration for MCS: 4 features, 70.0% accuracy [2025-11-26T21:11:15.122241] [DEBUG] [LOCAL ] Loaded configuration for PGNY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.122508] [DEBUG] [LOCAL ] Loaded configuration for TTI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.122775] [DEBUG] [LOCAL ] Loaded configuration for ETHA: 4 features, 70.0% accuracy [2025-11-26T21:11:15.123060] [DEBUG] [LOCAL ] Loaded configuration for MNRO: 3 features, 100.0% accuracy [2025-11-26T21:11:15.123343] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 4 features, 60.0% accuracy [2025-11-26T21:11:15.123615] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.123937] [DEBUG] [LOCAL ] Loaded configuration for DNLI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.124225] [DEBUG] [LOCAL ] Loaded configuration for SOPA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.124488] [DEBUG] [LOCAL ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.124774] [DEBUG] [LOCAL ] Loaded configuration for SPRY: 1 features, 70.0% accuracy [2025-11-26T21:11:15.125055] [DEBUG] [LOCAL ] Loaded configuration for ADM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.125343] [DEBUG] [LOCAL ] Loaded configuration for TRUP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.125671] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-11-26T21:11:15.125965] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-11-26T21:11:15.126306] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 4 features, 70.0% accuracy [2025-11-26T21:11:15.126392] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 2 features, 50.0% accuracy [2025-11-26T21:11:15.126703] [DEBUG] [LOCAL ] Loaded configuration for NC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.127026] [DEBUG] [LOCAL ] Loaded configuration for USOI: 0 features, 60.0% accuracy [2025-11-26T21:11:15.127312] [DEBUG] [LOCAL ] Loaded configuration for ALKS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.127609] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.128127] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.128416] [DEBUG] [LOCAL ] Loaded configuration for SNES: 3 features, 70.0% accuracy [2025-11-26T21:11:15.128712] [DEBUG] [LOCAL ] Loaded configuration for ALCO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.129040] [DEBUG] [LOCAL ] Loaded configuration for IMOS: 0 features, 70.0% accuracy [2025-11-26T21:11:15.129330] [DEBUG] [LOCAL ] Loaded configuration for CYD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.129627] [DEBUG] [LOCAL ] Loaded configuration for MRK: 2 features, 90.0% accuracy [2025-11-26T21:11:15.129940] [DEBUG] [LOCAL ] Loaded configuration for DGCB: 0 features, 70.0% accuracy [2025-11-26T21:11:15.130272] [DEBUG] [LOCAL ] Loaded configuration for MUA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.130599] [DEBUG] [LOCAL ] Loaded configuration for GNL: 0 features, 70.0% accuracy [2025-11-26T21:11:15.130908] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.131230] [DEBUG] [LOCAL ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy [2025-11-26T21:11:15.131523] [DEBUG] [LOCAL ] Loaded configuration for BFIN: 5 features, 100.0% accuracy [2025-11-26T21:11:15.131852] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 3 features, 90.0% accuracy [2025-11-26T21:11:15.132136] [DEBUG] [LOCAL ] Loaded configuration for TME: 3 features, 80.0% accuracy [2025-11-26T21:11:15.132465] [DEBUG] [LOCAL ] Loaded configuration for BVS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.132743] [DEBUG] [LOCAL ] Loaded configuration for MAMA: 4 features, 70.0% accuracy [2025-11-26T21:11:15.133048] [DEBUG] [LOCAL ] Loaded configuration for FCCO: 4 features, 70.0% accuracy [2025-11-26T21:11:15.133342] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.133663] [DEBUG] [LOCAL ] Loaded configuration for ESCA: 4 features, 80.0% accuracy [2025-11-26T21:11:15.133957] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.134243] [DEBUG] [LOCAL ] Loaded configuration for WFC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.134532] [DEBUG] [LOCAL ] Loaded configuration for MTH: 3 features, 80.0% accuracy [2025-11-26T21:11:15.134807] [DEBUG] [LOCAL ] Loaded configuration for SWK: 0 features, 70.0% accuracy [2025-11-26T21:11:15.135103] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-11-26T21:11:15.135396] [DEBUG] [LOCAL ] Loaded configuration for IRON: 3 features, 70.0% accuracy [2025-11-26T21:11:15.135720] [DEBUG] [LOCAL ] Loaded configuration for BL: 3 features, 50.0% accuracy [2025-11-26T21:11:15.136018] [DEBUG] [LOCAL ] Loaded configuration for INO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.136332] [DEBUG] [LOCAL ] Loaded configuration for INDP: 0 features, 70.0% accuracy [2025-11-26T21:11:15.136616] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.137051] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.137366] [DEBUG] [LOCAL ] Loaded configuration for STEP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.137692] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 90.0% accuracy [2025-11-26T21:11:15.138005] [DEBUG] [LOCAL ] Loaded configuration for EPD: 4 features, 100.0% accuracy [2025-11-26T21:11:15.138287] [DEBUG] [LOCAL ] Loaded configuration for URBN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.138607] [DEBUG] [LOCAL ] Loaded configuration for TPCS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.138920] [DEBUG] [LOCAL ] Loaded configuration for AEVA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.139284] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-11-26T21:11:15.139755] [DEBUG] [LOCAL ] Loaded configuration for ERNA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.140313] [DEBUG] [LOCAL ] Loaded configuration for COPP: 3 features, 60.0% accuracy [2025-11-26T21:11:15.140679] [DEBUG] [LOCAL ] Loaded configuration for OFLX: 4 features, 70.0% accuracy [2025-11-26T21:11:15.140957] [DEBUG] [LOCAL ] Loaded configuration for AUPH: 5 features, 70.0% accuracy [2025-11-26T21:11:15.141272] [DEBUG] [LOCAL ] Loaded configuration for VTYX: 0 features, 90.0% accuracy [2025-11-26T21:11:15.141562] [DEBUG] [LOCAL ] Loaded configuration for GREE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.141899] [DEBUG] [LOCAL ] Loaded configuration for AEMD: 2 features, 100.0% accuracy [2025-11-26T21:11:15.142274] [DEBUG] [LOCAL ] Loaded configuration for RSI: 3 features, 90.0% accuracy [2025-11-26T21:11:15.142616] [DEBUG] [LOCAL ] Loaded configuration for HBM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.143064] [DEBUG] [LOCAL ] Loaded configuration for SREA: 5 features, 90.0% accuracy [2025-11-26T21:11:15.143457] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.143748] [DEBUG] [LOCAL ] Loaded configuration for NHI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.144257] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.144550] [DEBUG] [LOCAL ] Loaded configuration for BPOP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.144918] [DEBUG] [LOCAL ] Loaded configuration for EBC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.145258] [DEBUG] [LOCAL ] Loaded configuration for BNED: 3 features, 70.0% accuracy [2025-11-26T21:11:15.145581] [DEBUG] [LOCAL ] Loaded configuration for BSM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.145926] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 1 features, 60.0% accuracy [2025-11-26T21:11:15.146198] [DEBUG] [LOCAL ] Loaded configuration for PMTS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.146475] [DEBUG] [LOCAL ] Loaded configuration for STC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.146814] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.147160] [DEBUG] [LOCAL ] Loaded configuration for UPS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.147451] [DEBUG] [LOCAL ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy [2025-11-26T21:11:15.147815] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.148090] [DEBUG] [LOCAL ] Loaded configuration for HBAN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.148374] [DEBUG] [LOCAL ] Loaded configuration for WKEY: 0 features, 80.0% accuracy [2025-11-26T21:11:15.148662] [DEBUG] [LOCAL ] Loaded configuration for TYGO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.148930] [DEBUG] [LOCAL ] Loaded configuration for BSMS: 3 features, 100.0% accuracy [2025-11-26T21:11:15.149267] [DEBUG] [LOCAL ] Loaded configuration for CNX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.149667] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 80.0% accuracy [2025-11-26T21:11:15.150109] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.150419] [DEBUG] [LOCAL ] Loaded configuration for RILYN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.150729] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.151051] [DEBUG] [LOCAL ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy [2025-11-26T21:11:15.151391] [DEBUG] [LOCAL ] Loaded configuration for WAB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.151736] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 60.0% accuracy [2025-11-26T21:11:15.152117] [DEBUG] [LOCAL ] Loaded configuration for PHG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.152506] [DEBUG] [LOCAL ] Loaded configuration for OPAL: 4 features, 90.0% accuracy [2025-11-26T21:11:15.152861] [DEBUG] [LOCAL ] Loaded configuration for AVTX: 0 features, 50.0% accuracy [2025-11-26T21:11:15.153220] [DEBUG] [LOCAL ] Loaded configuration for FTRI: 1 features, 60.0% accuracy [2025-11-26T21:11:15.153561] [DEBUG] [LOCAL ] Loaded configuration for AZ: 3 features, 70.0% accuracy [2025-11-26T21:11:15.153948] [DEBUG] [LOCAL ] Loaded configuration for DXC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.154270] [DEBUG] [LOCAL ] Loaded configuration for CSQ: 4 features, 90.0% accuracy [2025-11-26T21:11:15.154617] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.154981] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.155271] [DEBUG] [LOCAL ] Loaded configuration for EQIX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.155547] [DEBUG] [LOCAL ] Loaded configuration for HYMC: 5 features, 90.0% accuracy [2025-11-26T21:11:15.155851] [DEBUG] [LOCAL ] Loaded configuration for URGN: 3 features, 60.0% accuracy [2025-11-26T21:11:15.156178] [DEBUG] [LOCAL ] Loaded configuration for SWVL: 5 features, 90.0% accuracy [2025-11-26T21:11:15.156468] [DEBUG] [LOCAL ] Loaded configuration for DAIO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.156798] [DEBUG] [LOCAL ] Loaded configuration for TALK: 4 features, 70.0% accuracy [2025-11-26T21:11:15.157144] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-11-26T21:11:15.157469] [DEBUG] [LOCAL ] Loaded configuration for FWRD: 2 features, 100.0% accuracy [2025-11-26T21:11:15.157805] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.158110] [DEBUG] [LOCAL ] Loaded configuration for EGBN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.158442] [DEBUG] [LOCAL ] Loaded configuration for PEN: 1 features, 90.0% accuracy [2025-11-26T21:11:15.158738] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.159058] [DEBUG] [LOCAL ] Loaded configuration for ARCC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.159362] [DEBUG] [LOCAL ] Loaded configuration for LICN: 4 features, 70.0% accuracy [2025-11-26T21:11:15.159663] [DEBUG] [LOCAL ] Loaded configuration for BEP: 0 features, 90.0% accuracy [2025-11-26T21:11:15.159954] [DEBUG] [LOCAL ] Loaded configuration for PTGX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.160265] [DEBUG] [LOCAL ] Loaded configuration for EMXC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.160534] [DEBUG] [LOCAL ] Loaded configuration for HAS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.160851] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-11-26T21:11:15.161141] [DEBUG] [LOCAL ] Loaded configuration for JBSS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.161461] [DEBUG] [LOCAL ] Loaded configuration for SYNA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.161780] [DEBUG] [LOCAL ] Loaded configuration for TAP: 1 features, 90.0% accuracy [2025-11-26T21:11:15.162055] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.162334] [DEBUG] [LOCAL ] Loaded configuration for PKE: 2 features, 60.0% accuracy [2025-11-26T21:11:15.162601] [DEBUG] [LOCAL ] Loaded configuration for MYRG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.162909] [DEBUG] [LOCAL ] Loaded configuration for PHM: 2 features, 60.0% accuracy [2025-11-26T21:11:15.163256] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.163528] [DEBUG] [LOCAL ] Loaded configuration for PEB: 3 features, 90.0% accuracy [2025-11-26T21:11:15.163812] [DEBUG] [LOCAL ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.164080] [DEBUG] [LOCAL ] Loaded configuration for IGIB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.164365] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 1 features, 60.0% accuracy [2025-11-26T21:11:15.164663] [DEBUG] [LOCAL ] Loaded configuration for VRTX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.164943] [DEBUG] [LOCAL ] Loaded configuration for FMS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.165259] [DEBUG] [LOCAL ] Loaded configuration for AMSF: 0 features, 80.0% accuracy [2025-11-26T21:11:15.165522] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-11-26T21:11:15.165849] [DEBUG] [LOCAL ] Loaded configuration for IPI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.166142] [DEBUG] [LOCAL ] Loaded configuration for RKLB: 0 features, 60.0% accuracy [2025-11-26T21:11:15.166499] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.166790] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.167080] [DEBUG] [LOCAL ] Loaded configuration for ALX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.167396] [DEBUG] [LOCAL ] Loaded configuration for ASC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.167692] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.167988] [DEBUG] [LOCAL ] Loaded configuration for QQQI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.168261] [DEBUG] [LOCAL ] Loaded configuration for BP: 4 features, 70.0% accuracy [2025-11-26T21:11:15.168536] [DEBUG] [LOCAL ] Loaded configuration for RL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.168863] [DEBUG] [LOCAL ] Loaded configuration for BLK: 3 features, 90.0% accuracy [2025-11-26T21:11:15.169198] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.169496] [DEBUG] [LOCAL ] Loaded configuration for SG: 1 features, 60.0% accuracy [2025-11-26T21:11:15.169768] [DEBUG] [LOCAL ] Loaded configuration for ACIC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.170065] [DEBUG] [LOCAL ] Loaded configuration for WALD: 2 features, 80.0% accuracy [2025-11-26T21:11:15.170391] [DEBUG] [LOCAL ] Loaded configuration for FTXO: 4 features, 60.0% accuracy [2025-11-26T21:11:15.170718] [DEBUG] [LOCAL ] Loaded configuration for CRMD: 4 features, 90.0% accuracy [2025-11-26T21:11:15.171168] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-11-26T21:11:15.171475] [DEBUG] [LOCAL ] Loaded configuration for GNSS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.171823] [DEBUG] [LOCAL ] Loaded configuration for CBRL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.172141] [DEBUG] [LOCAL ] Loaded configuration for QQMG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.172425] [DEBUG] [LOCAL ] Loaded configuration for DHC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.172759] [DEBUG] [LOCAL ] Loaded configuration for BLTE: 0 features, 90.0% accuracy [2025-11-26T21:11:15.173057] [DEBUG] [LOCAL ] Loaded configuration for TNON: 3 features, 80.0% accuracy [2025-11-26T21:11:15.173419] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.173777] [DEBUG] [LOCAL ] Loaded configuration for WTBA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.174212] [DEBUG] [LOCAL ] Loaded configuration for CTSH: 2 features, 60.0% accuracy [2025-11-26T21:11:15.174541] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 2 features, 60.0% accuracy [2025-11-26T21:11:15.174890] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-11-26T21:11:15.175216] [DEBUG] [LOCAL ] Loaded configuration for CCCC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.175505] [DEBUG] [LOCAL ] Loaded configuration for IVAL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.175800] [DEBUG] [LOCAL ] Loaded configuration for WINA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.176091] [DEBUG] [LOCAL ] Loaded configuration for PTON: 2 features, 100.0% accuracy [2025-11-26T21:11:15.176361] [DEBUG] [LOCAL ] Loaded configuration for MBIN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.176675] [DEBUG] [LOCAL ] Loaded configuration for SSTI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.176971] [DEBUG] [LOCAL ] Loaded configuration for LPRO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.177256] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.180489] [DEBUG] [LOCAL ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.180845] [DEBUG] [LOCAL ] Loaded configuration for IBTF: 4 features, 70.0% accuracy [2025-11-26T21:11:15.181130] [DEBUG] [LOCAL ] Loaded configuration for NXGL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.181219] [DEBUG] [LOCAL ] Loaded configuration for BDC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.181503] [DEBUG] [LOCAL ] Loaded configuration for IUSB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.181855] [DEBUG] [LOCAL ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy [2025-11-26T21:11:15.182177] [DEBUG] [LOCAL ] Loaded configuration for PTF: 4 features, 90.0% accuracy [2025-11-26T21:11:15.182461] [DEBUG] [LOCAL ] Loaded configuration for DPRO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.182757] [DEBUG] [LOCAL ] Loaded configuration for PCRX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.183070] [DEBUG] [LOCAL ] Loaded configuration for MIRA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.183373] [DEBUG] [LOCAL ] Loaded configuration for AZN: 3 features, 100.0% accuracy [2025-11-26T21:11:15.183665] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 70.0% accuracy [2025-11-26T21:11:15.183960] [DEBUG] [LOCAL ] Loaded configuration for ORA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.184235] [DEBUG] [LOCAL ] Loaded configuration for CLRO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.184534] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.184999] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.185311] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 100.0% accuracy [2025-11-26T21:11:15.185616] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.185972] [DEBUG] [LOCAL ] Loaded configuration for FCTE: 4 features, 100.0% accuracy [2025-11-26T21:11:15.186328] [DEBUG] [LOCAL ] Loaded configuration for EGY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.186681] [DEBUG] [LOCAL ] Loaded configuration for EBAY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.187038] [DEBUG] [LOCAL ] Loaded configuration for SITM: 1 features, 90.0% accuracy [2025-11-26T21:11:15.187358] [DEBUG] [LOCAL ] Loaded configuration for INTA: 3 features, 60.0% accuracy [2025-11-26T21:11:15.187692] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 2 features, 100.0% accuracy [2025-11-26T21:11:15.188007] [DEBUG] [LOCAL ] Loaded configuration for TCBK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.188372] [DEBUG] [LOCAL ] Loaded configuration for DVA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.188708] [DEBUG] [LOCAL ] Loaded configuration for ONDS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.189072] [DEBUG] [LOCAL ] Loaded configuration for PSEC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.189425] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.189749] [DEBUG] [LOCAL ] Loaded configuration for AMPG: 5 features, 90.0% accuracy [2025-11-26T21:11:15.190047] [DEBUG] [LOCAL ] Loaded configuration for ESQ: 0 features, 60.0% accuracy [2025-11-26T21:11:15.190375] [DEBUG] [LOCAL ] Loaded configuration for DXPE: 1 features, 80.0% accuracy [2025-11-26T21:11:15.190694] [DEBUG] [LOCAL ] Loaded configuration for DMXF: 3 features, 80.0% accuracy [2025-11-26T21:11:15.190985] [DEBUG] [LOCAL ] Loaded configuration for HSTM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.191276] [DEBUG] [LOCAL ] Loaded configuration for FLGC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.191609] [DEBUG] [LOCAL ] Loaded configuration for K: 1 features, 70.0% accuracy [2025-11-26T21:11:15.191930] [DEBUG] [LOCAL ] Loaded configuration for IGSB: 3 features, 90.0% accuracy [2025-11-26T21:11:15.192029] [DEBUG] [LOCAL ] Loaded configuration for ABOS: 0 features, 90.0% accuracy [2025-11-26T21:11:15.192324] [DEBUG] [LOCAL ] Loaded configuration for LNTH: 4 features, 80.0% accuracy [2025-11-26T21:11:15.192607] [DEBUG] [LOCAL ] Loaded configuration for MCBS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.192918] [DEBUG] [LOCAL ] Loaded configuration for BVN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.193195] [DEBUG] [LOCAL ] Loaded configuration for BBIO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.193522] [DEBUG] [LOCAL ] Loaded configuration for THS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.193809] [DEBUG] [LOCAL ] Loaded configuration for ABL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.194097] [DEBUG] [LOCAL ] Loaded configuration for BGB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.194427] [DEBUG] [LOCAL ] Loaded configuration for WRAP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.194708] [DEBUG] [LOCAL ] Loaded configuration for HYZD: 4 features, 70.0% accuracy [2025-11-26T21:11:15.194977] [DEBUG] [LOCAL ] Loaded configuration for FNY: 4 features, 80.0% accuracy [2025-11-26T21:11:15.195253] [DEBUG] [LOCAL ] Loaded configuration for ALRM: 5 features, 70.0% accuracy [2025-11-26T21:11:15.195532] [DEBUG] [LOCAL ] Loaded configuration for NFTY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.195859] [DEBUG] [LOCAL ] Loaded configuration for AGO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.196188] [DEBUG] [LOCAL ] Loaded configuration for OGE: 5 features, 70.0% accuracy [2025-11-26T21:11:15.196480] [DEBUG] [LOCAL ] Loaded configuration for NRDS: 5 features, 100.0% accuracy [2025-11-26T21:11:15.196767] [DEBUG] [LOCAL ] Loaded configuration for FSBC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.197132] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 60.0% accuracy [2025-11-26T21:11:15.197456] [DEBUG] [LOCAL ] Loaded configuration for LGND: 1 features, 60.0% accuracy [2025-11-26T21:11:15.197774] [DEBUG] [LOCAL ] Loaded configuration for COTY: 4 features, 90.0% accuracy [2025-11-26T21:11:15.198073] [DEBUG] [LOCAL ] Loaded configuration for CZFS: 4 features, 70.0% accuracy [2025-11-26T21:11:15.198396] [DEBUG] [LOCAL ] Loaded configuration for CF: 4 features, 90.0% accuracy [2025-11-26T21:11:15.198697] [DEBUG] [LOCAL ] Loaded configuration for QTTB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.199022] [DEBUG] [LOCAL ] Loaded configuration for FVCB: 2 features, 70.0% accuracy [2025-11-26T21:11:15.199347] [DEBUG] [LOCAL ] Loaded configuration for UTL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.199685] [DEBUG] [LOCAL ] Loaded configuration for PID: 2 features, 80.0% accuracy [2025-11-26T21:11:15.200001] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-11-26T21:11:15.200341] [DEBUG] [LOCAL ] Loaded configuration for PKBK: 1 features, 60.0% accuracy [2025-11-26T21:11:15.200721] [DEBUG] [LOCAL ] Loaded configuration for GERN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.201059] [DEBUG] [LOCAL ] Loaded configuration for PRTH: 3 features, 80.0% accuracy [2025-11-26T21:11:15.201368] [DEBUG] [LOCAL ] Loaded configuration for LKFN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.201674] [DEBUG] [LOCAL ] Loaded configuration for CME: 1 features, 70.0% accuracy [2025-11-26T21:11:15.202000] [DEBUG] [LOCAL ] Loaded configuration for BMRC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.202294] [DEBUG] [LOCAL ] Loaded configuration for IONS: 4 features, 100.0% accuracy [2025-11-26T21:11:15.202619] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-11-26T21:11:15.202914] [DEBUG] [LOCAL ] Loaded configuration for GLPI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.203210] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.203545] [DEBUG] [LOCAL ] Loaded configuration for OZK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.203859] [DEBUG] [LOCAL ] Loaded configuration for KE: 4 features, 70.0% accuracy [2025-11-26T21:11:15.204186] [DEBUG] [LOCAL ] Loaded configuration for CGEN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.204516] [DEBUG] [LOCAL ] Loaded configuration for MGEE: 5 features, 70.0% accuracy [2025-11-26T21:11:15.204843] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.205169] [DEBUG] [LOCAL ] Loaded configuration for INDY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.205538] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.205887] [DEBUG] [LOCAL ] Loaded configuration for CII: 3 features, 70.0% accuracy [2025-11-26T21:11:15.206163] [DEBUG] [LOCAL ] Loaded configuration for APYX: 2 features, 50.0% accuracy [2025-11-26T21:11:15.206437] [DEBUG] [LOCAL ] Loaded configuration for ESOA: 0 features, 60.0% accuracy [2025-11-26T21:11:15.206758] [DEBUG] [LOCAL ] Loaded configuration for ICLN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.207073] [DEBUG] [LOCAL ] Loaded configuration for SEVN: 4 features, 60.0% accuracy [2025-11-26T21:11:15.207395] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.207756] [DEBUG] [LOCAL ] Loaded configuration for CNP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.208084] [DEBUG] [LOCAL ] Loaded configuration for DKS: 1 features, 90.0% accuracy [2025-11-26T21:11:15.208363] [DEBUG] [LOCAL ] Loaded configuration for RIO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.208452] [DEBUG] [LOCAL ] Loaded configuration for DIS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.208727] [DEBUG] [LOCAL ] Loaded configuration for PLXS: 4 features, 60.0% accuracy [2025-11-26T21:11:15.209063] [DEBUG] [LOCAL ] Loaded configuration for BLRX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.209377] [DEBUG] [LOCAL ] Loaded configuration for GS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.209676] [DEBUG] [LOCAL ] Loaded configuration for NRIX: 1 features, 50.0% accuracy [2025-11-26T21:11:15.210009] [DEBUG] [LOCAL ] Loaded configuration for KEN: 0 features, 70.0% accuracy [2025-11-26T21:11:15.210305] [DEBUG] [LOCAL ] Loaded configuration for TSEM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.210677] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.210974] [DEBUG] [LOCAL ] Loaded configuration for APPS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.211277] [DEBUG] [LOCAL ] Loaded configuration for KC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.211560] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-11-26T21:11:15.211906] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.212203] [DEBUG] [LOCAL ] Loaded configuration for AGEN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.212528] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.212835] [DEBUG] [LOCAL ] Loaded configuration for QURE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.213122] [DEBUG] [LOCAL ] Loaded configuration for AP: 4 features, 80.0% accuracy [2025-11-26T21:11:15.213405] [DEBUG] [LOCAL ] Loaded configuration for KRYS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.213742] [DEBUG] [LOCAL ] Loaded configuration for EML: 0 features, 70.0% accuracy [2025-11-26T21:11:15.214031] [DEBUG] [LOCAL ] Loaded configuration for RILY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.214306] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 60.0% accuracy [2025-11-26T21:11:15.214598] [DEBUG] [LOCAL ] Loaded configuration for KSS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.214919] [DEBUG] [LOCAL ] Loaded configuration for DAVE: 2 features, 60.0% accuracy [2025-11-26T21:11:15.215207] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 100.0% accuracy [2025-11-26T21:11:15.215532] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.215813] [DEBUG] [LOCAL ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy [2025-11-26T21:11:15.216138] [DEBUG] [LOCAL ] Loaded configuration for CNO: 5 features, 90.0% accuracy [2025-11-26T21:11:15.216415] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, 100.0% accuracy [2025-11-26T21:11:15.216760] [DEBUG] [LOCAL ] Loaded configuration for BNH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.217046] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-11-26T21:11:15.217368] [DEBUG] [LOCAL ] Loaded configuration for CGNX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.217697] [DEBUG] [LOCAL ] Loaded configuration for VTWG: 4 features, 70.0% accuracy [2025-11-26T21:11:15.217975] [DEBUG] [LOCAL ] Loaded configuration for DFGX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.218245] [DEBUG] [LOCAL ] Loaded configuration for OPCH: 2 features, 80.0% accuracy [2025-11-26T21:11:15.218343] [DEBUG] [LOCAL ] Loaded configuration for HTH: 5 features, 80.0% accuracy [2025-11-26T21:11:15.218609] [DEBUG] [LOCAL ] Loaded configuration for REZI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.218930] [DEBUG] [LOCAL ] Loaded configuration for NVX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.219227] [DEBUG] [LOCAL ] Loaded configuration for NEOG: 1 features, 90.0% accuracy [2025-11-26T21:11:15.219326] [DEBUG] [LOCAL ] Loaded configuration for ALDX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.219594] [DEBUG] [LOCAL ] Loaded configuration for CANG: 0 features, 100.0% accuracy [2025-11-26T21:11:15.219920] [DEBUG] [LOCAL ] Loaded configuration for NVDS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.220285] [DEBUG] [LOCAL ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.220571] [DEBUG] [LOCAL ] Loaded configuration for GYRE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.220898] [DEBUG] [LOCAL ] Loaded configuration for JANX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.221173] [DEBUG] [LOCAL ] Loaded configuration for HWC: 5 features, 80.0% accuracy [2025-11-26T21:11:15.221535] [DEBUG] [LOCAL ] Loaded configuration for AUDC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.221861] [DEBUG] [LOCAL ] Loaded configuration for WEA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.222162] [DEBUG] [LOCAL ] Loaded configuration for MLGO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.222457] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.222783] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.223063] [DEBUG] [LOCAL ] Loaded configuration for KPTI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.223351] [DEBUG] [LOCAL ] Loaded configuration for CEG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.223682] [DEBUG] [LOCAL ] Loaded configuration for RUM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.223975] [DEBUG] [LOCAL ] Loaded configuration for BHE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.224275] [DEBUG] [LOCAL ] Loaded configuration for NUKK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.224558] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 90.0% accuracy [2025-11-26T21:11:15.224871] [DEBUG] [LOCAL ] Loaded configuration for INVA: 1 features, 80.0% accuracy [2025-11-26T21:11:15.225148] [DEBUG] [LOCAL ] Loaded configuration for DLB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.225447] [DEBUG] [LOCAL ] Loaded configuration for QQQE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.225743] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.226067] [DEBUG] [LOCAL ] Loaded configuration for MRVL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.226389] [DEBUG] [LOCAL ] Loaded configuration for VIRC: 7 features, 100.0% accuracy [2025-11-26T21:11:15.226689] [DEBUG] [LOCAL ] Loaded configuration for SSD: 0 features, 70.0% accuracy [2025-11-26T21:11:15.226965] [DEBUG] [LOCAL ] Loaded configuration for SID: 5 features, 70.0% accuracy [2025-11-26T21:11:15.227259] [DEBUG] [LOCAL ] Loaded configuration for MIDD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.227585] [DEBUG] [LOCAL ] Loaded configuration for TDY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.227941] [DEBUG] [LOCAL ] Loaded configuration for RCKY: 3 features, 90.0% accuracy [2025-11-26T21:11:15.228239] [DEBUG] [LOCAL ] Loaded configuration for NAC: 4 features, 100.0% accuracy [2025-11-26T21:11:15.228532] [DEBUG] [LOCAL ] Loaded configuration for MOGO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.228828] [DEBUG] [LOCAL ] Loaded configuration for DARE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.229107] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.229435] [DEBUG] [LOCAL ] Loaded configuration for WSBC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.229732] [DEBUG] [LOCAL ] Loaded configuration for SBCF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.230058] [DEBUG] [LOCAL ] Loaded configuration for GANX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.230387] [DEBUG] [LOCAL ] Loaded configuration for HMY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.230698] [DEBUG] [LOCAL ] Loaded configuration for PDEX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.231039] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.231350] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.231667] [DEBUG] [LOCAL ] Loaded configuration for AFB: 0 features, 60.0% accuracy [2025-11-26T21:11:15.231956] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.232284] [DEBUG] [LOCAL ] Loaded configuration for CLB: 0 features, 80.0% accuracy [2025-11-26T21:11:15.232563] [DEBUG] [LOCAL ] Loaded configuration for JSML: 2 features, 70.0% accuracy [2025-11-26T21:11:15.232886] [DEBUG] [LOCAL ] Loaded configuration for AXSM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.233180] [DEBUG] [LOCAL ] Loaded configuration for LXEO: 3 features, 100.0% accuracy [2025-11-26T21:11:15.233509] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.233797] [DEBUG] [LOCAL ] Loaded configuration for PNTG: 4 features, 80.0% accuracy [2025-11-26T21:11:15.234095] [DEBUG] [LOCAL ] Loaded configuration for IBTL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.234421] [DEBUG] [LOCAL ] Loaded configuration for RRX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.234728] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 0 features, 60.0% accuracy [2025-11-26T21:11:15.235069] [DEBUG] [LOCAL ] Loaded configuration for NXP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.235350] [DEBUG] [LOCAL ] Loaded configuration for GVA: 5 features, 70.0% accuracy [2025-11-26T21:11:15.235667] [DEBUG] [LOCAL ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.236055] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.236403] [DEBUG] [LOCAL ] Loaded configuration for QBTS: 4 features, 100.0% accuracy [2025-11-26T21:11:15.236684] [DEBUG] [LOCAL ] Loaded configuration for AGMH: 0 features, 80.0% accuracy [2025-11-26T21:11:15.237011] [DEBUG] [LOCAL ] Loaded configuration for MEOH: 4 features, 80.0% accuracy [2025-11-26T21:11:15.237317] [DEBUG] [LOCAL ] Loaded configuration for TMC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.237596] [DEBUG] [LOCAL ] Loaded configuration for AA: 1 features, 80.0% accuracy [2025-11-26T21:11:15.237954] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.238286] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 0 features, 70.0% accuracy [2025-11-26T21:11:15.238593] [DEBUG] [LOCAL ] Loaded configuration for VIGI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.238935] [DEBUG] [LOCAL ] Loaded configuration for SPNS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.239235] [DEBUG] [LOCAL ] Loaded configuration for DERM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.239539] [DEBUG] [LOCAL ] Loaded configuration for VWOB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.239887] [DEBUG] [LOCAL ] Loaded configuration for CCS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.240222] [DEBUG] [LOCAL ] Loaded configuration for PROF: 3 features, 60.0% accuracy [2025-11-26T21:11:15.240314] [DEBUG] [LOCAL ] Loaded configuration for SMTC: 6 features, 90.0% accuracy [2025-11-26T21:11:15.240594] [DEBUG] [LOCAL ] Loaded configuration for EVSD: 4 features, 90.0% accuracy [2025-11-26T21:11:15.241004] [DEBUG] [LOCAL ] Loaded configuration for THRY: 0 features, 70.0% accuracy [2025-11-26T21:11:15.241311] [DEBUG] [LOCAL ] Loaded configuration for MRCY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.241590] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.241898] [DEBUG] [LOCAL ] Loaded configuration for FFA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.242189] [DEBUG] [LOCAL ] Loaded configuration for MOMO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.242480] [DEBUG] [LOCAL ] Loaded configuration for QRVO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.242768] [DEBUG] [LOCAL ] Loaded configuration for STE: 3 features, 90.0% accuracy [2025-11-26T21:11:15.243089] [DEBUG] [LOCAL ] Loaded configuration for TH: 1 features, 70.0% accuracy [2025-11-26T21:11:15.243360] [DEBUG] [LOCAL ] Loaded configuration for FANG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.243690] [DEBUG] [LOCAL ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy [2025-11-26T21:11:15.243982] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 90.0% accuracy [2025-11-26T21:11:15.244262] [DEBUG] [LOCAL ] Loaded configuration for ULTA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.244550] [DEBUG] [LOCAL ] Loaded configuration for HTZ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.244851] [DEBUG] [LOCAL ] Loaded configuration for ETON: 4 features, 70.0% accuracy [2025-11-26T21:11:15.245171] [DEBUG] [LOCAL ] Loaded configuration for ANAB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.245474] [DEBUG] [LOCAL ] Loaded configuration for BCAX: 3 features, 60.0% accuracy [2025-11-26T21:11:15.245751] [DEBUG] [LOCAL ] Loaded configuration for PKX: 1 features, 90.0% accuracy [2025-11-26T21:11:15.246063] [DEBUG] [LOCAL ] Loaded configuration for ADI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.246367] [DEBUG] [LOCAL ] Loaded configuration for TWG: 4 features, 90.0% accuracy [2025-11-26T21:11:15.246679] [DEBUG] [LOCAL ] Loaded configuration for AMGN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.247005] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.247291] [DEBUG] [LOCAL ] Loaded configuration for DRIO: 4 features, 90.0% accuracy [2025-11-26T21:11:15.247564] [DEBUG] [LOCAL ] Loaded configuration for UZE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.247929] [DEBUG] [LOCAL ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy [2025-11-26T21:11:15.248253] [DEBUG] [LOCAL ] Loaded configuration for SBI: 3 features, 90.0% accuracy [2025-11-26T21:11:15.248546] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.248854] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.249221] [DEBUG] [LOCAL ] Loaded configuration for VANI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.249519] [DEBUG] [LOCAL ] Loaded configuration for TPC: 5 features, 60.0% accuracy [2025-11-26T21:11:15.249802] [DEBUG] [LOCAL ] Loaded configuration for HALO: 1 features, 90.0% accuracy [2025-11-26T21:11:15.250124] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.250422] [DEBUG] [LOCAL ] Loaded configuration for TYG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.250760] [DEBUG] [LOCAL ] Loaded configuration for NNOX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.251068] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.251374] [DEBUG] [LOCAL ] Loaded configuration for PZZA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.251684] [DEBUG] [LOCAL ] Loaded configuration for BIOX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.251995] [DEBUG] [LOCAL ] Loaded configuration for ESEA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.252299] [DEBUG] [LOCAL ] Loaded configuration for CPSH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.252592] [DEBUG] [LOCAL ] Loaded configuration for MGX: 0 features, 60.0% accuracy [2025-11-26T21:11:15.252938] [DEBUG] [LOCAL ] Loaded configuration for UTF: 4 features, 80.0% accuracy [2025-11-26T21:11:15.253208] [DEBUG] [LOCAL ] Loaded configuration for NCTY: 7 features, 80.0% accuracy [2025-11-26T21:11:15.253500] [DEBUG] [LOCAL ] Loaded configuration for WBS: 4 features, 70.0% accuracy [2025-11-26T21:11:15.253813] [DEBUG] [LOCAL ] Loaded configuration for CPRX: 0 features, 60.0% accuracy [2025-11-26T21:11:15.254107] [DEBUG] [LOCAL ] Loaded configuration for PLAY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.254407] [DEBUG] [LOCAL ] Loaded configuration for VTRS: 0 features, 80.0% accuracy [2025-11-26T21:11:15.254741] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.255057] [DEBUG] [LOCAL ] Loaded configuration for CSB: 3 features, 60.0% accuracy [2025-11-26T21:11:15.255391] [DEBUG] [LOCAL ] Loaded configuration for PKOH: 4 features, 80.0% accuracy [2025-11-26T21:11:15.255684] [DEBUG] [LOCAL ] Loaded configuration for AHH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.255959] [DEBUG] [LOCAL ] Loaded configuration for CRWD: 4 features, 80.0% accuracy [2025-11-26T21:11:15.256255] [DEBUG] [LOCAL ] Loaded configuration for WAFD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.256527] [DEBUG] [LOCAL ] Loaded configuration for MAXI: 1 features, 90.0% accuracy [2025-11-26T21:11:15.256848] [DEBUG] [LOCAL ] Loaded configuration for TDG: 0 features, 80.0% accuracy [2025-11-26T21:11:15.257133] [DEBUG] [LOCAL ] Loaded configuration for PDO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.257495] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.257828] [DEBUG] [LOCAL ] Loaded configuration for ZM: 2 features, 100.0% accuracy [2025-11-26T21:11:15.258110] [DEBUG] [LOCAL ] Loaded configuration for MSFD: 3 features, 60.0% accuracy [2025-11-26T21:11:15.258382] [DEBUG] [LOCAL ] Loaded configuration for PRAX: 0 features, 70.0% accuracy [2025-11-26T21:11:15.258686] [DEBUG] [LOCAL ] Loaded configuration for TOWN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.259012] [DEBUG] [LOCAL ] Loaded configuration for AVAH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.259303] [DEBUG] [LOCAL ] Loaded configuration for VMBS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.259604] [DEBUG] [LOCAL ] Loaded configuration for APLS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.259957] [DEBUG] [LOCAL ] Loaded configuration for OVLY: 4 features, 100.0% accuracy [2025-11-26T21:11:15.260236] [DEBUG] [LOCAL ] Loaded configuration for JIVE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.260532] [DEBUG] [LOCAL ] Loaded configuration for SUSL: 4 features, 70.0% accuracy [2025-11-26T21:11:15.260847] [DEBUG] [LOCAL ] Loaded configuration for TRI: 1 features, 90.0% accuracy [2025-11-26T21:11:15.260937] [DEBUG] [LOCAL ] Loaded configuration for ANGL: 0 features, 70.0% accuracy [2025-11-26T21:11:15.261254] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.261561] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 60.0% accuracy [2025-11-26T21:11:15.261888] [DEBUG] [LOCAL ] Loaded configuration for EWTX: 3 features, 100.0% accuracy [2025-11-26T21:11:15.262224] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 0 features, 70.0% accuracy [2025-11-26T21:11:15.262500] [DEBUG] [LOCAL ] Loaded configuration for PRAA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.262792] [DEBUG] [LOCAL ] Loaded configuration for HBNC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.263112] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.263442] [DEBUG] [LOCAL ] Loaded configuration for CAE: 1 features, 80.0% accuracy [2025-11-26T21:11:15.263738] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.264087] [DEBUG] [LOCAL ] Loaded configuration for TKO: 6 features, 100.0% accuracy [2025-11-26T21:11:15.264397] [DEBUG] [LOCAL ] Loaded configuration for LKQ: 4 features, 90.0% accuracy [2025-11-26T21:11:15.264728] [DEBUG] [LOCAL ] Loaded configuration for SATL: 1 features, 60.0% accuracy [2025-11-26T21:11:15.265115] [DEBUG] [LOCAL ] Loaded configuration for STX: 5 features, 80.0% accuracy [2025-11-26T21:11:15.265463] [DEBUG] [LOCAL ] Loaded configuration for SONN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.265814] [DEBUG] [LOCAL ] Loaded configuration for GTY: 1 features, 90.0% accuracy [2025-11-26T21:11:15.266191] [DEBUG] [LOCAL ] Loaded configuration for WEX: 1 features, 100.0% accuracy [2025-11-26T21:11:15.266565] [DEBUG] [LOCAL ] Loaded configuration for SCI: 0 features, 60.0% accuracy [2025-11-26T21:11:15.266951] [DEBUG] [LOCAL ] Loaded configuration for PEG: 4 features, 90.0% accuracy [2025-11-26T21:11:15.267315] [DEBUG] [LOCAL ] Loaded configuration for ABSI: 3 features, 90.0% accuracy [2025-11-26T21:11:15.267668] [DEBUG] [LOCAL ] Loaded configuration for BCH: 2 features, 50.0% accuracy [2025-11-26T21:11:15.267996] [DEBUG] [LOCAL ] Loaded configuration for LOAN: 2 features, 60.0% accuracy [2025-11-26T21:11:15.268364] [DEBUG] [LOCAL ] Loaded configuration for BSCX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.268691] [DEBUG] [LOCAL ] Loaded configuration for PPTA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.269001] [DEBUG] [LOCAL ] Loaded configuration for CDZI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.269332] [DEBUG] [LOCAL ] Loaded configuration for SPCB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.269687] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.270070] [DEBUG] [LOCAL ] Loaded configuration for TENB: 0 features, 60.0% accuracy [2025-11-26T21:11:15.270404] [DEBUG] [LOCAL ] Loaded configuration for LOPE: 5 features, 80.0% accuracy [2025-11-26T21:11:15.270731] [DEBUG] [LOCAL ] Loaded configuration for TIVC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.271033] [DEBUG] [LOCAL ] Loaded configuration for ATNI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.271349] [DEBUG] [LOCAL ] Loaded configuration for OMEX: 6 features, 90.0% accuracy [2025-11-26T21:11:15.271679] [DEBUG] [LOCAL ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy [2025-11-26T21:11:15.272055] [DEBUG] [LOCAL ] Loaded configuration for VNQI: 1 features, 100.0% accuracy [2025-11-26T21:11:15.272425] [DEBUG] [LOCAL ] Loaded configuration for VCSH: 3 features, 90.0% accuracy [2025-11-26T21:11:15.272773] [DEBUG] [LOCAL ] Loaded configuration for AEYE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.273112] [DEBUG] [LOCAL ] Loaded configuration for SPRX: 2 features, 100.0% accuracy [2025-11-26T21:11:15.273453] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.273776] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-11-26T21:11:15.274101] [DEBUG] [LOCAL ] Loaded configuration for RGTI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.274424] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 90.0% accuracy [2025-11-26T21:11:15.274790] [DEBUG] [LOCAL ] Loaded configuration for SEZL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.275140] [DEBUG] [LOCAL ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.275467] [DEBUG] [LOCAL ] Loaded configuration for KTCC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.275774] [DEBUG] [LOCAL ] Loaded configuration for XP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.276137] [DEBUG] [LOCAL ] Loaded configuration for UXIN: 0 features, 90.0% accuracy [2025-11-26T21:11:15.276452] [DEBUG] [LOCAL ] Loaded configuration for DCI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.276787] [DEBUG] [LOCAL ] Loaded configuration for GMAB: 4 features, 100.0% accuracy [2025-11-26T21:11:15.277163] [DEBUG] [LOCAL ] Loaded configuration for SAIC: 5 features, 70.0% accuracy [2025-11-26T21:11:15.277472] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.277812] [DEBUG] [LOCAL ] Loaded configuration for BOLD: 3 features, 80.0% accuracy [2025-11-26T21:11:15.278139] [DEBUG] [LOCAL ] Loaded configuration for NBIX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.278507] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.278841] [DEBUG] [LOCAL ] Loaded configuration for UBRL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.279178] [DEBUG] [LOCAL ] Loaded configuration for QDEL: 1 features, 100.0% accuracy [2025-11-26T21:11:15.279557] [DEBUG] [LOCAL ] Loaded configuration for MHD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.280070] [DEBUG] [LOCAL ] Loaded configuration for PUBM: 1 features, 90.0% accuracy [2025-11-26T21:11:15.280710] [DEBUG] [LOCAL ] Loaded configuration for AFRI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.281039] [DEBUG] [LOCAL ] Loaded configuration for EHC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.281383] [DEBUG] [LOCAL ] Loaded configuration for IEP: 1 features, 100.0% accuracy [2025-11-26T21:11:15.281821] [DEBUG] [LOCAL ] Loaded configuration for VTC: 0 features, 70.0% accuracy [2025-11-26T21:11:15.282156] [DEBUG] [LOCAL ] Loaded configuration for NFBK: 4 features, 90.0% accuracy [2025-11-26T21:11:15.282464] [DEBUG] [LOCAL ] Loaded configuration for KOSS: 5 features, 80.0% accuracy [2025-11-26T21:11:15.282769] [DEBUG] [LOCAL ] Loaded configuration for LTH: 4 features, 70.0% accuracy [2025-11-26T21:11:15.283139] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.283469] [DEBUG] [LOCAL ] Loaded configuration for MRAM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.283795] [DEBUG] [LOCAL ] Loaded configuration for PDD: 2 features, 80.0% accuracy [2025-11-26T21:11:15.284156] [DEBUG] [LOCAL ] Loaded configuration for NXC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.284456] [DEBUG] [LOCAL ] Loaded configuration for VVX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.284775] [DEBUG] [LOCAL ] Loaded configuration for CLS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.285113] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-11-26T21:11:15.285482] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 90.0% accuracy [2025-11-26T21:11:15.285854] [DEBUG] [LOCAL ] Loaded configuration for BDX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.286239] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.286565] [DEBUG] [LOCAL ] Loaded configuration for NAAS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.286935] [DEBUG] [LOCAL ] Loaded configuration for TSBK: 2 features, 60.0% accuracy [2025-11-26T21:11:15.287305] [DEBUG] [LOCAL ] Loaded configuration for SKIN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.287661] [DEBUG] [LOCAL ] Loaded configuration for KRNY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.288053] [DEBUG] [LOCAL ] Loaded configuration for TFSL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.288377] [DEBUG] [LOCAL ] Loaded configuration for KINS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.288719] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-11-26T21:11:15.289063] [DEBUG] [LOCAL ] Loaded configuration for ANIX: 1 features, 60.0% accuracy [2025-11-26T21:11:15.289445] [DEBUG] [LOCAL ] Loaded configuration for CFO: 5 features, 90.0% accuracy [2025-11-26T21:11:15.289831] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.290172] [DEBUG] [LOCAL ] Loaded configuration for LCNB: 4 features, 90.0% accuracy [2025-11-26T21:11:15.290551] [DEBUG] [LOCAL ] Loaded configuration for EL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.290917] [DEBUG] [LOCAL ] Loaded configuration for FFIC: 4 features, 60.0% accuracy [2025-11-26T21:11:15.291254] [DEBUG] [LOCAL ] Loaded configuration for ATOM: 6 features, 90.0% accuracy [2025-11-26T21:11:15.291674] [DEBUG] [LOCAL ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy [2025-11-26T21:11:15.291997] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.292316] [DEBUG] [LOCAL ] Loaded configuration for MFM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.292632] [DEBUG] [LOCAL ] Loaded configuration for GRID: 2 features, 60.0% accuracy [2025-11-26T21:11:15.293015] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-11-26T21:11:15.293459] [DEBUG] [LOCAL ] Loaded configuration for SUNS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.294117] [DEBUG] [LOCAL ] Loaded configuration for FTXG: 2 features, 90.0% accuracy [2025-11-26T21:11:15.294470] [DEBUG] [LOCAL ] Loaded configuration for SND: 2 features, 70.0% accuracy [2025-11-26T21:11:15.294783] [DEBUG] [LOCAL ] Loaded configuration for GTX: 0 features, 90.0% accuracy [2025-11-26T21:11:15.295149] [DEBUG] [LOCAL ] Loaded configuration for BNRG: 1 features, 50.0% accuracy [2025-11-26T21:11:15.295479] [DEBUG] [LOCAL ] Loaded configuration for SENS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.295794] [DEBUG] [LOCAL ] Loaded configuration for WBX: 0 features, 90.0% accuracy [2025-11-26T21:11:15.296131] [DEBUG] [LOCAL ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy [2025-11-26T21:11:15.296436] [DEBUG] [LOCAL ] Loaded configuration for QYLG: 5 features, 90.0% accuracy [2025-11-26T21:11:15.296725] [DEBUG] [LOCAL ] Loaded configuration for YRD: 0 features, 70.0% accuracy [2025-11-26T21:11:15.297003] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.297287] [DEBUG] [LOCAL ] Loaded configuration for MQY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.297563] [DEBUG] [LOCAL ] Loaded configuration for GPC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.297913] [DEBUG] [LOCAL ] Loaded configuration for WFRD: 1 features, 80.0% accuracy [2025-11-26T21:11:15.298197] [DEBUG] [LOCAL ] Loaded configuration for NABL: 0 features, 90.0% accuracy [2025-11-26T21:11:15.298490] [DEBUG] [LOCAL ] Loaded configuration for AWI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.298825] [DEBUG] [LOCAL ] Loaded configuration for GNE: 1 features, 80.0% accuracy [2025-11-26T21:11:15.299138] [DEBUG] [LOCAL ] Loaded configuration for HQI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.299477] [DEBUG] [LOCAL ] Loaded configuration for WDC: 5 features, 80.0% accuracy [2025-11-26T21:11:15.299779] [DEBUG] [LOCAL ] Loaded configuration for MWA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.300086] [DEBUG] [LOCAL ] Loaded configuration for CPB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.300421] [DEBUG] [LOCAL ] Loaded configuration for LAB: 2 features, 60.0% accuracy [2025-11-26T21:11:15.300723] [DEBUG] [LOCAL ] Loaded configuration for CNSP: 3 features, 90.0% accuracy [2025-11-26T21:11:15.300996] [DEBUG] [LOCAL ] Loaded configuration for ILMN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.301313] [DEBUG] [LOCAL ] Loaded configuration for DKL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.301661] [DEBUG] [LOCAL ] Loaded configuration for RPID: 4 features, 70.0% accuracy [2025-11-26T21:11:15.301954] [DEBUG] [LOCAL ] Loaded configuration for TSDD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.302243] [DEBUG] [LOCAL ] Loaded configuration for GPN: 3 features, 50.0% accuracy [2025-11-26T21:11:15.302566] [DEBUG] [LOCAL ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy [2025-11-26T21:11:15.302847] [DEBUG] [LOCAL ] Loaded configuration for ARBB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.303174] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 4 features, 90.0% accuracy [2025-11-26T21:11:15.303466] [DEBUG] [LOCAL ] Loaded configuration for QCLN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.303755] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.304080] [DEBUG] [LOCAL ] Loaded configuration for SHY: 1 features, 90.0% accuracy [2025-11-26T21:11:15.304349] [DEBUG] [LOCAL ] Loaded configuration for BND: 0 features, 50.0% accuracy [2025-11-26T21:11:15.304688] [DEBUG] [LOCAL ] Loaded configuration for WBTN: 6 features, 90.0% accuracy [2025-11-26T21:11:15.304982] [DEBUG] [LOCAL ] Loaded configuration for DMLP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.305298] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.305616] [DEBUG] [LOCAL ] Loaded configuration for GAIA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.305960] [DEBUG] [LOCAL ] Loaded configuration for FTSL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.306284] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.306600] [DEBUG] [LOCAL ] Loaded configuration for PTC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.306942] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.307261] [DEBUG] [LOCAL ] Loaded configuration for TM: 4 features, 90.0% accuracy [2025-11-26T21:11:15.307599] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.307959] [DEBUG] [LOCAL ] Loaded configuration for BWEN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.308292] [DEBUG] [LOCAL ] Loaded configuration for SIEB: 6 features, 90.0% accuracy [2025-11-26T21:11:15.308603] [DEBUG] [LOCAL ] Loaded configuration for INMD: 4 features, 100.0% accuracy [2025-11-26T21:11:15.308961] [DEBUG] [LOCAL ] Loaded configuration for AROC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.309294] [DEBUG] [LOCAL ] Loaded configuration for MTN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.309605] [DEBUG] [LOCAL ] Loaded configuration for MRM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.309944] [DEBUG] [LOCAL ] Loaded configuration for ABEO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.310253] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 7 features, 90.0% accuracy [2025-11-26T21:11:15.310609] [DEBUG] [LOCAL ] Loaded configuration for CGEM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.310957] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-11-26T21:11:15.311288] [DEBUG] [LOCAL ] Loaded configuration for ARBE: 5 features, 70.0% accuracy [2025-11-26T21:11:15.311610] [DEBUG] [LOCAL ] Loaded configuration for PDLB: 2 features, 60.0% accuracy [2025-11-26T21:11:15.311964] [DEBUG] [LOCAL ] Loaded configuration for SIFY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.312248] [DEBUG] [LOCAL ] Loaded configuration for FA: 0 features, 50.0% accuracy [2025-11-26T21:11:15.312552] [DEBUG] [LOCAL ] Loaded configuration for STI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.312907] [DEBUG] [LOCAL ] Loaded configuration for STKS: 6 features, 80.0% accuracy [2025-11-26T21:11:15.313198] [DEBUG] [LOCAL ] Loaded configuration for IFRX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.313488] [DEBUG] [LOCAL ] Loaded configuration for DRH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.313828] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.314138] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-11-26T21:11:15.314432] [DEBUG] [LOCAL ] Loaded configuration for ONB: 4 features, 100.0% accuracy [2025-11-26T21:11:15.314784] [DEBUG] [LOCAL ] Loaded configuration for TFC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.315141] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.315431] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 6 features, 80.0% accuracy [2025-11-26T21:11:15.315759] [DEBUG] [LOCAL ] Loaded configuration for BOH: 1 features, 90.0% accuracy [2025-11-26T21:11:15.316037] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.316336] [DEBUG] [LOCAL ] Loaded configuration for VEEE: 3 features, 90.0% accuracy [2025-11-26T21:11:15.316633] [DEBUG] [LOCAL ] Loaded configuration for STK: 3 features, 90.0% accuracy [2025-11-26T21:11:15.316981] [DEBUG] [LOCAL ] Loaded configuration for DEO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.317276] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.317606] [DEBUG] [LOCAL ] Loaded configuration for JILL: 3 features, 60.0% accuracy [2025-11-26T21:11:15.317941] [DEBUG] [LOCAL ] Loaded configuration for GNPX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.318249] [DEBUG] [LOCAL ] Loaded configuration for INTC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.318572] [DEBUG] [LOCAL ] Loaded configuration for PPIH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.318914] [DEBUG] [LOCAL ] Loaded configuration for UBSI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.319260] [DEBUG] [LOCAL ] Loaded configuration for OCGN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.319553] [DEBUG] [LOCAL ] Loaded configuration for CIA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.319919] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.320227] [DEBUG] [LOCAL ] Loaded configuration for VTWO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.320520] [DEBUG] [LOCAL ] Loaded configuration for DSGX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.320879] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 100.0% accuracy [2025-11-26T21:11:15.321220] [DEBUG] [LOCAL ] Loaded configuration for UMC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.321539] [DEBUG] [LOCAL ] Loaded configuration for HOLO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.321862] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.322161] [DEBUG] [LOCAL ] Loaded configuration for LEGN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.322492] [DEBUG] [LOCAL ] Loaded configuration for MLM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.322784] [DEBUG] [LOCAL ] Loaded configuration for MASS: 5 features, 70.0% accuracy [2025-11-26T21:11:15.323083] [DEBUG] [LOCAL ] Loaded configuration for ACM: 0 features, 90.0% accuracy [2025-11-26T21:11:15.323383] [DEBUG] [LOCAL ] Loaded configuration for TXRH: 3 features, 90.0% accuracy [2025-11-26T21:11:15.323674] [DEBUG] [LOCAL ] Loaded configuration for XPON: 4 features, 90.0% accuracy [2025-11-26T21:11:15.323978] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 60.0% accuracy [2025-11-26T21:11:15.324317] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.324625] [DEBUG] [LOCAL ] Loaded configuration for AIRS: 1 features, 40.0% accuracy [2025-11-26T21:11:15.324942] [DEBUG] [LOCAL ] Loaded configuration for TDUP: 4 features, 70.0% accuracy [2025-11-26T21:11:15.325244] [DEBUG] [LOCAL ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy [2025-11-26T21:11:15.325553] [DEBUG] [LOCAL ] Loaded configuration for ICOP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.325895] [DEBUG] [LOCAL ] Loaded configuration for HNDL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.326241] [DEBUG] [LOCAL ] Loaded configuration for CLLS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.326563] [DEBUG] [LOCAL ] Loaded configuration for AAON: 1 features, 80.0% accuracy [2025-11-26T21:11:15.326927] [DEBUG] [LOCAL ] Loaded configuration for BGLC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.327253] [DEBUG] [LOCAL ] Loaded configuration for HBANL: 1 features, 60.0% accuracy [2025-11-26T21:11:15.327559] [DEBUG] [LOCAL ] Loaded configuration for EYE: 2 features, 90.0% accuracy [2025-11-26T21:11:15.327926] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.328217] [DEBUG] [LOCAL ] Loaded configuration for PPH: 3 features, 90.0% accuracy [2025-11-26T21:11:15.328502] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.328811] [DEBUG] [LOCAL ] Loaded configuration for GDEN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.329153] [DEBUG] [LOCAL ] Loaded configuration for ATLO: 2 features, 100.0% accuracy [2025-11-26T21:11:15.329445] [DEBUG] [LOCAL ] Loaded configuration for NCNA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.329775] [DEBUG] [LOCAL ] Loaded configuration for MKSI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.330130] [DEBUG] [LOCAL ] Loaded configuration for SLM: 3 features, 70.0% accuracy [2025-11-26T21:11:15.330454] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.330759] [DEBUG] [LOCAL ] Loaded configuration for FICS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.331049] [DEBUG] [LOCAL ] Loaded configuration for JVA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.331386] [DEBUG] [LOCAL ] Loaded configuration for REFI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.331725] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.332066] [DEBUG] [LOCAL ] Loaded configuration for TWO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.332386] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 60.0% accuracy [2025-11-26T21:11:15.332724] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.333041] [DEBUG] [LOCAL ] Loaded configuration for CNOB: 2 features, 70.0% accuracy [2025-11-26T21:11:15.333426] [DEBUG] [LOCAL ] Loaded configuration for OTEX: 5 features, 70.0% accuracy [2025-11-26T21:11:15.333737] [DEBUG] [LOCAL ] Loaded configuration for ICUI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.334022] [DEBUG] [LOCAL ] Loaded configuration for FLYE: 5 features, 90.0% accuracy [2025-11-26T21:11:15.334351] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.334681] [DEBUG] [LOCAL ] Loaded configuration for JD: 4 features, 50.0% accuracy [2025-11-26T21:11:15.335012] [DEBUG] [LOCAL ] Loaded configuration for GRI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.335331] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.335682] [DEBUG] [LOCAL ] Loaded configuration for C: 0 features, 80.0% accuracy [2025-11-26T21:11:15.335995] [DEBUG] [LOCAL ] Loaded configuration for VNOM: 2 features, 60.0% accuracy [2025-11-26T21:11:15.336331] [DEBUG] [LOCAL ] Loaded configuration for NISN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.336672] [DEBUG] [LOCAL ] Loaded configuration for AVXL: 1 features, 50.0% accuracy [2025-11-26T21:11:15.336978] [DEBUG] [LOCAL ] Loaded configuration for TRMB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.337284] [DEBUG] [LOCAL ] Loaded configuration for GOGO: 2 features, 50.0% accuracy [2025-11-26T21:11:15.337596] [DEBUG] [LOCAL ] Loaded configuration for SCLX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.337910] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 90.0% accuracy [2025-11-26T21:11:15.338253] [DEBUG] [LOCAL ] Loaded configuration for LCFY: 5 features, 90.0% accuracy [2025-11-26T21:11:15.338574] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 60.0% accuracy [2025-11-26T21:11:15.338934] [DEBUG] [LOCAL ] Loaded configuration for QNCX: 1 features, 50.0% accuracy [2025-11-26T21:11:15.339246] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.339561] [DEBUG] [LOCAL ] Loaded configuration for SCVL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.339912] [DEBUG] [LOCAL ] Loaded configuration for BOE: 1 features, 60.0% accuracy [2025-11-26T21:11:15.340195] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-11-26T21:11:15.340541] [DEBUG] [LOCAL ] Loaded configuration for SB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.340902] [DEBUG] [LOCAL ] Loaded configuration for UTWO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.341186] [DEBUG] [LOCAL ] Loaded configuration for VAC: 6 features, 90.0% accuracy [2025-11-26T21:11:15.341523] [DEBUG] [LOCAL ] Loaded configuration for CIVB: 4 features, 100.0% accuracy [2025-11-26T21:11:15.341808] [DEBUG] [LOCAL ] Loaded configuration for HYFM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.342141] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 70.0% accuracy [2025-11-26T21:11:15.342469] [DEBUG] [LOCAL ] Loaded configuration for DDI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.342773] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-11-26T21:11:15.343056] [DEBUG] [LOCAL ] Loaded configuration for STHO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.343382] [DEBUG] [LOCAL ] Loaded configuration for BANX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.343691] [DEBUG] [LOCAL ] Loaded configuration for SBUX: 0 features, 70.0% accuracy [2025-11-26T21:11:15.344030] [DEBUG] [LOCAL ] Loaded configuration for PHVS: 4 features, 60.0% accuracy [2025-11-26T21:11:15.344303] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.344681] [DEBUG] [LOCAL ] Loaded configuration for RDHL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.344998] [DEBUG] [LOCAL ] Loaded configuration for MASI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.345275] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 0 features, 70.0% accuracy [2025-11-26T21:11:15.345570] [DEBUG] [LOCAL ] Loaded configuration for NVTS: 6 features, 90.0% accuracy [2025-11-26T21:11:15.345911] [DEBUG] [LOCAL ] Loaded configuration for IBTO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.346207] [DEBUG] [LOCAL ] Loaded configuration for BOKF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.346536] [DEBUG] [LOCAL ] Loaded configuration for LVS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.346839] [DEBUG] [LOCAL ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy [2025-11-26T21:11:15.347185] [DEBUG] [LOCAL ] Loaded configuration for DTSS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.347517] [DEBUG] [LOCAL ] Loaded configuration for BHF: 4 features, 80.0% accuracy [2025-11-26T21:11:15.347901] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.348250] [DEBUG] [LOCAL ] Loaded configuration for THQ: 5 features, 90.0% accuracy [2025-11-26T21:11:15.348559] [DEBUG] [LOCAL ] Loaded configuration for TRMD: 4 features, 90.0% accuracy [2025-11-26T21:11:15.348872] [DEBUG] [LOCAL ] Loaded configuration for SJM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.349212] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.349505] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-11-26T21:11:15.349842] [DEBUG] [LOCAL ] Loaded configuration for ZURA: 0 features, 60.0% accuracy [2025-11-26T21:11:15.350142] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.350427] [DEBUG] [LOCAL ] Loaded configuration for ACLS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.350743] [DEBUG] [LOCAL ] Loaded configuration for LNZA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.351083] [DEBUG] [LOCAL ] Loaded configuration for IDA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.351383] [DEBUG] [LOCAL ] Loaded configuration for HIVE: 3 features, 70.0% accuracy [2025-11-26T21:11:15.351720] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 50.0% accuracy [2025-11-26T21:11:15.352005] [DEBUG] [LOCAL ] Loaded configuration for CLNN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.352309] [DEBUG] [LOCAL ] Loaded configuration for BGH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.352609] [DEBUG] [LOCAL ] Loaded configuration for ALHC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.352934] [DEBUG] [LOCAL ] Loaded configuration for LOGI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.353261] [DEBUG] [LOCAL ] Loaded configuration for DYN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.353552] [DEBUG] [LOCAL ] Loaded configuration for TRMK: 3 features, 90.0% accuracy [2025-11-26T21:11:15.353890] [DEBUG] [LOCAL ] Loaded configuration for LIND: 0 features, 70.0% accuracy [2025-11-26T21:11:15.354228] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.354519] [DEBUG] [LOCAL ] Loaded configuration for OMC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.354849] [DEBUG] [LOCAL ] Loaded configuration for WERN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.355150] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.355504] [DEBUG] [LOCAL ] Loaded configuration for MGPI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.355851] [DEBUG] [LOCAL ] Loaded configuration for SON: 0 features, 60.0% accuracy [2025-11-26T21:11:15.356165] [DEBUG] [LOCAL ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy [2025-11-26T21:11:15.356483] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.356823] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.357161] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-11-26T21:11:15.357468] [DEBUG] [LOCAL ] Loaded configuration for VCRB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.357786] [DEBUG] [LOCAL ] Loaded configuration for DH: 3 features, 80.0% accuracy [2025-11-26T21:11:15.358126] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 2 features, 60.0% accuracy [2025-11-26T21:11:15.358462] [DEBUG] [LOCAL ] Loaded configuration for BSMP: 5 features, 90.0% accuracy [2025-11-26T21:11:15.358747] [DEBUG] [LOCAL ] Loaded configuration for MDXH: 1 features, 70.0% accuracy [2025-11-26T21:11:15.359084] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.359387] [DEBUG] [LOCAL ] Loaded configuration for LE: 1 features, 60.0% accuracy [2025-11-26T21:11:15.359722] [DEBUG] [LOCAL ] Loaded configuration for MODG: 3 features, 90.0% accuracy [2025-11-26T21:11:15.360040] [DEBUG] [LOCAL ] Loaded configuration for TLN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.360339] [DEBUG] [LOCAL ] Loaded configuration for DB: 4 features, 70.0% accuracy [2025-11-26T21:11:15.360669] [DEBUG] [LOCAL ] Loaded configuration for SPSC: 1 features, 60.0% accuracy [2025-11-26T21:11:15.361004] [DEBUG] [LOCAL ] Loaded configuration for METCB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.361350] [DEBUG] [LOCAL ] Loaded configuration for INDI: 1 features, 90.0% accuracy [2025-11-26T21:11:15.361668] [DEBUG] [LOCAL ] Loaded configuration for RHP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.361995] [DEBUG] [LOCAL ] Loaded configuration for BNTC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.362285] [DEBUG] [LOCAL ] Loaded configuration for CLF: 2 features, 60.0% accuracy [2025-11-26T21:11:15.362596] [DEBUG] [LOCAL ] Loaded configuration for MTLS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.362959] [DEBUG] [LOCAL ] Loaded configuration for ENSC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.363288] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.363623] [DEBUG] [LOCAL ] Loaded configuration for QD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.363943] [DEBUG] [LOCAL ] Loaded configuration for USEA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.364220] [DEBUG] [LOCAL ] Loaded configuration for LX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.364551] [DEBUG] [LOCAL ] Loaded configuration for BCE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.364928] [DEBUG] [LOCAL ] Loaded configuration for CSWC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.365328] [DEBUG] [LOCAL ] Loaded configuration for DXCM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.365665] [DEBUG] [LOCAL ] Loaded configuration for TNC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.365999] [DEBUG] [LOCAL ] Loaded configuration for CDC: 6 features, 90.0% accuracy [2025-11-26T21:11:15.366286] [DEBUG] [LOCAL ] Loaded configuration for DGRS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.366568] [DEBUG] [LOCAL ] Loaded configuration for FRHC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.366874] [DEBUG] [LOCAL ] Loaded configuration for ASNS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.367183] [DEBUG] [LOCAL ] Loaded configuration for SUSB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.367505] [DEBUG] [LOCAL ] Loaded configuration for DLTH: 3 features, 80.0% accuracy [2025-11-26T21:11:15.367847] [DEBUG] [LOCAL ] Loaded configuration for BKE: 5 features, 80.0% accuracy [2025-11-26T21:11:15.368175] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.368528] [DEBUG] [LOCAL ] Loaded configuration for LND: 0 features, 80.0% accuracy [2025-11-26T21:11:15.368889] [DEBUG] [LOCAL ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy [2025-11-26T21:11:15.369215] [DEBUG] [LOCAL ] Loaded configuration for WOOD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.369552] [DEBUG] [LOCAL ] Loaded configuration for CVGI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.369871] [DEBUG] [LOCAL ] Loaded configuration for PDBC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.370178] [DEBUG] [LOCAL ] Loaded configuration for ITRI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.370469] [DEBUG] [LOCAL ] Loaded configuration for CELH: 1 features, 90.0% accuracy [2025-11-26T21:11:15.370753] [DEBUG] [LOCAL ] Loaded configuration for PK: 1 features, 70.0% accuracy [2025-11-26T21:11:15.371037] [DEBUG] [LOCAL ] Loaded configuration for BRO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.371379] [DEBUG] [LOCAL ] Loaded configuration for SEE: 0 features, 80.0% accuracy [2025-11-26T21:11:15.371734] [DEBUG] [LOCAL ] Loaded configuration for REAL: 4 features, 60.0% accuracy [2025-11-26T21:11:15.372046] [DEBUG] [LOCAL ] Loaded configuration for OGN: 0 features, 70.0% accuracy [2025-11-26T21:11:15.372361] [DEBUG] [LOCAL ] Loaded configuration for SGC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.372670] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.372959] [DEBUG] [LOCAL ] Loaded configuration for ALLO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.373254] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-11-26T21:11:15.373550] [DEBUG] [LOCAL ] Loaded configuration for VRNS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.373908] [DEBUG] [LOCAL ] Loaded configuration for NBB: 2 features, 70.0% accuracy [2025-11-26T21:11:15.374212] [DEBUG] [LOCAL ] Loaded configuration for QQQM: 5 features, 70.0% accuracy [2025-11-26T21:11:15.374489] [DEBUG] [LOCAL ] Loaded configuration for POOL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.374779] [DEBUG] [LOCAL ] Loaded configuration for TTWO: 0 features, 80.0% accuracy [2025-11-26T21:11:15.375111] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.375408] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 70.0% accuracy [2025-11-26T21:11:15.375696] [DEBUG] [LOCAL ] Loaded configuration for DVN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.375995] [DEBUG] [LOCAL ] Loaded configuration for MNKD: 0 features, 80.0% accuracy [2025-11-26T21:11:15.376270] [DEBUG] [LOCAL ] Loaded configuration for ETB: 5 features, 80.0% accuracy [2025-11-26T21:11:15.376603] [DEBUG] [LOCAL ] Loaded configuration for BEAM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.376909] [DEBUG] [LOCAL ] Loaded configuration for ORIC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.377190] [DEBUG] [LOCAL ] Loaded configuration for POWL: 0 features, 70.0% accuracy [2025-11-26T21:11:15.377534] [DEBUG] [LOCAL ] Loaded configuration for FPI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.377859] [DEBUG] [LOCAL ] Loaded configuration for PMO: 0 features, 60.0% accuracy [2025-11-26T21:11:15.378161] [DEBUG] [LOCAL ] Loaded configuration for PAYO: 3 features, 90.0% accuracy [2025-11-26T21:11:15.378497] [DEBUG] [LOCAL ] Loaded configuration for KYTX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.378792] [DEBUG] [LOCAL ] Loaded configuration for EGP: 4 features, 80.0% accuracy [2025-11-26T21:11:15.379103] [DEBUG] [LOCAL ] Loaded configuration for SBAC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.379409] [DEBUG] [LOCAL ] Loaded configuration for ISPO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.379724] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 0 features, 80.0% accuracy [2025-11-26T21:11:15.380008] [DEBUG] [LOCAL ] Loaded configuration for EXPI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.380342] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.380677] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.380967] [DEBUG] [LOCAL ] Loaded configuration for LDSF: 3 features, 60.0% accuracy [2025-11-26T21:11:15.381248] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.381574] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.381911] [DEBUG] [LOCAL ] Loaded configuration for MNY: 1 features, 90.0% accuracy [2025-11-26T21:11:15.382217] [DEBUG] [LOCAL ] Loaded configuration for FITBI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.382520] [DEBUG] [LOCAL ] Loaded configuration for ANTX: 2 features, 50.0% accuracy [2025-11-26T21:11:15.382859] [DEBUG] [LOCAL ] Loaded configuration for NCA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.383165] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.383466] [DEBUG] [LOCAL ] Loaded configuration for PTIX: 2 features, 60.0% accuracy [2025-11-26T21:11:15.383760] [DEBUG] [LOCAL ] Loaded configuration for RFI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.384102] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-11-26T21:11:15.384389] [DEBUG] [LOCAL ] Loaded configuration for OPRX: 5 features, 100.0% accuracy [2025-11-26T21:11:15.384692] [DEBUG] [LOCAL ] Loaded configuration for FIVE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.384992] [DEBUG] [LOCAL ] Loaded configuration for SDVY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.385295] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.385626] [DEBUG] [LOCAL ] Loaded configuration for PCG: 2 features, 60.0% accuracy [2025-11-26T21:11:15.385955] [DEBUG] [LOCAL ] Loaded configuration for SFM: 2 features, 60.0% accuracy [2025-11-26T21:11:15.386255] [DEBUG] [LOCAL ] Loaded configuration for PASG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.386535] [DEBUG] [LOCAL ] Loaded configuration for XENE: 6 features, 90.0% accuracy [2025-11-26T21:11:15.386860] [DEBUG] [LOCAL ] Loaded configuration for NRG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.387160] [DEBUG] [LOCAL ] Loaded configuration for INSM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.387446] [DEBUG] [LOCAL ] Loaded configuration for UPLD: 3 features, 100.0% accuracy [2025-11-26T21:11:15.387803] [DEBUG] [LOCAL ] Loaded configuration for WAL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.388137] [DEBUG] [LOCAL ] Loaded configuration for THO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.388472] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 4 features, 80.0% accuracy [2025-11-26T21:11:15.388805] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 2 features, 90.0% accuracy [2025-11-26T21:11:15.389108] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.389409] [DEBUG] [LOCAL ] Loaded configuration for AEM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.389717] [DEBUG] [LOCAL ] Loaded configuration for FMC: 4 features, 80.0% accuracy [2025-11-26T21:11:15.390055] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 4 features, 90.0% accuracy [2025-11-26T21:11:15.390410] [DEBUG] [LOCAL ] Loaded configuration for GIS: 5 features, 90.0% accuracy [2025-11-26T21:11:15.390719] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.391005] [DEBUG] [LOCAL ] Loaded configuration for FHB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.391290] [DEBUG] [LOCAL ] Loaded configuration for USGO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.391625] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 1 features, 90.0% accuracy [2025-11-26T21:11:15.391940] [DEBUG] [LOCAL ] Loaded configuration for FRBA: 4 features, 100.0% accuracy [2025-11-26T21:11:15.392259] [DEBUG] [LOCAL ] Loaded configuration for LENZ: 3 features, 80.0% accuracy [2025-11-26T21:11:15.392565] [DEBUG] [LOCAL ] Loaded configuration for EBF: 3 features, 70.0% accuracy [2025-11-26T21:11:15.392880] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 2 features, 90.0% accuracy [2025-11-26T21:11:15.393173] [DEBUG] [LOCAL ] Loaded configuration for OMCL: 4 features, 70.0% accuracy [2025-11-26T21:11:15.393477] [DEBUG] [LOCAL ] Loaded configuration for DAO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.393773] [DEBUG] [LOCAL ] Loaded configuration for FTCI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.394061] [DEBUG] [LOCAL ] Loaded configuration for VTS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.394352] [DEBUG] [LOCAL ] Loaded configuration for OLPX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.394633] [DEBUG] [LOCAL ] Loaded configuration for AIO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.394947] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.395276] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy [2025-11-26T21:11:15.395556] [DEBUG] [LOCAL ] Loaded configuration for BNGO: 3 features, 60.0% accuracy [2025-11-26T21:11:15.395915] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.396218] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 60.0% accuracy [2025-11-26T21:11:15.396550] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.396873] [DEBUG] [LOCAL ] Loaded configuration for SPWH: 2 features, 80.0% accuracy [2025-11-26T21:11:15.397213] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-11-26T21:11:15.397550] [DEBUG] [LOCAL ] Loaded configuration for KBWP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.397880] [DEBUG] [LOCAL ] Loaded configuration for TNXP: 3 features, 60.0% accuracy [2025-11-26T21:11:15.398189] [DEBUG] [LOCAL ] Loaded configuration for QYLD: 4 features, 60.0% accuracy [2025-11-26T21:11:15.398520] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 1 features, 80.0% accuracy [2025-11-26T21:11:15.398860] [DEBUG] [LOCAL ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.399237] [DEBUG] [LOCAL ] Loaded configuration for ARM: 3 features, 90.0% accuracy [2025-11-26T21:11:15.399543] [DEBUG] [LOCAL ] Loaded configuration for VS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.399876] [DEBUG] [LOCAL ] Loaded configuration for NE: 0 features, 60.0% accuracy [2025-11-26T21:11:15.400213] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-11-26T21:11:15.400497] [DEBUG] [LOCAL ] Loaded configuration for IBB: 4 features, 90.0% accuracy [2025-11-26T21:11:15.400831] [DEBUG] [LOCAL ] Loaded configuration for CCO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.401131] [DEBUG] [LOCAL ] Loaded configuration for SSYS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.401438] [DEBUG] [LOCAL ] Loaded configuration for VRIG: 0 features, 80.0% accuracy [2025-11-26T21:11:15.401746] [DEBUG] [LOCAL ] Loaded configuration for VOD: 3 features, 80.0% accuracy [2025-11-26T21:11:15.402043] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 60.0% accuracy [2025-11-26T21:11:15.402363] [DEBUG] [LOCAL ] Loaded configuration for HSCS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.402680] [DEBUG] [LOCAL ] Loaded configuration for HITI: 0 features, 80.0% accuracy [2025-11-26T21:11:15.402981] [DEBUG] [LOCAL ] Loaded configuration for FDIG: 0 features, 70.0% accuracy [2025-11-26T21:11:15.403266] [DEBUG] [LOCAL ] Loaded configuration for HAFC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.403361] [DEBUG] [LOCAL ] Loaded configuration for AMP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.403658] [DEBUG] [LOCAL ] Loaded configuration for BCPC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.403989] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.404273] [DEBUG] [LOCAL ] Loaded configuration for FRSH: 4 features, 70.0% accuracy [2025-11-26T21:11:15.404585] [DEBUG] [LOCAL ] Loaded configuration for WPP: 0 features, 60.0% accuracy [2025-11-26T21:11:15.404929] [DEBUG] [LOCAL ] Loaded configuration for QTUM: 3 features, 70.0% accuracy [2025-11-26T21:11:15.405236] [DEBUG] [LOCAL ] Loaded configuration for PECO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.405573] [DEBUG] [LOCAL ] Loaded configuration for CVX: 3 features, 60.0% accuracy [2025-11-26T21:11:15.405899] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-11-26T21:11:15.406214] [DEBUG] [LOCAL ] Loaded configuration for ADEA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.406499] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.406785] [DEBUG] [LOCAL ] Loaded configuration for NEGG: 1 features, 70.0% accuracy [2025-11-26T21:11:15.407061] [DEBUG] [LOCAL ] Loaded configuration for ICL: 0 features, 70.0% accuracy [2025-11-26T21:11:15.407356] [DEBUG] [LOCAL ] Loaded configuration for CRM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.407732] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 60.0% accuracy [2025-11-26T21:11:15.408038] [DEBUG] [LOCAL ] Loaded configuration for MTEN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.408346] [DEBUG] [LOCAL ] Loaded configuration for TEAM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.408684] [DEBUG] [LOCAL ] Loaded configuration for TCX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.408985] [DEBUG] [LOCAL ] Loaded configuration for DTG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.409288] [DEBUG] [LOCAL ] Loaded configuration for STNE: 6 features, 80.0% accuracy [2025-11-26T21:11:15.409613] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.409919] [DEBUG] [LOCAL ] Loaded configuration for DTB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.410214] [DEBUG] [LOCAL ] Loaded configuration for MSM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.410500] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.410818] [DEBUG] [LOCAL ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy [2025-11-26T21:11:15.411155] [DEBUG] [LOCAL ] Loaded configuration for COF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.411449] [DEBUG] [LOCAL ] Loaded configuration for UNTY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.411802] [DEBUG] [LOCAL ] Loaded configuration for NPCE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.412151] [DEBUG] [LOCAL ] Loaded configuration for WSFS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.412436] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.412770] [DEBUG] [LOCAL ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy [2025-11-26T21:11:15.413066] [DEBUG] [LOCAL ] Loaded configuration for SLAB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.413400] [DEBUG] [LOCAL ] Loaded configuration for BMRA: 1 features, 80.0% accuracy [2025-11-26T21:11:15.413709] [DEBUG] [LOCAL ] Loaded configuration for AISP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.414004] [DEBUG] [LOCAL ] Loaded configuration for TSI: 0 features, 70.0% accuracy [2025-11-26T21:11:15.414304] [DEBUG] [LOCAL ] Loaded configuration for MOFG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.414590] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.414919] [DEBUG] [LOCAL ] Loaded configuration for EMN: 1 features, 90.0% accuracy [2025-11-26T21:11:15.415222] [DEBUG] [LOCAL ] Loaded configuration for MRUS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.415581] [DEBUG] [LOCAL ] Loaded configuration for RDCM: 4 features, 70.0% accuracy [2025-11-26T21:11:15.415920] [DEBUG] [LOCAL ] Loaded configuration for NXPI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.416233] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-11-26T21:11:15.416574] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.416892] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 4 features, 90.0% accuracy [2025-11-26T21:11:15.417195] [DEBUG] [LOCAL ] Loaded configuration for INOD: 2 features, 60.0% accuracy [2025-11-26T21:11:15.417507] [DEBUG] [LOCAL ] Loaded configuration for EMO: 5 features, 70.0% accuracy [2025-11-26T21:11:15.417855] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.418179] [DEBUG] [LOCAL ] Loaded configuration for ULCC: 3 features, 100.0% accuracy [2025-11-26T21:11:15.418465] [DEBUG] [LOCAL ] Loaded configuration for FHTX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.418804] [DEBUG] [LOCAL ] Loaded configuration for KVHI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.419136] [DEBUG] [LOCAL ] Loaded configuration for CBUS: 5 features, 90.0% accuracy [2025-11-26T21:11:15.419435] [DEBUG] [LOCAL ] Loaded configuration for DNTH: 4 features, 90.0% accuracy [2025-11-26T21:11:15.419746] [DEBUG] [LOCAL ] Loaded configuration for QCRH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.420079] [DEBUG] [LOCAL ] Loaded configuration for BLFS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.420410] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 3 features, 100.0% accuracy [2025-11-26T21:11:15.420694] [DEBUG] [LOCAL ] Loaded configuration for CALM: 3 features, 60.0% accuracy [2025-11-26T21:11:15.420994] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.421290] [DEBUG] [LOCAL ] Loaded configuration for ERIC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.421591] [DEBUG] [LOCAL ] Loaded configuration for EZGO: 1 features, 90.0% accuracy [2025-11-26T21:11:15.421902] [DEBUG] [LOCAL ] Loaded configuration for KNSA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.422202] [DEBUG] [LOCAL ] Loaded configuration for MPAA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.422508] [DEBUG] [LOCAL ] Loaded configuration for UBFO: 4 features, 60.0% accuracy [2025-11-26T21:11:15.422861] [DEBUG] [LOCAL ] Loaded configuration for RETO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.423163] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-11-26T21:11:15.423446] [DEBUG] [LOCAL ] Loaded configuration for XGN: 3 features, 60.0% accuracy [2025-11-26T21:11:15.423778] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-11-26T21:11:15.424058] [DEBUG] [LOCAL ] Loaded configuration for VYX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.424350] [DEBUG] [LOCAL ] Loaded configuration for EIX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.424681] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.424780] [DEBUG] [LOCAL ] Loaded configuration for ARDX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.425117] [DEBUG] [LOCAL ] Loaded configuration for NITO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.425401] [DEBUG] [LOCAL ] Loaded configuration for NAMS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.425707] [DEBUG] [LOCAL ] Loaded configuration for ETY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.425987] [DEBUG] [LOCAL ] Loaded configuration for A: 2 features, 80.0% accuracy [2025-11-26T21:11:15.426300] [DEBUG] [LOCAL ] Loaded configuration for LOB: 1 features, 70.0% accuracy [2025-11-26T21:11:15.426620] [DEBUG] [LOCAL ] Loaded configuration for WOK: 2 features, 90.0% accuracy [2025-11-26T21:11:15.426987] [DEBUG] [LOCAL ] Loaded configuration for KOPN: 1 features, 50.0% accuracy [2025-11-26T21:11:15.427340] [DEBUG] [LOCAL ] Loaded configuration for NPK: 4 features, 70.0% accuracy [2025-11-26T21:11:15.427735] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.428048] [DEBUG] [LOCAL ] Loaded configuration for TSLS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.428146] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 0 features, 70.0% accuracy [2025-11-26T21:11:15.428512] [DEBUG] [LOCAL ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy [2025-11-26T21:11:15.428864] [DEBUG] [LOCAL ] Loaded configuration for WAVE: 1 features, 90.0% accuracy [2025-11-26T21:11:15.429171] [DEBUG] [LOCAL ] Loaded configuration for HURC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.429482] [DEBUG] [LOCAL ] Loaded configuration for CWD: 4 features, 80.0% accuracy [2025-11-26T21:11:15.429810] [DEBUG] [LOCAL ] Loaded configuration for BRC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.430112] [DEBUG] [LOCAL ] Loaded configuration for BA: 1 features, 80.0% accuracy [2025-11-26T21:11:15.430393] [DEBUG] [LOCAL ] Loaded configuration for MSTX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.430692] [DEBUG] [LOCAL ] Loaded configuration for PFN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.431036] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.431396] [DEBUG] [LOCAL ] Loaded configuration for KOF: 3 features, 60.0% accuracy [2025-11-26T21:11:15.431717] [DEBUG] [LOCAL ] Loaded configuration for EQH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.432023] [DEBUG] [LOCAL ] Loaded configuration for BSL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.432306] [DEBUG] [LOCAL ] Loaded configuration for KELYA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.432659] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.433000] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.433305] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.433613] [DEBUG] [LOCAL ] Loaded configuration for HPK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.433912] [DEBUG] [LOCAL ] Loaded configuration for OM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.434207] [DEBUG] [LOCAL ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.434482] [DEBUG] [LOCAL ] Loaded configuration for RCI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.434770] [DEBUG] [LOCAL ] Loaded configuration for RGP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.435058] [DEBUG] [LOCAL ] Loaded configuration for NYXH: 0 features, 60.0% accuracy [2025-11-26T21:11:15.435396] [DEBUG] [LOCAL ] Loaded configuration for AIFF: 4 features, 80.0% accuracy [2025-11-26T21:11:15.435728] [DEBUG] [LOCAL ] Loaded configuration for MCN: 4 features, 70.0% accuracy [2025-11-26T21:11:15.436103] [DEBUG] [LOCAL ] Loaded configuration for SWKS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.436417] [DEBUG] [LOCAL ] Loaded configuration for CSGP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.436704] [DEBUG] [LOCAL ] Loaded configuration for NBTB: 6 features, 70.0% accuracy [2025-11-26T21:11:15.437035] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-11-26T21:11:15.437338] [DEBUG] [LOCAL ] Loaded configuration for TRDA: 3 features, 60.0% accuracy [2025-11-26T21:11:15.437620] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.437983] [DEBUG] [LOCAL ] Loaded configuration for MAC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.438267] [DEBUG] [LOCAL ] Loaded configuration for OKE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.438598] [DEBUG] [LOCAL ] Loaded configuration for ZS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.438906] [DEBUG] [LOCAL ] Loaded configuration for XPEL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.439200] [DEBUG] [LOCAL ] Loaded configuration for BIB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.439533] [DEBUG] [LOCAL ] Loaded configuration for SPG: 0 features, 70.0% accuracy [2025-11-26T21:11:15.439832] [DEBUG] [LOCAL ] Loaded configuration for JFIN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.440157] [DEBUG] [LOCAL ] Loaded configuration for BLKB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.440441] [DEBUG] [LOCAL ] Loaded configuration for ROAD: 2 features, 70.0% accuracy [2025-11-26T21:11:15.440775] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.441109] [DEBUG] [LOCAL ] Loaded configuration for SHIP: 3 features, 90.0% accuracy [2025-11-26T21:11:15.441440] [DEBUG] [LOCAL ] Loaded configuration for IMXI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.441772] [DEBUG] [LOCAL ] Loaded configuration for SBS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.442065] [DEBUG] [LOCAL ] Loaded configuration for PFH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.442349] [DEBUG] [LOCAL ] Loaded configuration for EDBL: 1 features, 80.0% accuracy [2025-11-26T21:11:15.442662] [DEBUG] [LOCAL ] Loaded configuration for PBFS: 3 features, 60.0% accuracy [2025-11-26T21:11:15.443011] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.443358] [DEBUG] [LOCAL ] Loaded configuration for SOGP: 0 features, 80.0% accuracy [2025-11-26T21:11:15.443675] [DEBUG] [LOCAL ] Loaded configuration for PEBO: 0 features, 70.0% accuracy [2025-11-26T21:11:15.444022] [DEBUG] [LOCAL ] Loaded configuration for RTO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.444133] [DEBUG] [LOCAL ] Loaded configuration for PSF: 3 features, 80.0% accuracy [2025-11-26T21:11:15.444405] [DEBUG] [LOCAL ] Loaded configuration for ALNY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.444742] [DEBUG] [LOCAL ] Loaded configuration for PSN: 0 features, 90.0% accuracy [2025-11-26T21:11:15.445040] [DEBUG] [LOCAL ] Loaded configuration for GEOS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.445366] [DEBUG] [LOCAL ] Loaded configuration for COLB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.445714] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.446012] [DEBUG] [LOCAL ] Loaded configuration for ACWI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.446291] [DEBUG] [LOCAL ] Loaded configuration for PDS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.446615] [DEBUG] [LOCAL ] Loaded configuration for STRL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.446922] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.447219] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.447534] [DEBUG] [LOCAL ] Loaded configuration for CHEF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.447676] [DEBUG] [LOCAL ] Loaded configuration for LNG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.447982] [DEBUG] [LOCAL ] Loaded configuration for WSO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.448089] [DEBUG] [LOCAL ] Loaded configuration for CNS: 4 features, 100.0% accuracy [2025-11-26T21:11:15.448401] [DEBUG] [LOCAL ] Loaded configuration for BWG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.448673] [DEBUG] [LOCAL ] Loaded configuration for FNX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.448991] [DEBUG] [LOCAL ] Loaded configuration for NEXN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.449324] [DEBUG] [LOCAL ] Loaded configuration for LXP: 1 features, 80.0% accuracy [2025-11-26T21:11:15.449422] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.449705] [DEBUG] [LOCAL ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy [2025-11-26T21:11:15.450002] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.450302] [DEBUG] [LOCAL ] Loaded configuration for LESL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.450592] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.450938] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 1 features, 80.0% accuracy [2025-11-26T21:11:15.451247] [DEBUG] [LOCAL ] Loaded configuration for PRDO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.451594] [DEBUG] [LOCAL ] Loaded configuration for BSLK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.451906] [DEBUG] [LOCAL ] Loaded configuration for AIG: 3 features, 90.0% accuracy [2025-11-26T21:11:15.452237] [DEBUG] [LOCAL ] Loaded configuration for SIRI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.452567] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 100.0% accuracy [2025-11-26T21:11:15.452911] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-11-26T21:11:15.453218] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.453546] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.453873] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.454207] [DEBUG] [LOCAL ] Loaded configuration for OC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.454552] [DEBUG] [LOCAL ] Loaded configuration for NNDM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.454904] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.455233] [DEBUG] [LOCAL ] Loaded configuration for GABC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.455580] [DEBUG] [LOCAL ] Loaded configuration for RMNI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.455888] [DEBUG] [LOCAL ] Loaded configuration for HWKN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.456222] [DEBUG] [LOCAL ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy [2025-11-26T21:11:15.456566] [DEBUG] [LOCAL ] Loaded configuration for GNOM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.456911] [DEBUG] [LOCAL ] Loaded configuration for MSI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.457196] [DEBUG] [LOCAL ] Loaded configuration for CACI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.457499] [DEBUG] [LOCAL ] Loaded configuration for LVHD: 4 features, 70.0% accuracy [2025-11-26T21:11:15.457813] [DEBUG] [LOCAL ] Loaded configuration for EGAN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.458155] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.458458] [DEBUG] [LOCAL ] Loaded configuration for HRTX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.458795] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy [2025-11-26T21:11:15.459136] [DEBUG] [LOCAL ] Loaded configuration for FTXN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.459478] [DEBUG] [LOCAL ] Loaded configuration for DCBO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.459782] [DEBUG] [LOCAL ] Loaded configuration for SFNC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.460117] [DEBUG] [LOCAL ] Loaded configuration for CRNX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.460420] [DEBUG] [LOCAL ] Loaded configuration for NIKL: 0 features, 60.0% accuracy [2025-11-26T21:11:15.460742] [DEBUG] [LOCAL ] Loaded configuration for SPFI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.461066] [DEBUG] [LOCAL ] Loaded configuration for FMBH: 2 features, 60.0% accuracy [2025-11-26T21:11:15.461385] [DEBUG] [LOCAL ] Loaded configuration for RVSB: 1 features, 50.0% accuracy [2025-11-26T21:11:15.461732] [DEBUG] [LOCAL ] Loaded configuration for PSCE: 1 features, 90.0% accuracy [2025-11-26T21:11:15.462043] [DEBUG] [LOCAL ] Loaded configuration for IBTG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.462380] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.462681] [DEBUG] [LOCAL ] Loaded configuration for EOLS: 1 features, 50.0% accuracy [2025-11-26T21:11:15.462989] [DEBUG] [LOCAL ] Loaded configuration for BSVO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.463305] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.463676] [DEBUG] [LOCAL ] Loaded configuration for URI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.463981] [DEBUG] [LOCAL ] Loaded configuration for CWBC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.464284] [DEBUG] [LOCAL ] Loaded configuration for IOSP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.464617] [DEBUG] [LOCAL ] Loaded configuration for NMRA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.464981] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.465287] [DEBUG] [LOCAL ] Loaded configuration for SBRA: 6 features, 90.0% accuracy [2025-11-26T21:11:15.465572] [DEBUG] [LOCAL ] Loaded configuration for ATPC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.465918] [DEBUG] [LOCAL ] Loaded configuration for SBH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.466257] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-11-26T21:11:15.466607] [DEBUG] [LOCAL ] Loaded configuration for SHPH: 0 features, 80.0% accuracy [2025-11-26T21:11:15.466943] [DEBUG] [LOCAL ] Loaded configuration for NVDL: 6 features, 90.0% accuracy [2025-11-26T21:11:15.467276] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 0 features, 90.0% accuracy [2025-11-26T21:11:15.467582] [DEBUG] [LOCAL ] Loaded configuration for QMCO: 4 features, 90.0% accuracy [2025-11-26T21:11:15.467887] [DEBUG] [LOCAL ] Loaded configuration for AGNC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.468190] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 60.0% accuracy [2025-11-26T21:11:15.468472] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.468828] [DEBUG] [LOCAL ] Loaded configuration for EME: 3 features, 70.0% accuracy [2025-11-26T21:11:15.469150] [DEBUG] [LOCAL ] Loaded configuration for AMC: 4 features, 80.0% accuracy [2025-11-26T21:11:15.469488] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, 90.0% accuracy [2025-11-26T21:11:15.469778] [DEBUG] [LOCAL ] Loaded configuration for XERS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.470103] [DEBUG] [LOCAL ] Loaded configuration for ALK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.470401] [DEBUG] [LOCAL ] Loaded configuration for BNTX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.470732] [DEBUG] [LOCAL ] Loaded configuration for CATH: 4 features, 60.0% accuracy [2025-11-26T21:11:15.471010] [DEBUG] [LOCAL ] Loaded configuration for WY: 0 features, 90.0% accuracy [2025-11-26T21:11:15.471352] [DEBUG] [LOCAL ] Loaded configuration for PPL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.471629] [DEBUG] [LOCAL ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.471929] [DEBUG] [LOCAL ] Loaded configuration for MCHP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.472223] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 5 features, 90.0% accuracy [2025-11-26T21:11:15.472568] [DEBUG] [LOCAL ] Loaded configuration for JRS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.472888] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 100.0% accuracy [2025-11-26T21:11:15.473189] [DEBUG] [LOCAL ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy [2025-11-26T21:11:15.473476] [DEBUG] [LOCAL ] Loaded configuration for KMDA: 6 features, 100.0% accuracy [2025-11-26T21:11:15.473814] [DEBUG] [LOCAL ] Loaded configuration for BWFG: 1 features, 70.0% accuracy [2025-11-26T21:11:15.474111] [DEBUG] [LOCAL ] Loaded configuration for PFBC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.474412] [DEBUG] [LOCAL ] Loaded configuration for ADTN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.474693] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 3 features, 80.0% accuracy [2025-11-26T21:11:15.475022] [DEBUG] [LOCAL ] Loaded configuration for WDAY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.475300] [DEBUG] [LOCAL ] Loaded configuration for CASY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.475633] [DEBUG] [LOCAL ] Loaded configuration for CENTA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.475986] [DEBUG] [LOCAL ] Loaded configuration for APPF: 2 features, 50.0% accuracy [2025-11-26T21:11:15.476357] [DEBUG] [LOCAL ] Loaded configuration for ASTH: 4 features, 100.0% accuracy [2025-11-26T21:11:15.476445] [DEBUG] [LOCAL ] Loaded configuration for SMCI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.476735] [DEBUG] [LOCAL ] Loaded configuration for FRO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.477062] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 80.0% accuracy [2025-11-26T21:11:15.477336] [DEBUG] [LOCAL ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy [2025-11-26T21:11:15.477681] [DEBUG] [LOCAL ] Loaded configuration for COLM: 0 features, 90.0% accuracy [2025-11-26T21:11:15.477981] [DEBUG] [LOCAL ] Loaded configuration for IRM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.478273] [DEBUG] [LOCAL ] Loaded configuration for CHDN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.478569] [DEBUG] [LOCAL ] Loaded configuration for EXLS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.478884] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.479165] [DEBUG] [LOCAL ] Loaded configuration for CRAI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.479466] [DEBUG] [LOCAL ] Loaded configuration for SELF: 3 features, 70.0% accuracy [2025-11-26T21:11:15.479762] [DEBUG] [LOCAL ] Loaded configuration for MMSI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.480045] [DEBUG] [LOCAL ] Loaded configuration for KARO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.480342] [DEBUG] [LOCAL ] Loaded configuration for DLO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.480668] [DEBUG] [LOCAL ] Loaded configuration for GENI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.480999] [DEBUG] [LOCAL ] Loaded configuration for WKC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.481322] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.481664] [DEBUG] [LOCAL ] Loaded configuration for BEEP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.481994] [DEBUG] [LOCAL ] Loaded configuration for ARQ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.482290] [DEBUG] [LOCAL ] Loaded configuration for MITK: 4 features, 70.0% accuracy [2025-11-26T21:11:15.482585] [DEBUG] [LOCAL ] Loaded configuration for VRSN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.482939] [DEBUG] [LOCAL ] Loaded configuration for PGEN: 2 features, 60.0% accuracy [2025-11-26T21:11:15.483233] [DEBUG] [LOCAL ] Loaded configuration for HGBL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.483555] [DEBUG] [LOCAL ] Loaded configuration for DDD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.483909] [DEBUG] [LOCAL ] Loaded configuration for JCI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.484201] [DEBUG] [LOCAL ] Loaded configuration for GNLX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.484498] [DEBUG] [LOCAL ] Loaded configuration for VTGN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.484824] [DEBUG] [LOCAL ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.485102] [DEBUG] [LOCAL ] Loaded configuration for TZOO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.485384] [DEBUG] [LOCAL ] Loaded configuration for ASMB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.485675] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.485964] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.486244] [DEBUG] [LOCAL ] Loaded configuration for TWIN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.486537] [DEBUG] [LOCAL ] Loaded configuration for FDTX: 1 features, 50.0% accuracy [2025-11-26T21:11:15.486889] [DEBUG] [LOCAL ] Loaded configuration for AAPB: 4 features, 70.0% accuracy [2025-11-26T21:11:15.487181] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.487456] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.487789] [DEBUG] [LOCAL ] Loaded configuration for JPEF: 1 features, 90.0% accuracy [2025-11-26T21:11:15.488070] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-11-26T21:11:15.488403] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.488736] [DEBUG] [LOCAL ] Loaded configuration for ACA: 2 features, 60.0% accuracy [2025-11-26T21:11:15.489036] [DEBUG] [LOCAL ] Loaded configuration for NWS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.489345] [DEBUG] [LOCAL ] Loaded configuration for CAL: 0 features, 70.0% accuracy [2025-11-26T21:11:15.489713] [DEBUG] [LOCAL ] Loaded configuration for DELL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.490043] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.490344] [DEBUG] [LOCAL ] Loaded configuration for CDTX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.490665] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-11-26T21:11:15.490966] [DEBUG] [LOCAL ] Loaded configuration for IREN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.491258] [DEBUG] [LOCAL ] Loaded configuration for ISTB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.491532] [DEBUG] [LOCAL ] Loaded configuration for RIG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.491833] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.492131] [DEBUG] [LOCAL ] Loaded configuration for FIVN: 5 features, 90.0% accuracy [2025-11-26T21:11:15.492424] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-11-26T21:11:15.492757] [DEBUG] [LOCAL ] Loaded configuration for VALN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.493054] [DEBUG] [LOCAL ] Loaded configuration for BUI: 4 features, 50.0% accuracy [2025-11-26T21:11:15.493376] [DEBUG] [LOCAL ] Loaded configuration for SWX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.493669] [DEBUG] [LOCAL ] Loaded configuration for FCAL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.493965] [DEBUG] [LOCAL ] Loaded configuration for JAKK: 5 features, 80.0% accuracy [2025-11-26T21:11:15.494255] [DEBUG] [LOCAL ] Loaded configuration for BXP: 4 features, 80.0% accuracy [2025-11-26T21:11:15.494537] [DEBUG] [LOCAL ] Loaded configuration for IEI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.494834] [DEBUG] [LOCAL ] Loaded configuration for APLE: 4 features, 90.0% accuracy [2025-11-26T21:11:15.495127] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.495423] [DEBUG] [LOCAL ] Loaded configuration for PXS: 4 features, 70.0% accuracy [2025-11-26T21:11:15.495711] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.495989] [DEBUG] [LOCAL ] Loaded configuration for MUX: 5 features, 70.0% accuracy [2025-11-26T21:11:15.496314] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.496659] [DEBUG] [LOCAL ] Loaded configuration for COMP: 6 features, 70.0% accuracy [2025-11-26T21:11:15.496956] [DEBUG] [LOCAL ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.497276] [DEBUG] [LOCAL ] Loaded configuration for SIXG: 4 features, 70.0% accuracy [2025-11-26T21:11:15.497578] [DEBUG] [LOCAL ] Loaded configuration for ADC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.497929] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-11-26T21:11:15.498215] [DEBUG] [LOCAL ] Loaded configuration for PLPC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.498494] [DEBUG] [LOCAL ] Loaded configuration for ALMS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.498780] [DEBUG] [LOCAL ] Loaded configuration for KRRO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.499071] [DEBUG] [LOCAL ] Loaded configuration for AI: 3 features, 100.0% accuracy [2025-11-26T21:11:15.499348] [DEBUG] [LOCAL ] Loaded configuration for GH: 3 features, 80.0% accuracy [2025-11-26T21:11:15.499673] [DEBUG] [LOCAL ] Loaded configuration for AVO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.499953] [DEBUG] [LOCAL ] Loaded configuration for PLBC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.500234] [DEBUG] [LOCAL ] Loaded configuration for ORRF: 3 features, 60.0% accuracy [2025-11-26T21:11:15.500511] [DEBUG] [LOCAL ] Loaded configuration for CRBP: 0 features, 70.0% accuracy [2025-11-26T21:11:15.500806] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 4 features, 70.0% accuracy [2025-11-26T21:11:15.501115] [DEBUG] [LOCAL ] Loaded configuration for SFIX: 2 features, 60.0% accuracy [2025-11-26T21:11:15.501412] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.501734] [DEBUG] [LOCAL ] Loaded configuration for FIXD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.502029] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-11-26T21:11:15.502354] [DEBUG] [LOCAL ] Loaded configuration for ENPH: 2 features, 80.0% accuracy [2025-11-26T21:11:15.502669] [DEBUG] [LOCAL ] Loaded configuration for SRTS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.502971] [DEBUG] [LOCAL ] Loaded configuration for VRCA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.503058] [DEBUG] [LOCAL ] Loaded configuration for PRME: 2 features, 90.0% accuracy [2025-11-26T21:11:15.503339] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 70.0% accuracy [2025-11-26T21:11:15.503671] [DEBUG] [LOCAL ] Loaded configuration for FOF: 0 features, 90.0% accuracy [2025-11-26T21:11:15.503996] [DEBUG] [LOCAL ] Loaded configuration for BSCP: 0 features, 80.0% accuracy [2025-11-26T21:11:15.504335] [DEBUG] [LOCAL ] Loaded configuration for DCOM: 0 features, 90.0% accuracy [2025-11-26T21:11:15.504616] [DEBUG] [LOCAL ] Loaded configuration for RLI: 0 features, 90.0% accuracy [2025-11-26T21:11:15.504933] [DEBUG] [LOCAL ] Loaded configuration for MQ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.505261] [DEBUG] [LOCAL ] Loaded configuration for TENX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.505560] [DEBUG] [LOCAL ] Loaded configuration for QTRX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.505868] [DEBUG] [LOCAL ] Loaded configuration for HSIC: 2 features, 100.0% accuracy [2025-11-26T21:11:15.506197] [DEBUG] [LOCAL ] Loaded configuration for UNP: 4 features, 90.0% accuracy [2025-11-26T21:11:15.506520] [DEBUG] [LOCAL ] Loaded configuration for VBNK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.506843] [DEBUG] [LOCAL ] Loaded configuration for TRC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.507134] [DEBUG] [LOCAL ] Loaded configuration for BIAF: 2 features, 90.0% accuracy [2025-11-26T21:11:15.507421] [DEBUG] [LOCAL ] Loaded configuration for AMRN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.507533] [DEBUG] [LOCAL ] Loaded configuration for HZO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.507881] [DEBUG] [LOCAL ] Loaded configuration for ENSG: 4 features, 70.0% accuracy [2025-11-26T21:11:15.508189] [DEBUG] [LOCAL ] Loaded configuration for GLSI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.508476] [DEBUG] [LOCAL ] Loaded configuration for RMBI: 4 features, 100.0% accuracy [2025-11-26T21:11:15.508772] [DEBUG] [LOCAL ] Loaded configuration for BOF: 2 features, 80.0% accuracy [2025-11-26T21:11:15.509060] [DEBUG] [LOCAL ] Loaded configuration for FROG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.509372] [DEBUG] [LOCAL ] Loaded configuration for JAGX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.509703] [DEBUG] [LOCAL ] Loaded configuration for DSL: 0 features, 60.0% accuracy [2025-11-26T21:11:15.510003] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 90.0% accuracy [2025-11-26T21:11:15.510304] [DEBUG] [LOCAL ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.510676] [DEBUG] [LOCAL ] Loaded configuration for NIM: 0 features, 70.0% accuracy [2025-11-26T21:11:15.510965] [DEBUG] [LOCAL ] Loaded configuration for XRAY: 4 features, 70.0% accuracy [2025-11-26T21:11:15.511295] [DEBUG] [LOCAL ] Loaded configuration for AMWD: 0 features, 70.0% accuracy [2025-11-26T21:11:15.511595] [DEBUG] [LOCAL ] Loaded configuration for VICI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.511926] [DEBUG] [LOCAL ] Loaded configuration for DK: 1 features, 70.0% accuracy [2025-11-26T21:11:15.512232] [DEBUG] [LOCAL ] Loaded configuration for DDL: 1 features, 80.0% accuracy [2025-11-26T21:11:15.512538] [DEBUG] [LOCAL ] Loaded configuration for HFFG: 0 features, 60.0% accuracy [2025-11-26T21:11:15.512894] [DEBUG] [LOCAL ] Loaded configuration for TIL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.513181] [DEBUG] [LOCAL ] Loaded configuration for GHRS: 7 features, 90.0% accuracy [2025-11-26T21:11:15.513482] [DEBUG] [LOCAL ] Loaded configuration for LWLG: 1 features, 60.0% accuracy [2025-11-26T21:11:15.513790] [DEBUG] [LOCAL ] Loaded configuration for SAIA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.514122] [DEBUG] [LOCAL ] Loaded configuration for PBH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.514418] [DEBUG] [LOCAL ] Loaded configuration for PRI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.514745] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 2 features, 50.0% accuracy [2025-11-26T21:11:15.515044] [DEBUG] [LOCAL ] Loaded configuration for AWP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.515367] [DEBUG] [LOCAL ] Loaded configuration for AHCO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.515668] [DEBUG] [LOCAL ] Loaded configuration for ESE: 3 features, 60.0% accuracy [2025-11-26T21:11:15.515978] [DEBUG] [LOCAL ] Loaded configuration for STOK: 2 features, 70.0% accuracy [2025-11-26T21:11:15.516289] [DEBUG] [LOCAL ] Loaded configuration for HOOD: 4 features, 80.0% accuracy [2025-11-26T21:11:15.516617] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.516992] [DEBUG] [LOCAL ] Loaded configuration for WGMI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.517291] [DEBUG] [LOCAL ] Loaded configuration for FCN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.517579] [DEBUG] [LOCAL ] Loaded configuration for GTLB: 1 features, 60.0% accuracy [2025-11-26T21:11:15.517910] [DEBUG] [LOCAL ] Loaded configuration for WNEB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.518242] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.518541] [DEBUG] [LOCAL ] Loaded configuration for LILAK: 1 features, 60.0% accuracy [2025-11-26T21:11:15.518847] [DEBUG] [LOCAL ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.519149] [DEBUG] [LOCAL ] Loaded configuration for SSNC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.519494] [DEBUG] [LOCAL ] Loaded configuration for RUN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.519804] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-11-26T21:11:15.520097] [DEBUG] [LOCAL ] Loaded configuration for YTRA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.520441] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 80.0% accuracy [2025-11-26T21:11:15.520755] [DEBUG] [LOCAL ] Loaded configuration for NVMI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.521094] [DEBUG] [LOCAL ] Loaded configuration for SKRE: 3 features, 90.0% accuracy [2025-11-26T21:11:15.521380] [DEBUG] [LOCAL ] Loaded configuration for MVBF: 1 features, 60.0% accuracy [2025-11-26T21:11:15.521726] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 1 features, 60.0% accuracy [2025-11-26T21:11:15.522038] [DEBUG] [LOCAL ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy [2025-11-26T21:11:15.522376] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.522704] [DEBUG] [LOCAL ] Loaded configuration for SFLO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.523064] [DEBUG] [LOCAL ] Loaded configuration for MYN: 1 features, 100.0% accuracy [2025-11-26T21:11:15.523409] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.523775] [DEBUG] [LOCAL ] Loaded configuration for DECK: 4 features, 80.0% accuracy [2025-11-26T21:11:15.524101] [DEBUG] [LOCAL ] Loaded configuration for HRMY: 4 features, 90.0% accuracy [2025-11-26T21:11:15.524434] [DEBUG] [LOCAL ] Loaded configuration for EMBC: 3 features, 100.0% accuracy [2025-11-26T21:11:15.524773] [DEBUG] [LOCAL ] Loaded configuration for WB: 1 features, 90.0% accuracy [2025-11-26T21:11:15.525100] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 1 features, 90.0% accuracy [2025-11-26T21:11:15.525379] [DEBUG] [LOCAL ] Loaded configuration for VBF: 4 features, 90.0% accuracy [2025-11-26T21:11:15.525491] [DEBUG] [LOCAL ] Loaded configuration for BGX: 5 features, 90.0% accuracy [2025-11-26T21:11:15.525766] [DEBUG] [LOCAL ] Loaded configuration for ASML: 2 features, 90.0% accuracy [2025-11-26T21:11:15.526059] [DEBUG] [LOCAL ] Loaded configuration for APPN: 5 features, 70.0% accuracy [2025-11-26T21:11:15.526341] [DEBUG] [LOCAL ] Loaded configuration for USIG: 4 features, 80.0% accuracy [2025-11-26T21:11:15.526639] [DEBUG] [LOCAL ] Loaded configuration for NRIM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.527000] [DEBUG] [LOCAL ] Loaded configuration for MGRC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.527318] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.527622] [DEBUG] [LOCAL ] Loaded configuration for MODL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.528043] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-11-26T21:11:15.528388] [DEBUG] [LOCAL ] Loaded configuration for TNDM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.528741] [DEBUG] [LOCAL ] Loaded configuration for FTGS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.528839] [DEBUG] [LOCAL ] Loaded configuration for BLZE: 3 features, 90.0% accuracy [2025-11-26T21:11:15.529133] [DEBUG] [LOCAL ] Loaded configuration for GCMG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.529416] [DEBUG] [LOCAL ] Loaded configuration for SMH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.529765] [DEBUG] [LOCAL ] Loaded configuration for OEC: 0 features, 80.0% accuracy [2025-11-26T21:11:15.530055] [DEBUG] [LOCAL ] Loaded configuration for FALN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.530369] [DEBUG] [LOCAL ] Loaded configuration for HLMN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.530683] [DEBUG] [LOCAL ] Loaded configuration for REPL: 0 features, 70.0% accuracy [2025-11-26T21:11:15.530985] [DEBUG] [LOCAL ] Loaded configuration for NFE: 0 features, 80.0% accuracy [2025-11-26T21:11:15.531295] [DEBUG] [LOCAL ] Loaded configuration for TCMD: 2 features, 70.0% accuracy [2025-11-26T21:11:15.531665] [DEBUG] [LOCAL ] Loaded configuration for CCB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.531959] [DEBUG] [LOCAL ] Loaded configuration for MSGM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.532296] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.532605] [DEBUG] [LOCAL ] Loaded configuration for NTRB: 1 features, 100.0% accuracy [2025-11-26T21:11:15.532975] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.533280] [DEBUG] [LOCAL ] Loaded configuration for STKL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.533576] [DEBUG] [LOCAL ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.533897] [DEBUG] [LOCAL ] Loaded configuration for EVRG: 1 features, 70.0% accuracy [2025-11-26T21:11:15.534230] [DEBUG] [LOCAL ] Loaded configuration for UTEN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.534528] [DEBUG] [LOCAL ] Loaded configuration for EXAS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.534890] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.535234] [DEBUG] [LOCAL ] Loaded configuration for PI: 3 features, 50.0% accuracy [2025-11-26T21:11:15.535512] [DEBUG] [LOCAL ] Loaded configuration for OSBC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.535871] [DEBUG] [LOCAL ] Loaded configuration for SCD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.536226] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-11-26T21:11:15.536569] [DEBUG] [LOCAL ] Loaded configuration for MELI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.536934] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.537260] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 3 features, 80.0% accuracy [2025-11-26T21:11:15.537578] [DEBUG] [LOCAL ] Loaded configuration for LNN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.537899] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.538234] [DEBUG] [LOCAL ] Loaded configuration for TBI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.538536] [DEBUG] [LOCAL ] Loaded configuration for NVA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.538858] [DEBUG] [LOCAL ] Loaded configuration for JLL: 5 features, 90.0% accuracy [2025-11-26T21:11:15.539146] [DEBUG] [LOCAL ] Loaded configuration for NICE: 3 features, 70.0% accuracy [2025-11-26T21:11:15.539441] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-11-26T21:11:15.539746] [DEBUG] [LOCAL ] Loaded configuration for CHCO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.540126] [DEBUG] [LOCAL ] Loaded configuration for AON: 1 features, 70.0% accuracy [2025-11-26T21:11:15.540459] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 5 features, 90.0% accuracy [2025-11-26T21:11:15.540802] [DEBUG] [LOCAL ] Loaded configuration for UL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.541093] [DEBUG] [LOCAL ] Loaded configuration for FEP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.541389] [DEBUG] [LOCAL ] Loaded configuration for CHKP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.541731] [DEBUG] [LOCAL ] Loaded configuration for PSNL: 4 features, 90.0% accuracy [2025-11-26T21:11:15.542086] [DEBUG] [LOCAL ] Loaded configuration for CRNC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.542369] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-11-26T21:11:15.542680] [DEBUG] [LOCAL ] Loaded configuration for CQP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.543031] [DEBUG] [LOCAL ] Loaded configuration for SOL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.543370] [DEBUG] [LOCAL ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy [2025-11-26T21:11:15.543678] [DEBUG] [LOCAL ] Loaded configuration for VFS: 3 features, 60.0% accuracy [2025-11-26T21:11:15.543769] [DEBUG] [LOCAL ] Loaded configuration for APEI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.544074] [DEBUG] [LOCAL ] Loaded configuration for MRVI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.544409] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 6 features, 80.0% accuracy [2025-11-26T21:11:15.544502] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.544799] [DEBUG] [LOCAL ] Loaded configuration for FATBP: 3 features, 90.0% accuracy [2025-11-26T21:11:15.545133] [DEBUG] [LOCAL ] Loaded configuration for WIX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.545469] [DEBUG] [LOCAL ] Loaded configuration for CVI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.545787] [DEBUG] [LOCAL ] Loaded configuration for DMRC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.546092] [DEBUG] [LOCAL ] Loaded configuration for IZEA: 1 features, 100.0% accuracy [2025-11-26T21:11:15.546422] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 4 features, 60.0% accuracy [2025-11-26T21:11:15.546763] [DEBUG] [LOCAL ] Loaded configuration for ZYME: 2 features, 60.0% accuracy [2025-11-26T21:11:15.547065] [DEBUG] [LOCAL ] Loaded configuration for QCOM: 2 features, 90.0% accuracy [2025-11-26T21:11:15.547399] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.547734] [DEBUG] [LOCAL ] Loaded configuration for APVO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.548032] [DEBUG] [LOCAL ] Loaded configuration for VZ: 3 features, 60.0% accuracy [2025-11-26T21:11:15.548368] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.548703] [DEBUG] [LOCAL ] Loaded configuration for DTE: 0 features, 70.0% accuracy [2025-11-26T21:11:15.549012] [DEBUG] [LOCAL ] Loaded configuration for ERIE: 2 features, 90.0% accuracy [2025-11-26T21:11:15.549330] [DEBUG] [LOCAL ] Loaded configuration for SNPS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.549690] [DEBUG] [LOCAL ] Loaded configuration for NGS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.550035] [DEBUG] [LOCAL ] Loaded configuration for BAC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.550332] [DEBUG] [LOCAL ] Loaded configuration for TPH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.550605] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-11-26T21:11:15.550954] [DEBUG] [LOCAL ] Loaded configuration for MORN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.551259] [DEBUG] [LOCAL ] Loaded configuration for MBWM: 4 features, 90.0% accuracy [2025-11-26T21:11:15.551551] [DEBUG] [LOCAL ] Loaded configuration for HBANP: 2 features, 60.0% accuracy [2025-11-26T21:11:15.551878] [DEBUG] [LOCAL ] Loaded configuration for SSB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.552154] [DEBUG] [LOCAL ] Loaded configuration for TK: 3 features, 70.0% accuracy [2025-11-26T21:11:15.552490] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.552792] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 80.0% accuracy [2025-11-26T21:11:15.553101] [DEBUG] [LOCAL ] Loaded configuration for FLXS: 3 features, 60.0% accuracy [2025-11-26T21:11:15.553396] [DEBUG] [LOCAL ] Loaded configuration for SLP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.553674] [DEBUG] [LOCAL ] Loaded configuration for III: 1 features, 70.0% accuracy [2025-11-26T21:11:15.554008] [DEBUG] [LOCAL ] Loaded configuration for PMM: 4 features, 70.0% accuracy [2025-11-26T21:11:15.554336] [DEBUG] [LOCAL ] Loaded configuration for WFG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.554613] [DEBUG] [LOCAL ] Loaded configuration for AVY: 1 features, 40.0% accuracy [2025-11-26T21:11:15.554916] [DEBUG] [LOCAL ] Loaded configuration for HG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.555214] [DEBUG] [LOCAL ] Loaded configuration for MNTK: 3 features, 70.0% accuracy [2025-11-26T21:11:15.555505] [DEBUG] [LOCAL ] Loaded configuration for SENEA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.555784] [DEBUG] [LOCAL ] Loaded configuration for CRTO: 1 features, 100.0% accuracy [2025-11-26T21:11:15.556048] [DEBUG] [LOCAL ] Loaded configuration for CALC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.556366] [DEBUG] [LOCAL ] Loaded configuration for SPOK: 4 features, 90.0% accuracy [2025-11-26T21:11:15.556668] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.557009] [DEBUG] [LOCAL ] Loaded configuration for NMFC: 0 features, 70.0% accuracy [2025-11-26T21:11:15.557290] [DEBUG] [LOCAL ] Loaded configuration for MYI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.557598] [DEBUG] [LOCAL ] Loaded configuration for LDP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.557981] [DEBUG] [LOCAL ] Loaded configuration for CXE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.558080] [DEBUG] [LOCAL ] Loaded configuration for DY: 4 features, 70.0% accuracy [2025-11-26T21:11:15.558369] [DEBUG] [LOCAL ] Loaded configuration for FORM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.558729] [DEBUG] [LOCAL ] Loaded configuration for CENX: 3 features, 60.0% accuracy [2025-11-26T21:11:15.559028] [DEBUG] [LOCAL ] Loaded configuration for WLDN: 1 features, 50.0% accuracy [2025-11-26T21:11:15.559308] [DEBUG] [LOCAL ] Loaded configuration for DBL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.559585] [DEBUG] [LOCAL ] Loaded configuration for CASH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.559919] [DEBUG] [LOCAL ] Loaded configuration for CRUS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.560213] [DEBUG] [LOCAL ] Loaded configuration for ADSE: 0 features, 80.0% accuracy [2025-11-26T21:11:15.560533] [DEBUG] [LOCAL ] Loaded configuration for LECO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.560869] [DEBUG] [LOCAL ] Loaded configuration for STAG: 0 features, 60.0% accuracy [2025-11-26T21:11:15.561168] [DEBUG] [LOCAL ] Loaded configuration for BTCS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.561493] [DEBUG] [LOCAL ] Loaded configuration for BLX: 5 features, 100.0% accuracy [2025-11-26T21:11:15.561792] [DEBUG] [LOCAL ] Loaded configuration for LIF: 4 features, 60.0% accuracy [2025-11-26T21:11:15.562131] [DEBUG] [LOCAL ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.562471] [DEBUG] [LOCAL ] Loaded configuration for TAYD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.562793] [DEBUG] [LOCAL ] Loaded configuration for IMTX: 0 features, 70.0% accuracy [2025-11-26T21:11:15.563077] [DEBUG] [LOCAL ] Loaded configuration for EVCM: 5 features, 70.0% accuracy [2025-11-26T21:11:15.563398] [DEBUG] [LOCAL ] Loaded configuration for EMB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.563694] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-11-26T21:11:15.564017] [DEBUG] [LOCAL ] Loaded configuration for PHO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.564302] [DEBUG] [LOCAL ] Loaded configuration for DAL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.564624] [DEBUG] [LOCAL ] Loaded configuration for AMBA: 4 features, 90.0% accuracy [2025-11-26T21:11:15.564964] [DEBUG] [LOCAL ] Loaded configuration for SAH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.565248] [DEBUG] [LOCAL ] Loaded configuration for CPIX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.565566] [DEBUG] [LOCAL ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy [2025-11-26T21:11:15.565911] [DEBUG] [LOCAL ] Loaded configuration for BROS: 3 features, 100.0% accuracy [2025-11-26T21:11:15.566229] [DEBUG] [LOCAL ] Loaded configuration for CRESY: 1 features, 70.0% accuracy [2025-11-26T21:11:15.566544] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.566882] [DEBUG] [LOCAL ] Loaded configuration for DEA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.567165] [DEBUG] [LOCAL ] Loaded configuration for EXFY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.567526] [DEBUG] [LOCAL ] Loaded configuration for PCM: 3 features, 80.0% accuracy [2025-11-26T21:11:15.567889] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.568167] [DEBUG] [LOCAL ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.568495] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 0 features, 70.0% accuracy [2025-11-26T21:11:15.568819] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.569146] [DEBUG] [LOCAL ] Loaded configuration for SLB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.569471] [DEBUG] [LOCAL ] Loaded configuration for BRY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.569882] [DEBUG] [LOCAL ] Loaded configuration for DPZ: 2 features, 80.0% accuracy [2025-11-26T21:11:15.570203] [DEBUG] [LOCAL ] Loaded configuration for VGM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.570516] [DEBUG] [LOCAL ] Loaded configuration for MRCC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.570808] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.571108] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.571420] [DEBUG] [LOCAL ] Loaded configuration for GLUE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.571765] [DEBUG] [LOCAL ] Loaded configuration for NOG: 1 features, 70.0% accuracy [2025-11-26T21:11:15.572069] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.572354] [DEBUG] [LOCAL ] Loaded configuration for GGAL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.572670] [DEBUG] [LOCAL ] Loaded configuration for PESI: 0 features, 80.0% accuracy [2025-11-26T21:11:15.572959] [DEBUG] [LOCAL ] Loaded configuration for SHG: 4 features, 80.0% accuracy [2025-11-26T21:11:15.573284] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.573558] [DEBUG] [LOCAL ] Loaded configuration for KRC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.573906] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.574199] [DEBUG] [LOCAL ] Loaded configuration for GMM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.574468] [DEBUG] [LOCAL ] Loaded configuration for NATH: 4 features, 90.0% accuracy [2025-11-26T21:11:15.574754] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.575064] [DEBUG] [LOCAL ] Loaded configuration for TLS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.575345] [DEBUG] [LOCAL ] Loaded configuration for MTSI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.575661] [DEBUG] [LOCAL ] Loaded configuration for ALEC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.575937] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-11-26T21:11:15.576205] [DEBUG] [LOCAL ] Loaded configuration for SITC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.576521] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 3 features, 60.0% accuracy [2025-11-26T21:11:15.576810] [DEBUG] [LOCAL ] Loaded configuration for SGRY: 3 features, 80.0% accuracy [2025-11-26T21:11:15.577100] [DEBUG] [LOCAL ] Loaded configuration for GEVO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.577424] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 0 features, 80.0% accuracy [2025-11-26T21:11:15.577553] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 70.0% accuracy [2025-11-26T21:11:15.577897] [DEBUG] [LOCAL ] Loaded configuration for SSL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.578241] [DEBUG] [LOCAL ] Loaded configuration for RAY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.578556] [DEBUG] [LOCAL ] Loaded configuration for VERA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.578875] [DEBUG] [LOCAL ] Loaded configuration for CORZ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.579183] [DEBUG] [LOCAL ] Loaded configuration for PYXS: 5 features, 80.0% accuracy [2025-11-26T21:11:15.579529] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.579892] [DEBUG] [LOCAL ] Loaded configuration for EHTH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.580228] [DEBUG] [LOCAL ] Loaded configuration for UGP: 4 features, 70.0% accuracy [2025-11-26T21:11:15.580549] [DEBUG] [LOCAL ] Loaded configuration for FUL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.580872] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 90.0% accuracy [2025-11-26T21:11:15.581164] [DEBUG] [LOCAL ] Loaded configuration for FNLC: 0 features, 80.0% accuracy [2025-11-26T21:11:15.581493] [DEBUG] [LOCAL ] Loaded configuration for DLY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.581781] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.582108] [DEBUG] [LOCAL ] Loaded configuration for BCYC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.582440] [DEBUG] [LOCAL ] Loaded configuration for METD: 4 features, 80.0% accuracy [2025-11-26T21:11:15.582774] [DEBUG] [LOCAL ] Loaded configuration for BUSE: 2 features, 90.0% accuracy [2025-11-26T21:11:15.583053] [DEBUG] [LOCAL ] Loaded configuration for KHC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.583351] [DEBUG] [LOCAL ] Loaded configuration for PEGA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.583640] [DEBUG] [LOCAL ] Loaded configuration for PMVP: 0 features, 90.0% accuracy [2025-11-26T21:11:15.583956] [DEBUG] [LOCAL ] Loaded configuration for GLNG: 5 features, 80.0% accuracy [2025-11-26T21:11:15.584255] [DEBUG] [LOCAL ] Loaded configuration for VFC: 4 features, 90.0% accuracy [2025-11-26T21:11:15.584566] [DEBUG] [LOCAL ] Loaded configuration for ABVC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.584916] [DEBUG] [LOCAL ] Loaded configuration for CDP: 2 features, 80.0% accuracy [2025-11-26T21:11:15.585192] [DEBUG] [LOCAL ] Loaded configuration for MRX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.585491] [DEBUG] [LOCAL ] Loaded configuration for SAMG: 0 features, 50.0% accuracy [2025-11-26T21:11:15.585823] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.586173] [DEBUG] [LOCAL ] Loaded configuration for USMC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.586458] [DEBUG] [LOCAL ] Loaded configuration for EVGO: 1 features, 100.0% accuracy [2025-11-26T21:11:15.586740] [DEBUG] [LOCAL ] Loaded configuration for TKC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.587071] [DEBUG] [LOCAL ] Loaded configuration for BMA: 2 features, 50.0% accuracy [2025-11-26T21:11:15.587400] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 5 features, 80.0% accuracy [2025-11-26T21:11:15.587769] [DEBUG] [LOCAL ] Loaded configuration for BKD: 4 features, 100.0% accuracy [2025-11-26T21:11:15.588107] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.588402] [DEBUG] [LOCAL ] Loaded configuration for SRG: 0 features, 80.0% accuracy [2025-11-26T21:11:15.588738] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-11-26T21:11:15.589067] [DEBUG] [LOCAL ] Loaded configuration for ENTA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.589371] [DEBUG] [LOCAL ] Loaded configuration for VITL: 5 features, 80.0% accuracy [2025-11-26T21:11:15.589734] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.590029] [DEBUG] [LOCAL ] Loaded configuration for ONCO: 4 features, 60.0% accuracy [2025-11-26T21:11:15.590317] [DEBUG] [LOCAL ] Loaded configuration for NI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.590620] [DEBUG] [LOCAL ] Loaded configuration for CMPS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.590956] [DEBUG] [LOCAL ] Loaded configuration for VUZI: 3 features, 90.0% accuracy [2025-11-26T21:11:15.591285] [DEBUG] [LOCAL ] Loaded configuration for BYSI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.591591] [DEBUG] [LOCAL ] Loaded configuration for SNDX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.591903] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 20.0% accuracy [2025-11-26T21:11:15.592232] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.592562] [DEBUG] [LOCAL ] Loaded configuration for ZION: 2 features, 70.0% accuracy [2025-11-26T21:11:15.592891] [DEBUG] [LOCAL ] Loaded configuration for MRTN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.593186] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.593500] [DEBUG] [LOCAL ] Loaded configuration for PDX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.593864] [DEBUG] [LOCAL ] Loaded configuration for BSVN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.594159] [DEBUG] [LOCAL ] Loaded configuration for OKYO: 0 features, 80.0% accuracy [2025-11-26T21:11:15.594497] [DEBUG] [LOCAL ] Loaded configuration for AIQ: 6 features, 80.0% accuracy [2025-11-26T21:11:15.594804] [DEBUG] [LOCAL ] Loaded configuration for RFM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.595091] [DEBUG] [LOCAL ] Loaded configuration for GSM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.595403] [DEBUG] [LOCAL ] Loaded configuration for DLPN: 4 features, 70.0% accuracy [2025-11-26T21:11:15.595723] [DEBUG] [LOCAL ] Loaded configuration for WABC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.596018] [DEBUG] [LOCAL ] Loaded configuration for EEMA: 2 features, 40.0% accuracy [2025-11-26T21:11:15.596294] [DEBUG] [LOCAL ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy [2025-11-26T21:11:15.596658] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.596944] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 4 features, 90.0% accuracy [2025-11-26T21:11:15.597278] [DEBUG] [LOCAL ] Loaded configuration for WINN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.597615] [DEBUG] [LOCAL ] Loaded configuration for CMG: 6 features, 80.0% accuracy [2025-11-26T21:11:15.597940] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.598265] [DEBUG] [LOCAL ] Loaded configuration for ALRS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.598705] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.599224] [DEBUG] [LOCAL ] Loaded configuration for LPTH: 1 features, 90.0% accuracy [2025-11-26T21:11:15.599507] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.599781] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.600053] [DEBUG] [LOCAL ] Loaded configuration for UFCS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.600350] [DEBUG] [LOCAL ] Loaded configuration for EWBC: 1 features, 60.0% accuracy [2025-11-26T21:11:15.600666] [DEBUG] [LOCAL ] Loaded configuration for BTAI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.600954] [DEBUG] [LOCAL ] Loaded configuration for AMRK: 3 features, 70.0% accuracy [2025-11-26T21:11:15.601227] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.601546] [DEBUG] [LOCAL ] Loaded configuration for KOP: 0 features, 90.0% accuracy [2025-11-26T21:11:15.601844] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.602185] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.602474] [DEBUG] [LOCAL ] Loaded configuration for DE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.602808] [DEBUG] [LOCAL ] Loaded configuration for USVM: 1 features, 90.0% accuracy [2025-11-26T21:11:15.603128] [DEBUG] [LOCAL ] Loaded configuration for ECX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.603422] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 90.0% accuracy [2025-11-26T21:11:15.603688] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.603985] [DEBUG] [LOCAL ] Loaded configuration for SBGI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.604261] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.604573] [DEBUG] [LOCAL ] Loaded configuration for SSSS: 4 features, 80.0% accuracy [2025-11-26T21:11:15.604915] [DEBUG] [LOCAL ] Loaded configuration for FYC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.605199] [DEBUG] [LOCAL ] Loaded configuration for EB: 1 features, 90.0% accuracy [2025-11-26T21:11:15.605488] [DEBUG] [LOCAL ] Loaded configuration for VYMI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.605803] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.606116] [DEBUG] [LOCAL ] Loaded configuration for SIGA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.606383] [DEBUG] [LOCAL ] Loaded configuration for GLBS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.606695] [DEBUG] [LOCAL ] Loaded configuration for METC: 4 features, 80.0% accuracy [2025-11-26T21:11:15.606960] [DEBUG] [LOCAL ] Loaded configuration for LRGE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.607271] [DEBUG] [LOCAL ] Loaded configuration for EM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.607606] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-11-26T21:11:15.607974] [DEBUG] [LOCAL ] Loaded configuration for UNM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.608275] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.608598] [DEBUG] [LOCAL ] Loaded configuration for TSCO: 2 features, 100.0% accuracy [2025-11-26T21:11:15.608896] [DEBUG] [LOCAL ] Loaded configuration for PL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.609221] [DEBUG] [LOCAL ] Loaded configuration for Z: 3 features, 80.0% accuracy [2025-11-26T21:11:15.609499] [DEBUG] [LOCAL ] Loaded configuration for CMMB: 1 features, 70.0% accuracy [2025-11-26T21:11:15.609842] [DEBUG] [LOCAL ] Loaded configuration for AMAL: 4 features, 90.0% accuracy [2025-11-26T21:11:15.610163] [DEBUG] [LOCAL ] Loaded configuration for BK: 0 features, 80.0% accuracy [2025-11-26T21:11:15.610428] [DEBUG] [LOCAL ] Loaded configuration for TUSK: 1 features, 70.0% accuracy [2025-11-26T21:11:15.610721] [DEBUG] [LOCAL ] Loaded configuration for STRS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.611019] [DEBUG] [LOCAL ] Loaded configuration for STZ: 0 features, 70.0% accuracy [2025-11-26T21:11:15.611341] [DEBUG] [LOCAL ] Loaded configuration for CARE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.611631] [DEBUG] [LOCAL ] Loaded configuration for UMBF: 2 features, 50.0% accuracy [2025-11-26T21:11:15.611928] [DEBUG] [LOCAL ] Loaded configuration for NDRA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.612298] [DEBUG] [LOCAL ] Loaded configuration for TARS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.612593] [DEBUG] [LOCAL ] Loaded configuration for LTC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.612962] [DEBUG] [LOCAL ] Loaded configuration for USLM: 0 features, 70.0% accuracy [2025-11-26T21:11:15.613244] [DEBUG] [LOCAL ] Loaded configuration for LWAY: 4 features, 90.0% accuracy [2025-11-26T21:11:15.613521] [DEBUG] [LOCAL ] Loaded configuration for DORM: 4 features, 90.0% accuracy [2025-11-26T21:11:15.613833] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 60.0% accuracy [2025-11-26T21:11:15.614153] [DEBUG] [LOCAL ] Loaded configuration for CREG: 2 features, 60.0% accuracy [2025-11-26T21:11:15.614429] [DEBUG] [LOCAL ] Loaded configuration for ASPI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.614735] [DEBUG] [LOCAL ] Loaded configuration for FLWS: 1 features, 90.0% accuracy [2025-11-26T21:11:15.615067] [DEBUG] [LOCAL ] Loaded configuration for WYNN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.615341] [DEBUG] [LOCAL ] Loaded configuration for FMAO: 5 features, 80.0% accuracy [2025-11-26T21:11:15.615682] [DEBUG] [LOCAL ] Loaded configuration for ASTS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.615973] [DEBUG] [LOCAL ] Loaded configuration for USCB: 4 features, 80.0% accuracy [2025-11-26T21:11:15.616250] [DEBUG] [LOCAL ] Loaded configuration for GIFI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.616554] [DEBUG] [LOCAL ] Loaded configuration for LRHC: 4 features, 80.0% accuracy [2025-11-26T21:11:15.616928] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-11-26T21:11:15.617219] [DEBUG] [LOCAL ] Loaded configuration for RC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.617512] [DEBUG] [LOCAL ] Loaded configuration for JGLO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.617865] [DEBUG] [LOCAL ] Loaded configuration for FWONK: 3 features, 80.0% accuracy [2025-11-26T21:11:15.618202] [DEBUG] [LOCAL ] Loaded configuration for HBI: 3 features, 50.0% accuracy [2025-11-26T21:11:15.618472] [DEBUG] [LOCAL ] Loaded configuration for OFS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.618755] [DEBUG] [LOCAL ] Loaded configuration for CNEY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.619033] [DEBUG] [LOCAL ] Loaded configuration for STWD: 3 features, 60.0% accuracy [2025-11-26T21:11:15.619320] [DEBUG] [LOCAL ] Loaded configuration for IAC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.619579] [DEBUG] [LOCAL ] Loaded configuration for RCL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.619916] [DEBUG] [LOCAL ] Loaded configuration for ANIK: 2 features, 60.0% accuracy [2025-11-26T21:11:15.620220] [DEBUG] [LOCAL ] Loaded configuration for HDSN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.620486] [DEBUG] [LOCAL ] Loaded configuration for DRMA: 4 features, 90.0% accuracy [2025-11-26T21:11:15.620773] [DEBUG] [LOCAL ] Loaded configuration for EVOK: 4 features, 60.0% accuracy [2025-11-26T21:11:15.621062] [DEBUG] [LOCAL ] Loaded configuration for MRSN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.621347] [DEBUG] [LOCAL ] Loaded configuration for IXUS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.621611] [DEBUG] [LOCAL ] Loaded configuration for APH: 4 features, 80.0% accuracy [2025-11-26T21:11:15.621899] [DEBUG] [LOCAL ] Loaded configuration for GRWG: 5 features, 80.0% accuracy [2025-11-26T21:11:15.622226] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 3 features, 70.0% accuracy [2025-11-26T21:11:15.622312] [DEBUG] [LOCAL ] Loaded configuration for SOFI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.622585] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 4 features, 80.0% accuracy [2025-11-26T21:11:15.622893] [DEBUG] [LOCAL ] Loaded configuration for MLAB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.623204] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 0 features, 70.0% accuracy [2025-11-26T21:11:15.623487] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-11-26T21:11:15.623811] [DEBUG] [LOCAL ] Loaded configuration for MERC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.624099] [DEBUG] [LOCAL ] Loaded configuration for BUFC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.624401] [DEBUG] [LOCAL ] Loaded configuration for SUSC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.624679] [DEBUG] [LOCAL ] Loaded configuration for LSCC: 2 features, 100.0% accuracy [2025-11-26T21:11:15.625005] [DEBUG] [LOCAL ] Loaded configuration for GAIN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.625287] [DEBUG] [LOCAL ] Loaded configuration for SLRC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.625572] [DEBUG] [LOCAL ] Loaded configuration for YUM: 3 features, 70.0% accuracy [2025-11-26T21:11:15.625866] [DEBUG] [LOCAL ] Loaded configuration for KRUS: 4 features, 60.0% accuracy [2025-11-26T21:11:15.626157] [DEBUG] [LOCAL ] Loaded configuration for NTIC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.626452] [DEBUG] [LOCAL ] Loaded configuration for SPRO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.626737] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.627065] [DEBUG] [LOCAL ] Loaded configuration for OI: 3 features, 60.0% accuracy [2025-11-26T21:11:15.627355] [DEBUG] [LOCAL ] Loaded configuration for PCYO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.627691] [DEBUG] [LOCAL ] Loaded configuration for ANDE: 4 features, 100.0% accuracy [2025-11-26T21:11:15.627980] [DEBUG] [LOCAL ] Loaded configuration for CSX: 5 features, 90.0% accuracy [2025-11-26T21:11:15.628260] [DEBUG] [LOCAL ] Loaded configuration for VNO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.628536] [DEBUG] [LOCAL ] Loaded configuration for FBL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.628821] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 2 features, 90.0% accuracy [2025-11-26T21:11:15.629134] [DEBUG] [LOCAL ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.629455] [DEBUG] [LOCAL ] Loaded configuration for AGX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.629778] [DEBUG] [LOCAL ] Loaded configuration for SUN: 4 features, 70.0% accuracy [2025-11-26T21:11:15.630051] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-11-26T21:11:15.630350] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 60.0% accuracy [2025-11-26T21:11:15.630656] [DEBUG] [LOCAL ] Loaded configuration for SLDB: 2 features, 70.0% accuracy [2025-11-26T21:11:15.630962] [DEBUG] [LOCAL ] Loaded configuration for GDC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.631306] [DEBUG] [LOCAL ] Loaded configuration for SY: 3 features, 90.0% accuracy [2025-11-26T21:11:15.631611] [DEBUG] [LOCAL ] Loaded configuration for IRMD: 2 features, 90.0% accuracy [2025-11-26T21:11:15.631973] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 0 features, 80.0% accuracy [2025-11-26T21:11:15.632287] [DEBUG] [LOCAL ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy [2025-11-26T21:11:15.632598] [DEBUG] [LOCAL ] Loaded configuration for AMRX: 2 features, 100.0% accuracy [2025-11-26T21:11:15.632898] [DEBUG] [LOCAL ] Loaded configuration for HLX: 4 features, 70.0% accuracy [2025-11-26T21:11:15.633177] [DEBUG] [LOCAL ] Loaded configuration for OMAB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.633453] [DEBUG] [LOCAL ] Loaded configuration for OS: 5 features, 80.0% accuracy [2025-11-26T21:11:15.633754] [DEBUG] [LOCAL ] Loaded configuration for AEE: 1 features, 80.0% accuracy [2025-11-26T21:11:15.634049] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.634336] [DEBUG] [LOCAL ] Loaded configuration for ADMA: 3 features, 60.0% accuracy [2025-11-26T21:11:15.634663] [DEBUG] [LOCAL ] Loaded configuration for CSCO: 5 features, 60.0% accuracy [2025-11-26T21:11:15.635054] [DEBUG] [LOCAL ] Loaded configuration for CNI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.635349] [DEBUG] [LOCAL ] Loaded configuration for AMLX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.635627] [DEBUG] [LOCAL ] Loaded configuration for TXN: 5 features, 90.0% accuracy [2025-11-26T21:11:15.635924] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-11-26T21:11:15.636242] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-11-26T21:11:15.636569] [DEBUG] [LOCAL ] Loaded configuration for AWRE: 2 features, 100.0% accuracy [2025-11-26T21:11:15.636867] [DEBUG] [LOCAL ] Loaded configuration for FID: 1 features, 80.0% accuracy [2025-11-26T21:11:15.637190] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.637515] [DEBUG] [LOCAL ] Loaded configuration for PCB: 1 features, 70.0% accuracy [2025-11-26T21:11:15.637845] [DEBUG] [LOCAL ] Loaded configuration for TDC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.638195] [DEBUG] [LOCAL ] Loaded configuration for MFIC: 5 features, 80.0% accuracy [2025-11-26T21:11:15.638492] [DEBUG] [LOCAL ] Loaded configuration for TRUE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.638778] [DEBUG] [LOCAL ] Loaded configuration for GOF: 3 features, 70.0% accuracy [2025-11-26T21:11:15.639074] [DEBUG] [LOCAL ] Loaded configuration for UE: 3 features, 70.0% accuracy [2025-11-26T21:11:15.639401] [DEBUG] [LOCAL ] Loaded configuration for PHUN: 1 features, 90.0% accuracy [2025-11-26T21:11:15.639751] [DEBUG] [LOCAL ] Loaded configuration for WTFC: 0 features, 70.0% accuracy [2025-11-26T21:11:15.640130] [DEBUG] [LOCAL ] Loaded configuration for SIGI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.640403] [DEBUG] [LOCAL ] Loaded configuration for APAM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.640678] [DEBUG] [LOCAL ] Loaded configuration for NWL: 3 features, 60.0% accuracy [2025-11-26T21:11:15.640965] [DEBUG] [LOCAL ] Loaded configuration for AEIS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.641237] [DEBUG] [LOCAL ] Loaded configuration for BGRN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.641552] [DEBUG] [LOCAL ] Loaded configuration for AVA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.641844] [DEBUG] [LOCAL ] Loaded configuration for BMRN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.642164] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.642453] [DEBUG] [LOCAL ] Loaded configuration for CNTY: 5 features, 80.0% accuracy [2025-11-26T21:11:15.642732] [DEBUG] [LOCAL ] Loaded configuration for UBND: 2 features, 90.0% accuracy [2025-11-26T21:11:15.643013] [DEBUG] [LOCAL ] Loaded configuration for PLSE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.643297] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-11-26T21:11:15.643569] [DEBUG] [LOCAL ] Loaded configuration for MEGL: 1 features, 90.0% accuracy [2025-11-26T21:11:15.643886] [DEBUG] [LOCAL ] Loaded configuration for IPGP: 0 features, 90.0% accuracy [2025-11-26T21:11:15.644210] [DEBUG] [LOCAL ] Loaded configuration for CDIO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.644500] [DEBUG] [LOCAL ] Loaded configuration for ADX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.644798] [DEBUG] [LOCAL ] Loaded configuration for QTEC: 4 features, 70.0% accuracy [2025-11-26T21:11:15.645084] [DEBUG] [LOCAL ] Loaded configuration for DAWN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.645370] [DEBUG] [LOCAL ] Loaded configuration for RGNX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.645661] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 1 features, 70.0% accuracy [2025-11-26T21:11:15.645992] [DEBUG] [LOCAL ] Loaded configuration for CVBF: 2 features, 70.0% accuracy [2025-11-26T21:11:15.646321] [DEBUG] [LOCAL ] Loaded configuration for BBCP: 4 features, 90.0% accuracy [2025-11-26T21:11:15.646664] [DEBUG] [LOCAL ] Loaded configuration for CRL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.646964] [DEBUG] [LOCAL ] Loaded configuration for CARG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.647308] [DEBUG] [LOCAL ] Loaded configuration for JPM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.647615] [DEBUG] [LOCAL ] Loaded configuration for SUUN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.647934] [DEBUG] [LOCAL ] Loaded configuration for BSY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.648242] [DEBUG] [LOCAL ] Loaded configuration for NWFL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.648520] [DEBUG] [LOCAL ] Loaded configuration for KMB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.648815] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 1 features, 90.0% accuracy [2025-11-26T21:11:15.649091] [DEBUG] [LOCAL ] Loaded configuration for IGIC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.649396] [DEBUG] [LOCAL ] Loaded configuration for ATO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.649670] [DEBUG] [LOCAL ] Loaded configuration for UPWK: 5 features, 90.0% accuracy [2025-11-26T21:11:15.649994] [DEBUG] [LOCAL ] Loaded configuration for CLMB: 0 features, 50.0% accuracy [2025-11-26T21:11:15.650268] [DEBUG] [LOCAL ] Loaded configuration for ESPO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.650590] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-11-26T21:11:15.650900] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.651194] [DEBUG] [LOCAL ] Loaded configuration for SAVA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.651484] [DEBUG] [LOCAL ] Loaded configuration for SHEN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.651763] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.652084] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 90.0% accuracy [2025-11-26T21:11:15.652383] [DEBUG] [LOCAL ] Loaded configuration for NUWE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.652680] [DEBUG] [LOCAL ] Loaded configuration for SANM: 2 features, 90.0% accuracy [2025-11-26T21:11:15.652952] [DEBUG] [LOCAL ] Loaded configuration for AQMS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.653238] [DEBUG] [LOCAL ] Loaded configuration for BCBP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.653555] [DEBUG] [LOCAL ] Loaded configuration for KRG: 4 features, 100.0% accuracy [2025-11-26T21:11:15.653876] [DEBUG] [LOCAL ] Loaded configuration for NVD: 2 features, 100.0% accuracy [2025-11-26T21:11:15.654197] [DEBUG] [LOCAL ] Loaded configuration for CTKB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.654536] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 5 features, 100.0% accuracy [2025-11-26T21:11:15.654848] [DEBUG] [LOCAL ] Loaded configuration for INSE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.655171] [DEBUG] [LOCAL ] Loaded configuration for ATEC: 5 features, 80.0% accuracy [2025-11-26T21:11:15.655449] [DEBUG] [LOCAL ] Loaded configuration for UFPI: 1 features, 60.0% accuracy [2025-11-26T21:11:15.655735] [DEBUG] [LOCAL ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy [2025-11-26T21:11:15.656025] [DEBUG] [LOCAL ] Loaded configuration for SBFM: 3 features, 60.0% accuracy [2025-11-26T21:11:15.656347] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 5 features, 60.0% accuracy [2025-11-26T21:11:15.656623] [DEBUG] [LOCAL ] Loaded configuration for RIVN: 0 features, 60.0% accuracy [2025-11-26T21:11:15.657049] [DEBUG] [LOCAL ] Loaded configuration for ASTI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.657367] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-11-26T21:11:15.657694] [DEBUG] [LOCAL ] Loaded configuration for FLNC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.658018] [DEBUG] [LOCAL ] Loaded configuration for ROP: 0 features, 70.0% accuracy [2025-11-26T21:11:15.658283] [DEBUG] [LOCAL ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.658565] [DEBUG] [LOCAL ] Loaded configuration for DJCO: 6 features, 90.0% accuracy [2025-11-26T21:11:15.658875] [DEBUG] [LOCAL ] Loaded configuration for WHF: 3 features, 60.0% accuracy [2025-11-26T21:11:15.659154] [DEBUG] [LOCAL ] Loaded configuration for AUB: 1 features, 50.0% accuracy [2025-11-26T21:11:15.659429] [DEBUG] [LOCAL ] Loaded configuration for BYD: 5 features, 90.0% accuracy [2025-11-26T21:11:15.659714] [DEBUG] [LOCAL ] Loaded configuration for WIMI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.659992] [DEBUG] [LOCAL ] Loaded configuration for BWA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.660254] [DEBUG] [LOCAL ] Loaded configuration for EXPO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.660533] [DEBUG] [LOCAL ] Loaded configuration for ING: 1 features, 90.0% accuracy [2025-11-26T21:11:15.660803] [DEBUG] [LOCAL ] Loaded configuration for CYN: 4 features, 80.0% accuracy [2025-11-26T21:11:15.661090] [DEBUG] [LOCAL ] Loaded configuration for PTEN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.661350] [DEBUG] [LOCAL ] Loaded configuration for APD: 1 features, 60.0% accuracy [2025-11-26T21:11:15.661626] [DEBUG] [LOCAL ] Loaded configuration for BEN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.661734] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.662038] [DEBUG] [LOCAL ] Loaded configuration for DLX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.662350] [DEBUG] [LOCAL ] Loaded configuration for CNF: 2 features, 80.0% accuracy [2025-11-26T21:11:15.662654] [DEBUG] [LOCAL ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.662936] [DEBUG] [LOCAL ] Loaded configuration for ACGL: 5 features, 60.0% accuracy [2025-11-26T21:11:15.663222] [DEBUG] [LOCAL ] Loaded configuration for NTLA: 5 features, 50.0% accuracy [2025-11-26T21:11:15.663503] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-11-26T21:11:15.663846] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.664111] [DEBUG] [LOCAL ] Loaded configuration for CALX: 0 features, 60.0% accuracy [2025-11-26T21:11:15.664374] [DEBUG] [LOCAL ] Loaded configuration for OPRA: 4 features, 80.0% accuracy [2025-11-26T21:11:15.664669] [DEBUG] [LOCAL ] Loaded configuration for ERO: 3 features, 100.0% accuracy [2025-11-26T21:11:15.664989] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 4 features, 70.0% accuracy [2025-11-26T21:11:15.665312] [DEBUG] [LOCAL ] Loaded configuration for SYRE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.665633] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 60.0% accuracy [2025-11-26T21:11:15.665927] [DEBUG] [LOCAL ] Loaded configuration for JTEK: 2 features, 70.0% accuracy [2025-11-26T21:11:15.666189] [DEBUG] [LOCAL ] Loaded configuration for JSMD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.666466] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-11-26T21:11:15.666750] [DEBUG] [LOCAL ] Loaded configuration for HURN: 0 features, 70.0% accuracy [2025-11-26T21:11:15.667032] [DEBUG] [LOCAL ] Loaded configuration for VSEC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.667295] [DEBUG] [LOCAL ] Loaded configuration for ACLX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.667615] [DEBUG] [LOCAL ] Loaded configuration for KZIA: 0 features, 80.0% accuracy [2025-11-26T21:11:15.667963] [DEBUG] [LOCAL ] Loaded configuration for WRLD: 1 features, 50.0% accuracy [2025-11-26T21:11:15.668280] [DEBUG] [LOCAL ] Loaded configuration for BNY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.668622] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.668746] [DEBUG] [LOCAL ] Loaded configuration for SRI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.669007] [DEBUG] [LOCAL ] Loaded configuration for IBOC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.669319] [DEBUG] [LOCAL ] Loaded configuration for BWIN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.669578] [DEBUG] [LOCAL ] Loaded configuration for BJRI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.669915] [DEBUG] [LOCAL ] Loaded configuration for TASK: 4 features, 70.0% accuracy [2025-11-26T21:11:15.670180] [DEBUG] [LOCAL ] Loaded configuration for RLAY: 0 features, 60.0% accuracy [2025-11-26T21:11:15.670439] [DEBUG] [LOCAL ] Loaded configuration for FG: 1 features, 100.0% accuracy [2025-11-26T21:11:15.670712] [DEBUG] [LOCAL ] Loaded configuration for MXL: 4 features, 60.0% accuracy [2025-11-26T21:11:15.670979] [DEBUG] [LOCAL ] Loaded configuration for DTIL: 4 features, 90.0% accuracy [2025-11-26T21:11:15.671261] [DEBUG] [LOCAL ] Loaded configuration for SHBI: 1 features, 40.0% accuracy [2025-11-26T21:11:15.671536] [DEBUG] [LOCAL ] Loaded configuration for EXPE: 4 features, 70.0% accuracy [2025-11-26T21:11:15.671820] [DEBUG] [LOCAL ] Loaded configuration for SMCX: 3 features, 60.0% accuracy [2025-11-26T21:11:15.672100] [DEBUG] [LOCAL ] Loaded configuration for OLED: 1 features, 80.0% accuracy [2025-11-26T21:11:15.672415] [DEBUG] [LOCAL ] Loaded configuration for AGM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.672699] [DEBUG] [LOCAL ] Loaded configuration for GRND: 2 features, 90.0% accuracy [2025-11-26T21:11:15.672981] [DEBUG] [LOCAL ] Loaded configuration for BBY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.673258] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.673540] [DEBUG] [LOCAL ] Loaded configuration for BURL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.673881] [DEBUG] [LOCAL ] Loaded configuration for AVB: 0 features, 70.0% accuracy [2025-11-26T21:11:15.674143] [DEBUG] [LOCAL ] Loaded configuration for SNEX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.674488] [DEBUG] [LOCAL ] Loaded configuration for VECO: 0 features, 90.0% accuracy [2025-11-26T21:11:15.674756] [DEBUG] [LOCAL ] Loaded configuration for RBC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.675071] [DEBUG] [LOCAL ] Loaded configuration for WTO: 2 features, 100.0% accuracy [2025-11-26T21:11:15.675339] [DEBUG] [LOCAL ] Loaded configuration for CXSE: 3 features, 70.0% accuracy [2025-11-26T21:11:15.675616] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-11-26T21:11:15.675950] [DEBUG] [LOCAL ] Loaded configuration for PML: 1 features, 80.0% accuracy [2025-11-26T21:11:15.676215] [DEBUG] [LOCAL ] Loaded configuration for FTA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.676488] [DEBUG] [LOCAL ] Loaded configuration for JJSF: 0 features, 60.0% accuracy [2025-11-26T21:11:15.676768] [DEBUG] [LOCAL ] Loaded configuration for DASH: 1 features, 90.0% accuracy [2025-11-26T21:11:15.677078] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.677355] [DEBUG] [LOCAL ] Loaded configuration for CIM: 4 features, 80.0% accuracy [2025-11-26T21:11:15.677633] [DEBUG] [LOCAL ] Loaded configuration for BNZI: 1 features, 60.0% accuracy [2025-11-26T21:11:15.677937] [DEBUG] [LOCAL ] Loaded configuration for QNTM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.678250] [DEBUG] [LOCAL ] Loaded configuration for CRIS: 4 features, 70.0% accuracy [2025-11-26T21:11:15.678531] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.678849] [DEBUG] [LOCAL ] Loaded configuration for ARHS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.679171] [DEBUG] [LOCAL ] Loaded configuration for WGS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.679460] [DEBUG] [LOCAL ] Loaded configuration for SOCL: 4 features, 90.0% accuracy [2025-11-26T21:11:15.679773] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-11-26T21:11:15.680028] [DEBUG] [LOCAL ] Loaded configuration for IDXX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.680331] [DEBUG] [LOCAL ] Loaded configuration for ATAI: 0 features, 50.0% accuracy [2025-11-26T21:11:15.680594] [DEBUG] [LOCAL ] Loaded configuration for UPBD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.680884] [DEBUG] [LOCAL ] Loaded configuration for BKCH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.681197] [DEBUG] [LOCAL ] Loaded configuration for CLFD: 2 features, 70.0% accuracy [2025-11-26T21:11:15.681508] [DEBUG] [LOCAL ] Loaded configuration for PATK: 1 features, 80.0% accuracy [2025-11-26T21:11:15.681788] [DEBUG] [LOCAL ] Loaded configuration for CWCO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.682074] [DEBUG] [LOCAL ] Loaded configuration for TLSI: 0 features, 50.0% accuracy [2025-11-26T21:11:15.682395] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 60.0% accuracy [2025-11-26T21:11:15.682715] [DEBUG] [LOCAL ] Loaded configuration for RNG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.683029] [DEBUG] [LOCAL ] Loaded configuration for CVKD: 1 features, 80.0% accuracy [2025-11-26T21:11:15.683318] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-11-26T21:11:15.683597] [DEBUG] [LOCAL ] Loaded configuration for E: 2 features, 80.0% accuracy [2025-11-26T21:11:15.683890] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 1 features, 80.0% accuracy [2025-11-26T21:11:15.684155] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.684440] [DEBUG] [LOCAL ] Loaded configuration for TMDX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.684710] [DEBUG] [LOCAL ] Loaded configuration for UONE: 2 features, 100.0% accuracy [2025-11-26T21:11:15.684989] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-11-26T21:11:15.685271] [DEBUG] [LOCAL ] Loaded configuration for MNDO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.685545] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy [2025-11-26T21:11:15.685875] [DEBUG] [LOCAL ] Loaded configuration for FWONA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.686147] [DEBUG] [LOCAL ] Loaded configuration for RES: 4 features, 90.0% accuracy [2025-11-26T21:11:15.686428] [DEBUG] [LOCAL ] Loaded configuration for SBLK: 2 features, 70.0% accuracy [2025-11-26T21:11:15.686737] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 60.0% accuracy [2025-11-26T21:11:15.687047] [DEBUG] [LOCAL ] Loaded configuration for EOS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.687322] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.687594] [DEBUG] [LOCAL ] Loaded configuration for GILD: 0 features, 80.0% accuracy [2025-11-26T21:11:15.687934] [DEBUG] [LOCAL ] Loaded configuration for OBLG: 1 features, 40.0% accuracy [2025-11-26T21:11:15.688214] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 1 features, 90.0% accuracy [2025-11-26T21:11:15.688522] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 80.0% accuracy [2025-11-26T21:11:15.688836] [DEBUG] [LOCAL ] Loaded configuration for FTRE: 1 features, 50.0% accuracy [2025-11-26T21:11:15.689119] [DEBUG] [LOCAL ] Loaded configuration for LINK: 3 features, 80.0% accuracy [2025-11-26T21:11:15.689393] [DEBUG] [LOCAL ] Loaded configuration for FINS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.689678] [DEBUG] [LOCAL ] Loaded configuration for HCM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.689996] [DEBUG] [LOCAL ] Loaded configuration for CLNE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.690314] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.690629] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-11-26T21:11:15.690963] [DEBUG] [LOCAL ] Loaded configuration for NIPG: 2 features, 60.0% accuracy [2025-11-26T21:11:15.691277] [DEBUG] [LOCAL ] Loaded configuration for SXTC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.691593] [DEBUG] [LOCAL ] Loaded configuration for UNH: 1 features, 80.0% accuracy [2025-11-26T21:11:15.691879] [DEBUG] [LOCAL ] Loaded configuration for USDX: 0 features, 50.0% accuracy [2025-11-26T21:11:15.691965] [DEBUG] [LOCAL ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy [2025-11-26T21:11:15.692233] [DEBUG] [LOCAL ] Loaded configuration for VLN: 4 features, 70.0% accuracy [2025-11-26T21:11:15.692552] [DEBUG] [LOCAL ] Loaded configuration for REG: 3 features, 70.0% accuracy [2025-11-26T21:11:15.692854] [DEBUG] [LOCAL ] Loaded configuration for TSLL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.693135] [DEBUG] [LOCAL ] Loaded configuration for LOVE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.693413] [DEBUG] [LOCAL ] Loaded configuration for HBCP: 1 features, 50.0% accuracy [2025-11-26T21:11:15.693729] [DEBUG] [LOCAL ] Loaded configuration for OCUL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.693814] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.694109] [DEBUG] [LOCAL ] Loaded configuration for SNOA: 1 features, 80.0% accuracy [2025-11-26T21:11:15.694426] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.694743] [DEBUG] [LOCAL ] Loaded configuration for DWSH: 4 features, 70.0% accuracy [2025-11-26T21:11:15.695054] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 90.0% accuracy [2025-11-26T21:11:15.695366] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.695676] [DEBUG] [LOCAL ] Loaded configuration for NKTX: 5 features, 90.0% accuracy [2025-11-26T21:11:15.695959] [DEBUG] [LOCAL ] Loaded configuration for BANC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.696236] [DEBUG] [LOCAL ] Loaded configuration for IUS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.696509] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 90.0% accuracy [2025-11-26T21:11:15.696818] [DEBUG] [LOCAL ] Loaded configuration for APO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.697127] [DEBUG] [LOCAL ] Loaded configuration for AMZD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.697400] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.697740] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-11-26T21:11:15.698054] [DEBUG] [LOCAL ] Loaded configuration for RBB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.698316] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 1 features, 90.0% accuracy [2025-11-26T21:11:15.698824] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.699387] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-11-26T21:11:15.699736] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.700029] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.700367] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 70.0% accuracy [2025-11-26T21:11:15.700681] [DEBUG] [LOCAL ] Loaded configuration for RMBS: 3 features, 100.0% accuracy [2025-11-26T21:11:15.700980] [DEBUG] [LOCAL ] Loaded configuration for TLSA: 5 features, 60.0% accuracy [2025-11-26T21:11:15.701309] [DEBUG] [LOCAL ] Loaded configuration for CCLD: 3 features, 80.0% accuracy [2025-11-26T21:11:15.701628] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 3 features, 70.0% accuracy [2025-11-26T21:11:15.701934] [DEBUG] [LOCAL ] Loaded configuration for EOSE: 3 features, 80.0% accuracy [2025-11-26T21:11:15.702251] [DEBUG] [LOCAL ] Loaded configuration for TGS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.702519] [DEBUG] [LOCAL ] Loaded configuration for MAXN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.702810] [DEBUG] [LOCAL ] Loaded configuration for HSAI: 1 features, 90.0% accuracy [2025-11-26T21:11:15.703102] [DEBUG] [LOCAL ] Loaded configuration for PEY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.703389] [DEBUG] [LOCAL ] Loaded configuration for ADVM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.703672] [DEBUG] [LOCAL ] Loaded configuration for APG: 4 features, 70.0% accuracy [2025-11-26T21:11:15.703991] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.704279] [DEBUG] [LOCAL ] Loaded configuration for EKSO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.704602] [DEBUG] [LOCAL ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy [2025-11-26T21:11:15.704891] [DEBUG] [LOCAL ] Loaded configuration for FOXF: 1 features, 70.0% accuracy [2025-11-26T21:11:15.705172] [DEBUG] [LOCAL ] Loaded configuration for DBX: 5 features, 100.0% accuracy [2025-11-26T21:11:15.705258] [DEBUG] [LOCAL ] Loaded configuration for SHOP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.705569] [DEBUG] [LOCAL ] Loaded configuration for USB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.705883] [DEBUG] [LOCAL ] Loaded configuration for CLSM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.706183] [DEBUG] [LOCAL ] Loaded configuration for MNMD: 2 features, 80.0% accuracy [2025-11-26T21:11:15.706516] [DEBUG] [LOCAL ] Loaded configuration for CVAC: 2 features, 90.0% accuracy [2025-11-26T21:11:15.706841] [DEBUG] [LOCAL ] Loaded configuration for AYI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.707105] [DEBUG] [LOCAL ] Loaded configuration for PPSI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.707374] [DEBUG] [LOCAL ] Loaded configuration for CLH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.707727] [DEBUG] [LOCAL ] Loaded configuration for AMPL: 2 features, 90.0% accuracy [2025-11-26T21:11:15.708013] [DEBUG] [LOCAL ] Loaded configuration for SMHX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.708316] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 90.0% accuracy [2025-11-26T21:11:15.708625] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-11-26T21:11:15.708974] [DEBUG] [LOCAL ] Loaded configuration for BRZE: 5 features, 90.0% accuracy [2025-11-26T21:11:15.709284] [DEBUG] [LOCAL ] Loaded configuration for PEBK: 1 features, 50.0% accuracy [2025-11-26T21:11:15.709596] [DEBUG] [LOCAL ] Loaded configuration for TRIP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.709899] [DEBUG] [LOCAL ] Loaded configuration for NWPX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.710241] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 90.0% accuracy [2025-11-26T21:11:15.710549] [DEBUG] [LOCAL ] Loaded configuration for STKH: 5 features, 90.0% accuracy [2025-11-26T21:11:15.710904] [DEBUG] [LOCAL ] Loaded configuration for SUPN: 5 features, 90.0% accuracy [2025-11-26T21:11:15.711232] [DEBUG] [LOCAL ] Loaded configuration for CP: 2 features, 60.0% accuracy [2025-11-26T21:11:15.711524] [DEBUG] [LOCAL ] Loaded configuration for ERAS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.711853] [DEBUG] [LOCAL ] Loaded configuration for BTM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.712188] [DEBUG] [LOCAL ] Loaded configuration for ES: 3 features, 70.0% accuracy [2025-11-26T21:11:15.712508] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-11-26T21:11:15.712835] [DEBUG] [LOCAL ] Loaded configuration for BVFL: 0 features, 80.0% accuracy [2025-11-26T21:11:15.713179] [DEBUG] [LOCAL ] Loaded configuration for CCAP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.713503] [DEBUG] [LOCAL ] Loaded configuration for MTG: 1 features, 80.0% accuracy [2025-11-26T21:11:15.713774] [DEBUG] [LOCAL ] Loaded configuration for XRX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.714047] [DEBUG] [LOCAL ] Loaded configuration for TXMD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.714369] [DEBUG] [LOCAL ] Loaded configuration for NODK: 2 features, 70.0% accuracy [2025-11-26T21:11:15.714672] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 70.0% accuracy [2025-11-26T21:11:15.714948] [DEBUG] [LOCAL ] Loaded configuration for LUCY: 1 features, 70.0% accuracy [2025-11-26T21:11:15.715239] [DEBUG] [LOCAL ] Loaded configuration for LPLA: 2 features, 50.0% accuracy [2025-11-26T21:11:15.715562] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 5 features, 100.0% accuracy [2025-11-26T21:11:15.715908] [DEBUG] [LOCAL ] Loaded configuration for DHI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.716181] [DEBUG] [LOCAL ] Loaded configuration for RNAC: 2 features, 60.0% accuracy [2025-11-26T21:11:15.716466] [DEBUG] [LOCAL ] Loaded configuration for ARVN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.716787] [DEBUG] [LOCAL ] Loaded configuration for ENGN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.717069] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-11-26T21:11:15.717339] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy [2025-11-26T21:11:15.717681] [DEBUG] [LOCAL ] Loaded configuration for WMS: 8 features, 100.0% accuracy [2025-11-26T21:11:15.717966] [DEBUG] [LOCAL ] Loaded configuration for CYRX: 6 features, 80.0% accuracy [2025-11-26T21:11:15.718241] [DEBUG] [LOCAL ] Loaded configuration for BELFB: 5 features, 100.0% accuracy [2025-11-26T21:11:15.718564] [DEBUG] [LOCAL ] Loaded configuration for BLND: 2 features, 70.0% accuracy [2025-11-26T21:11:15.718679] [DEBUG] [LOCAL ] Loaded configuration for MHUA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.719026] [DEBUG] [LOCAL ] Loaded configuration for CREX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.719303] [DEBUG] [LOCAL ] Loaded configuration for UAE: 4 features, 80.0% accuracy [2025-11-26T21:11:15.719581] [DEBUG] [LOCAL ] Loaded configuration for GIII: 4 features, 80.0% accuracy [2025-11-26T21:11:15.719896] [DEBUG] [LOCAL ] Loaded configuration for GNLN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.720222] [DEBUG] [LOCAL ] Loaded configuration for WF: 2 features, 80.0% accuracy [2025-11-26T21:11:15.720541] [DEBUG] [LOCAL ] Loaded configuration for LAES: 2 features, 90.0% accuracy [2025-11-26T21:11:15.720881] [DEBUG] [LOCAL ] Loaded configuration for NVG: 1 features, 60.0% accuracy [2025-11-26T21:11:15.721152] [DEBUG] [LOCAL ] Loaded configuration for ON: 1 features, 70.0% accuracy [2025-11-26T21:11:15.721424] [DEBUG] [LOCAL ] Loaded configuration for EUFN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.721729] [DEBUG] [LOCAL ] Loaded configuration for MRNA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.722022] [DEBUG] [LOCAL ] Loaded configuration for TRVI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.722331] [DEBUG] [LOCAL ] Loaded configuration for GENK: 3 features, 70.0% accuracy [2025-11-26T21:11:15.722617] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.722922] [DEBUG] [LOCAL ] Loaded configuration for CRK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.723254] [DEBUG] [LOCAL ] Loaded configuration for RZB: 3 features, 60.0% accuracy [2025-11-26T21:11:15.723605] [DEBUG] [LOCAL ] Loaded configuration for RPD: 1 features, 60.0% accuracy [2025-11-26T21:11:15.723961] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.724229] [DEBUG] [LOCAL ] Loaded configuration for CNVS: 6 features, 80.0% accuracy [2025-11-26T21:11:15.724547] [DEBUG] [LOCAL ] Loaded configuration for COMM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.724841] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 1 features, 80.0% accuracy [2025-11-26T21:11:15.725109] [DEBUG] [LOCAL ] Loaded configuration for DRTS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.725429] [DEBUG] [LOCAL ] Loaded configuration for CGON: 0 features, 90.0% accuracy [2025-11-26T21:11:15.725757] [DEBUG] [LOCAL ] Loaded configuration for WOOF: 1 features, 60.0% accuracy [2025-11-26T21:11:15.726049] [DEBUG] [LOCAL ] Loaded configuration for SHC: 4 features, 80.0% accuracy [2025-11-26T21:11:15.726367] [DEBUG] [LOCAL ] Loaded configuration for PRA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.726688] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.726978] [DEBUG] [LOCAL ] Loaded configuration for REX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.727305] [DEBUG] [LOCAL ] Loaded configuration for AVBP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.727595] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-11-26T21:11:15.727971] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.728300] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.728625] [DEBUG] [LOCAL ] Loaded configuration for HOG: 3 features, 90.0% accuracy [2025-11-26T21:11:15.728985] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-11-26T21:11:15.729331] [DEBUG] [LOCAL ] Loaded configuration for ELDN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.729657] [DEBUG] [LOCAL ] Loaded configuration for FFC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.729964] [DEBUG] [LOCAL ] Loaded configuration for VERO: 2 features, 70.0% accuracy [2025-11-26T21:11:15.730306] [DEBUG] [LOCAL ] Loaded configuration for CGC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.730632] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 3 features, 70.0% accuracy [2025-11-26T21:11:15.730994] [DEBUG] [LOCAL ] Loaded configuration for PIE: 2 features, 80.0% accuracy [2025-11-26T21:11:15.731303] [DEBUG] [LOCAL ] Loaded configuration for EH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.731627] [DEBUG] [LOCAL ] Loaded configuration for ASA: 0 features, 90.0% accuracy [2025-11-26T21:11:15.731959] [DEBUG] [LOCAL ] Loaded configuration for NVDD: 7 features, 90.0% accuracy [2025-11-26T21:11:15.732323] [DEBUG] [LOCAL ] Loaded configuration for NZF: 1 features, 60.0% accuracy [2025-11-26T21:11:15.732618] [DEBUG] [LOCAL ] Loaded configuration for MDWD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.732969] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 3 features, 90.0% accuracy [2025-11-26T21:11:15.733273] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 90.0% accuracy [2025-11-26T21:11:15.733598] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-11-26T21:11:15.733954] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.734264] [DEBUG] [LOCAL ] Loaded configuration for SES: 1 features, 60.0% accuracy [2025-11-26T21:11:15.734601] [DEBUG] [LOCAL ] Loaded configuration for WMK: 4 features, 70.0% accuracy [2025-11-26T21:11:15.734932] [DEBUG] [LOCAL ] Loaded configuration for EXG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.735238] [DEBUG] [LOCAL ] Loaded configuration for RAPP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.735531] [DEBUG] [LOCAL ] Loaded configuration for DENN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.735808] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.736104] [DEBUG] [LOCAL ] Loaded configuration for MX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.736430] [DEBUG] [LOCAL ] Loaded configuration for UYLD: 1 features, 80.0% accuracy [2025-11-26T21:11:15.736772] [DEBUG] [LOCAL ] Loaded configuration for BBH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.737092] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.737376] [DEBUG] [LOCAL ] Loaded configuration for GSHD: 1 features, 90.0% accuracy [2025-11-26T21:11:15.737732] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.738023] [DEBUG] [LOCAL ] Loaded configuration for YPF: 3 features, 70.0% accuracy [2025-11-26T21:11:15.738346] [DEBUG] [LOCAL ] Loaded configuration for IFF: 4 features, 70.0% accuracy [2025-11-26T21:11:15.738632] [DEBUG] [LOCAL ] Loaded configuration for PLBY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.739022] [DEBUG] [LOCAL ] Loaded configuration for RBBN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.739365] [DEBUG] [LOCAL ] Loaded configuration for ASYS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.739663] [DEBUG] [LOCAL ] Loaded configuration for EVO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.739951] [DEBUG] [LOCAL ] Loaded configuration for NA: 5 features, 80.0% accuracy [2025-11-26T21:11:15.740226] [DEBUG] [LOCAL ] Loaded configuration for FEM: 2 features, 70.0% accuracy [2025-11-26T21:11:15.740513] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.740785] [DEBUG] [LOCAL ] Loaded configuration for NAVI: 2 features, 100.0% accuracy [2025-11-26T21:11:15.741106] [DEBUG] [LOCAL ] Loaded configuration for EBS: 4 features, 70.0% accuracy [2025-11-26T21:11:15.741381] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 70.0% accuracy [2025-11-26T21:11:15.741687] [DEBUG] [LOCAL ] Loaded configuration for MRBK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.741991] [DEBUG] [LOCAL ] Loaded configuration for SLN: 4 features, 90.0% accuracy [2025-11-26T21:11:15.742291] [DEBUG] [LOCAL ] Loaded configuration for HLNE: 1 features, 50.0% accuracy [2025-11-26T21:11:15.742597] [DEBUG] [LOCAL ] Loaded configuration for VGSH: 5 features, 90.0% accuracy [2025-11-26T21:11:15.742962] [DEBUG] [LOCAL ] Loaded configuration for PGC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.743254] [DEBUG] [LOCAL ] Loaded configuration for BHRB: 3 features, 100.0% accuracy [2025-11-26T21:11:15.743545] [DEBUG] [LOCAL ] Loaded configuration for STIM: 1 features, 60.0% accuracy [2025-11-26T21:11:15.743895] [DEBUG] [LOCAL ] Loaded configuration for ELVA: 4 features, 90.0% accuracy [2025-11-26T21:11:15.744179] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 90.0% accuracy [2025-11-26T21:11:15.744475] [DEBUG] [LOCAL ] Loaded configuration for SRCE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.744799] [DEBUG] [LOCAL ] Loaded configuration for UMH: 2 features, 60.0% accuracy [2025-11-26T21:11:15.745074] [DEBUG] [LOCAL ] Loaded configuration for CAF: 4 features, 80.0% accuracy [2025-11-26T21:11:15.745367] [DEBUG] [LOCAL ] Loaded configuration for HTBK: 0 features, 80.0% accuracy [2025-11-26T21:11:15.745690] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.745979] [DEBUG] [LOCAL ] Loaded configuration for LFUS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.746254] [DEBUG] [LOCAL ] Loaded configuration for MCHX: 3 features, 60.0% accuracy [2025-11-26T21:11:15.746571] [DEBUG] [LOCAL ] Loaded configuration for WGO: 3 features, 90.0% accuracy [2025-11-26T21:11:15.746887] [DEBUG] [LOCAL ] Loaded configuration for LFMD: 3 features, 60.0% accuracy [2025-11-26T21:11:15.747185] [DEBUG] [LOCAL ] Loaded configuration for MIRM: 1 features, 70.0% accuracy [2025-11-26T21:11:15.747525] [DEBUG] [LOCAL ] Loaded configuration for PB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.747881] [DEBUG] [LOCAL ] Loaded configuration for VTSI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.748206] [DEBUG] [LOCAL ] Loaded configuration for SDA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.748480] [DEBUG] [LOCAL ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.748769] [DEBUG] [LOCAL ] Loaded configuration for VMI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.749052] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-11-26T21:11:15.749372] [DEBUG] [LOCAL ] Loaded configuration for ELME: 3 features, 90.0% accuracy [2025-11-26T21:11:15.749698] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.749999] [DEBUG] [LOCAL ] Loaded configuration for CXDO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.750323] [DEBUG] [LOCAL ] Loaded configuration for BAP: 5 features, 90.0% accuracy [2025-11-26T21:11:15.750595] [DEBUG] [LOCAL ] Loaded configuration for VRE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.750920] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-11-26T21:11:15.751199] [DEBUG] [LOCAL ] Loaded configuration for DOX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.751492] [DEBUG] [LOCAL ] Loaded configuration for TITN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.751816] [DEBUG] [LOCAL ] Loaded configuration for ASTL: 3 features, 90.0% accuracy [2025-11-26T21:11:15.752117] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 2 features, 60.0% accuracy [2025-11-26T21:11:15.752387] [DEBUG] [LOCAL ] Loaded configuration for CASS: 5 features, 90.0% accuracy [2025-11-26T21:11:15.752673] [DEBUG] [LOCAL ] Loaded configuration for RELY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.752967] [DEBUG] [LOCAL ] Loaded configuration for VINP: 1 features, 80.0% accuracy [2025-11-26T21:11:15.753289] [DEBUG] [LOCAL ] Loaded configuration for RARE: 2 features, 90.0% accuracy [2025-11-26T21:11:15.753612] [DEBUG] [LOCAL ] Loaded configuration for FYX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.753925] [DEBUG] [LOCAL ] Loaded configuration for KBWD: 3 features, 90.0% accuracy [2025-11-26T21:11:15.754190] [DEBUG] [LOCAL ] Loaded configuration for FOXA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.754507] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 4 features, 80.0% accuracy [2025-11-26T21:11:15.754828] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 80.0% accuracy [2025-11-26T21:11:15.755148] [DEBUG] [LOCAL ] Loaded configuration for FULC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.755431] [DEBUG] [LOCAL ] Loaded configuration for PYPL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.755754] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-11-26T21:11:15.756070] [DEBUG] [LOCAL ] Loaded configuration for CHH: 1 features, 100.0% accuracy [2025-11-26T21:11:15.756351] [DEBUG] [LOCAL ] Loaded configuration for GRAB: 4 features, 80.0% accuracy [2025-11-26T21:11:15.756636] [DEBUG] [LOCAL ] Loaded configuration for LNKB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.756969] [DEBUG] [LOCAL ] Loaded configuration for AVGX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.757237] [DEBUG] [LOCAL ] Loaded configuration for BCDA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.757557] [DEBUG] [LOCAL ] Loaded configuration for ACDC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.757894] [DEBUG] [LOCAL ] Loaded configuration for PDYN: 2 features, 100.0% accuracy [2025-11-26T21:11:15.758172] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.758500] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 2 features, 50.0% accuracy [2025-11-26T21:11:15.758806] [DEBUG] [LOCAL ] Loaded configuration for GLTO: 2 features, 90.0% accuracy [2025-11-26T21:11:15.759164] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.759451] [DEBUG] [LOCAL ] Loaded configuration for HYXF: 3 features, 90.0% accuracy [2025-11-26T21:11:15.759745] [DEBUG] [LOCAL ] Loaded configuration for NUTX: 0 features, 70.0% accuracy [2025-11-26T21:11:15.760067] [DEBUG] [LOCAL ] Loaded configuration for HII: 1 features, 60.0% accuracy [2025-11-26T21:11:15.760429] [DEBUG] [LOCAL ] Loaded configuration for CISS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.760730] [DEBUG] [LOCAL ] Loaded configuration for ACI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.761095] [DEBUG] [LOCAL ] Loaded configuration for EXK: 1 features, 60.0% accuracy [2025-11-26T21:11:15.761425] [DEBUG] [LOCAL ] Loaded configuration for ELS: 3 features, 50.0% accuracy [2025-11-26T21:11:15.761733] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 100.0% accuracy [2025-11-26T21:11:15.762047] [DEBUG] [LOCAL ] Loaded configuration for CMI: 5 features, 90.0% accuracy [2025-11-26T21:11:15.762348] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.762667] [DEBUG] [LOCAL ] Loaded configuration for FLL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.762946] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 0 features, 90.0% accuracy [2025-11-26T21:11:15.763284] [DEBUG] [LOCAL ] Loaded configuration for UVSP: 3 features, 60.0% accuracy [2025-11-26T21:11:15.763582] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 90.0% accuracy [2025-11-26T21:11:15.763903] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.764200] [DEBUG] [LOCAL ] Loaded configuration for AMSC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.764529] [DEBUG] [LOCAL ] Loaded configuration for UTMD: 3 features, 70.0% accuracy [2025-11-26T21:11:15.764818] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 70.0% accuracy [2025-11-26T21:11:15.765175] [DEBUG] [LOCAL ] Loaded configuration for NKX: 5 features, 80.0% accuracy [2025-11-26T21:11:15.765485] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-11-26T21:11:15.765861] [DEBUG] [LOCAL ] Loaded configuration for STVN: 3 features, 70.0% accuracy [2025-11-26T21:11:15.766214] [DEBUG] [LOCAL ] Loaded configuration for BMI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.766539] [DEBUG] [LOCAL ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy [2025-11-26T21:11:15.766839] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-11-26T21:11:15.767133] [DEBUG] [LOCAL ] Loaded configuration for ENVX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.767418] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-11-26T21:11:15.767777] [DEBUG] [LOCAL ] Loaded configuration for BCRX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.768065] [DEBUG] [LOCAL ] Loaded configuration for PY: 1 features, 70.0% accuracy [2025-11-26T21:11:15.768389] [DEBUG] [LOCAL ] Loaded configuration for PSHG: 2 features, 80.0% accuracy [2025-11-26T21:11:15.768719] [DEBUG] [LOCAL ] Loaded configuration for LANDO: 0 features, 80.0% accuracy [2025-11-26T21:11:15.769045] [DEBUG] [LOCAL ] Loaded configuration for NMRK: 3 features, 80.0% accuracy [2025-11-26T21:11:15.769315] [DEBUG] [LOCAL ] Loaded configuration for MBCN: 3 features, 80.0% accuracy [2025-11-26T21:11:15.769587] [DEBUG] [LOCAL ] Loaded configuration for GSBC: 6 features, 90.0% accuracy [2025-11-26T21:11:15.769891] [DEBUG] [LOCAL ] Loaded configuration for CAKE: 1 features, 60.0% accuracy [2025-11-26T21:11:15.770191] [DEBUG] [LOCAL ] Loaded configuration for ACXP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.770558] [DEBUG] [LOCAL ] Loaded configuration for FTHI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.770898] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-11-26T21:11:15.770995] [DEBUG] [LOCAL ] Loaded configuration for RNP: 4 features, 70.0% accuracy [2025-11-26T21:11:15.771278] [DEBUG] [LOCAL ] Loaded configuration for GEHC: 0 features, 80.0% accuracy [2025-11-26T21:11:15.771573] [DEBUG] [LOCAL ] Loaded configuration for VFLO: 4 features, 70.0% accuracy [2025-11-26T21:11:15.771889] [DEBUG] [LOCAL ] Loaded configuration for IBTK: 3 features, 70.0% accuracy [2025-11-26T21:11:15.772160] [DEBUG] [LOCAL ] Loaded configuration for OSS: 3 features, 100.0% accuracy [2025-11-26T21:11:15.772482] [DEBUG] [LOCAL ] Loaded configuration for WVE: 5 features, 60.0% accuracy [2025-11-26T21:11:15.772804] [DEBUG] [LOCAL ] Loaded configuration for BSJP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.773124] [DEBUG] [LOCAL ] Loaded configuration for ZG: 3 features, 80.0% accuracy [2025-11-26T21:11:15.773395] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 100.0% accuracy [2025-11-26T21:11:15.773668] [DEBUG] [LOCAL ] Loaded configuration for AVK: 5 features, 90.0% accuracy [2025-11-26T21:11:15.773991] [DEBUG] [LOCAL ] Loaded configuration for CFG: 4 features, 100.0% accuracy [2025-11-26T21:11:15.774311] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.774630] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.774975] [DEBUG] [LOCAL ] Loaded configuration for BDSX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.775246] [DEBUG] [LOCAL ] Loaded configuration for FTC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.775564] [DEBUG] [LOCAL ] Loaded configuration for ALVO: 5 features, 90.0% accuracy [2025-11-26T21:11:15.775871] [DEBUG] [LOCAL ] Loaded configuration for OSPN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.776193] [DEBUG] [LOCAL ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy [2025-11-26T21:11:15.776508] [DEBUG] [LOCAL ] Loaded configuration for DUOL: 2 features, 60.0% accuracy [2025-11-26T21:11:15.776828] [DEBUG] [LOCAL ] Loaded configuration for REBN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.777157] [DEBUG] [LOCAL ] Loaded configuration for TARA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.777475] [DEBUG] [LOCAL ] Loaded configuration for CABA: 3 features, 70.0% accuracy [2025-11-26T21:11:15.777837] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.778126] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.778397] [DEBUG] [LOCAL ] Loaded configuration for TTSH: 3 features, 70.0% accuracy [2025-11-26T21:11:15.778690] [DEBUG] [LOCAL ] Loaded configuration for STAA: 1 features, 60.0% accuracy [2025-11-26T21:11:15.778965] [DEBUG] [LOCAL ] Loaded configuration for DMO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.779286] [DEBUG] [LOCAL ] Loaded configuration for CINF: 3 features, 80.0% accuracy [2025-11-26T21:11:15.779606] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 3 features, 80.0% accuracy [2025-11-26T21:11:15.779921] [DEBUG] [LOCAL ] Loaded configuration for EDF: 3 features, 100.0% accuracy [2025-11-26T21:11:15.780210] [DEBUG] [LOCAL ] Loaded configuration for ACN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.780482] [DEBUG] [LOCAL ] Loaded configuration for OKTA: 1 features, 80.0% accuracy [2025-11-26T21:11:15.780769] [DEBUG] [LOCAL ] Loaded configuration for CRI: 0 features, 70.0% accuracy [2025-11-26T21:11:15.781040] [DEBUG] [LOCAL ] Loaded configuration for GRPN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.781337] [DEBUG] [LOCAL ] Loaded configuration for GEN: 1 features, 90.0% accuracy [2025-11-26T21:11:15.781627] [DEBUG] [LOCAL ] Loaded configuration for SATS: 7 features, 90.0% accuracy [2025-11-26T21:11:15.781925] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 3 features, 60.0% accuracy [2025-11-26T21:11:15.782248] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 6 features, 90.0% accuracy [2025-11-26T21:11:15.782566] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 80.0% accuracy [2025-11-26T21:11:15.782907] [DEBUG] [LOCAL ] Loaded configuration for PRN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.783180] [DEBUG] [LOCAL ] Loaded configuration for SMID: 2 features, 60.0% accuracy [2025-11-26T21:11:15.783506] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 70.0% accuracy [2025-11-26T21:11:15.783830] [DEBUG] [LOCAL ] Loaded configuration for THRM: 3 features, 90.0% accuracy [2025-11-26T21:11:15.784156] [DEBUG] [LOCAL ] Loaded configuration for BSCS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.784423] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-11-26T21:11:15.784708] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 90.0% accuracy [2025-11-26T21:11:15.784993] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-11-26T21:11:15.785315] [DEBUG] [LOCAL ] Loaded configuration for INAB: 2 features, 80.0% accuracy [2025-11-26T21:11:15.785581] [DEBUG] [LOCAL ] Loaded configuration for HYLS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.785869] [DEBUG] [LOCAL ] Loaded configuration for OESX: 2 features, 50.0% accuracy [2025-11-26T21:11:15.786190] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 60.0% accuracy [2025-11-26T21:11:15.786509] [DEBUG] [LOCAL ] Loaded configuration for JEF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.786778] [DEBUG] [LOCAL ] Loaded configuration for ASO: 3 features, 100.0% accuracy [2025-11-26T21:11:15.787048] [DEBUG] [LOCAL ] Loaded configuration for NECB: 2 features, 70.0% accuracy [2025-11-26T21:11:15.787319] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-11-26T21:11:15.787597] [DEBUG] [LOCAL ] Loaded configuration for EVAX: 2 features, 90.0% accuracy [2025-11-26T21:11:15.787909] [DEBUG] [LOCAL ] Loaded configuration for PUK: 5 features, 90.0% accuracy [2025-11-26T21:11:15.788235] [DEBUG] [LOCAL ] Loaded configuration for XPO: 3 features, 60.0% accuracy [2025-11-26T21:11:15.788566] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 70.0% accuracy [2025-11-26T21:11:15.788906] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 3 features, 90.0% accuracy [2025-11-26T21:11:15.789177] [DEBUG] [LOCAL ] Loaded configuration for BAND: 3 features, 80.0% accuracy [2025-11-26T21:11:15.789470] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-11-26T21:11:15.789765] [DEBUG] [LOCAL ] Loaded configuration for VNDA: 3 features, 80.0% accuracy [2025-11-26T21:11:15.790039] [DEBUG] [LOCAL ] Loaded configuration for CNXN: 4 features, 60.0% accuracy [2025-11-26T21:11:15.790342] [DEBUG] [LOCAL ] Loaded configuration for ITRN: 2 features, 90.0% accuracy [2025-11-26T21:11:15.790689] [DEBUG] [LOCAL ] Loaded configuration for WEYS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.790975] [DEBUG] [LOCAL ] Loaded configuration for AZTA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.791301] [DEBUG] [LOCAL ] Loaded configuration for CCOI: 4 features, 70.0% accuracy [2025-11-26T21:11:15.791576] [DEBUG] [LOCAL ] Loaded configuration for RCS: 3 features, 90.0% accuracy [2025-11-26T21:11:15.791867] [DEBUG] [LOCAL ] Loaded configuration for SXI: 1 features, 70.0% accuracy [2025-11-26T21:11:15.792139] [DEBUG] [LOCAL ] Loaded configuration for GXAI: 0 features, 80.0% accuracy [2025-11-26T21:11:15.792476] [DEBUG] [LOCAL ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.792777] [DEBUG] [LOCAL ] Loaded configuration for JTAI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.793063] [DEBUG] [LOCAL ] Loaded configuration for AEP: 1 features, 60.0% accuracy [2025-11-26T21:11:15.793398] [DEBUG] [LOCAL ] Loaded configuration for DRI: 4 features, 60.0% accuracy [2025-11-26T21:11:15.793670] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.793998] [DEBUG] [LOCAL ] Loaded configuration for RUNN: 1 features, 80.0% accuracy [2025-11-26T21:11:15.794331] [DEBUG] [LOCAL ] Loaded configuration for AIA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.794674] [DEBUG] [LOCAL ] Loaded configuration for KNX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.795000] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 1 features, 70.0% accuracy [2025-11-26T21:11:15.795293] [DEBUG] [LOCAL ] Loaded configuration for QSI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.795616] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-11-26T21:11:15.795971] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-11-26T21:11:15.796315] [DEBUG] [LOCAL ] Loaded configuration for FCX: 4 features, 90.0% accuracy [2025-11-26T21:11:15.796654] [DEBUG] [LOCAL ] Loaded configuration for BATRK: 1 features, 60.0% accuracy [2025-11-26T21:11:15.796986] [DEBUG] [LOCAL ] Loaded configuration for MLI: 4 features, 80.0% accuracy [2025-11-26T21:11:15.797311] [DEBUG] [LOCAL ] Loaded configuration for RPRX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.797589] [DEBUG] [LOCAL ] Loaded configuration for UROY: 5 features, 60.0% accuracy [2025-11-26T21:11:15.797940] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 70.0% accuracy [2025-11-26T21:11:15.798260] [DEBUG] [LOCAL ] Loaded configuration for CCEP: 4 features, 70.0% accuracy [2025-11-26T21:11:15.798552] [DEBUG] [LOCAL ] Loaded configuration for IBTI: 2 features, 60.0% accuracy [2025-11-26T21:11:15.798840] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.799166] [DEBUG] [LOCAL ] Loaded configuration for IMNN: 4 features, 100.0% accuracy [2025-11-26T21:11:15.799448] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy [2025-11-26T21:11:15.799769] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-11-26T21:11:15.800086] [DEBUG] [LOCAL ] Loaded configuration for CCL: 1 features, 100.0% accuracy [2025-11-26T21:11:15.800405] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-11-26T21:11:15.800687] [DEBUG] [LOCAL ] Loaded configuration for UMMA: 2 features, 80.0% accuracy [2025-11-26T21:11:15.801004] [DEBUG] [LOCAL ] Loaded configuration for ALL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.801272] [DEBUG] [LOCAL ] Loaded configuration for XOMA: 2 features, 90.0% accuracy [2025-11-26T21:11:15.801547] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.801853] [DEBUG] [LOCAL ] Loaded configuration for HEPS: 3 features, 80.0% accuracy [2025-11-26T21:11:15.802175] [DEBUG] [LOCAL ] Loaded configuration for WH: 5 features, 90.0% accuracy [2025-11-26T21:11:15.802465] [DEBUG] [LOCAL ] Loaded configuration for SFL: 4 features, 70.0% accuracy [2025-11-26T21:11:15.802759] [DEBUG] [LOCAL ] Loaded configuration for TKNO: 1 features, 60.0% accuracy [2025-11-26T21:11:15.803046] [DEBUG] [LOCAL ] Loaded configuration for PEPG: 2 features, 60.0% accuracy [2025-11-26T21:11:15.803325] [DEBUG] [LOCAL ] Loaded configuration for TTMI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.803661] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 80.0% accuracy [2025-11-26T21:11:15.803959] [DEBUG] [LOCAL ] Loaded configuration for QRHC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.804225] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 80.0% accuracy [2025-11-26T21:11:15.804524] [DEBUG] [LOCAL ] Loaded configuration for DLHC: 3 features, 70.0% accuracy [2025-11-26T21:11:15.804814] [DEBUG] [LOCAL ] Loaded configuration for TOYO: 2 features, 80.0% accuracy [2025-11-26T21:11:15.805103] [DEBUG] [LOCAL ] Loaded configuration for OWL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.805395] [DEBUG] [LOCAL ] Loaded configuration for CZWI: 4 features, 90.0% accuracy [2025-11-26T21:11:15.805682] [DEBUG] [LOCAL ] Loaded configuration for FCEL: 3 features, 60.0% accuracy [2025-11-26T21:11:15.805950] [DEBUG] [LOCAL ] Loaded configuration for CMC: 1 features, 70.0% accuracy [2025-11-26T21:11:15.806226] [DEBUG] [LOCAL ] Loaded configuration for TYRA: 1 features, 70.0% accuracy [2025-11-26T21:11:15.806545] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 80.0% accuracy [2025-11-26T21:11:15.806843] [DEBUG] [LOCAL ] Loaded configuration for CTS: 4 features, 90.0% accuracy [2025-11-26T21:11:15.807161] [DEBUG] [LOCAL ] Loaded configuration for CULP: 1 features, 70.0% accuracy [2025-11-26T21:11:15.807452] [DEBUG] [LOCAL ] Loaded configuration for WMG: 4 features, 80.0% accuracy [2025-11-26T21:11:15.807805] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.808134] [DEBUG] [LOCAL ] Loaded configuration for INBX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.808427] [DEBUG] [LOCAL ] Loaded configuration for PGP: 3 features, 70.0% accuracy [2025-11-26T21:11:15.808528] [DEBUG] [LOCAL ] Loaded configuration for STTK: 0 features, 90.0% accuracy [2025-11-26T21:11:15.808858] [DEBUG] [LOCAL ] Loaded configuration for OIS: 3 features, 60.0% accuracy [2025-11-26T21:11:15.809135] [DEBUG] [LOCAL ] Loaded configuration for PPC: 2 features, 70.0% accuracy [2025-11-26T21:11:15.809408] [DEBUG] [LOCAL ] Loaded configuration for BOX: 1 features, 70.0% accuracy [2025-11-26T21:11:15.809710] [DEBUG] [LOCAL ] Loaded configuration for VCEL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.809983] [DEBUG] [LOCAL ] Loaded configuration for ARTL: 4 features, 80.0% accuracy [2025-11-26T21:11:15.810306] [DEBUG] [LOCAL ] Loaded configuration for ABNB: 3 features, 70.0% accuracy [2025-11-26T21:11:15.810607] [DEBUG] [LOCAL ] Loaded configuration for VCIG: 2 features, 70.0% accuracy [2025-11-26T21:11:15.810906] [DEBUG] [LOCAL ] Loaded configuration for NCMI: 3 features, 70.0% accuracy [2025-11-26T21:11:15.811193] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 90.0% accuracy [2025-11-26T21:11:15.811515] [DEBUG] [LOCAL ] Loaded configuration for MGNX: 0 features, 80.0% accuracy [2025-11-26T21:11:15.811811] [DEBUG] [LOCAL ] Loaded configuration for VLY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.812099] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 1 features, 70.0% accuracy [2025-11-26T21:11:15.812426] [DEBUG] [LOCAL ] Loaded configuration for NWG: 0 features, 70.0% accuracy [2025-11-26T21:11:15.812726] [DEBUG] [LOCAL ] Loaded configuration for AOHY: 1 features, 80.0% accuracy [2025-11-26T21:11:15.813063] [DEBUG] [LOCAL ] Loaded configuration for CRSP: 4 features, 60.0% accuracy [2025-11-26T21:11:15.813411] [DEBUG] [LOCAL ] Loaded configuration for PGY: 1 features, 60.0% accuracy [2025-11-26T21:11:15.813716] [DEBUG] [LOCAL ] Loaded configuration for LPCN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.814000] [DEBUG] [LOCAL ] Loaded configuration for RIGL: 3 features, 60.0% accuracy [2025-11-26T21:11:15.814282] [DEBUG] [LOCAL ] Loaded configuration for CHRS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.814578] [DEBUG] [LOCAL ] Loaded configuration for SRRK: 0 features, 60.0% accuracy [2025-11-26T21:11:15.814873] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 60.0% accuracy [2025-11-26T21:11:15.815198] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-11-26T21:11:15.815523] [DEBUG] [LOCAL ] Loaded configuration for BDRX: 3 features, 70.0% accuracy [2025-11-26T21:11:15.815845] [DEBUG] [LOCAL ] Loaded configuration for APA: 4 features, 80.0% accuracy [2025-11-26T21:11:15.816140] [DEBUG] [LOCAL ] Loaded configuration for SCSC: 2 features, 100.0% accuracy [2025-11-26T21:11:15.816432] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 70.0% accuracy [2025-11-26T21:11:15.816717] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 3 features, 80.0% accuracy [2025-11-26T21:11:15.816988] [DEBUG] [LOCAL ] Loaded configuration for IDYA: 3 features, 50.0% accuracy [2025-11-26T21:11:15.817311] [DEBUG] [LOCAL ] Loaded configuration for PRVA: 1 features, 90.0% accuracy [2025-11-26T21:11:15.817621] [DEBUG] [LOCAL ] Loaded configuration for MGRX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.817955] [DEBUG] [LOCAL ] Loaded configuration for MBLY: 2 features, 60.0% accuracy [2025-11-26T21:11:15.818255] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 70.0% accuracy [2025-11-26T21:11:15.818579] [DEBUG] [LOCAL ] Loaded configuration for CUK: 4 features, 80.0% accuracy [2025-11-26T21:11:15.819023] [DEBUG] [LOCAL ] Loaded configuration for RFL: 4 features, 70.0% accuracy [2025-11-26T21:11:15.819509] [DEBUG] [LOCAL ] Loaded configuration for PLRX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.819852] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 70.0% accuracy [2025-11-26T21:11:15.820153] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, 90.0% accuracy [2025-11-26T21:11:15.820464] [DEBUG] [LOCAL ] Loaded configuration for VERI: 2 features, 50.0% accuracy [2025-11-26T21:11:15.820751] [DEBUG] [LOCAL ] Loaded configuration for FIBK: 1 features, 90.0% accuracy [2025-11-26T21:11:15.821043] [DEBUG] [LOCAL ] Loaded configuration for VAL: 2 features, 80.0% accuracy [2025-11-26T21:11:15.821400] [DEBUG] [LOCAL ] Loaded configuration for LAND: 3 features, 60.0% accuracy [2025-11-26T21:11:15.822065] [DEBUG] [LOCAL ] Loaded configuration for MNDY: 2 features, 70.0% accuracy [2025-11-26T21:11:15.822479] [DEBUG] [LOCAL ] Loaded configuration for AKAM: 2 features, 80.0% accuracy [2025-11-26T21:11:15.824010] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-11-26T21:11:15.824303] [DEBUG] [LOCAL ] Loaded configuration for NREF: 0 features, 60.0% accuracy [2025-11-26T21:11:15.824967] [DEBUG] [LOCAL ] Loaded configuration for ICMB: 4 features, 80.0% accuracy [2025-11-26T21:11:15.825277] [DEBUG] [LOCAL ] Loaded configuration for XYF: 5 features, 70.0% accuracy [2025-11-26T21:11:15.825608] [DEBUG] [LOCAL ] Loaded configuration for OZEM: 1 features, 80.0% accuracy [2025-11-26T21:11:15.825914] [DEBUG] [LOCAL ] Loaded configuration for SNDL: 5 features, 80.0% accuracy [2025-11-26T21:11:15.826222] [DEBUG] [LOCAL ] Loaded configuration for MLTX: 1 features, 80.0% accuracy [2025-11-26T21:11:15.826503] [DEBUG] [LOCAL ] Loaded configuration for DOMO: 4 features, 90.0% accuracy [2025-11-26T21:11:15.826826] [DEBUG] [LOCAL ] Loaded configuration for ALTY: 2 features, 80.0% accuracy [2025-11-26T21:11:15.827110] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, 80.0% accuracy [2025-11-26T21:11:15.827411] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.827749] [DEBUG] [LOCAL ] Loaded configuration for LEGH: 2 features, 60.0% accuracy [2025-11-26T21:11:15.828047] [DEBUG] [LOCAL ] Loaded configuration for MLKN: 1 features, 60.0% accuracy [2025-11-26T21:11:15.828348] [DEBUG] [LOCAL ] Loaded configuration for DFGP: 3 features, 80.0% accuracy [2025-11-26T21:11:15.828680] [DEBUG] [LOCAL ] Loaded configuration for RF: 5 features, 90.0% accuracy [2025-11-26T21:11:15.828967] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-11-26T21:11:15.829295] [DEBUG] [LOCAL ] Loaded configuration for ELWS: 1 features, 60.0% accuracy [2025-11-26T21:11:15.829576] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 3 features, 60.0% accuracy [2025-11-26T21:11:15.829927] [DEBUG] [LOCAL ] Loaded configuration for QUIK: 4 features, 80.0% accuracy [2025-11-26T21:11:15.830210] [DEBUG] [LOCAL ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy [2025-11-26T21:11:15.830510] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-11-26T21:11:15.830844] [DEBUG] [LOCAL ] Loaded configuration for WBD: 3 features, 60.0% accuracy [2025-11-26T21:11:15.831195] [DEBUG] [LOCAL ] Loaded configuration for TIGO: 0 features, 80.0% accuracy [2025-11-26T21:11:15.831527] [DEBUG] [LOCAL ] Loaded configuration for LPX: 3 features, 80.0% accuracy [2025-11-26T21:11:15.831896] [DEBUG] [LOCAL ] Loaded configuration for OCFC: 5 features, 90.0% accuracy [2025-11-26T21:11:15.832247] [DEBUG] [LOCAL ] Loaded configuration for TGTX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.832604] [DEBUG] [LOCAL ] Loaded configuration for CVCO: 3 features, 70.0% accuracy [2025-11-26T21:11:15.832980] [DEBUG] [LOCAL ] Loaded configuration for RCEL: 4 features, 60.0% accuracy [2025-11-26T21:11:15.833282] [DEBUG] [LOCAL ] Loaded configuration for SLS: 1 features, 70.0% accuracy [2025-11-26T21:11:15.833588] [DEBUG] [LOCAL ] Loaded configuration for HON: 3 features, 70.0% accuracy [2025-11-26T21:11:15.833946] [DEBUG] [LOCAL ] Loaded configuration for COIN: 0 features, 70.0% accuracy [2025-11-26T21:11:15.834238] [DEBUG] [LOCAL ] Loaded configuration for CRWS: 6 features, 60.0% accuracy [2025-11-26T21:11:15.834542] [DEBUG] [LOCAL ] Loaded configuration for CSPI: 2 features, 80.0% accuracy [2025-11-26T21:11:15.834926] [DEBUG] [LOCAL ] Loaded configuration for ATEX: 2 features, 80.0% accuracy [2025-11-26T21:11:15.835257] [DEBUG] [LOCAL ] Loaded configuration for VRDN: 5 features, 80.0% accuracy [2025-11-26T21:11:15.835594] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 70.0% accuracy [2025-11-26T21:11:15.835907] [DEBUG] [LOCAL ] Loaded configuration for EXEL: 3 features, 80.0% accuracy [2025-11-26T21:11:15.836238] [DEBUG] [LOCAL ] Loaded configuration for REAX: 3 features, 90.0% accuracy [2025-11-26T21:11:15.836563] [DEBUG] [LOCAL ] Loaded configuration for LANDP: 3 features, 60.0% accuracy [2025-11-26T21:11:15.836899] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-11-26T21:11:15.837229] [DEBUG] [LOCAL ] Loaded configuration for CODI: 0 features, 60.0% accuracy [2025-11-26T21:11:15.837535] [DEBUG] [LOCAL ] Loaded configuration for LEN: 6 features, 100.0% accuracy [2025-11-26T21:11:15.837864] [DEBUG] [LOCAL ] Loaded configuration for MKTX: 4 features, 80.0% accuracy [2025-11-26T21:11:15.838163] [DEBUG] [LOCAL ] Loaded configuration for CIO: 2 features, 60.0% accuracy [2025-11-26T21:11:15.838493] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 1 features, 80.0% accuracy [2025-11-26T21:11:15.838861] [DEBUG] [LOCAL ] Loaded configuration for CRS: 1 features, 80.0% accuracy [2025-11-26T21:11:15.839152] [DEBUG] [LOCAL ] Loaded configuration for EFC: 1 features, 90.0% accuracy [2025-11-26T21:11:15.839444] [DEBUG] [LOCAL ] Loaded configuration for WLFC: 3 features, 60.0% accuracy [2025-11-26T21:11:15.839770] [DEBUG] [LOCAL ] Loaded configuration for NN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.840053] [DEBUG] [LOCAL ] Loaded configuration for HOPE: 1 features, 70.0% accuracy [2025-11-26T21:11:15.840330] [DEBUG] [LOCAL ] Loaded configuration for EAI: 2 features, 70.0% accuracy [2025-11-26T21:11:15.840693] [DEBUG] [LOCAL ] Loaded configuration for OPP: 5 features, 90.0% accuracy [2025-11-26T21:11:15.841020] [DEBUG] [LOCAL ] Loaded configuration for GBDC: 3 features, 90.0% accuracy [2025-11-26T21:11:15.841337] [DEBUG] [LOCAL ] Loaded configuration for ELVN: 2 features, 80.0% accuracy [2025-11-26T21:11:15.842208] [INFO ] [LOCAL ] Saved consolidated report: 3599 forecasts -> ./output/forecasts/full/2025-11-28.txt [2025-11-26T21:11:15.842280] [INFO ] [sig ] [33/33] Successfully generated report for 2025-11-28: 3599 entries [2025-11-26T21:11:15.842333] [INFO ] [sig ] ================================================== [2025-11-26T21:11:15.842387] [INFO ] [sig ] Report generation complete: 33/33 reports succeeded [2025-11-26T21:11:16.523619] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-11-26T21:11:16.523864] [INFO ] [sig ] Email notification sent [2025-11-26T21:11:16.524449] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-11-26T21:11:16.524630] [INFO ] [STATE ] Last completion updated: 2025-11-26T21:11:16.524514 [2025-11-26T21:18:20.071079] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-11-26T21:18:20.238562] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-11-26T21:18:20.409113] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-11-26T21:18:20.575590] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-11-26T21:18:20.575946] [WARN ] [STATE ] State set to: WAITING [2025-11-26T21:18:20.576009] [INFO ] [STATE ] Checking TDM service status... [2025-11-26T21:18:20.759788] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-11-26T21:18:20.764138] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-11-26), and is a dependency of this service. [2025-11-26T21:18:20.797886] [WARN ] [sig-status] Service 'sig' is not running. [2025-11-26T21:18:20.832736] [WARN ] [sap-status] Service 'sap' is not running. [2025-11-26T21:18:20.867768] [WARN ] [exp-status] Service 'exp' is not running. [2025-11-26T21:18:20.868073] [WARN ] [STATE ] State set to: RUNNING [2025-11-26T21:18:20.868151] [INFO ] [CACHE ] Starting cache update [2025-11-26T21:18:20.868215] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-11-26T21:18:20.872249] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-11-26T21:18:20.872582] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-11-26T21:18:20.872683] [INFO ] [CACHE ] Cache update completed successfully [2025-11-26T21:18:20.872763] [INFO ] [sig ] Resuming configuration (parallel mode, only unconfigured symbols) [2025-11-26T21:18:20.872836] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T21:18:20.940774] [DEBUG] [REMOTE ] Fetched 3599 unique symbols from directory listing. [2025-11-26T21:18:20.950252] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-26T21:18:20.953059] [INFO ] [sig ] Skipping 3599 symbols with existing configuration [2025-11-26T21:18:20.953122] [INFO ] [sig ] All symbols already have configuration. Nothing to process. [2025-11-26T21:18:20.954675] [INFO ] [sig ] Generating forecasts for all active symbols [2025-11-26T21:18:20.954739] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-11-26T21:18:21.065726] [DEBUG] [REMOTE ] Fetched 3599 unique symbols from directory listing. [2025-11-26T21:18:21.075049] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-11-26T21:18:21.075189] [INFO ] [sig ] Found 3599 active symbols to forecast [2025-11-26T21:18:21.075976] [INFO ] [sig ] [1/3599] Forecasting A... [2025-11-26T21:18:21.076037] [INFO ] [sig ] Generating forecast for: A [2025-11-26T21:18:21.076103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-11-26T21:18:21.087453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'A'. [2025-11-26T21:18:21.087988] [INFO ] [FORECASTER] Starting predict_future for A [2025-11-26T21:18:21.088925] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-11-26T21:18:21.088998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:21.089061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:21.089103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:21.089172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:21.147294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:21.148079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:21.148199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:21.148248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:21.275063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:21.275214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:21.275272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:21.275328] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:21.279211] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=19.00%) [2025-11-26T21:18:21.279568] [INFO ] [FORECASTER] Completed predict_future for A [2025-11-26T21:18:21.279776] [INFO ] [sig ] A: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:21.420570] [INFO ] [LOCAL ] Saved forecast: A 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/A.txt [2025-11-26T21:18:21.420741] [INFO ] [sig ] [1/3599] Completed A in 0.3s | 2.90 sym/s | Total: 0.3s | ETA: 20.7m [2025-11-26T21:18:21.420800] [INFO ] [sig ] [2/3599] Forecasting AA... [2025-11-26T21:18:21.420842] [INFO ] [sig ] Generating forecast for: AA [2025-11-26T21:18:21.420884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-11-26T21:18:21.431015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AA'. [2025-11-26T21:18:21.431325] [INFO ] [FORECASTER] Starting predict_future for AA [2025-11-26T21:18:21.432198] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-11-26T21:18:21.432268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:21.432315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:21.432355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:21.432424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:21.490399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:21.491329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:21.491447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:21.491499] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:21.614604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:21.614791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:21.614845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:21.614887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:21.618342] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=13.86%) [2025-11-26T21:18:21.618705] [INFO ] [FORECASTER] Completed predict_future for AA [2025-11-26T21:18:21.618867] [INFO ] [sig ] AA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:21.758160] [INFO ] [LOCAL ] Saved forecast: AA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AA.txt [2025-11-26T21:18:21.758333] [INFO ] [sig ] [2/3599] Completed AA in 0.3s | 2.93 sym/s | Total: 0.7s | ETA: 20.5m [2025-11-26T21:18:21.758387] [INFO ] [sig ] [3/3599] Forecasting AAL... [2025-11-26T21:18:21.758428] [INFO ] [sig ] Generating forecast for: AAL [2025-11-26T21:18:21.758469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'. [2025-11-26T21:18:21.768840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAL'. [2025-11-26T21:18:21.769181] [INFO ] [FORECASTER] Starting predict_future for AAL [2025-11-26T21:18:21.770023] [DEBUG] [LOCAL ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt [2025-11-26T21:18:21.770095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:21.770140] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:21.770179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:21.770249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:21.828127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:21.829022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:21.829124] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:21.829170] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:21.948881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:21.949061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:21.949114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:21.949154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:21.952612] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=48.79%) [2025-11-26T21:18:21.952964] [INFO ] [FORECASTER] Completed predict_future for AAL [2025-11-26T21:18:21.953115] [INFO ] [sig ] AAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:22.096954] [INFO ] [LOCAL ] Saved forecast: AAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AAL.txt [2025-11-26T21:18:22.097149] [INFO ] [sig ] [3/3599] Completed AAL in 0.3s | 2.94 sym/s | Total: 1.0s | ETA: 20.4m [2025-11-26T21:18:22.097231] [INFO ] [sig ] [4/3599] Forecasting AAOI... [2025-11-26T21:18:22.097273] [INFO ] [sig ] Generating forecast for: AAOI [2025-11-26T21:18:22.097325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'. [2025-11-26T21:18:22.108480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAOI'. [2025-11-26T21:18:22.108925] [INFO ] [FORECASTER] Starting predict_future for AAOI [2025-11-26T21:18:22.109827] [DEBUG] [LOCAL ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt [2025-11-26T21:18:22.109906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:22.109977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:22.110046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:22.110154] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:22.167359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:22.168280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:22.168394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:22.168457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:22.289907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:22.290098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:22.290172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:22.290233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:22.293719] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=26.04%) [2025-11-26T21:18:22.294049] [INFO ] [FORECASTER] Completed predict_future for AAOI [2025-11-26T21:18:22.294217] [INFO ] [sig ] AAOI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:22.438429] [INFO ] [LOCAL ] Saved forecast: AAOI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AAOI.txt [2025-11-26T21:18:22.438621] [INFO ] [sig ] [4/3599] Completed AAOI in 0.3s | 2.94 sym/s | Total: 1.4s | ETA: 20.4m [2025-11-26T21:18:22.438740] [INFO ] [sig ] [5/3599] Forecasting AAON... [2025-11-26T21:18:22.438819] [INFO ] [sig ] Generating forecast for: AAON [2025-11-26T21:18:22.438925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'. [2025-11-26T21:18:22.449682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAON'. [2025-11-26T21:18:22.450027] [INFO ] [FORECASTER] Starting predict_future for AAON [2025-11-26T21:18:22.450909] [DEBUG] [LOCAL ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt [2025-11-26T21:18:22.450990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:22.451048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:22.451103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:22.451199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:22.508628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:22.509517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:22.509631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:22.509712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:22.626152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:22.626357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:22.626441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:22.626495] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:22.630132] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-11-26T21:18:22.630471] [INFO ] [FORECASTER] Completed predict_future for AAON [2025-11-26T21:18:22.630676] [INFO ] [sig ] AAON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:22.770317] [INFO ] [LOCAL ] Saved forecast: AAON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAON.txt [2025-11-26T21:18:22.770495] [INFO ] [sig ] [5/3599] Completed AAON in 0.3s | 2.95 sym/s | Total: 1.7s | ETA: 20.3m [2025-11-26T21:18:22.770555] [INFO ] [sig ] [6/3599] Forecasting AAP... [2025-11-26T21:18:22.770617] [INFO ] [sig ] Generating forecast for: AAP [2025-11-26T21:18:22.770678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-11-26T21:18:22.780978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAP'. [2025-11-26T21:18:22.781341] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-11-26T21:18:22.782220] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-11-26T21:18:22.782303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:22.782376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:22.782442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:22.782555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:22.842152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:22.843228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:22.843375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:22.843451] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:22.964149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:22.964345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:22.964420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:22.964495] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:22.968141] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=74.22%) [2025-11-26T21:18:22.968516] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-11-26T21:18:22.968729] [INFO ] [sig ] AAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:23.107708] [INFO ] [LOCAL ] Saved forecast: AAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAP.txt [2025-11-26T21:18:23.107877] [INFO ] [sig ] [6/3599] Completed AAP in 0.3s | 2.95 sym/s | Total: 2.0s | ETA: 20.3m [2025-11-26T21:18:23.108002] [INFO ] [sig ] [7/3599] Forecasting AAPB... [2025-11-26T21:18:23.108085] [INFO ] [sig ] Generating forecast for: AAPB [2025-11-26T21:18:23.108141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'. [2025-11-26T21:18:23.118408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPB'. [2025-11-26T21:18:23.118759] [INFO ] [FORECASTER] Starting predict_future for AAPB [2025-11-26T21:18:23.119572] [DEBUG] [LOCAL ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt [2025-11-26T21:18:23.119681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:23.119758] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:23.119826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:23.119933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:23.177680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:23.178556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:23.178698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:23.178776] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:23.293595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:23.293804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:23.293889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:23.293960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:23.297389] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=38.04%) [2025-11-26T21:18:23.297891] [INFO ] [FORECASTER] Completed predict_future for AAPB [2025-11-26T21:18:23.298078] [INFO ] [sig ] AAPB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:23.438163] [INFO ] [LOCAL ] Saved forecast: AAPB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AAPB.txt [2025-11-26T21:18:23.438366] [INFO ] [sig ] [7/3599] Completed AAPB in 0.3s | 2.96 sym/s | Total: 2.4s | ETA: 20.2m [2025-11-26T21:18:23.438465] [INFO ] [sig ] [8/3599] Forecasting AAPL... [2025-11-26T21:18:23.438567] [INFO ] [sig ] Generating forecast for: AAPL [2025-11-26T21:18:23.438620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'. [2025-11-26T21:18:23.449244] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPL'. [2025-11-26T21:18:23.449665] [INFO ] [FORECASTER] Starting predict_future for AAPL [2025-11-26T21:18:23.450529] [DEBUG] [LOCAL ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt [2025-11-26T21:18:23.450611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:23.450702] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:23.450764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:23.450873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:23.518145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:23.519229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:23.519349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:23.519398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:23.651819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:23.652066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:23.652149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:23.652243] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:23.656136] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=92.35%) [2025-11-26T21:18:23.656507] [INFO ] [FORECASTER] Completed predict_future for AAPL [2025-11-26T21:18:23.656721] [INFO ] [sig ] AAPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:23.799399] [INFO ] [LOCAL ] Saved forecast: AAPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAPL.txt [2025-11-26T21:18:23.799602] [INFO ] [sig ] [8/3599] Completed AAPL in 0.4s | 2.94 sym/s | Total: 2.7s | ETA: 20.4m [2025-11-26T21:18:23.799712] [INFO ] [sig ] [9/3599] Forecasting AAXJ... [2025-11-26T21:18:23.799760] [INFO ] [sig ] Generating forecast for: AAXJ [2025-11-26T21:18:23.799802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'. [2025-11-26T21:18:23.810403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'. [2025-11-26T21:18:23.810794] [INFO ] [FORECASTER] Starting predict_future for AAXJ [2025-11-26T21:18:23.811582] [DEBUG] [LOCAL ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt [2025-11-26T21:18:23.811673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:23.811726] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:23.811765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:23.811834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:23.870612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:23.871525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:23.871627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:23.871704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:23.995046] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:23.995237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:23.995292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:23.995340] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:23.998786] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-11-26T21:18:23.999095] [INFO ] [FORECASTER] Completed predict_future for AAXJ [2025-11-26T21:18:23.999245] [INFO ] [sig ] AAXJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:24.140570] [INFO ] [LOCAL ] Saved forecast: AAXJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AAXJ.txt [2025-11-26T21:18:24.140770] [INFO ] [sig ] [9/3599] Completed AAXJ in 0.3s | 2.94 sym/s | Total: 3.1s | ETA: 20.4m [2025-11-26T21:18:24.140828] [INFO ] [sig ] [10/3599] Forecasting AB... [2025-11-26T21:18:24.140871] [INFO ] [sig ] Generating forecast for: AB [2025-11-26T21:18:24.140912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-11-26T21:18:24.152214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AB'. [2025-11-26T21:18:24.152595] [INFO ] [FORECASTER] Starting predict_future for AB [2025-11-26T21:18:24.153434] [DEBUG] [LOCAL ] No optimal features file found for AB: ./output/feature-sets/AB.txt [2025-11-26T21:18:24.153505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:24.153561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:24.153611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:24.153720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:24.216256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:24.217324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:24.217447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:24.217559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:24.340597] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:24.340831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:24.340907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:24.340966] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:24.344592] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=73.07%) [2025-11-26T21:18:24.344972] [INFO ] [FORECASTER] Completed predict_future for AB [2025-11-26T21:18:24.345135] [INFO ] [sig ] AB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:24.484212] [INFO ] [LOCAL ] Saved forecast: AB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AB.txt [2025-11-26T21:18:24.484391] [INFO ] [sig ] [10/3599] Completed AB in 0.3s | 2.93 sym/s | Total: 3.4s | ETA: 20.4m [2025-11-26T21:18:24.484447] [INFO ] [sig ] [11/3599] Forecasting ABCB... [2025-11-26T21:18:24.484514] [INFO ] [sig ] Generating forecast for: ABCB [2025-11-26T21:18:24.484573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-11-26T21:18:24.494873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCB'. [2025-11-26T21:18:24.495223] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-11-26T21:18:24.496111] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-11-26T21:18:24.496186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:24.496232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:24.496272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:24.496343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:24.554190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:24.555127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:24.555236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:24.555285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:24.680828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:24.681051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:24.681111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:24.681153] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:24.684827] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=3.70%) [2025-11-26T21:18:24.685179] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-11-26T21:18:24.685351] [INFO ] [sig ] ABCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:24.824075] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABCB.txt [2025-11-26T21:18:24.824259] [INFO ] [sig ] [11/3599] Completed ABCB in 0.3s | 2.93 sym/s | Total: 3.7s | ETA: 20.4m [2025-11-26T21:18:24.824317] [INFO ] [sig ] [12/3599] Forecasting ABCL... [2025-11-26T21:18:24.824381] [INFO ] [sig ] Generating forecast for: ABCL [2025-11-26T21:18:24.824423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'. [2025-11-26T21:18:24.836310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCL'. [2025-11-26T21:18:24.836801] [INFO ] [FORECASTER] Starting predict_future for ABCL [2025-11-26T21:18:24.837952] [DEBUG] [LOCAL ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt [2025-11-26T21:18:24.838027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:24.838086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:24.838140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:24.838244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:24.902024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:24.903020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:24.903130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:24.903190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:25.031576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:25.031789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:25.031845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:25.031889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:25.035569] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=37.08%) [2025-11-26T21:18:25.035933] [INFO ] [FORECASTER] Completed predict_future for ABCL [2025-11-26T21:18:25.036110] [INFO ] [sig ] ABCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:25.179263] [INFO ] [LOCAL ] Saved forecast: ABCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABCL.txt [2025-11-26T21:18:25.179417] [INFO ] [sig ] [12/3599] Completed ABCL in 0.4s | 2.92 sym/s | Total: 4.1s | ETA: 20.4m [2025-11-26T21:18:25.179474] [INFO ] [sig ] [13/3599] Forecasting ABEO... [2025-11-26T21:18:25.179517] [INFO ] [sig ] Generating forecast for: ABEO [2025-11-26T21:18:25.179580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'. [2025-11-26T21:18:25.189956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABEO'. [2025-11-26T21:18:25.190255] [INFO ] [FORECASTER] Starting predict_future for ABEO [2025-11-26T21:18:25.191085] [DEBUG] [LOCAL ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt [2025-11-26T21:18:25.191156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:25.191201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:25.191242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:25.191312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:25.249794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:25.250492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:25.250591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:25.250638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:25.366961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:25.367127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:25.367179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:25.367223] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:25.370602] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=2.71%) [2025-11-26T21:18:25.370927] [INFO ] [FORECASTER] Completed predict_future for ABEO [2025-11-26T21:18:25.371074] [INFO ] [sig ] ABEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:25.514846] [INFO ] [LOCAL ] Saved forecast: ABEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABEO.txt [2025-11-26T21:18:25.515011] [INFO ] [sig ] [13/3599] Completed ABEO in 0.3s | 2.93 sym/s | Total: 4.4s | ETA: 20.4m [2025-11-26T21:18:25.515085] [INFO ] [sig ] [14/3599] Forecasting ABG... [2025-11-26T21:18:25.515134] [INFO ] [sig ] Generating forecast for: ABG [2025-11-26T21:18:25.515181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-11-26T21:18:25.526003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABG'. [2025-11-26T21:18:25.526319] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-11-26T21:18:25.527138] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-11-26T21:18:25.527222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:25.527269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:25.527309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:25.527378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:25.584931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:25.585584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:25.585704] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:25.585754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:25.704462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:25.704635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:25.704714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:25.704757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:25.708131] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-11-26T21:18:25.708429] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-11-26T21:18:25.708579] [INFO ] [sig ] ABG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:25.849918] [INFO ] [LOCAL ] Saved forecast: ABG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABG.txt [2025-11-26T21:18:25.850094] [INFO ] [sig ] [14/3599] Completed ABG in 0.3s | 2.93 sym/s | Total: 4.8s | ETA: 20.4m [2025-11-26T21:18:25.850152] [INFO ] [sig ] [15/3599] Forecasting ABL... [2025-11-26T21:18:25.850191] [INFO ] [sig ] Generating forecast for: ABL [2025-11-26T21:18:25.850236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'. [2025-11-26T21:18:25.861583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABL'. [2025-11-26T21:18:25.862063] [INFO ] [FORECASTER] Starting predict_future for ABL [2025-11-26T21:18:25.862974] [DEBUG] [LOCAL ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt [2025-11-26T21:18:25.863049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:25.863101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:25.863137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:25.863209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:25.924099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:25.925119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:25.925238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:25.925289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:26.045799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:26.045992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:26.046046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:26.046088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:26.049686] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=26.09%) [2025-11-26T21:18:26.050012] [INFO ] [FORECASTER] Completed predict_future for ABL [2025-11-26T21:18:26.050175] [INFO ] [sig ] ABL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:26.194080] [INFO ] [LOCAL ] Saved forecast: ABL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABL.txt [2025-11-26T21:18:26.194284] [INFO ] [sig ] [15/3599] Completed ABL in 0.3s | 2.93 sym/s | Total: 5.1s | ETA: 20.4m [2025-11-26T21:18:26.194346] [INFO ] [sig ] [16/3599] Forecasting ABM... [2025-11-26T21:18:26.194391] [INFO ] [sig ] Generating forecast for: ABM [2025-11-26T21:18:26.194461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-11-26T21:18:26.205480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABM'. [2025-11-26T21:18:26.205919] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-11-26T21:18:26.206769] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-11-26T21:18:26.206838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:26.206883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:26.206922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:26.206990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:26.264526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:26.265441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:26.265548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:26.265594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:26.387008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:26.387236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:26.387290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:26.387332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:26.390963] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=52.32%) [2025-11-26T21:18:26.391294] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-11-26T21:18:26.391451] [INFO ] [sig ] ABM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:26.533735] [INFO ] [LOCAL ] Saved forecast: ABM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABM.txt [2025-11-26T21:18:26.533925] [INFO ] [sig ] [16/3599] Completed ABM in 0.3s | 2.93 sym/s | Total: 5.5s | ETA: 20.4m [2025-11-26T21:18:26.533982] [INFO ] [sig ] [17/3599] Forecasting ABNB... [2025-11-26T21:18:26.534057] [INFO ] [sig ] Generating forecast for: ABNB [2025-11-26T21:18:26.534100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'. [2025-11-26T21:18:26.546220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABNB'. [2025-11-26T21:18:26.546701] [INFO ] [FORECASTER] Starting predict_future for ABNB [2025-11-26T21:18:26.547590] [DEBUG] [LOCAL ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt [2025-11-26T21:18:26.547700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:26.547750] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:26.547788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:26.547861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:26.612703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:26.613736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:26.613875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:26.613946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:26.743881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:26.744082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:26.744136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:26.744182] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:26.748249] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-11-26T21:18:26.748676] [INFO ] [FORECASTER] Completed predict_future for ABNB [2025-11-26T21:18:26.748850] [INFO ] [sig ] ABNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:26.901279] [INFO ] [LOCAL ] Saved forecast: ABNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABNB.txt [2025-11-26T21:18:26.901453] [INFO ] [sig ] [17/3599] Completed ABNB in 0.4s | 2.92 sym/s | Total: 5.8s | ETA: 20.5m [2025-11-26T21:18:26.901515] [INFO ] [sig ] [18/3599] Forecasting ABOS... [2025-11-26T21:18:26.901597] [INFO ] [sig ] Generating forecast for: ABOS [2025-11-26T21:18:26.901655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'. [2025-11-26T21:18:26.912587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABOS'. [2025-11-26T21:18:26.912939] [INFO ] [FORECASTER] Starting predict_future for ABOS [2025-11-26T21:18:26.913789] [DEBUG] [LOCAL ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt [2025-11-26T21:18:26.913860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:26.913906] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:26.913946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:26.914019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:26.975930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:26.976625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:26.976747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:26.976795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:27.105006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:27.105242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:27.105302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:27.105359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:27.109309] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=14.77%) [2025-11-26T21:18:27.109689] [INFO ] [FORECASTER] Completed predict_future for ABOS [2025-11-26T21:18:27.109864] [INFO ] [sig ] ABOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:27.260718] [INFO ] [LOCAL ] Saved forecast: ABOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABOS.txt [2025-11-26T21:18:27.260896] [INFO ] [sig ] [18/3599] Completed ABOS in 0.4s | 2.91 sym/s | Total: 6.2s | ETA: 20.5m [2025-11-26T21:18:27.260954] [INFO ] [sig ] [19/3599] Forecasting ABSI... [2025-11-26T21:18:27.260998] [INFO ] [sig ] Generating forecast for: ABSI [2025-11-26T21:18:27.261063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'. [2025-11-26T21:18:27.276252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABSI'. [2025-11-26T21:18:27.276881] [INFO ] [FORECASTER] Starting predict_future for ABSI [2025-11-26T21:18:27.278166] [DEBUG] [LOCAL ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt [2025-11-26T21:18:27.278267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:27.278344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:27.278414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:27.278536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:27.347063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:27.348315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:27.348462] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:27.348539] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:27.475774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:27.475969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:27.476039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:27.476098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:27.479722] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-11-26T21:18:27.480096] [INFO ] [FORECASTER] Completed predict_future for ABSI [2025-11-26T21:18:27.480268] [INFO ] [sig ] ABSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:27.627017] [INFO ] [LOCAL ] Saved forecast: ABSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ABSI.txt [2025-11-26T21:18:27.627246] [INFO ] [sig ] [19/3599] Completed ABSI in 0.4s | 2.90 sym/s | Total: 6.6s | ETA: 20.6m [2025-11-26T21:18:27.627322] [INFO ] [sig ] [20/3599] Forecasting ABVC... [2025-11-26T21:18:27.627406] [INFO ] [sig ] Generating forecast for: ABVC [2025-11-26T21:18:27.627502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'. [2025-11-26T21:18:27.639500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVC'. [2025-11-26T21:18:27.639939] [INFO ] [FORECASTER] Starting predict_future for ABVC [2025-11-26T21:18:27.640825] [DEBUG] [LOCAL ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt [2025-11-26T21:18:27.640901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:27.640946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:27.640985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:27.641074] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:27.706859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:27.707932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:27.708067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:27.708143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:27.834080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:27.834264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:27.834317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:27.834360] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:27.838233] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-11-26T21:18:27.838551] [INFO ] [FORECASTER] Completed predict_future for ABVC [2025-11-26T21:18:27.838729] [INFO ] [sig ] ABVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:27.986445] [INFO ] [LOCAL ] Saved forecast: ABVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABVC.txt [2025-11-26T21:18:27.986610] [INFO ] [sig ] [20/3599] Completed ABVC in 0.4s | 2.89 sym/s | Total: 6.9s | ETA: 20.6m [2025-11-26T21:18:27.986683] [INFO ] [sig ] [21/3599] Forecasting ABVE... [2025-11-26T21:18:27.986727] [INFO ] [sig ] Generating forecast for: ABVE [2025-11-26T21:18:27.986790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'. [2025-11-26T21:18:27.997745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVE'. [2025-11-26T21:18:27.998115] [INFO ] [FORECASTER] Starting predict_future for ABVE [2025-11-26T21:18:27.999021] [DEBUG] [LOCAL ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt [2025-11-26T21:18:27.999094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:27.999142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:27.999185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:27.999254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:28.063514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:28.064388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:28.064494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:28.064543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:28.192375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:28.192563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:28.192684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:28.192795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:28.196792] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=98.94%) [2025-11-26T21:18:28.197145] [INFO ] [FORECASTER] Completed predict_future for ABVE [2025-11-26T21:18:28.197307] [INFO ] [sig ] ABVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:28.345356] [INFO ] [LOCAL ] Saved forecast: ABVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABVE.txt [2025-11-26T21:18:28.345564] [INFO ] [sig ] [21/3599] Completed ABVE in 0.4s | 2.89 sym/s | Total: 7.3s | ETA: 20.6m [2025-11-26T21:18:28.345671] [INFO ] [sig ] [22/3599] Forecasting ABVX... [2025-11-26T21:18:28.345723] [INFO ] [sig ] Generating forecast for: ABVX [2025-11-26T21:18:28.345768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'. [2025-11-26T21:18:28.356887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVX'. [2025-11-26T21:18:28.357247] [INFO ] [FORECASTER] Starting predict_future for ABVX [2025-11-26T21:18:28.358159] [DEBUG] [LOCAL ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt [2025-11-26T21:18:28.358239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:28.358303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:28.358359] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:28.358440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:28.420111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:28.420993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:28.421115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:28.421188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:28.554886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:28.555066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:28.555121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:28.555161] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:28.558589] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=94.54%) [2025-11-26T21:18:28.558944] [INFO ] [FORECASTER] Completed predict_future for ABVX [2025-11-26T21:18:28.559094] [INFO ] [sig ] ABVX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:28.704438] [INFO ] [LOCAL ] Saved forecast: ABVX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ABVX.txt [2025-11-26T21:18:28.704815] [INFO ] [sig ] [22/3599] Completed ABVX in 0.4s | 2.88 sym/s | Total: 7.6s | ETA: 20.7m [2025-11-26T21:18:28.704882] [INFO ] [sig ] [23/3599] Forecasting ACA... [2025-11-26T21:18:28.704925] [INFO ] [sig ] Generating forecast for: ACA [2025-11-26T21:18:28.704967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-11-26T21:18:28.715703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACA'. [2025-11-26T21:18:28.716140] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-11-26T21:18:28.716986] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-11-26T21:18:28.717055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:28.717100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:28.717138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:28.717208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:28.773574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:28.774510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:28.774610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:28.774676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:28.893862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:28.894047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:28.894100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:28.894149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:28.897685] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=83.24%) [2025-11-26T21:18:28.897997] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-11-26T21:18:28.898147] [INFO ] [sig ] ACA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:29.039809] [INFO ] [LOCAL ] Saved forecast: ACA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACA.txt [2025-11-26T21:18:29.039962] [INFO ] [sig ] [23/3599] Completed ACA in 0.3s | 2.89 sym/s | Total: 8.0s | ETA: 20.6m [2025-11-26T21:18:29.040017] [INFO ] [sig ] [24/3599] Forecasting ACAD... [2025-11-26T21:18:29.040079] [INFO ] [sig ] Generating forecast for: ACAD [2025-11-26T21:18:29.040123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'. [2025-11-26T21:18:29.051179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACAD'. [2025-11-26T21:18:29.051530] [INFO ] [FORECASTER] Starting predict_future for ACAD [2025-11-26T21:18:29.052380] [DEBUG] [LOCAL ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt [2025-11-26T21:18:29.052450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:29.052496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:29.052542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:29.052609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:29.111211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:29.112009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:29.112122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:29.112173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:29.230907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:29.231090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:29.231144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:29.231201] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:29.234792] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=19.37%) [2025-11-26T21:18:29.235117] [INFO ] [FORECASTER] Completed predict_future for ACAD [2025-11-26T21:18:29.235283] [INFO ] [sig ] ACAD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:29.376443] [INFO ] [LOCAL ] Saved forecast: ACAD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACAD.txt [2025-11-26T21:18:29.376659] [INFO ] [sig ] [24/3599] Completed ACAD in 0.3s | 2.89 sym/s | Total: 8.3s | ETA: 20.6m [2025-11-26T21:18:29.376719] [INFO ] [sig ] [25/3599] Forecasting ACB... [2025-11-26T21:18:29.376839] [INFO ] [sig ] Generating forecast for: ACB [2025-11-26T21:18:29.376894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'. [2025-11-26T21:18:29.387393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACB'. [2025-11-26T21:18:29.387804] [INFO ] [FORECASTER] Starting predict_future for ACB [2025-11-26T21:18:29.388745] [DEBUG] [LOCAL ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt [2025-11-26T21:18:29.388820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:29.388881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:29.388924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:29.388995] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:29.448085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:29.448913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:29.449013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:29.449061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:29.576805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:29.576993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:29.577065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:29.577113] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:29.580781] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=76.91%) [2025-11-26T21:18:29.581139] [INFO ] [FORECASTER] Completed predict_future for ACB [2025-11-26T21:18:29.581303] [INFO ] [sig ] ACB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:29.723270] [INFO ] [LOCAL ] Saved forecast: ACB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACB.txt [2025-11-26T21:18:29.723468] [INFO ] [sig ] [25/3599] Completed ACB in 0.3s | 2.89 sym/s | Total: 8.6s | ETA: 20.6m [2025-11-26T21:18:29.723553] [INFO ] [sig ] [26/3599] Forecasting ACCO... [2025-11-26T21:18:29.723605] [INFO ] [sig ] Generating forecast for: ACCO [2025-11-26T21:18:29.723667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-11-26T21:18:29.735522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACCO'. [2025-11-26T21:18:29.736015] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-11-26T21:18:29.736972] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-11-26T21:18:29.737046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:29.737104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:29.737155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:29.737245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:29.795740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:29.796799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:29.796919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:29.796969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:29.922156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:29.922350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:29.922404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:29.922446] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:29.925959] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=15.75%) [2025-11-26T21:18:29.926280] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-11-26T21:18:29.926441] [INFO ] [sig ] ACCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:30.065857] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACCO.txt [2025-11-26T21:18:30.066024] [INFO ] [sig ] [26/3599] Completed ACCO in 0.3s | 2.89 sym/s | Total: 9.0s | ETA: 20.6m [2025-11-26T21:18:30.066081] [INFO ] [sig ] [27/3599] Forecasting ACDC... [2025-11-26T21:18:30.066147] [INFO ] [sig ] Generating forecast for: ACDC [2025-11-26T21:18:30.066194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'. [2025-11-26T21:18:30.077262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACDC'. [2025-11-26T21:18:30.077736] [INFO ] [FORECASTER] Starting predict_future for ACDC [2025-11-26T21:18:30.078590] [DEBUG] [LOCAL ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt [2025-11-26T21:18:30.078684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:30.078733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:30.078772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:30.078839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:30.136913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:30.137867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:30.137976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:30.138025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:30.253198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:30.253385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:30.253439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:30.253482] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:30.257044] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=76.67%) [2025-11-26T21:18:30.257361] [INFO ] [FORECASTER] Completed predict_future for ACDC [2025-11-26T21:18:30.257537] [INFO ] [sig ] ACDC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:30.398239] [INFO ] [LOCAL ] Saved forecast: ACDC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACDC.txt [2025-11-26T21:18:30.398453] [INFO ] [sig ] [27/3599] Completed ACDC in 0.3s | 2.90 sym/s | Total: 9.3s | ETA: 20.6m [2025-11-26T21:18:30.398509] [INFO ] [sig ] [28/3599] Forecasting ACEL... [2025-11-26T21:18:30.398552] [INFO ] [sig ] Generating forecast for: ACEL [2025-11-26T21:18:30.398594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-11-26T21:18:30.409398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACEL'. [2025-11-26T21:18:30.409796] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-11-26T21:18:30.410607] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-11-26T21:18:30.410696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:30.410742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:30.410782] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:30.410848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:30.468551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:30.469469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:30.469575] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:30.469623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:30.583782] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:30.583969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:30.584022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:30.584065] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:30.587711] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=68.23%) [2025-11-26T21:18:30.588085] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-11-26T21:18:30.588272] [INFO ] [sig ] ACEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:30.728151] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACEL.txt [2025-11-26T21:18:30.728377] [INFO ] [sig ] [28/3599] Completed ACEL in 0.3s | 2.90 sym/s | Total: 9.7s | ETA: 20.5m [2025-11-26T21:18:30.728442] [INFO ] [sig ] [29/3599] Forecasting ACGL... [2025-11-26T21:18:30.728494] [INFO ] [sig ] Generating forecast for: ACGL [2025-11-26T21:18:30.728540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'. [2025-11-26T21:18:30.739521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGL'. [2025-11-26T21:18:30.739825] [INFO ] [FORECASTER] Starting predict_future for ACGL [2025-11-26T21:18:30.740624] [DEBUG] [LOCAL ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt [2025-11-26T21:18:30.740723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:30.740771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:30.740808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:30.740878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:30.800849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:30.801514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:30.801610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:30.801677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:30.917958] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:30.918094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:30.918146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:30.918187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:30.921401] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=18.88%) [2025-11-26T21:18:30.921717] [INFO ] [FORECASTER] Completed predict_future for ACGL [2025-11-26T21:18:30.921862] [INFO ] [sig ] ACGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:31.062425] [INFO ] [LOCAL ] Saved forecast: ACGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACGL.txt [2025-11-26T21:18:31.062562] [INFO ] [sig ] [29/3599] Completed ACGL in 0.3s | 2.90 sym/s | Total: 10.0s | ETA: 20.5m [2025-11-26T21:18:31.062616] [INFO ] [sig ] [30/3599] Forecasting ACGLN... [2025-11-26T21:18:31.062676] [INFO ] [sig ] Generating forecast for: ACGLN [2025-11-26T21:18:31.062718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'. [2025-11-26T21:18:31.072918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'. [2025-11-26T21:18:31.073200] [INFO ] [FORECASTER] Starting predict_future for ACGLN [2025-11-26T21:18:31.074015] [DEBUG] [LOCAL ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt [2025-11-26T21:18:31.074084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:31.074130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:31.074170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:31.074237] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:31.131107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:31.131747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:31.131841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:31.131887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:31.249563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:31.249732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:31.249785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:31.249822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:31.253110] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=9.39%) [2025-11-26T21:18:31.253400] [INFO ] [FORECASTER] Completed predict_future for ACGLN [2025-11-26T21:18:31.253565] [INFO ] [sig ] ACGLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:31.395111] [INFO ] [LOCAL ] Saved forecast: ACGLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACGLN.txt [2025-11-26T21:18:31.395276] [INFO ] [sig ] [30/3599] Completed ACGLN in 0.3s | 2.91 sym/s | Total: 10.3s | ETA: 20.5m [2025-11-26T21:18:31.395349] [INFO ] [sig ] [31/3599] Forecasting ACGLO... [2025-11-26T21:18:31.395390] [INFO ] [sig ] Generating forecast for: ACGLO [2025-11-26T21:18:31.395430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'. [2025-11-26T21:18:31.409399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'. [2025-11-26T21:18:31.410469] [INFO ] [FORECASTER] Starting predict_future for ACGLO [2025-11-26T21:18:31.411805] [DEBUG] [LOCAL ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt [2025-11-26T21:18:31.411884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:31.411955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:31.412007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:31.412103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:31.473133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:31.474322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:31.474459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:31.474512] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:31.597762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:31.598063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:31.598125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:31.598174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:31.602272] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=48.94%) [2025-11-26T21:18:31.602736] [INFO ] [FORECASTER] Completed predict_future for ACGLO [2025-11-26T21:18:31.602951] [INFO ] [sig ] ACGLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:31.747325] [INFO ] [LOCAL ] Saved forecast: ACGLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACGLO.txt [2025-11-26T21:18:31.747618] [INFO ] [sig ] [31/3599] Completed ACGLO in 0.4s | 2.90 sym/s | Total: 10.7s | ETA: 20.5m [2025-11-26T21:18:31.747723] [INFO ] [sig ] [32/3599] Forecasting ACHC... [2025-11-26T21:18:31.747782] [INFO ] [sig ] Generating forecast for: ACHC [2025-11-26T21:18:31.747828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'. [2025-11-26T21:18:31.760541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACHC'. [2025-11-26T21:18:31.760961] [INFO ] [FORECASTER] Starting predict_future for ACHC [2025-11-26T21:18:31.761838] [DEBUG] [LOCAL ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt [2025-11-26T21:18:31.761912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:31.761958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:31.761998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:31.762066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:31.819672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:31.820330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:31.820429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:31.820475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:31.939962] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:31.940138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:31.940194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:31.940255] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:31.943719] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=50.73%) [2025-11-26T21:18:31.944033] [INFO ] [FORECASTER] Completed predict_future for ACHC [2025-11-26T21:18:31.944182] [INFO ] [sig ] ACHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:32.083144] [INFO ] [LOCAL ] Saved forecast: ACHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACHC.txt [2025-11-26T21:18:32.083309] [INFO ] [sig ] [32/3599] Completed ACHC in 0.3s | 2.91 sym/s | Total: 11.0s | ETA: 20.4m [2025-11-26T21:18:32.083391] [INFO ] [sig ] [33/3599] Forecasting ACI... [2025-11-26T21:18:32.083442] [INFO ] [sig ] Generating forecast for: ACI [2025-11-26T21:18:32.083479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-11-26T21:18:32.094225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACI'. [2025-11-26T21:18:32.094541] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-11-26T21:18:32.095375] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-11-26T21:18:32.095448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:32.095494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:32.095533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:32.095604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:32.152292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:32.152949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:32.153049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:32.153095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:32.272047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:32.272216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:32.272269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:32.272305] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:32.275744] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=4.20%) [2025-11-26T21:18:32.276069] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-11-26T21:18:32.276220] [INFO ] [sig ] ACI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:32.416796] [INFO ] [LOCAL ] Saved forecast: ACI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACI.txt [2025-11-26T21:18:32.416981] [INFO ] [sig ] [33/3599] Completed ACI in 0.3s | 2.91 sym/s | Total: 11.3s | ETA: 20.4m [2025-11-26T21:18:32.417084] [INFO ] [sig ] [34/3599] Forecasting ACIC... [2025-11-26T21:18:32.417153] [INFO ] [sig ] Generating forecast for: ACIC [2025-11-26T21:18:32.417215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'. [2025-11-26T21:18:32.427411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACIC'. [2025-11-26T21:18:32.427770] [INFO ] [FORECASTER] Starting predict_future for ACIC [2025-11-26T21:18:32.428585] [DEBUG] [LOCAL ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt [2025-11-26T21:18:32.428689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:32.428753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:32.428812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:32.428920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:32.486367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:32.487373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:32.487519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:32.487568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:32.608309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:32.608471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:32.608524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:32.608565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:32.612003] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: UP (p=68.12%) [2025-11-26T21:18:32.612313] [INFO ] [FORECASTER] Completed predict_future for ACIC [2025-11-26T21:18:32.612465] [INFO ] [sig ] ACIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:32.754316] [INFO ] [LOCAL ] Saved forecast: ACIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACIC.txt [2025-11-26T21:18:32.754469] [INFO ] [sig ] [34/3599] Completed ACIC in 0.3s | 2.91 sym/s | Total: 11.7s | ETA: 20.4m [2025-11-26T21:18:32.754518] [INFO ] [sig ] [35/3599] Forecasting ACLS... [2025-11-26T21:18:32.754561] [INFO ] [sig ] Generating forecast for: ACLS [2025-11-26T21:18:32.754628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'. [2025-11-26T21:18:32.765631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLS'. [2025-11-26T21:18:32.766001] [INFO ] [FORECASTER] Starting predict_future for ACLS [2025-11-26T21:18:32.766850] [DEBUG] [LOCAL ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt [2025-11-26T21:18:32.766923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:32.766969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:32.767007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:32.767079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:32.827734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:32.828849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:32.828963] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:32.829010] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:32.953383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:32.953579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:32.953638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:32.953701] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:32.958272] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=67.39%) [2025-11-26T21:18:32.958704] [INFO ] [FORECASTER] Completed predict_future for ACLS [2025-11-26T21:18:32.958892] [INFO ] [sig ] ACLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:33.103331] [INFO ] [LOCAL ] Saved forecast: ACLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACLS.txt [2025-11-26T21:18:33.103514] [INFO ] [sig ] [35/3599] Completed ACLS in 0.3s | 2.91 sym/s | Total: 12.0s | ETA: 20.4m [2025-11-26T21:18:33.103570] [INFO ] [sig ] [36/3599] Forecasting ACLX... [2025-11-26T21:18:33.103607] [INFO ] [sig ] Generating forecast for: ACLX [2025-11-26T21:18:33.103701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'. [2025-11-26T21:18:33.114120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLX'. [2025-11-26T21:18:33.114446] [INFO ] [FORECASTER] Starting predict_future for ACLX [2025-11-26T21:18:33.115281] [DEBUG] [LOCAL ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt [2025-11-26T21:18:33.115351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:33.115397] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:33.115450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:33.115521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:33.174361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:33.175167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:33.175267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:33.175313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:33.300924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:33.301122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:33.301182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:33.301218] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:33.305178] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=98.76%) [2025-11-26T21:18:33.305492] [INFO ] [FORECASTER] Completed predict_future for ACLX [2025-11-26T21:18:33.305674] [INFO ] [sig ] ACLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:33.447881] [INFO ] [LOCAL ] Saved forecast: ACLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACLX.txt [2025-11-26T21:18:33.448094] [INFO ] [sig ] [36/3599] Completed ACLX in 0.3s | 2.91 sym/s | Total: 12.4s | ETA: 20.4m [2025-11-26T21:18:33.448151] [INFO ] [sig ] [37/3599] Forecasting ACM... [2025-11-26T21:18:33.448216] [INFO ] [sig ] Generating forecast for: ACM [2025-11-26T21:18:33.448269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-11-26T21:18:33.459167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACM'. [2025-11-26T21:18:33.459505] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-11-26T21:18:33.460373] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-11-26T21:18:33.460446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:33.460492] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:33.460532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:33.460682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:33.519663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:33.520406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:33.520508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:33.520556] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:33.642918] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:33.643099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:33.643155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:33.643199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:33.646721] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-11-26T21:18:33.647038] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-11-26T21:18:33.647201] [INFO ] [sig ] ACM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:33.788870] [INFO ] [LOCAL ] Saved forecast: ACM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACM.txt [2025-11-26T21:18:33.789055] [INFO ] [sig ] [37/3599] Completed ACM in 0.3s | 2.91 sym/s | Total: 12.7s | ETA: 20.4m [2025-11-26T21:18:33.789156] [INFO ] [sig ] [38/3599] Forecasting ACN... [2025-11-26T21:18:33.789212] [INFO ] [sig ] Generating forecast for: ACN [2025-11-26T21:18:33.789258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-11-26T21:18:33.800530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACN'. [2025-11-26T21:18:33.800934] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-11-26T21:18:33.801801] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-11-26T21:18:33.801872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:33.801918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:33.801957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:33.802024] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:33.858628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:33.859303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:33.859405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:33.859450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:33.981970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:33.982167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:33.982222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:33.982263] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:33.985808] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=76.00%) [2025-11-26T21:18:33.986116] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-11-26T21:18:33.986276] [INFO ] [sig ] ACN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:34.127670] [INFO ] [LOCAL ] Saved forecast: ACN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACN.txt [2025-11-26T21:18:34.127876] [INFO ] [sig ] [38/3599] Completed ACN in 0.3s | 2.91 sym/s | Total: 13.1s | ETA: 20.4m [2025-11-26T21:18:34.127955] [INFO ] [sig ] [39/3599] Forecasting ACNB... [2025-11-26T21:18:34.127993] [INFO ] [sig ] Generating forecast for: ACNB [2025-11-26T21:18:34.128032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'. [2025-11-26T21:18:34.138917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACNB'. [2025-11-26T21:18:34.139313] [INFO ] [FORECASTER] Starting predict_future for ACNB [2025-11-26T21:18:34.140169] [DEBUG] [LOCAL ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt [2025-11-26T21:18:34.140241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:34.140286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:34.140325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:34.140393] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:34.198283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:34.199210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:34.199316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:34.199364] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:34.315539] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:34.315757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:34.315812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:34.315847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:34.319336] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=12.92%) [2025-11-26T21:18:34.319662] [INFO ] [FORECASTER] Completed predict_future for ACNB [2025-11-26T21:18:34.319818] [INFO ] [sig ] ACNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:34.463053] [INFO ] [LOCAL ] Saved forecast: ACNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACNB.txt [2025-11-26T21:18:34.463224] [INFO ] [sig ] [39/3599] Completed ACNB in 0.3s | 2.91 sym/s | Total: 13.4s | ETA: 20.4m [2025-11-26T21:18:34.463285] [INFO ] [sig ] [40/3599] Forecasting ACON... [2025-11-26T21:18:34.463323] [INFO ] [sig ] Generating forecast for: ACON [2025-11-26T21:18:34.463396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'. [2025-11-26T21:18:34.474823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACON'. [2025-11-26T21:18:34.475273] [INFO ] [FORECASTER] Starting predict_future for ACON [2025-11-26T21:18:34.476218] [DEBUG] [LOCAL ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt [2025-11-26T21:18:34.476292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:34.476340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:34.476395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:34.476479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:34.533593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:34.534292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:34.534396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:34.534455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:34.643731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:34.643904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:34.643970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:34.644021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:34.647592] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=2.97%) [2025-11-26T21:18:34.647940] [INFO ] [FORECASTER] Completed predict_future for ACON [2025-11-26T21:18:34.648109] [INFO ] [sig ] ACON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:34.787877] [INFO ] [LOCAL ] Saved forecast: ACON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACON.txt [2025-11-26T21:18:34.788060] [INFO ] [sig ] [40/3599] Completed ACON in 0.3s | 2.92 sym/s | Total: 13.7s | ETA: 20.3m [2025-11-26T21:18:34.788168] [INFO ] [sig ] [41/3599] Forecasting ACP... [2025-11-26T21:18:34.788225] [INFO ] [sig ] Generating forecast for: ACP [2025-11-26T21:18:34.788307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-11-26T21:18:34.798712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACP'. [2025-11-26T21:18:34.799074] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-11-26T21:18:34.799944] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-11-26T21:18:34.800014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:34.800061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:34.800101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:34.800172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:34.859114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:34.859849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:34.859953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:34.860003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:34.979260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:34.979453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:34.979506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:34.979552] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:34.983087] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=12.20%) [2025-11-26T21:18:34.983432] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-11-26T21:18:34.983593] [INFO ] [sig ] ACP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:35.129139] [INFO ] [LOCAL ] Saved forecast: ACP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACP.txt [2025-11-26T21:18:35.129315] [INFO ] [sig ] [41/3599] Completed ACP in 0.3s | 2.92 sym/s | Total: 14.1s | ETA: 20.3m [2025-11-26T21:18:35.129370] [INFO ] [sig ] [42/3599] Forecasting ACRE... [2025-11-26T21:18:35.129433] [INFO ] [sig ] Generating forecast for: ACRE [2025-11-26T21:18:35.129476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-11-26T21:18:35.139603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRE'. [2025-11-26T21:18:35.139931] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-11-26T21:18:35.140759] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-11-26T21:18:35.140827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:35.140871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:35.140907] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:35.140981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:35.200258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:35.201068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:35.201171] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:35.201218] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:35.323318] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:35.323521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:35.323571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:35.323617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:35.327131] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=57.73%) [2025-11-26T21:18:35.327448] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-11-26T21:18:35.327690] [INFO ] [sig ] ACRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:35.473468] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACRE.txt [2025-11-26T21:18:35.473678] [INFO ] [sig ] [42/3599] Completed ACRE in 0.3s | 2.92 sym/s | Total: 14.4s | ETA: 20.3m [2025-11-26T21:18:35.473761] [INFO ] [sig ] [43/3599] Forecasting ACRS... [2025-11-26T21:18:35.473808] [INFO ] [sig ] Generating forecast for: ACRS [2025-11-26T21:18:35.473849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'. [2025-11-26T21:18:35.486421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRS'. [2025-11-26T21:18:35.486927] [INFO ] [FORECASTER] Starting predict_future for ACRS [2025-11-26T21:18:35.488068] [DEBUG] [LOCAL ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt [2025-11-26T21:18:35.488171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:35.488234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:35.488290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:35.488388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:35.551119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:35.552091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:35.552200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:35.552252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:35.691168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:35.691414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:35.691502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:35.691581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:35.697236] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=46.11%) [2025-11-26T21:18:35.697840] [INFO ] [FORECASTER] Completed predict_future for ACRS [2025-11-26T21:18:35.698081] [INFO ] [sig ] ACRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:35.899101] [INFO ] [LOCAL ] Saved forecast: ACRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACRS.txt [2025-11-26T21:18:35.899352] [INFO ] [sig ] [43/3599] Completed ACRS in 0.4s | 2.90 sym/s | Total: 14.8s | ETA: 20.4m [2025-11-26T21:18:35.899437] [INFO ] [sig ] [44/3599] Forecasting ACTG... [2025-11-26T21:18:35.899502] [INFO ] [sig ] Generating forecast for: ACTG [2025-11-26T21:18:35.899572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'. [2025-11-26T21:18:35.915018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACTG'. [2025-11-26T21:18:35.917526] [INFO ] [FORECASTER] Starting predict_future for ACTG [2025-11-26T21:18:35.919177] [DEBUG] [LOCAL ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt [2025-11-26T21:18:35.919292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:35.919355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:35.919400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:35.919469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:35.995674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:35.996993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:35.997139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:35.997216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:36.176463] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:36.176740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:36.176831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:36.176903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:36.182666] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-11-26T21:18:36.183296] [INFO ] [FORECASTER] Completed predict_future for ACTG [2025-11-26T21:18:36.183557] [INFO ] [sig ] ACTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:36.391763] [INFO ] [LOCAL ] Saved forecast: ACTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACTG.txt [2025-11-26T21:18:36.392054] [INFO ] [sig ] [44/3599] Completed ACTG in 0.5s | 2.87 sym/s | Total: 15.3s | ETA: 20.6m [2025-11-26T21:18:36.392138] [INFO ] [sig ] [45/3599] Forecasting ACVA... [2025-11-26T21:18:36.392211] [INFO ] [sig ] Generating forecast for: ACVA [2025-11-26T21:18:36.392280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-11-26T21:18:36.408090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACVA'. [2025-11-26T21:18:36.408688] [INFO ] [FORECASTER] Starting predict_future for ACVA [2025-11-26T21:18:36.410022] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-11-26T21:18:36.410134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:36.410200] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:36.410263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:36.410379] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:36.483428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:36.484581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:36.484734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:36.484804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:36.625140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:36.625348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:36.625403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:36.625446] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:36.629294] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=95.32%) [2025-11-26T21:18:36.629724] [INFO ] [FORECASTER] Completed predict_future for ACVA [2025-11-26T21:18:36.629899] [INFO ] [sig ] ACVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:36.795020] [INFO ] [LOCAL ] Saved forecast: ACVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACVA.txt [2025-11-26T21:18:36.795227] [INFO ] [sig ] [45/3599] Completed ACVA in 0.4s | 2.86 sym/s | Total: 15.7s | ETA: 20.7m [2025-11-26T21:18:36.795319] [INFO ] [sig ] [46/3599] Forecasting ACWI... [2025-11-26T21:18:36.795359] [INFO ] [sig ] Generating forecast for: ACWI [2025-11-26T21:18:36.795404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'. [2025-11-26T21:18:36.807632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWI'. [2025-11-26T21:18:36.808128] [INFO ] [FORECASTER] Starting predict_future for ACWI [2025-11-26T21:18:36.809002] [DEBUG] [LOCAL ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt [2025-11-26T21:18:36.809077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:36.809125] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:36.809166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:36.809236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:36.870865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:36.872047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:36.872361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:36.872410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:37.008039] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:37.008250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:37.008326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:37.008389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:37.012903] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=15.75%) [2025-11-26T21:18:37.013428] [INFO ] [FORECASTER] Completed predict_future for ACWI [2025-11-26T21:18:37.013703] [INFO ] [sig ] ACWI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:37.165468] [INFO ] [LOCAL ] Saved forecast: ACWI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ACWI.txt [2025-11-26T21:18:37.165718] [INFO ] [sig ] [46/3599] Completed ACWI in 0.4s | 2.86 sym/s | Total: 16.1s | ETA: 20.7m [2025-11-26T21:18:37.165780] [INFO ] [sig ] [47/3599] Forecasting ACWX... [2025-11-26T21:18:37.165825] [INFO ] [sig ] Generating forecast for: ACWX [2025-11-26T21:18:37.165869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'. [2025-11-26T21:18:37.176992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWX'. [2025-11-26T21:18:37.177404] [INFO ] [FORECASTER] Starting predict_future for ACWX [2025-11-26T21:18:37.178289] [DEBUG] [LOCAL ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt [2025-11-26T21:18:37.178364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:37.178412] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:37.178454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:37.178539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:37.247117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:37.248145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:37.248257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:37.248306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:37.381838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:37.382037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:37.382096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:37.382144] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:37.386318] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=82.63%) [2025-11-26T21:18:37.386729] [INFO ] [FORECASTER] Completed predict_future for ACWX [2025-11-26T21:18:37.386892] [INFO ] [sig ] ACWX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:37.539319] [INFO ] [LOCAL ] Saved forecast: ACWX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACWX.txt [2025-11-26T21:18:37.539543] [INFO ] [sig ] [47/3599] Completed ACWX in 0.4s | 2.85 sym/s | Total: 16.5s | ETA: 20.7m [2025-11-26T21:18:37.539604] [INFO ] [sig ] [48/3599] Forecasting ACXP... [2025-11-26T21:18:37.539667] [INFO ] [sig ] Generating forecast for: ACXP [2025-11-26T21:18:37.539712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'. [2025-11-26T21:18:37.551554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACXP'. [2025-11-26T21:18:37.552000] [INFO ] [FORECASTER] Starting predict_future for ACXP [2025-11-26T21:18:37.552909] [DEBUG] [LOCAL ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt [2025-11-26T21:18:37.552987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:37.553037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:37.553080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:37.553151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:37.617131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:37.618277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:37.618402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:37.618448] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:37.748051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:37.748244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:37.748299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:37.748342] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:37.751904] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=94.54%) [2025-11-26T21:18:37.752231] [INFO ] [FORECASTER] Completed predict_future for ACXP [2025-11-26T21:18:37.752389] [INFO ] [sig ] ACXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:37.897169] [INFO ] [LOCAL ] Saved forecast: ACXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ACXP.txt [2025-11-26T21:18:37.897372] [INFO ] [sig ] [48/3599] Completed ACXP in 0.4s | 2.85 sym/s | Total: 16.8s | ETA: 20.7m [2025-11-26T21:18:37.897475] [INFO ] [sig ] [49/3599] Forecasting ADBE... [2025-11-26T21:18:37.897524] [INFO ] [sig ] Generating forecast for: ADBE [2025-11-26T21:18:37.897568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'. [2025-11-26T21:18:37.909144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADBE'. [2025-11-26T21:18:37.909598] [INFO ] [FORECASTER] Starting predict_future for ADBE [2025-11-26T21:18:37.910448] [DEBUG] [LOCAL ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt [2025-11-26T21:18:37.910539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:37.910588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:37.910631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:37.910726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:37.970751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:37.971694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:37.971802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:37.971853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:38.093364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:38.093539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:38.093594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:38.093657] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:38.097056] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=5.11%) [2025-11-26T21:18:38.097353] [INFO ] [FORECASTER] Completed predict_future for ADBE [2025-11-26T21:18:38.097526] [INFO ] [sig ] ADBE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:38.237810] [INFO ] [LOCAL ] Saved forecast: ADBE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADBE.txt [2025-11-26T21:18:38.237939] [INFO ] [sig ] [49/3599] Completed ADBE in 0.3s | 2.86 sym/s | Total: 17.2s | ETA: 20.7m [2025-11-26T21:18:38.238001] [INFO ] [sig ] [50/3599] Forecasting ADC... [2025-11-26T21:18:38.238058] [INFO ] [sig ] Generating forecast for: ADC [2025-11-26T21:18:38.238100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-11-26T21:18:38.251265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADC'. [2025-11-26T21:18:38.251555] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-11-26T21:18:38.252362] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-11-26T21:18:38.252434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:38.252478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:38.252517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:38.252585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:38.310600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:38.311257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:38.311354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:38.311402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:38.430425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:38.430607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:38.430680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:38.430725] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:38.434167] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=10.13%) [2025-11-26T21:18:38.434464] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-11-26T21:18:38.434709] [INFO ] [sig ] ADC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:38.578238] [INFO ] [LOCAL ] Saved forecast: ADC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADC.txt [2025-11-26T21:18:38.578373] [INFO ] [sig ] [50/3599] Completed ADC in 0.3s | 2.86 sym/s | Total: 17.5s | ETA: 20.7m [2025-11-26T21:18:38.578433] [INFO ] [sig ] [51/3599] Forecasting ADEA... [2025-11-26T21:18:38.578478] [INFO ] [sig ] Generating forecast for: ADEA [2025-11-26T21:18:38.578546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'. [2025-11-26T21:18:38.592438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADEA'. [2025-11-26T21:18:38.593049] [INFO ] [FORECASTER] Starting predict_future for ADEA [2025-11-26T21:18:38.594137] [DEBUG] [LOCAL ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt [2025-11-26T21:18:38.594214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:38.594261] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:38.594299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:38.594372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:38.656926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:38.658259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:38.658391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:38.658440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:38.804932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:38.805230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:38.805311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:38.805379] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:38.810074] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=17.72%) [2025-11-26T21:18:38.810483] [INFO ] [FORECASTER] Completed predict_future for ADEA [2025-11-26T21:18:38.810691] [INFO ] [sig ] ADEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:38.963509] [INFO ] [LOCAL ] Saved forecast: ADEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADEA.txt [2025-11-26T21:18:38.963793] [INFO ] [sig ] [51/3599] Completed ADEA in 0.4s | 2.85 sym/s | Total: 17.9s | ETA: 20.7m [2025-11-26T21:18:38.963857] [INFO ] [sig ] [52/3599] Forecasting ADI... [2025-11-26T21:18:38.963931] [INFO ] [sig ] Generating forecast for: ADI [2025-11-26T21:18:38.963974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'. [2025-11-26T21:18:38.977138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADI'. [2025-11-26T21:18:38.977743] [INFO ] [FORECASTER] Starting predict_future for ADI [2025-11-26T21:18:38.978831] [DEBUG] [LOCAL ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt [2025-11-26T21:18:38.978909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:38.978959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:38.979001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:38.979076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:39.040568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:39.042043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:39.042207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:39.042259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:39.178314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:39.178565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:39.178626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:39.178698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:39.183129] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=54.96%) [2025-11-26T21:18:39.183602] [INFO ] [FORECASTER] Completed predict_future for ADI [2025-11-26T21:18:39.183823] [INFO ] [sig ] ADI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:39.330117] [INFO ] [LOCAL ] Saved forecast: ADI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADI.txt [2025-11-26T21:18:39.330345] [INFO ] [sig ] [52/3599] Completed ADI in 0.4s | 2.85 sym/s | Total: 18.3s | ETA: 20.8m [2025-11-26T21:18:39.330476] [INFO ] [sig ] [53/3599] Forecasting ADM... [2025-11-26T21:18:39.330533] [INFO ] [sig ] Generating forecast for: ADM [2025-11-26T21:18:39.330581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-11-26T21:18:39.343420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADM'. [2025-11-26T21:18:39.343947] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-11-26T21:18:39.344833] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-11-26T21:18:39.344906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:39.344952] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:39.344998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:39.345085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:39.405715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:39.406710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:39.406819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:39.406867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:39.529240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:39.529455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:39.529512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:39.529556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:39.533461] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=31.41%) [2025-11-26T21:18:39.533868] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-11-26T21:18:39.534072] [INFO ] [sig ] ADM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:39.678252] [INFO ] [LOCAL ] Saved forecast: ADM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADM.txt [2025-11-26T21:18:39.678446] [INFO ] [sig ] [53/3599] Completed ADM in 0.3s | 2.85 sym/s | Total: 18.6s | ETA: 20.7m [2025-11-26T21:18:39.678503] [INFO ] [sig ] [54/3599] Forecasting ADMA... [2025-11-26T21:18:39.678545] [INFO ] [sig ] Generating forecast for: ADMA [2025-11-26T21:18:39.678612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'. [2025-11-26T21:18:39.692857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADMA'. [2025-11-26T21:18:39.693320] [INFO ] [FORECASTER] Starting predict_future for ADMA [2025-11-26T21:18:39.694324] [DEBUG] [LOCAL ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt [2025-11-26T21:18:39.694407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:39.694464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:39.694514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:39.694604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:39.763738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:39.764693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:39.764800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:39.764848] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:39.896606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:39.896831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:39.896887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:39.896935] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:39.900596] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=97.48%) [2025-11-26T21:18:39.900975] [INFO ] [FORECASTER] Completed predict_future for ADMA [2025-11-26T21:18:39.901133] [INFO ] [sig ] ADMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:40.045458] [INFO ] [LOCAL ] Saved forecast: ADMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADMA.txt [2025-11-26T21:18:40.045663] [INFO ] [sig ] [54/3599] Completed ADMA in 0.4s | 2.85 sym/s | Total: 19.0s | ETA: 20.8m [2025-11-26T21:18:40.045720] [INFO ] [sig ] [55/3599] Forecasting ADP... [2025-11-26T21:18:40.045764] [INFO ] [sig ] Generating forecast for: ADP [2025-11-26T21:18:40.045806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'. [2025-11-26T21:18:40.056716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADP'. [2025-11-26T21:18:40.057081] [INFO ] [FORECASTER] Starting predict_future for ADP [2025-11-26T21:18:40.057943] [DEBUG] [LOCAL ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt [2025-11-26T21:18:40.058014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:40.058063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:40.058104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:40.058184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:40.116917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:40.117863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:40.117967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:40.118020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:40.240700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:40.240900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:40.240954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:40.240994] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:40.244519] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=5.28%) [2025-11-26T21:18:40.244861] [INFO ] [FORECASTER] Completed predict_future for ADP [2025-11-26T21:18:40.245019] [INFO ] [sig ] ADP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:40.392057] [INFO ] [LOCAL ] Saved forecast: ADP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADP.txt [2025-11-26T21:18:40.392243] [INFO ] [sig ] [55/3599] Completed ADP in 0.3s | 2.85 sym/s | Total: 19.3s | ETA: 20.7m [2025-11-26T21:18:40.392311] [INFO ] [sig ] [56/3599] Forecasting ADSE... [2025-11-26T21:18:40.392377] [INFO ] [sig ] Generating forecast for: ADSE [2025-11-26T21:18:40.392427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'. [2025-11-26T21:18:40.404136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSE'. [2025-11-26T21:18:40.404494] [INFO ] [FORECASTER] Starting predict_future for ADSE [2025-11-26T21:18:40.405382] [DEBUG] [LOCAL ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt [2025-11-26T21:18:40.405473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:40.405534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:40.405597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:40.405711] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:40.471300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:40.472144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:40.472260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:40.472332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:40.598221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:40.598407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:40.598483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:40.598528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:40.602279] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-11-26T21:18:40.602596] [INFO ] [FORECASTER] Completed predict_future for ADSE [2025-11-26T21:18:40.602774] [INFO ] [sig ] ADSE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:40.751430] [INFO ] [LOCAL ] Saved forecast: ADSE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADSE.txt [2025-11-26T21:18:40.751606] [INFO ] [sig ] [56/3599] Completed ADSE in 0.4s | 2.85 sym/s | Total: 19.7s | ETA: 20.7m [2025-11-26T21:18:40.751690] [INFO ] [sig ] [57/3599] Forecasting ADSK... [2025-11-26T21:18:40.751739] [INFO ] [sig ] Generating forecast for: ADSK [2025-11-26T21:18:40.751828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'. [2025-11-26T21:18:40.763143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSK'. [2025-11-26T21:18:40.763523] [INFO ] [FORECASTER] Starting predict_future for ADSK [2025-11-26T21:18:40.764490] [DEBUG] [LOCAL ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt [2025-11-26T21:18:40.764564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:40.764612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:40.764680] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:40.764756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:40.826900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:40.827774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:40.827891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:40.827944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:40.949441] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:40.949634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:40.949703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:40.949746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:40.953156] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=85.52%) [2025-11-26T21:18:40.953454] [INFO ] [FORECASTER] Completed predict_future for ADSK [2025-11-26T21:18:40.953602] [INFO ] [sig ] ADSK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:41.094016] [INFO ] [LOCAL ] Saved forecast: ADSK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADSK.txt [2025-11-26T21:18:41.094219] [INFO ] [sig ] [57/3599] Completed ADSK in 0.3s | 2.85 sym/s | Total: 20.0s | ETA: 20.7m [2025-11-26T21:18:41.094279] [INFO ] [sig ] [58/3599] Forecasting ADTN... [2025-11-26T21:18:41.094326] [INFO ] [sig ] Generating forecast for: ADTN [2025-11-26T21:18:41.094371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'. [2025-11-26T21:18:41.105449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTN'. [2025-11-26T21:18:41.105893] [INFO ] [FORECASTER] Starting predict_future for ADTN [2025-11-26T21:18:41.106774] [DEBUG] [LOCAL ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt [2025-11-26T21:18:41.106845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:41.106893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:41.106935] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:41.107006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:41.168146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:41.169137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:41.169252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:41.169304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:41.291480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:41.291697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:41.291771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:41.291830] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:41.295386] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=84.78%) [2025-11-26T21:18:41.295740] [INFO ] [FORECASTER] Completed predict_future for ADTN [2025-11-26T21:18:41.295905] [INFO ] [sig ] ADTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:41.442410] [INFO ] [LOCAL ] Saved forecast: ADTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADTN.txt [2025-11-26T21:18:41.442608] [INFO ] [sig ] [58/3599] Completed ADTN in 0.3s | 2.85 sym/s | Total: 20.4s | ETA: 20.7m [2025-11-26T21:18:41.442692] [INFO ] [sig ] [59/3599] Forecasting ADTX... [2025-11-26T21:18:41.442763] [INFO ] [sig ] Generating forecast for: ADTX [2025-11-26T21:18:41.442807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'. [2025-11-26T21:18:41.456035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTX'. [2025-11-26T21:18:41.456619] [INFO ] [FORECASTER] Starting predict_future for ADTX [2025-11-26T21:18:41.457672] [DEBUG] [LOCAL ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt [2025-11-26T21:18:41.457747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:41.457798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:41.457849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:41.457951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:41.517805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:41.518951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:41.519077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:41.519139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:41.629529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:41.629831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:41.629906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:41.629964] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:41.634301] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=6.40%) [2025-11-26T21:18:41.634835] [INFO ] [FORECASTER] Completed predict_future for ADTX [2025-11-26T21:18:41.635024] [INFO ] [sig ] ADTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:41.786320] [INFO ] [LOCAL ] Saved forecast: ADTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADTX.txt [2025-11-26T21:18:41.786523] [INFO ] [sig ] [59/3599] Completed ADTX in 0.3s | 2.85 sym/s | Total: 20.7s | ETA: 20.7m [2025-11-26T21:18:41.786581] [INFO ] [sig ] [60/3599] Forecasting ADUS... [2025-11-26T21:18:41.786681] [INFO ] [sig ] Generating forecast for: ADUS [2025-11-26T21:18:41.786728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'. [2025-11-26T21:18:41.801250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADUS'. [2025-11-26T21:18:41.801872] [INFO ] [FORECASTER] Starting predict_future for ADUS [2025-11-26T21:18:41.803074] [DEBUG] [LOCAL ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt [2025-11-26T21:18:41.803164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:41.803255] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:41.803320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:41.803429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:41.873069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:41.874067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:41.874181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:41.874233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:42.005543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:42.005860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:42.005920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:42.005964] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:42.010435] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=96.08%) [2025-11-26T21:18:42.010829] [INFO ] [FORECASTER] Completed predict_future for ADUS [2025-11-26T21:18:42.011009] [INFO ] [sig ] ADUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:42.159921] [INFO ] [LOCAL ] Saved forecast: ADUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADUS.txt [2025-11-26T21:18:42.160142] [INFO ] [sig ] [60/3599] Completed ADUS in 0.4s | 2.85 sym/s | Total: 21.1s | ETA: 20.7m [2025-11-26T21:18:42.160211] [INFO ] [sig ] [61/3599] Forecasting ADVM... [2025-11-26T21:18:42.160257] [INFO ] [sig ] Generating forecast for: ADVM [2025-11-26T21:18:42.160301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'. [2025-11-26T21:18:42.172017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADVM'. [2025-11-26T21:18:42.172481] [INFO ] [FORECASTER] Starting predict_future for ADVM [2025-11-26T21:18:42.173396] [DEBUG] [LOCAL ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt [2025-11-26T21:18:42.173470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:42.173528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:42.173580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:42.173688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:42.235127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:42.236415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:42.236542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:42.236606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:42.356101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:42.356484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:42.356536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:42.356574] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:42.360266] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=16.61%) [2025-11-26T21:18:42.360639] [INFO ] [FORECASTER] Completed predict_future for ADVM [2025-11-26T21:18:42.360819] [INFO ] [sig ] ADVM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:42.527192] [INFO ] [LOCAL ] Saved forecast: ADVM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ADVM.txt [2025-11-26T21:18:42.527380] [INFO ] [sig ] [61/3599] Completed ADVM in 0.4s | 2.84 sym/s | Total: 21.5s | ETA: 20.7m [2025-11-26T21:18:42.527436] [INFO ] [sig ] [62/3599] Forecasting ADX... [2025-11-26T21:18:42.527537] [INFO ] [sig ] Generating forecast for: ADX [2025-11-26T21:18:42.527595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-11-26T21:18:42.538700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADX'. [2025-11-26T21:18:42.539240] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-11-26T21:18:42.540146] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-11-26T21:18:42.540223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:42.540270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:42.540310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:42.540380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:42.598430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:42.599354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:42.599464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:42.599511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:42.720785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:42.720982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:42.721035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:42.721076] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:42.724557] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=72.63%) [2025-11-26T21:18:42.724937] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-11-26T21:18:42.725098] [INFO ] [sig ] ADX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:42.864883] [INFO ] [LOCAL ] Saved forecast: ADX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ADX.txt [2025-11-26T21:18:42.865072] [INFO ] [sig ] [62/3599] Completed ADX in 0.3s | 2.85 sym/s | Total: 21.8s | ETA: 20.7m [2025-11-26T21:18:42.865134] [INFO ] [sig ] [63/3599] Forecasting AEE... [2025-11-26T21:18:42.865171] [INFO ] [sig ] Generating forecast for: AEE [2025-11-26T21:18:42.865209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-11-26T21:18:42.876640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEE'. [2025-11-26T21:18:42.877077] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-11-26T21:18:42.877977] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-11-26T21:18:42.878055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:42.878114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:42.878164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:42.878247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:42.938208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:42.939142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:42.939254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:42.939301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:43.062337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:43.062526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:43.062581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:43.062627] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:43.066288] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=71.76%) [2025-11-26T21:18:43.066664] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-11-26T21:18:43.066842] [INFO ] [sig ] AEE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:43.209393] [INFO ] [LOCAL ] Saved forecast: AEE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEE.txt [2025-11-26T21:18:43.209590] [INFO ] [sig ] [63/3599] Completed AEE in 0.3s | 2.85 sym/s | Total: 22.1s | ETA: 20.7m [2025-11-26T21:18:43.209690] [INFO ] [sig ] [64/3599] Forecasting AEFC... [2025-11-26T21:18:43.209741] [INFO ] [sig ] Generating forecast for: AEFC [2025-11-26T21:18:43.209788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-11-26T21:18:43.220230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEFC'. [2025-11-26T21:18:43.220558] [INFO ] [FORECASTER] Starting predict_future for AEFC [2025-11-26T21:18:43.221386] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-11-26T21:18:43.221459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:43.221505] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:43.221546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:43.221615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:43.279180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:43.280028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:43.280138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:43.280185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:43.395319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:43.395492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:43.395544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:43.395588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:43.399082] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=7.72%) [2025-11-26T21:18:43.399380] [INFO ] [FORECASTER] Completed predict_future for AEFC [2025-11-26T21:18:43.399528] [INFO ] [sig ] AEFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:43.538941] [INFO ] [LOCAL ] Saved forecast: AEFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEFC.txt [2025-11-26T21:18:43.539088] [INFO ] [sig ] [64/3599] Completed AEFC in 0.3s | 2.85 sym/s | Total: 22.5s | ETA: 20.7m [2025-11-26T21:18:43.539136] [INFO ] [sig ] [65/3599] Forecasting AEG... [2025-11-26T21:18:43.539182] [INFO ] [sig ] Generating forecast for: AEG [2025-11-26T21:18:43.539232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-11-26T21:18:43.550547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEG'. [2025-11-26T21:18:43.550978] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-11-26T21:18:43.551842] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-11-26T21:18:43.551914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:43.551962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:43.552001] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:43.552070] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:43.611688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:43.612675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:43.612780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:43.612830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:43.736031] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:43.736233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:43.736288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:43.736329] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:43.739909] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=8.75%) [2025-11-26T21:18:43.740229] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-11-26T21:18:43.740394] [INFO ] [sig ] AEG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:43.881660] [INFO ] [LOCAL ] Saved forecast: AEG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEG.txt [2025-11-26T21:18:43.881821] [INFO ] [sig ] [65/3599] Completed AEG in 0.3s | 2.85 sym/s | Total: 22.8s | ETA: 20.7m [2025-11-26T21:18:43.881884] [INFO ] [sig ] [66/3599] Forecasting AEI... [2025-11-26T21:18:43.881923] [INFO ] [sig ] Generating forecast for: AEI [2025-11-26T21:18:43.881967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'. [2025-11-26T21:18:43.893927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEI'. [2025-11-26T21:18:43.894419] [INFO ] [FORECASTER] Starting predict_future for AEI [2025-11-26T21:18:43.895290] [DEBUG] [LOCAL ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt [2025-11-26T21:18:43.895362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:43.895408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:43.895449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:43.895519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:43.958841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:43.959763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:43.959868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:43.959916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:44.083109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:44.083332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:44.083412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:44.083479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:44.087387] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=83.80%) [2025-11-26T21:18:44.087770] [INFO ] [FORECASTER] Completed predict_future for AEI [2025-11-26T21:18:44.087933] [INFO ] [sig ] AEI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:44.243078] [INFO ] [LOCAL ] Saved forecast: AEI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEI.txt [2025-11-26T21:18:44.243271] [INFO ] [sig ] [66/3599] Completed AEI in 0.4s | 2.85 sym/s | Total: 23.2s | ETA: 20.7m [2025-11-26T21:18:44.243333] [INFO ] [sig ] [67/3599] Forecasting AEIS... [2025-11-26T21:18:44.243379] [INFO ] [sig ] Generating forecast for: AEIS [2025-11-26T21:18:44.243443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'. [2025-11-26T21:18:44.255015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEIS'. [2025-11-26T21:18:44.255384] [INFO ] [FORECASTER] Starting predict_future for AEIS [2025-11-26T21:18:44.256259] [DEBUG] [LOCAL ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt [2025-11-26T21:18:44.256330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:44.256388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:44.256437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:44.256504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:44.313669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:44.314450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:44.314554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:44.314601] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:44.433019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:44.433203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:44.433257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:44.433323] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:44.436819] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=24.95%) [2025-11-26T21:18:44.437132] [INFO ] [FORECASTER] Completed predict_future for AEIS [2025-11-26T21:18:44.437287] [INFO ] [sig ] AEIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:44.576484] [INFO ] [LOCAL ] Saved forecast: AEIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEIS.txt [2025-11-26T21:18:44.576654] [INFO ] [sig ] [67/3599] Completed AEIS in 0.3s | 2.85 sym/s | Total: 23.5s | ETA: 20.6m [2025-11-26T21:18:44.576720] [INFO ] [sig ] [68/3599] Forecasting AEM... [2025-11-26T21:18:44.576792] [INFO ] [sig ] Generating forecast for: AEM [2025-11-26T21:18:44.576837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-11-26T21:18:44.587009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEM'. [2025-11-26T21:18:44.587327] [INFO ] [FORECASTER] Starting predict_future for AEM [2025-11-26T21:18:44.588178] [DEBUG] [LOCAL ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt [2025-11-26T21:18:44.588251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:44.588297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:44.588336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:44.588403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:44.648414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:44.649171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:44.649291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:44.649342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:44.770274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:44.770449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:44.770509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:44.770549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:44.773962] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=71.06%) [2025-11-26T21:18:44.774280] [INFO ] [FORECASTER] Completed predict_future for AEM [2025-11-26T21:18:44.774429] [INFO ] [sig ] AEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:44.915561] [INFO ] [LOCAL ] Saved forecast: AEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEM.txt [2025-11-26T21:18:44.915734] [INFO ] [sig ] [68/3599] Completed AEM in 0.3s | 2.85 sym/s | Total: 23.8s | ETA: 20.6m [2025-11-26T21:18:44.915812] [INFO ] [sig ] [69/3599] Forecasting AEMD... [2025-11-26T21:18:44.915855] [INFO ] [sig ] Generating forecast for: AEMD [2025-11-26T21:18:44.915898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'. [2025-11-26T21:18:44.926086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEMD'. [2025-11-26T21:18:44.926449] [INFO ] [FORECASTER] Starting predict_future for AEMD [2025-11-26T21:18:44.927305] [DEBUG] [LOCAL ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt [2025-11-26T21:18:44.927375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:44.927420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:44.927485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:44.927555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:44.987028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:44.991085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:44.991269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:44.991347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:45.109001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:45.109187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:45.109242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:45.109286] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:45.112873] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=79.70%) [2025-11-26T21:18:45.113232] [INFO ] [FORECASTER] Completed predict_future for AEMD [2025-11-26T21:18:45.113410] [INFO ] [sig ] AEMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:45.256032] [INFO ] [LOCAL ] Saved forecast: AEMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEMD.txt [2025-11-26T21:18:45.256198] [INFO ] [sig ] [69/3599] Completed AEMD in 0.3s | 2.85 sym/s | Total: 24.2s | ETA: 20.6m [2025-11-26T21:18:45.256252] [INFO ] [sig ] [70/3599] Forecasting AEO... [2025-11-26T21:18:45.256294] [INFO ] [sig ] Generating forecast for: AEO [2025-11-26T21:18:45.256355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-11-26T21:18:45.267347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEO'. [2025-11-26T21:18:45.267737] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-11-26T21:18:45.268544] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-11-26T21:18:45.268616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:45.268693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:45.268735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:45.268803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:45.325839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:45.326562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:45.326681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:45.326731] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:45.451236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:45.451425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:45.451487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:45.451523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:45.454958] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=9.48%) [2025-11-26T21:18:45.455257] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-11-26T21:18:45.455410] [INFO ] [sig ] AEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:45.597055] [INFO ] [LOCAL ] Saved forecast: AEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEO.txt [2025-11-26T21:18:45.597256] [INFO ] [sig ] [70/3599] Completed AEO in 0.3s | 2.85 sym/s | Total: 24.5s | ETA: 20.6m [2025-11-26T21:18:45.597333] [INFO ] [sig ] [71/3599] Forecasting AEP... [2025-11-26T21:18:45.597373] [INFO ] [sig ] Generating forecast for: AEP [2025-11-26T21:18:45.597410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'. [2025-11-26T21:18:45.608789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEP'. [2025-11-26T21:18:45.609218] [INFO ] [FORECASTER] Starting predict_future for AEP [2025-11-26T21:18:45.610108] [DEBUG] [LOCAL ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt [2025-11-26T21:18:45.610194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:45.610277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:45.610352] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:45.610479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:45.670215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:45.671019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:45.671125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:45.671194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:45.793813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:45.794012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:45.794097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:45.794163] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:45.797861] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T21:18:45.798216] [INFO ] [FORECASTER] Completed predict_future for AEP [2025-11-26T21:18:45.798418] [INFO ] [sig ] AEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:45.938747] [INFO ] [LOCAL ] Saved forecast: AEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEP.txt [2025-11-26T21:18:45.938944] [INFO ] [sig ] [71/3599] Completed AEP in 0.3s | 2.86 sym/s | Total: 24.9s | ETA: 20.6m [2025-11-26T21:18:45.939057] [INFO ] [sig ] [72/3599] Forecasting AES... [2025-11-26T21:18:45.939127] [INFO ] [sig ] Generating forecast for: AES [2025-11-26T21:18:45.939200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-11-26T21:18:45.950927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AES'. [2025-11-26T21:18:45.951307] [INFO ] [FORECASTER] Starting predict_future for AES [2025-11-26T21:18:45.952187] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-11-26T21:18:45.952268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:45.952338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:45.952399] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:45.952508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:46.012603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:46.013515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:46.013637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:46.013728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:46.134864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:46.135038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:46.135119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:46.135183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:46.138677] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-11-26T21:18:46.139010] [INFO ] [FORECASTER] Completed predict_future for AES [2025-11-26T21:18:46.139206] [INFO ] [sig ] AES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:46.284064] [INFO ] [LOCAL ] Saved forecast: AES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AES.txt [2025-11-26T21:18:46.284267] [INFO ] [sig ] [72/3599] Completed AES in 0.3s | 2.86 sym/s | Total: 25.2s | ETA: 20.6m [2025-11-26T21:18:46.284379] [INFO ] [sig ] [73/3599] Forecasting AEVA... [2025-11-26T21:18:46.284447] [INFO ] [sig ] Generating forecast for: AEVA [2025-11-26T21:18:46.284514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'. [2025-11-26T21:18:46.295077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEVA'. [2025-11-26T21:18:46.295452] [INFO ] [FORECASTER] Starting predict_future for AEVA [2025-11-26T21:18:46.296339] [DEBUG] [LOCAL ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt [2025-11-26T21:18:46.296444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:46.296517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:46.296584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:46.296714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:46.354676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:46.355471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:46.355587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:46.355680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:46.472551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:46.472755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:46.472811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:46.472850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:46.476297] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=41.35%) [2025-11-26T21:18:46.476606] [INFO ] [FORECASTER] Completed predict_future for AEVA [2025-11-26T21:18:46.476779] [INFO ] [sig ] AEVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:46.616892] [INFO ] [LOCAL ] Saved forecast: AEVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AEVA.txt [2025-11-26T21:18:46.617059] [INFO ] [sig ] [73/3599] Completed AEVA in 0.3s | 2.86 sym/s | Total: 25.5s | ETA: 20.6m [2025-11-26T21:18:46.617115] [INFO ] [sig ] [74/3599] Forecasting AEYE... [2025-11-26T21:18:46.617183] [INFO ] [sig ] Generating forecast for: AEYE [2025-11-26T21:18:46.617224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'. [2025-11-26T21:18:46.627441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEYE'. [2025-11-26T21:18:46.627827] [INFO ] [FORECASTER] Starting predict_future for AEYE [2025-11-26T21:18:46.628670] [DEBUG] [LOCAL ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt [2025-11-26T21:18:46.628738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:46.628783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:46.628823] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:46.628890] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:46.685949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:46.686791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:46.686892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:46.686946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:46.801984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:46.802167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:46.802220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:46.802262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:46.805961] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=97.51%) [2025-11-26T21:18:46.806278] [INFO ] [FORECASTER] Completed predict_future for AEYE [2025-11-26T21:18:46.806427] [INFO ] [sig ] AEYE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:46.951047] [INFO ] [LOCAL ] Saved forecast: AEYE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AEYE.txt [2025-11-26T21:18:46.951321] [INFO ] [sig ] [74/3599] Completed AEYE in 0.3s | 2.86 sym/s | Total: 25.9s | ETA: 20.5m [2025-11-26T21:18:46.951384] [INFO ] [sig ] [75/3599] Forecasting AFB... [2025-11-26T21:18:46.951505] [INFO ] [sig ] Generating forecast for: AFB [2025-11-26T21:18:46.951550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-11-26T21:18:46.962681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFB'. [2025-11-26T21:18:46.963020] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-11-26T21:18:46.963897] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-11-26T21:18:46.963977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:46.964032] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:46.964081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:46.964148] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:47.024154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:47.025063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:47.025170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:47.025238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:47.150141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:47.150320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:47.150381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:47.150423] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:47.153912] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=83.55%) [2025-11-26T21:18:47.154228] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-11-26T21:18:47.154376] [INFO ] [sig ] AFB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:47.296461] [INFO ] [LOCAL ] Saved forecast: AFB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AFB.txt [2025-11-26T21:18:47.296669] [INFO ] [sig ] [75/3599] Completed AFB in 0.3s | 2.86 sym/s | Total: 26.2s | ETA: 20.5m [2025-11-26T21:18:47.296733] [INFO ] [sig ] [76/3599] Forecasting AFGC... [2025-11-26T21:18:47.296773] [INFO ] [sig ] Generating forecast for: AFGC [2025-11-26T21:18:47.296837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-11-26T21:18:47.307699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFGC'. [2025-11-26T21:18:47.308146] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-11-26T21:18:47.309065] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-11-26T21:18:47.309145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:47.309216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:47.309277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:47.309386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:47.368602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:47.369556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:47.369696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:47.369770] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:47.477166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:47.477377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:47.477487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:47.477551] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:47.481131] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=3.50%) [2025-11-26T21:18:47.481491] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-11-26T21:18:47.481702] [INFO ] [sig ] AFGC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:47.626076] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFGC.txt [2025-11-26T21:18:47.626260] [INFO ] [sig ] [76/3599] Completed AFGC in 0.3s | 2.86 sym/s | Total: 26.6s | ETA: 20.5m [2025-11-26T21:18:47.626318] [INFO ] [sig ] [77/3599] Forecasting AFL... [2025-11-26T21:18:47.626384] [INFO ] [sig ] Generating forecast for: AFL [2025-11-26T21:18:47.626436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-11-26T21:18:47.637480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFL'. [2025-11-26T21:18:47.637899] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-11-26T21:18:47.638757] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-11-26T21:18:47.638828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:47.638873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:47.638912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:47.638980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:47.698020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:47.698967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:47.699076] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:47.699124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:47.825343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:47.825559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:47.825656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:47.825712] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:47.830677] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=41.39%) [2025-11-26T21:18:47.831120] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-11-26T21:18:47.831330] [INFO ] [sig ] AFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:47.973265] [INFO ] [LOCAL ] Saved forecast: AFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFL.txt [2025-11-26T21:18:47.973438] [INFO ] [sig ] [77/3599] Completed AFL in 0.3s | 2.86 sym/s | Total: 26.9s | ETA: 20.5m [2025-11-26T21:18:47.973519] [INFO ] [sig ] [78/3599] Forecasting AFRI... [2025-11-26T21:18:47.973568] [INFO ] [sig ] Generating forecast for: AFRI [2025-11-26T21:18:47.973607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'. [2025-11-26T21:18:47.983487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRI'. [2025-11-26T21:18:47.983914] [INFO ] [FORECASTER] Starting predict_future for AFRI [2025-11-26T21:18:47.984938] [DEBUG] [LOCAL ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt [2025-11-26T21:18:47.985011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:47.985060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:47.985095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:47.985163] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:48.042080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:48.043091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:48.043199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:48.043251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:48.141922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:48.142148] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:18:48.142235] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:48.142303] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:48.146378] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=6.88%) [2025-11-26T21:18:48.146854] [INFO ] [FORECASTER] Completed predict_future for AFRI [2025-11-26T21:18:48.147039] [INFO ] [sig ] AFRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:48.293204] [INFO ] [LOCAL ] Saved forecast: AFRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFRI.txt [2025-11-26T21:18:48.293366] [INFO ] [sig ] [78/3599] Completed AFRI in 0.3s | 2.87 sym/s | Total: 27.2s | ETA: 20.5m [2025-11-26T21:18:48.293422] [INFO ] [sig ] [79/3599] Forecasting AFRM... [2025-11-26T21:18:48.293493] [INFO ] [sig ] Generating forecast for: AFRM [2025-11-26T21:18:48.293570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'. [2025-11-26T21:18:48.304316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRM'. [2025-11-26T21:18:48.304637] [INFO ] [FORECASTER] Starting predict_future for AFRM [2025-11-26T21:18:48.305510] [DEBUG] [LOCAL ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt [2025-11-26T21:18:48.305582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:48.305630] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:48.305693] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:48.305767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:48.364869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:48.365795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:48.365903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:48.365952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:48.494476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:48.494698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:48.494757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:48.494802] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:48.498429] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=94.23%) [2025-11-26T21:18:48.498788] [INFO ] [FORECASTER] Completed predict_future for AFRM [2025-11-26T21:18:48.498945] [INFO ] [sig ] AFRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:48.641285] [INFO ] [LOCAL ] Saved forecast: AFRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AFRM.txt [2025-11-26T21:18:48.641506] [INFO ] [sig ] [79/3599] Completed AFRM in 0.3s | 2.87 sym/s | Total: 27.6s | ETA: 20.5m [2025-11-26T21:18:48.641583] [INFO ] [sig ] [80/3599] Forecasting AFYA... [2025-11-26T21:18:48.641628] [INFO ] [sig ] Generating forecast for: AFYA [2025-11-26T21:18:48.641715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'. [2025-11-26T21:18:48.652572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFYA'. [2025-11-26T21:18:48.653039] [INFO ] [FORECASTER] Starting predict_future for AFYA [2025-11-26T21:18:48.653981] [DEBUG] [LOCAL ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt [2025-11-26T21:18:48.654055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:48.654103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:48.654145] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:48.654215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:48.713855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:48.714785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:48.714908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:48.714977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:48.842360] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:48.842562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:48.842658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:48.842706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:48.846835] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=16.76%) [2025-11-26T21:18:48.847219] [INFO ] [FORECASTER] Completed predict_future for AFYA [2025-11-26T21:18:48.847389] [INFO ] [sig ] AFYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:48.989391] [INFO ] [LOCAL ] Saved forecast: AFYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AFYA.txt [2025-11-26T21:18:48.989580] [INFO ] [sig ] [80/3599] Completed AFYA in 0.3s | 2.87 sym/s | Total: 27.9s | ETA: 20.5m [2025-11-26T21:18:48.989635] [INFO ] [sig ] [81/3599] Forecasting AG... [2025-11-26T21:18:48.989725] [INFO ] [sig ] Generating forecast for: AG [2025-11-26T21:18:48.989775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-11-26T21:18:49.000875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AG'. [2025-11-26T21:18:49.001313] [INFO ] [FORECASTER] Starting predict_future for AG [2025-11-26T21:18:49.002229] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-11-26T21:18:49.002306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:49.002366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:49.002418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:49.002505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:49.061475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:49.062440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:49.062553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:49.062609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:49.185248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:49.185453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:49.185510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:49.185551] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:49.189283] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=93.30%) [2025-11-26T21:18:49.189613] [INFO ] [FORECASTER] Completed predict_future for AG [2025-11-26T21:18:49.189799] [INFO ] [sig ] AG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:49.335355] [INFO ] [LOCAL ] Saved forecast: AG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AG.txt [2025-11-26T21:18:49.335576] [INFO ] [sig ] [81/3599] Completed AG in 0.3s | 2.87 sym/s | Total: 28.3s | ETA: 20.5m [2025-11-26T21:18:49.335628] [INFO ] [sig ] [82/3599] Forecasting AGCO... [2025-11-26T21:18:49.335684] [INFO ] [sig ] Generating forecast for: AGCO [2025-11-26T21:18:49.335731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-11-26T21:18:49.346527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGCO'. [2025-11-26T21:18:49.346940] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-11-26T21:18:49.347825] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-11-26T21:18:49.347897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:49.347942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:49.347984] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:49.348054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:49.407780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:49.408801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:49.408960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:49.409013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:49.528891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:49.529072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:49.529129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:49.529198] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:49.532715] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-11-26T21:18:49.533038] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-11-26T21:18:49.533186] [INFO ] [sig ] AGCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:49.674200] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGCO.txt [2025-11-26T21:18:49.674375] [INFO ] [sig ] [82/3599] Completed AGCO in 0.3s | 2.87 sym/s | Total: 28.6s | ETA: 20.4m [2025-11-26T21:18:49.674430] [INFO ] [sig ] [83/3599] Forecasting AGD... [2025-11-26T21:18:49.674472] [INFO ] [sig ] Generating forecast for: AGD [2025-11-26T21:18:49.674515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-11-26T21:18:49.685366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGD'. [2025-11-26T21:18:49.685777] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-11-26T21:18:49.686628] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-11-26T21:18:49.686723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:49.686782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:49.686834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:49.686925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:49.746432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:49.747365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:49.747504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:49.747559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:49.869940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:49.870134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:49.870190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:49.870232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:49.873855] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.89%) [2025-11-26T21:18:49.874201] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-11-26T21:18:49.874362] [INFO ] [sig ] AGD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:50.019964] [INFO ] [LOCAL ] Saved forecast: AGD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGD.txt [2025-11-26T21:18:50.020180] [INFO ] [sig ] [83/3599] Completed AGD in 0.3s | 2.87 sym/s | Total: 28.9s | ETA: 20.4m [2025-11-26T21:18:50.020237] [INFO ] [sig ] [84/3599] Forecasting AGEN... [2025-11-26T21:18:50.020378] [INFO ] [sig ] Generating forecast for: AGEN [2025-11-26T21:18:50.020423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'. [2025-11-26T21:18:50.031068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGEN'. [2025-11-26T21:18:50.031430] [INFO ] [FORECASTER] Starting predict_future for AGEN [2025-11-26T21:18:50.032259] [DEBUG] [LOCAL ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt [2025-11-26T21:18:50.032330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:50.032400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:50.032451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:50.032535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:50.089694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:50.090443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:50.090542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:50.090588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:50.215427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:50.215632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:50.215708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:50.215762] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:50.219372] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=28.94%) [2025-11-26T21:18:50.219770] [INFO ] [FORECASTER] Completed predict_future for AGEN [2025-11-26T21:18:50.219936] [INFO ] [sig ] AGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:50.363919] [INFO ] [LOCAL ] Saved forecast: AGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGEN.txt [2025-11-26T21:18:50.364110] [INFO ] [sig ] [84/3599] Completed AGEN in 0.3s | 2.87 sym/s | Total: 29.3s | ETA: 20.4m [2025-11-26T21:18:50.364189] [INFO ] [sig ] [85/3599] Forecasting AGI... [2025-11-26T21:18:50.364263] [INFO ] [sig ] Generating forecast for: AGI [2025-11-26T21:18:50.364313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-11-26T21:18:50.375508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGI'. [2025-11-26T21:18:50.375926] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-11-26T21:18:50.376765] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-11-26T21:18:50.376834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:50.376880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:50.376918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:50.376984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:50.436566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:50.437437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:50.437566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:50.437616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:50.557250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:50.557394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:50.557472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:50.557526] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:50.561142] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=95.50%) [2025-11-26T21:18:50.561513] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-11-26T21:18:50.561709] [INFO ] [sig ] AGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:50.706752] [INFO ] [LOCAL ] Saved forecast: AGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGI.txt [2025-11-26T21:18:50.707011] [INFO ] [sig ] [85/3599] Completed AGI in 0.3s | 2.87 sym/s | Total: 29.6s | ETA: 20.4m [2025-11-26T21:18:50.707139] [INFO ] [sig ] [86/3599] Forecasting AGIO... [2025-11-26T21:18:50.707211] [INFO ] [sig ] Generating forecast for: AGIO [2025-11-26T21:18:50.707271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'. [2025-11-26T21:18:50.721701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGIO'. [2025-11-26T21:18:50.722235] [INFO ] [FORECASTER] Starting predict_future for AGIO [2025-11-26T21:18:50.723274] [DEBUG] [LOCAL ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt [2025-11-26T21:18:50.723366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:50.723439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:50.723497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:50.723611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:50.782435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:50.783137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:50.783241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:50.783301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:50.905498] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:50.905708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:50.905766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:50.905809] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:50.909386] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-11-26T21:18:50.909725] [INFO ] [FORECASTER] Completed predict_future for AGIO [2025-11-26T21:18:50.909890] [INFO ] [sig ] AGIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:51.049129] [INFO ] [LOCAL ] Saved forecast: AGIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGIO.txt [2025-11-26T21:18:51.049296] [INFO ] [sig ] [86/3599] Completed AGIO in 0.3s | 2.87 sym/s | Total: 30.0s | ETA: 20.4m [2025-11-26T21:18:51.049353] [INFO ] [sig ] [87/3599] Forecasting AGM... [2025-11-26T21:18:51.049444] [INFO ] [sig ] Generating forecast for: AGM [2025-11-26T21:18:51.049511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-11-26T21:18:51.061311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGM'. [2025-11-26T21:18:51.061683] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-11-26T21:18:51.062520] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-11-26T21:18:51.062594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:51.062663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:51.062707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:51.062814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:51.119666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:51.120443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:51.120555] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:51.120595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:51.238693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:51.238878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:51.238935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:51.238993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:51.242486] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=76.84%) [2025-11-26T21:18:51.242831] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-11-26T21:18:51.242988] [INFO ] [sig ] AGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:51.382374] [INFO ] [LOCAL ] Saved forecast: AGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGM.txt [2025-11-26T21:18:51.382554] [INFO ] [sig ] [87/3599] Completed AGM in 0.3s | 2.87 sym/s | Total: 30.3s | ETA: 20.4m [2025-11-26T21:18:51.382609] [INFO ] [sig ] [88/3599] Forecasting AGMH... [2025-11-26T21:18:51.382748] [INFO ] [sig ] Generating forecast for: AGMH [2025-11-26T21:18:51.382801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'. [2025-11-26T21:18:51.396498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGMH'. [2025-11-26T21:18:51.397170] [INFO ] [FORECASTER] Starting predict_future for AGMH [2025-11-26T21:18:51.398194] [DEBUG] [LOCAL ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt [2025-11-26T21:18:51.398272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:51.398334] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:51.398383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:51.398468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:51.457636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:51.459052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:51.459189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:51.459241] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:51.578156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:51.578445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:51.578508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:51.578564] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:51.582831] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=3.12%) [2025-11-26T21:18:51.583233] [INFO ] [FORECASTER] Completed predict_future for AGMH [2025-11-26T21:18:51.583411] [INFO ] [sig ] AGMH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:51.745267] [INFO ] [LOCAL ] Saved forecast: AGMH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGMH.txt [2025-11-26T21:18:51.745457] [INFO ] [sig ] [88/3599] Completed AGMH in 0.4s | 2.87 sym/s | Total: 30.7s | ETA: 20.4m [2025-11-26T21:18:51.745514] [INFO ] [sig ] [89/3599] Forecasting AGNC... [2025-11-26T21:18:51.745548] [INFO ] [sig ] Generating forecast for: AGNC [2025-11-26T21:18:51.745597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'. [2025-11-26T21:18:51.756455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNC'. [2025-11-26T21:18:51.756852] [INFO ] [FORECASTER] Starting predict_future for AGNC [2025-11-26T21:18:51.757742] [DEBUG] [LOCAL ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt [2025-11-26T21:18:51.757813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:51.757860] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:51.757900] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:51.757970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:51.814683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:51.815454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:51.815766] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:51.815816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:51.940129] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:51.940334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:51.940392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:51.940430] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:51.943950] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=97.32%) [2025-11-26T21:18:51.944255] [INFO ] [FORECASTER] Completed predict_future for AGNC [2025-11-26T21:18:51.944409] [INFO ] [sig ] AGNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:52.083437] [INFO ] [LOCAL ] Saved forecast: AGNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNC.txt [2025-11-26T21:18:52.083625] [INFO ] [sig ] [89/3599] Completed AGNC in 0.3s | 2.87 sym/s | Total: 31.0s | ETA: 20.4m [2025-11-26T21:18:52.083720] [INFO ] [sig ] [90/3599] Forecasting AGNCL... [2025-11-26T21:18:52.083765] [INFO ] [sig ] Generating forecast for: AGNCL [2025-11-26T21:18:52.083808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'. [2025-11-26T21:18:52.094273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'. [2025-11-26T21:18:52.094681] [INFO ] [FORECASTER] Starting predict_future for AGNCL [2025-11-26T21:18:52.095493] [DEBUG] [LOCAL ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt [2025-11-26T21:18:52.095565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:52.095611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:52.095670] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:52.095745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:52.152899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:52.153714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:52.153816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:52.153863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:52.261008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:52.261235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:52.261294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:52.261334] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:52.264798] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=28.25%) [2025-11-26T21:18:52.265096] [INFO ] [FORECASTER] Completed predict_future for AGNCL [2025-11-26T21:18:52.265248] [INFO ] [sig ] AGNCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:52.417070] [INFO ] [LOCAL ] Saved forecast: AGNCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGNCL.txt [2025-11-26T21:18:52.417270] [INFO ] [sig ] [90/3599] Completed AGNCL in 0.3s | 2.87 sym/s | Total: 31.3s | ETA: 20.4m [2025-11-26T21:18:52.417331] [INFO ] [sig ] [91/3599] Forecasting AGNCM... [2025-11-26T21:18:52.417396] [INFO ] [sig ] Generating forecast for: AGNCM [2025-11-26T21:18:52.417487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'. [2025-11-26T21:18:52.428559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'. [2025-11-26T21:18:52.428986] [INFO ] [FORECASTER] Starting predict_future for AGNCM [2025-11-26T21:18:52.429820] [DEBUG] [LOCAL ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt [2025-11-26T21:18:52.429892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:52.429938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:52.429977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:52.430045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:52.487953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:52.488692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:52.488792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:52.488839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:52.602634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:52.602839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:52.602917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:52.603001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:52.606805] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=10.53%) [2025-11-26T21:18:52.607175] [INFO ] [FORECASTER] Completed predict_future for AGNCM [2025-11-26T21:18:52.607365] [INFO ] [sig ] AGNCM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:52.764324] [INFO ] [LOCAL ] Saved forecast: AGNCM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGNCM.txt [2025-11-26T21:18:52.764531] [INFO ] [sig ] [91/3599] Completed AGNCM in 0.3s | 2.87 sym/s | Total: 31.7s | ETA: 20.4m [2025-11-26T21:18:52.764658] [INFO ] [sig ] [92/3599] Forecasting AGNCN... [2025-11-26T21:18:52.764729] [INFO ] [sig ] Generating forecast for: AGNCN [2025-11-26T21:18:52.764790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'. [2025-11-26T21:18:52.776325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'. [2025-11-26T21:18:52.776769] [INFO ] [FORECASTER] Starting predict_future for AGNCN [2025-11-26T21:18:52.777678] [DEBUG] [LOCAL ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt [2025-11-26T21:18:52.777760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:52.777813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:52.777870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:52.777965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:52.842187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:52.843053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:52.843156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:52.843205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:52.967730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:52.967933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:52.967996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:52.968054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:52.972059] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=66.62%) [2025-11-26T21:18:52.972450] [INFO ] [FORECASTER] Completed predict_future for AGNCN [2025-11-26T21:18:52.972622] [INFO ] [sig ] AGNCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:53.120995] [INFO ] [LOCAL ] Saved forecast: AGNCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNCN.txt [2025-11-26T21:18:53.121186] [INFO ] [sig ] [92/3599] Completed AGNCN in 0.4s | 2.87 sym/s | Total: 32.0s | ETA: 20.4m [2025-11-26T21:18:53.121244] [INFO ] [sig ] [93/3599] Forecasting AGNCO... [2025-11-26T21:18:53.121287] [INFO ] [sig ] Generating forecast for: AGNCO [2025-11-26T21:18:53.121354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'. [2025-11-26T21:18:53.132666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'. [2025-11-26T21:18:53.133100] [INFO ] [FORECASTER] Starting predict_future for AGNCO [2025-11-26T21:18:53.134053] [DEBUG] [LOCAL ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt [2025-11-26T21:18:53.134137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:53.134197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:53.134248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:53.134319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:53.197939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:53.198931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:53.199068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:53.199121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:53.321807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:53.322011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:53.322067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:53.322110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:53.325991] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=75.74%) [2025-11-26T21:18:53.326370] [INFO ] [FORECASTER] Completed predict_future for AGNCO [2025-11-26T21:18:53.326567] [INFO ] [sig ] AGNCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:53.480998] [INFO ] [LOCAL ] Saved forecast: AGNCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNCO.txt [2025-11-26T21:18:53.481205] [INFO ] [sig ] [93/3599] Completed AGNCO in 0.4s | 2.87 sym/s | Total: 32.4s | ETA: 20.4m [2025-11-26T21:18:53.481265] [INFO ] [sig ] [94/3599] Forecasting AGNCP... [2025-11-26T21:18:53.481311] [INFO ] [sig ] Generating forecast for: AGNCP [2025-11-26T21:18:53.481377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'. [2025-11-26T21:18:53.492934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'. [2025-11-26T21:18:53.493344] [INFO ] [FORECASTER] Starting predict_future for AGNCP [2025-11-26T21:18:53.494219] [DEBUG] [LOCAL ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt [2025-11-26T21:18:53.494292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:53.494339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:53.494375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:53.494451] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:53.558806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:53.559842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:53.560017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:53.560085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:53.692459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:53.692684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:53.692765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:53.692816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:53.696601] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-11-26T21:18:53.696949] [INFO ] [FORECASTER] Completed predict_future for AGNCP [2025-11-26T21:18:53.697109] [INFO ] [sig ] AGNCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:53.851775] [INFO ] [LOCAL ] Saved forecast: AGNCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGNCP.txt [2025-11-26T21:18:53.851976] [INFO ] [sig ] [94/3599] Completed AGNCP in 0.4s | 2.87 sym/s | Total: 32.8s | ETA: 20.4m [2025-11-26T21:18:53.852043] [INFO ] [sig ] [95/3599] Forecasting AGO... [2025-11-26T21:18:53.852083] [INFO ] [sig ] Generating forecast for: AGO [2025-11-26T21:18:53.852138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-11-26T21:18:53.863828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGO'. [2025-11-26T21:18:53.864202] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-11-26T21:18:53.865376] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-11-26T21:18:53.865484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:53.865578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:53.865673] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:53.865782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:53.927136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:53.928097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:53.928207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:53.928263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:54.052850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:54.053039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:54.053101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:54.053169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:54.057187] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=65.96%) [2025-11-26T21:18:54.057585] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-11-26T21:18:54.057795] [INFO ] [sig ] AGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:54.205337] [INFO ] [LOCAL ] Saved forecast: AGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGO.txt [2025-11-26T21:18:54.205523] [INFO ] [sig ] [95/3599] Completed AGO in 0.4s | 2.87 sym/s | Total: 33.1s | ETA: 20.4m [2025-11-26T21:18:54.205586] [INFO ] [sig ] [96/3599] Forecasting AGRO... [2025-11-26T21:18:54.205688] [INFO ] [sig ] Generating forecast for: AGRO [2025-11-26T21:18:54.205739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-11-26T21:18:54.216601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGRO'. [2025-11-26T21:18:54.216982] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-11-26T21:18:54.217970] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-11-26T21:18:54.218041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:54.218088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:54.218127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:54.218194] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:54.279085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:54.279902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:54.280005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:54.280053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:54.406103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:54.406281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:54.406356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:54.406421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:54.409965] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-11-26T21:18:54.410354] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-11-26T21:18:54.410532] [INFO ] [sig ] AGRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:54.550872] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGRO.txt [2025-11-26T21:18:54.551041] [INFO ] [sig ] [96/3599] Completed AGRO in 0.3s | 2.87 sym/s | Total: 33.5s | ETA: 20.4m [2025-11-26T21:18:54.551105] [INFO ] [sig ] [97/3599] Forecasting AGX... [2025-11-26T21:18:54.551156] [INFO ] [sig ] Generating forecast for: AGX [2025-11-26T21:18:54.551209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-11-26T21:18:54.562267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGX'. [2025-11-26T21:18:54.562620] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-11-26T21:18:54.563517] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-11-26T21:18:54.563590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:54.563660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:54.563707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:54.563790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:54.626942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:54.627808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:54.627949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:54.628011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:54.752353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:54.752532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:54.752597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:54.752665] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:54.756137] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=80.76%) [2025-11-26T21:18:54.756456] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-11-26T21:18:54.756618] [INFO ] [sig ] AGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:54.895940] [INFO ] [LOCAL ] Saved forecast: AGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGX.txt [2025-11-26T21:18:54.896112] [INFO ] [sig ] [97/3599] Completed AGX in 0.3s | 2.87 sym/s | Total: 33.8s | ETA: 20.4m [2025-11-26T21:18:54.896169] [INFO ] [sig ] [98/3599] Forecasting AGYS... [2025-11-26T21:18:54.896270] [INFO ] [sig ] Generating forecast for: AGYS [2025-11-26T21:18:54.896331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'. [2025-11-26T21:18:54.906788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGYS'. [2025-11-26T21:18:54.907152] [INFO ] [FORECASTER] Starting predict_future for AGYS [2025-11-26T21:18:54.908081] [DEBUG] [LOCAL ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt [2025-11-26T21:18:54.908153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:54.908209] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:54.908259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:54.908335] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:54.968563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:54.969584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:54.969722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:54.969773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:55.086450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:55.086629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:55.086709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:55.086758] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:55.090245] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=48.38%) [2025-11-26T21:18:55.090563] [INFO ] [FORECASTER] Completed predict_future for AGYS [2025-11-26T21:18:55.090740] [INFO ] [sig ] AGYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:55.231510] [INFO ] [LOCAL ] Saved forecast: AGYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AGYS.txt [2025-11-26T21:18:55.231699] [INFO ] [sig ] [98/3599] Completed AGYS in 0.3s | 2.87 sym/s | Total: 34.2s | ETA: 20.3m [2025-11-26T21:18:55.231759] [INFO ] [sig ] [99/3599] Forecasting AGZD... [2025-11-26T21:18:55.231843] [INFO ] [sig ] Generating forecast for: AGZD [2025-11-26T21:18:55.231911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'. [2025-11-26T21:18:55.243699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGZD'. [2025-11-26T21:18:55.244169] [INFO ] [FORECASTER] Starting predict_future for AGZD [2025-11-26T21:18:55.245043] [DEBUG] [LOCAL ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt [2025-11-26T21:18:55.245116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:55.245169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:55.245233] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:55.245332] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:55.308521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:55.309443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:55.309574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:55.309626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:55.433343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:55.433536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:55.433592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:55.433638] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:55.437232] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=77.57%) [2025-11-26T21:18:55.437571] [INFO ] [FORECASTER] Completed predict_future for AGZD [2025-11-26T21:18:55.437750] [INFO ] [sig ] AGZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:55.577347] [INFO ] [LOCAL ] Saved forecast: AGZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AGZD.txt [2025-11-26T21:18:55.577557] [INFO ] [sig ] [99/3599] Completed AGZD in 0.3s | 2.87 sym/s | Total: 34.5s | ETA: 20.3m [2025-11-26T21:18:55.577615] [INFO ] [sig ] [100/3599] Forecasting AHCO... [2025-11-26T21:18:55.577716] [INFO ] [sig ] Generating forecast for: AHCO [2025-11-26T21:18:55.577765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'. [2025-11-26T21:18:55.589842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHCO'. [2025-11-26T21:18:55.590268] [INFO ] [FORECASTER] Starting predict_future for AHCO [2025-11-26T21:18:55.591225] [DEBUG] [LOCAL ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt [2025-11-26T21:18:55.591312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:55.591376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:55.591435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:55.591510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:55.656789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:55.657701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:55.657805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:55.657846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:55.780773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:55.780981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:55.781036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:55.781075] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:55.784702] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-11-26T21:18:55.785009] [INFO ] [FORECASTER] Completed predict_future for AHCO [2025-11-26T21:18:55.785154] [INFO ] [sig ] AHCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:55.931821] [INFO ] [LOCAL ] Saved forecast: AHCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AHCO.txt [2025-11-26T21:18:55.932034] [INFO ] [sig ] [100/3599] Completed AHCO in 0.4s | 2.87 sym/s | Total: 34.9s | ETA: 20.3m [2025-11-26T21:18:55.932117] [INFO ] [sig ] [101/3599] Forecasting AHH... [2025-11-26T21:18:55.932169] [INFO ] [sig ] Generating forecast for: AHH [2025-11-26T21:18:55.932253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-11-26T21:18:55.944135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHH'. [2025-11-26T21:18:55.944454] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-11-26T21:18:55.945263] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-11-26T21:18:55.945334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:55.945377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:55.945420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:55.945490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:56.003354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:56.004267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:56.004372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:56.004419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:56.125265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:56.125466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:56.125521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:56.125563] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:56.128999] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=73.30%) [2025-11-26T21:18:56.129291] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-11-26T21:18:56.129439] [INFO ] [sig ] AHH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:56.271956] [INFO ] [LOCAL ] Saved forecast: AHH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AHH.txt [2025-11-26T21:18:56.272149] [INFO ] [sig ] [101/3599] Completed AHH in 0.3s | 2.87 sym/s | Total: 35.2s | ETA: 20.3m [2025-11-26T21:18:56.272205] [INFO ] [sig ] [102/3599] Forecasting AI... [2025-11-26T21:18:56.272270] [INFO ] [sig ] Generating forecast for: AI [2025-11-26T21:18:56.272308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-11-26T21:18:56.283393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AI'. [2025-11-26T21:18:56.283834] [INFO ] [FORECASTER] Starting predict_future for AI [2025-11-26T21:18:56.284668] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-11-26T21:18:56.284739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:56.284807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:56.284874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:56.284982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:56.342749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:56.343606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:56.343736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:56.343804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:56.468771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:56.468946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:56.469010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:56.469059] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:56.472509] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=11.04%) [2025-11-26T21:18:56.472856] [INFO ] [FORECASTER] Completed predict_future for AI [2025-11-26T21:18:56.473018] [INFO ] [sig ] AI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:56.614855] [INFO ] [LOCAL ] Saved forecast: AI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AI.txt [2025-11-26T21:18:56.615051] [INFO ] [sig ] [102/3599] Completed AI in 0.3s | 2.87 sym/s | Total: 35.5s | ETA: 20.3m [2025-11-26T21:18:56.615173] [INFO ] [sig ] [103/3599] Forecasting AIA... [2025-11-26T21:18:56.615237] [INFO ] [sig ] Generating forecast for: AIA [2025-11-26T21:18:56.615310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'. [2025-11-26T21:18:56.625613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIA'. [2025-11-26T21:18:56.625985] [INFO ] [FORECASTER] Starting predict_future for AIA [2025-11-26T21:18:56.626837] [DEBUG] [LOCAL ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt [2025-11-26T21:18:56.626908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:56.626956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:56.626997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:56.627067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:56.686138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:56.687037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:56.687144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:56.687193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:56.809530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:56.809691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:56.809748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:56.809794] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:56.813505] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-11-26T21:18:56.813945] [INFO ] [FORECASTER] Completed predict_future for AIA [2025-11-26T21:18:56.814119] [INFO ] [sig ] AIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:56.958983] [INFO ] [LOCAL ] Saved forecast: AIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIA.txt [2025-11-26T21:18:56.959157] [INFO ] [sig ] [103/3599] Completed AIA in 0.3s | 2.87 sym/s | Total: 35.9s | ETA: 20.3m [2025-11-26T21:18:56.959214] [INFO ] [sig ] [104/3599] Forecasting AIFF... [2025-11-26T21:18:56.959278] [INFO ] [sig ] Generating forecast for: AIFF [2025-11-26T21:18:56.959319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'. [2025-11-26T21:18:56.969375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIFF'. [2025-11-26T21:18:56.969724] [INFO ] [FORECASTER] Starting predict_future for AIFF [2025-11-26T21:18:56.970523] [DEBUG] [LOCAL ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt [2025-11-26T21:18:56.970593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:56.970655] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:56.970700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:56.970772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:57.029676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:57.030492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:57.030597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:57.030664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:57.160053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:57.160203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:57.160259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:57.160302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:57.163909] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: DOWN (p=6.88%) [2025-11-26T21:18:57.164225] [INFO ] [FORECASTER] Completed predict_future for AIFF [2025-11-26T21:18:57.164376] [INFO ] [sig ] AIFF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:57.312268] [INFO ] [LOCAL ] Saved forecast: AIFF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIFF.txt [2025-11-26T21:18:57.312476] [INFO ] [sig ] [104/3599] Completed AIFF in 0.4s | 2.87 sym/s | Total: 36.2s | ETA: 20.3m [2025-11-26T21:18:57.312534] [INFO ] [sig ] [105/3599] Forecasting AIG... [2025-11-26T21:18:57.312575] [INFO ] [sig ] Generating forecast for: AIG [2025-11-26T21:18:57.312617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-11-26T21:18:57.326954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIG'. [2025-11-26T21:18:57.327398] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-11-26T21:18:57.328660] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-11-26T21:18:57.328751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:57.328848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:57.328931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:57.329054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:57.401259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:57.402161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:57.402279] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:57.402334] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:57.523913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:57.524097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:57.524158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:57.524227] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:57.527752] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=68.21%) [2025-11-26T21:18:57.528075] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-11-26T21:18:57.528251] [INFO ] [sig ] AIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:57.668287] [INFO ] [LOCAL ] Saved forecast: AIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIG.txt [2025-11-26T21:18:57.668446] [INFO ] [sig ] [105/3599] Completed AIG in 0.4s | 2.87 sym/s | Total: 36.6s | ETA: 20.3m [2025-11-26T21:18:57.668507] [INFO ] [sig ] [106/3599] Forecasting AIMD... [2025-11-26T21:18:57.668615] [INFO ] [sig ] Generating forecast for: AIMD [2025-11-26T21:18:57.668694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'. [2025-11-26T21:18:57.678917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIMD'. [2025-11-26T21:18:57.679252] [INFO ] [FORECASTER] Starting predict_future for AIMD [2025-11-26T21:18:57.680160] [DEBUG] [LOCAL ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt [2025-11-26T21:18:57.680234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:57.680300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:57.680358] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:57.680456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:57.740155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:57.740975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:57.741093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:57.741150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:57.856790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:57.856977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:57.857046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:57.857107] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:57.860589] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-11-26T21:18:57.860943] [INFO ] [FORECASTER] Completed predict_future for AIMD [2025-11-26T21:18:57.861092] [INFO ] [sig ] AIMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:58.001533] [INFO ] [LOCAL ] Saved forecast: AIMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIMD.txt [2025-11-26T21:18:58.001721] [INFO ] [sig ] [106/3599] Completed AIMD in 0.3s | 2.87 sym/s | Total: 36.9s | ETA: 20.3m [2025-11-26T21:18:58.001773] [INFO ] [sig ] [107/3599] Forecasting AIO... [2025-11-26T21:18:58.001851] [INFO ] [sig ] Generating forecast for: AIO [2025-11-26T21:18:58.001897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-11-26T21:18:58.011981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIO'. [2025-11-26T21:18:58.012305] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-11-26T21:18:58.013136] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-11-26T21:18:58.013206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:58.013248] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:58.013307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:58.013392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:58.073031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:58.073895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:58.074005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:58.074056] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:58.192863] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:58.193045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:58.193101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:58.193158] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:58.196793] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=30.77%) [2025-11-26T21:18:58.197098] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-11-26T21:18:58.197256] [INFO ] [sig ] AIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:58.337797] [INFO ] [LOCAL ] Saved forecast: AIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIO.txt [2025-11-26T21:18:58.337951] [INFO ] [sig ] [107/3599] Completed AIO in 0.3s | 2.87 sym/s | Total: 37.3s | ETA: 20.3m [2025-11-26T21:18:58.338015] [INFO ] [sig ] [108/3599] Forecasting AIP... [2025-11-26T21:18:58.338068] [INFO ] [sig ] Generating forecast for: AIP [2025-11-26T21:18:58.338122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'. [2025-11-26T21:18:58.348220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIP'. [2025-11-26T21:18:58.348557] [INFO ] [FORECASTER] Starting predict_future for AIP [2025-11-26T21:18:58.349396] [DEBUG] [LOCAL ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt [2025-11-26T21:18:58.349518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:58.349599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:58.349662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:58.349734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:58.407443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:58.408267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:58.408372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:58.408420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:58.528826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:58.529002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:58.529057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:58.529098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:58.532576] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=27.61%) [2025-11-26T21:18:58.532901] [INFO ] [FORECASTER] Completed predict_future for AIP [2025-11-26T21:18:58.533056] [INFO ] [sig ] AIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:58.673738] [INFO ] [LOCAL ] Saved forecast: AIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIP.txt [2025-11-26T21:18:58.673906] [INFO ] [sig ] [108/3599] Completed AIP in 0.3s | 2.87 sym/s | Total: 37.6s | ETA: 20.3m [2025-11-26T21:18:58.673960] [INFO ] [sig ] [109/3599] Forecasting AIPI... [2025-11-26T21:18:58.674002] [INFO ] [sig ] Generating forecast for: AIPI [2025-11-26T21:18:58.674067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'. [2025-11-26T21:18:58.684304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIPI'. [2025-11-26T21:18:58.684666] [INFO ] [FORECASTER] Starting predict_future for AIPI [2025-11-26T21:18:58.685531] [DEBUG] [LOCAL ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt [2025-11-26T21:18:58.685604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:58.685681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:58.685731] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:58.685817] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:58.747535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:58.748384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:58.748483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:58.748531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:58.865470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:58.865809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:58.865873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:58.865920] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:58.869438] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=99.69%) [2025-11-26T21:18:58.869808] [INFO ] [FORECASTER] Completed predict_future for AIPI [2025-11-26T21:18:58.869973] [INFO ] [sig ] AIPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:59.016408] [INFO ] [LOCAL ] Saved forecast: AIPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIPI.txt [2025-11-26T21:18:59.016597] [INFO ] [sig ] [109/3599] Completed AIPI in 0.3s | 2.87 sym/s | Total: 37.9s | ETA: 20.2m [2025-11-26T21:18:59.016671] [INFO ] [sig ] [110/3599] Forecasting AIQ... [2025-11-26T21:18:59.016717] [INFO ] [sig ] Generating forecast for: AIQ [2025-11-26T21:18:59.016756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'. [2025-11-26T21:18:59.027450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIQ'. [2025-11-26T21:18:59.027874] [INFO ] [FORECASTER] Starting predict_future for AIQ [2025-11-26T21:18:59.028746] [DEBUG] [LOCAL ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt [2025-11-26T21:18:59.028816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:59.028869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:59.028918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:59.029002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:59.090243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:59.091264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:59.091372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:59.091418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:59.209847] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:59.210022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:59.210078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:59.210122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:59.213627] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=53.78%) [2025-11-26T21:18:59.213964] [INFO ] [FORECASTER] Completed predict_future for AIQ [2025-11-26T21:18:59.214126] [INFO ] [sig ] AIQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:18:59.360097] [INFO ] [LOCAL ] Saved forecast: AIQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIQ.txt [2025-11-26T21:18:59.360259] [INFO ] [sig ] [110/3599] Completed AIQ in 0.3s | 2.87 sym/s | Total: 38.3s | ETA: 20.2m [2025-11-26T21:18:59.360317] [INFO ] [sig ] [111/3599] Forecasting AIRG... [2025-11-26T21:18:59.360361] [INFO ] [sig ] Generating forecast for: AIRG [2025-11-26T21:18:59.360408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'. [2025-11-26T21:18:59.370768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRG'. [2025-11-26T21:18:59.371121] [INFO ] [FORECASTER] Starting predict_future for AIRG [2025-11-26T21:18:59.371948] [DEBUG] [LOCAL ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt [2025-11-26T21:18:59.372020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:59.372067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:59.372108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:59.372175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:59.431300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:59.432147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:59.432250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:59.432298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:59.543633] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:59.543822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:59.543879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:59.543923] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:59.547396] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=37.01%) [2025-11-26T21:18:59.547756] [INFO ] [FORECASTER] Completed predict_future for AIRG [2025-11-26T21:18:59.547911] [INFO ] [sig ] AIRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:18:59.694428] [INFO ] [LOCAL ] Saved forecast: AIRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIRG.txt [2025-11-26T21:18:59.694618] [INFO ] [sig ] [111/3599] Completed AIRG in 0.3s | 2.87 sym/s | Total: 38.6s | ETA: 20.2m [2025-11-26T21:18:59.694731] [INFO ] [sig ] [112/3599] Forecasting AIRJ... [2025-11-26T21:18:59.694812] [INFO ] [sig ] Generating forecast for: AIRJ [2025-11-26T21:18:59.694881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'. [2025-11-26T21:18:59.706278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'. [2025-11-26T21:18:59.706703] [INFO ] [FORECASTER] Starting predict_future for AIRJ [2025-11-26T21:18:59.707562] [DEBUG] [LOCAL ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt [2025-11-26T21:18:59.707634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:18:59.707701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:18:59.707743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:18:59.707814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:18:59.767906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:18:59.768869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:18:59.768989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:18:59.769053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:18:59.886164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:18:59.886369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:18:59.886445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:18:59.886505] [INFO ] [FORECASTER] Training complete [2025-11-26T21:18:59.891038] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=1.06%) [2025-11-26T21:18:59.891358] [INFO ] [FORECASTER] Completed predict_future for AIRJ [2025-11-26T21:18:59.891515] [INFO ] [sig ] AIRJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:00.035943] [INFO ] [LOCAL ] Saved forecast: AIRJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AIRJ.txt [2025-11-26T21:19:00.036117] [INFO ] [sig ] [112/3599] Completed AIRJ in 0.3s | 2.87 sym/s | Total: 39.0s | ETA: 20.2m [2025-11-26T21:19:00.036172] [INFO ] [sig ] [113/3599] Forecasting AIRS... [2025-11-26T21:19:00.036214] [INFO ] [sig ] Generating forecast for: AIRS [2025-11-26T21:19:00.036265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'. [2025-11-26T21:19:00.046228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRS'. [2025-11-26T21:19:00.046532] [INFO ] [FORECASTER] Starting predict_future for AIRS [2025-11-26T21:19:00.047341] [DEBUG] [LOCAL ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt [2025-11-26T21:19:00.047412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:00.047480] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:00.047526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:00.047595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:00.106215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:00.107260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:00.107384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:00.107450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:00.233768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:00.233940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:00.233994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:00.234036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:00.237490] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=77.35%) [2025-11-26T21:19:00.237836] [INFO ] [FORECASTER] Completed predict_future for AIRS [2025-11-26T21:19:00.238026] [INFO ] [sig ] AIRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:00.380615] [INFO ] [LOCAL ] Saved forecast: AIRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIRS.txt [2025-11-26T21:19:00.380799] [INFO ] [sig ] [113/3599] Completed AIRS in 0.3s | 2.87 sym/s | Total: 39.3s | ETA: 20.2m [2025-11-26T21:19:00.380856] [INFO ] [sig ] [114/3599] Forecasting AISP... [2025-11-26T21:19:00.380900] [INFO ] [sig ] Generating forecast for: AISP [2025-11-26T21:19:00.380942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'. [2025-11-26T21:19:00.392199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AISP'. [2025-11-26T21:19:00.392563] [INFO ] [FORECASTER] Starting predict_future for AISP [2025-11-26T21:19:00.393405] [DEBUG] [LOCAL ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt [2025-11-26T21:19:00.393487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:00.393554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:00.393614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:00.393732] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:00.453300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:00.454244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:00.454356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:00.454419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:00.578932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:00.579200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:00.579286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:00.579353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:00.583147] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=61.56%) [2025-11-26T21:19:00.583445] [INFO ] [FORECASTER] Completed predict_future for AISP [2025-11-26T21:19:00.583593] [INFO ] [sig ] AISP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:00.726821] [INFO ] [LOCAL ] Saved forecast: AISP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AISP.txt [2025-11-26T21:19:00.727014] [INFO ] [sig ] [114/3599] Completed AISP in 0.3s | 2.88 sym/s | Total: 39.7s | ETA: 20.2m [2025-11-26T21:19:00.727070] [INFO ] [sig ] [115/3599] Forecasting AIZN... [2025-11-26T21:19:00.727136] [INFO ] [sig ] Generating forecast for: AIZN [2025-11-26T21:19:00.727185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-11-26T21:19:00.738839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIZN'. [2025-11-26T21:19:00.739291] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-11-26T21:19:00.740277] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-11-26T21:19:00.740357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:00.740403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:00.740445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:00.740526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:00.799836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:00.800813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:00.800921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:00.800982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:00.912362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:00.912515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:00.912582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:00.912626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:00.916263] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=70.69%) [2025-11-26T21:19:00.916687] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-11-26T21:19:00.916864] [INFO ] [sig ] AIZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:01.087604] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AIZN.txt [2025-11-26T21:19:01.087874] [INFO ] [sig ] [115/3599] Completed AIZN in 0.4s | 2.87 sym/s | Total: 40.0s | ETA: 20.2m [2025-11-26T21:19:01.087930] [INFO ] [sig ] [116/3599] Forecasting AJG... [2025-11-26T21:19:01.087979] [INFO ] [sig ] Generating forecast for: AJG [2025-11-26T21:19:01.088036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-11-26T21:19:01.103594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AJG'. [2025-11-26T21:19:01.104092] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-11-26T21:19:01.105467] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-11-26T21:19:01.105586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:01.105692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:01.105763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:01.105885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:01.189905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:01.191015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:01.191164] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:01.191245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:01.318421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:01.318566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:01.318620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:01.318684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:01.322094] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=79.06%) [2025-11-26T21:19:01.322397] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-11-26T21:19:01.322548] [INFO ] [sig ] AJG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:01.464777] [INFO ] [LOCAL ] Saved forecast: AJG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AJG.txt [2025-11-26T21:19:01.464962] [INFO ] [sig ] [116/3599] Completed AJG in 0.4s | 2.87 sym/s | Total: 40.4s | ETA: 20.2m [2025-11-26T21:19:01.465039] [INFO ] [sig ] [117/3599] Forecasting AKAM... [2025-11-26T21:19:01.465089] [INFO ] [sig ] Generating forecast for: AKAM [2025-11-26T21:19:01.465138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'. [2025-11-26T21:19:01.475595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKAM'. [2025-11-26T21:19:01.475915] [INFO ] [FORECASTER] Starting predict_future for AKAM [2025-11-26T21:19:01.476757] [DEBUG] [LOCAL ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt [2025-11-26T21:19:01.476830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:01.476877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:01.476917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:01.476989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:01.533622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:01.534286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:01.534385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:01.534434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:01.651693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:01.651816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:01.652063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:01.652107] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:01.655628] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:19:01.655949] [INFO ] [FORECASTER] Completed predict_future for AKAM [2025-11-26T21:19:01.656104] [INFO ] [sig ] AKAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:01.799417] [INFO ] [LOCAL ] Saved forecast: AKAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AKAM.txt [2025-11-26T21:19:01.799561] [INFO ] [sig ] [117/3599] Completed AKAM in 0.3s | 2.87 sym/s | Total: 40.7s | ETA: 20.2m [2025-11-26T21:19:01.799626] [INFO ] [sig ] [118/3599] Forecasting AKBA... [2025-11-26T21:19:01.799701] [INFO ] [sig ] Generating forecast for: AKBA [2025-11-26T21:19:01.799746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'. [2025-11-26T21:19:01.810079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKBA'. [2025-11-26T21:19:01.810399] [INFO ] [FORECASTER] Starting predict_future for AKBA [2025-11-26T21:19:01.811237] [DEBUG] [LOCAL ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt [2025-11-26T21:19:01.811309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:01.811354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:01.811394] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:01.811466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:01.877044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:01.877941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:01.878054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:01.878128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:02.015311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:02.015515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:02.015575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:02.015616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:02.019938] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=89.69%) [2025-11-26T21:19:02.020273] [INFO ] [FORECASTER] Completed predict_future for AKBA [2025-11-26T21:19:02.020442] [INFO ] [sig ] AKBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:02.177824] [INFO ] [LOCAL ] Saved forecast: AKBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AKBA.txt [2025-11-26T21:19:02.178029] [INFO ] [sig ] [118/3599] Completed AKBA in 0.4s | 2.87 sym/s | Total: 41.1s | ETA: 20.2m [2025-11-26T21:19:02.178109] [INFO ] [sig ] [119/3599] Forecasting AKRO... [2025-11-26T21:19:02.178169] [INFO ] [sig ] Generating forecast for: AKRO [2025-11-26T21:19:02.178241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'. [2025-11-26T21:19:02.189695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKRO'. [2025-11-26T21:19:02.190112] [INFO ] [FORECASTER] Starting predict_future for AKRO [2025-11-26T21:19:02.191020] [DEBUG] [LOCAL ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt [2025-11-26T21:19:02.191103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:02.191175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:02.191217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:02.191302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:02.259945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:02.261151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:02.261277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:02.261327] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:02.396047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:02.396247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:02.396303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:02.396346] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:02.400333] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-11-26T21:19:02.400826] [INFO ] [FORECASTER] Completed predict_future for AKRO [2025-11-26T21:19:02.401011] [INFO ] [sig ] AKRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:02.554264] [INFO ] [LOCAL ] Saved forecast: AKRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AKRO.txt [2025-11-26T21:19:02.554450] [INFO ] [sig ] [119/3599] Completed AKRO in 0.4s | 2.87 sym/s | Total: 41.5s | ETA: 20.2m [2025-11-26T21:19:02.554512] [INFO ] [sig ] [120/3599] Forecasting AL... [2025-11-26T21:19:02.554576] [INFO ] [sig ] Generating forecast for: AL [2025-11-26T21:19:02.554615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-11-26T21:19:02.566097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AL'. [2025-11-26T21:19:02.566529] [INFO ] [FORECASTER] Starting predict_future for AL [2025-11-26T21:19:02.567558] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-11-26T21:19:02.567672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:02.567737] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:02.567781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:02.567865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:02.632940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:02.633847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:02.633958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:02.634006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:02.764821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:02.765013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:02.765069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:02.765116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:02.769003] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=93.95%) [2025-11-26T21:19:02.769336] [INFO ] [FORECASTER] Completed predict_future for AL [2025-11-26T21:19:02.769508] [INFO ] [sig ] AL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:02.926258] [INFO ] [LOCAL ] Saved forecast: AL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AL.txt [2025-11-26T21:19:02.926471] [INFO ] [sig ] [120/3599] Completed AL in 0.4s | 2.87 sym/s | Total: 41.9s | ETA: 20.2m [2025-11-26T21:19:02.926575] [INFO ] [sig ] [121/3599] Forecasting ALAB... [2025-11-26T21:19:02.926667] [INFO ] [sig ] Generating forecast for: ALAB [2025-11-26T21:19:02.926732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'. [2025-11-26T21:19:02.939176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALAB'. [2025-11-26T21:19:02.939597] [INFO ] [FORECASTER] Starting predict_future for ALAB [2025-11-26T21:19:02.940468] [DEBUG] [LOCAL ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt [2025-11-26T21:19:02.940541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:02.940588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:02.940629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:02.940726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:03.003760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:03.004680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:03.004803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:03.004853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:03.140184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:03.140427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:03.140514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:03.140566] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:03.144394] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=28.61%) [2025-11-26T21:19:03.144740] [INFO ] [FORECASTER] Completed predict_future for ALAB [2025-11-26T21:19:03.144905] [INFO ] [sig ] ALAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:03.294677] [INFO ] [LOCAL ] Saved forecast: ALAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALAB.txt [2025-11-26T21:19:03.294848] [INFO ] [sig ] [121/3599] Completed ALAB in 0.4s | 2.87 sym/s | Total: 42.2s | ETA: 20.2m [2025-11-26T21:19:03.294906] [INFO ] [sig ] [122/3599] Forecasting ALB... [2025-11-26T21:19:03.294954] [INFO ] [sig ] Generating forecast for: ALB [2025-11-26T21:19:03.295023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-11-26T21:19:03.306126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALB'. [2025-11-26T21:19:03.306508] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-11-26T21:19:03.307383] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-11-26T21:19:03.307480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:03.307535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:03.307577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:03.307666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:03.379165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:03.380489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:03.380626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:03.380717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:03.511027] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:03.511226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:03.511280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:03.511322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:03.514807] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=82.62%) [2025-11-26T21:19:03.515109] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-11-26T21:19:03.515262] [INFO ] [sig ] ALB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:03.655540] [INFO ] [LOCAL ] Saved forecast: ALB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALB.txt [2025-11-26T21:19:03.655760] [INFO ] [sig ] [122/3599] Completed ALB in 0.4s | 2.87 sym/s | Total: 42.6s | ETA: 20.2m [2025-11-26T21:19:03.655841] [INFO ] [sig ] [123/3599] Forecasting ALC... [2025-11-26T21:19:03.655895] [INFO ] [sig ] Generating forecast for: ALC [2025-11-26T21:19:03.655940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-11-26T21:19:03.667951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALC'. [2025-11-26T21:19:03.668394] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-11-26T21:19:03.669359] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-11-26T21:19:03.669438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:03.669488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:03.669541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:03.669620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:03.734331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:03.735190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:03.735312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:03.735379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:03.863920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:03.864114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:03.864171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:03.864216] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:03.868025] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=72.38%) [2025-11-26T21:19:03.868338] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-11-26T21:19:03.868496] [INFO ] [sig ] ALC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:04.020631] [INFO ] [LOCAL ] Saved forecast: ALC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALC.txt [2025-11-26T21:19:04.020885] [INFO ] [sig ] [123/3599] Completed ALC in 0.4s | 2.86 sym/s | Total: 42.9s | ETA: 20.2m [2025-11-26T21:19:04.020998] [INFO ] [sig ] [124/3599] Forecasting ALCO... [2025-11-26T21:19:04.021046] [INFO ] [sig ] Generating forecast for: ALCO [2025-11-26T21:19:04.021100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'. [2025-11-26T21:19:04.034530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALCO'. [2025-11-26T21:19:04.035128] [INFO ] [FORECASTER] Starting predict_future for ALCO [2025-11-26T21:19:04.036159] [DEBUG] [LOCAL ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt [2025-11-26T21:19:04.036275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:04.036335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:04.036407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:04.036509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:04.099279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:04.100484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:04.100623] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:04.100701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:04.236064] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:04.236330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:04.236393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:04.236438] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:04.240581] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=17.33%) [2025-11-26T21:19:04.240960] [INFO ] [FORECASTER] Completed predict_future for ALCO [2025-11-26T21:19:04.241135] [INFO ] [sig ] ALCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:04.388776] [INFO ] [LOCAL ] Saved forecast: ALCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALCO.txt [2025-11-26T21:19:04.389013] [INFO ] [sig ] [124/3599] Completed ALCO in 0.4s | 2.86 sym/s | Total: 43.3s | ETA: 20.2m [2025-11-26T21:19:04.389102] [INFO ] [sig ] [125/3599] Forecasting ALDX... [2025-11-26T21:19:04.389157] [INFO ] [sig ] Generating forecast for: ALDX [2025-11-26T21:19:04.389211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'. [2025-11-26T21:19:04.401268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALDX'. [2025-11-26T21:19:04.401811] [INFO ] [FORECASTER] Starting predict_future for ALDX [2025-11-26T21:19:04.402750] [DEBUG] [LOCAL ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt [2025-11-26T21:19:04.402826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:04.402874] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:04.402917] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:04.402989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:04.468399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:04.469617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:04.469770] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:04.469823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:04.631140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:04.631469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:04.631532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:04.631579] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:04.635935] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=46.92%) [2025-11-26T21:19:04.636304] [INFO ] [FORECASTER] Completed predict_future for ALDX [2025-11-26T21:19:04.636491] [INFO ] [sig ] ALDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:04.788590] [INFO ] [LOCAL ] Saved forecast: ALDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALDX.txt [2025-11-26T21:19:04.788944] [INFO ] [sig ] [125/3599] Completed ALDX in 0.4s | 2.86 sym/s | Total: 43.7s | ETA: 20.2m [2025-11-26T21:19:04.789018] [INFO ] [sig ] [126/3599] Forecasting ALE... [2025-11-26T21:19:04.789120] [INFO ] [sig ] Generating forecast for: ALE [2025-11-26T21:19:04.789197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-11-26T21:19:04.802351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALE'. [2025-11-26T21:19:04.802987] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-11-26T21:19:04.804049] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-11-26T21:19:04.804126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:04.804176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:04.804219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:04.804294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:04.870697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:04.871881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:04.872020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:04.872074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:05.007231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:05.007513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:05.007580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:05.007680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:05.011762] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=35.33%) [2025-11-26T21:19:05.012148] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-11-26T21:19:05.012321] [INFO ] [sig ] ALE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:05.188699] [INFO ] [LOCAL ] Saved forecast: ALE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALE.txt [2025-11-26T21:19:05.188955] [INFO ] [sig ] [126/3599] Completed ALE in 0.4s | 2.86 sym/s | Total: 44.1s | ETA: 20.3m [2025-11-26T21:19:05.189069] [INFO ] [sig ] [127/3599] Forecasting ALEC... [2025-11-26T21:19:05.189128] [INFO ] [sig ] Generating forecast for: ALEC [2025-11-26T21:19:05.189187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'. [2025-11-26T21:19:05.204322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEC'. [2025-11-26T21:19:05.204828] [INFO ] [FORECASTER] Starting predict_future for ALEC [2025-11-26T21:19:05.205822] [DEBUG] [LOCAL ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt [2025-11-26T21:19:05.205909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:05.205988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:05.206056] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:05.206164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:05.267043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:05.268029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:05.268156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:05.268233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:05.397180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:05.397425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:05.397533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:05.397613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:05.401580] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=6.39%) [2025-11-26T21:19:05.402018] [INFO ] [FORECASTER] Completed predict_future for ALEC [2025-11-26T21:19:05.402233] [INFO ] [sig ] ALEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:05.549616] [INFO ] [LOCAL ] Saved forecast: ALEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALEC.txt [2025-11-26T21:19:05.549897] [INFO ] [sig ] [127/3599] Completed ALEC in 0.4s | 2.86 sym/s | Total: 44.5s | ETA: 20.3m [2025-11-26T21:19:05.549993] [INFO ] [sig ] [128/3599] Forecasting ALEX... [2025-11-26T21:19:05.550109] [INFO ] [sig ] Generating forecast for: ALEX [2025-11-26T21:19:05.550176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-11-26T21:19:05.561710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEX'. [2025-11-26T21:19:05.562108] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-11-26T21:19:05.563087] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-11-26T21:19:05.563162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:05.563210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:05.563251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:05.563321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:05.626600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:05.627550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:05.627676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:05.627765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:05.752189] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:05.752407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:05.752468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:05.752529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:05.756255] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=35.40%) [2025-11-26T21:19:05.756610] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-11-26T21:19:05.756794] [INFO ] [sig ] ALEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:05.909865] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALEX.txt [2025-11-26T21:19:05.910062] [INFO ] [sig ] [128/3599] Completed ALEX in 0.4s | 2.85 sym/s | Total: 44.8s | ETA: 20.3m [2025-11-26T21:19:05.910118] [INFO ] [sig ] [129/3599] Forecasting ALG... [2025-11-26T21:19:05.910161] [INFO ] [sig ] Generating forecast for: ALG [2025-11-26T21:19:05.910201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-11-26T21:19:05.921541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALG'. [2025-11-26T21:19:05.921957] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-11-26T21:19:05.922830] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-11-26T21:19:05.922904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:05.922955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:05.922998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:05.923070] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:05.986500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:05.987514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:05.987637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:05.987727] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:06.119022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:06.119204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:06.119258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:06.119302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:06.122893] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=31.77%) [2025-11-26T21:19:06.123195] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-11-26T21:19:06.123342] [INFO ] [sig ] ALG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:06.265332] [INFO ] [LOCAL ] Saved forecast: ALG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALG.txt [2025-11-26T21:19:06.265504] [INFO ] [sig ] [129/3599] Completed ALG in 0.4s | 2.85 sym/s | Total: 45.2s | ETA: 20.3m [2025-11-26T21:19:06.265559] [INFO ] [sig ] [130/3599] Forecasting ALGM... [2025-11-26T21:19:06.265601] [INFO ] [sig ] Generating forecast for: ALGM [2025-11-26T21:19:06.265697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'. [2025-11-26T21:19:06.276153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGM'. [2025-11-26T21:19:06.276486] [INFO ] [FORECASTER] Starting predict_future for ALGM [2025-11-26T21:19:06.277407] [DEBUG] [LOCAL ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt [2025-11-26T21:19:06.277523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:06.277623] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:06.277712] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:06.277845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:06.336212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:06.337062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:06.337180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:06.337245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:06.462095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:06.462315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:06.462388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:06.462452] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:06.466258] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=85.71%) [2025-11-26T21:19:06.466729] [INFO ] [FORECASTER] Completed predict_future for ALGM [2025-11-26T21:19:06.466940] [INFO ] [sig ] ALGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:06.658607] [INFO ] [LOCAL ] Saved forecast: ALGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALGM.txt [2025-11-26T21:19:06.658834] [INFO ] [sig ] [130/3599] Completed ALGM in 0.4s | 2.85 sym/s | Total: 45.6s | ETA: 20.3m [2025-11-26T21:19:06.658964] [INFO ] [sig ] [131/3599] Forecasting ALGN... [2025-11-26T21:19:06.659041] [INFO ] [sig ] Generating forecast for: ALGN [2025-11-26T21:19:06.659111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'. [2025-11-26T21:19:06.671405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGN'. [2025-11-26T21:19:06.671899] [INFO ] [FORECASTER] Starting predict_future for ALGN [2025-11-26T21:19:06.672861] [DEBUG] [LOCAL ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt [2025-11-26T21:19:06.672936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:06.672984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:06.673024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:06.673094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:06.739147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:06.740193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:06.740342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:06.740418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:06.867551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:06.867765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:06.867821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:06.867866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:06.871416] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-11-26T21:19:06.871760] [INFO ] [FORECASTER] Completed predict_future for ALGN [2025-11-26T21:19:06.871919] [INFO ] [sig ] ALGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:07.017195] [INFO ] [LOCAL ] Saved forecast: ALGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALGN.txt [2025-11-26T21:19:07.017379] [INFO ] [sig ] [131/3599] Completed ALGN in 0.4s | 2.85 sym/s | Total: 45.9s | ETA: 20.3m [2025-11-26T21:19:07.017435] [INFO ] [sig ] [132/3599] Forecasting ALGS... [2025-11-26T21:19:07.017532] [INFO ] [sig ] Generating forecast for: ALGS [2025-11-26T21:19:07.017582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'. [2025-11-26T21:19:07.028288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGS'. [2025-11-26T21:19:07.028634] [INFO ] [FORECASTER] Starting predict_future for ALGS [2025-11-26T21:19:07.029524] [DEBUG] [LOCAL ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt [2025-11-26T21:19:07.029611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:07.029679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:07.029722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:07.029805] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:07.088132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:07.089116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:07.089228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:07.089278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:07.213285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:07.213478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:07.213532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:07.213574] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:07.217028] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=73.19%) [2025-11-26T21:19:07.217328] [INFO ] [FORECASTER] Completed predict_future for ALGS [2025-11-26T21:19:07.217489] [INFO ] [sig ] ALGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:07.360277] [INFO ] [LOCAL ] Saved forecast: ALGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALGS.txt [2025-11-26T21:19:07.360479] [INFO ] [sig ] [132/3599] Completed ALGS in 0.3s | 2.85 sym/s | Total: 46.3s | ETA: 20.3m [2025-11-26T21:19:07.360536] [INFO ] [sig ] [133/3599] Forecasting ALHC... [2025-11-26T21:19:07.360579] [INFO ] [sig ] Generating forecast for: ALHC [2025-11-26T21:19:07.360619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'. [2025-11-26T21:19:07.371522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALHC'. [2025-11-26T21:19:07.371925] [INFO ] [FORECASTER] Starting predict_future for ALHC [2025-11-26T21:19:07.372770] [DEBUG] [LOCAL ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt [2025-11-26T21:19:07.372840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:07.372887] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:07.372927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:07.372997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:07.429982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:07.430932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:07.431042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:07.431100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:07.547914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:07.548100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:07.548153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:07.548201] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:07.551611] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=73.27%) [2025-11-26T21:19:07.551947] [INFO ] [FORECASTER] Completed predict_future for ALHC [2025-11-26T21:19:07.552107] [INFO ] [sig ] ALHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:07.694356] [INFO ] [LOCAL ] Saved forecast: ALHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALHC.txt [2025-11-26T21:19:07.694533] [INFO ] [sig ] [133/3599] Completed ALHC in 0.3s | 2.85 sym/s | Total: 46.6s | ETA: 20.2m [2025-11-26T21:19:07.694586] [INFO ] [sig ] [134/3599] Forecasting ALK... [2025-11-26T21:19:07.694631] [INFO ] [sig ] Generating forecast for: ALK [2025-11-26T21:19:07.694702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-11-26T21:19:07.704992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALK'. [2025-11-26T21:19:07.705318] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-11-26T21:19:07.706138] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-11-26T21:19:07.706209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:07.706258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:07.706297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:07.706366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:07.764946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:07.765754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:07.765852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:07.765899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:07.888780] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:07.888963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:07.889017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:07.889058] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:07.892458] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=87.62%) [2025-11-26T21:19:07.892818] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-11-26T21:19:07.892971] [INFO ] [sig ] ALK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:08.034144] [INFO ] [LOCAL ] Saved forecast: ALK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALK.txt [2025-11-26T21:19:08.034327] [INFO ] [sig ] [134/3599] Completed ALK in 0.3s | 2.85 sym/s | Total: 47.0s | ETA: 20.2m [2025-11-26T21:19:08.034383] [INFO ] [sig ] [135/3599] Forecasting ALKS... [2025-11-26T21:19:08.034427] [INFO ] [sig ] Generating forecast for: ALKS [2025-11-26T21:19:08.034470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'. [2025-11-26T21:19:08.045969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALKS'. [2025-11-26T21:19:08.046383] [INFO ] [FORECASTER] Starting predict_future for ALKS [2025-11-26T21:19:08.047256] [DEBUG] [LOCAL ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt [2025-11-26T21:19:08.047329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:08.047377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:08.047419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:08.047545] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:08.104958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:08.105758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:08.105867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:08.105915] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:08.226212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:08.226397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:08.226457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:08.226524] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:08.230421] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=74.80%) [2025-11-26T21:19:08.230770] [INFO ] [FORECASTER] Completed predict_future for ALKS [2025-11-26T21:19:08.230925] [INFO ] [sig ] ALKS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:08.374452] [INFO ] [LOCAL ] Saved forecast: ALKS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALKS.txt [2025-11-26T21:19:08.374712] [INFO ] [sig ] [135/3599] Completed ALKS in 0.3s | 2.85 sym/s | Total: 47.3s | ETA: 20.2m [2025-11-26T21:19:08.374795] [INFO ] [sig ] [136/3599] Forecasting ALL... [2025-11-26T21:19:08.374881] [INFO ] [sig ] Generating forecast for: ALL [2025-11-26T21:19:08.374961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-11-26T21:19:08.386972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALL'. [2025-11-26T21:19:08.387409] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-11-26T21:19:08.388294] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-11-26T21:19:08.388366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:08.388414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:08.388454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:08.388530] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:08.447142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:08.448050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:08.448153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:08.448197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:08.569570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:08.569763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:08.569813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:08.569855] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:08.573312] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=95.88%) [2025-11-26T21:19:08.573615] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-11-26T21:19:08.573788] [INFO ] [sig ] ALL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:08.715804] [INFO ] [LOCAL ] Saved forecast: ALL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALL.txt [2025-11-26T21:19:08.715995] [INFO ] [sig ] [136/3599] Completed ALL in 0.3s | 2.85 sym/s | Total: 47.6s | ETA: 20.2m [2025-11-26T21:19:08.716052] [INFO ] [sig ] [137/3599] Forecasting ALLE... [2025-11-26T21:19:08.716095] [INFO ] [sig ] Generating forecast for: ALLE [2025-11-26T21:19:08.716135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-11-26T21:19:08.727523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLE'. [2025-11-26T21:19:08.727906] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-11-26T21:19:08.728769] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-11-26T21:19:08.728838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:08.728899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:08.729150] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:08.729231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:08.788044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:08.788936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:08.789037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:08.789093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:08.908829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:08.909013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:08.909069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:08.909111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:08.912670] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=1.87%) [2025-11-26T21:19:08.913020] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-11-26T21:19:08.913174] [INFO ] [sig ] ALLE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:09.055999] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALLE.txt [2025-11-26T21:19:09.056161] [INFO ] [sig ] [137/3599] Completed ALLE in 0.3s | 2.86 sym/s | Total: 48.0s | ETA: 20.2m [2025-11-26T21:19:09.056217] [INFO ] [sig ] [138/3599] Forecasting ALLO... [2025-11-26T21:19:09.056262] [INFO ] [sig ] Generating forecast for: ALLO [2025-11-26T21:19:09.056323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'. [2025-11-26T21:19:09.066685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLO'. [2025-11-26T21:19:09.067010] [INFO ] [FORECASTER] Starting predict_future for ALLO [2025-11-26T21:19:09.067874] [DEBUG] [LOCAL ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt [2025-11-26T21:19:09.067944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:09.067989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:09.068027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:09.068098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:09.126547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:09.127309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:09.127409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:09.127476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:09.250495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:09.250683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:09.250748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:09.250790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:09.254332] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=12.04%) [2025-11-26T21:19:09.254664] [INFO ] [FORECASTER] Completed predict_future for ALLO [2025-11-26T21:19:09.254820] [INFO ] [sig ] ALLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:09.399887] [INFO ] [LOCAL ] Saved forecast: ALLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALLO.txt [2025-11-26T21:19:09.400086] [INFO ] [sig ] [138/3599] Completed ALLO in 0.3s | 2.86 sym/s | Total: 48.3s | ETA: 20.2m [2025-11-26T21:19:09.400144] [INFO ] [sig ] [139/3599] Forecasting ALLY... [2025-11-26T21:19:09.400186] [INFO ] [sig ] Generating forecast for: ALLY [2025-11-26T21:19:09.400227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-11-26T21:19:09.410913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLY'. [2025-11-26T21:19:09.411237] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-11-26T21:19:09.412052] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-11-26T21:19:09.412122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:09.412167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:09.412206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:09.412277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:09.471998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:09.473075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:09.473180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:09.473226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:09.599414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:09.599605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:09.599677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:09.599730] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:09.603191] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=22.43%) [2025-11-26T21:19:09.603488] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-11-26T21:19:09.603635] [INFO ] [sig ] ALLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:09.744175] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALLY.txt [2025-11-26T21:19:09.744333] [INFO ] [sig ] [139/3599] Completed ALLY in 0.3s | 2.86 sym/s | Total: 48.7s | ETA: 20.2m [2025-11-26T21:19:09.744388] [INFO ] [sig ] [140/3599] Forecasting ALMS... [2025-11-26T21:19:09.744429] [INFO ] [sig ] Generating forecast for: ALMS [2025-11-26T21:19:09.744470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'. [2025-11-26T21:19:09.755103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALMS'. [2025-11-26T21:19:09.755439] [INFO ] [FORECASTER] Starting predict_future for ALMS [2025-11-26T21:19:09.756337] [DEBUG] [LOCAL ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt [2025-11-26T21:19:09.756420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:09.756484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:09.756543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:09.756663] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:09.817078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:09.817972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:09.818076] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:09.818124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:09.942108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:09.942294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:09.942350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:09.942392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:09.945826] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=65.47%) [2025-11-26T21:19:09.946123] [INFO ] [FORECASTER] Completed predict_future for ALMS [2025-11-26T21:19:09.946274] [INFO ] [sig ] ALMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:10.087131] [INFO ] [LOCAL ] Saved forecast: ALMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALMS.txt [2025-11-26T21:19:10.087294] [INFO ] [sig ] [140/3599] Completed ALMS in 0.3s | 2.86 sym/s | Total: 49.0s | ETA: 20.2m [2025-11-26T21:19:10.087370] [INFO ] [sig ] [141/3599] Forecasting ALNY... [2025-11-26T21:19:10.087417] [INFO ] [sig ] Generating forecast for: ALNY [2025-11-26T21:19:10.087471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'. [2025-11-26T21:19:10.098146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALNY'. [2025-11-26T21:19:10.098460] [INFO ] [FORECASTER] Starting predict_future for ALNY [2025-11-26T21:19:10.099281] [DEBUG] [LOCAL ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt [2025-11-26T21:19:10.099352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:10.099397] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:10.099438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:10.099507] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:10.157469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:10.158302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:10.158406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:10.158453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:10.276685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:10.276867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:10.276919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:10.276960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:10.280369] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=56.81%) [2025-11-26T21:19:10.280682] [INFO ] [FORECASTER] Completed predict_future for ALNY [2025-11-26T21:19:10.280828] [INFO ] [sig ] ALNY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:10.423110] [INFO ] [LOCAL ] Saved forecast: ALNY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALNY.txt [2025-11-26T21:19:10.423347] [INFO ] [sig ] [141/3599] Completed ALNY in 0.3s | 2.86 sym/s | Total: 49.3s | ETA: 20.2m [2025-11-26T21:19:10.423406] [INFO ] [sig ] [142/3599] Forecasting ALRM... [2025-11-26T21:19:10.423448] [INFO ] [sig ] Generating forecast for: ALRM [2025-11-26T21:19:10.423488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'. [2025-11-26T21:19:10.434392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRM'. [2025-11-26T21:19:10.434704] [INFO ] [FORECASTER] Starting predict_future for ALRM [2025-11-26T21:19:10.435520] [DEBUG] [LOCAL ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt [2025-11-26T21:19:10.435590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:10.435635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:10.435702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:10.435772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:10.496200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:10.496861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:10.496956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:10.497003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:10.618706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:10.618881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:10.618934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:10.618976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:10.622360] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=9.28%) [2025-11-26T21:19:10.622673] [INFO ] [FORECASTER] Completed predict_future for ALRM [2025-11-26T21:19:10.622825] [INFO ] [sig ] ALRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:10.762907] [INFO ] [LOCAL ] Saved forecast: ALRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALRM.txt [2025-11-26T21:19:10.763071] [INFO ] [sig ] [142/3599] Completed ALRM in 0.3s | 2.86 sym/s | Total: 49.7s | ETA: 20.2m [2025-11-26T21:19:10.763126] [INFO ] [sig ] [143/3599] Forecasting ALRS... [2025-11-26T21:19:10.763190] [INFO ] [sig ] Generating forecast for: ALRS [2025-11-26T21:19:10.763240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'. [2025-11-26T21:19:10.773636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRS'. [2025-11-26T21:19:10.773964] [INFO ] [FORECASTER] Starting predict_future for ALRS [2025-11-26T21:19:10.774789] [DEBUG] [LOCAL ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt [2025-11-26T21:19:10.774873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:10.774921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:10.774960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:10.775029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:10.832262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:10.832921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:10.833060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:10.833111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:10.955994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:10.956157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:10.956209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:10.956249] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:10.959757] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=3.68%) [2025-11-26T21:19:10.960228] [INFO ] [FORECASTER] Completed predict_future for ALRS [2025-11-26T21:19:10.960373] [INFO ] [sig ] ALRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:11.100768] [INFO ] [LOCAL ] Saved forecast: ALRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALRS.txt [2025-11-26T21:19:11.100904] [INFO ] [sig ] [143/3599] Completed ALRS in 0.3s | 2.86 sym/s | Total: 50.0s | ETA: 20.1m [2025-11-26T21:19:11.100957] [INFO ] [sig ] [144/3599] Forecasting ALSN... [2025-11-26T21:19:11.101001] [INFO ] [sig ] Generating forecast for: ALSN [2025-11-26T21:19:11.101049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-11-26T21:19:11.115659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALSN'. [2025-11-26T21:19:11.116136] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-11-26T21:19:11.117373] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-11-26T21:19:11.117484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:11.117560] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:11.117625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:11.117800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:11.184582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:11.185487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:11.185607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:11.185691] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:11.301375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:11.301576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:11.301666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:11.301730] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:11.305413] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=28.70%) [2025-11-26T21:19:11.305774] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-11-26T21:19:11.305953] [INFO ] [sig ] ALSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:11.445838] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALSN.txt [2025-11-26T21:19:11.446015] [INFO ] [sig ] [144/3599] Completed ALSN in 0.3s | 2.86 sym/s | Total: 50.4s | ETA: 20.1m [2025-11-26T21:19:11.446079] [INFO ] [sig ] [145/3599] Forecasting ALTG... [2025-11-26T21:19:11.446127] [INFO ] [sig ] Generating forecast for: ALTG [2025-11-26T21:19:11.446189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-11-26T21:19:11.456426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTG'. [2025-11-26T21:19:11.456857] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-11-26T21:19:11.457730] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-11-26T21:19:11.457803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:11.457847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:11.457879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:11.457945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:11.516324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:11.517181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:11.517293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:11.517343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:11.636850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:11.637040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:11.637095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:11.637135] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:11.640707] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=94.16%) [2025-11-26T21:19:11.641028] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-11-26T21:19:11.641184] [INFO ] [sig ] ALTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:11.783560] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALTG.txt [2025-11-26T21:19:11.783777] [INFO ] [sig ] [145/3599] Completed ALTG in 0.3s | 2.86 sym/s | Total: 50.7s | ETA: 20.1m [2025-11-26T21:19:11.783860] [INFO ] [sig ] [146/3599] Forecasting ALTI... [2025-11-26T21:19:11.783901] [INFO ] [sig ] Generating forecast for: ALTI [2025-11-26T21:19:11.783948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'. [2025-11-26T21:19:11.797186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTI'. [2025-11-26T21:19:11.797665] [INFO ] [FORECASTER] Starting predict_future for ALTI [2025-11-26T21:19:11.798517] [DEBUG] [LOCAL ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt [2025-11-26T21:19:11.798591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:11.798639] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:11.798722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:11.798803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:11.860866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:11.861808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:11.861914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:11.861962] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:11.983578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:11.983797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:11.983870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:11.983933] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:11.987548] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=77.16%) [2025-11-26T21:19:11.987914] [INFO ] [FORECASTER] Completed predict_future for ALTI [2025-11-26T21:19:11.988092] [INFO ] [sig ] ALTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:12.130670] [INFO ] [LOCAL ] Saved forecast: ALTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALTI.txt [2025-11-26T21:19:12.130836] [INFO ] [sig ] [146/3599] Completed ALTI in 0.3s | 2.86 sym/s | Total: 51.1s | ETA: 20.1m [2025-11-26T21:19:12.130909] [INFO ] [sig ] [147/3599] Forecasting ALTS... [2025-11-26T21:19:12.130953] [INFO ] [sig ] Generating forecast for: ALTS [2025-11-26T21:19:12.131008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'. [2025-11-26T21:19:12.141189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTS'. [2025-11-26T21:19:12.141509] [INFO ] [FORECASTER] Starting predict_future for ALTS [2025-11-26T21:19:12.142346] [DEBUG] [LOCAL ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt [2025-11-26T21:19:12.142417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:12.142463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:12.142501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:12.142568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:12.199558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:12.200263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:12.200360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:12.200406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:12.320926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:12.321102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:12.321156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:12.321198] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:12.324595] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-11-26T21:19:12.324960] [INFO ] [FORECASTER] Completed predict_future for ALTS [2025-11-26T21:19:12.325112] [INFO ] [sig ] ALTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:12.464923] [INFO ] [LOCAL ] Saved forecast: ALTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALTS.txt [2025-11-26T21:19:12.465076] [INFO ] [sig ] [147/3599] Completed ALTS in 0.3s | 2.86 sym/s | Total: 51.4s | ETA: 20.1m [2025-11-26T21:19:12.465140] [INFO ] [sig ] [148/3599] Forecasting ALTY... [2025-11-26T21:19:12.465192] [INFO ] [sig ] Generating forecast for: ALTY [2025-11-26T21:19:12.465229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'. [2025-11-26T21:19:12.479964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTY'. [2025-11-26T21:19:12.480516] [INFO ] [FORECASTER] Starting predict_future for ALTY [2025-11-26T21:19:12.481671] [DEBUG] [LOCAL ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt [2025-11-26T21:19:12.481766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:12.481836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:12.481897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:12.481993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:12.549025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:12.550070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:12.550205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:12.550266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:12.663536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:12.663782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:12.663838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:12.663884] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:12.667418] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=73.27%) [2025-11-26T21:19:12.667829] [INFO ] [FORECASTER] Completed predict_future for ALTY [2025-11-26T21:19:12.667995] [INFO ] [sig ] ALTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:12.810589] [INFO ] [LOCAL ] Saved forecast: ALTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALTY.txt [2025-11-26T21:19:12.810793] [INFO ] [sig ] [148/3599] Completed ALTY in 0.3s | 2.86 sym/s | Total: 51.7s | ETA: 20.1m [2025-11-26T21:19:12.810849] [INFO ] [sig ] [149/3599] Forecasting ALVO... [2025-11-26T21:19:12.810885] [INFO ] [sig ] Generating forecast for: ALVO [2025-11-26T21:19:12.810929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'. [2025-11-26T21:19:12.821542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALVO'. [2025-11-26T21:19:12.821929] [INFO ] [FORECASTER] Starting predict_future for ALVO [2025-11-26T21:19:12.822745] [DEBUG] [LOCAL ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt [2025-11-26T21:19:12.822815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:12.822859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:12.822898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:12.822991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:12.881455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:12.882365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:12.882471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:12.882517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:13.001798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:13.001988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:13.002044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:13.002080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:13.005479] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=15.45%) [2025-11-26T21:19:13.005791] [INFO ] [FORECASTER] Completed predict_future for ALVO [2025-11-26T21:19:13.005941] [INFO ] [sig ] ALVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:13.149729] [INFO ] [LOCAL ] Saved forecast: ALVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALVO.txt [2025-11-26T21:19:13.149933] [INFO ] [sig ] [149/3599] Completed ALVO in 0.3s | 2.86 sym/s | Total: 52.1s | ETA: 20.1m [2025-11-26T21:19:13.149990] [INFO ] [sig ] [150/3599] Forecasting ALX... [2025-11-26T21:19:13.150056] [INFO ] [sig ] Generating forecast for: ALX [2025-11-26T21:19:13.150099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-11-26T21:19:13.160310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALX'. [2025-11-26T21:19:13.160701] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-11-26T21:19:13.161504] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-11-26T21:19:13.161575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:13.161620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:13.161681] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:13.161752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:13.218561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:13.219363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:13.219462] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:13.219509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:13.330592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:13.330809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:13.330891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:13.330936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:13.334309] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=25.12%) [2025-11-26T21:19:13.334609] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-11-26T21:19:13.334774] [INFO ] [sig ] ALX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:13.474562] [INFO ] [LOCAL ] Saved forecast: ALX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALX.txt [2025-11-26T21:19:13.474786] [INFO ] [sig ] [150/3599] Completed ALX in 0.3s | 2.86 sym/s | Total: 52.4s | ETA: 20.1m [2025-11-26T21:19:13.474848] [INFO ] [sig ] [151/3599] Forecasting ALXO... [2025-11-26T21:19:13.474891] [INFO ] [sig ] Generating forecast for: ALXO [2025-11-26T21:19:13.474967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'. [2025-11-26T21:19:13.486255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALXO'. [2025-11-26T21:19:13.486601] [INFO ] [FORECASTER] Starting predict_future for ALXO [2025-11-26T21:19:13.487487] [DEBUG] [LOCAL ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt [2025-11-26T21:19:13.487561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:13.487608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:13.487675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:13.487752] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:13.548431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:13.549327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:13.549432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:13.549480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:13.668269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:13.668453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:13.668510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:13.668551] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:13.672193] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=46.23%) [2025-11-26T21:19:13.672516] [INFO ] [FORECASTER] Completed predict_future for ALXO [2025-11-26T21:19:13.672699] [INFO ] [sig ] ALXO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:13.815487] [INFO ] [LOCAL ] Saved forecast: ALXO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ALXO.txt [2025-11-26T21:19:13.815716] [INFO ] [sig ] [151/3599] Completed ALXO in 0.3s | 2.86 sym/s | Total: 52.7s | ETA: 20.1m [2025-11-26T21:19:13.815784] [INFO ] [sig ] [152/3599] Forecasting ALZN... [2025-11-26T21:19:13.815835] [INFO ] [sig ] Generating forecast for: ALZN [2025-11-26T21:19:13.815887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'. [2025-11-26T21:19:13.826879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALZN'. [2025-11-26T21:19:13.827269] [INFO ] [FORECASTER] Starting predict_future for ALZN [2025-11-26T21:19:13.828157] [DEBUG] [LOCAL ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt [2025-11-26T21:19:13.828228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:13.828273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:13.828312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:13.828381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:13.886289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:13.887067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:13.887165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:13.887212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:14.003662] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:14.003850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:14.003903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:14.003944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:14.007369] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=99.48%) [2025-11-26T21:19:14.007723] [INFO ] [FORECASTER] Completed predict_future for ALZN [2025-11-26T21:19:14.007878] [INFO ] [sig ] ALZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:14.151724] [INFO ] [LOCAL ] Saved forecast: ALZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ALZN.txt [2025-11-26T21:19:14.151890] [INFO ] [sig ] [152/3599] Completed ALZN in 0.3s | 2.86 sym/s | Total: 53.1s | ETA: 20.1m [2025-11-26T21:19:14.151945] [INFO ] [sig ] [153/3599] Forecasting AM... [2025-11-26T21:19:14.151989] [INFO ] [sig ] Generating forecast for: AM [2025-11-26T21:19:14.152066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-11-26T21:19:14.163341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AM'. [2025-11-26T21:19:14.163721] [INFO ] [FORECASTER] Starting predict_future for AM [2025-11-26T21:19:14.164518] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-11-26T21:19:14.164589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:14.164635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:14.164699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:14.164770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:14.228287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:14.229124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:14.229228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:14.229278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:14.352085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:14.352270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:14.352324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:14.352366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:14.355790] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=6.02%) [2025-11-26T21:19:14.356082] [INFO ] [FORECASTER] Completed predict_future for AM [2025-11-26T21:19:14.356229] [INFO ] [sig ] AM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:14.497607] [INFO ] [LOCAL ] Saved forecast: AM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AM.txt [2025-11-26T21:19:14.498235] [INFO ] [sig ] [153/3599] Completed AM in 0.3s | 2.86 sym/s | Total: 53.4s | ETA: 20.1m [2025-11-26T21:19:14.498299] [INFO ] [sig ] [154/3599] Forecasting AMAL... [2025-11-26T21:19:14.498339] [INFO ] [sig ] Generating forecast for: AMAL [2025-11-26T21:19:14.498383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'. [2025-11-26T21:19:14.508663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMAL'. [2025-11-26T21:19:14.508978] [INFO ] [FORECASTER] Starting predict_future for AMAL [2025-11-26T21:19:14.509796] [DEBUG] [LOCAL ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt [2025-11-26T21:19:14.509870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:14.509949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:14.509992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:14.510062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:14.567278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:14.568020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:14.568117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:14.568163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:14.687132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:14.687306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:14.687358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:14.687399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:14.690828] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=11.32%) [2025-11-26T21:19:14.691127] [INFO ] [FORECASTER] Completed predict_future for AMAL [2025-11-26T21:19:14.691271] [INFO ] [sig ] AMAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:14.835200] [INFO ] [LOCAL ] Saved forecast: AMAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMAL.txt [2025-11-26T21:19:14.835360] [INFO ] [sig ] [154/3599] Completed AMAL in 0.3s | 2.86 sym/s | Total: 53.8s | ETA: 20.0m [2025-11-26T21:19:14.835418] [INFO ] [sig ] [155/3599] Forecasting AMBA... [2025-11-26T21:19:14.835461] [INFO ] [sig ] Generating forecast for: AMBA [2025-11-26T21:19:14.835502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'. [2025-11-26T21:19:14.846017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBA'. [2025-11-26T21:19:14.846396] [INFO ] [FORECASTER] Starting predict_future for AMBA [2025-11-26T21:19:14.847212] [DEBUG] [LOCAL ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt [2025-11-26T21:19:14.847283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:14.847328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:14.847367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:14.847435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:14.906427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:14.907441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:14.907600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:14.907676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:15.033426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:15.033630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:15.033705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:15.033749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:15.037271] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=7.96%) [2025-11-26T21:19:15.037634] [INFO ] [FORECASTER] Completed predict_future for AMBA [2025-11-26T21:19:15.037818] [INFO ] [sig ] AMBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:15.188483] [INFO ] [LOCAL ] Saved forecast: AMBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMBA.txt [2025-11-26T21:19:15.188841] [INFO ] [sig ] [155/3599] Completed AMBA in 0.4s | 2.86 sym/s | Total: 54.1s | ETA: 20.0m [2025-11-26T21:19:15.188912] [INFO ] [sig ] [156/3599] Forecasting AMBP... [2025-11-26T21:19:15.188965] [INFO ] [sig ] Generating forecast for: AMBP [2025-11-26T21:19:15.189010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-11-26T21:19:15.200070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBP'. [2025-11-26T21:19:15.200516] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-11-26T21:19:15.201397] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-11-26T21:19:15.201477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:15.201525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:15.201568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:15.201667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:15.263680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:15.264624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:15.264761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:15.264810] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:15.387289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:15.387507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:15.387565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:15.387610] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:15.391211] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=56.58%) [2025-11-26T21:19:15.391537] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-11-26T21:19:15.391715] [INFO ] [sig ] AMBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:15.536712] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMBP.txt [2025-11-26T21:19:15.536901] [INFO ] [sig ] [156/3599] Completed AMBP in 0.3s | 2.86 sym/s | Total: 54.5s | ETA: 20.0m [2025-11-26T21:19:15.536958] [INFO ] [sig ] [157/3599] Forecasting AMC... [2025-11-26T21:19:15.536998] [INFO ] [sig ] Generating forecast for: AMC [2025-11-26T21:19:15.537069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-11-26T21:19:15.550723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMC'. [2025-11-26T21:19:15.551162] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-11-26T21:19:15.552046] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-11-26T21:19:15.552119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:15.552167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:15.552208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:15.552277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:15.613126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:15.614100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:15.614211] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:15.614260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:15.738010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:15.738198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:15.738255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:15.738300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:15.741833] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=71.31%) [2025-11-26T21:19:15.742161] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-11-26T21:19:15.742320] [INFO ] [sig ] AMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:15.891469] [INFO ] [LOCAL ] Saved forecast: AMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMC.txt [2025-11-26T21:19:15.891687] [INFO ] [sig ] [157/3599] Completed AMC in 0.4s | 2.86 sym/s | Total: 54.8s | ETA: 20.0m [2025-11-26T21:19:15.891746] [INFO ] [sig ] [158/3599] Forecasting AMCX... [2025-11-26T21:19:15.891829] [INFO ] [sig ] Generating forecast for: AMCX [2025-11-26T21:19:15.891877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'. [2025-11-26T21:19:15.902982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMCX'. [2025-11-26T21:19:15.903347] [INFO ] [FORECASTER] Starting predict_future for AMCX [2025-11-26T21:19:15.904195] [DEBUG] [LOCAL ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt [2025-11-26T21:19:15.904266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:15.904322] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:15.904373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:15.904460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:15.962559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:15.963464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:15.963571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:15.963616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:16.085833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:16.086018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:16.086079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:16.086118] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:16.089571] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=34.84%) [2025-11-26T21:19:16.089902] [INFO ] [FORECASTER] Completed predict_future for AMCX [2025-11-26T21:19:16.090051] [INFO ] [sig ] AMCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:16.232271] [INFO ] [LOCAL ] Saved forecast: AMCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMCX.txt [2025-11-26T21:19:16.232436] [INFO ] [sig ] [158/3599] Completed AMCX in 0.3s | 2.86 sym/s | Total: 55.2s | ETA: 20.0m [2025-11-26T21:19:16.232493] [INFO ] [sig ] [159/3599] Forecasting AMD... [2025-11-26T21:19:16.232535] [INFO ] [sig ] Generating forecast for: AMD [2025-11-26T21:19:16.232600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'. [2025-11-26T21:19:16.244040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMD'. [2025-11-26T21:19:16.244461] [INFO ] [FORECASTER] Starting predict_future for AMD [2025-11-26T21:19:16.245312] [DEBUG] [LOCAL ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt [2025-11-26T21:19:16.245382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:16.245428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:16.245469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:16.245537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:16.305630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:16.306602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:16.306736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:16.306788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:16.441617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:16.441826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:16.441880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:16.441924] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:16.445427] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-11-26T21:19:16.445761] [INFO ] [FORECASTER] Completed predict_future for AMD [2025-11-26T21:19:16.445924] [INFO ] [sig ] AMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:16.589171] [INFO ] [LOCAL ] Saved forecast: AMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMD.txt [2025-11-26T21:19:16.589331] [INFO ] [sig ] [159/3599] Completed AMD in 0.4s | 2.86 sym/s | Total: 55.5s | ETA: 20.0m [2025-11-26T21:19:16.589387] [INFO ] [sig ] [160/3599] Forecasting AMDL... [2025-11-26T21:19:16.589430] [INFO ] [sig ] Generating forecast for: AMDL [2025-11-26T21:19:16.589472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'. [2025-11-26T21:19:16.600887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMDL'. [2025-11-26T21:19:16.601336] [INFO ] [FORECASTER] Starting predict_future for AMDL [2025-11-26T21:19:16.602181] [DEBUG] [LOCAL ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt [2025-11-26T21:19:16.602253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:16.602300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:16.602340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:16.602408] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:16.660334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:16.661289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:16.661396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:16.661448] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:16.785440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:16.785633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:16.785714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:16.785751] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:16.789274] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=68.91%) [2025-11-26T21:19:16.789603] [INFO ] [FORECASTER] Completed predict_future for AMDL [2025-11-26T21:19:16.789784] [INFO ] [sig ] AMDL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:16.929447] [INFO ] [LOCAL ] Saved forecast: AMDL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMDL.txt [2025-11-26T21:19:16.929620] [INFO ] [sig ] [160/3599] Completed AMDL in 0.3s | 2.86 sym/s | Total: 55.9s | ETA: 20.0m [2025-11-26T21:19:16.929700] [INFO ] [sig ] [161/3599] Forecasting AME... [2025-11-26T21:19:16.929754] [INFO ] [sig ] Generating forecast for: AME [2025-11-26T21:19:16.929797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-11-26T21:19:16.940074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AME'. [2025-11-26T21:19:16.940369] [INFO ] [FORECASTER] Starting predict_future for AME [2025-11-26T21:19:16.941178] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-11-26T21:19:16.941248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:16.941294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:16.941332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:16.941400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:16.998899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:16.999579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:16.999697] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:16.999752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:17.119173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:17.119371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:17.119427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:17.119488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:17.123063] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=73.72%) [2025-11-26T21:19:17.123374] [INFO ] [FORECASTER] Completed predict_future for AME [2025-11-26T21:19:17.123529] [INFO ] [sig ] AME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:17.267691] [INFO ] [LOCAL ] Saved forecast: AME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AME.txt [2025-11-26T21:19:17.267860] [INFO ] [sig ] [161/3599] Completed AME in 0.3s | 2.87 sym/s | Total: 56.2s | ETA: 20.0m [2025-11-26T21:19:17.267934] [INFO ] [sig ] [162/3599] Forecasting AMG... [2025-11-26T21:19:17.267985] [INFO ] [sig ] Generating forecast for: AMG [2025-11-26T21:19:17.268032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-11-26T21:19:17.283042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMG'. [2025-11-26T21:19:17.283536] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-11-26T21:19:17.284580] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-11-26T21:19:17.284690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:17.284751] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:17.284801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:17.284916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:17.355179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:17.356127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:17.356231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:17.356279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:17.470938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:17.471134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:17.471187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:17.471224] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:17.474662] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=12.41%) [2025-11-26T21:19:17.474974] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-11-26T21:19:17.475126] [INFO ] [sig ] AMG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:17.617016] [INFO ] [LOCAL ] Saved forecast: AMG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMG.txt [2025-11-26T21:19:17.617204] [INFO ] [sig ] [162/3599] Completed AMG in 0.3s | 2.87 sym/s | Total: 56.5s | ETA: 20.0m [2025-11-26T21:19:17.617257] [INFO ] [sig ] [163/3599] Forecasting AMGN... [2025-11-26T21:19:17.617295] [INFO ] [sig ] Generating forecast for: AMGN [2025-11-26T21:19:17.617334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'. [2025-11-26T21:19:17.628231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMGN'. [2025-11-26T21:19:17.628594] [INFO ] [FORECASTER] Starting predict_future for AMGN [2025-11-26T21:19:17.629417] [DEBUG] [LOCAL ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt [2025-11-26T21:19:17.629488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:17.629534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:17.629572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:17.629661] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:17.687618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:17.688516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:17.688615] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:17.688706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:17.805449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:17.805632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:17.805700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:17.805744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:17.809362] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=23.44%) [2025-11-26T21:19:17.809710] [INFO ] [FORECASTER] Completed predict_future for AMGN [2025-11-26T21:19:17.809861] [INFO ] [sig ] AMGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:17.951474] [INFO ] [LOCAL ] Saved forecast: AMGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMGN.txt [2025-11-26T21:19:17.951627] [INFO ] [sig ] [163/3599] Completed AMGN in 0.3s | 2.87 sym/s | Total: 56.9s | ETA: 20.0m [2025-11-26T21:19:17.951697] [INFO ] [sig ] [164/3599] Forecasting AMLX... [2025-11-26T21:19:17.951739] [INFO ] [sig ] Generating forecast for: AMLX [2025-11-26T21:19:17.951783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'. [2025-11-26T21:19:17.962490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMLX'. [2025-11-26T21:19:17.962814] [INFO ] [FORECASTER] Starting predict_future for AMLX [2025-11-26T21:19:17.963607] [DEBUG] [LOCAL ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt [2025-11-26T21:19:17.963693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:17.963741] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:17.963780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:17.963847] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:18.037944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:18.039159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:18.039260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:18.039307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:18.154685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:18.154868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:18.154921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:18.154963] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:18.158394] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-11-26T21:19:18.158729] [INFO ] [FORECASTER] Completed predict_future for AMLX [2025-11-26T21:19:18.158878] [INFO ] [sig ] AMLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:18.302834] [INFO ] [LOCAL ] Saved forecast: AMLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMLX.txt [2025-11-26T21:19:18.303061] [INFO ] [sig ] [164/3599] Completed AMLX in 0.4s | 2.87 sym/s | Total: 57.2s | ETA: 20.0m [2025-11-26T21:19:18.303123] [INFO ] [sig ] [165/3599] Forecasting AMN... [2025-11-26T21:19:18.303218] [INFO ] [sig ] Generating forecast for: AMN [2025-11-26T21:19:18.303262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-11-26T21:19:18.315067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMN'. [2025-11-26T21:19:18.315459] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-11-26T21:19:18.316292] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-11-26T21:19:18.316363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:18.316407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:18.316450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:18.316544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:18.375037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:18.375941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:18.376041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:18.376091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:18.494389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:18.494583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:18.494635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:18.494694] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:18.498181] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-11-26T21:19:18.498494] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-11-26T21:19:18.498670] [INFO ] [sig ] AMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:18.642190] [INFO ] [LOCAL ] Saved forecast: AMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMN.txt [2025-11-26T21:19:18.642374] [INFO ] [sig ] [165/3599] Completed AMN in 0.3s | 2.87 sym/s | Total: 57.6s | ETA: 20.0m [2025-11-26T21:19:18.642437] [INFO ] [sig ] [166/3599] Forecasting AMP... [2025-11-26T21:19:18.642475] [INFO ] [sig ] Generating forecast for: AMP [2025-11-26T21:19:18.642538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-11-26T21:19:18.653061] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMP'. [2025-11-26T21:19:18.653455] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-11-26T21:19:18.654329] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-11-26T21:19:18.654408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:18.654479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:18.654546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:18.654673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:18.714462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:18.715382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:18.715485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:18.715533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:18.834188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:18.834372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:18.834424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:18.834466] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:18.837948] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=48.07%) [2025-11-26T21:19:18.838279] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-11-26T21:19:18.838447] [INFO ] [sig ] AMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:18.979111] [INFO ] [LOCAL ] Saved forecast: AMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMP.txt [2025-11-26T21:19:18.979280] [INFO ] [sig ] [166/3599] Completed AMP in 0.3s | 2.87 sym/s | Total: 57.9s | ETA: 20.0m [2025-11-26T21:19:18.979337] [INFO ] [sig ] [167/3599] Forecasting AMPG... [2025-11-26T21:19:18.979388] [INFO ] [sig ] Generating forecast for: AMPG [2025-11-26T21:19:18.979431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'. [2025-11-26T21:19:18.990165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPG'. [2025-11-26T21:19:18.990499] [INFO ] [FORECASTER] Starting predict_future for AMPG [2025-11-26T21:19:18.991501] [DEBUG] [LOCAL ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt [2025-11-26T21:19:18.991602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:18.991691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:18.991751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:18.991846] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:19.052670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:19.053554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:19.053680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:19.053734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:19.176788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:19.176976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:19.177034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:19.177088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:19.180696] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=39.34%) [2025-11-26T21:19:19.181010] [INFO ] [FORECASTER] Completed predict_future for AMPG [2025-11-26T21:19:19.181173] [INFO ] [sig ] AMPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:19.326366] [INFO ] [LOCAL ] Saved forecast: AMPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMPG.txt [2025-11-26T21:19:19.326541] [INFO ] [sig ] [167/3599] Completed AMPG in 0.3s | 2.87 sym/s | Total: 58.3s | ETA: 20.0m [2025-11-26T21:19:19.326595] [INFO ] [sig ] [168/3599] Forecasting AMPH... [2025-11-26T21:19:19.326655] [INFO ] [sig ] Generating forecast for: AMPH [2025-11-26T21:19:19.326722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'. [2025-11-26T21:19:19.336955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPH'. [2025-11-26T21:19:19.337284] [INFO ] [FORECASTER] Starting predict_future for AMPH [2025-11-26T21:19:19.338190] [DEBUG] [LOCAL ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt [2025-11-26T21:19:19.338263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:19.338311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:19.338352] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:19.338424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:19.397870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:19.398629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:19.398749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:19.398799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:19.523728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:19.523916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:19.523969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:19.524003] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:19.527485] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: UP (p=60.52%) [2025-11-26T21:19:19.527806] [INFO ] [FORECASTER] Completed predict_future for AMPH [2025-11-26T21:19:19.527955] [INFO ] [sig ] AMPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:19.673677] [INFO ] [LOCAL ] Saved forecast: AMPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMPH.txt [2025-11-26T21:19:19.673847] [INFO ] [sig ] [168/3599] Completed AMPH in 0.3s | 2.87 sym/s | Total: 58.6s | ETA: 19.9m [2025-11-26T21:19:19.673900] [INFO ] [sig ] [169/3599] Forecasting AMPL... [2025-11-26T21:19:19.673944] [INFO ] [sig ] Generating forecast for: AMPL [2025-11-26T21:19:19.673984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'. [2025-11-26T21:19:19.684424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPL'. [2025-11-26T21:19:19.684780] [INFO ] [FORECASTER] Starting predict_future for AMPL [2025-11-26T21:19:19.685828] [DEBUG] [LOCAL ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt [2025-11-26T21:19:19.685899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:19.685943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:19.685998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:19.686112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:19.745233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:19.745968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:19.746069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:19.746128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:19.859819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:19.860007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:19.860064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:19.860122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:19.863721] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=88.12%) [2025-11-26T21:19:19.864084] [INFO ] [FORECASTER] Completed predict_future for AMPL [2025-11-26T21:19:19.864255] [INFO ] [sig ] AMPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:20.005606] [INFO ] [LOCAL ] Saved forecast: AMPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMPL.txt [2025-11-26T21:19:20.005812] [INFO ] [sig ] [169/3599] Completed AMPL in 0.3s | 2.87 sym/s | Total: 58.9s | ETA: 19.9m [2025-11-26T21:19:20.005907] [INFO ] [sig ] [170/3599] Forecasting AMPX... [2025-11-26T21:19:20.005996] [INFO ] [sig ] Generating forecast for: AMPX [2025-11-26T21:19:20.006064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-11-26T21:19:20.016390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPX'. [2025-11-26T21:19:20.016771] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-11-26T21:19:20.017625] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-11-26T21:19:20.017729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:20.017795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:20.017850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:20.017943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:20.075801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:20.076827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:20.076933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:20.076996] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:20.196023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:20.196209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:20.196261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:20.196303] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:20.199811] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=18.23%) [2025-11-26T21:19:20.200143] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-11-26T21:19:20.200307] [INFO ] [sig ] AMPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:20.338733] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMPX.txt [2025-11-26T21:19:20.338912] [INFO ] [sig ] [170/3599] Completed AMPX in 0.3s | 2.87 sym/s | Total: 59.3s | ETA: 19.9m [2025-11-26T21:19:20.338971] [INFO ] [sig ] [171/3599] Forecasting AMRC... [2025-11-26T21:19:20.339031] [INFO ] [sig ] Generating forecast for: AMRC [2025-11-26T21:19:20.339077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-11-26T21:19:20.350354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRC'. [2025-11-26T21:19:20.350798] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-11-26T21:19:20.351680] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-11-26T21:19:20.351751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:20.351799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:20.351838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:20.351939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:20.411353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:20.412264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:20.412372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:20.412667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:20.537184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:20.537384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:20.537442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:20.537501] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:20.541101] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=12.15%) [2025-11-26T21:19:20.541444] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-11-26T21:19:20.541609] [INFO ] [sig ] AMRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:20.691231] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRC.txt [2025-11-26T21:19:20.691432] [INFO ] [sig ] [171/3599] Completed AMRC in 0.4s | 2.87 sym/s | Total: 59.6s | ETA: 19.9m [2025-11-26T21:19:20.691488] [INFO ] [sig ] [172/3599] Forecasting AMRK... [2025-11-26T21:19:20.691533] [INFO ] [sig ] Generating forecast for: AMRK [2025-11-26T21:19:20.691577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'. [2025-11-26T21:19:20.703059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRK'. [2025-11-26T21:19:20.703420] [INFO ] [FORECASTER] Starting predict_future for AMRK [2025-11-26T21:19:20.704280] [DEBUG] [LOCAL ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt [2025-11-26T21:19:20.704353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:20.704401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:20.704442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:20.704512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:20.764548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:20.765313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:20.765418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:20.765467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:20.884741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:20.884927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:20.884980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:20.885022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:20.888660] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: DOWN (p=48.91%) [2025-11-26T21:19:20.888975] [INFO ] [FORECASTER] Completed predict_future for AMRK [2025-11-26T21:19:20.889140] [INFO ] [sig ] AMRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:21.033759] [INFO ] [LOCAL ] Saved forecast: AMRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRK.txt [2025-11-26T21:19:21.033948] [INFO ] [sig ] [172/3599] Completed AMRK in 0.3s | 2.87 sym/s | Total: 60.0s | ETA: 19.9m [2025-11-26T21:19:21.034020] [INFO ] [sig ] [173/3599] Forecasting AMRN... [2025-11-26T21:19:21.034069] [INFO ] [sig ] Generating forecast for: AMRN [2025-11-26T21:19:21.034137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'. [2025-11-26T21:19:21.044593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRN'. [2025-11-26T21:19:21.044937] [INFO ] [FORECASTER] Starting predict_future for AMRN [2025-11-26T21:19:21.045757] [DEBUG] [LOCAL ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt [2025-11-26T21:19:21.045828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:21.045873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:21.045913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:21.045981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:21.105181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:21.105994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:21.106097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:21.106147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:21.229073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:21.229288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:21.229344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:21.229386] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:21.232997] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=41.19%) [2025-11-26T21:19:21.233314] [INFO ] [FORECASTER] Completed predict_future for AMRN [2025-11-26T21:19:21.233477] [INFO ] [sig ] AMRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:21.372391] [INFO ] [LOCAL ] Saved forecast: AMRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRN.txt [2025-11-26T21:19:21.372533] [INFO ] [sig ] [173/3599] Completed AMRN in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:21.372586] [INFO ] [sig ] [174/3599] Forecasting AMRX... [2025-11-26T21:19:21.372630] [INFO ] [sig ] Generating forecast for: AMRX [2025-11-26T21:19:21.372693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'. [2025-11-26T21:19:21.383621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRX'. [2025-11-26T21:19:21.383941] [INFO ] [FORECASTER] Starting predict_future for AMRX [2025-11-26T21:19:21.384745] [DEBUG] [LOCAL ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt [2025-11-26T21:19:21.384814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:21.384859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:21.384899] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:21.384968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:21.443230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:21.443996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:21.444098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:21.444145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:21.562354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:21.562517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:21.562570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:21.562611] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:21.565941] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: DOWN (p=26.11%) [2025-11-26T21:19:21.566234] [INFO ] [FORECASTER] Completed predict_future for AMRX [2025-11-26T21:19:21.566379] [INFO ] [sig ] AMRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:21.706356] [INFO ] [LOCAL ] Saved forecast: AMRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMRX.txt [2025-11-26T21:19:21.706500] [INFO ] [sig ] [174/3599] Completed AMRX in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:21.706554] [INFO ] [sig ] [175/3599] Forecasting AMSC... [2025-11-26T21:19:21.706596] [INFO ] [sig ] Generating forecast for: AMSC [2025-11-26T21:19:21.706673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'. [2025-11-26T21:19:21.718110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSC'. [2025-11-26T21:19:21.718503] [INFO ] [FORECASTER] Starting predict_future for AMSC [2025-11-26T21:19:21.719437] [DEBUG] [LOCAL ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt [2025-11-26T21:19:21.719519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:21.719589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:21.719673] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:21.719784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:21.778342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:21.779063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:21.779177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:21.779251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:21.897436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:21.897657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:21.897764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:21.897834] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:21.901266] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=13.98%) [2025-11-26T21:19:21.901595] [INFO ] [FORECASTER] Completed predict_future for AMSC [2025-11-26T21:19:21.901800] [INFO ] [sig ] AMSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:22.043053] [INFO ] [LOCAL ] Saved forecast: AMSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMSC.txt [2025-11-26T21:19:22.043244] [INFO ] [sig ] [175/3599] Completed AMSC in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:22.043328] [INFO ] [sig ] [176/3599] Forecasting AMSF... [2025-11-26T21:19:22.043399] [INFO ] [sig ] Generating forecast for: AMSF [2025-11-26T21:19:22.043495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'. [2025-11-26T21:19:22.054003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSF'. [2025-11-26T21:19:22.054330] [INFO ] [FORECASTER] Starting predict_future for AMSF [2025-11-26T21:19:22.055173] [DEBUG] [LOCAL ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt [2025-11-26T21:19:22.055256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:22.055318] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:22.055377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:22.055474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:22.116194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:22.117055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:22.117159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:22.117208] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:22.236844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:22.236999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:22.237080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:22.237144] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:22.241291] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=0.99%) [2025-11-26T21:19:22.241682] [INFO ] [FORECASTER] Completed predict_future for AMSF [2025-11-26T21:19:22.241852] [INFO ] [sig ] AMSF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:22.388718] [INFO ] [LOCAL ] Saved forecast: AMSF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMSF.txt [2025-11-26T21:19:22.388894] [INFO ] [sig ] [176/3599] Completed AMSF in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:22.388949] [INFO ] [sig ] [177/3599] Forecasting AMTB... [2025-11-26T21:19:22.388994] [INFO ] [sig ] Generating forecast for: AMTB [2025-11-26T21:19:22.389034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-11-26T21:19:22.399598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTB'. [2025-11-26T21:19:22.399934] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-11-26T21:19:22.400794] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-11-26T21:19:22.400866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:22.400914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:22.400954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:22.401026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:22.462157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:22.462956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:22.463061] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:22.463112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:22.587409] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:22.587589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:22.587658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:22.587701] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:22.591190] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-11-26T21:19:22.591484] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-11-26T21:19:22.591634] [INFO ] [sig ] AMTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:22.732305] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMTB.txt [2025-11-26T21:19:22.732456] [INFO ] [sig ] [177/3599] Completed AMTB in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:22.732510] [INFO ] [sig ] [178/3599] Forecasting AMTX... [2025-11-26T21:19:22.732552] [INFO ] [sig ] Generating forecast for: AMTX [2025-11-26T21:19:22.732596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'. [2025-11-26T21:19:22.743915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTX'. [2025-11-26T21:19:22.744220] [INFO ] [FORECASTER] Starting predict_future for AMTX [2025-11-26T21:19:22.745039] [DEBUG] [LOCAL ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt [2025-11-26T21:19:22.745127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:22.745176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:22.745215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:22.745286] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:22.807997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:22.809142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:22.809281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:22.809359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:22.932746] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:22.932940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:22.933007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:22.933056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:22.936571] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=26.14%) [2025-11-26T21:19:22.936936] [INFO ] [FORECASTER] Completed predict_future for AMTX [2025-11-26T21:19:22.937114] [INFO ] [sig ] AMTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:23.081449] [INFO ] [LOCAL ] Saved forecast: AMTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMTX.txt [2025-11-26T21:19:23.081608] [INFO ] [sig ] [178/3599] Completed AMTX in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:23.081699] [INFO ] [sig ] [179/3599] Forecasting AMWD... [2025-11-26T21:19:23.081747] [INFO ] [sig ] Generating forecast for: AMWD [2025-11-26T21:19:23.081793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'. [2025-11-26T21:19:23.092016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWD'. [2025-11-26T21:19:23.092325] [INFO ] [FORECASTER] Starting predict_future for AMWD [2025-11-26T21:19:23.093135] [DEBUG] [LOCAL ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt [2025-11-26T21:19:23.093206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:23.093252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:23.093292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:23.093361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:23.154351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:23.155327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:23.155437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:23.155487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:23.276459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:23.276630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:23.276708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:23.276744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:23.280242] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=32.50%) [2025-11-26T21:19:23.280555] [INFO ] [FORECASTER] Completed predict_future for AMWD [2025-11-26T21:19:23.280740] [INFO ] [sig ] AMWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:23.429164] [INFO ] [LOCAL ] Saved forecast: AMWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMWD.txt [2025-11-26T21:19:23.429344] [INFO ] [sig ] [179/3599] Completed AMWD in 0.3s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:23.429401] [INFO ] [sig ] [180/3599] Forecasting AMWL... [2025-11-26T21:19:23.429446] [INFO ] [sig ] Generating forecast for: AMWL [2025-11-26T21:19:23.429488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-11-26T21:19:23.446975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWL'. [2025-11-26T21:19:23.447717] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-11-26T21:19:23.449180] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-11-26T21:19:23.449272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:23.449336] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:23.449392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:23.449494] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:23.525370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:23.527086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:23.527247] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:23.527300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:23.662082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:23.662355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:23.662423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:23.662459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:23.666383] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=5.38%) [2025-11-26T21:19:23.666771] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-11-26T21:19:23.666939] [INFO ] [sig ] AMWL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:23.812760] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMWL.txt [2025-11-26T21:19:23.813004] [INFO ] [sig ] [180/3599] Completed AMWL in 0.4s | 2.87 sym/s | Total: 1.0m | ETA: 19.9m [2025-11-26T21:19:23.813067] [INFO ] [sig ] [181/3599] Forecasting AMX... [2025-11-26T21:19:23.813139] [INFO ] [sig ] Generating forecast for: AMX [2025-11-26T21:19:23.813180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-11-26T21:19:23.825925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMX'. [2025-11-26T21:19:23.826403] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-11-26T21:19:23.827319] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-11-26T21:19:23.827393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:23.827443] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:23.827513] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:23.827588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:23.889809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:23.891030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:23.891158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:23.891206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:24.013721] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:24.014005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:24.014068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:24.014114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:24.018203] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=25.76%) [2025-11-26T21:19:24.018555] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-11-26T21:19:24.018750] [INFO ] [sig ] AMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:24.173890] [INFO ] [LOCAL ] Saved forecast: AMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AMX.txt [2025-11-26T21:19:24.174164] [INFO ] [sig ] [181/3599] Completed AMX in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m [2025-11-26T21:19:24.174475] [INFO ] [sig ] [182/3599] Forecasting AMZD... [2025-11-26T21:19:24.174526] [INFO ] [sig ] Generating forecast for: AMZD [2025-11-26T21:19:24.174575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'. [2025-11-26T21:19:24.188541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZD'. [2025-11-26T21:19:24.189219] [INFO ] [FORECASTER] Starting predict_future for AMZD [2025-11-26T21:19:24.190250] [DEBUG] [LOCAL ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt [2025-11-26T21:19:24.190327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:24.190377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:24.190445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:24.190535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:24.260268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:24.261496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:24.261632] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:24.261742] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:24.393363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:24.393726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:24.393815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:24.393888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:24.398833] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=79.69%) [2025-11-26T21:19:24.399318] [INFO ] [FORECASTER] Completed predict_future for AMZD [2025-11-26T21:19:24.399519] [INFO ] [sig ] AMZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:24.553542] [INFO ] [LOCAL ] Saved forecast: AMZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMZD.txt [2025-11-26T21:19:24.553802] [INFO ] [sig ] [182/3599] Completed AMZD in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m [2025-11-26T21:19:24.553902] [INFO ] [sig ] [183/3599] Forecasting AMZN... [2025-11-26T21:19:24.553954] [INFO ] [sig ] Generating forecast for: AMZN [2025-11-26T21:19:24.554015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'. [2025-11-26T21:19:24.566976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZN'. [2025-11-26T21:19:24.567436] [INFO ] [FORECASTER] Starting predict_future for AMZN [2025-11-26T21:19:24.568530] [DEBUG] [LOCAL ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt [2025-11-26T21:19:24.568608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:24.568693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:24.568750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:24.568856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:24.633116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:24.634586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:24.634750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:24.634806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:24.768420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:24.769102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:24.769169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:24.769215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:24.773565] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-11-26T21:19:24.774105] [INFO ] [FORECASTER] Completed predict_future for AMZN [2025-11-26T21:19:24.774294] [INFO ] [sig ] AMZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:24.926072] [INFO ] [LOCAL ] Saved forecast: AMZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMZN.txt [2025-11-26T21:19:24.926345] [INFO ] [sig ] [183/3599] Completed AMZN in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m [2025-11-26T21:19:24.926416] [INFO ] [sig ] [184/3599] Forecasting AMZZ... [2025-11-26T21:19:24.926531] [INFO ] [sig ] Generating forecast for: AMZZ [2025-11-26T21:19:24.926572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'. [2025-11-26T21:19:24.939955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'. [2025-11-26T21:19:24.940636] [INFO ] [FORECASTER] Starting predict_future for AMZZ [2025-11-26T21:19:24.941752] [DEBUG] [LOCAL ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt [2025-11-26T21:19:24.941843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:24.941915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:24.942005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:24.942115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:25.005484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:25.006749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:25.006879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:25.006944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:25.138057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:25.138326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:25.138431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:25.138483] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:25.142860] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=96.03%) [2025-11-26T21:19:25.143225] [INFO ] [FORECASTER] Completed predict_future for AMZZ [2025-11-26T21:19:25.143401] [INFO ] [sig ] AMZZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:25.291173] [INFO ] [LOCAL ] Saved forecast: AMZZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AMZZ.txt [2025-11-26T21:19:25.291418] [INFO ] [sig ] [184/3599] Completed AMZZ in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m [2025-11-26T21:19:25.291488] [INFO ] [sig ] [185/3599] Forecasting AN... [2025-11-26T21:19:25.291604] [INFO ] [sig ] Generating forecast for: AN [2025-11-26T21:19:25.291703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-11-26T21:19:25.304253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AN'. [2025-11-26T21:19:25.304709] [INFO ] [FORECASTER] Starting predict_future for AN [2025-11-26T21:19:25.305547] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-11-26T21:19:25.305619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:25.305686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:25.305728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:25.305800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:25.363166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:25.364128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:25.364237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:25.364284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:25.486356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:25.486558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:25.486631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:25.486699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:25.490403] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=70.81%) [2025-11-26T21:19:25.490811] [INFO ] [FORECASTER] Completed predict_future for AN [2025-11-26T21:19:25.490981] [INFO ] [sig ] AN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:25.633799] [INFO ] [LOCAL ] Saved forecast: AN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AN.txt [2025-11-26T21:19:25.633991] [INFO ] [sig ] [185/3599] Completed AN in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.9m [2025-11-26T21:19:25.634045] [INFO ] [sig ] [186/3599] Forecasting ANAB... [2025-11-26T21:19:25.634113] [INFO ] [sig ] Generating forecast for: ANAB [2025-11-26T21:19:25.634160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'. [2025-11-26T21:19:25.644466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANAB'. [2025-11-26T21:19:25.644865] [INFO ] [FORECASTER] Starting predict_future for ANAB [2025-11-26T21:19:25.645702] [DEBUG] [LOCAL ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt [2025-11-26T21:19:25.645771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:25.645815] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:25.645852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:25.645916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:25.708469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:25.709420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:25.709528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:25.709579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:25.828483] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:25.828696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:25.828748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:25.828790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:25.832270] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T21:19:25.832594] [INFO ] [FORECASTER] Completed predict_future for ANAB [2025-11-26T21:19:25.832766] [INFO ] [sig ] ANAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:25.975543] [INFO ] [LOCAL ] Saved forecast: ANAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANAB.txt [2025-11-26T21:19:25.975779] [INFO ] [sig ] [186/3599] Completed ANAB in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:25.975896] [INFO ] [sig ] [187/3599] Forecasting ANDE... [2025-11-26T21:19:25.975963] [INFO ] [sig ] Generating forecast for: ANDE [2025-11-26T21:19:25.976031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'. [2025-11-26T21:19:25.986634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANDE'. [2025-11-26T21:19:25.987055] [INFO ] [FORECASTER] Starting predict_future for ANDE [2025-11-26T21:19:25.987967] [DEBUG] [LOCAL ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt [2025-11-26T21:19:25.988047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:25.988118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:25.988181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:25.988291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:26.049141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:26.050087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:26.050217] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:26.050285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:26.173492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:26.173715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:26.173792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:26.173860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:26.177417] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=19.10%) [2025-11-26T21:19:26.177829] [INFO ] [FORECASTER] Completed predict_future for ANDE [2025-11-26T21:19:26.178019] [INFO ] [sig ] ANDE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:26.323080] [INFO ] [LOCAL ] Saved forecast: ANDE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANDE.txt [2025-11-26T21:19:26.323275] [INFO ] [sig ] [187/3599] Completed ANDE in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:26.323361] [INFO ] [sig ] [188/3599] Forecasting ANF... [2025-11-26T21:19:26.323462] [INFO ] [sig ] Generating forecast for: ANF [2025-11-26T21:19:26.323530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-11-26T21:19:26.333985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANF'. [2025-11-26T21:19:26.334359] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-11-26T21:19:26.335268] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-11-26T21:19:26.335342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:26.335389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:26.335429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:26.335498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:26.393375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:26.394302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:26.394410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:26.394460] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:26.512776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:26.512990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:26.513045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:26.513083] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:26.516534] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=8.24%) [2025-11-26T21:19:26.516886] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-11-26T21:19:26.517046] [INFO ] [sig ] ANF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:26.661749] [INFO ] [LOCAL ] Saved forecast: ANF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANF.txt [2025-11-26T21:19:26.661975] [INFO ] [sig ] [188/3599] Completed ANF in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:26.662071] [INFO ] [sig ] [189/3599] Forecasting ANGI... [2025-11-26T21:19:26.662146] [INFO ] [sig ] Generating forecast for: ANGI [2025-11-26T21:19:26.662213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'. [2025-11-26T21:19:26.673991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGI'. [2025-11-26T21:19:26.674397] [INFO ] [FORECASTER] Starting predict_future for ANGI [2025-11-26T21:19:26.675305] [DEBUG] [LOCAL ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt [2025-11-26T21:19:26.675380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:26.675443] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:26.675486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:26.675570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:26.734381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:26.735315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:26.735435] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:26.735500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:26.859279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:26.859481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:26.859547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:26.859601] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:26.863268] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=5.89%) [2025-11-26T21:19:26.863619] [INFO ] [FORECASTER] Completed predict_future for ANGI [2025-11-26T21:19:26.863805] [INFO ] [sig ] ANGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:27.016042] [INFO ] [LOCAL ] Saved forecast: ANGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANGI.txt [2025-11-26T21:19:27.016290] [INFO ] [sig ] [189/3599] Completed ANGI in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:27.016377] [INFO ] [sig ] [190/3599] Forecasting ANGL... [2025-11-26T21:19:27.016419] [INFO ] [sig ] Generating forecast for: ANGL [2025-11-26T21:19:27.016464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'. [2025-11-26T21:19:27.028965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGL'. [2025-11-26T21:19:27.029404] [INFO ] [FORECASTER] Starting predict_future for ANGL [2025-11-26T21:19:27.030375] [DEBUG] [LOCAL ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt [2025-11-26T21:19:27.030454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:27.030502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:27.030560] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:27.030688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:27.092492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:27.093450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:27.093574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:27.093630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:27.223142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:27.223328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:27.223381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:27.223423] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:27.226973] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-11-26T21:19:27.227302] [INFO ] [FORECASTER] Completed predict_future for ANGL [2025-11-26T21:19:27.227461] [INFO ] [sig ] ANGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:27.366487] [INFO ] [LOCAL ] Saved forecast: ANGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANGL.txt [2025-11-26T21:19:27.366663] [INFO ] [sig ] [190/3599] Completed ANGL in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:27.366724] [INFO ] [sig ] [191/3599] Forecasting ANGO... [2025-11-26T21:19:27.366791] [INFO ] [sig ] Generating forecast for: ANGO [2025-11-26T21:19:27.366837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'. [2025-11-26T21:19:27.377588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGO'. [2025-11-26T21:19:27.377965] [INFO ] [FORECASTER] Starting predict_future for ANGO [2025-11-26T21:19:27.378846] [DEBUG] [LOCAL ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt [2025-11-26T21:19:27.378921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:27.378968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:27.379009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:27.379079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:27.436207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:27.436924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:27.437024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:27.437070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:27.553809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:27.553970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:27.554021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:27.554063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:27.557662] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=51.52%) [2025-11-26T21:19:27.557974] [INFO ] [FORECASTER] Completed predict_future for ANGO [2025-11-26T21:19:27.558125] [INFO ] [sig ] ANGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:27.695893] [INFO ] [LOCAL ] Saved forecast: ANGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANGO.txt [2025-11-26T21:19:27.696040] [INFO ] [sig ] [191/3599] Completed ANGO in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:27.696094] [INFO ] [sig ] [192/3599] Forecasting ANIK... [2025-11-26T21:19:27.696145] [INFO ] [sig ] Generating forecast for: ANIK [2025-11-26T21:19:27.696186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'. [2025-11-26T21:19:27.706715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIK'. [2025-11-26T21:19:27.707035] [INFO ] [FORECASTER] Starting predict_future for ANIK [2025-11-26T21:19:27.707902] [DEBUG] [LOCAL ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt [2025-11-26T21:19:27.707974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:27.708020] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:27.708059] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:27.708128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:27.764542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:27.765226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:27.765324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:27.765373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:27.885492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:27.885676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:27.885730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:27.885769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:27.889308] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=40.75%) [2025-11-26T21:19:27.889618] [INFO ] [FORECASTER] Completed predict_future for ANIK [2025-11-26T21:19:27.889785] [INFO ] [sig ] ANIK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:28.029951] [INFO ] [LOCAL ] Saved forecast: ANIK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANIK.txt [2025-11-26T21:19:28.030100] [INFO ] [sig ] [192/3599] Completed ANIK in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:28.030170] [INFO ] [sig ] [193/3599] Forecasting ANIP... [2025-11-26T21:19:28.030230] [INFO ] [sig ] Generating forecast for: ANIP [2025-11-26T21:19:28.030296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'. [2025-11-26T21:19:28.040699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIP'. [2025-11-26T21:19:28.041022] [INFO ] [FORECASTER] Starting predict_future for ANIP [2025-11-26T21:19:28.041873] [DEBUG] [LOCAL ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt [2025-11-26T21:19:28.041942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:28.041987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:28.042026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:28.042093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:28.098910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:28.099584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:28.099699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:28.099745] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:28.226282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:28.226460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:28.226513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:28.226555] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:28.230011] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=93.57%) [2025-11-26T21:19:28.230314] [INFO ] [FORECASTER] Completed predict_future for ANIP [2025-11-26T21:19:28.230465] [INFO ] [sig ] ANIP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:28.373367] [INFO ] [LOCAL ] Saved forecast: ANIP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANIP.txt [2025-11-26T21:19:28.373580] [INFO ] [sig ] [193/3599] Completed ANIP in 0.3s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:28.373686] [INFO ] [sig ] [194/3599] Forecasting ANIX... [2025-11-26T21:19:28.373743] [INFO ] [sig ] Generating forecast for: ANIX [2025-11-26T21:19:28.373789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'. [2025-11-26T21:19:28.383932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIX'. [2025-11-26T21:19:28.384332] [INFO ] [FORECASTER] Starting predict_future for ANIX [2025-11-26T21:19:28.385269] [DEBUG] [LOCAL ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt [2025-11-26T21:19:28.385353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:28.385426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:28.385485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:28.385594] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:28.444714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:28.445747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:28.445873] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:28.445956] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:28.575864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:28.576093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:28.576206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:28.576273] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:28.580427] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=77.94%) [2025-11-26T21:19:28.580885] [INFO ] [FORECASTER] Completed predict_future for ANIX [2025-11-26T21:19:28.581107] [INFO ] [sig ] ANIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:28.742146] [INFO ] [LOCAL ] Saved forecast: ANIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANIX.txt [2025-11-26T21:19:28.742414] [INFO ] [sig ] [194/3599] Completed ANIX in 0.4s | 2.87 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:28.742504] [INFO ] [sig ] [195/3599] Forecasting ANTX... [2025-11-26T21:19:28.742609] [INFO ] [sig ] Generating forecast for: ANTX [2025-11-26T21:19:28.742676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'. [2025-11-26T21:19:28.756618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANTX'. [2025-11-26T21:19:28.758079] [INFO ] [FORECASTER] Starting predict_future for ANTX [2025-11-26T21:19:28.759520] [DEBUG] [LOCAL ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt [2025-11-26T21:19:28.759675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:28.759748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:28.759815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:28.759924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:28.839799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:28.841079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:28.841224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:28.841301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:28.978259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:28.978459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:28.978513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:28.978554] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:28.982692] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=61.36%) [2025-11-26T21:19:28.983082] [INFO ] [FORECASTER] Completed predict_future for ANTX [2025-11-26T21:19:28.983292] [INFO ] [sig ] ANTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:29.196060] [INFO ] [LOCAL ] Saved forecast: ANTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ANTX.txt [2025-11-26T21:19:29.196285] [INFO ] [sig ] [195/3599] Completed ANTX in 0.5s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:29.196375] [INFO ] [sig ] [196/3599] Forecasting ANVS... [2025-11-26T21:19:29.196422] [INFO ] [sig ] Generating forecast for: ANVS [2025-11-26T21:19:29.196465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-11-26T21:19:29.209028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANVS'. [2025-11-26T21:19:29.209516] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-11-26T21:19:29.210493] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-11-26T21:19:29.210568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:29.210615] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:29.210678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:29.210759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:29.292790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:29.293997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:29.294156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:29.294212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:29.434384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:29.434624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:29.434728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:29.434821] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:29.440150] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=48.04%) [2025-11-26T21:19:29.440587] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-11-26T21:19:29.440971] [INFO ] [sig ] ANVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:29.621297] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ANVS.txt [2025-11-26T21:19:29.621565] [INFO ] [sig ] [196/3599] Completed ANVS in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:29.621679] [INFO ] [sig ] [197/3599] Forecasting AOHY... [2025-11-26T21:19:29.621733] [INFO ] [sig ] Generating forecast for: AOHY [2025-11-26T21:19:29.621775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'. [2025-11-26T21:19:29.634997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOHY'. [2025-11-26T21:19:29.635567] [INFO ] [FORECASTER] Starting predict_future for AOHY [2025-11-26T21:19:29.636696] [DEBUG] [LOCAL ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt [2025-11-26T21:19:29.636769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:29.636817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:29.636856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:29.636936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:29.702552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:29.703528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:29.703638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:29.703714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:29.828964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:29.829154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:29.829221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:29.829275] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:29.832972] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=85.70%) [2025-11-26T21:19:29.833285] [INFO ] [FORECASTER] Completed predict_future for AOHY [2025-11-26T21:19:29.833443] [INFO ] [sig ] AOHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:29.982754] [INFO ] [LOCAL ] Saved forecast: AOHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AOHY.txt [2025-11-26T21:19:29.982946] [INFO ] [sig ] [197/3599] Completed AOHY in 0.4s | 2.86 sym/s | Total: 1.1m | ETA: 19.8m [2025-11-26T21:19:29.983004] [INFO ] [sig ] [198/3599] Forecasting AON... [2025-11-26T21:19:29.983072] [INFO ] [sig ] Generating forecast for: AON [2025-11-26T21:19:29.983119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-11-26T21:19:29.993673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AON'. [2025-11-26T21:19:29.993988] [INFO ] [FORECASTER] Starting predict_future for AON [2025-11-26T21:19:29.994810] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-11-26T21:19:29.994881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:29.994928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:29.994970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:29.995040] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:30.052132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:30.052972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:30.053077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:30.053144] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:30.179677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:30.179860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:30.179917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:30.179960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:30.183595] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=25.33%) [2025-11-26T21:19:30.183919] [INFO ] [FORECASTER] Completed predict_future for AON [2025-11-26T21:19:30.184073] [INFO ] [sig ] AON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:30.324666] [INFO ] [LOCAL ] Saved forecast: AON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AON.txt [2025-11-26T21:19:30.324819] [INFO ] [sig ] [198/3599] Completed AON in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:30.324875] [INFO ] [sig ] [199/3599] Forecasting AOS... [2025-11-26T21:19:30.324918] [INFO ] [sig ] Generating forecast for: AOS [2025-11-26T21:19:30.324959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-11-26T21:19:30.334918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOS'. [2025-11-26T21:19:30.335231] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-11-26T21:19:30.336087] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-11-26T21:19:30.336157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:30.336204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:30.336246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:30.336312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:30.393896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:30.394753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:30.394856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:30.394934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:30.517876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:30.518061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:30.518124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:30.518160] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:30.521725] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=75.45%) [2025-11-26T21:19:30.522032] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-11-26T21:19:30.522186] [INFO ] [sig ] AOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:30.665298] [INFO ] [LOCAL ] Saved forecast: AOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AOS.txt [2025-11-26T21:19:30.665470] [INFO ] [sig ] [199/3599] Completed AOS in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:30.665525] [INFO ] [sig ] [200/3599] Forecasting AP... [2025-11-26T21:19:30.665568] [INFO ] [sig ] Generating forecast for: AP [2025-11-26T21:19:30.665631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-11-26T21:19:30.676177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AP'. [2025-11-26T21:19:30.676522] [INFO ] [FORECASTER] Starting predict_future for AP [2025-11-26T21:19:30.677352] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-11-26T21:19:30.677423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:30.677492] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:30.677548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:30.677618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:30.735806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:30.736520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:30.736622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:30.736692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:30.856998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:30.857180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:30.857233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:30.857272] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:30.860877] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=97.56%) [2025-11-26T21:19:30.861184] [INFO ] [FORECASTER] Completed predict_future for AP [2025-11-26T21:19:30.861338] [INFO ] [sig ] AP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:31.005232] [INFO ] [LOCAL ] Saved forecast: AP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AP.txt [2025-11-26T21:19:31.005413] [INFO ] [sig ] [200/3599] Completed AP in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:31.005468] [INFO ] [sig ] [201/3599] Forecasting APA... [2025-11-26T21:19:31.005513] [INFO ] [sig ] Generating forecast for: APA [2025-11-26T21:19:31.005577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'. [2025-11-26T21:19:31.015765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APA'. [2025-11-26T21:19:31.016073] [INFO ] [FORECASTER] Starting predict_future for APA [2025-11-26T21:19:31.016893] [DEBUG] [LOCAL ] No optimal features file found for APA: ./output/feature-sets/APA.txt [2025-11-26T21:19:31.016962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:31.017008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:31.017048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:31.017115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:31.076506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:31.077390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:31.077508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:31.077559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:31.202942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:31.203128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:31.203183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:31.203224] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:31.206994] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=7.40%) [2025-11-26T21:19:31.207294] [INFO ] [FORECASTER] Completed predict_future for APA [2025-11-26T21:19:31.207441] [INFO ] [sig ] APA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:31.355453] [INFO ] [LOCAL ] Saved forecast: APA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APA.txt [2025-11-26T21:19:31.355631] [INFO ] [sig ] [201/3599] Completed APA in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:31.355707] [INFO ] [sig ] [202/3599] Forecasting APAM... [2025-11-26T21:19:31.355752] [INFO ] [sig ] Generating forecast for: APAM [2025-11-26T21:19:31.355815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-11-26T21:19:31.366955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APAM'. [2025-11-26T21:19:31.367377] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-11-26T21:19:31.368317] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-11-26T21:19:31.368407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:31.368457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:31.368502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:31.368570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:31.432934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:31.433970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:31.434084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:31.434136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:31.567380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:31.567666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:31.567740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:31.567788] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:31.571491] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-11-26T21:19:31.571851] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-11-26T21:19:31.572020] [INFO ] [sig ] APAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:31.720789] [INFO ] [LOCAL ] Saved forecast: APAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APAM.txt [2025-11-26T21:19:31.720982] [INFO ] [sig ] [202/3599] Completed APAM in 0.4s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:31.721038] [INFO ] [sig ] [203/3599] Forecasting APD... [2025-11-26T21:19:31.721108] [INFO ] [sig ] Generating forecast for: APD [2025-11-26T21:19:31.721148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-11-26T21:19:31.732519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APD'. [2025-11-26T21:19:31.732927] [INFO ] [FORECASTER] Starting predict_future for APD [2025-11-26T21:19:31.733781] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-11-26T21:19:31.733851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:31.733898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:31.733938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:31.734005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:31.790985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:31.791957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:31.792071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:31.792117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:31.914779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:31.914973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:31.915027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:31.915067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:31.918521] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=40.06%) [2025-11-26T21:19:31.918853] [INFO ] [FORECASTER] Completed predict_future for APD [2025-11-26T21:19:31.919006] [INFO ] [sig ] APD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:32.058372] [INFO ] [LOCAL ] Saved forecast: APD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APD.txt [2025-11-26T21:19:32.058540] [INFO ] [sig ] [203/3599] Completed APD in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:32.058593] [INFO ] [sig ] [204/3599] Forecasting APEI... [2025-11-26T21:19:32.058658] [INFO ] [sig ] Generating forecast for: APEI [2025-11-26T21:19:32.058729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'. [2025-11-26T21:19:32.069067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APEI'. [2025-11-26T21:19:32.069377] [INFO ] [FORECASTER] Starting predict_future for APEI [2025-11-26T21:19:32.070216] [DEBUG] [LOCAL ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt [2025-11-26T21:19:32.070289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:32.070334] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:32.070377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:32.070448] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:32.127029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:32.127750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:32.127848] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:32.127894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:32.244436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:32.244608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:32.244675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:32.244720] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:32.248129] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-11-26T21:19:32.248441] [INFO ] [FORECASTER] Completed predict_future for APEI [2025-11-26T21:19:32.248604] [INFO ] [sig ] APEI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:32.391254] [INFO ] [LOCAL ] Saved forecast: APEI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APEI.txt [2025-11-26T21:19:32.391418] [INFO ] [sig ] [204/3599] Completed APEI in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:32.391475] [INFO ] [sig ] [205/3599] Forecasting APG... [2025-11-26T21:19:32.391517] [INFO ] [sig ] Generating forecast for: APG [2025-11-26T21:19:32.391581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-11-26T21:19:32.403398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APG'. [2025-11-26T21:19:32.403896] [INFO ] [FORECASTER] Starting predict_future for APG [2025-11-26T21:19:32.404865] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-11-26T21:19:32.404940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:32.404988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:32.405031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:32.405107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:32.464945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:32.465964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:32.466100] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:32.466159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:32.587505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:32.587730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:32.587793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:32.587847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:32.591504] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=17.27%) [2025-11-26T21:19:32.591862] [INFO ] [FORECASTER] Completed predict_future for APG [2025-11-26T21:19:32.592032] [INFO ] [sig ] APG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:32.734298] [INFO ] [LOCAL ] Saved forecast: APG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APG.txt [2025-11-26T21:19:32.734505] [INFO ] [sig ] [205/3599] Completed APG in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:32.734592] [INFO ] [sig ] [206/3599] Forecasting APGE... [2025-11-26T21:19:32.734633] [INFO ] [sig ] Generating forecast for: APGE [2025-11-26T21:19:32.734707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'. [2025-11-26T21:19:32.745605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APGE'. [2025-11-26T21:19:32.746045] [INFO ] [FORECASTER] Starting predict_future for APGE [2025-11-26T21:19:32.746959] [DEBUG] [LOCAL ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt [2025-11-26T21:19:32.747032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:32.747081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:32.747135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:32.747226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:32.806535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:32.807403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:32.807529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:32.807588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:32.928992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:32.929181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:32.929237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:32.929281] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:32.932824] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=96.14%) [2025-11-26T21:19:32.933143] [INFO ] [FORECASTER] Completed predict_future for APGE [2025-11-26T21:19:32.933312] [INFO ] [sig ] APGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:33.074308] [INFO ] [LOCAL ] Saved forecast: APGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APGE.txt [2025-11-26T21:19:33.074486] [INFO ] [sig ] [206/3599] Completed APGE in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:33.074543] [INFO ] [sig ] [207/3599] Forecasting APH... [2025-11-26T21:19:33.074586] [INFO ] [sig ] Generating forecast for: APH [2025-11-26T21:19:33.074627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-11-26T21:19:33.085354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APH'. [2025-11-26T21:19:33.085700] [INFO ] [FORECASTER] Starting predict_future for APH [2025-11-26T21:19:33.086566] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-11-26T21:19:33.086664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:33.086724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:33.086776] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:33.086867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:33.147097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:33.147869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:33.147970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:33.148020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:33.269602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:33.269795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:33.269849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:33.269893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:33.273327] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: DOWN (p=12.19%) [2025-11-26T21:19:33.273688] [INFO ] [FORECASTER] Completed predict_future for APH [2025-11-26T21:19:33.273839] [INFO ] [sig ] APH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:33.414474] [INFO ] [LOCAL ] Saved forecast: APH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APH.txt [2025-11-26T21:19:33.414614] [INFO ] [sig ] [207/3599] Completed APH in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.8m [2025-11-26T21:19:33.414685] [INFO ] [sig ] [208/3599] Forecasting API... [2025-11-26T21:19:33.414744] [INFO ] [sig ] Generating forecast for: API [2025-11-26T21:19:33.414782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'. [2025-11-26T21:19:33.424852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'API'. [2025-11-26T21:19:33.425154] [INFO ] [FORECASTER] Starting predict_future for API [2025-11-26T21:19:33.426000] [DEBUG] [LOCAL ] No optimal features file found for API: ./output/feature-sets/API.txt [2025-11-26T21:19:33.426070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:33.426114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:33.426153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:33.426219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:33.484224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:33.484896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:33.484991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:33.485036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:33.604505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:33.604671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:33.604724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:33.604763] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:33.608129] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=79.29%) [2025-11-26T21:19:33.608462] [INFO ] [FORECASTER] Completed predict_future for API [2025-11-26T21:19:33.608612] [INFO ] [sig ] API: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:33.749748] [INFO ] [LOCAL ] Saved forecast: API 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/API.txt [2025-11-26T21:19:33.749897] [INFO ] [sig ] [208/3599] Completed API in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:33.749959] [INFO ] [sig ] [209/3599] Forecasting APLD... [2025-11-26T21:19:33.750001] [INFO ] [sig ] Generating forecast for: APLD [2025-11-26T21:19:33.750043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'. [2025-11-26T21:19:33.760223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLD'. [2025-11-26T21:19:33.760560] [INFO ] [FORECASTER] Starting predict_future for APLD [2025-11-26T21:19:33.761382] [DEBUG] [LOCAL ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt [2025-11-26T21:19:33.761454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:33.761502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:33.761541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:33.761633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:33.819554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:33.820258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:33.820356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:33.820405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:33.937355] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:33.937527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:33.937580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:33.937626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:33.940999] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=87.10%) [2025-11-26T21:19:33.941326] [INFO ] [FORECASTER] Completed predict_future for APLD [2025-11-26T21:19:33.941506] [INFO ] [sig ] APLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:34.085220] [INFO ] [LOCAL ] Saved forecast: APLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APLD.txt [2025-11-26T21:19:34.085375] [INFO ] [sig ] [209/3599] Completed APLD in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:34.085442] [INFO ] [sig ] [210/3599] Forecasting APLE... [2025-11-26T21:19:34.085490] [INFO ] [sig ] Generating forecast for: APLE [2025-11-26T21:19:34.085549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-11-26T21:19:34.096046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLE'. [2025-11-26T21:19:34.096368] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-11-26T21:19:34.097225] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-11-26T21:19:34.097296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:34.097340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:34.097379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:34.097512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:34.155448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:34.156171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:34.156268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:34.156314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:34.272623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:34.272810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:34.272870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:34.272910] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:34.276330] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=16.31%) [2025-11-26T21:19:34.276656] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-11-26T21:19:34.276802] [INFO ] [sig ] APLE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:34.418138] [INFO ] [LOCAL ] Saved forecast: APLE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APLE.txt [2025-11-26T21:19:34.418290] [INFO ] [sig ] [210/3599] Completed APLE in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:34.418347] [INFO ] [sig ] [211/3599] Forecasting APLS... [2025-11-26T21:19:34.418410] [INFO ] [sig ] Generating forecast for: APLS [2025-11-26T21:19:34.418455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'. [2025-11-26T21:19:34.428634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLS'. [2025-11-26T21:19:34.428979] [INFO ] [FORECASTER] Starting predict_future for APLS [2025-11-26T21:19:34.429837] [DEBUG] [LOCAL ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt [2025-11-26T21:19:34.429916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:34.429980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:34.430042] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:34.430140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:34.489696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:34.490394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:34.490503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:34.490570] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:34.610996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:34.611169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:34.611242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:34.611307] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:34.614826] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=7.49%) [2025-11-26T21:19:34.615149] [INFO ] [FORECASTER] Completed predict_future for APLS [2025-11-26T21:19:34.615322] [INFO ] [sig ] APLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:34.757067] [INFO ] [LOCAL ] Saved forecast: APLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APLS.txt [2025-11-26T21:19:34.757229] [INFO ] [sig ] [211/3599] Completed APLS in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:34.757301] [INFO ] [sig ] [212/3599] Forecasting APM... [2025-11-26T21:19:34.757391] [INFO ] [sig ] Generating forecast for: APM [2025-11-26T21:19:34.757470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'. [2025-11-26T21:19:34.767744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APM'. [2025-11-26T21:19:34.768058] [INFO ] [FORECASTER] Starting predict_future for APM [2025-11-26T21:19:34.768941] [DEBUG] [LOCAL ] No optimal features file found for APM: ./output/feature-sets/APM.txt [2025-11-26T21:19:34.769014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:34.769061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:34.769101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:34.769170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:34.828949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:34.829705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:34.829807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:34.829856] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:34.944761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:34.944914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:34.944966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:34.945007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:34.948364] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: UP (p=84.55%) [2025-11-26T21:19:34.948678] [INFO ] [FORECASTER] Completed predict_future for APM [2025-11-26T21:19:34.948828] [INFO ] [sig ] APM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:35.089600] [INFO ] [LOCAL ] Saved forecast: APM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APM.txt [2025-11-26T21:19:35.089768] [INFO ] [sig ] [212/3599] Completed APM in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:35.089822] [INFO ] [sig ] [213/3599] Forecasting APO... [2025-11-26T21:19:35.089862] [INFO ] [sig ] Generating forecast for: APO [2025-11-26T21:19:35.089927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-11-26T21:19:35.103618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APO'. [2025-11-26T21:19:35.103990] [INFO ] [FORECASTER] Starting predict_future for APO [2025-11-26T21:19:35.104842] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-11-26T21:19:35.104911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:35.104963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:35.105004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:35.105071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:35.163888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:35.164711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:35.164824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:35.164874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:35.287673] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:35.287821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:35.287873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:35.287912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:35.291374] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-11-26T21:19:35.291707] [INFO ] [FORECASTER] Completed predict_future for APO [2025-11-26T21:19:35.291859] [INFO ] [sig ] APO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:35.431234] [INFO ] [LOCAL ] Saved forecast: APO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APO.txt [2025-11-26T21:19:35.431382] [INFO ] [sig ] [213/3599] Completed APO in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:35.431435] [INFO ] [sig ] [214/3599] Forecasting APOG... [2025-11-26T21:19:35.431491] [INFO ] [sig ] Generating forecast for: APOG [2025-11-26T21:19:35.431539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'. [2025-11-26T21:19:35.441581] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOG'. [2025-11-26T21:19:35.441899] [INFO ] [FORECASTER] Starting predict_future for APOG [2025-11-26T21:19:35.442712] [DEBUG] [LOCAL ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt [2025-11-26T21:19:35.442780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:35.442823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:35.442862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:35.442928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:35.501741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:35.502491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:35.502594] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:35.502661] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:35.626467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:35.626630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:35.626703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:35.626746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:35.630209] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=86.13%) [2025-11-26T21:19:35.630524] [INFO ] [FORECASTER] Completed predict_future for APOG [2025-11-26T21:19:35.630701] [INFO ] [sig ] APOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:35.771490] [INFO ] [LOCAL ] Saved forecast: APOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APOG.txt [2025-11-26T21:19:35.771658] [INFO ] [sig ] [214/3599] Completed APOG in 0.3s | 2.86 sym/s | Total: 1.2m | ETA: 19.7m [2025-11-26T21:19:35.771714] [INFO ] [sig ] [215/3599] Forecasting APOS... [2025-11-26T21:19:35.771754] [INFO ] [sig ] Generating forecast for: APOS [2025-11-26T21:19:35.771811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-11-26T21:19:35.781736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOS'. [2025-11-26T21:19:35.782056] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-11-26T21:19:35.782870] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-11-26T21:19:35.782939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:35.782983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:35.783025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:35.783091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:35.845693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:35.846520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:35.846627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:35.846698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:35.967364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:35.967538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:35.967584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:35.967623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:35.971052] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=76.26%) [2025-11-26T21:19:35.971361] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-11-26T21:19:35.971512] [INFO ] [sig ] APOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:36.111682] [INFO ] [LOCAL ] Saved forecast: APOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APOS.txt [2025-11-26T21:19:36.111837] [INFO ] [sig ] [215/3599] Completed APOS in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.7m [2025-11-26T21:19:36.111890] [INFO ] [sig ] [216/3599] Forecasting APP... [2025-11-26T21:19:36.111932] [INFO ] [sig ] Generating forecast for: APP [2025-11-26T21:19:36.111994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'. [2025-11-26T21:19:36.122043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APP'. [2025-11-26T21:19:36.122349] [INFO ] [FORECASTER] Starting predict_future for APP [2025-11-26T21:19:36.123182] [DEBUG] [LOCAL ] No optimal features file found for APP: ./output/feature-sets/APP.txt [2025-11-26T21:19:36.123253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:36.123291] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:36.123337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:36.123409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:36.182517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:36.183225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:36.183322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:36.183364] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:36.300786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:36.300942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:36.300995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:36.301035] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:36.304428] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: DOWN (p=5.66%) [2025-11-26T21:19:36.304913] [INFO ] [FORECASTER] Completed predict_future for APP [2025-11-26T21:19:36.305088] [INFO ] [sig ] APP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:36.443781] [INFO ] [LOCAL ] Saved forecast: APP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APP.txt [2025-11-26T21:19:36.443931] [INFO ] [sig ] [216/3599] Completed APP in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.7m [2025-11-26T21:19:36.443995] [INFO ] [sig ] [217/3599] Forecasting APPF... [2025-11-26T21:19:36.444039] [INFO ] [sig ] Generating forecast for: APPF [2025-11-26T21:19:36.444078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'. [2025-11-26T21:19:36.454362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPF'. [2025-11-26T21:19:36.454725] [INFO ] [FORECASTER] Starting predict_future for APPF [2025-11-26T21:19:36.455570] [DEBUG] [LOCAL ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt [2025-11-26T21:19:36.455665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:36.455724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:36.455767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:36.455835] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:36.513871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:36.514681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:36.514778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:36.514829] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:36.634833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:36.635017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:36.635081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:36.635116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:36.638618] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-11-26T21:19:36.638935] [INFO ] [FORECASTER] Completed predict_future for APPF [2025-11-26T21:19:36.639082] [INFO ] [sig ] APPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:36.778009] [INFO ] [LOCAL ] Saved forecast: APPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APPF.txt [2025-11-26T21:19:36.778158] [INFO ] [sig ] [217/3599] Completed APPF in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.7m [2025-11-26T21:19:36.778212] [INFO ] [sig ] [218/3599] Forecasting APPN... [2025-11-26T21:19:36.778279] [INFO ] [sig ] Generating forecast for: APPN [2025-11-26T21:19:36.778334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'. [2025-11-26T21:19:36.788396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPN'. [2025-11-26T21:19:36.788709] [INFO ] [FORECASTER] Starting predict_future for APPN [2025-11-26T21:19:36.789500] [DEBUG] [LOCAL ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt [2025-11-26T21:19:36.789570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:36.789614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:36.789682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:36.789755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:36.846695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:36.847345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:36.847440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:36.847572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:36.967022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:36.967187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:36.967265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:36.967337] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:36.970773] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=55.03%) [2025-11-26T21:19:36.971100] [INFO ] [FORECASTER] Completed predict_future for APPN [2025-11-26T21:19:36.971302] [INFO ] [sig ] APPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:37.111241] [INFO ] [LOCAL ] Saved forecast: APPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APPN.txt [2025-11-26T21:19:37.111405] [INFO ] [sig ] [218/3599] Completed APPN in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.7m [2025-11-26T21:19:37.111490] [INFO ] [sig ] [219/3599] Forecasting APPS... [2025-11-26T21:19:37.111578] [INFO ] [sig ] Generating forecast for: APPS [2025-11-26T21:19:37.111669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'. [2025-11-26T21:19:37.122027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPS'. [2025-11-26T21:19:37.122364] [INFO ] [FORECASTER] Starting predict_future for APPS [2025-11-26T21:19:37.123221] [DEBUG] [LOCAL ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt [2025-11-26T21:19:37.123294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:37.123359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:37.123431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:37.123530] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:37.181329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:37.182071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:37.182194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:37.182266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:37.303001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:37.303163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:37.303244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:37.303314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:37.306756] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=69.75%) [2025-11-26T21:19:37.307084] [INFO ] [FORECASTER] Completed predict_future for APPS [2025-11-26T21:19:37.307268] [INFO ] [sig ] APPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:37.452593] [INFO ] [LOCAL ] Saved forecast: APPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/APPS.txt [2025-11-26T21:19:37.452799] [INFO ] [sig ] [219/3599] Completed APPS in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:37.452877] [INFO ] [sig ] [220/3599] Forecasting APRE... [2025-11-26T21:19:37.452974] [INFO ] [sig ] Generating forecast for: APRE [2025-11-26T21:19:37.453042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'. [2025-11-26T21:19:37.463093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APRE'. [2025-11-26T21:19:37.463476] [INFO ] [FORECASTER] Starting predict_future for APRE [2025-11-26T21:19:37.464347] [DEBUG] [LOCAL ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt [2025-11-26T21:19:37.464419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:37.464471] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:37.464525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:37.464612] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:37.521955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:37.522669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:37.522758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:37.522815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:37.632225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:37.632393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:37.632455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:37.632525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:37.635947] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=9.32%) [2025-11-26T21:19:37.636248] [INFO ] [FORECASTER] Completed predict_future for APRE [2025-11-26T21:19:37.636414] [INFO ] [sig ] APRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:37.776320] [INFO ] [LOCAL ] Saved forecast: APRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APRE.txt [2025-11-26T21:19:37.776512] [INFO ] [sig ] [220/3599] Completed APRE in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:37.776590] [INFO ] [sig ] [221/3599] Forecasting APVO... [2025-11-26T21:19:37.776630] [INFO ] [sig ] Generating forecast for: APVO [2025-11-26T21:19:37.776689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'. [2025-11-26T21:19:37.787795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APVO'. [2025-11-26T21:19:37.788171] [INFO ] [FORECASTER] Starting predict_future for APVO [2025-11-26T21:19:37.789073] [DEBUG] [LOCAL ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt [2025-11-26T21:19:37.789155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:37.789219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:37.789272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:37.789362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:37.847287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:37.848051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:37.848154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:37.848210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:37.961439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:37.961607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:37.961686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:37.961741] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:37.965189] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-11-26T21:19:37.965524] [INFO ] [FORECASTER] Completed predict_future for APVO [2025-11-26T21:19:37.965716] [INFO ] [sig ] APVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:38.105247] [INFO ] [LOCAL ] Saved forecast: APVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APVO.txt [2025-11-26T21:19:38.105403] [INFO ] [sig ] [221/3599] Completed APVO in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:38.105457] [INFO ] [sig ] [222/3599] Forecasting APYX... [2025-11-26T21:19:38.105499] [INFO ] [sig ] Generating forecast for: APYX [2025-11-26T21:19:38.105561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'. [2025-11-26T21:19:38.115871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APYX'. [2025-11-26T21:19:38.116202] [INFO ] [FORECASTER] Starting predict_future for APYX [2025-11-26T21:19:38.117036] [DEBUG] [LOCAL ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt [2025-11-26T21:19:38.117107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:38.117161] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:38.117211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:38.117296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:38.175794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:38.176479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:38.176596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:38.176793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:38.292120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:38.292267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:38.292319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:38.292369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:38.295802] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=30.57%) [2025-11-26T21:19:38.296120] [INFO ] [FORECASTER] Completed predict_future for APYX [2025-11-26T21:19:38.296269] [INFO ] [sig ] APYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:38.436274] [INFO ] [LOCAL ] Saved forecast: APYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/APYX.txt [2025-11-26T21:19:38.436440] [INFO ] [sig ] [222/3599] Completed APYX in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:38.436508] [INFO ] [sig ] [223/3599] Forecasting AQMS... [2025-11-26T21:19:38.436600] [INFO ] [sig ] Generating forecast for: AQMS [2025-11-26T21:19:38.436665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'. [2025-11-26T21:19:38.446950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQMS'. [2025-11-26T21:19:38.447305] [INFO ] [FORECASTER] Starting predict_future for AQMS [2025-11-26T21:19:38.448239] [DEBUG] [LOCAL ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt [2025-11-26T21:19:38.448312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:38.448360] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:38.448401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:38.448501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:38.507628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:38.508353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:38.508461] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:38.508520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:38.624334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:38.624531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:38.624594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:38.624669] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:38.628299] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=14.02%) [2025-11-26T21:19:38.628631] [INFO ] [FORECASTER] Completed predict_future for AQMS [2025-11-26T21:19:38.628805] [INFO ] [sig ] AQMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:38.768473] [INFO ] [LOCAL ] Saved forecast: AQMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AQMS.txt [2025-11-26T21:19:38.768631] [INFO ] [sig ] [223/3599] Completed AQMS in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:38.768699] [INFO ] [sig ] [224/3599] Forecasting AQNB... [2025-11-26T21:19:38.768745] [INFO ] [sig ] Generating forecast for: AQNB [2025-11-26T21:19:38.768840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-11-26T21:19:38.779078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQNB'. [2025-11-26T21:19:38.779423] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-11-26T21:19:38.780322] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-11-26T21:19:38.780395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:38.780455] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:38.780501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:38.780571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:38.840340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:38.841088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:38.841188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:38.841236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:38.953488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:38.953677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:38.953737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:38.953782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:38.957298] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=74.54%) [2025-11-26T21:19:38.957667] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-11-26T21:19:38.957822] [INFO ] [sig ] AQNB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:39.096736] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AQNB.txt [2025-11-26T21:19:39.096901] [INFO ] [sig ] [224/3599] Completed AQNB in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:39.096956] [INFO ] [sig ] [225/3599] Forecasting ARBB... [2025-11-26T21:19:39.097000] [INFO ] [sig ] Generating forecast for: ARBB [2025-11-26T21:19:39.097045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'. [2025-11-26T21:19:39.107142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBB'. [2025-11-26T21:19:39.107549] [INFO ] [FORECASTER] Starting predict_future for ARBB [2025-11-26T21:19:39.108375] [DEBUG] [LOCAL ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt [2025-11-26T21:19:39.108451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:39.108497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:39.108536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:39.108608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:39.168012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:39.169112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:39.169229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:39.169282] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:39.285774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:39.285987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:39.286046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:39.286089] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:39.290033] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=53.67%) [2025-11-26T21:19:39.290415] [INFO ] [FORECASTER] Completed predict_future for ARBB [2025-11-26T21:19:39.290590] [INFO ] [sig ] ARBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:39.437872] [INFO ] [LOCAL ] Saved forecast: ARBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARBB.txt [2025-11-26T21:19:39.438066] [INFO ] [sig ] [225/3599] Completed ARBB in 0.3s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:39.438125] [INFO ] [sig ] [226/3599] Forecasting ARBE... [2025-11-26T21:19:39.438170] [INFO ] [sig ] Generating forecast for: ARBE [2025-11-26T21:19:39.438238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'. [2025-11-26T21:19:39.451606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBE'. [2025-11-26T21:19:39.452285] [INFO ] [FORECASTER] Starting predict_future for ARBE [2025-11-26T21:19:39.453341] [DEBUG] [LOCAL ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt [2025-11-26T21:19:39.453419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:39.453470] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:39.453512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:39.453586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:39.513978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:39.515262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:39.515384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:39.515437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:39.643471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:39.643753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:39.643818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:39.643892] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:39.647969] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=48.08%) [2025-11-26T21:19:39.648304] [INFO ] [FORECASTER] Completed predict_future for ARBE [2025-11-26T21:19:39.648466] [INFO ] [sig ] ARBE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:39.795061] [INFO ] [LOCAL ] Saved forecast: ARBE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARBE.txt [2025-11-26T21:19:39.795302] [INFO ] [sig ] [226/3599] Completed ARBE in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:39.795364] [INFO ] [sig ] [227/3599] Forecasting ARCB... [2025-11-26T21:19:39.795455] [INFO ] [sig ] Generating forecast for: ARCB [2025-11-26T21:19:39.795503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'. [2025-11-26T21:19:39.808687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCB'. [2025-11-26T21:19:39.809249] [INFO ] [FORECASTER] Starting predict_future for ARCB [2025-11-26T21:19:39.810224] [DEBUG] [LOCAL ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt [2025-11-26T21:19:39.810299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:39.810356] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:39.810399] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:39.810472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:39.870598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:39.871467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:39.871579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:39.871627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:40.002155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:40.002425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:40.002485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:40.002530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:40.006549] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=73.80%) [2025-11-26T21:19:40.006920] [INFO ] [FORECASTER] Completed predict_future for ARCB [2025-11-26T21:19:40.007095] [INFO ] [sig ] ARCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:40.170307] [INFO ] [LOCAL ] Saved forecast: ARCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARCB.txt [2025-11-26T21:19:40.170632] [INFO ] [sig ] [227/3599] Completed ARCB in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:40.170714] [INFO ] [sig ] [228/3599] Forecasting ARCC... [2025-11-26T21:19:40.170880] [INFO ] [sig ] Generating forecast for: ARCC [2025-11-26T21:19:40.170936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'. [2025-11-26T21:19:40.185260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCC'. [2025-11-26T21:19:40.185670] [INFO ] [FORECASTER] Starting predict_future for ARCC [2025-11-26T21:19:40.186718] [DEBUG] [LOCAL ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt [2025-11-26T21:19:40.186797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:40.186848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:40.186891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:40.186978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:40.248357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:40.249612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:40.249770] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:40.249852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:40.376554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:40.376874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:40.376940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:40.376996] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:40.381113] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=76.62%) [2025-11-26T21:19:40.381482] [INFO ] [FORECASTER] Completed predict_future for ARCC [2025-11-26T21:19:40.381675] [INFO ] [sig ] ARCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:40.526092] [INFO ] [LOCAL ] Saved forecast: ARCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARCC.txt [2025-11-26T21:19:40.526377] [INFO ] [sig ] [228/3599] Completed ARCC in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:40.526443] [INFO ] [sig ] [229/3599] Forecasting ARDC... [2025-11-26T21:19:40.526490] [INFO ] [sig ] Generating forecast for: ARDC [2025-11-26T21:19:40.526537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-11-26T21:19:40.539485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDC'. [2025-11-26T21:19:40.539979] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-11-26T21:19:40.540982] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-11-26T21:19:40.541054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:40.541106] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:40.541146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:40.541220] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:40.599507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:40.600580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:40.600726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:40.600780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:40.721332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:40.721593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:40.721701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:40.721776] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:40.726042] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=44.00%) [2025-11-26T21:19:40.726422] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-11-26T21:19:40.726610] [INFO ] [sig ] ARDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:40.888555] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARDC.txt [2025-11-26T21:19:40.889019] [INFO ] [sig ] [229/3599] Completed ARDC in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:40.889099] [INFO ] [sig ] [230/3599] Forecasting ARDX... [2025-11-26T21:19:40.889154] [INFO ] [sig ] Generating forecast for: ARDX [2025-11-26T21:19:40.889244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'. [2025-11-26T21:19:40.903712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDX'. [2025-11-26T21:19:40.904307] [INFO ] [FORECASTER] Starting predict_future for ARDX [2025-11-26T21:19:40.905356] [DEBUG] [LOCAL ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt [2025-11-26T21:19:40.905430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:40.905476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:40.905517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:40.905592] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:40.964792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:40.966082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:40.966212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:40.966261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:41.088837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:41.089099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:41.089156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:41.089199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:41.093178] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=21.75%) [2025-11-26T21:19:41.093552] [INFO ] [FORECASTER] Completed predict_future for ARDX [2025-11-26T21:19:41.093757] [INFO ] [sig ] ARDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:41.239914] [INFO ] [LOCAL ] Saved forecast: ARDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARDX.txt [2025-11-26T21:19:41.240209] [INFO ] [sig ] [230/3599] Completed ARDX in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:41.240319] [INFO ] [sig ] [231/3599] Forecasting ARE... [2025-11-26T21:19:41.240375] [INFO ] [sig ] Generating forecast for: ARE [2025-11-26T21:19:41.240421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-11-26T21:19:41.253917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARE'. [2025-11-26T21:19:41.254452] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-11-26T21:19:41.255550] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-11-26T21:19:41.255627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:41.255703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:41.255755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:41.255833] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:41.317988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:41.319319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:41.319446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:41.319498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:41.448192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:41.448487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:41.448548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:41.448622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:41.453051] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=9.60%) [2025-11-26T21:19:41.453480] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-11-26T21:19:41.453690] [INFO ] [sig ] ARE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:41.604575] [INFO ] [LOCAL ] Saved forecast: ARE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARE.txt [2025-11-26T21:19:41.604868] [INFO ] [sig ] [231/3599] Completed ARE in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:41.604931] [INFO ] [sig ] [232/3599] Forecasting AREC... [2025-11-26T21:19:41.604976] [INFO ] [sig ] Generating forecast for: AREC [2025-11-26T21:19:41.605023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'. [2025-11-26T21:19:41.620570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AREC'. [2025-11-26T21:19:41.621209] [INFO ] [FORECASTER] Starting predict_future for AREC [2025-11-26T21:19:41.622369] [DEBUG] [LOCAL ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt [2025-11-26T21:19:41.622492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:41.622553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:41.622599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:41.622698] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:41.687786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:41.689060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:41.689191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:41.689246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:41.823485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:41.823793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:41.823860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:41.823907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:41.828230] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=82.72%) [2025-11-26T21:19:41.828602] [INFO ] [FORECASTER] Completed predict_future for AREC [2025-11-26T21:19:41.828813] [INFO ] [sig ] AREC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:41.977676] [INFO ] [LOCAL ] Saved forecast: AREC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AREC.txt [2025-11-26T21:19:41.977989] [INFO ] [sig ] [232/3599] Completed AREC in 0.4s | 2.87 sym/s | Total: 1.3m | ETA: 19.6m [2025-11-26T21:19:41.978054] [INFO ] [sig ] [233/3599] Forecasting ARES... [2025-11-26T21:19:41.978102] [INFO ] [sig ] Generating forecast for: ARES [2025-11-26T21:19:41.978153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-11-26T21:19:41.991871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARES'. [2025-11-26T21:19:41.992435] [INFO ] [FORECASTER] Starting predict_future for ARES [2025-11-26T21:19:41.993502] [DEBUG] [LOCAL ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt [2025-11-26T21:19:41.993586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:41.993636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:41.993719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:41.993812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:42.055581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:42.056883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:42.057017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:42.057112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:42.181242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:42.181502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:42.181581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:42.181659] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:42.185850] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=24.02%) [2025-11-26T21:19:42.186205] [INFO ] [FORECASTER] Completed predict_future for ARES [2025-11-26T21:19:42.186387] [INFO ] [sig ] ARES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:42.334512] [INFO ] [LOCAL ] Saved forecast: ARES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARES.txt [2025-11-26T21:19:42.334798] [INFO ] [sig ] [233/3599] Completed ARES in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 19.6m [2025-11-26T21:19:42.334878] [INFO ] [sig ] [234/3599] Forecasting ARGX... [2025-11-26T21:19:42.334938] [INFO ] [sig ] Generating forecast for: ARGX [2025-11-26T21:19:42.334999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'. [2025-11-26T21:19:42.347384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARGX'. [2025-11-26T21:19:42.347875] [INFO ] [FORECASTER] Starting predict_future for ARGX [2025-11-26T21:19:42.348865] [DEBUG] [LOCAL ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt [2025-11-26T21:19:42.348947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:42.349014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:42.349075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:42.349171] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:42.409968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:42.411274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:42.411432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:42.411497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:42.542837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:42.543130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:42.543205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:42.543266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:42.547388] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=61.90%) [2025-11-26T21:19:42.547775] [INFO ] [FORECASTER] Completed predict_future for ARGX [2025-11-26T21:19:42.547953] [INFO ] [sig ] ARGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:42.698912] [INFO ] [LOCAL ] Saved forecast: ARGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARGX.txt [2025-11-26T21:19:42.699206] [INFO ] [sig ] [234/3599] Completed ARGX in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 19.6m [2025-11-26T21:19:42.699273] [INFO ] [sig ] [235/3599] Forecasting ARHS... [2025-11-26T21:19:42.699321] [INFO ] [sig ] Generating forecast for: ARHS [2025-11-26T21:19:42.699369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'. [2025-11-26T21:19:42.712150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARHS'. [2025-11-26T21:19:42.712759] [INFO ] [FORECASTER] Starting predict_future for ARHS [2025-11-26T21:19:42.713845] [DEBUG] [LOCAL ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt [2025-11-26T21:19:42.713928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:42.714000] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:42.714066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:42.714190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:42.774479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:42.775681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:42.775831] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:42.775903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:42.900361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:42.900633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:42.900740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:42.900810] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:42.904996] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=47.83%) [2025-11-26T21:19:42.905354] [INFO ] [FORECASTER] Completed predict_future for ARHS [2025-11-26T21:19:42.905549] [INFO ] [sig ] ARHS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:43.050905] [INFO ] [LOCAL ] Saved forecast: ARHS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARHS.txt [2025-11-26T21:19:43.051145] [INFO ] [sig ] [235/3599] Completed ARHS in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 19.6m [2025-11-26T21:19:43.051245] [INFO ] [sig ] [236/3599] Forecasting ARI... [2025-11-26T21:19:43.051297] [INFO ] [sig ] Generating forecast for: ARI [2025-11-26T21:19:43.051345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-11-26T21:19:43.063836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARI'. [2025-11-26T21:19:43.064345] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-11-26T21:19:43.065332] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-11-26T21:19:43.065405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:43.065462] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:43.065519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:43.065614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:43.124233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:43.125315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:43.125440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:43.125524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:43.251590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:43.251869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:43.251930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:43.251973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:43.255885] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=42.86%) [2025-11-26T21:19:43.256221] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-11-26T21:19:43.256396] [INFO ] [sig ] ARI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:43.398902] [INFO ] [LOCAL ] Saved forecast: ARI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARI.txt [2025-11-26T21:19:43.399126] [INFO ] [sig ] [236/3599] Completed ARI in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.6m [2025-11-26T21:19:43.399186] [INFO ] [sig ] [237/3599] Forecasting ARKO... [2025-11-26T21:19:43.399228] [INFO ] [sig ] Generating forecast for: ARKO [2025-11-26T21:19:43.399270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'. [2025-11-26T21:19:43.410933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARKO'. [2025-11-26T21:19:43.411379] [INFO ] [FORECASTER] Starting predict_future for ARKO [2025-11-26T21:19:43.412401] [DEBUG] [LOCAL ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt [2025-11-26T21:19:43.412491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:43.412534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:43.412572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:43.412681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:43.471151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:43.472382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:43.472504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:43.472563] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:43.594511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:43.594786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:43.594861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:43.594909] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:43.598965] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-11-26T21:19:43.599305] [INFO ] [FORECASTER] Completed predict_future for ARKO [2025-11-26T21:19:43.599476] [INFO ] [sig ] ARKO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:43.744286] [INFO ] [LOCAL ] Saved forecast: ARKO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARKO.txt [2025-11-26T21:19:43.744547] [INFO ] [sig ] [237/3599] Completed ARKO in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:43.744611] [INFO ] [sig ] [238/3599] Forecasting ARLO... [2025-11-26T21:19:43.744704] [INFO ] [sig ] Generating forecast for: ARLO [2025-11-26T21:19:43.744754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-11-26T21:19:43.757565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLO'. [2025-11-26T21:19:43.758074] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-11-26T21:19:43.759110] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-11-26T21:19:43.759181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:43.759238] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:43.759288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:43.759386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:43.818970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:43.820169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:43.820292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:43.820352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:43.944538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:43.944853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:43.944915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:43.945014] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:43.949838] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=13.07%) [2025-11-26T21:19:43.950449] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-11-26T21:19:43.950778] [INFO ] [sig ] ARLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:44.111934] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARLO.txt [2025-11-26T21:19:44.112257] [INFO ] [sig ] [238/3599] Completed ARLO in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:44.112340] [INFO ] [sig ] [239/3599] Forecasting ARM... [2025-11-26T21:19:44.112427] [INFO ] [sig ] Generating forecast for: ARM [2025-11-26T21:19:44.112477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'. [2025-11-26T21:19:44.126356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARM'. [2025-11-26T21:19:44.127004] [INFO ] [FORECASTER] Starting predict_future for ARM [2025-11-26T21:19:44.128350] [DEBUG] [LOCAL ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt [2025-11-26T21:19:44.128429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:44.128478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:44.128541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:44.128628] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:44.189687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:44.191181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:44.191391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:44.191461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:44.334500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:44.334868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:44.334938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:44.334993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:44.338992] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=65.42%) [2025-11-26T21:19:44.339393] [INFO ] [FORECASTER] Completed predict_future for ARM [2025-11-26T21:19:44.339571] [INFO ] [sig ] ARM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:44.491074] [INFO ] [LOCAL ] Saved forecast: ARM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARM.txt [2025-11-26T21:19:44.491355] [INFO ] [sig ] [239/3599] Completed ARM in 0.4s | 2.87 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:44.491482] [INFO ] [sig ] [240/3599] Forecasting ARMK... [2025-11-26T21:19:44.491558] [INFO ] [sig ] Generating forecast for: ARMK [2025-11-26T21:19:44.491662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-11-26T21:19:44.504559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARMK'. [2025-11-26T21:19:44.505168] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-11-26T21:19:44.506241] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-11-26T21:19:44.506321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:44.506387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:44.506456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:44.506573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:44.567279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:44.568669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:44.568785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:44.568834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:44.698771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:44.699031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:44.699092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:44.699136] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:44.703233] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=60.11%) [2025-11-26T21:19:44.703673] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-11-26T21:19:44.703858] [INFO ] [sig ] ARMK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:44.861702] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARMK.txt [2025-11-26T21:19:44.861987] [INFO ] [sig ] [240/3599] Completed ARMK in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:44.862100] [INFO ] [sig ] [241/3599] Forecasting AROC... [2025-11-26T21:19:44.862168] [INFO ] [sig ] Generating forecast for: AROC [2025-11-26T21:19:44.862225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-11-26T21:19:44.875039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AROC'. [2025-11-26T21:19:44.875540] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-11-26T21:19:44.876554] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-11-26T21:19:44.876630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:44.876717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:44.876774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:44.876862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:44.936930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:44.938147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:44.938290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:44.938339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:45.057131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:45.057382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:45.057440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:45.057546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:45.061408] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=31.43%) [2025-11-26T21:19:45.061775] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-11-26T21:19:45.061948] [INFO ] [sig ] AROC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:45.208487] [INFO ] [LOCAL ] Saved forecast: AROC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AROC.txt [2025-11-26T21:19:45.208780] [INFO ] [sig ] [241/3599] Completed AROC in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:45.208881] [INFO ] [sig ] [242/3599] Forecasting ARQ... [2025-11-26T21:19:45.208932] [INFO ] [sig ] Generating forecast for: ARQ [2025-11-26T21:19:45.208976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'. [2025-11-26T21:19:45.221169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQ'. [2025-11-26T21:19:45.221775] [INFO ] [FORECASTER] Starting predict_future for ARQ [2025-11-26T21:19:45.222769] [DEBUG] [LOCAL ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt [2025-11-26T21:19:45.222842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:45.222901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:45.222952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:45.223031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:45.283053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:45.284238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:45.284367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:45.284416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:45.406443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:45.406712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:45.406807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:45.406913] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:45.410993] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: DOWN (p=1.90%) [2025-11-26T21:19:45.411392] [INFO ] [FORECASTER] Completed predict_future for ARQ [2025-11-26T21:19:45.411599] [INFO ] [sig ] ARQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:45.558694] [INFO ] [LOCAL ] Saved forecast: ARQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARQ.txt [2025-11-26T21:19:45.558953] [INFO ] [sig ] [242/3599] Completed ARQ in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:45.559085] [INFO ] [sig ] [243/3599] Forecasting ARQQ... [2025-11-26T21:19:45.559209] [INFO ] [sig ] Generating forecast for: ARQQ [2025-11-26T21:19:45.559261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'. [2025-11-26T21:19:45.572122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'. [2025-11-26T21:19:45.572695] [INFO ] [FORECASTER] Starting predict_future for ARQQ [2025-11-26T21:19:45.573607] [DEBUG] [LOCAL ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt [2025-11-26T21:19:45.573701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:45.573752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:45.573795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:45.573867] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:45.632438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:45.633404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:45.633518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:45.633568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:45.757807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:45.758082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:45.758142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:45.758193] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:45.762594] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=86.08%) [2025-11-26T21:19:45.762983] [INFO ] [FORECASTER] Completed predict_future for ARQQ [2025-11-26T21:19:45.763205] [INFO ] [sig ] ARQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:45.909773] [INFO ] [LOCAL ] Saved forecast: ARQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARQQ.txt [2025-11-26T21:19:45.910031] [INFO ] [sig ] [243/3599] Completed ARQQ in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:45.910096] [INFO ] [sig ] [244/3599] Forecasting ARRY... [2025-11-26T21:19:45.910141] [INFO ] [sig ] Generating forecast for: ARRY [2025-11-26T21:19:45.910185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'. [2025-11-26T21:19:45.922587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARRY'. [2025-11-26T21:19:45.923049] [INFO ] [FORECASTER] Starting predict_future for ARRY [2025-11-26T21:19:45.924023] [DEBUG] [LOCAL ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt [2025-11-26T21:19:45.924097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:45.924147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:45.924190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:45.924264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:45.986033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:45.987099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:45.987226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:45.987288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:46.114600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:46.114937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:46.115003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:46.115040] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:46.119220] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-11-26T21:19:46.119596] [INFO ] [FORECASTER] Completed predict_future for ARRY [2025-11-26T21:19:46.119810] [INFO ] [sig ] ARRY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:46.268746] [INFO ] [LOCAL ] Saved forecast: ARRY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARRY.txt [2025-11-26T21:19:46.269014] [INFO ] [sig ] [244/3599] Completed ARRY in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:46.269111] [INFO ] [sig ] [245/3599] Forecasting ARTL... [2025-11-26T21:19:46.269169] [INFO ] [sig ] Generating forecast for: ARTL [2025-11-26T21:19:46.269218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'. [2025-11-26T21:19:46.281954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTL'. [2025-11-26T21:19:46.282477] [INFO ] [FORECASTER] Starting predict_future for ARTL [2025-11-26T21:19:46.283446] [DEBUG] [LOCAL ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt [2025-11-26T21:19:46.283520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:46.283571] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:46.283613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:46.283710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:46.344183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:46.345305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:46.345428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:46.345481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:46.469554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:46.469842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:46.469909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:46.469954] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:46.474148] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=89.08%) [2025-11-26T21:19:46.474502] [INFO ] [FORECASTER] Completed predict_future for ARTL [2025-11-26T21:19:46.474701] [INFO ] [sig ] ARTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:46.623267] [INFO ] [LOCAL ] Saved forecast: ARTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ARTL.txt [2025-11-26T21:19:46.623594] [INFO ] [sig ] [245/3599] Completed ARTL in 0.4s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:46.623686] [INFO ] [sig ] [246/3599] Forecasting ARTNA... [2025-11-26T21:19:46.623741] [INFO ] [sig ] Generating forecast for: ARTNA [2025-11-26T21:19:46.623794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'. [2025-11-26T21:19:46.636105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'. [2025-11-26T21:19:46.636506] [INFO ] [FORECASTER] Starting predict_future for ARTNA [2025-11-26T21:19:46.637526] [DEBUG] [LOCAL ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt [2025-11-26T21:19:46.637601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:46.637662] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:46.637707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:46.637776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:46.694127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:46.694972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:46.695075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:46.695121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:46.806330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:46.806513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:46.806566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:46.806608] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:46.810071] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=32.51%) [2025-11-26T21:19:46.810375] [INFO ] [FORECASTER] Completed predict_future for ARTNA [2025-11-26T21:19:46.810522] [INFO ] [sig ] ARTNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:46.949388] [INFO ] [LOCAL ] Saved forecast: ARTNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARTNA.txt [2025-11-26T21:19:46.949534] [INFO ] [sig ] [246/3599] Completed ARTNA in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:46.949588] [INFO ] [sig ] [247/3599] Forecasting ARVN... [2025-11-26T21:19:46.949669] [INFO ] [sig ] Generating forecast for: ARVN [2025-11-26T21:19:46.949710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'. [2025-11-26T21:19:46.960334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARVN'. [2025-11-26T21:19:46.960730] [INFO ] [FORECASTER] Starting predict_future for ARVN [2025-11-26T21:19:46.961573] [DEBUG] [LOCAL ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt [2025-11-26T21:19:46.961665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:46.961715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:46.961757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:46.961825] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:47.018898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:47.019729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:47.019827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:47.019873] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:47.136609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:47.136786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:47.136838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:47.136878] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:47.140232] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=8.99%) [2025-11-26T21:19:47.140531] [INFO ] [FORECASTER] Completed predict_future for ARVN [2025-11-26T21:19:47.140703] [INFO ] [sig ] ARVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:47.278954] [INFO ] [LOCAL ] Saved forecast: ARVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ARVN.txt [2025-11-26T21:19:47.279110] [INFO ] [sig ] [247/3599] Completed ARVN in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:47.279182] [INFO ] [sig ] [248/3599] Forecasting ASA... [2025-11-26T21:19:47.279219] [INFO ] [sig ] Generating forecast for: ASA [2025-11-26T21:19:47.279265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-11-26T21:19:47.289319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASA'. [2025-11-26T21:19:47.289615] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-11-26T21:19:47.290448] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-11-26T21:19:47.290532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:47.290578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:47.290617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:47.290708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:47.348072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:47.348845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:47.348945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:47.348995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:47.468465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:47.468664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:47.468719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:47.468761] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:47.472241] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=69.42%) [2025-11-26T21:19:47.472553] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-11-26T21:19:47.472727] [INFO ] [sig ] ASA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:47.611571] [INFO ] [LOCAL ] Saved forecast: ASA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASA.txt [2025-11-26T21:19:47.611733] [INFO ] [sig ] [248/3599] Completed ASA in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:47.611794] [INFO ] [sig ] [249/3599] Forecasting ASB... [2025-11-26T21:19:47.611846] [INFO ] [sig ] Generating forecast for: ASB [2025-11-26T21:19:47.611894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-11-26T21:19:47.621850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASB'. [2025-11-26T21:19:47.622159] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-11-26T21:19:47.622987] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-11-26T21:19:47.623058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:47.623102] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:47.623140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:47.623211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:47.680343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:47.681076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:47.681172] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:47.681218] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:47.800447] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:47.800614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:47.800684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:47.800727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:47.804075] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T21:19:47.804379] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-11-26T21:19:47.804527] [INFO ] [sig ] ASB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:47.943450] [INFO ] [LOCAL ] Saved forecast: ASB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASB.txt [2025-11-26T21:19:47.943597] [INFO ] [sig ] [249/3599] Completed ASB in 0.3s | 2.87 sym/s | Total: 1.4m | ETA: 19.5m [2025-11-26T21:19:47.943684] [INFO ] [sig ] [250/3599] Forecasting ASBA... [2025-11-26T21:19:47.943721] [INFO ] [sig ] Generating forecast for: ASBA [2025-11-26T21:19:47.943760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-11-26T21:19:47.953424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASBA'. [2025-11-26T21:19:47.953855] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-11-26T21:19:47.954683] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-11-26T21:19:47.954752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:47.954797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:47.954835] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:47.954902] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:48.012962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:48.013787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:48.013887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:48.013946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:48.122218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:48.122423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:48.122478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:48.122521] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:48.126053] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=90.85%) [2025-11-26T21:19:48.126386] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-11-26T21:19:48.126556] [INFO ] [sig ] ASBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:48.267635] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASBA.txt [2025-11-26T21:19:48.267887] [INFO ] [sig ] [250/3599] Completed ASBA in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.5m [2025-11-26T21:19:48.267952] [INFO ] [sig ] [251/3599] Forecasting ASC... [2025-11-26T21:19:48.267995] [INFO ] [sig ] Generating forecast for: ASC [2025-11-26T21:19:48.268032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-11-26T21:19:48.278961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASC'. [2025-11-26T21:19:48.279320] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-11-26T21:19:48.280226] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-11-26T21:19:48.280305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:48.280375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:48.280440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:48.280548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:48.338513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:48.339392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:48.339513] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:48.339587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:48.458493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:48.458716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:48.458783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:48.458826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:48.462386] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=80.91%) [2025-11-26T21:19:48.462743] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-11-26T21:19:48.462903] [INFO ] [sig ] ASC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:48.607634] [INFO ] [LOCAL ] Saved forecast: ASC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASC.txt [2025-11-26T21:19:48.607867] [INFO ] [sig ] [251/3599] Completed ASC in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.5m [2025-11-26T21:19:48.607935] [INFO ] [sig ] [252/3599] Forecasting ASG... [2025-11-26T21:19:48.607980] [INFO ] [sig ] Generating forecast for: ASG [2025-11-26T21:19:48.608043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-11-26T21:19:48.618863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASG'. [2025-11-26T21:19:48.619270] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-11-26T21:19:48.620151] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-11-26T21:19:48.620223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:48.620270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:48.620340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:48.620428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:48.680555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:48.681522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:48.681665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:48.681740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:48.810001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:48.810184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:48.810240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:48.810285] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:48.813849] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=66.62%) [2025-11-26T21:19:48.814165] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-11-26T21:19:48.814322] [INFO ] [sig ] ASG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:48.959511] [INFO ] [LOCAL ] Saved forecast: ASG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASG.txt [2025-11-26T21:19:48.959738] [INFO ] [sig ] [252/3599] Completed ASG in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.5m [2025-11-26T21:19:48.959805] [INFO ] [sig ] [253/3599] Forecasting ASGI... [2025-11-26T21:19:48.959852] [INFO ] [sig ] Generating forecast for: ASGI [2025-11-26T21:19:48.959899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-11-26T21:19:48.970430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGI'. [2025-11-26T21:19:48.970784] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-11-26T21:19:48.971609] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-11-26T21:19:48.971720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:48.971772] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:48.971814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:48.971884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:49.034893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:49.035947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:49.036059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:49.036107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:49.162161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:49.162347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:49.162401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:49.162444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:49.166012] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-11-26T21:19:49.166320] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-11-26T21:19:49.166495] [INFO ] [sig ] ASGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:49.313013] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASGI.txt [2025-11-26T21:19:49.313174] [INFO ] [sig ] [253/3599] Completed ASGI in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:49.313229] [INFO ] [sig ] [254/3599] Forecasting ASGN... [2025-11-26T21:19:49.313273] [INFO ] [sig ] Generating forecast for: ASGN [2025-11-26T21:19:49.313313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-11-26T21:19:49.324289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGN'. [2025-11-26T21:19:49.324668] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-11-26T21:19:49.325489] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-11-26T21:19:49.325563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:49.325612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:49.325684] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:49.325771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:49.385956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:49.386759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:49.386868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:49.386918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:49.515686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:49.515898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:49.515951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:49.515994] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:49.519500] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=27.44%) [2025-11-26T21:19:49.519853] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-11-26T21:19:49.520005] [INFO ] [sig ] ASGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:49.659128] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASGN.txt [2025-11-26T21:19:49.659281] [INFO ] [sig ] [254/3599] Completed ASGN in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:49.659335] [INFO ] [sig ] [255/3599] Forecasting ASH... [2025-11-26T21:19:49.659397] [INFO ] [sig ] Generating forecast for: ASH [2025-11-26T21:19:49.659439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-11-26T21:19:49.669546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASH'. [2025-11-26T21:19:49.669891] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-11-26T21:19:49.670748] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-11-26T21:19:49.670817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:49.670865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:49.670905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:49.670972] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:49.728623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:49.729282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:49.729377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:49.729417] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:49.851913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:49.852092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:49.852145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:49.852210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:49.855604] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=0.34%) [2025-11-26T21:19:49.855919] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-11-26T21:19:49.856069] [INFO ] [sig ] ASH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:49.996585] [INFO ] [LOCAL ] Saved forecast: ASH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASH.txt [2025-11-26T21:19:49.996768] [INFO ] [sig ] [255/3599] Completed ASH in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:49.996831] [INFO ] [sig ] [256/3599] Forecasting ASIX... [2025-11-26T21:19:49.996872] [INFO ] [sig ] Generating forecast for: ASIX [2025-11-26T21:19:49.996930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-11-26T21:19:50.008554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASIX'. [2025-11-26T21:19:50.008889] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-11-26T21:19:50.009917] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-11-26T21:19:50.009988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:50.010033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:50.010074] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:50.010140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:50.067741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:50.068397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:50.068493] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:50.068542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:50.185808] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:50.185945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:50.185989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:50.186030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:50.189348] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=68.69%) [2025-11-26T21:19:50.189673] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-11-26T21:19:50.189823] [INFO ] [sig ] ASIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:50.331049] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASIX.txt [2025-11-26T21:19:50.331214] [INFO ] [sig ] [256/3599] Completed ASIX in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:50.331270] [INFO ] [sig ] [257/3599] Forecasting ASLE... [2025-11-26T21:19:50.331320] [INFO ] [sig ] Generating forecast for: ASLE [2025-11-26T21:19:50.331385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'. [2025-11-26T21:19:50.341893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASLE'. [2025-11-26T21:19:50.342209] [INFO ] [FORECASTER] Starting predict_future for ASLE [2025-11-26T21:19:50.343071] [DEBUG] [LOCAL ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt [2025-11-26T21:19:50.343142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:50.343188] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:50.343228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:50.343295] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:50.400454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:50.401119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:50.401230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:50.401279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:50.522889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:50.523065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:50.523126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:50.523165] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:50.526569] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=88.41%) [2025-11-26T21:19:50.526921] [INFO ] [FORECASTER] Completed predict_future for ASLE [2025-11-26T21:19:50.527066] [INFO ] [sig ] ASLE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:50.667407] [INFO ] [LOCAL ] Saved forecast: ASLE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASLE.txt [2025-11-26T21:19:50.667569] [INFO ] [sig ] [257/3599] Completed ASLE in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:50.667628] [INFO ] [sig ] [258/3599] Forecasting ASMB... [2025-11-26T21:19:50.667688] [INFO ] [sig ] Generating forecast for: ASMB [2025-11-26T21:19:50.667734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'. [2025-11-26T21:19:50.678214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASMB'. [2025-11-26T21:19:50.678560] [INFO ] [FORECASTER] Starting predict_future for ASMB [2025-11-26T21:19:50.679407] [DEBUG] [LOCAL ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt [2025-11-26T21:19:50.679478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:50.679525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:50.679566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:50.679635] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:50.737268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:50.737983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:50.738081] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:50.738131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:50.858881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:50.859043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:50.859096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:50.859136] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:50.862459] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=35.15%) [2025-11-26T21:19:50.862791] [INFO ] [FORECASTER] Completed predict_future for ASMB [2025-11-26T21:19:50.862936] [INFO ] [sig ] ASMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:51.002561] [INFO ] [LOCAL ] Saved forecast: ASMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASMB.txt [2025-11-26T21:19:51.002736] [INFO ] [sig ] [258/3599] Completed ASMB in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:51.002797] [INFO ] [sig ] [259/3599] Forecasting ASML... [2025-11-26T21:19:51.002842] [INFO ] [sig ] Generating forecast for: ASML [2025-11-26T21:19:51.002887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'. [2025-11-26T21:19:51.012921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASML'. [2025-11-26T21:19:51.013220] [INFO ] [FORECASTER] Starting predict_future for ASML [2025-11-26T21:19:51.014042] [DEBUG] [LOCAL ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt [2025-11-26T21:19:51.014112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:51.014172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:51.014213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:51.014281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:51.070940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:51.071599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:51.071713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:51.071765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:51.195915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:51.196086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:51.196138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:51.196177] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:51.199608] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=12.72%) [2025-11-26T21:19:51.199932] [INFO ] [FORECASTER] Completed predict_future for ASML [2025-11-26T21:19:51.200084] [INFO ] [sig ] ASML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:51.339630] [INFO ] [LOCAL ] Saved forecast: ASML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASML.txt [2025-11-26T21:19:51.339783] [INFO ] [sig ] [259/3599] Completed ASML in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:51.339861] [INFO ] [sig ] [260/3599] Forecasting ASND... [2025-11-26T21:19:51.339902] [INFO ] [sig ] Generating forecast for: ASND [2025-11-26T21:19:51.339949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'. [2025-11-26T21:19:51.350160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASND'. [2025-11-26T21:19:51.350454] [INFO ] [FORECASTER] Starting predict_future for ASND [2025-11-26T21:19:51.351268] [DEBUG] [LOCAL ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt [2025-11-26T21:19:51.351338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:51.351383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:51.351422] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:51.351493] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:51.409394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:51.410115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:51.410211] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:51.410256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:51.532519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:51.532706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:51.532771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:51.532820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:51.536221] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=64.91%) [2025-11-26T21:19:51.536522] [INFO ] [FORECASTER] Completed predict_future for ASND [2025-11-26T21:19:51.536691] [INFO ] [sig ] ASND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:51.680215] [INFO ] [LOCAL ] Saved forecast: ASND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASND.txt [2025-11-26T21:19:51.680406] [INFO ] [sig ] [260/3599] Completed ASND in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:51.680492] [INFO ] [sig ] [261/3599] Forecasting ASNS... [2025-11-26T21:19:51.680552] [INFO ] [sig ] Generating forecast for: ASNS [2025-11-26T21:19:51.680610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'. [2025-11-26T21:19:51.691610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASNS'. [2025-11-26T21:19:51.692147] [INFO ] [FORECASTER] Starting predict_future for ASNS [2025-11-26T21:19:51.693106] [DEBUG] [LOCAL ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt [2025-11-26T21:19:51.693179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:51.693228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:51.693282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:51.693375] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:51.752189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:51.753101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:51.753220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:51.753295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:51.871836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:51.872043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:51.872111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:51.872167] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:51.875632] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=90.54%) [2025-11-26T21:19:51.875979] [INFO ] [FORECASTER] Completed predict_future for ASNS [2025-11-26T21:19:51.876157] [INFO ] [sig ] ASNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:52.065837] [INFO ] [LOCAL ] Saved forecast: ASNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASNS.txt [2025-11-26T21:19:52.066041] [INFO ] [sig ] [261/3599] Completed ASNS in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:52.066138] [INFO ] [sig ] [262/3599] Forecasting ASO... [2025-11-26T21:19:52.066190] [INFO ] [sig ] Generating forecast for: ASO [2025-11-26T21:19:52.066239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'. [2025-11-26T21:19:52.077374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASO'. [2025-11-26T21:19:52.077857] [INFO ] [FORECASTER] Starting predict_future for ASO [2025-11-26T21:19:52.078760] [DEBUG] [LOCAL ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt [2025-11-26T21:19:52.078836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:52.078886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:52.078924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:52.078998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:52.139331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:52.140253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:52.140359] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:52.140408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:52.261931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:52.262117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:52.262174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:52.262220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:52.265841] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=38.16%) [2025-11-26T21:19:52.266166] [INFO ] [FORECASTER] Completed predict_future for ASO [2025-11-26T21:19:52.266325] [INFO ] [sig ] ASO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:52.413574] [INFO ] [LOCAL ] Saved forecast: ASO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASO.txt [2025-11-26T21:19:52.413778] [INFO ] [sig ] [262/3599] Completed ASO in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:52.413869] [INFO ] [sig ] [263/3599] Forecasting ASPI... [2025-11-26T21:19:52.413945] [INFO ] [sig ] Generating forecast for: ASPI [2025-11-26T21:19:52.413992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'. [2025-11-26T21:19:52.424168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPI'. [2025-11-26T21:19:52.424477] [INFO ] [FORECASTER] Starting predict_future for ASPI [2025-11-26T21:19:52.425310] [DEBUG] [LOCAL ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt [2025-11-26T21:19:52.425381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:52.425428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:52.425479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:52.425590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:52.483213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:52.483972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:52.484071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:52.484131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:52.601065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:52.601230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:52.601292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:52.601331] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:52.604721] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=3.08%) [2025-11-26T21:19:52.605032] [INFO ] [FORECASTER] Completed predict_future for ASPI [2025-11-26T21:19:52.605212] [INFO ] [sig ] ASPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:52.745686] [INFO ] [LOCAL ] Saved forecast: ASPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASPI.txt [2025-11-26T21:19:52.745894] [INFO ] [sig ] [263/3599] Completed ASPI in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:52.746003] [INFO ] [sig ] [264/3599] Forecasting ASPN... [2025-11-26T21:19:52.746061] [INFO ] [sig ] Generating forecast for: ASPN [2025-11-26T21:19:52.746108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-11-26T21:19:52.756845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPN'. [2025-11-26T21:19:52.757260] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-11-26T21:19:52.758222] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-11-26T21:19:52.758299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:52.758364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:52.758431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:52.758541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:52.818184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:52.819138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:52.819266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:52.819340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:52.945139] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:52.945312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:52.945396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:52.945464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:52.951960] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=70.78%) [2025-11-26T21:19:52.952295] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-11-26T21:19:52.952462] [INFO ] [sig ] ASPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:53.097087] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASPN.txt [2025-11-26T21:19:53.097250] [INFO ] [sig ] [264/3599] Completed ASPN in 0.4s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:53.097335] [INFO ] [sig ] [265/3599] Forecasting ASPS... [2025-11-26T21:19:53.097400] [INFO ] [sig ] Generating forecast for: ASPS [2025-11-26T21:19:53.097486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'. [2025-11-26T21:19:53.107740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPS'. [2025-11-26T21:19:53.108083] [INFO ] [FORECASTER] Starting predict_future for ASPS [2025-11-26T21:19:53.108958] [DEBUG] [LOCAL ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt [2025-11-26T21:19:53.109033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:53.109099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:53.109166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:53.109269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:53.168711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:53.169666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:53.169773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:53.169820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:53.289369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:53.289553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:53.289612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:53.289689] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:53.293241] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-11-26T21:19:53.293568] [INFO ] [FORECASTER] Completed predict_future for ASPS [2025-11-26T21:19:53.293752] [INFO ] [sig ] ASPS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:53.435425] [INFO ] [LOCAL ] Saved forecast: ASPS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASPS.txt [2025-11-26T21:19:53.435581] [INFO ] [sig ] [265/3599] Completed ASPS in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:53.435670] [INFO ] [sig ] [266/3599] Forecasting ASTH... [2025-11-26T21:19:53.435739] [INFO ] [sig ] Generating forecast for: ASTH [2025-11-26T21:19:53.435822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'. [2025-11-26T21:19:53.445905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTH'. [2025-11-26T21:19:53.446216] [INFO ] [FORECASTER] Starting predict_future for ASTH [2025-11-26T21:19:53.447063] [DEBUG] [LOCAL ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt [2025-11-26T21:19:53.447136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:53.447194] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:53.447245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:53.447332] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:53.505498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:53.506196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:53.506305] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:53.506362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:53.624009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:53.624198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:53.624262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:53.624341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:53.627836] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-11-26T21:19:53.628149] [INFO ] [FORECASTER] Completed predict_future for ASTH [2025-11-26T21:19:53.628309] [INFO ] [sig ] ASTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:53.770456] [INFO ] [LOCAL ] Saved forecast: ASTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASTH.txt [2025-11-26T21:19:53.770668] [INFO ] [sig ] [266/3599] Completed ASTH in 0.3s | 2.87 sym/s | Total: 1.5m | ETA: 19.4m [2025-11-26T21:19:53.770724] [INFO ] [sig ] [267/3599] Forecasting ASTI... [2025-11-26T21:19:53.770798] [INFO ] [sig ] Generating forecast for: ASTI [2025-11-26T21:19:53.770852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'. [2025-11-26T21:19:53.782280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTI'. [2025-11-26T21:19:53.782728] [INFO ] [FORECASTER] Starting predict_future for ASTI [2025-11-26T21:19:53.783518] [DEBUG] [LOCAL ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt [2025-11-26T21:19:53.783588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:53.783633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:53.783695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:53.783765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:53.843704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:53.844671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:53.844781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:53.844835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:53.969193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:53.969397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:53.969449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:53.969490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:53.973831] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=27.42%) [2025-11-26T21:19:53.974296] [INFO ] [FORECASTER] Completed predict_future for ASTI [2025-11-26T21:19:53.974478] [INFO ] [sig ] ASTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:54.123316] [INFO ] [LOCAL ] Saved forecast: ASTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASTI.txt [2025-11-26T21:19:54.123499] [INFO ] [sig ] [267/3599] Completed ASTI in 0.4s | 2.87 sym/s | Total: 1.6m | ETA: 19.4m [2025-11-26T21:19:54.123577] [INFO ] [sig ] [268/3599] Forecasting ASTL... [2025-11-26T21:19:54.123623] [INFO ] [sig ] Generating forecast for: ASTL [2025-11-26T21:19:54.123683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'. [2025-11-26T21:19:54.134019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTL'. [2025-11-26T21:19:54.134300] [INFO ] [FORECASTER] Starting predict_future for ASTL [2025-11-26T21:19:54.135114] [DEBUG] [LOCAL ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt [2025-11-26T21:19:54.135186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:54.135231] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:54.135270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:54.135332] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:54.194328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:54.194984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:54.195082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:54.195165] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:54.314776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:54.314927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:54.314979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:54.315021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:54.318330] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=54.73%) [2025-11-26T21:19:54.318630] [INFO ] [FORECASTER] Completed predict_future for ASTL [2025-11-26T21:19:54.318795] [INFO ] [sig ] ASTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:54.461465] [INFO ] [LOCAL ] Saved forecast: ASTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ASTL.txt [2025-11-26T21:19:54.461681] [INFO ] [sig ] [268/3599] Completed ASTL in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:54.461776] [INFO ] [sig ] [269/3599] Forecasting ASTS... [2025-11-26T21:19:54.461835] [INFO ] [sig ] Generating forecast for: ASTS [2025-11-26T21:19:54.461896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'. [2025-11-26T21:19:54.473406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTS'. [2025-11-26T21:19:54.473865] [INFO ] [FORECASTER] Starting predict_future for ASTS [2025-11-26T21:19:54.474843] [DEBUG] [LOCAL ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt [2025-11-26T21:19:54.474933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:54.474997] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:54.475041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:54.475111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:54.540151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:54.541071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:54.541179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:54.541228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:54.672727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:54.672931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:54.672986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:54.673025] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:54.676891] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=5.79%) [2025-11-26T21:19:54.677274] [INFO ] [FORECASTER] Completed predict_future for ASTS [2025-11-26T21:19:54.677445] [INFO ] [sig ] ASTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:54.843376] [INFO ] [LOCAL ] Saved forecast: ASTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASTS.txt [2025-11-26T21:19:54.843625] [INFO ] [sig ] [269/3599] Completed ASTS in 0.4s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:54.843733] [INFO ] [sig ] [270/3599] Forecasting ASYS... [2025-11-26T21:19:54.843785] [INFO ] [sig ] Generating forecast for: ASYS [2025-11-26T21:19:54.843863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'. [2025-11-26T21:19:54.855190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASYS'. [2025-11-26T21:19:54.855595] [INFO ] [FORECASTER] Starting predict_future for ASYS [2025-11-26T21:19:54.856542] [DEBUG] [LOCAL ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt [2025-11-26T21:19:54.856623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:54.856710] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:54.856753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:54.856837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:54.919012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:54.919883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:54.920013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:54.920071] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:55.049874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:55.050059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:55.050113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:55.050155] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:55.053837] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-11-26T21:19:55.054184] [INFO ] [FORECASTER] Completed predict_future for ASYS [2025-11-26T21:19:55.054356] [INFO ] [sig ] ASYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:55.199039] [INFO ] [LOCAL ] Saved forecast: ASYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ASYS.txt [2025-11-26T21:19:55.199201] [INFO ] [sig ] [270/3599] Completed ASYS in 0.4s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:55.199275] [INFO ] [sig ] [271/3599] Forecasting ATAI... [2025-11-26T21:19:55.199324] [INFO ] [sig ] Generating forecast for: ATAI [2025-11-26T21:19:55.199363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'. [2025-11-26T21:19:55.209665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATAI'. [2025-11-26T21:19:55.209956] [INFO ] [FORECASTER] Starting predict_future for ATAI [2025-11-26T21:19:55.210765] [DEBUG] [LOCAL ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt [2025-11-26T21:19:55.210839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:55.210885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:55.210925] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:55.210993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:55.268958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:55.269582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:55.269696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:55.269745] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:55.384774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:55.384928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:55.384982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:55.385023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:55.388329] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-11-26T21:19:55.388621] [INFO ] [FORECASTER] Completed predict_future for ATAI [2025-11-26T21:19:55.388789] [INFO ] [sig ] ATAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:55.532245] [INFO ] [LOCAL ] Saved forecast: ATAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATAI.txt [2025-11-26T21:19:55.532381] [INFO ] [sig ] [271/3599] Completed ATAI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:55.532434] [INFO ] [sig ] [272/3599] Forecasting ATEC... [2025-11-26T21:19:55.532517] [INFO ] [sig ] Generating forecast for: ATEC [2025-11-26T21:19:55.532578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'. [2025-11-26T21:19:55.542758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEC'. [2025-11-26T21:19:55.543103] [INFO ] [FORECASTER] Starting predict_future for ATEC [2025-11-26T21:19:55.543918] [DEBUG] [LOCAL ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt [2025-11-26T21:19:55.543990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:55.544037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:55.544078] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:55.544150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:55.601628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:55.602296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:55.602392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:55.602439] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:55.724785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:55.724970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:55.725026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:55.725069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:55.728479] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=94.43%) [2025-11-26T21:19:55.728807] [INFO ] [FORECASTER] Completed predict_future for ATEC [2025-11-26T21:19:55.728961] [INFO ] [sig ] ATEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:55.868079] [INFO ] [LOCAL ] Saved forecast: ATEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATEC.txt [2025-11-26T21:19:55.868217] [INFO ] [sig ] [272/3599] Completed ATEC in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:55.868296] [INFO ] [sig ] [273/3599] Forecasting ATEN... [2025-11-26T21:19:55.868351] [INFO ] [sig ] Generating forecast for: ATEN [2025-11-26T21:19:55.868394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-11-26T21:19:55.878785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEN'. [2025-11-26T21:19:55.879094] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-11-26T21:19:55.879926] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-11-26T21:19:55.879999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:55.880044] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:55.880084] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:55.880153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:55.937998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:55.938608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:55.938721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:55.938773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:56.060142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:56.060301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:56.060352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:56.060392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:56.063733] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-11-26T21:19:56.064025] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-11-26T21:19:56.064169] [INFO ] [sig ] ATEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:56.205157] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATEN.txt [2025-11-26T21:19:56.205300] [INFO ] [sig ] [273/3599] Completed ATEN in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:56.205353] [INFO ] [sig ] [274/3599] Forecasting ATEX... [2025-11-26T21:19:56.205413] [INFO ] [sig ] Generating forecast for: ATEX [2025-11-26T21:19:56.205468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'. [2025-11-26T21:19:56.215686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEX'. [2025-11-26T21:19:56.216004] [INFO ] [FORECASTER] Starting predict_future for ATEX [2025-11-26T21:19:56.216834] [DEBUG] [LOCAL ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt [2025-11-26T21:19:56.216910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:56.216968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:56.217010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:56.217095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:56.279150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:56.279986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:56.280084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:56.280141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:56.398090] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:56.398268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:56.398320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:56.398361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:56.401843] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-11-26T21:19:56.402158] [INFO ] [FORECASTER] Completed predict_future for ATEX [2025-11-26T21:19:56.402316] [INFO ] [sig ] ATEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:56.544182] [INFO ] [LOCAL ] Saved forecast: ATEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATEX.txt [2025-11-26T21:19:56.544328] [INFO ] [sig ] [274/3599] Completed ATEX in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:56.544393] [INFO ] [sig ] [275/3599] Forecasting ATGE... [2025-11-26T21:19:56.544520] [INFO ] [sig ] Generating forecast for: ATGE [2025-11-26T21:19:56.544568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-11-26T21:19:56.555538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATGE'. [2025-11-26T21:19:56.555866] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-11-26T21:19:56.556691] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-11-26T21:19:56.556760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:56.556816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:56.556872] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:56.556976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:56.614982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:56.615627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:56.615762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:56.615812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:56.732578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:56.732749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:56.732802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:56.732847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:56.736234] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=95.78%) [2025-11-26T21:19:56.736563] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-11-26T21:19:56.736731] [INFO ] [sig ] ATGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:56.876760] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATGE.txt [2025-11-26T21:19:56.876923] [INFO ] [sig ] [275/3599] Completed ATGE in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:56.876980] [INFO ] [sig ] [276/3599] Forecasting ATHM... [2025-11-26T21:19:56.877041] [INFO ] [sig ] Generating forecast for: ATHM [2025-11-26T21:19:56.877089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-11-26T21:19:56.888441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHM'. [2025-11-26T21:19:56.888851] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-11-26T21:19:56.889699] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-11-26T21:19:56.889775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:56.889875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:56.889946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:56.890048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:56.952030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:56.952996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:56.953120] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:56.953190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:57.073722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:57.073934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:57.074022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:57.074089] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:57.077679] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=19.48%) [2025-11-26T21:19:57.078007] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-11-26T21:19:57.078189] [INFO ] [sig ] ATHM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:57.220500] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATHM.txt [2025-11-26T21:19:57.220765] [INFO ] [sig ] [276/3599] Completed ATHM in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:57.220880] [INFO ] [sig ] [277/3599] Forecasting ATI... [2025-11-26T21:19:57.220954] [INFO ] [sig ] Generating forecast for: ATI [2025-11-26T21:19:57.221033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-11-26T21:19:57.232324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATI'. [2025-11-26T21:19:57.232792] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-11-26T21:19:57.233707] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-11-26T21:19:57.233781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:57.233827] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:57.233878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:57.233950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:57.292772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:57.293694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:57.293798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:57.293844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:57.416570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:57.416749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:57.416807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:57.416860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:57.420343] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=31.90%) [2025-11-26T21:19:57.420673] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-11-26T21:19:57.420828] [INFO ] [sig ] ATI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:57.566614] [INFO ] [LOCAL ] Saved forecast: ATI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATI.txt [2025-11-26T21:19:57.566860] [INFO ] [sig ] [277/3599] Completed ATI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:57.566956] [INFO ] [sig ] [278/3599] Forecasting ATLC... [2025-11-26T21:19:57.567013] [INFO ] [sig ] Generating forecast for: ATLC [2025-11-26T21:19:57.567080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'. [2025-11-26T21:19:57.578184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLC'. [2025-11-26T21:19:57.578674] [INFO ] [FORECASTER] Starting predict_future for ATLC [2025-11-26T21:19:57.579535] [DEBUG] [LOCAL ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt [2025-11-26T21:19:57.579610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:57.579684] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:57.579733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:57.579821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:57.641585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:57.642529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:57.642682] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:57.642741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:57.774620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:57.774805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:57.774859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:57.774901] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:57.778366] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=2.39%) [2025-11-26T21:19:57.778700] [INFO ] [FORECASTER] Completed predict_future for ATLC [2025-11-26T21:19:57.778851] [INFO ] [sig ] ATLC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:57.923741] [INFO ] [LOCAL ] Saved forecast: ATLC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATLC.txt [2025-11-26T21:19:57.923921] [INFO ] [sig ] [278/3599] Completed ATLC in 0.4s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:57.924033] [INFO ] [sig ] [279/3599] Forecasting ATLCZ... [2025-11-26T21:19:57.924117] [INFO ] [sig ] Generating forecast for: ATLCZ [2025-11-26T21:19:57.924178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'. [2025-11-26T21:19:57.935580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'. [2025-11-26T21:19:57.936084] [INFO ] [FORECASTER] Starting predict_future for ATLCZ [2025-11-26T21:19:57.936939] [DEBUG] [LOCAL ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt [2025-11-26T21:19:57.937010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:57.937057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:57.937098] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:57.937230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:57.995258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:57.996231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:57.996339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:57.996387] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:58.115769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:58.116011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:58.116067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:58.116109] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:58.119705] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-11-26T21:19:58.120033] [INFO ] [FORECASTER] Completed predict_future for ATLCZ [2025-11-26T21:19:58.120193] [INFO ] [sig ] ATLCZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:58.266370] [INFO ] [LOCAL ] Saved forecast: ATLCZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATLCZ.txt [2025-11-26T21:19:58.266564] [INFO ] [sig ] [279/3599] Completed ATLCZ in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:58.266621] [INFO ] [sig ] [280/3599] Forecasting ATLO... [2025-11-26T21:19:58.266683] [INFO ] [sig ] Generating forecast for: ATLO [2025-11-26T21:19:58.266766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'. [2025-11-26T21:19:58.277908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLO'. [2025-11-26T21:19:58.278254] [INFO ] [FORECASTER] Starting predict_future for ATLO [2025-11-26T21:19:58.279081] [DEBUG] [LOCAL ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt [2025-11-26T21:19:58.279151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:58.279195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:58.279235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:58.279302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:58.336500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:58.337164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:58.337263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:58.337309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:58.445140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:58.445261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:58.445306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:58.445348] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:58.448515] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-11-26T21:19:58.448822] [INFO ] [FORECASTER] Completed predict_future for ATLO [2025-11-26T21:19:58.449001] [INFO ] [sig ] ATLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:58.588191] [INFO ] [LOCAL ] Saved forecast: ATLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATLO.txt [2025-11-26T21:19:58.588317] [INFO ] [sig ] [280/3599] Completed ATLO in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:58.588370] [INFO ] [sig ] [281/3599] Forecasting ATNI... [2025-11-26T21:19:58.588413] [INFO ] [sig ] Generating forecast for: ATNI [2025-11-26T21:19:58.588479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'. [2025-11-26T21:19:58.598787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATNI'. [2025-11-26T21:19:58.599059] [INFO ] [FORECASTER] Starting predict_future for ATNI [2025-11-26T21:19:58.599872] [DEBUG] [LOCAL ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt [2025-11-26T21:19:58.599943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:58.599990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:58.600030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:58.600098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:58.657588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:58.658240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:58.658337] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:58.658384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:58.780124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:58.780253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:58.780302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:58.780341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:58.783528] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-11-26T21:19:58.783848] [INFO ] [FORECASTER] Completed predict_future for ATNI [2025-11-26T21:19:58.783995] [INFO ] [sig ] ATNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:19:58.922095] [INFO ] [LOCAL ] Saved forecast: ATNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATNI.txt [2025-11-26T21:19:58.922225] [INFO ] [sig ] [281/3599] Completed ATNI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.3m [2025-11-26T21:19:58.922273] [INFO ] [sig ] [282/3599] Forecasting ATO... [2025-11-26T21:19:58.922317] [INFO ] [sig ] Generating forecast for: ATO [2025-11-26T21:19:58.922360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-11-26T21:19:58.932952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATO'. [2025-11-26T21:19:58.933234] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-11-26T21:19:58.934050] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-11-26T21:19:58.934120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:58.934166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:58.934205] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:58.934273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:58.991779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:58.992388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:58.992483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:58.992525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:59.114157] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:59.114283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:59.114328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:59.114370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:59.117563] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=98.65%) [2025-11-26T21:19:59.117869] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-11-26T21:19:59.118042] [INFO ] [sig ] ATO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:59.256141] [INFO ] [LOCAL ] Saved forecast: ATO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATO.txt [2025-11-26T21:19:59.256272] [INFO ] [sig ] [282/3599] Completed ATO in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.2m [2025-11-26T21:19:59.256342] [INFO ] [sig ] [283/3599] Forecasting ATOM... [2025-11-26T21:19:59.256392] [INFO ] [sig ] Generating forecast for: ATOM [2025-11-26T21:19:59.256435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'. [2025-11-26T21:19:59.266772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATOM'. [2025-11-26T21:19:59.267051] [INFO ] [FORECASTER] Starting predict_future for ATOM [2025-11-26T21:19:59.267876] [DEBUG] [LOCAL ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt [2025-11-26T21:19:59.267960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:59.268006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:59.268046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:59.268116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:59.324719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:59.325326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:59.325423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:59.325472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:59.448462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:59.448574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:59.448623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:59.448684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:59.451857] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=60.46%) [2025-11-26T21:19:59.452147] [INFO ] [FORECASTER] Completed predict_future for ATOM [2025-11-26T21:19:59.452290] [INFO ] [sig ] ATOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:59.597583] [INFO ] [LOCAL ] Saved forecast: ATOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATOM.txt [2025-11-26T21:19:59.597821] [INFO ] [sig ] [283/3599] Completed ATOM in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.2m [2025-11-26T21:19:59.597881] [INFO ] [sig ] [284/3599] Forecasting ATPC... [2025-11-26T21:19:59.597929] [INFO ] [sig ] Generating forecast for: ATPC [2025-11-26T21:19:59.598029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'. [2025-11-26T21:19:59.609465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATPC'. [2025-11-26T21:19:59.609991] [INFO ] [FORECASTER] Starting predict_future for ATPC [2025-11-26T21:19:59.610821] [DEBUG] [LOCAL ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt [2025-11-26T21:19:59.610892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:59.610940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:59.610989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:59.611108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:59.668758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:59.669381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:59.669478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:59.669523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:19:59.780523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:19:59.780673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:19:59.780721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:19:59.780768] [INFO ] [FORECASTER] Training complete [2025-11-26T21:19:59.784204] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: UP (p=92.07%) [2025-11-26T21:19:59.784528] [INFO ] [FORECASTER] Completed predict_future for ATPC [2025-11-26T21:19:59.784709] [INFO ] [sig ] ATPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:19:59.926117] [INFO ] [LOCAL ] Saved forecast: ATPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ATPC.txt [2025-11-26T21:19:59.926275] [INFO ] [sig ] [284/3599] Completed ATPC in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.2m [2025-11-26T21:19:59.926329] [INFO ] [sig ] [285/3599] Forecasting ATRA... [2025-11-26T21:19:59.926390] [INFO ] [sig ] Generating forecast for: ATRA [2025-11-26T21:19:59.926443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'. [2025-11-26T21:19:59.936898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRA'. [2025-11-26T21:19:59.937194] [INFO ] [FORECASTER] Starting predict_future for ATRA [2025-11-26T21:19:59.938054] [DEBUG] [LOCAL ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt [2025-11-26T21:19:59.938125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:19:59.938181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:19:59.938232] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:19:59.938319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:19:59.996689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:19:59.997351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:19:59.997465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:19:59.997517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:00.116135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:00.116286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:00.116350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:00.116391] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:00.119776] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-11-26T21:20:00.120106] [INFO ] [FORECASTER] Completed predict_future for ATRA [2025-11-26T21:20:00.120250] [INFO ] [sig ] ATRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:00.260875] [INFO ] [LOCAL ] Saved forecast: ATRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATRA.txt [2025-11-26T21:20:00.261005] [INFO ] [sig ] [285/3599] Completed ATRA in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:00.261059] [INFO ] [sig ] [286/3599] Forecasting ATRC... [2025-11-26T21:20:00.261100] [INFO ] [sig ] Generating forecast for: ATRC [2025-11-26T21:20:00.261143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'. [2025-11-26T21:20:00.271422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRC'. [2025-11-26T21:20:00.271741] [INFO ] [FORECASTER] Starting predict_future for ATRC [2025-11-26T21:20:00.272579] [DEBUG] [LOCAL ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt [2025-11-26T21:20:00.272673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:00.272730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:00.272781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:00.272866] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:00.333574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:00.334308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:00.334410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:00.334457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:00.453183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:00.453334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:00.453386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:00.453427] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:00.456817] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=38.11%) [2025-11-26T21:20:00.457127] [INFO ] [FORECASTER] Completed predict_future for ATRC [2025-11-26T21:20:00.457284] [INFO ] [sig ] ATRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:00.597798] [INFO ] [LOCAL ] Saved forecast: ATRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATRC.txt [2025-11-26T21:20:00.597935] [INFO ] [sig ] [286/3599] Completed ATRC in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:00.597996] [INFO ] [sig ] [287/3599] Forecasting ATRO... [2025-11-26T21:20:00.598040] [INFO ] [sig ] Generating forecast for: ATRO [2025-11-26T21:20:00.598101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'. [2025-11-26T21:20:00.608703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRO'. [2025-11-26T21:20:00.608996] [INFO ] [FORECASTER] Starting predict_future for ATRO [2025-11-26T21:20:00.609806] [DEBUG] [LOCAL ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt [2025-11-26T21:20:00.609878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:00.609935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:00.609986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:00.610077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:00.667376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:00.668035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:00.668133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:00.668175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:00.790065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:00.790194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:00.790245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:00.790285] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:00.793541] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=16.84%) [2025-11-26T21:20:00.793871] [INFO ] [FORECASTER] Completed predict_future for ATRO [2025-11-26T21:20:00.794032] [INFO ] [sig ] ATRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:00.932488] [INFO ] [LOCAL ] Saved forecast: ATRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATRO.txt [2025-11-26T21:20:00.932669] [INFO ] [sig ] [287/3599] Completed ATRO in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:00.932726] [INFO ] [sig ] [288/3599] Forecasting ATXS... [2025-11-26T21:20:00.932781] [INFO ] [sig ] Generating forecast for: ATXS [2025-11-26T21:20:00.932819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'. [2025-11-26T21:20:00.943841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATXS'. [2025-11-26T21:20:00.944138] [INFO ] [FORECASTER] Starting predict_future for ATXS [2025-11-26T21:20:00.944957] [DEBUG] [LOCAL ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt [2025-11-26T21:20:00.945027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:00.945083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:00.945125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:00.945201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:01.002420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:01.003064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:01.003344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:01.003390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:01.124306] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:01.124512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:01.124559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:01.124595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:01.128128] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=5.14%) [2025-11-26T21:20:01.128479] [INFO ] [FORECASTER] Completed predict_future for ATXS [2025-11-26T21:20:01.128630] [INFO ] [sig ] ATXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:01.269133] [INFO ] [LOCAL ] Saved forecast: ATXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ATXS.txt [2025-11-26T21:20:01.269348] [INFO ] [sig ] [288/3599] Completed ATXS in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:01.269404] [INFO ] [sig ] [289/3599] Forecasting AUB... [2025-11-26T21:20:01.269449] [INFO ] [sig ] Generating forecast for: AUB [2025-11-26T21:20:01.269494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-11-26T21:20:01.282375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUB'. [2025-11-26T21:20:01.282972] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-11-26T21:20:01.283985] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-11-26T21:20:01.284063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:01.284114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:01.284158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:01.284238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:01.347961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:01.349242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:01.349384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:01.349436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:01.475221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:01.475480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:01.475547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:01.475607] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:01.479638] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=27.12%) [2025-11-26T21:20:01.480059] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-11-26T21:20:01.480250] [INFO ] [sig ] AUB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:01.633778] [INFO ] [LOCAL ] Saved forecast: AUB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUB.txt [2025-11-26T21:20:01.634056] [INFO ] [sig ] [289/3599] Completed AUB in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:01.634120] [INFO ] [sig ] [290/3599] Forecasting AUDC... [2025-11-26T21:20:01.634169] [INFO ] [sig ] Generating forecast for: AUDC [2025-11-26T21:20:01.634214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'. [2025-11-26T21:20:01.646605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUDC'. [2025-11-26T21:20:01.647177] [INFO ] [FORECASTER] Starting predict_future for AUDC [2025-11-26T21:20:01.648188] [DEBUG] [LOCAL ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt [2025-11-26T21:20:01.648266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:01.648351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:01.648400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:01.648474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:01.711234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:01.712486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:01.712634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:01.712715] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:01.855177] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:01.855458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:01.855553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:01.855605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:01.860091] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=13.11%) [2025-11-26T21:20:01.860587] [INFO ] [FORECASTER] Completed predict_future for AUDC [2025-11-26T21:20:01.860820] [INFO ] [sig ] AUDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:02.026253] [INFO ] [LOCAL ] Saved forecast: AUDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUDC.txt [2025-11-26T21:20:02.026536] [INFO ] [sig ] [290/3599] Completed AUDC in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:02.026628] [INFO ] [sig ] [291/3599] Forecasting AUID... [2025-11-26T21:20:02.026970] [INFO ] [sig ] Generating forecast for: AUID [2025-11-26T21:20:02.027044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'. [2025-11-26T21:20:02.041256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUID'. [2025-11-26T21:20:02.041922] [INFO ] [FORECASTER] Starting predict_future for AUID [2025-11-26T21:20:02.042999] [DEBUG] [LOCAL ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt [2025-11-26T21:20:02.043082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:02.043133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:02.043175] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:02.043247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:02.106802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:02.108160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:02.108289] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:02.108342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:02.251388] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:02.251675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:02.251739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:02.251786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:02.257182] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: DOWN (p=38.68%) [2025-11-26T21:20:02.257820] [INFO ] [FORECASTER] Completed predict_future for AUID [2025-11-26T21:20:02.258069] [INFO ] [sig ] AUID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:02.410497] [INFO ] [LOCAL ] Saved forecast: AUID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUID.txt [2025-11-26T21:20:02.410838] [INFO ] [sig ] [291/3599] Completed AUID in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:02.410908] [INFO ] [sig ] [292/3599] Forecasting AUPH... [2025-11-26T21:20:02.410959] [INFO ] [sig ] Generating forecast for: AUPH [2025-11-26T21:20:02.411002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'. [2025-11-26T21:20:02.425069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUPH'. [2025-11-26T21:20:02.425938] [INFO ] [FORECASTER] Starting predict_future for AUPH [2025-11-26T21:20:02.426976] [DEBUG] [LOCAL ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt [2025-11-26T21:20:02.427065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:02.427118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:02.427163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:02.427246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:02.491597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:02.492981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:02.493116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:02.493170] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:02.614370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:02.614626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:02.614704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:02.614754] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:02.618691] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=10.27%) [2025-11-26T21:20:02.619024] [INFO ] [FORECASTER] Completed predict_future for AUPH [2025-11-26T21:20:02.619191] [INFO ] [sig ] AUPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:02.765707] [INFO ] [LOCAL ] Saved forecast: AUPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AUPH.txt [2025-11-26T21:20:02.765978] [INFO ] [sig ] [292/3599] Completed AUPH in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:02.766076] [INFO ] [sig ] [293/3599] Forecasting AURA... [2025-11-26T21:20:02.766126] [INFO ] [sig ] Generating forecast for: AURA [2025-11-26T21:20:02.766181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'. [2025-11-26T21:20:02.779486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AURA'. [2025-11-26T21:20:02.780184] [INFO ] [FORECASTER] Starting predict_future for AURA [2025-11-26T21:20:02.781479] [DEBUG] [LOCAL ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt [2025-11-26T21:20:02.781765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:02.781814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:02.781857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:02.781935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:02.845685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:02.846945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:02.847071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:02.847122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:02.978704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:02.978975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:02.979036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:02.979082] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:02.984179] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=56.11%) [2025-11-26T21:20:02.984687] [INFO ] [FORECASTER] Completed predict_future for AURA [2025-11-26T21:20:02.984886] [INFO ] [sig ] AURA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:03.141009] [INFO ] [LOCAL ] Saved forecast: AURA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AURA.txt [2025-11-26T21:20:03.141299] [INFO ] [sig ] [293/3599] Completed AURA in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:03.141363] [INFO ] [sig ] [294/3599] Forecasting AUTL... [2025-11-26T21:20:03.141406] [INFO ] [sig ] Generating forecast for: AUTL [2025-11-26T21:20:03.141454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'. [2025-11-26T21:20:03.155546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUTL'. [2025-11-26T21:20:03.156143] [INFO ] [FORECASTER] Starting predict_future for AUTL [2025-11-26T21:20:03.157580] [DEBUG] [LOCAL ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt [2025-11-26T21:20:03.157675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:03.157748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:03.157793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:03.157866] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:03.219516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:03.220693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:03.220825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:03.220877] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:03.350893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:03.351152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:03.351213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:03.351258] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:03.355680] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-11-26T21:20:03.356040] [INFO ] [FORECASTER] Completed predict_future for AUTL [2025-11-26T21:20:03.356213] [INFO ] [sig ] AUTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:03.507705] [INFO ] [LOCAL ] Saved forecast: AUTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AUTL.txt [2025-11-26T21:20:03.507926] [INFO ] [sig ] [294/3599] Completed AUTL in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:03.507990] [INFO ] [sig ] [295/3599] Forecasting AVA... [2025-11-26T21:20:03.508068] [INFO ] [sig ] Generating forecast for: AVA [2025-11-26T21:20:03.508108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-11-26T21:20:03.521001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVA'. [2025-11-26T21:20:03.521455] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-11-26T21:20:03.522472] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-11-26T21:20:03.522551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:03.522603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:03.522662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:03.522740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:03.581979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:03.583233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:03.583358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:03.583409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:03.702330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:03.702597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:03.702676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:03.702723] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:03.706662] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=75.52%) [2025-11-26T21:20:03.707004] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-11-26T21:20:03.707168] [INFO ] [sig ] AVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:03.853547] [INFO ] [LOCAL ] Saved forecast: AVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVA.txt [2025-11-26T21:20:03.853808] [INFO ] [sig ] [295/3599] Completed AVA in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:03.853873] [INFO ] [sig ] [296/3599] Forecasting AVAH... [2025-11-26T21:20:03.853955] [INFO ] [sig ] Generating forecast for: AVAH [2025-11-26T21:20:03.853995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'. [2025-11-26T21:20:03.866437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAH'. [2025-11-26T21:20:03.867035] [INFO ] [FORECASTER] Starting predict_future for AVAH [2025-11-26T21:20:03.868086] [DEBUG] [LOCAL ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt [2025-11-26T21:20:03.868179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:03.868249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:03.868301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:03.868384] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:03.945235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:03.946682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:03.946841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:03.946908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:04.104799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:04.105052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:04.105112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:04.105157] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:04.109012] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=34.64%) [2025-11-26T21:20:04.109355] [INFO ] [FORECASTER] Completed predict_future for AVAH [2025-11-26T21:20:04.109517] [INFO ] [sig ] AVAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:04.258663] [INFO ] [LOCAL ] Saved forecast: AVAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVAH.txt [2025-11-26T21:20:04.258926] [INFO ] [sig ] [296/3599] Completed AVAH in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:04.259021] [INFO ] [sig ] [297/3599] Forecasting AVAL... [2025-11-26T21:20:04.259072] [INFO ] [sig ] Generating forecast for: AVAL [2025-11-26T21:20:04.259122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-11-26T21:20:04.271676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAL'. [2025-11-26T21:20:04.272243] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-11-26T21:20:04.273231] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-11-26T21:20:04.273307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:04.273356] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:04.273398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:04.273475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:04.336792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:04.338141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:04.338279] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:04.338331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:04.467775] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:04.468059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:04.468124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:04.468174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:04.472494] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=88.65%) [2025-11-26T21:20:04.472908] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-11-26T21:20:04.473095] [INFO ] [sig ] AVAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:04.627204] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVAL.txt [2025-11-26T21:20:04.627441] [INFO ] [sig ] [297/3599] Completed AVAL in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:04.627545] [INFO ] [sig ] [298/3599] Forecasting AVB... [2025-11-26T21:20:04.627660] [INFO ] [sig ] Generating forecast for: AVB [2025-11-26T21:20:04.627730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-11-26T21:20:04.640616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVB'. [2025-11-26T21:20:04.641217] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-11-26T21:20:04.642156] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-11-26T21:20:04.642232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:04.642281] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:04.642323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:04.642394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:04.722983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:04.724322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:04.724475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:04.724543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:04.869231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:04.869524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:04.869603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:04.869691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:04.874567] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=50.68%) [2025-11-26T21:20:04.875038] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-11-26T21:20:04.875270] [INFO ] [sig ] AVB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:05.060268] [INFO ] [LOCAL ] Saved forecast: AVB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVB.txt [2025-11-26T21:20:05.060519] [INFO ] [sig ] [298/3599] Completed AVB in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:05.060633] [INFO ] [sig ] [299/3599] Forecasting AVBP... [2025-11-26T21:20:05.060703] [INFO ] [sig ] Generating forecast for: AVBP [2025-11-26T21:20:05.060756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'. [2025-11-26T21:20:05.074522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVBP'. [2025-11-26T21:20:05.075123] [INFO ] [FORECASTER] Starting predict_future for AVBP [2025-11-26T21:20:05.076184] [DEBUG] [LOCAL ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt [2025-11-26T21:20:05.076262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:05.076312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:05.076364] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:05.076447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:05.139871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:05.141201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:05.141353] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:05.141406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:05.272204] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:05.272502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:05.272572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:05.272620] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:05.276780] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-11-26T21:20:05.277166] [INFO ] [FORECASTER] Completed predict_future for AVBP [2025-11-26T21:20:05.277384] [INFO ] [sig ] AVBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:05.427807] [INFO ] [LOCAL ] Saved forecast: AVBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVBP.txt [2025-11-26T21:20:05.428070] [INFO ] [sig ] [299/3599] Completed AVBP in 0.4s | 2.87 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:05.428222] [INFO ] [sig ] [300/3599] Forecasting AVD... [2025-11-26T21:20:05.428295] [INFO ] [sig ] Generating forecast for: AVD [2025-11-26T21:20:05.428345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-11-26T21:20:05.442054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVD'. [2025-11-26T21:20:05.442598] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-11-26T21:20:05.443571] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-11-26T21:20:05.443669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:05.443718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:05.443759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:05.443842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:05.507033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:05.508314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:05.508437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:05.508486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:05.634131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:05.634415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:05.634478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:05.634521] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:05.638602] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=14.03%) [2025-11-26T21:20:05.639037] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-11-26T21:20:05.639228] [INFO ] [sig ] AVD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:05.788882] [INFO ] [LOCAL ] Saved forecast: AVD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVD.txt [2025-11-26T21:20:05.789123] [INFO ] [sig ] [300/3599] Completed AVD in 0.4s | 2.86 sym/s | Total: 1.7m | ETA: 19.2m [2025-11-26T21:20:05.789187] [INFO ] [sig ] [301/3599] Forecasting AVGO... [2025-11-26T21:20:05.789262] [INFO ] [sig ] Generating forecast for: AVGO [2025-11-26T21:20:05.789312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'. [2025-11-26T21:20:05.802521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGO'. [2025-11-26T21:20:05.803179] [INFO ] [FORECASTER] Starting predict_future for AVGO [2025-11-26T21:20:05.804197] [DEBUG] [LOCAL ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt [2025-11-26T21:20:05.804276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:05.804329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:05.804374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:05.804451] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:05.864348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:05.865558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:05.865706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:05.865758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:06.015884] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:06.016173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:06.016232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:06.016313] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:06.020873] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=96.68%) [2025-11-26T21:20:06.021400] [INFO ] [FORECASTER] Completed predict_future for AVGO [2025-11-26T21:20:06.021599] [INFO ] [sig ] AVGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:06.172485] [INFO ] [LOCAL ] Saved forecast: AVGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVGO.txt [2025-11-26T21:20:06.172766] [INFO ] [sig ] [301/3599] Completed AVGO in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:06.172829] [INFO ] [sig ] [302/3599] Forecasting AVGX... [2025-11-26T21:20:06.172910] [INFO ] [sig ] Generating forecast for: AVGX [2025-11-26T21:20:06.172962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'. [2025-11-26T21:20:06.185943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGX'. [2025-11-26T21:20:06.186597] [INFO ] [FORECASTER] Starting predict_future for AVGX [2025-11-26T21:20:06.187855] [DEBUG] [LOCAL ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt [2025-11-26T21:20:06.187957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:06.188006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:06.188042] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:06.188117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:06.247805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:06.249049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:06.249208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:06.249256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:06.381926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:06.382189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:06.382248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:06.382292] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:06.386547] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=13.84%) [2025-11-26T21:20:06.386962] [INFO ] [FORECASTER] Completed predict_future for AVGX [2025-11-26T21:20:06.387169] [INFO ] [sig ] AVGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:06.545175] [INFO ] [LOCAL ] Saved forecast: AVGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVGX.txt [2025-11-26T21:20:06.545446] [INFO ] [sig ] [302/3599] Completed AVGX in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:06.545510] [INFO ] [sig ] [303/3599] Forecasting AVK... [2025-11-26T21:20:06.545595] [INFO ] [sig ] Generating forecast for: AVK [2025-11-26T21:20:06.545658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-11-26T21:20:06.558843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVK'. [2025-11-26T21:20:06.559382] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-11-26T21:20:06.560266] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-11-26T21:20:06.560341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:06.560384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:06.560426] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:06.560496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:06.617740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:06.618732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:06.618839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:06.618910] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:06.732185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:06.732392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:06.732446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:06.732493] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:06.735959] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=88.18%) [2025-11-26T21:20:06.736264] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-11-26T21:20:06.736417] [INFO ] [sig ] AVK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:06.879372] [INFO ] [LOCAL ] Saved forecast: AVK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVK.txt [2025-11-26T21:20:06.879603] [INFO ] [sig ] [303/3599] Completed AVK in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:06.879683] [INFO ] [sig ] [304/3599] Forecasting AVNS... [2025-11-26T21:20:06.879731] [INFO ] [sig ] Generating forecast for: AVNS [2025-11-26T21:20:06.879803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-11-26T21:20:06.891196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVNS'. [2025-11-26T21:20:06.891534] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-11-26T21:20:06.892390] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-11-26T21:20:06.892462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:06.892509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:06.892550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:06.892619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:06.950637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:06.951521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:06.951629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:06.951705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:07.072952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:07.073174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:07.073243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:07.073289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:07.076869] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=73.39%) [2025-11-26T21:20:07.077205] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-11-26T21:20:07.077362] [INFO ] [sig ] AVNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:07.223990] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVNS.txt [2025-11-26T21:20:07.224159] [INFO ] [sig ] [304/3599] Completed AVNS in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:07.224216] [INFO ] [sig ] [305/3599] Forecasting AVO... [2025-11-26T21:20:07.224260] [INFO ] [sig ] Generating forecast for: AVO [2025-11-26T21:20:07.224303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'. [2025-11-26T21:20:07.237610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVO'. [2025-11-26T21:20:07.238174] [INFO ] [FORECASTER] Starting predict_future for AVO [2025-11-26T21:20:07.239216] [DEBUG] [LOCAL ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt [2025-11-26T21:20:07.239290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:07.239337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:07.239407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:07.239474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:07.297447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:07.298913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:07.299039] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:07.299088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:07.417600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:07.417892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:07.417955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:07.418008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:07.422082] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=83.34%) [2025-11-26T21:20:07.422432] [INFO ] [FORECASTER] Completed predict_future for AVO [2025-11-26T21:20:07.422608] [INFO ] [sig ] AVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:07.579785] [INFO ] [LOCAL ] Saved forecast: AVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AVO.txt [2025-11-26T21:20:07.580086] [INFO ] [sig ] [305/3599] Completed AVO in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:07.580147] [INFO ] [sig ] [306/3599] Forecasting AVTX... [2025-11-26T21:20:07.580192] [INFO ] [sig ] Generating forecast for: AVTX [2025-11-26T21:20:07.580238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'. [2025-11-26T21:20:07.592493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVTX'. [2025-11-26T21:20:07.593087] [INFO ] [FORECASTER] Starting predict_future for AVTX [2025-11-26T21:20:07.594154] [DEBUG] [LOCAL ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt [2025-11-26T21:20:07.594243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:07.594296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:07.594335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:07.594411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:07.656256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:07.657617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:07.657768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:07.657820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:07.788085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:07.788347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:07.788414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:07.788470] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:07.792732] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-11-26T21:20:07.793170] [INFO ] [FORECASTER] Completed predict_future for AVTX [2025-11-26T21:20:07.793366] [INFO ] [sig ] AVTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:07.962402] [INFO ] [LOCAL ] Saved forecast: AVTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVTX.txt [2025-11-26T21:20:07.962707] [INFO ] [sig ] [306/3599] Completed AVTX in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:07.962776] [INFO ] [sig ] [307/3599] Forecasting AVXL... [2025-11-26T21:20:07.962829] [INFO ] [sig ] Generating forecast for: AVXL [2025-11-26T21:20:07.962880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'. [2025-11-26T21:20:07.975369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVXL'. [2025-11-26T21:20:07.976058] [INFO ] [FORECASTER] Starting predict_future for AVXL [2025-11-26T21:20:07.977209] [DEBUG] [LOCAL ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt [2025-11-26T21:20:07.977300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:07.977376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:07.977425] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:07.977531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:08.040542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:08.041976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:08.042105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:08.042158] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:08.184629] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:08.184912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:08.184988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:08.185036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:08.189492] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-11-26T21:20:08.190053] [INFO ] [FORECASTER] Completed predict_future for AVXL [2025-11-26T21:20:08.190268] [INFO ] [sig ] AVXL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:08.352252] [INFO ] [LOCAL ] Saved forecast: AVXL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVXL.txt [2025-11-26T21:20:08.352464] [INFO ] [sig ] [307/3599] Completed AVXL in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:08.352524] [INFO ] [sig ] [308/3599] Forecasting AVY... [2025-11-26T21:20:08.352596] [INFO ] [sig ] Generating forecast for: AVY [2025-11-26T21:20:08.352637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-11-26T21:20:08.364088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVY'. [2025-11-26T21:20:08.364613] [INFO ] [FORECASTER] Starting predict_future for AVY [2025-11-26T21:20:08.365436] [DEBUG] [LOCAL ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt [2025-11-26T21:20:08.365507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:08.365552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:08.365592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:08.365679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:08.423556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:08.424508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:08.424612] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:08.424688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:08.554699] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:08.554893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:08.554947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:08.554991] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:08.558687] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=31.03%) [2025-11-26T21:20:08.558996] [INFO ] [FORECASTER] Completed predict_future for AVY [2025-11-26T21:20:08.559144] [INFO ] [sig ] AVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:08.708906] [INFO ] [LOCAL ] Saved forecast: AVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AVY.txt [2025-11-26T21:20:08.709112] [INFO ] [sig ] [308/3599] Completed AVY in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:08.709205] [INFO ] [sig ] [309/3599] Forecasting AWF... [2025-11-26T21:20:08.709253] [INFO ] [sig ] Generating forecast for: AWF [2025-11-26T21:20:08.709306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-11-26T21:20:08.720765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWF'. [2025-11-26T21:20:08.721143] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-11-26T21:20:08.722023] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-11-26T21:20:08.722093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:08.722162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:08.722222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:08.722316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:08.784241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:08.785216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:08.785326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:08.785387] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:08.910968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:08.911171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:08.911247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:08.911326] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:08.915278] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-11-26T21:20:08.915634] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-11-26T21:20:08.915834] [INFO ] [sig ] AWF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:09.073408] [INFO ] [LOCAL ] Saved forecast: AWF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWF.txt [2025-11-26T21:20:09.073623] [INFO ] [sig ] [309/3599] Completed AWF in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:09.073747] [INFO ] [sig ] [310/3599] Forecasting AWI... [2025-11-26T21:20:09.073814] [INFO ] [sig ] Generating forecast for: AWI [2025-11-26T21:20:09.073860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-11-26T21:20:09.086015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWI'. [2025-11-26T21:20:09.086421] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-11-26T21:20:09.087367] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-11-26T21:20:09.087442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:09.087543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:09.087602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:09.087722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:09.151980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:09.152919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:09.153056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:09.153114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:09.284049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:09.284237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:09.284290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:09.284367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:09.288169] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=88.33%) [2025-11-26T21:20:09.288517] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-11-26T21:20:09.288709] [INFO ] [sig ] AWI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:09.440416] [INFO ] [LOCAL ] Saved forecast: AWI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWI.txt [2025-11-26T21:20:09.440656] [INFO ] [sig ] [310/3599] Completed AWI in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:09.440734] [INFO ] [sig ] [311/3599] Forecasting AWK... [2025-11-26T21:20:09.440893] [INFO ] [sig ] Generating forecast for: AWK [2025-11-26T21:20:09.440950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-11-26T21:20:09.452537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWK'. [2025-11-26T21:20:09.452952] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-11-26T21:20:09.453880] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-11-26T21:20:09.453953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:09.453999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:09.454039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:09.454129] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:09.517361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:09.518293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:09.518408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:09.518469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:09.643627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:09.643832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:09.643889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:09.643933] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:09.647892] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=65.86%) [2025-11-26T21:20:09.648229] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-11-26T21:20:09.648398] [INFO ] [sig ] AWK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:09.798818] [INFO ] [LOCAL ] Saved forecast: AWK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWK.txt [2025-11-26T21:20:09.799035] [INFO ] [sig ] [311/3599] Completed AWK in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:09.799221] [INFO ] [sig ] [312/3599] Forecasting AWP... [2025-11-26T21:20:09.799301] [INFO ] [sig ] Generating forecast for: AWP [2025-11-26T21:20:09.799378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-11-26T21:20:09.814881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWP'. [2025-11-26T21:20:09.815354] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-11-26T21:20:09.816233] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-11-26T21:20:09.816309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:09.816375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:09.816430] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:09.816504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:09.878289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:09.879210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:09.879321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:09.879375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:10.005750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:10.005945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:10.006003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:10.006047] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:10.009970] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=32.50%) [2025-11-26T21:20:10.010347] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-11-26T21:20:10.010548] [INFO ] [sig ] AWP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:10.165685] [INFO ] [LOCAL ] Saved forecast: AWP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AWP.txt [2025-11-26T21:20:10.165900] [INFO ] [sig ] [312/3599] Completed AWP in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.2m [2025-11-26T21:20:10.165985] [INFO ] [sig ] [313/3599] Forecasting AWRE... [2025-11-26T21:20:10.166042] [INFO ] [sig ] Generating forecast for: AWRE [2025-11-26T21:20:10.166087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'. [2025-11-26T21:20:10.178510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWRE'. [2025-11-26T21:20:10.178979] [INFO ] [FORECASTER] Starting predict_future for AWRE [2025-11-26T21:20:10.180059] [DEBUG] [LOCAL ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt [2025-11-26T21:20:10.180141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:10.180204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:10.180268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:10.180357] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:10.239946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:10.240796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:10.240899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:10.240946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:10.348333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:10.348523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:10.348575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:10.348617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:10.352114] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: UP (p=58.24%) [2025-11-26T21:20:10.352418] [INFO ] [FORECASTER] Completed predict_future for AWRE [2025-11-26T21:20:10.352565] [INFO ] [sig ] AWRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:10.495411] [INFO ] [LOCAL ] Saved forecast: AWRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AWRE.txt [2025-11-26T21:20:10.495595] [INFO ] [sig ] [313/3599] Completed AWRE in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.1m [2025-11-26T21:20:10.495704] [INFO ] [sig ] [314/3599] Forecasting AXGN... [2025-11-26T21:20:10.495752] [INFO ] [sig ] Generating forecast for: AXGN [2025-11-26T21:20:10.495807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'. [2025-11-26T21:20:10.506416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXGN'. [2025-11-26T21:20:10.506780] [INFO ] [FORECASTER] Starting predict_future for AXGN [2025-11-26T21:20:10.507620] [DEBUG] [LOCAL ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt [2025-11-26T21:20:10.507709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:10.507754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:10.507793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:10.507861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:10.565225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:10.565958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:10.566058] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:10.566106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:10.691277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:10.691503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:10.691559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:10.691601] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:10.695362] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=15.68%) [2025-11-26T21:20:10.695798] [INFO ] [FORECASTER] Completed predict_future for AXGN [2025-11-26T21:20:10.695976] [INFO ] [sig ] AXGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:10.838486] [INFO ] [LOCAL ] Saved forecast: AXGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXGN.txt [2025-11-26T21:20:10.838666] [INFO ] [sig ] [314/3599] Completed AXGN in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.1m [2025-11-26T21:20:10.838726] [INFO ] [sig ] [315/3599] Forecasting AXL... [2025-11-26T21:20:10.838770] [INFO ] [sig ] Generating forecast for: AXL [2025-11-26T21:20:10.838832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-11-26T21:20:10.849144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXL'. [2025-11-26T21:20:10.849467] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-11-26T21:20:10.850265] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-11-26T21:20:10.850336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:10.850381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:10.850421] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:10.850489] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:10.907764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:10.908671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:10.908779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:10.908826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:11.035365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:11.035565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:11.035619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:11.035690] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:11.039743] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=30.57%) [2025-11-26T21:20:11.040084] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-11-26T21:20:11.040242] [INFO ] [sig ] AXL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:11.185342] [INFO ] [LOCAL ] Saved forecast: AXL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXL.txt [2025-11-26T21:20:11.185527] [INFO ] [sig ] [315/3599] Completed AXL in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.1m [2025-11-26T21:20:11.185581] [INFO ] [sig ] [316/3599] Forecasting AXON... [2025-11-26T21:20:11.185666] [INFO ] [sig ] Generating forecast for: AXON [2025-11-26T21:20:11.185718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'. [2025-11-26T21:20:11.196167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXON'. [2025-11-26T21:20:11.196492] [INFO ] [FORECASTER] Starting predict_future for AXON [2025-11-26T21:20:11.197319] [DEBUG] [LOCAL ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt [2025-11-26T21:20:11.197392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:11.197440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:11.197511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:11.197600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:11.255319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:11.256076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:11.256177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:11.256224] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:11.371126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:11.371311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:11.371364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:11.371402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:11.374829] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: DOWN (p=10.21%) [2025-11-26T21:20:11.375124] [INFO ] [FORECASTER] Completed predict_future for AXON [2025-11-26T21:20:11.375269] [INFO ] [sig ] AXON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:11.519849] [INFO ] [LOCAL ] Saved forecast: AXON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXON.txt [2025-11-26T21:20:11.520044] [INFO ] [sig ] [316/3599] Completed AXON in 0.3s | 2.86 sym/s | Total: 1.8m | ETA: 19.1m [2025-11-26T21:20:11.520100] [INFO ] [sig ] [317/3599] Forecasting AXP... [2025-11-26T21:20:11.520172] [INFO ] [sig ] Generating forecast for: AXP [2025-11-26T21:20:11.520211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-11-26T21:20:11.532015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXP'. [2025-11-26T21:20:11.532396] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-11-26T21:20:11.533320] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-11-26T21:20:11.533394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:11.533441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:11.533480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:11.533580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:11.596427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:11.597266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:11.597372] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:11.597430] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:11.728913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:11.729109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:11.729165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:11.729208] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:11.732749] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-11-26T21:20:11.733064] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-11-26T21:20:11.733217] [INFO ] [sig ] AXP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:11.883992] [INFO ] [LOCAL ] Saved forecast: AXP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXP.txt [2025-11-26T21:20:11.884228] [INFO ] [sig ] [317/3599] Completed AXP in 0.4s | 2.86 sym/s | Total: 1.8m | ETA: 19.1m [2025-11-26T21:20:11.884318] [INFO ] [sig ] [318/3599] Forecasting AXS... [2025-11-26T21:20:11.884368] [INFO ] [sig ] Generating forecast for: AXS [2025-11-26T21:20:11.884419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-11-26T21:20:11.895065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXS'. [2025-11-26T21:20:11.895481] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-11-26T21:20:11.896361] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-11-26T21:20:11.896432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:11.896493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:11.896536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:11.896606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:11.955223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:11.956223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:11.956329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:11.956376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:12.077525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:12.077743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:12.077799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:12.077840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:12.081484] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=60.86%) [2025-11-26T21:20:12.081847] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-11-26T21:20:12.082007] [INFO ] [sig ] AXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:12.228471] [INFO ] [LOCAL ] Saved forecast: AXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AXS.txt [2025-11-26T21:20:12.228757] [INFO ] [sig ] [318/3599] Completed AXS in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:12.228833] [INFO ] [sig ] [319/3599] Forecasting AXSM... [2025-11-26T21:20:12.228880] [INFO ] [sig ] Generating forecast for: AXSM [2025-11-26T21:20:12.228923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'. [2025-11-26T21:20:12.241756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXSM'. [2025-11-26T21:20:12.242321] [INFO ] [FORECASTER] Starting predict_future for AXSM [2025-11-26T21:20:12.243474] [DEBUG] [LOCAL ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt [2025-11-26T21:20:12.243551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:12.243611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:12.243677] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:12.243749] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:12.303816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:12.304713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:12.304816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:12.304863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:12.426463] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:12.426679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:12.426735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:12.426777] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:12.430739] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=25.93%) [2025-11-26T21:20:12.431062] [INFO ] [FORECASTER] Completed predict_future for AXSM [2025-11-26T21:20:12.431224] [INFO ] [sig ] AXSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:12.574067] [INFO ] [LOCAL ] Saved forecast: AXSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AXSM.txt [2025-11-26T21:20:12.574256] [INFO ] [sig ] [319/3599] Completed AXSM in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:12.574311] [INFO ] [sig ] [320/3599] Forecasting AXTA... [2025-11-26T21:20:12.574373] [INFO ] [sig ] Generating forecast for: AXTA [2025-11-26T21:20:12.574415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-11-26T21:20:12.586271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTA'. [2025-11-26T21:20:12.586672] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-11-26T21:20:12.587597] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-11-26T21:20:12.587688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:12.587736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:12.587778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:12.587847] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:12.646769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:12.647553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:12.647672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:12.647750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:12.772610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:12.772853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:12.772932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:12.772996] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:12.776741] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=51.03%) [2025-11-26T21:20:12.777074] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-11-26T21:20:12.777267] [INFO ] [sig ] AXTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:12.918164] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AXTA.txt [2025-11-26T21:20:12.918358] [INFO ] [sig ] [320/3599] Completed AXTA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:12.918446] [INFO ] [sig ] [321/3599] Forecasting AXTI... [2025-11-26T21:20:12.918512] [INFO ] [sig ] Generating forecast for: AXTI [2025-11-26T21:20:12.918573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'. [2025-11-26T21:20:12.929412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTI'. [2025-11-26T21:20:12.929784] [INFO ] [FORECASTER] Starting predict_future for AXTI [2025-11-26T21:20:12.930635] [DEBUG] [LOCAL ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt [2025-11-26T21:20:12.930735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:12.930796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:12.930856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:12.930951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:12.989472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:12.990332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:12.990447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:12.990510] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:13.114631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:13.114844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:13.114917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:13.114981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:13.118513] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=92.24%) [2025-11-26T21:20:13.118873] [INFO ] [FORECASTER] Completed predict_future for AXTI [2025-11-26T21:20:13.119054] [INFO ] [sig ] AXTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:13.260561] [INFO ] [LOCAL ] Saved forecast: AXTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AXTI.txt [2025-11-26T21:20:13.260770] [INFO ] [sig ] [321/3599] Completed AXTI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:13.260875] [INFO ] [sig ] [322/3599] Forecasting AYI... [2025-11-26T21:20:13.260939] [INFO ] [sig ] Generating forecast for: AYI [2025-11-26T21:20:13.261001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-11-26T21:20:13.272172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AYI'. [2025-11-26T21:20:13.272566] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-11-26T21:20:13.273434] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-11-26T21:20:13.273517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:13.273576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:13.273634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:13.273751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:13.332453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:13.333212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:13.333312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:13.333367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:13.454886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:13.455060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:13.455116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:13.455172] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:13.458654] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=13.41%) [2025-11-26T21:20:13.458968] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-11-26T21:20:13.459130] [INFO ] [sig ] AYI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:13.601292] [INFO ] [LOCAL ] Saved forecast: AYI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AYI.txt [2025-11-26T21:20:13.601492] [INFO ] [sig ] [322/3599] Completed AYI in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:13.601556] [INFO ] [sig ] [323/3599] Forecasting AZ... [2025-11-26T21:20:13.601659] [INFO ] [sig ] Generating forecast for: AZ [2025-11-26T21:20:13.601743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'. [2025-11-26T21:20:13.613459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZ'. [2025-11-26T21:20:13.613874] [INFO ] [FORECASTER] Starting predict_future for AZ [2025-11-26T21:20:13.615082] [DEBUG] [LOCAL ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt [2025-11-26T21:20:13.615164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:13.615233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:13.615296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:13.615400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:13.674722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:13.675580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:13.675733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:13.675802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:13.795541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:13.795748] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:20:13.795832] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:13.795902] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:13.799982] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=67.88%) [2025-11-26T21:20:13.800311] [INFO ] [FORECASTER] Completed predict_future for AZ [2025-11-26T21:20:13.800718] [INFO ] [sig ] AZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:13.940202] [INFO ] [LOCAL ] Saved forecast: AZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AZ.txt [2025-11-26T21:20:13.940395] [INFO ] [sig ] [323/3599] Completed AZ in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:13.940467] [INFO ] [sig ] [324/3599] Forecasting AZN... [2025-11-26T21:20:13.940587] [INFO ] [sig ] Generating forecast for: AZN [2025-11-26T21:20:13.940679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'. [2025-11-26T21:20:13.951725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZN'. [2025-11-26T21:20:13.952116] [INFO ] [FORECASTER] Starting predict_future for AZN [2025-11-26T21:20:13.953129] [DEBUG] [LOCAL ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt [2025-11-26T21:20:13.953201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:13.953262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:13.953312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:13.953398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:14.015967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:14.016795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:14.016908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:14.016959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:14.138983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:14.139166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:14.139220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:14.139265] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:14.142728] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=52.64%) [2025-11-26T21:20:14.143038] [INFO ] [FORECASTER] Completed predict_future for AZN [2025-11-26T21:20:14.143199] [INFO ] [sig ] AZN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:14.286037] [INFO ] [LOCAL ] Saved forecast: AZN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AZN.txt [2025-11-26T21:20:14.286240] [INFO ] [sig ] [324/3599] Completed AZN in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:14.286311] [INFO ] [sig ] [325/3599] Forecasting AZO... [2025-11-26T21:20:14.286377] [INFO ] [sig ] Generating forecast for: AZO [2025-11-26T21:20:14.286419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-11-26T21:20:14.297177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZO'. [2025-11-26T21:20:14.297575] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-11-26T21:20:14.298431] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-11-26T21:20:14.298509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:14.298579] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:14.298663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:14.298771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:14.355590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:14.356385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:14.356503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:14.356577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:14.480252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:14.480434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:14.480521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:14.480627] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:14.484222] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=20.47%) [2025-11-26T21:20:14.484564] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-11-26T21:20:14.484769] [INFO ] [sig ] AZO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:14.626958] [INFO ] [LOCAL ] Saved forecast: AZO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AZO.txt [2025-11-26T21:20:14.627145] [INFO ] [sig ] [325/3599] Completed AZO in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:14.627225] [INFO ] [sig ] [326/3599] Forecasting AZTA... [2025-11-26T21:20:14.627323] [INFO ] [sig ] Generating forecast for: AZTA [2025-11-26T21:20:14.627391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'. [2025-11-26T21:20:14.639012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZTA'. [2025-11-26T21:20:14.639553] [INFO ] [FORECASTER] Starting predict_future for AZTA [2025-11-26T21:20:14.640496] [DEBUG] [LOCAL ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt [2025-11-26T21:20:14.640570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:14.640617] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:14.640678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:14.640750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:14.700680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:14.701662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:14.701769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:14.701816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:14.824931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:14.825132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:14.825186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:14.825230] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:14.828746] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=88.16%) [2025-11-26T21:20:14.829075] [INFO ] [FORECASTER] Completed predict_future for AZTA [2025-11-26T21:20:14.829247] [INFO ] [sig ] AZTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:14.975178] [INFO ] [LOCAL ] Saved forecast: AZTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/AZTA.txt [2025-11-26T21:20:14.975370] [INFO ] [sig ] [326/3599] Completed AZTA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:14.975426] [INFO ] [sig ] [327/3599] Forecasting AZZ... [2025-11-26T21:20:14.975489] [INFO ] [sig ] Generating forecast for: AZZ [2025-11-26T21:20:14.975530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-11-26T21:20:14.986192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZZ'. [2025-11-26T21:20:14.986598] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-11-26T21:20:14.987408] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-11-26T21:20:14.987500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:14.987547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:14.987586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:14.987681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:15.045786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:15.046686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:15.046793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:15.046861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:15.164578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:15.164795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:15.164848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:15.164890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:15.168323] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=46.74%) [2025-11-26T21:20:15.168627] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-11-26T21:20:15.168801] [INFO ] [sig ] AZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:15.314296] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/AZZ.txt [2025-11-26T21:20:15.314488] [INFO ] [sig ] [327/3599] Completed AZZ in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:15.314545] [INFO ] [sig ] [328/3599] Forecasting BA... [2025-11-26T21:20:15.314612] [INFO ] [sig ] Generating forecast for: BA [2025-11-26T21:20:15.314671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-11-26T21:20:15.325535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BA'. [2025-11-26T21:20:15.325952] [INFO ] [FORECASTER] Starting predict_future for BA [2025-11-26T21:20:15.326793] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-11-26T21:20:15.326867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:15.326912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:15.326951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:15.327020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:15.384677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:15.385587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:15.385714] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:15.385764] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:15.507713] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:15.507919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:15.507978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:15.508022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:15.511586] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=78.33%) [2025-11-26T21:20:15.511933] [INFO ] [FORECASTER] Completed predict_future for BA [2025-11-26T21:20:15.512090] [INFO ] [sig ] BA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:15.655433] [INFO ] [LOCAL ] Saved forecast: BA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BA.txt [2025-11-26T21:20:15.655619] [INFO ] [sig ] [328/3599] Completed BA in 0.3s | 2.86 sym/s | Total: 1.9m | ETA: 19.0m [2025-11-26T21:20:15.655696] [INFO ] [sig ] [329/3599] Forecasting BABA... [2025-11-26T21:20:15.655772] [INFO ] [sig ] Generating forecast for: BABA [2025-11-26T21:20:15.655816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-11-26T21:20:15.666862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABA'. [2025-11-26T21:20:15.667312] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-11-26T21:20:15.668223] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-11-26T21:20:15.668311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:15.668368] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:15.668414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:15.668501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:15.727498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:15.728447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:15.728555] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:15.728605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:15.849634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:15.849847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:15.849903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:15.849946] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:15.853764] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-11-26T21:20:15.854118] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-11-26T21:20:15.854284] [INFO ] [sig ] BABA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:16.018747] [INFO ] [LOCAL ] Saved forecast: BABA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BABA.txt [2025-11-26T21:20:16.019066] [INFO ] [sig ] [329/3599] Completed BABA in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.0m [2025-11-26T21:20:16.019148] [INFO ] [sig ] [330/3599] Forecasting BABX... [2025-11-26T21:20:16.019211] [INFO ] [sig ] Generating forecast for: BABX [2025-11-26T21:20:16.019274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'. [2025-11-26T21:20:16.032545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABX'. [2025-11-26T21:20:16.033160] [INFO ] [FORECASTER] Starting predict_future for BABX [2025-11-26T21:20:16.034054] [DEBUG] [LOCAL ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt [2025-11-26T21:20:16.034128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:16.034172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:16.034211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:16.034279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:16.105727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:16.106674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:16.106786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:16.106834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:16.254080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:16.254292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:16.254348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:16.254385] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:16.258346] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=74.26%) [2025-11-26T21:20:16.258825] [INFO ] [FORECASTER] Completed predict_future for BABX [2025-11-26T21:20:16.259043] [INFO ] [sig ] BABX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:16.432946] [INFO ] [LOCAL ] Saved forecast: BABX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BABX.txt [2025-11-26T21:20:16.433169] [INFO ] [sig ] [330/3599] Completed BABX in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.0m [2025-11-26T21:20:16.433225] [INFO ] [sig ] [331/3599] Forecasting BAC... [2025-11-26T21:20:16.433261] [INFO ] [sig ] Generating forecast for: BAC [2025-11-26T21:20:16.433303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-11-26T21:20:16.451744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAC'. [2025-11-26T21:20:16.452318] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-11-26T21:20:16.453638] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-11-26T21:20:16.453819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:16.453884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:16.453931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:16.454029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:16.539912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:16.541246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:16.541424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:16.541503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:16.709504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:16.709762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:16.709841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:16.709896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:16.714073] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=95.91%) [2025-11-26T21:20:16.714548] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-11-26T21:20:16.714782] [INFO ] [sig ] BAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:16.892514] [INFO ] [LOCAL ] Saved forecast: BAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAC.txt [2025-11-26T21:20:16.892862] [INFO ] [sig ] [331/3599] Completed BAC in 0.5s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:16.892964] [INFO ] [sig ] [332/3599] Forecasting BAH... [2025-11-26T21:20:16.893044] [INFO ] [sig ] Generating forecast for: BAH [2025-11-26T21:20:16.893119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-11-26T21:20:16.908548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAH'. [2025-11-26T21:20:16.909124] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-11-26T21:20:16.910259] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-11-26T21:20:16.910346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:16.910405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:16.910456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:16.910551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:16.999239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:17.000413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:17.000553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:17.000616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:17.149741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:17.149952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:17.150010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:17.150068] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:17.154135] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-11-26T21:20:17.154537] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-11-26T21:20:17.154739] [INFO ] [sig ] BAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:17.313003] [INFO ] [LOCAL ] Saved forecast: BAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BAH.txt [2025-11-26T21:20:17.313218] [INFO ] [sig ] [332/3599] Completed BAH in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:17.313312] [INFO ] [sig ] [333/3599] Forecasting BAK... [2025-11-26T21:20:17.313389] [INFO ] [sig ] Generating forecast for: BAK [2025-11-26T21:20:17.313470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-11-26T21:20:17.325207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAK'. [2025-11-26T21:20:17.325637] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-11-26T21:20:17.326572] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-11-26T21:20:17.326672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:17.326730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:17.326778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:17.326865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:17.393965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:17.394998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:17.395110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:17.395172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:17.529717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:17.529907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:17.529982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:17.530064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:17.533688] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=63.70%) [2025-11-26T21:20:17.534016] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-11-26T21:20:17.534186] [INFO ] [sig ] BAK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:17.687846] [INFO ] [LOCAL ] Saved forecast: BAK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAK.txt [2025-11-26T21:20:17.688034] [INFO ] [sig ] [333/3599] Completed BAK in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:17.688094] [INFO ] [sig ] [334/3599] Forecasting BALL... [2025-11-26T21:20:17.688160] [INFO ] [sig ] Generating forecast for: BALL [2025-11-26T21:20:17.688217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-11-26T21:20:17.699615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BALL'. [2025-11-26T21:20:17.700038] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-11-26T21:20:17.701047] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-11-26T21:20:17.701139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:17.701225] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:17.701279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:17.701364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:17.766533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:17.767608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:17.767752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:17.767822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:17.899383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:17.899581] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:17.899673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:17.899764] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:17.903292] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-11-26T21:20:17.903663] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-11-26T21:20:17.903854] [INFO ] [sig ] BALL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:18.044536] [INFO ] [LOCAL ] Saved forecast: BALL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BALL.txt [2025-11-26T21:20:18.044733] [INFO ] [sig ] [334/3599] Completed BALL in 0.4s | 2.86 sym/s | Total: 1.9m | ETA: 19.1m [2025-11-26T21:20:18.044794] [INFO ] [sig ] [335/3599] Forecasting BANC... [2025-11-26T21:20:18.044841] [INFO ] [sig ] Generating forecast for: BANC [2025-11-26T21:20:18.044882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-11-26T21:20:18.056952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANC'. [2025-11-26T21:20:18.057377] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-11-26T21:20:18.058314] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-11-26T21:20:18.058392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:18.058449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:18.058501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:18.058590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:18.117298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:18.118260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:18.118380] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:18.118437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:18.238399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:18.238601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:18.238877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:18.238932] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:18.242856] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=0.24%) [2025-11-26T21:20:18.243180] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-11-26T21:20:18.243353] [INFO ] [sig ] BANC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:18.385023] [INFO ] [LOCAL ] Saved forecast: BANC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BANC.txt [2025-11-26T21:20:18.385191] [INFO ] [sig ] [335/3599] Completed BANC in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:18.385247] [INFO ] [sig ] [336/3599] Forecasting BAND... [2025-11-26T21:20:18.385308] [INFO ] [sig ] Generating forecast for: BAND [2025-11-26T21:20:18.385355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'. [2025-11-26T21:20:18.396050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAND'. [2025-11-26T21:20:18.396468] [INFO ] [FORECASTER] Starting predict_future for BAND [2025-11-26T21:20:18.397360] [DEBUG] [LOCAL ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt [2025-11-26T21:20:18.397442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:18.397537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:18.397603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:18.397729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:18.454721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:18.455470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:18.455591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:18.455709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:18.577218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:18.577417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:18.577521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:18.577595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:18.581181] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=95.64%) [2025-11-26T21:20:18.581535] [INFO ] [FORECASTER] Completed predict_future for BAND [2025-11-26T21:20:18.581733] [INFO ] [sig ] BAND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:18.721825] [INFO ] [LOCAL ] Saved forecast: BAND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAND.txt [2025-11-26T21:20:18.722019] [INFO ] [sig ] [336/3599] Completed BAND in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:18.722097] [INFO ] [sig ] [337/3599] Forecasting BANF... [2025-11-26T21:20:18.722224] [INFO ] [sig ] Generating forecast for: BANF [2025-11-26T21:20:18.722276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'. [2025-11-26T21:20:18.733012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANF'. [2025-11-26T21:20:18.733362] [INFO ] [FORECASTER] Starting predict_future for BANF [2025-11-26T21:20:18.734248] [DEBUG] [LOCAL ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt [2025-11-26T21:20:18.734326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:18.734394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:18.734492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:18.734606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:18.791781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:18.792598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:18.792737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:18.792819] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:18.910782] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:18.910967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:18.911019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:18.911060] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:18.914495] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=58.63%) [2025-11-26T21:20:18.914826] [INFO ] [FORECASTER] Completed predict_future for BANF [2025-11-26T21:20:18.914986] [INFO ] [sig ] BANF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:19.054276] [INFO ] [LOCAL ] Saved forecast: BANF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BANF.txt [2025-11-26T21:20:19.054442] [INFO ] [sig ] [337/3599] Completed BANF in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:19.054499] [INFO ] [sig ] [338/3599] Forecasting BANX... [2025-11-26T21:20:19.054541] [INFO ] [sig ] Generating forecast for: BANX [2025-11-26T21:20:19.054581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'. [2025-11-26T21:20:19.064772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANX'. [2025-11-26T21:20:19.065127] [INFO ] [FORECASTER] Starting predict_future for BANX [2025-11-26T21:20:19.066011] [DEBUG] [LOCAL ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt [2025-11-26T21:20:19.066083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:19.066129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:19.066187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:19.066272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:19.124495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:19.125558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:19.125678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:19.125737] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:19.241096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:19.241311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:19.241375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:19.241449] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:19.244935] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-11-26T21:20:19.245260] [INFO ] [FORECASTER] Completed predict_future for BANX [2025-11-26T21:20:19.245430] [INFO ] [sig ] BANX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:19.393363] [INFO ] [LOCAL ] Saved forecast: BANX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BANX.txt [2025-11-26T21:20:19.393544] [INFO ] [sig ] [338/3599] Completed BANX in 0.3s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:19.393601] [INFO ] [sig ] [339/3599] Forecasting BAP... [2025-11-26T21:20:19.393724] [INFO ] [sig ] Generating forecast for: BAP [2025-11-26T21:20:19.393776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-11-26T21:20:19.405779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAP'. [2025-11-26T21:20:19.406181] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-11-26T21:20:19.407242] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-11-26T21:20:19.407325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:19.407389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:19.407490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:19.407602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:19.471817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:19.472780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:19.472913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:19.472965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:19.601075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:19.601257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:19.601314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:19.601359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:19.605096] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=71.68%) [2025-11-26T21:20:19.605442] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-11-26T21:20:19.605611] [INFO ] [sig ] BAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:19.759132] [INFO ] [LOCAL ] Saved forecast: BAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BAP.txt [2025-11-26T21:20:19.759317] [INFO ] [sig ] [339/3599] Completed BAP in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:19.759379] [INFO ] [sig ] [340/3599] Forecasting BATRK... [2025-11-26T21:20:19.759428] [INFO ] [sig ] Generating forecast for: BATRK [2025-11-26T21:20:19.759519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'. [2025-11-26T21:20:19.770634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRK'. [2025-11-26T21:20:19.771013] [INFO ] [FORECASTER] Starting predict_future for BATRK [2025-11-26T21:20:19.772045] [DEBUG] [LOCAL ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt [2025-11-26T21:20:19.772130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:19.772187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:19.772233] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:19.772305] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:19.836546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:19.837393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:19.837537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:19.837610] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:19.969738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:19.969956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:19.970036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:19.970092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:19.973872] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=26.86%) [2025-11-26T21:20:19.974283] [INFO ] [FORECASTER] Completed predict_future for BATRK [2025-11-26T21:20:19.974466] [INFO ] [sig ] BATRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:20.130812] [INFO ] [LOCAL ] Saved forecast: BATRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BATRK.txt [2025-11-26T21:20:20.131002] [INFO ] [sig ] [340/3599] Completed BATRK in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:20.131060] [INFO ] [sig ] [341/3599] Forecasting BAX... [2025-11-26T21:20:20.131104] [INFO ] [sig ] Generating forecast for: BAX [2025-11-26T21:20:20.131144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-11-26T21:20:20.142788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAX'. [2025-11-26T21:20:20.143161] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-11-26T21:20:20.144105] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-11-26T21:20:20.144190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:20.144260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:20.144323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:20.144410] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:20.208426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:20.209363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:20.209485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:20.209547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:20.339735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:20.339934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:20.340011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:20.340053] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:20.343689] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=6.73%) [2025-11-26T21:20:20.344022] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-11-26T21:20:20.344183] [INFO ] [sig ] BAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:20.498384] [INFO ] [LOCAL ] Saved forecast: BAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BAX.txt [2025-11-26T21:20:20.498564] [INFO ] [sig ] [341/3599] Completed BAX in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:20.498622] [INFO ] [sig ] [342/3599] Forecasting BB... [2025-11-26T21:20:20.498703] [INFO ] [sig ] Generating forecast for: BB [2025-11-26T21:20:20.498749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-11-26T21:20:20.509470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BB'. [2025-11-26T21:20:20.509857] [INFO ] [FORECASTER] Starting predict_future for BB [2025-11-26T21:20:20.510791] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-11-26T21:20:20.510860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:20.510935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:20.510978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:20.511047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:20.573479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:20.574290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:20.574399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:20.574447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:20.704943] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:20.705133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:20.705201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:20.705244] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:20.709053] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=84.22%) [2025-11-26T21:20:20.709429] [INFO ] [FORECASTER] Completed predict_future for BB [2025-11-26T21:20:20.709610] [INFO ] [sig ] BB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:20.864209] [INFO ] [LOCAL ] Saved forecast: BB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BB.txt [2025-11-26T21:20:20.864441] [INFO ] [sig ] [342/3599] Completed BB in 0.4s | 2.86 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:20.864520] [INFO ] [sig ] [343/3599] Forecasting BBAI... [2025-11-26T21:20:20.864570] [INFO ] [sig ] Generating forecast for: BBAI [2025-11-26T21:20:20.864612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-11-26T21:20:20.876169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBAI'. [2025-11-26T21:20:20.876556] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-11-26T21:20:20.877581] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-11-26T21:20:20.877682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:20.877730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:20.877769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:20.877837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:20.942262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:20.943294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:20.943436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:20.943507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:21.071620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:21.071850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:21.071926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:21.071973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:21.075941] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=42.38%) [2025-11-26T21:20:21.076315] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-11-26T21:20:21.076520] [INFO ] [sig ] BBAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:21.228135] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBAI.txt [2025-11-26T21:20:21.228320] [INFO ] [sig ] [343/3599] Completed BBAI in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:21.228377] [INFO ] [sig ] [344/3599] Forecasting BBCP... [2025-11-26T21:20:21.228422] [INFO ] [sig ] Generating forecast for: BBCP [2025-11-26T21:20:21.228490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'. [2025-11-26T21:20:21.240167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBCP'. [2025-11-26T21:20:21.240664] [INFO ] [FORECASTER] Starting predict_future for BBCP [2025-11-26T21:20:21.241574] [DEBUG] [LOCAL ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt [2025-11-26T21:20:21.241668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:21.241719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:21.241759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:21.241827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:21.310817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:21.311781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:21.311893] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:21.311942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:21.434677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:21.434864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:21.434917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:21.434954] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:21.438434] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=88.48%) [2025-11-26T21:20:21.438787] [INFO ] [FORECASTER] Completed predict_future for BBCP [2025-11-26T21:20:21.438946] [INFO ] [sig ] BBCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:21.583704] [INFO ] [LOCAL ] Saved forecast: BBCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBCP.txt [2025-11-26T21:20:21.583898] [INFO ] [sig ] [344/3599] Completed BBCP in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:21.583973] [INFO ] [sig ] [345/3599] Forecasting BBD... [2025-11-26T21:20:21.584074] [INFO ] [sig ] Generating forecast for: BBD [2025-11-26T21:20:21.584155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-11-26T21:20:21.598029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBD'. [2025-11-26T21:20:21.598706] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-11-26T21:20:21.599710] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-11-26T21:20:21.599795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:21.599847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:21.599887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:21.599990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:21.660429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:21.662002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:21.662176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:21.662229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:21.793872] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:21.794108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:21.794176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:21.794230] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:21.799115] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-11-26T21:20:21.799545] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-11-26T21:20:21.799795] [INFO ] [sig ] BBD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:21.946068] [INFO ] [LOCAL ] Saved forecast: BBD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBD.txt [2025-11-26T21:20:21.946253] [INFO ] [sig ] [345/3599] Completed BBD in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:21.946340] [INFO ] [sig ] [346/3599] Forecasting BBDO... [2025-11-26T21:20:21.946391] [INFO ] [sig ] Generating forecast for: BBDO [2025-11-26T21:20:21.946444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-11-26T21:20:21.962093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBDO'. [2025-11-26T21:20:21.962798] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-11-26T21:20:21.963886] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-11-26T21:20:21.963966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:21.964022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:21.964071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:21.964171] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:22.027845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:22.029072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:22.029209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:22.029261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:22.162735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:22.162948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:22.163010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:22.163054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:22.166907] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=43.91%) [2025-11-26T21:20:22.167243] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-11-26T21:20:22.167429] [INFO ] [sig ] BBDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:22.316271] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBDO.txt [2025-11-26T21:20:22.316498] [INFO ] [sig ] [346/3599] Completed BBDO in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:22.316561] [INFO ] [sig ] [347/3599] Forecasting BBH... [2025-11-26T21:20:22.316618] [INFO ] [sig ] Generating forecast for: BBH [2025-11-26T21:20:22.316708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'. [2025-11-26T21:20:22.331133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBH'. [2025-11-26T21:20:22.331877] [INFO ] [FORECASTER] Starting predict_future for BBH [2025-11-26T21:20:22.333124] [DEBUG] [LOCAL ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt [2025-11-26T21:20:22.333248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:22.333302] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:22.333349] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:22.333429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:22.395544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:22.396816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:22.396940] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:22.396989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:22.509528] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:22.509801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:22.509863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:22.509907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:22.513832] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=63.73%) [2025-11-26T21:20:22.514209] [INFO ] [FORECASTER] Completed predict_future for BBH [2025-11-26T21:20:22.514438] [INFO ] [sig ] BBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:22.661477] [INFO ] [LOCAL ] Saved forecast: BBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBH.txt [2025-11-26T21:20:22.661854] [INFO ] [sig ] [347/3599] Completed BBH in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:22.661923] [INFO ] [sig ] [348/3599] Forecasting BBIO... [2025-11-26T21:20:22.661972] [INFO ] [sig ] Generating forecast for: BBIO [2025-11-26T21:20:22.662020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'. [2025-11-26T21:20:22.675013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBIO'. [2025-11-26T21:20:22.675584] [INFO ] [FORECASTER] Starting predict_future for BBIO [2025-11-26T21:20:22.676714] [DEBUG] [LOCAL ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt [2025-11-26T21:20:22.676794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:22.676847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:22.676891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:22.676999] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:22.739422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:22.740598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:22.740748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:22.740803] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:22.873313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:22.873628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:22.873749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:22.873820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:22.878556] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-11-26T21:20:22.879143] [INFO ] [FORECASTER] Completed predict_future for BBIO [2025-11-26T21:20:22.879363] [INFO ] [sig ] BBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:23.027948] [INFO ] [LOCAL ] Saved forecast: BBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBIO.txt [2025-11-26T21:20:23.028289] [INFO ] [sig ] [348/3599] Completed BBIO in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:23.028376] [INFO ] [sig ] [349/3599] Forecasting BBLG... [2025-11-26T21:20:23.028472] [INFO ] [sig ] Generating forecast for: BBLG [2025-11-26T21:20:23.028537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'. [2025-11-26T21:20:23.041700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBLG'. [2025-11-26T21:20:23.042295] [INFO ] [FORECASTER] Starting predict_future for BBLG [2025-11-26T21:20:23.043298] [DEBUG] [LOCAL ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt [2025-11-26T21:20:23.043371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:23.043432] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:23.043497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:23.043605] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:23.104084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:23.105448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:23.105570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:23.105662] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:23.227161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:23.227430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:23.227520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:23.227602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:23.231931] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-11-26T21:20:23.232335] [INFO ] [FORECASTER] Completed predict_future for BBLG [2025-11-26T21:20:23.232524] [INFO ] [sig ] BBLG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:23.376219] [INFO ] [LOCAL ] Saved forecast: BBLG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBLG.txt [2025-11-26T21:20:23.376469] [INFO ] [sig ] [349/3599] Completed BBLG in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:23.376603] [INFO ] [sig ] [350/3599] Forecasting BBN... [2025-11-26T21:20:23.376674] [INFO ] [sig ] Generating forecast for: BBN [2025-11-26T21:20:23.376717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-11-26T21:20:23.388984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBN'. [2025-11-26T21:20:23.389405] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-11-26T21:20:23.390304] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-11-26T21:20:23.390378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:23.390427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:23.390468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:23.390540] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:23.450019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:23.451241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:23.451363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:23.451413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:23.568885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:23.569153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:23.569216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:23.569259] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:23.573255] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=25.99%) [2025-11-26T21:20:23.573610] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-11-26T21:20:23.573798] [INFO ] [sig ] BBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:23.721050] [INFO ] [LOCAL ] Saved forecast: BBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBN.txt [2025-11-26T21:20:23.721362] [INFO ] [sig ] [350/3599] Completed BBN in 0.3s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:23.721441] [INFO ] [sig ] [351/3599] Forecasting BBSI... [2025-11-26T21:20:23.721491] [INFO ] [sig ] Generating forecast for: BBSI [2025-11-26T21:20:23.721539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'. [2025-11-26T21:20:23.734205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBSI'. [2025-11-26T21:20:23.734699] [INFO ] [FORECASTER] Starting predict_future for BBSI [2025-11-26T21:20:23.735855] [DEBUG] [LOCAL ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt [2025-11-26T21:20:23.735930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:23.735992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:23.736046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:23.736142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:23.800204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:23.801893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:23.802059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:23.802115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:23.922368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:23.922853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:23.922917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:23.922960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:23.927504] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=83.34%) [2025-11-26T21:20:23.927915] [INFO ] [FORECASTER] Completed predict_future for BBSI [2025-11-26T21:20:23.928105] [INFO ] [sig ] BBSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:24.074724] [INFO ] [LOCAL ] Saved forecast: BBSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBSI.txt [2025-11-26T21:20:24.074950] [INFO ] [sig ] [351/3599] Completed BBSI in 0.4s | 2.85 sym/s | Total: 2.0m | ETA: 19.0m [2025-11-26T21:20:24.075134] [INFO ] [sig ] [352/3599] Forecasting BBUC... [2025-11-26T21:20:24.075186] [INFO ] [sig ] Generating forecast for: BBUC [2025-11-26T21:20:24.075247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-11-26T21:20:24.087561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBUC'. [2025-11-26T21:20:24.087985] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-11-26T21:20:24.088915] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-11-26T21:20:24.088995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:24.089036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:24.089081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:24.089205] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:24.147351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:24.148593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:24.148752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:24.148809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:24.280654] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:24.280925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:24.281014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:24.281074] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:24.285108] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=87.36%) [2025-11-26T21:20:24.285473] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-11-26T21:20:24.285677] [INFO ] [sig ] BBUC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:24.430794] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBUC.txt [2025-11-26T21:20:24.431073] [INFO ] [sig ] [352/3599] Completed BBUC in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T21:20:24.431223] [INFO ] [sig ] [353/3599] Forecasting BBVA... [2025-11-26T21:20:24.431279] [INFO ] [sig ] Generating forecast for: BBVA [2025-11-26T21:20:24.431338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-11-26T21:20:24.443985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBVA'. [2025-11-26T21:20:24.444524] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-11-26T21:20:24.445461] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-11-26T21:20:24.445536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:24.445592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:24.445701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:24.445798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:24.505007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:24.506003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:24.506126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:24.506181] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:24.625142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:24.625348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:24.625404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:24.625455] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:24.629071] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=47.31%) [2025-11-26T21:20:24.629454] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-11-26T21:20:24.629633] [INFO ] [sig ] BBVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:24.774222] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBVA.txt [2025-11-26T21:20:24.774412] [INFO ] [sig ] [353/3599] Completed BBVA in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T21:20:24.774494] [INFO ] [sig ] [354/3599] Forecasting BBWI... [2025-11-26T21:20:24.774581] [INFO ] [sig ] Generating forecast for: BBWI [2025-11-26T21:20:24.774688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-11-26T21:20:24.785972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBWI'. [2025-11-26T21:20:24.786387] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-11-26T21:20:24.787269] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-11-26T21:20:24.787346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:24.787394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:24.787437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:24.787532] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:24.847927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:24.848881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:24.848992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:24.849041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:24.967724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:24.967916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:24.967969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:24.968008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:24.971514] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: DOWN (p=10.63%) [2025-11-26T21:20:24.971877] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-11-26T21:20:24.972034] [INFO ] [sig ] BBWI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:25.114844] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BBWI.txt [2025-11-26T21:20:25.115044] [INFO ] [sig ] [354/3599] Completed BBWI in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 19.0m [2025-11-26T21:20:25.115125] [INFO ] [sig ] [355/3599] Forecasting BBY... [2025-11-26T21:20:25.115163] [INFO ] [sig ] Generating forecast for: BBY [2025-11-26T21:20:25.115203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-11-26T21:20:25.125956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBY'. [2025-11-26T21:20:25.126349] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-11-26T21:20:25.127218] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-11-26T21:20:25.127290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:25.127335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:25.127374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:25.127443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:25.190599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:25.191592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:25.191734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:25.191805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:25.314548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:25.314757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:25.314814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:25.314855] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:25.318443] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=82.89%) [2025-11-26T21:20:25.318779] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-11-26T21:20:25.318931] [INFO ] [sig ] BBY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:25.473872] [INFO ] [LOCAL ] Saved forecast: BBY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BBY.txt [2025-11-26T21:20:25.474113] [INFO ] [sig ] [355/3599] Completed BBY in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:25.474206] [INFO ] [sig ] [356/3599] Forecasting BC... [2025-11-26T21:20:25.474268] [INFO ] [sig ] Generating forecast for: BC [2025-11-26T21:20:25.474324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-11-26T21:20:25.485508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BC'. [2025-11-26T21:20:25.485966] [INFO ] [FORECASTER] Starting predict_future for BC [2025-11-26T21:20:25.486855] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-11-26T21:20:25.486929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:25.486976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:25.487019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:25.487090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:25.549230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:25.550220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:25.550336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:25.550386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:25.675311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:25.675492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:25.675548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:25.675593] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:25.679208] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=46.61%) [2025-11-26T21:20:25.679535] [INFO ] [FORECASTER] Completed predict_future for BC [2025-11-26T21:20:25.679726] [INFO ] [sig ] BC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:25.825986] [INFO ] [LOCAL ] Saved forecast: BC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BC.txt [2025-11-26T21:20:25.826164] [INFO ] [sig ] [356/3599] Completed BC in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:25.826230] [INFO ] [sig ] [357/3599] Forecasting BCAL... [2025-11-26T21:20:25.826283] [INFO ] [sig ] Generating forecast for: BCAL [2025-11-26T21:20:25.826344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'. [2025-11-26T21:20:25.836950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAL'. [2025-11-26T21:20:25.837344] [INFO ] [FORECASTER] Starting predict_future for BCAL [2025-11-26T21:20:25.838235] [DEBUG] [LOCAL ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt [2025-11-26T21:20:25.838309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:25.838367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:25.838418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:25.838505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:25.898961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:25.899920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:25.900031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:25.900090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:26.026581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:26.026978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:26.027059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:26.027102] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:26.031036] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: DOWN (p=48.65%) [2025-11-26T21:20:26.031368] [INFO ] [FORECASTER] Completed predict_future for BCAL [2025-11-26T21:20:26.031530] [INFO ] [sig ] BCAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:26.180168] [INFO ] [LOCAL ] Saved forecast: BCAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCAL.txt [2025-11-26T21:20:26.180354] [INFO ] [sig ] [357/3599] Completed BCAL in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:26.180459] [INFO ] [sig ] [358/3599] Forecasting BCAX... [2025-11-26T21:20:26.180536] [INFO ] [sig ] Generating forecast for: BCAX [2025-11-26T21:20:26.180600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'. [2025-11-26T21:20:26.191361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAX'. [2025-11-26T21:20:26.191739] [INFO ] [FORECASTER] Starting predict_future for BCAX [2025-11-26T21:20:26.192609] [DEBUG] [LOCAL ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt [2025-11-26T21:20:26.192706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:26.192795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:26.192869] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:26.192983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:26.258091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:26.259097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:26.259227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:26.259307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:26.384810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:26.385003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:26.385089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:26.385157] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:26.388675] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=8.77%) [2025-11-26T21:20:26.389002] [INFO ] [FORECASTER] Completed predict_future for BCAX [2025-11-26T21:20:26.389181] [INFO ] [sig ] BCAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:26.531021] [INFO ] [LOCAL ] Saved forecast: BCAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCAX.txt [2025-11-26T21:20:26.531240] [INFO ] [sig ] [358/3599] Completed BCAX in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:26.531362] [INFO ] [sig ] [359/3599] Forecasting BCBP... [2025-11-26T21:20:26.531428] [INFO ] [sig ] Generating forecast for: BCBP [2025-11-26T21:20:26.531500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'. [2025-11-26T21:20:26.542109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCBP'. [2025-11-26T21:20:26.542532] [INFO ] [FORECASTER] Starting predict_future for BCBP [2025-11-26T21:20:26.543547] [DEBUG] [LOCAL ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt [2025-11-26T21:20:26.543620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:26.543710] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:26.543767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:26.543832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:26.604941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:26.605946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:26.606070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:26.606144] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:26.732004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:26.732202] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:20:26.732283] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:26.732352] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:26.736041] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=36.86%) [2025-11-26T21:20:26.736389] [INFO ] [FORECASTER] Completed predict_future for BCBP [2025-11-26T21:20:26.736581] [INFO ] [sig ] BCBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:26.880872] [INFO ] [LOCAL ] Saved forecast: BCBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCBP.txt [2025-11-26T21:20:26.881086] [INFO ] [sig ] [359/3599] Completed BCBP in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:26.881196] [INFO ] [sig ] [360/3599] Forecasting BCC... [2025-11-26T21:20:26.881264] [INFO ] [sig ] Generating forecast for: BCC [2025-11-26T21:20:26.881336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-11-26T21:20:26.891590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCC'. [2025-11-26T21:20:26.892039] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-11-26T21:20:26.892994] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-11-26T21:20:26.893067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:26.893114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:26.893167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:26.893265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:26.952788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:26.953662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:26.953778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:26.953854] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:27.078166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:27.078372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:27.078451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:27.078535] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:27.083176] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=31.55%) [2025-11-26T21:20:27.083568] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-11-26T21:20:27.084350] [INFO ] [sig ] BCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:27.228178] [INFO ] [LOCAL ] Saved forecast: BCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCC.txt [2025-11-26T21:20:27.228361] [INFO ] [sig ] [360/3599] Completed BCC in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:27.228425] [INFO ] [sig ] [361/3599] Forecasting BCDA... [2025-11-26T21:20:27.228461] [INFO ] [sig ] Generating forecast for: BCDA [2025-11-26T21:20:27.228523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'. [2025-11-26T21:20:27.240458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCDA'. [2025-11-26T21:20:27.240927] [INFO ] [FORECASTER] Starting predict_future for BCDA [2025-11-26T21:20:27.241807] [DEBUG] [LOCAL ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt [2025-11-26T21:20:27.241881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:27.241929] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:27.241970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:27.242040] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:27.304830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:27.305825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:27.305935] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:27.305985] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:27.419814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:27.420026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:27.420085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:27.420129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:27.423810] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=30.89%) [2025-11-26T21:20:27.424162] [INFO ] [FORECASTER] Completed predict_future for BCDA [2025-11-26T21:20:27.424326] [INFO ] [sig ] BCDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:27.569371] [INFO ] [LOCAL ] Saved forecast: BCDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCDA.txt [2025-11-26T21:20:27.569573] [INFO ] [sig ] [361/3599] Completed BCDA in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:27.569630] [INFO ] [sig ] [362/3599] Forecasting BCE... [2025-11-26T21:20:27.569718] [INFO ] [sig ] Generating forecast for: BCE [2025-11-26T21:20:27.569767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-11-26T21:20:27.581397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCE'. [2025-11-26T21:20:27.581844] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-11-26T21:20:27.582675] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-11-26T21:20:27.582747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:27.582793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:27.582842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:27.582915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:27.643016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:27.643952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:27.644063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:27.644112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:27.768360] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:27.768560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:27.768622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:27.768690] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:27.772436] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=23.93%) [2025-11-26T21:20:27.772838] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-11-26T21:20:27.773007] [INFO ] [sig ] BCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:27.918763] [INFO ] [LOCAL ] Saved forecast: BCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCE.txt [2025-11-26T21:20:27.918963] [INFO ] [sig ] [362/3599] Completed BCE in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:27.919023] [INFO ] [sig ] [363/3599] Forecasting BCH... [2025-11-26T21:20:27.919092] [INFO ] [sig ] Generating forecast for: BCH [2025-11-26T21:20:27.919145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-11-26T21:20:27.930019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCH'. [2025-11-26T21:20:27.930372] [INFO ] [FORECASTER] Starting predict_future for BCH [2025-11-26T21:20:27.931196] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-11-26T21:20:27.931268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:27.931315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:27.931355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:27.931426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:27.988203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:27.988854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:27.988951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:27.988997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:28.105296] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:28.105434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:28.105485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:28.105527] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:28.108937] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: DOWN (p=2.91%) [2025-11-26T21:20:28.109232] [INFO ] [FORECASTER] Completed predict_future for BCH [2025-11-26T21:20:28.109380] [INFO ] [sig ] BCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:28.252562] [INFO ] [LOCAL ] Saved forecast: BCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCH.txt [2025-11-26T21:20:28.252734] [INFO ] [sig ] [363/3599] Completed BCH in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:28.252793] [INFO ] [sig ] [364/3599] Forecasting BCML... [2025-11-26T21:20:28.252840] [INFO ] [sig ] Generating forecast for: BCML [2025-11-26T21:20:28.252906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'. [2025-11-26T21:20:28.263590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCML'. [2025-11-26T21:20:28.263991] [INFO ] [FORECASTER] Starting predict_future for BCML [2025-11-26T21:20:28.264840] [DEBUG] [LOCAL ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt [2025-11-26T21:20:28.264932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:28.264978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:28.265015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:28.265081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:28.323346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:28.324094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:28.324191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:28.324238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:28.430858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:28.431001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:28.431053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:28.431094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:28.434385] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-11-26T21:20:28.434697] [INFO ] [FORECASTER] Completed predict_future for BCML [2025-11-26T21:20:28.434845] [INFO ] [sig ] BCML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:28.574300] [INFO ] [LOCAL ] Saved forecast: BCML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCML.txt [2025-11-26T21:20:28.574465] [INFO ] [sig ] [364/3599] Completed BCML in 0.3s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:28.574527] [INFO ] [sig ] [365/3599] Forecasting BCO... [2025-11-26T21:20:28.574565] [INFO ] [sig ] Generating forecast for: BCO [2025-11-26T21:20:28.574633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-11-26T21:20:28.585737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCO'. [2025-11-26T21:20:28.586095] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-11-26T21:20:28.586935] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-11-26T21:20:28.587005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:28.587051] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:28.587114] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:28.587197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:28.643990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:28.644634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:28.644750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:28.644807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:28.763304] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:28.763435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:28.763484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:28.763525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:28.766794] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-11-26T21:20:28.767081] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-11-26T21:20:28.767229] [INFO ] [sig ] BCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:28.905786] [INFO ] [LOCAL ] Saved forecast: BCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCO.txt [2025-11-26T21:20:28.905934] [INFO ] [sig ] [365/3599] Completed BCO in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:28.905988] [INFO ] [sig ] [366/3599] Forecasting BCPC... [2025-11-26T21:20:28.906030] [INFO ] [sig ] Generating forecast for: BCPC [2025-11-26T21:20:28.906072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'. [2025-11-26T21:20:28.916580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCPC'. [2025-11-26T21:20:28.916907] [INFO ] [FORECASTER] Starting predict_future for BCPC [2025-11-26T21:20:28.917736] [DEBUG] [LOCAL ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt [2025-11-26T21:20:28.917821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:28.917868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:28.917908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:28.917977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:28.975906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:28.976804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:28.976904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:28.976951] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:29.099046] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:29.099236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:29.099291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:29.099334] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:29.102826] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=37.12%) [2025-11-26T21:20:29.103146] [INFO ] [FORECASTER] Completed predict_future for BCPC [2025-11-26T21:20:29.103302] [INFO ] [sig ] BCPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:29.250920] [INFO ] [LOCAL ] Saved forecast: BCPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCPC.txt [2025-11-26T21:20:29.251145] [INFO ] [sig ] [366/3599] Completed BCPC in 0.3s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:29.251236] [INFO ] [sig ] [367/3599] Forecasting BCRX... [2025-11-26T21:20:29.251286] [INFO ] [sig ] Generating forecast for: BCRX [2025-11-26T21:20:29.251329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'. [2025-11-26T21:20:29.262453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCRX'. [2025-11-26T21:20:29.262893] [INFO ] [FORECASTER] Starting predict_future for BCRX [2025-11-26T21:20:29.263807] [DEBUG] [LOCAL ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt [2025-11-26T21:20:29.263880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:29.263925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:29.263966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:29.264035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:29.328472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:29.329547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:29.329715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:29.329783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:29.461496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:29.461711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:29.461774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:29.461816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:29.465789] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=23.08%) [2025-11-26T21:20:29.466117] [INFO ] [FORECASTER] Completed predict_future for BCRX [2025-11-26T21:20:29.466292] [INFO ] [sig ] BCRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:29.620664] [INFO ] [LOCAL ] Saved forecast: BCRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCRX.txt [2025-11-26T21:20:29.620857] [INFO ] [sig ] [367/3599] Completed BCRX in 0.4s | 2.86 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:29.620913] [INFO ] [sig ] [368/3599] Forecasting BCS... [2025-11-26T21:20:29.620955] [INFO ] [sig ] Generating forecast for: BCS [2025-11-26T21:20:29.621031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-11-26T21:20:29.633117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCS'. [2025-11-26T21:20:29.633567] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-11-26T21:20:29.634478] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-11-26T21:20:29.634558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:29.634629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:29.634718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:29.634827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:29.693546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:29.694496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:29.694626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:29.694730] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:29.816709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:29.816893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:29.816947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:29.816991] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:29.820682] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=52.96%) [2025-11-26T21:20:29.821048] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-11-26T21:20:29.821212] [INFO ] [sig ] BCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:29.977559] [INFO ] [LOCAL ] Saved forecast: BCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BCS.txt [2025-11-26T21:20:29.977767] [INFO ] [sig ] [368/3599] Completed BCS in 0.4s | 2.85 sym/s | Total: 2.1m | ETA: 18.9m [2025-11-26T21:20:29.977845] [INFO ] [sig ] [369/3599] Forecasting BCSF... [2025-11-26T21:20:29.977893] [INFO ] [sig ] Generating forecast for: BCSF [2025-11-26T21:20:29.977934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-11-26T21:20:29.988160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCSF'. [2025-11-26T21:20:29.988455] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-11-26T21:20:29.989306] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-11-26T21:20:29.989376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:29.989421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:29.989458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:29.989526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:30.046936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:30.047600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:30.047717] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:30.047762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:30.172487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:30.172681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:30.172740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:30.172781] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:30.176226] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=36.62%) [2025-11-26T21:20:30.176538] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-11-26T21:20:30.176816] [INFO ] [sig ] BCSF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:30.319733] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCSF.txt [2025-11-26T21:20:30.319956] [INFO ] [sig ] [369/3599] Completed BCSF in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.9m [2025-11-26T21:20:30.320060] [INFO ] [sig ] [370/3599] Forecasting BCX... [2025-11-26T21:20:30.320116] [INFO ] [sig ] Generating forecast for: BCX [2025-11-26T21:20:30.320170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-11-26T21:20:30.332128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCX'. [2025-11-26T21:20:30.332488] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-11-26T21:20:30.333306] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-11-26T21:20:30.333376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:30.333422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:30.333459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:30.333525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:30.395905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:30.396800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:30.396904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:30.396953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:30.518386] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:30.518526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:30.518578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:30.518615] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:30.522026] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=17.70%) [2025-11-26T21:20:30.522326] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-11-26T21:20:30.522476] [INFO ] [sig ] BCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:30.662958] [INFO ] [LOCAL ] Saved forecast: BCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BCX.txt [2025-11-26T21:20:30.663108] [INFO ] [sig ] [370/3599] Completed BCX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:30.663169] [INFO ] [sig ] [371/3599] Forecasting BCYC... [2025-11-26T21:20:30.663269] [INFO ] [sig ] Generating forecast for: BCYC [2025-11-26T21:20:30.663327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'. [2025-11-26T21:20:30.673540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCYC'. [2025-11-26T21:20:30.673879] [INFO ] [FORECASTER] Starting predict_future for BCYC [2025-11-26T21:20:30.674764] [DEBUG] [LOCAL ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt [2025-11-26T21:20:30.674846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:30.674910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:30.674971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:30.675073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:30.733499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:30.734184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:30.734291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:30.734355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:30.855313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:30.855528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:30.855600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:30.855680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:30.859283] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=91.81%) [2025-11-26T21:20:30.859687] [INFO ] [FORECASTER] Completed predict_future for BCYC [2025-11-26T21:20:30.859872] [INFO ] [sig ] BCYC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:31.011439] [INFO ] [LOCAL ] Saved forecast: BCYC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BCYC.txt [2025-11-26T21:20:31.011759] [INFO ] [sig ] [371/3599] Completed BCYC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:31.011843] [INFO ] [sig ] [372/3599] Forecasting BDC... [2025-11-26T21:20:31.011901] [INFO ] [sig ] Generating forecast for: BDC [2025-11-26T21:20:31.011957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-11-26T21:20:31.023405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDC'. [2025-11-26T21:20:31.023825] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-11-26T21:20:31.024766] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-11-26T21:20:31.024848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:31.024911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:31.024969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:31.025061] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:31.084497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:31.085433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:31.085548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:31.085610] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:31.203538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:31.203753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:31.203830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:31.203891] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:31.207288] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=18.42%) [2025-11-26T21:20:31.207614] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-11-26T21:20:31.207797] [INFO ] [sig ] BDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:31.346477] [INFO ] [LOCAL ] Saved forecast: BDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDC.txt [2025-11-26T21:20:31.346741] [INFO ] [sig ] [372/3599] Completed BDC in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:31.346826] [INFO ] [sig ] [373/3599] Forecasting BDJ... [2025-11-26T21:20:31.346885] [INFO ] [sig ] Generating forecast for: BDJ [2025-11-26T21:20:31.346947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-11-26T21:20:31.357776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDJ'. [2025-11-26T21:20:31.358164] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-11-26T21:20:31.359033] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-11-26T21:20:31.359117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:31.359180] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:31.359238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:31.359343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:31.417377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:31.418313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:31.418429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:31.418492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:31.536533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:31.536799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:31.536890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:31.536936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:31.540557] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-11-26T21:20:31.540892] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-11-26T21:20:31.541057] [INFO ] [sig ] BDJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:31.680999] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDJ.txt [2025-11-26T21:20:31.681168] [INFO ] [sig ] [373/3599] Completed BDJ in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:31.681224] [INFO ] [sig ] [374/3599] Forecasting BDRX... [2025-11-26T21:20:31.681266] [INFO ] [sig ] Generating forecast for: BDRX [2025-11-26T21:20:31.681309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'. [2025-11-26T21:20:31.692786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDRX'. [2025-11-26T21:20:31.693160] [INFO ] [FORECASTER] Starting predict_future for BDRX [2025-11-26T21:20:31.694036] [DEBUG] [LOCAL ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt [2025-11-26T21:20:31.694118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:31.694182] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:31.694240] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:31.694342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:31.752746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:31.753423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:31.753533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:31.753595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:31.879497] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:31.879715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:31.879772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:31.879814] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:31.883236] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=36.41%) [2025-11-26T21:20:31.883533] [INFO ] [FORECASTER] Completed predict_future for BDRX [2025-11-26T21:20:31.883703] [INFO ] [sig ] BDRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:32.023969] [INFO ] [LOCAL ] Saved forecast: BDRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDRX.txt [2025-11-26T21:20:32.024154] [INFO ] [sig ] [374/3599] Completed BDRX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:32.024230] [INFO ] [sig ] [375/3599] Forecasting BDSX... [2025-11-26T21:20:32.024275] [INFO ] [sig ] Generating forecast for: BDSX [2025-11-26T21:20:32.024319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'. [2025-11-26T21:20:32.034853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDSX'. [2025-11-26T21:20:32.035252] [INFO ] [FORECASTER] Starting predict_future for BDSX [2025-11-26T21:20:32.036109] [DEBUG] [LOCAL ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt [2025-11-26T21:20:32.036192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:32.036253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:32.036310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:32.036386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:32.094550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:32.095489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:32.095595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:32.095677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:32.208787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:32.208957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:32.209010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:32.209053] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:32.212453] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=40.07%) [2025-11-26T21:20:32.212788] [INFO ] [FORECASTER] Completed predict_future for BDSX [2025-11-26T21:20:32.212946] [INFO ] [sig ] BDSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:32.352577] [INFO ] [LOCAL ] Saved forecast: BDSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDSX.txt [2025-11-26T21:20:32.352741] [INFO ] [sig ] [375/3599] Completed BDSX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:32.352819] [INFO ] [sig ] [376/3599] Forecasting BDTX... [2025-11-26T21:20:32.352899] [INFO ] [sig ] Generating forecast for: BDTX [2025-11-26T21:20:32.352969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'. [2025-11-26T21:20:32.363159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDTX'. [2025-11-26T21:20:32.363490] [INFO ] [FORECASTER] Starting predict_future for BDTX [2025-11-26T21:20:32.364302] [DEBUG] [LOCAL ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt [2025-11-26T21:20:32.364372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:32.364417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:32.364456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:32.364561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:32.423352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:32.424067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:32.424167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:32.424220] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:32.545262] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:32.545407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:32.545462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:32.545504] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:32.549144] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-11-26T21:20:32.549455] [INFO ] [FORECASTER] Completed predict_future for BDTX [2025-11-26T21:20:32.549613] [INFO ] [sig ] BDTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:32.690013] [INFO ] [LOCAL ] Saved forecast: BDTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BDTX.txt [2025-11-26T21:20:32.690164] [INFO ] [sig ] [376/3599] Completed BDTX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:32.690222] [INFO ] [sig ] [377/3599] Forecasting BDX... [2025-11-26T21:20:32.690272] [INFO ] [sig ] Generating forecast for: BDX [2025-11-26T21:20:32.690320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-11-26T21:20:32.700622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDX'. [2025-11-26T21:20:32.700984] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-11-26T21:20:32.701829] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-11-26T21:20:32.701901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:32.701963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:32.702007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:32.702082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:32.761031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:32.761741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:32.761841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:32.761888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:32.880841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:32.880980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:32.881031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:32.881069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:32.884376] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=59.60%) [2025-11-26T21:20:32.884705] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-11-26T21:20:32.884853] [INFO ] [sig ] BDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:33.023827] [INFO ] [LOCAL ] Saved forecast: BDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BDX.txt [2025-11-26T21:20:33.024011] [INFO ] [sig ] [377/3599] Completed BDX in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:33.024077] [INFO ] [sig ] [378/3599] Forecasting BE... [2025-11-26T21:20:33.024143] [INFO ] [sig ] Generating forecast for: BE [2025-11-26T21:20:33.024190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-11-26T21:20:33.034591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BE'. [2025-11-26T21:20:33.034998] [INFO ] [FORECASTER] Starting predict_future for BE [2025-11-26T21:20:33.035829] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-11-26T21:20:33.035898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:33.035944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:33.035983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:33.036050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:33.094625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:33.095402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:33.095505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:33.095555] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:33.214612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:33.214793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:33.214846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:33.214887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:33.218321] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=47.93%) [2025-11-26T21:20:33.218630] [INFO ] [FORECASTER] Completed predict_future for BE [2025-11-26T21:20:33.218794] [INFO ] [sig ] BE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:33.358195] [INFO ] [LOCAL ] Saved forecast: BE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BE.txt [2025-11-26T21:20:33.358342] [INFO ] [sig ] [378/3599] Completed BE in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:33.358396] [INFO ] [sig ] [379/3599] Forecasting BEAM... [2025-11-26T21:20:33.358438] [INFO ] [sig ] Generating forecast for: BEAM [2025-11-26T21:20:33.358479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'. [2025-11-26T21:20:33.368611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEAM'. [2025-11-26T21:20:33.368961] [INFO ] [FORECASTER] Starting predict_future for BEAM [2025-11-26T21:20:33.369773] [DEBUG] [LOCAL ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt [2025-11-26T21:20:33.369843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:33.369888] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:33.369928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:33.369995] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:33.427739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:33.428408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:33.428504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:33.428545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:33.545939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:33.546133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:33.546184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:33.546223] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:33.549777] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=6.48%) [2025-11-26T21:20:33.550114] [INFO ] [FORECASTER] Completed predict_future for BEAM [2025-11-26T21:20:33.550273] [INFO ] [sig ] BEAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:33.693256] [INFO ] [LOCAL ] Saved forecast: BEAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEAM.txt [2025-11-26T21:20:33.693468] [INFO ] [sig ] [379/3599] Completed BEAM in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:33.693541] [INFO ] [sig ] [380/3599] Forecasting BEEM... [2025-11-26T21:20:33.693619] [INFO ] [sig ] Generating forecast for: BEEM [2025-11-26T21:20:33.693696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'. [2025-11-26T21:20:33.704222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEM'. [2025-11-26T21:20:33.704608] [INFO ] [FORECASTER] Starting predict_future for BEEM [2025-11-26T21:20:33.705452] [DEBUG] [LOCAL ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt [2025-11-26T21:20:33.705524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:33.705569] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:33.705607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:33.705696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:33.764231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:33.765168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:33.765278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:33.765325] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:33.882287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:33.882481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:33.882537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:33.882581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:33.886135] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=29.73%) [2025-11-26T21:20:33.886444] [INFO ] [FORECASTER] Completed predict_future for BEEM [2025-11-26T21:20:33.886595] [INFO ] [sig ] BEEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:34.027262] [INFO ] [LOCAL ] Saved forecast: BEEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEEM.txt [2025-11-26T21:20:34.030520] [INFO ] [sig ] [380/3599] Completed BEEM in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:34.030605] [INFO ] [sig ] [381/3599] Forecasting BEEP... [2025-11-26T21:20:34.030688] [INFO ] [sig ] Generating forecast for: BEEP [2025-11-26T21:20:34.030745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'. [2025-11-26T21:20:34.041408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEP'. [2025-11-26T21:20:34.041792] [INFO ] [FORECASTER] Starting predict_future for BEEP [2025-11-26T21:20:34.042658] [DEBUG] [LOCAL ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt [2025-11-26T21:20:34.042734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:34.042780] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:34.042820] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:34.042887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:34.100668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:34.101578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:34.101698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:34.101747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:34.218057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:34.218245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:34.218300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:34.218344] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:34.221951] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=23.98%) [2025-11-26T21:20:34.222288] [INFO ] [FORECASTER] Completed predict_future for BEEP [2025-11-26T21:20:34.222447] [INFO ] [sig ] BEEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:34.369731] [INFO ] [LOCAL ] Saved forecast: BEEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEEP.txt [2025-11-26T21:20:34.369932] [INFO ] [sig ] [381/3599] Completed BEEP in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:34.369990] [INFO ] [sig ] [382/3599] Forecasting BEKE... [2025-11-26T21:20:34.370033] [INFO ] [sig ] Generating forecast for: BEKE [2025-11-26T21:20:34.370084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-11-26T21:20:34.380899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEKE'. [2025-11-26T21:20:34.381237] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-11-26T21:20:34.382144] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-11-26T21:20:34.382219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:34.382286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:34.382345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:34.382442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:34.443100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:34.443855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:34.443956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:34.444028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:34.565807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:34.565995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:34.566080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:34.566141] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:34.569741] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=15.84%) [2025-11-26T21:20:34.570098] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-11-26T21:20:34.570256] [INFO ] [sig ] BEKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:34.722207] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEKE.txt [2025-11-26T21:20:34.722361] [INFO ] [sig ] [382/3599] Completed BEKE in 0.4s | 2.86 sym/s | Total: 2.2m | ETA: 18.8m [2025-11-26T21:20:34.722437] [INFO ] [sig ] [383/3599] Forecasting BELFA... [2025-11-26T21:20:34.722525] [INFO ] [sig ] Generating forecast for: BELFA [2025-11-26T21:20:34.722593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'. [2025-11-26T21:20:34.733066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFA'. [2025-11-26T21:20:34.733426] [INFO ] [FORECASTER] Starting predict_future for BELFA [2025-11-26T21:20:34.734408] [DEBUG] [LOCAL ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt [2025-11-26T21:20:34.734492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:34.734547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:34.734590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:34.734678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:34.796377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:34.797277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:34.797385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:34.797432] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:34.900960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:34.901130] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:20:34.901187] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:34.901228] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:34.904834] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=8.85%) [2025-11-26T21:20:34.905162] [INFO ] [FORECASTER] Completed predict_future for BELFA [2025-11-26T21:20:34.905320] [INFO ] [sig ] BELFA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:35.048951] [INFO ] [LOCAL ] Saved forecast: BELFA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BELFA.txt [2025-11-26T21:20:35.049106] [INFO ] [sig ] [383/3599] Completed BELFA in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.7m [2025-11-26T21:20:35.049161] [INFO ] [sig ] [384/3599] Forecasting BELFB... [2025-11-26T21:20:35.049204] [INFO ] [sig ] Generating forecast for: BELFB [2025-11-26T21:20:35.049244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'. [2025-11-26T21:20:35.059262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFB'. [2025-11-26T21:20:35.059659] [INFO ] [FORECASTER] Starting predict_future for BELFB [2025-11-26T21:20:35.060542] [DEBUG] [LOCAL ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt [2025-11-26T21:20:35.060617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:35.060683] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:35.060728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:35.060799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:35.121006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:35.121957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:35.122068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:35.122125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:35.238695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:35.238902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:35.238962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:35.239024] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:35.242525] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=5.05%) [2025-11-26T21:20:35.242851] [INFO ] [FORECASTER] Completed predict_future for BELFB [2025-11-26T21:20:35.243004] [INFO ] [sig ] BELFB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:35.383852] [INFO ] [LOCAL ] Saved forecast: BELFB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BELFB.txt [2025-11-26T21:20:35.384028] [INFO ] [sig ] [384/3599] Completed BELFB in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.7m [2025-11-26T21:20:35.384083] [INFO ] [sig ] [385/3599] Forecasting BEN... [2025-11-26T21:20:35.384126] [INFO ] [sig ] Generating forecast for: BEN [2025-11-26T21:20:35.384169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-11-26T21:20:35.394777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEN'. [2025-11-26T21:20:35.395131] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-11-26T21:20:35.396011] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-11-26T21:20:35.396084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:35.396131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:35.396173] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:35.396242] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:35.457605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:35.458509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:35.458618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:35.458708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:35.580959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:35.581366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:35.581421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:35.581463] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:35.585274] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-11-26T21:20:35.585591] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-11-26T21:20:35.585764] [INFO ] [sig ] BEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:35.728174] [INFO ] [LOCAL ] Saved forecast: BEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BEN.txt [2025-11-26T21:20:35.728345] [INFO ] [sig ] [385/3599] Completed BEN in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.7m [2025-11-26T21:20:35.728399] [INFO ] [sig ] [386/3599] Forecasting BEP... [2025-11-26T21:20:35.728439] [INFO ] [sig ] Generating forecast for: BEP [2025-11-26T21:20:35.728478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-11-26T21:20:35.739490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEP'. [2025-11-26T21:20:35.739945] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-11-26T21:20:35.740845] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-11-26T21:20:35.740918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:35.740967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:35.741009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:35.741078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:35.799433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:35.800313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:35.800415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:35.800501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:35.919233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:35.919417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:35.919472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:35.919513] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:35.922930] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=67.44%) [2025-11-26T21:20:35.923237] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-11-26T21:20:35.923391] [INFO ] [sig ] BEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:36.064010] [INFO ] [LOCAL ] Saved forecast: BEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BEP.txt [2025-11-26T21:20:36.064163] [INFO ] [sig ] [386/3599] Completed BEP in 0.3s | 2.86 sym/s | Total: 2.2m | ETA: 18.7m [2025-11-26T21:20:36.064217] [INFO ] [sig ] [387/3599] Forecasting BEPH... [2025-11-26T21:20:36.064259] [INFO ] [sig ] Generating forecast for: BEPH [2025-11-26T21:20:36.064299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-11-26T21:20:36.074759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPH'. [2025-11-26T21:20:36.075104] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-11-26T21:20:36.075948] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-11-26T21:20:36.076018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:36.076063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:36.076102] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:36.076168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:36.133097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:36.133780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:36.133878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:36.133925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:36.252805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:36.252986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:36.253040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:36.253085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:36.256473] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=8.65%) [2025-11-26T21:20:36.256793] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-11-26T21:20:36.256939] [INFO ] [sig ] BEPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:36.396481] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BEPH.txt [2025-11-26T21:20:36.396630] [INFO ] [sig ] [387/3599] Completed BEPH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:36.396710] [INFO ] [sig ] [388/3599] Forecasting BEPI... [2025-11-26T21:20:36.396745] [INFO ] [sig ] Generating forecast for: BEPI [2025-11-26T21:20:36.396782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-11-26T21:20:36.407033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPI'. [2025-11-26T21:20:36.407358] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-11-26T21:20:36.408209] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-11-26T21:20:36.408280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:36.408324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:36.408375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:36.408489] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:36.468349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:36.469046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:36.469142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:36.469192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:36.569146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:36.569314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:36.569364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:36.569406] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:36.573017] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=66.18%) [2025-11-26T21:20:36.573338] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-11-26T21:20:36.573491] [INFO ] [sig ] BEPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:36.713891] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BEPI.txt [2025-11-26T21:20:36.714045] [INFO ] [sig ] [388/3599] Completed BEPI in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:36.714099] [INFO ] [sig ] [389/3599] Forecasting BFAM... [2025-11-26T21:20:36.714154] [INFO ] [sig ] Generating forecast for: BFAM [2025-11-26T21:20:36.714215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-11-26T21:20:36.724428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFAM'. [2025-11-26T21:20:36.724778] [INFO ] [FORECASTER] Starting predict_future for BFAM [2025-11-26T21:20:36.725578] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-11-26T21:20:36.725669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:36.725723] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:36.725775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:36.725860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:36.782870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:36.783803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:36.783909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:36.783965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:36.907604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:36.907809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:36.907864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:36.907907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:36.911356] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=5.39%) [2025-11-26T21:20:36.911714] [INFO ] [FORECASTER] Completed predict_future for BFAM [2025-11-26T21:20:36.911869] [INFO ] [sig ] BFAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:37.052616] [INFO ] [LOCAL ] Saved forecast: BFAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFAM.txt [2025-11-26T21:20:37.052842] [INFO ] [sig ] [389/3599] Completed BFAM in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:37.052935] [INFO ] [sig ] [390/3599] Forecasting BFC... [2025-11-26T21:20:37.052990] [INFO ] [sig ] Generating forecast for: BFC [2025-11-26T21:20:37.053053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'. [2025-11-26T21:20:37.064152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFC'. [2025-11-26T21:20:37.064592] [INFO ] [FORECASTER] Starting predict_future for BFC [2025-11-26T21:20:37.065486] [DEBUG] [LOCAL ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt [2025-11-26T21:20:37.065569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:37.065632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:37.065710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:37.065814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:37.126627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:37.127592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:37.127730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:37.127797] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:37.244442] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:37.244663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:37.244720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:37.244764] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:37.248816] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=9.46%) [2025-11-26T21:20:37.249171] [INFO ] [FORECASTER] Completed predict_future for BFC [2025-11-26T21:20:37.249330] [INFO ] [sig ] BFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:37.394468] [INFO ] [LOCAL ] Saved forecast: BFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFC.txt [2025-11-26T21:20:37.394674] [INFO ] [sig ] [390/3599] Completed BFC in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:37.394754] [INFO ] [sig ] [391/3599] Forecasting BFH... [2025-11-26T21:20:37.394795] [INFO ] [sig ] Generating forecast for: BFH [2025-11-26T21:20:37.394849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-11-26T21:20:37.405383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFH'. [2025-11-26T21:20:37.405818] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-11-26T21:20:37.406608] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-11-26T21:20:37.406701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:37.406748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:37.406790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:37.406860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:37.464766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:37.465720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:37.465826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:37.465873] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:37.591728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:37.591932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:37.592170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:37.592213] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:37.595896] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=4.14%) [2025-11-26T21:20:37.596240] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-11-26T21:20:37.596399] [INFO ] [sig ] BFH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:37.739718] [INFO ] [LOCAL ] Saved forecast: BFH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFH.txt [2025-11-26T21:20:37.739938] [INFO ] [sig ] [391/3599] Completed BFH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:37.739998] [INFO ] [sig ] [392/3599] Forecasting BFIN... [2025-11-26T21:20:37.740040] [INFO ] [sig ] Generating forecast for: BFIN [2025-11-26T21:20:37.740121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'. [2025-11-26T21:20:37.752585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFIN'. [2025-11-26T21:20:37.753058] [INFO ] [FORECASTER] Starting predict_future for BFIN [2025-11-26T21:20:37.754481] [DEBUG] [LOCAL ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt [2025-11-26T21:20:37.754572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:37.754634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:37.754720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:37.754812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:37.820447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:37.821452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:37.821564] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:37.821626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:37.939742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:37.939948] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:20:37.940004] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:37.940047] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:37.943812] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=95.67%) [2025-11-26T21:20:37.944154] [INFO ] [FORECASTER] Completed predict_future for BFIN [2025-11-26T21:20:37.944406] [INFO ] [sig ] BFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:38.154726] [INFO ] [LOCAL ] Saved forecast: BFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BFIN.txt [2025-11-26T21:20:38.154921] [INFO ] [sig ] [392/3599] Completed BFIN in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:38.155000] [INFO ] [sig ] [393/3599] Forecasting BFK... [2025-11-26T21:20:38.155039] [INFO ] [sig ] Generating forecast for: BFK [2025-11-26T21:20:38.155084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-11-26T21:20:38.167341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFK'. [2025-11-26T21:20:38.167883] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-11-26T21:20:38.168820] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-11-26T21:20:38.168894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:38.168940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:38.168978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:38.169047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:38.234800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:38.235816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:38.235930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:38.235979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:38.364968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:38.365156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:38.365209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:38.365250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:38.368759] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=25.07%) [2025-11-26T21:20:38.369068] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-11-26T21:20:38.369222] [INFO ] [sig ] BFK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:38.510324] [INFO ] [LOCAL ] Saved forecast: BFK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFK.txt [2025-11-26T21:20:38.510527] [INFO ] [sig ] [393/3599] Completed BFK in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:38.510583] [INFO ] [sig ] [394/3599] Forecasting BFLY... [2025-11-26T21:20:38.510672] [INFO ] [sig ] Generating forecast for: BFLY [2025-11-26T21:20:38.510719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-11-26T21:20:38.521679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFLY'. [2025-11-26T21:20:38.522122] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-11-26T21:20:38.522961] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-11-26T21:20:38.523033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:38.523078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:38.523116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:38.523184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:38.579942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:38.580898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:38.581013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:38.581061] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:38.700502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:38.700718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:38.700773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:38.700815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:38.704250] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-11-26T21:20:38.704554] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-11-26T21:20:38.704861] [INFO ] [sig ] BFLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:38.864002] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BFLY.txt [2025-11-26T21:20:38.864272] [INFO ] [sig ] [394/3599] Completed BFLY in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:38.864347] [INFO ] [sig ] [395/3599] Forecasting BFZ... [2025-11-26T21:20:38.864395] [INFO ] [sig ] Generating forecast for: BFZ [2025-11-26T21:20:38.864437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-11-26T21:20:38.876492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFZ'. [2025-11-26T21:20:38.876978] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-11-26T21:20:38.877897] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-11-26T21:20:38.877970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:38.878018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:38.878057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:38.878125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:38.944081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:38.945157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:38.945283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:38.945351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:39.062667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:39.062880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:39.062962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:39.063030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:39.066746] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=72.28%) [2025-11-26T21:20:39.067107] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-11-26T21:20:39.067294] [INFO ] [sig ] BFZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:39.208032] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BFZ.txt [2025-11-26T21:20:39.208226] [INFO ] [sig ] [395/3599] Completed BFZ in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:39.208323] [INFO ] [sig ] [396/3599] Forecasting BG... [2025-11-26T21:20:39.208389] [INFO ] [sig ] Generating forecast for: BG [2025-11-26T21:20:39.208447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-11-26T21:20:39.219100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BG'. [2025-11-26T21:20:39.219499] [INFO ] [FORECASTER] Starting predict_future for BG [2025-11-26T21:20:39.220405] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-11-26T21:20:39.220479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:39.220526] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:39.220568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:39.220681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:39.285747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:39.286749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:39.286880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:39.286954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:39.412494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:39.412738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:39.412831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:39.412907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:39.416883] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=11.77%) [2025-11-26T21:20:39.417351] [INFO ] [FORECASTER] Completed predict_future for BG [2025-11-26T21:20:39.417577] [INFO ] [sig ] BG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:39.564773] [INFO ] [LOCAL ] Saved forecast: BG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BG.txt [2025-11-26T21:20:39.564957] [INFO ] [sig ] [396/3599] Completed BG in 0.4s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:39.565016] [INFO ] [sig ] [397/3599] Forecasting BGB... [2025-11-26T21:20:39.565080] [INFO ] [sig ] Generating forecast for: BGB [2025-11-26T21:20:39.565126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-11-26T21:20:39.577806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGB'. [2025-11-26T21:20:39.578238] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-11-26T21:20:39.579108] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-11-26T21:20:39.579181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:39.579229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:39.579269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:39.579341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:39.639688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:39.640482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:39.640589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:39.640637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:39.764118] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:39.764321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:39.764377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:39.764418] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:39.767968] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=97.85%) [2025-11-26T21:20:39.768281] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-11-26T21:20:39.768438] [INFO ] [sig ] BGB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:39.911405] [INFO ] [LOCAL ] Saved forecast: BGB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGB.txt [2025-11-26T21:20:39.911569] [INFO ] [sig ] [397/3599] Completed BGB in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:39.911623] [INFO ] [sig ] [398/3599] Forecasting BGC... [2025-11-26T21:20:39.911691] [INFO ] [sig ] Generating forecast for: BGC [2025-11-26T21:20:39.911734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'. [2025-11-26T21:20:39.923253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGC'. [2025-11-26T21:20:39.923691] [INFO ] [FORECASTER] Starting predict_future for BGC [2025-11-26T21:20:39.924518] [DEBUG] [LOCAL ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt [2025-11-26T21:20:39.924589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:39.924635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:39.924694] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:39.924764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:39.983271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:39.984238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:39.984349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:39.984396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:40.106421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:40.106606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:40.106677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:40.106721] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:40.110261] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=81.66%) [2025-11-26T21:20:40.110565] [INFO ] [FORECASTER] Completed predict_future for BGC [2025-11-26T21:20:40.110730] [INFO ] [sig ] BGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:40.252351] [INFO ] [LOCAL ] Saved forecast: BGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGC.txt [2025-11-26T21:20:40.252534] [INFO ] [sig ] [398/3599] Completed BGC in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.7m [2025-11-26T21:20:40.252588] [INFO ] [sig ] [399/3599] Forecasting BGH... [2025-11-26T21:20:40.252631] [INFO ] [sig ] Generating forecast for: BGH [2025-11-26T21:20:40.252718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-11-26T21:20:40.263678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGH'. [2025-11-26T21:20:40.264096] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-11-26T21:20:40.264999] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-11-26T21:20:40.265072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:40.265119] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:40.265160] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:40.265232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:40.325124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:40.326087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:40.326202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:40.326247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:40.446420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:40.446603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:40.446683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:40.446741] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:40.450260] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=95.97%) [2025-11-26T21:20:40.450590] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-11-26T21:20:40.450769] [INFO ] [sig ] BGH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:40.590708] [INFO ] [LOCAL ] Saved forecast: BGH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGH.txt [2025-11-26T21:20:40.590905] [INFO ] [sig ] [399/3599] Completed BGH in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.6m [2025-11-26T21:20:40.590968] [INFO ] [sig ] [400/3599] Forecasting BGLC... [2025-11-26T21:20:40.591051] [INFO ] [sig ] Generating forecast for: BGLC [2025-11-26T21:20:40.591116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'. [2025-11-26T21:20:40.605218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGLC'. [2025-11-26T21:20:40.605775] [INFO ] [FORECASTER] Starting predict_future for BGLC [2025-11-26T21:20:40.606883] [DEBUG] [LOCAL ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt [2025-11-26T21:20:40.606971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:40.607027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:40.607077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:40.607183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:40.672077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:40.672997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:40.673106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:40.673160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:40.793620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:40.793817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:40.793874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:40.793915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:40.797397] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=73.48%) [2025-11-26T21:20:40.797748] [INFO ] [FORECASTER] Completed predict_future for BGLC [2025-11-26T21:20:40.797916] [INFO ] [sig ] BGLC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:40.939885] [INFO ] [LOCAL ] Saved forecast: BGLC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGLC.txt [2025-11-26T21:20:40.940057] [INFO ] [sig ] [400/3599] Completed BGLC in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.6m [2025-11-26T21:20:40.940111] [INFO ] [sig ] [401/3599] Forecasting BGRN... [2025-11-26T21:20:40.940156] [INFO ] [sig ] Generating forecast for: BGRN [2025-11-26T21:20:40.940266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'. [2025-11-26T21:20:40.950778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGRN'. [2025-11-26T21:20:40.951134] [INFO ] [FORECASTER] Starting predict_future for BGRN [2025-11-26T21:20:40.951951] [DEBUG] [LOCAL ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt [2025-11-26T21:20:40.952021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:40.952081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:40.952123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:40.952190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:41.012001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:41.012853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:41.012952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:41.012999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:41.135343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:41.135516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:41.135570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:41.135610] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:41.139023] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=62.43%) [2025-11-26T21:20:41.139324] [INFO ] [FORECASTER] Completed predict_future for BGRN [2025-11-26T21:20:41.139469] [INFO ] [sig ] BGRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:41.278031] [INFO ] [LOCAL ] Saved forecast: BGRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGRN.txt [2025-11-26T21:20:41.278193] [INFO ] [sig ] [401/3599] Completed BGRN in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.6m [2025-11-26T21:20:41.278252] [INFO ] [sig ] [402/3599] Forecasting BGS... [2025-11-26T21:20:41.278296] [INFO ] [sig ] Generating forecast for: BGS [2025-11-26T21:20:41.278339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-11-26T21:20:41.288674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGS'. [2025-11-26T21:20:41.288995] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-11-26T21:20:41.289813] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-11-26T21:20:41.289886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:41.289934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:41.289974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:41.290047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:41.347383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:41.348142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:41.348240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:41.348288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:41.465203] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:41.465386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:41.465435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:41.465479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:41.468929] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=97.10%) [2025-11-26T21:20:41.469228] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-11-26T21:20:41.469378] [INFO ] [sig ] BGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:41.610258] [INFO ] [LOCAL ] Saved forecast: BGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGS.txt [2025-11-26T21:20:41.610448] [INFO ] [sig ] [402/3599] Completed BGS in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.6m [2025-11-26T21:20:41.610505] [INFO ] [sig ] [403/3599] Forecasting BGSF... [2025-11-26T21:20:41.610550] [INFO ] [sig ] Generating forecast for: BGSF [2025-11-26T21:20:41.610594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-11-26T21:20:41.621453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGSF'. [2025-11-26T21:20:41.621901] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-11-26T21:20:41.622763] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-11-26T21:20:41.622833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:41.622878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:41.622918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:41.622991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:41.681167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:41.682112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:41.682226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:41.682282] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:41.803999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:41.804189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:41.804249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:41.804289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:41.807886] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-11-26T21:20:41.808246] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-11-26T21:20:41.808416] [INFO ] [sig ] BGSF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:41.955368] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGSF.txt [2025-11-26T21:20:41.955581] [INFO ] [sig ] [403/3599] Completed BGSF in 0.3s | 2.86 sym/s | Total: 2.3m | ETA: 18.6m [2025-11-26T21:20:41.955701] [INFO ] [sig ] [404/3599] Forecasting BGX... [2025-11-26T21:20:41.955773] [INFO ] [sig ] Generating forecast for: BGX [2025-11-26T21:20:41.955845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-11-26T21:20:41.967029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGX'. [2025-11-26T21:20:41.967359] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-11-26T21:20:41.968265] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-11-26T21:20:41.968346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:41.968416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:41.968479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:41.968576] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:42.029377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:42.030193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:42.030303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:42.030368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:42.153406] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:42.153585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:42.153669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:42.153724] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:42.157198] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-11-26T21:20:42.157559] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-11-26T21:20:42.157743] [INFO ] [sig ] BGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:42.304682] [INFO ] [LOCAL ] Saved forecast: BGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGX.txt [2025-11-26T21:20:42.304879] [INFO ] [sig ] [404/3599] Completed BGX in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:42.304953] [INFO ] [sig ] [405/3599] Forecasting BGY... [2025-11-26T21:20:42.305049] [INFO ] [sig ] Generating forecast for: BGY [2025-11-26T21:20:42.305108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-11-26T21:20:42.315679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGY'. [2025-11-26T21:20:42.316092] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-11-26T21:20:42.317014] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-11-26T21:20:42.317088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:42.317151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:42.317211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:42.317301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:42.378310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:42.379279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:42.379399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:42.379474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:42.517357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:42.517585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:42.517677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:42.517740] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:42.521247] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=69.89%) [2025-11-26T21:20:42.521582] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-11-26T21:20:42.521772] [INFO ] [sig ] BGY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:42.665043] [INFO ] [LOCAL ] Saved forecast: BGY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BGY.txt [2025-11-26T21:20:42.665246] [INFO ] [sig ] [405/3599] Completed BGY in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:42.665304] [INFO ] [sig ] [406/3599] Forecasting BHC... [2025-11-26T21:20:42.665377] [INFO ] [sig ] Generating forecast for: BHC [2025-11-26T21:20:42.665432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-11-26T21:20:42.676938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHC'. [2025-11-26T21:20:42.677341] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-11-26T21:20:42.678259] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-11-26T21:20:42.678333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:42.678387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:42.678434] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:42.678517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:42.739560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:42.740598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:42.740719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:42.740768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:42.864778] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:42.864979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:42.865033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:42.865076] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:42.868938] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=5.63%) [2025-11-26T21:20:42.869356] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-11-26T21:20:42.869525] [INFO ] [sig ] BHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:43.032197] [INFO ] [LOCAL ] Saved forecast: BHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHC.txt [2025-11-26T21:20:43.032406] [INFO ] [sig ] [406/3599] Completed BHC in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:43.032464] [INFO ] [sig ] [407/3599] Forecasting BHE... [2025-11-26T21:20:43.032533] [INFO ] [sig ] Generating forecast for: BHE [2025-11-26T21:20:43.032580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-11-26T21:20:43.045343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHE'. [2025-11-26T21:20:43.045974] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-11-26T21:20:43.046977] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-11-26T21:20:43.047053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:43.047131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:43.047177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:43.047256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:43.108680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:43.109923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:43.110051] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:43.110101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:43.232887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:43.233147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:43.233206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:43.233249] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:43.237279] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=88.39%) [2025-11-26T21:20:43.237709] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-11-26T21:20:43.237879] [INFO ] [sig ] BHE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:43.381851] [INFO ] [LOCAL ] Saved forecast: BHE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHE.txt [2025-11-26T21:20:43.382105] [INFO ] [sig ] [407/3599] Completed BHE in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:43.382197] [INFO ] [sig ] [408/3599] Forecasting BHF... [2025-11-26T21:20:43.382241] [INFO ] [sig ] Generating forecast for: BHF [2025-11-26T21:20:43.382298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'. [2025-11-26T21:20:43.394459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHF'. [2025-11-26T21:20:43.394915] [INFO ] [FORECASTER] Starting predict_future for BHF [2025-11-26T21:20:43.395902] [DEBUG] [LOCAL ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt [2025-11-26T21:20:43.395975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:43.396025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:43.396090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:43.396222] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:43.453791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:43.454696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:43.454811] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:43.454875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:43.578691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:43.578976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:43.579038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:43.579103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:43.583183] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=60.63%) [2025-11-26T21:20:43.583542] [INFO ] [FORECASTER] Completed predict_future for BHF [2025-11-26T21:20:43.583747] [INFO ] [sig ] BHF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:43.729360] [INFO ] [LOCAL ] Saved forecast: BHF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHF.txt [2025-11-26T21:20:43.729573] [INFO ] [sig ] [408/3599] Completed BHF in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:43.729684] [INFO ] [sig ] [409/3599] Forecasting BHFAL... [2025-11-26T21:20:43.729731] [INFO ] [sig ] Generating forecast for: BHFAL [2025-11-26T21:20:43.729800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'. [2025-11-26T21:20:43.742494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'. [2025-11-26T21:20:43.742982] [INFO ] [FORECASTER] Starting predict_future for BHFAL [2025-11-26T21:20:43.743884] [DEBUG] [LOCAL ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt [2025-11-26T21:20:43.743958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:43.744007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:43.744047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:43.744116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:43.801327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:43.802060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:43.802173] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:43.802221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:43.920559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:43.920761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:43.920817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:43.920859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:43.924264] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=84.42%) [2025-11-26T21:20:43.924562] [INFO ] [FORECASTER] Completed predict_future for BHFAL [2025-11-26T21:20:43.924729] [INFO ] [sig ] BHFAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:44.067561] [INFO ] [LOCAL ] Saved forecast: BHFAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHFAL.txt [2025-11-26T21:20:44.067779] [INFO ] [sig ] [409/3599] Completed BHFAL in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:44.067838] [INFO ] [sig ] [410/3599] Forecasting BHFAM... [2025-11-26T21:20:44.067907] [INFO ] [sig ] Generating forecast for: BHFAM [2025-11-26T21:20:44.067962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'. [2025-11-26T21:20:44.079683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'. [2025-11-26T21:20:44.080119] [INFO ] [FORECASTER] Starting predict_future for BHFAM [2025-11-26T21:20:44.080974] [DEBUG] [LOCAL ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt [2025-11-26T21:20:44.081057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:44.081122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:44.081182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:44.081273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:44.138938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:44.139829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:44.139945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:44.140030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:44.259494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:44.259724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:44.259798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:44.259858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:44.263610] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=93.54%) [2025-11-26T21:20:44.264045] [INFO ] [FORECASTER] Completed predict_future for BHFAM [2025-11-26T21:20:44.264387] [INFO ] [sig ] BHFAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:44.412946] [INFO ] [LOCAL ] Saved forecast: BHFAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHFAM.txt [2025-11-26T21:20:44.413213] [INFO ] [sig ] [410/3599] Completed BHFAM in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:44.413291] [INFO ] [sig ] [411/3599] Forecasting BHFAN... [2025-11-26T21:20:44.413342] [INFO ] [sig ] Generating forecast for: BHFAN [2025-11-26T21:20:44.413389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'. [2025-11-26T21:20:44.429316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'. [2025-11-26T21:20:44.429758] [INFO ] [FORECASTER] Starting predict_future for BHFAN [2025-11-26T21:20:44.430636] [DEBUG] [LOCAL ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt [2025-11-26T21:20:44.430764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:44.430820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:44.430860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:44.430936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:44.491592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:44.492624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:44.492781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:44.492834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:44.617621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:44.617825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:44.617885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:44.617940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:44.621452] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=71.19%) [2025-11-26T21:20:44.621784] [INFO ] [FORECASTER] Completed predict_future for BHFAN [2025-11-26T21:20:44.621947] [INFO ] [sig ] BHFAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:44.762784] [INFO ] [LOCAL ] Saved forecast: BHFAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHFAN.txt [2025-11-26T21:20:44.762980] [INFO ] [sig ] [411/3599] Completed BHFAN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:44.763046] [INFO ] [sig ] [412/3599] Forecasting BHFAO... [2025-11-26T21:20:44.763089] [INFO ] [sig ] Generating forecast for: BHFAO [2025-11-26T21:20:44.763155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'. [2025-11-26T21:20:44.774446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'. [2025-11-26T21:20:44.774869] [INFO ] [FORECASTER] Starting predict_future for BHFAO [2025-11-26T21:20:44.775691] [DEBUG] [LOCAL ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt [2025-11-26T21:20:44.775763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:44.775810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:44.775867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:44.775937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:44.833627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:44.834480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:44.834581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:44.834629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:44.952739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:44.952947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:44.953009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:44.953063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:44.956623] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-11-26T21:20:44.956969] [INFO ] [FORECASTER] Completed predict_future for BHFAO [2025-11-26T21:20:44.957133] [INFO ] [sig ] BHFAO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:45.103757] [INFO ] [LOCAL ] Saved forecast: BHFAO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHFAO.txt [2025-11-26T21:20:45.103927] [INFO ] [sig ] [412/3599] Completed BHFAO in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:45.103991] [INFO ] [sig ] [413/3599] Forecasting BHFAP... [2025-11-26T21:20:45.104058] [INFO ] [sig ] Generating forecast for: BHFAP [2025-11-26T21:20:45.104112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'. [2025-11-26T21:20:45.115306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'. [2025-11-26T21:20:45.115756] [INFO ] [FORECASTER] Starting predict_future for BHFAP [2025-11-26T21:20:45.116576] [DEBUG] [LOCAL ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt [2025-11-26T21:20:45.116675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:45.116724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:45.116764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:45.116835] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:45.176937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:45.177868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:45.177985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:45.178038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:45.299036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:45.299248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:45.299305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:45.299352] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:45.303045] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=7.28%) [2025-11-26T21:20:45.303409] [INFO ] [FORECASTER] Completed predict_future for BHFAP [2025-11-26T21:20:45.303588] [INFO ] [sig ] BHFAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:45.449031] [INFO ] [LOCAL ] Saved forecast: BHFAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHFAP.txt [2025-11-26T21:20:45.449224] [INFO ] [sig ] [413/3599] Completed BHFAP in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:45.449292] [INFO ] [sig ] [414/3599] Forecasting BHK... [2025-11-26T21:20:45.449341] [INFO ] [sig ] Generating forecast for: BHK [2025-11-26T21:20:45.449411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-11-26T21:20:45.460875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHK'. [2025-11-26T21:20:45.461344] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-11-26T21:20:45.462254] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-11-26T21:20:45.462336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:45.462398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:45.462455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:45.462552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:45.521085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:45.522014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:45.522132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:45.522194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:45.644076] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:45.644287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:45.644360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:45.644417] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:45.647970] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=22.09%) [2025-11-26T21:20:45.648326] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-11-26T21:20:45.648512] [INFO ] [sig ] BHK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:45.811153] [INFO ] [LOCAL ] Saved forecast: BHK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHK.txt [2025-11-26T21:20:45.811344] [INFO ] [sig ] [414/3599] Completed BHK in 0.4s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:45.811400] [INFO ] [sig ] [415/3599] Forecasting BHP... [2025-11-26T21:20:45.811475] [INFO ] [sig ] Generating forecast for: BHP [2025-11-26T21:20:45.811528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-11-26T21:20:45.822476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHP'. [2025-11-26T21:20:45.822922] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-11-26T21:20:45.823806] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-11-26T21:20:45.823884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:45.823931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:45.823970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:45.824039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:45.882561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:45.883556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:45.883693] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:45.883744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:46.006534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:46.006749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:46.006804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:46.006846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:46.010327] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=20.53%) [2025-11-26T21:20:46.010700] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-11-26T21:20:46.010857] [INFO ] [sig ] BHP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:46.158797] [INFO ] [LOCAL ] Saved forecast: BHP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHP.txt [2025-11-26T21:20:46.159299] [INFO ] [sig ] [415/3599] Completed BHP in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.6m [2025-11-26T21:20:46.159389] [INFO ] [sig ] [416/3599] Forecasting BHRB... [2025-11-26T21:20:46.159469] [INFO ] [sig ] Generating forecast for: BHRB [2025-11-26T21:20:46.159550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'. [2025-11-26T21:20:46.170630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHRB'. [2025-11-26T21:20:46.171146] [INFO ] [FORECASTER] Starting predict_future for BHRB [2025-11-26T21:20:46.172050] [DEBUG] [LOCAL ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt [2025-11-26T21:20:46.172123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:46.172171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:46.172212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:46.172281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:46.231228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:46.232140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:46.232248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:46.232296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:46.348121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:46.348310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:46.348364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:46.348406] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:46.351835] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=12.66%) [2025-11-26T21:20:46.352168] [INFO ] [FORECASTER] Completed predict_future for BHRB [2025-11-26T21:20:46.352323] [INFO ] [sig ] BHRB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:46.495032] [INFO ] [LOCAL ] Saved forecast: BHRB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BHRB.txt [2025-11-26T21:20:46.495219] [INFO ] [sig ] [416/3599] Completed BHRB in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.5m [2025-11-26T21:20:46.495300] [INFO ] [sig ] [417/3599] Forecasting BHVN... [2025-11-26T21:20:46.495375] [INFO ] [sig ] Generating forecast for: BHVN [2025-11-26T21:20:46.495448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-11-26T21:20:46.506560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHVN'. [2025-11-26T21:20:46.506931] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-11-26T21:20:46.507834] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-11-26T21:20:46.507916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:46.507976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:46.508030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:46.508119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:46.569935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:46.570730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:46.570843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:46.570907] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:46.689381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:46.689537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:46.689605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:46.689685] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:46.693079] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=58.90%) [2025-11-26T21:20:46.693399] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-11-26T21:20:46.693565] [INFO ] [sig ] BHVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:46.833949] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BHVN.txt [2025-11-26T21:20:46.834123] [INFO ] [sig ] [417/3599] Completed BHVN in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.5m [2025-11-26T21:20:46.834219] [INFO ] [sig ] [418/3599] Forecasting BIAF... [2025-11-26T21:20:46.834291] [INFO ] [sig ] Generating forecast for: BIAF [2025-11-26T21:20:46.834350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'. [2025-11-26T21:20:46.845357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIAF'. [2025-11-26T21:20:46.845735] [INFO ] [FORECASTER] Starting predict_future for BIAF [2025-11-26T21:20:46.846577] [DEBUG] [LOCAL ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt [2025-11-26T21:20:46.846672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:46.846744] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:46.846812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:46.846920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:46.908850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:46.909683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:46.909793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:46.909866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:47.017760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:47.017927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:47.018003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:47.018069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:47.021429] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=94.56%) [2025-11-26T21:20:47.021780] [INFO ] [FORECASTER] Completed predict_future for BIAF [2025-11-26T21:20:47.021963] [INFO ] [sig ] BIAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:47.161506] [INFO ] [LOCAL ] Saved forecast: BIAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIAF.txt [2025-11-26T21:20:47.161691] [INFO ] [sig ] [418/3599] Completed BIAF in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.5m [2025-11-26T21:20:47.161797] [INFO ] [sig ] [419/3599] Forecasting BIB... [2025-11-26T21:20:47.161872] [INFO ] [sig ] Generating forecast for: BIB [2025-11-26T21:20:47.161949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'. [2025-11-26T21:20:47.172684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIB'. [2025-11-26T21:20:47.173062] [INFO ] [FORECASTER] Starting predict_future for BIB [2025-11-26T21:20:47.173938] [DEBUG] [LOCAL ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt [2025-11-26T21:20:47.174012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:47.174080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:47.174148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:47.174252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:47.231860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:47.232577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:47.232710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:47.232778] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:47.341697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:47.341866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:47.341948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:47.342011] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:47.345839] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=92.76%) [2025-11-26T21:20:47.346165] [INFO ] [FORECASTER] Completed predict_future for BIB [2025-11-26T21:20:47.346325] [INFO ] [sig ] BIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:47.487035] [INFO ] [LOCAL ] Saved forecast: BIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIB.txt [2025-11-26T21:20:47.487192] [INFO ] [sig ] [419/3599] Completed BIB in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.5m [2025-11-26T21:20:47.487242] [INFO ] [sig ] [420/3599] Forecasting BIIB... [2025-11-26T21:20:47.487289] [INFO ] [sig ] Generating forecast for: BIIB [2025-11-26T21:20:47.487328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'. [2025-11-26T21:20:47.498319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIIB'. [2025-11-26T21:20:47.498690] [INFO ] [FORECASTER] Starting predict_future for BIIB [2025-11-26T21:20:47.499533] [DEBUG] [LOCAL ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt [2025-11-26T21:20:47.499605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:47.499699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:47.499766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:47.499873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:47.558568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:47.559478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:47.559595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:47.559681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:47.687964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:47.688132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:47.688203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:47.688261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:47.691828] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=61.30%) [2025-11-26T21:20:47.692153] [INFO ] [FORECASTER] Completed predict_future for BIIB [2025-11-26T21:20:47.692329] [INFO ] [sig ] BIIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:47.832086] [INFO ] [LOCAL ] Saved forecast: BIIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIIB.txt [2025-11-26T21:20:47.832254] [INFO ] [sig ] [420/3599] Completed BIIB in 0.3s | 2.86 sym/s | Total: 2.4m | ETA: 18.5m [2025-11-26T21:20:47.832325] [INFO ] [sig ] [421/3599] Forecasting BILI... [2025-11-26T21:20:47.832386] [INFO ] [sig ] Generating forecast for: BILI [2025-11-26T21:20:47.832461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'. [2025-11-26T21:20:47.842802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILI'. [2025-11-26T21:20:47.843124] [INFO ] [FORECASTER] Starting predict_future for BILI [2025-11-26T21:20:47.843983] [DEBUG] [LOCAL ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt [2025-11-26T21:20:47.844069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:47.844141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:47.844208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:47.844321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:47.902443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:47.903244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:47.903355] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:47.903428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:48.027760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:48.027928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:48.028032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:48.028103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:48.031707] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-11-26T21:20:48.032064] [INFO ] [FORECASTER] Completed predict_future for BILI [2025-11-26T21:20:48.032235] [INFO ] [sig ] BILI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:48.174314] [INFO ] [LOCAL ] Saved forecast: BILI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BILI.txt [2025-11-26T21:20:48.174487] [INFO ] [sig ] [421/3599] Completed BILI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:48.174604] [INFO ] [sig ] [422/3599] Forecasting BILL... [2025-11-26T21:20:48.174713] [INFO ] [sig ] Generating forecast for: BILL [2025-11-26T21:20:48.174784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-11-26T21:20:48.185220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILL'. [2025-11-26T21:20:48.185560] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-11-26T21:20:48.186445] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-11-26T21:20:48.186527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:48.186597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:48.186683] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:48.186801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:48.248932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:48.249687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:48.249794] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:48.249869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:48.376263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:48.376477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:48.376552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:48.376626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:48.380400] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=37.93%) [2025-11-26T21:20:48.380775] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-11-26T21:20:48.380940] [INFO ] [sig ] BILL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:48.522961] [INFO ] [LOCAL ] Saved forecast: BILL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BILL.txt [2025-11-26T21:20:48.523182] [INFO ] [sig ] [422/3599] Completed BILL in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:48.523247] [INFO ] [sig ] [423/3599] Forecasting BIO... [2025-11-26T21:20:48.523304] [INFO ] [sig ] Generating forecast for: BIO [2025-11-26T21:20:48.523358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-11-26T21:20:48.533915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIO'. [2025-11-26T21:20:48.534267] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-11-26T21:20:48.535127] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-11-26T21:20:48.535210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:48.535273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:48.535324] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:48.535409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:48.593493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:48.594299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:48.594409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:48.594463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:48.714516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:48.714723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:48.714796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:48.714852] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:48.718534] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=98.99%) [2025-11-26T21:20:48.718887] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-11-26T21:20:48.719066] [INFO ] [sig ] BIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:48.859901] [INFO ] [LOCAL ] Saved forecast: BIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIO.txt [2025-11-26T21:20:48.860066] [INFO ] [sig ] [423/3599] Completed BIO in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:48.860121] [INFO ] [sig ] [424/3599] Forecasting BIOX... [2025-11-26T21:20:48.860186] [INFO ] [sig ] Generating forecast for: BIOX [2025-11-26T21:20:48.860241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'. [2025-11-26T21:20:48.871429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIOX'. [2025-11-26T21:20:48.871814] [INFO ] [FORECASTER] Starting predict_future for BIOX [2025-11-26T21:20:48.872691] [DEBUG] [LOCAL ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt [2025-11-26T21:20:48.872761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:48.872807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:48.872848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:48.872922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:48.935920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:48.936771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:48.936875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:48.936924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:49.062473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:49.062679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:49.062736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:49.062779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:49.066388] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=73.10%) [2025-11-26T21:20:49.066720] [INFO ] [FORECASTER] Completed predict_future for BIOX [2025-11-26T21:20:49.066875] [INFO ] [sig ] BIOX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:49.216007] [INFO ] [LOCAL ] Saved forecast: BIOX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIOX.txt [2025-11-26T21:20:49.216195] [INFO ] [sig ] [424/3599] Completed BIOX in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:49.216250] [INFO ] [sig ] [425/3599] Forecasting BIP... [2025-11-26T21:20:49.216325] [INFO ] [sig ] Generating forecast for: BIP [2025-11-26T21:20:49.216409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-11-26T21:20:49.227878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIP'. [2025-11-26T21:20:49.228264] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-11-26T21:20:49.229139] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-11-26T21:20:49.229225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:49.229285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:49.229336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:49.229422] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:49.291154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:49.292016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:49.292133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:49.292182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:49.414139] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:49.414322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:49.414385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:49.414426] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:49.417926] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=40.25%) [2025-11-26T21:20:49.418244] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-11-26T21:20:49.418406] [INFO ] [sig ] BIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:49.557625] [INFO ] [LOCAL ] Saved forecast: BIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BIP.txt [2025-11-26T21:20:49.557812] [INFO ] [sig ] [425/3599] Completed BIP in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:49.557892] [INFO ] [sig ] [426/3599] Forecasting BIPH... [2025-11-26T21:20:49.557931] [INFO ] [sig ] Generating forecast for: BIPH [2025-11-26T21:20:49.557975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-11-26T21:20:49.568389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPH'. [2025-11-26T21:20:49.568769] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-11-26T21:20:49.569616] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-11-26T21:20:49.569705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:49.569760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:49.569811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:49.569896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:49.628357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:49.629148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:49.629252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:49.629308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:49.736160] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:49.736339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:49.736393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:49.736439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:49.740032] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-11-26T21:20:49.740363] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-11-26T21:20:49.740528] [INFO ] [sig ] BIPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:49.883087] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIPH.txt [2025-11-26T21:20:49.883280] [INFO ] [sig ] [426/3599] Completed BIPH in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:49.883370] [INFO ] [sig ] [427/3599] Forecasting BIPI... [2025-11-26T21:20:49.883461] [INFO ] [sig ] Generating forecast for: BIPI [2025-11-26T21:20:49.883522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-11-26T21:20:49.894854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPI'. [2025-11-26T21:20:49.895182] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-11-26T21:20:49.896096] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-11-26T21:20:49.896171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:49.896248] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:49.896305] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:49.896389] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:49.956317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:49.957155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:49.957272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:49.957328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:50.065681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:50.065845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:50.065897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:50.065940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:50.069367] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=96.83%) [2025-11-26T21:20:50.069702] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-11-26T21:20:50.069850] [INFO ] [sig ] BIPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:50.212945] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIPI.txt [2025-11-26T21:20:50.213140] [INFO ] [sig ] [427/3599] Completed BIPI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:50.213201] [INFO ] [sig ] [428/3599] Forecasting BIRD... [2025-11-26T21:20:50.213238] [INFO ] [sig ] Generating forecast for: BIRD [2025-11-26T21:20:50.213286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'. [2025-11-26T21:20:50.223701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRD'. [2025-11-26T21:20:50.224057] [INFO ] [FORECASTER] Starting predict_future for BIRD [2025-11-26T21:20:50.224886] [DEBUG] [LOCAL ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt [2025-11-26T21:20:50.224956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:50.225010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:50.225055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:50.225136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:50.283140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:50.283825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:50.283922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:50.283968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:50.407356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:50.407582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:50.407639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:50.407736] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:50.412009] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=11.33%) [2025-11-26T21:20:50.412361] [INFO ] [FORECASTER] Completed predict_future for BIRD [2025-11-26T21:20:50.412527] [INFO ] [sig ] BIRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:50.562127] [INFO ] [LOCAL ] Saved forecast: BIRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BIRD.txt [2025-11-26T21:20:50.562316] [INFO ] [sig ] [428/3599] Completed BIRD in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:50.562413] [INFO ] [sig ] [429/3599] Forecasting BIRK... [2025-11-26T21:20:50.562471] [INFO ] [sig ] Generating forecast for: BIRK [2025-11-26T21:20:50.562516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-11-26T21:20:50.573772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRK'. [2025-11-26T21:20:50.574148] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-11-26T21:20:50.575078] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-11-26T21:20:50.575167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:50.575217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:50.575258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:50.575328] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:50.639709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:50.640705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:50.640811] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:50.640860] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:50.769390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:50.769601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:50.769675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:50.769722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:50.773442] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=92.57%) [2025-11-26T21:20:50.773783] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-11-26T21:20:50.773946] [INFO ] [sig ] BIRK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:50.917519] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIRK.txt [2025-11-26T21:20:50.917720] [INFO ] [sig ] [429/3599] Completed BIRK in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.5m [2025-11-26T21:20:50.917803] [INFO ] [sig ] [430/3599] Forecasting BITF... [2025-11-26T21:20:50.917843] [INFO ] [sig ] Generating forecast for: BITF [2025-11-26T21:20:50.917881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'. [2025-11-26T21:20:50.929102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BITF'. [2025-11-26T21:20:50.929518] [INFO ] [FORECASTER] Starting predict_future for BITF [2025-11-26T21:20:50.930380] [DEBUG] [LOCAL ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt [2025-11-26T21:20:50.930454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:50.930503] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:50.930545] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:50.930618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:50.993373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:50.994299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:50.994406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:50.994453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:51.116181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:51.116365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:51.116418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:51.116461] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:51.120019] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=43.30%) [2025-11-26T21:20:51.120343] [INFO ] [FORECASTER] Completed predict_future for BITF [2025-11-26T21:20:51.120499] [INFO ] [sig ] BITF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:51.260515] [INFO ] [LOCAL ] Saved forecast: BITF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BITF.txt [2025-11-26T21:20:51.260727] [INFO ] [sig ] [430/3599] Completed BITF in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:51.260801] [INFO ] [sig ] [431/3599] Forecasting BIVI... [2025-11-26T21:20:51.260839] [INFO ] [sig ] Generating forecast for: BIVI [2025-11-26T21:20:51.260878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'. [2025-11-26T21:20:51.272186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIVI'. [2025-11-26T21:20:51.272572] [INFO ] [FORECASTER] Starting predict_future for BIVI [2025-11-26T21:20:51.273397] [DEBUG] [LOCAL ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt [2025-11-26T21:20:51.273468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:51.273513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:51.273553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:51.273620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:51.332930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:51.333941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:51.334080] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:51.334131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:51.457429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:51.457682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:51.457734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:51.457774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:51.461306] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=84.72%) [2025-11-26T21:20:51.461623] [INFO ] [FORECASTER] Completed predict_future for BIVI [2025-11-26T21:20:51.461797] [INFO ] [sig ] BIVI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:51.615103] [INFO ] [LOCAL ] Saved forecast: BIVI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BIVI.txt [2025-11-26T21:20:51.615283] [INFO ] [sig ] [431/3599] Completed BIVI in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:51.615346] [INFO ] [sig ] [432/3599] Forecasting BJ... [2025-11-26T21:20:51.615406] [INFO ] [sig ] Generating forecast for: BJ [2025-11-26T21:20:51.615450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-11-26T21:20:51.626103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJ'. [2025-11-26T21:20:51.626488] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-11-26T21:20:51.627349] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-11-26T21:20:51.627423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:51.627492] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:51.627535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:51.627604] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:51.688303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:51.689230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:51.689347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:51.689401] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:51.817584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:51.817809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:51.817894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:51.817979] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:51.821623] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=99.36%) [2025-11-26T21:20:51.821993] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-11-26T21:20:51.822184] [INFO ] [sig ] BJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:51.972232] [INFO ] [LOCAL ] Saved forecast: BJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BJ.txt [2025-11-26T21:20:51.972457] [INFO ] [sig ] [432/3599] Completed BJ in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:51.972573] [INFO ] [sig ] [433/3599] Forecasting BJDX... [2025-11-26T21:20:51.972630] [INFO ] [sig ] Generating forecast for: BJDX [2025-11-26T21:20:51.972714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'. [2025-11-26T21:20:51.984430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJDX'. [2025-11-26T21:20:51.984893] [INFO ] [FORECASTER] Starting predict_future for BJDX [2025-11-26T21:20:51.985804] [DEBUG] [LOCAL ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt [2025-11-26T21:20:51.985879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:51.985945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:51.986010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:51.986111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:52.048659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:52.049614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:52.049768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:52.049832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:52.171536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:52.171727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:52.171807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:52.171874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:52.175462] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=81.19%) [2025-11-26T21:20:52.175817] [INFO ] [FORECASTER] Completed predict_future for BJDX [2025-11-26T21:20:52.175995] [INFO ] [sig ] BJDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:52.319449] [INFO ] [LOCAL ] Saved forecast: BJDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BJDX.txt [2025-11-26T21:20:52.319617] [INFO ] [sig ] [433/3599] Completed BJDX in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:52.319735] [INFO ] [sig ] [434/3599] Forecasting BJRI... [2025-11-26T21:20:52.319816] [INFO ] [sig ] Generating forecast for: BJRI [2025-11-26T21:20:52.319880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'. [2025-11-26T21:20:52.330099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJRI'. [2025-11-26T21:20:52.330418] [INFO ] [FORECASTER] Starting predict_future for BJRI [2025-11-26T21:20:52.331242] [DEBUG] [LOCAL ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt [2025-11-26T21:20:52.331313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:52.331366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:52.331414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:52.331494] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:52.391856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:52.392765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:52.392878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:52.392952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:52.517794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:52.517935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:52.517990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:52.518032] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:52.521533] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-11-26T21:20:52.521854] [INFO ] [FORECASTER] Completed predict_future for BJRI [2025-11-26T21:20:52.522015] [INFO ] [sig ] BJRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:52.663774] [INFO ] [LOCAL ] Saved forecast: BJRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BJRI.txt [2025-11-26T21:20:52.663931] [INFO ] [sig ] [434/3599] Completed BJRI in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:52.663999] [INFO ] [sig ] [435/3599] Forecasting BK... [2025-11-26T21:20:52.664050] [INFO ] [sig ] Generating forecast for: BK [2025-11-26T21:20:52.664125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-11-26T21:20:52.674162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BK'. [2025-11-26T21:20:52.674478] [INFO ] [FORECASTER] Starting predict_future for BK [2025-11-26T21:20:52.675304] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-11-26T21:20:52.675374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:52.675430] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:52.675482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:52.675567] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:52.733757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:52.734459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:52.734557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:52.734609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:52.853517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:52.853704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:52.853758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:52.853793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:52.857343] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=77.48%) [2025-11-26T21:20:52.857721] [INFO ] [FORECASTER] Completed predict_future for BK [2025-11-26T21:20:52.857891] [INFO ] [sig ] BK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:53.000810] [INFO ] [LOCAL ] Saved forecast: BK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BK.txt [2025-11-26T21:20:53.000992] [INFO ] [sig ] [435/3599] Completed BK in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:53.001052] [INFO ] [sig ] [436/3599] Forecasting BKCH... [2025-11-26T21:20:53.001143] [INFO ] [sig ] Generating forecast for: BKCH [2025-11-26T21:20:53.001207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'. [2025-11-26T21:20:53.011289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKCH'. [2025-11-26T21:20:53.011634] [INFO ] [FORECASTER] Starting predict_future for BKCH [2025-11-26T21:20:53.012446] [DEBUG] [LOCAL ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt [2025-11-26T21:20:53.012515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:53.012574] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:53.012616] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:53.012705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:53.070127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:53.070870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:53.070967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:53.071016] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:53.187260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:53.187474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:53.187528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:53.187566] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:53.191104] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-11-26T21:20:53.191468] [INFO ] [FORECASTER] Completed predict_future for BKCH [2025-11-26T21:20:53.191627] [INFO ] [sig ] BKCH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:53.337549] [INFO ] [LOCAL ] Saved forecast: BKCH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BKCH.txt [2025-11-26T21:20:53.337786] [INFO ] [sig ] [436/3599] Completed BKCH in 0.3s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:53.337869] [INFO ] [sig ] [437/3599] Forecasting BKD... [2025-11-26T21:20:53.337912] [INFO ] [sig ] Generating forecast for: BKD [2025-11-26T21:20:53.337952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-11-26T21:20:53.351154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKD'. [2025-11-26T21:20:53.351627] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-11-26T21:20:53.352766] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-11-26T21:20:53.352856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:53.352924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:53.352979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:53.353081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:53.418831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:53.419786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:53.419899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:53.419950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:53.542224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:53.542437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:53.542506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:53.542572] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:53.546141] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=50.09%) [2025-11-26T21:20:53.546490] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-11-26T21:20:53.546678] [INFO ] [sig ] BKD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:53.694141] [INFO ] [LOCAL ] Saved forecast: BKD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BKD.txt [2025-11-26T21:20:53.694335] [INFO ] [sig ] [437/3599] Completed BKD in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:53.694425] [INFO ] [sig ] [438/3599] Forecasting BKE... [2025-11-26T21:20:53.694496] [INFO ] [sig ] Generating forecast for: BKE [2025-11-26T21:20:53.694561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-11-26T21:20:53.705751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKE'. [2025-11-26T21:20:53.706195] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-11-26T21:20:53.707111] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-11-26T21:20:53.707196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:53.707266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:53.707329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:53.707437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:53.766338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:53.767295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:53.767418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:53.767518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:53.891029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:53.891220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:53.891306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:53.891363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:53.894929] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-11-26T21:20:53.895278] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-11-26T21:20:53.895459] [INFO ] [sig ] BKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:54.060693] [INFO ] [LOCAL ] Saved forecast: BKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BKE.txt [2025-11-26T21:20:54.060902] [INFO ] [sig ] [438/3599] Completed BKE in 0.4s | 2.86 sym/s | Total: 2.5m | ETA: 18.4m [2025-11-26T21:20:54.060990] [INFO ] [sig ] [439/3599] Forecasting BKH... [2025-11-26T21:20:54.061034] [INFO ] [sig ] Generating forecast for: BKH [2025-11-26T21:20:54.061076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-11-26T21:20:54.072168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKH'. [2025-11-26T21:20:54.072560] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-11-26T21:20:54.073455] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-11-26T21:20:54.073736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:54.073819] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:54.073891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:54.074014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:54.134478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:54.135533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:54.135700] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:54.135787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:54.261432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:54.261655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:54.261731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:54.261812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:54.265307] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=11.29%) [2025-11-26T21:20:54.265685] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-11-26T21:20:54.265876] [INFO ] [sig ] BKH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:54.413567] [INFO ] [LOCAL ] Saved forecast: BKH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BKH.txt [2025-11-26T21:20:54.413804] [INFO ] [sig ] [439/3599] Completed BKH in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:54.413926] [INFO ] [sig ] [440/3599] Forecasting BKN... [2025-11-26T21:20:54.414017] [INFO ] [sig ] Generating forecast for: BKN [2025-11-26T21:20:54.414098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-11-26T21:20:54.425409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKN'. [2025-11-26T21:20:54.425875] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-11-26T21:20:54.426754] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-11-26T21:20:54.426834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:54.426896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:54.426954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:54.427054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:54.488807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:54.490063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:54.490209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:54.490270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:54.611521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:54.611763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:54.611839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:54.611898] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:54.615549] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=13.62%) [2025-11-26T21:20:54.615925] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-11-26T21:20:54.616116] [INFO ] [sig ] BKN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:54.757294] [INFO ] [LOCAL ] Saved forecast: BKN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BKN.txt [2025-11-26T21:20:54.757541] [INFO ] [sig ] [440/3599] Completed BKN in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:54.757624] [INFO ] [sig ] [441/3599] Forecasting BKSY... [2025-11-26T21:20:54.757707] [INFO ] [sig ] Generating forecast for: BKSY [2025-11-26T21:20:54.757768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-11-26T21:20:54.767954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKSY'. [2025-11-26T21:20:54.768297] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-11-26T21:20:54.769174] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-11-26T21:20:54.769257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:54.769320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:54.769382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:54.769482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:54.830600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:54.831551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:54.831696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:54.831779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:54.956402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:54.956588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:54.956667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:54.956716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:54.960282] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=97.90%) [2025-11-26T21:20:54.960605] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-11-26T21:20:54.960779] [INFO ] [sig ] BKSY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:55.105403] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BKSY.txt [2025-11-26T21:20:55.105572] [INFO ] [sig ] [441/3599] Completed BKSY in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:55.105629] [INFO ] [sig ] [442/3599] Forecasting BL... [2025-11-26T21:20:55.105695] [INFO ] [sig ] Generating forecast for: BL [2025-11-26T21:20:55.105755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'. [2025-11-26T21:20:55.116251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BL'. [2025-11-26T21:20:55.116585] [INFO ] [FORECASTER] Starting predict_future for BL [2025-11-26T21:20:55.117482] [DEBUG] [LOCAL ] No optimal features file found for BL: ./output/feature-sets/BL.txt [2025-11-26T21:20:55.117555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:55.117601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:55.117657] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:55.117729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:55.178030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:55.178881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:55.178982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:55.179031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:55.305954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:55.306170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:55.306242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:55.306287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:55.310102] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=31.27%) [2025-11-26T21:20:55.310416] [INFO ] [FORECASTER] Completed predict_future for BL [2025-11-26T21:20:55.310578] [INFO ] [sig ] BL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:55.457434] [INFO ] [LOCAL ] Saved forecast: BL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BL.txt [2025-11-26T21:20:55.457615] [INFO ] [sig ] [442/3599] Completed BL in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:55.457687] [INFO ] [sig ] [443/3599] Forecasting BLBD... [2025-11-26T21:20:55.457761] [INFO ] [sig ] Generating forecast for: BLBD [2025-11-26T21:20:55.457806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'. [2025-11-26T21:20:55.468090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLBD'. [2025-11-26T21:20:55.468397] [INFO ] [FORECASTER] Starting predict_future for BLBD [2025-11-26T21:20:55.469288] [DEBUG] [LOCAL ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt [2025-11-26T21:20:55.469360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:55.469404] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:55.469444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:55.469514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:55.531255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:55.532117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:55.532222] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:55.532273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:55.657588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:55.657776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:55.657832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:55.657874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:55.661414] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=29.08%) [2025-11-26T21:20:55.661747] [INFO ] [FORECASTER] Completed predict_future for BLBD [2025-11-26T21:20:55.661910] [INFO ] [sig ] BLBD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:55.807223] [INFO ] [LOCAL ] Saved forecast: BLBD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLBD.txt [2025-11-26T21:20:55.807402] [INFO ] [sig ] [443/3599] Completed BLBD in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:55.807514] [INFO ] [sig ] [444/3599] Forecasting BLCN... [2025-11-26T21:20:55.807566] [INFO ] [sig ] Generating forecast for: BLCN [2025-11-26T21:20:55.807618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'. [2025-11-26T21:20:55.818498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCN'. [2025-11-26T21:20:55.818899] [INFO ] [FORECASTER] Starting predict_future for BLCN [2025-11-26T21:20:55.819767] [DEBUG] [LOCAL ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt [2025-11-26T21:20:55.819846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:55.819893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:55.819934] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:55.820002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:55.881936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:55.882683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:55.882783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:55.882835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:55.992880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:55.993045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:55.993101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:55.993140] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:55.996678] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=14.02%) [2025-11-26T21:20:55.997015] [INFO ] [FORECASTER] Completed predict_future for BLCN [2025-11-26T21:20:55.997176] [INFO ] [sig ] BLCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:56.152226] [INFO ] [LOCAL ] Saved forecast: BLCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLCN.txt [2025-11-26T21:20:56.152479] [INFO ] [sig ] [444/3599] Completed BLCN in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:56.152558] [INFO ] [sig ] [445/3599] Forecasting BLCO... [2025-11-26T21:20:56.152671] [INFO ] [sig ] Generating forecast for: BLCO [2025-11-26T21:20:56.152751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-11-26T21:20:56.164458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCO'. [2025-11-26T21:20:56.164849] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-11-26T21:20:56.165747] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-11-26T21:20:56.165820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:56.165868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:56.165945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:56.166064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:56.232193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:56.233156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:56.233263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:56.233326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:56.369832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:56.370019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:56.370081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:56.370121] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:56.373876] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=16.54%) [2025-11-26T21:20:56.374280] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-11-26T21:20:56.374456] [INFO ] [sig ] BLCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:56.528101] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLCO.txt [2025-11-26T21:20:56.528312] [INFO ] [sig ] [445/3599] Completed BLCO in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:56.528399] [INFO ] [sig ] [446/3599] Forecasting BLD... [2025-11-26T21:20:56.528458] [INFO ] [sig ] Generating forecast for: BLD [2025-11-26T21:20:56.528508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-11-26T21:20:56.539627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLD'. [2025-11-26T21:20:56.539989] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-11-26T21:20:56.540893] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-11-26T21:20:56.540965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:56.541013] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:56.541076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:56.541161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:56.605201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:56.606042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:56.606153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:56.606202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:56.731119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:56.731310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:56.731379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:56.731447] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:56.735265] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=91.48%) [2025-11-26T21:20:56.735635] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-11-26T21:20:56.735816] [INFO ] [sig ] BLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:56.890533] [INFO ] [LOCAL ] Saved forecast: BLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLD.txt [2025-11-26T21:20:56.890748] [INFO ] [sig ] [446/3599] Completed BLD in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:56.890810] [INFO ] [sig ] [447/3599] Forecasting BLDP... [2025-11-26T21:20:56.890878] [INFO ] [sig ] Generating forecast for: BLDP [2025-11-26T21:20:56.890952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'. [2025-11-26T21:20:56.903126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLDP'. [2025-11-26T21:20:56.903543] [INFO ] [FORECASTER] Starting predict_future for BLDP [2025-11-26T21:20:56.904426] [DEBUG] [LOCAL ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt [2025-11-26T21:20:56.904515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:56.904593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:56.904697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:56.904845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:56.966412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:56.967261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:56.967377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:56.967444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:57.100560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:57.100774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:57.100831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:57.100887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:57.104689] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=36.18%) [2025-11-26T21:20:57.105046] [INFO ] [FORECASTER] Completed predict_future for BLDP [2025-11-26T21:20:57.105221] [INFO ] [sig ] BLDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:57.259387] [INFO ] [LOCAL ] Saved forecast: BLDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLDP.txt [2025-11-26T21:20:57.259557] [INFO ] [sig ] [447/3599] Completed BLDP in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:57.259612] [INFO ] [sig ] [448/3599] Forecasting BLE... [2025-11-26T21:20:57.259706] [INFO ] [sig ] Generating forecast for: BLE [2025-11-26T21:20:57.259785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-11-26T21:20:57.270808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLE'. [2025-11-26T21:20:57.271175] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-11-26T21:20:57.272133] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-11-26T21:20:57.272206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:57.272278] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:57.272348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:57.272435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:57.336922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:57.337826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:57.337948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:57.338014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:57.464882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:57.465035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:57.465103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:57.465151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:57.469179] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=60.48%) [2025-11-26T21:20:57.469511] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-11-26T21:20:57.469696] [INFO ] [sig ] BLE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:57.622550] [INFO ] [LOCAL ] Saved forecast: BLE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLE.txt [2025-11-26T21:20:57.622746] [INFO ] [sig ] [448/3599] Completed BLE in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.4m [2025-11-26T21:20:57.622828] [INFO ] [sig ] [449/3599] Forecasting BLFS... [2025-11-26T21:20:57.622873] [INFO ] [sig ] Generating forecast for: BLFS [2025-11-26T21:20:57.622914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'. [2025-11-26T21:20:57.636555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFS'. [2025-11-26T21:20:57.637236] [INFO ] [FORECASTER] Starting predict_future for BLFS [2025-11-26T21:20:57.638299] [DEBUG] [LOCAL ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt [2025-11-26T21:20:57.638398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:57.638453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:57.638496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:57.638572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:57.711214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:57.712553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:57.712715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:57.712783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:57.838727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:57.839017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:57.839084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:57.839132] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:57.843677] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=60.81%) [2025-11-26T21:20:57.844100] [INFO ] [FORECASTER] Completed predict_future for BLFS [2025-11-26T21:20:57.844307] [INFO ] [sig ] BLFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:57.992468] [INFO ] [LOCAL ] Saved forecast: BLFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLFS.txt [2025-11-26T21:20:57.992765] [INFO ] [sig ] [449/3599] Completed BLFS in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.3m [2025-11-26T21:20:57.992827] [INFO ] [sig ] [450/3599] Forecasting BLFY... [2025-11-26T21:20:57.992892] [INFO ] [sig ] Generating forecast for: BLFY [2025-11-26T21:20:57.992939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'. [2025-11-26T21:20:58.005834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFY'. [2025-11-26T21:20:58.006512] [INFO ] [FORECASTER] Starting predict_future for BLFY [2025-11-26T21:20:58.007551] [DEBUG] [LOCAL ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt [2025-11-26T21:20:58.007629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:58.007717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:58.007772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:58.007868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:58.066582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:58.067894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:58.068044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:58.068096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:58.189148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:58.189421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:58.189480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:58.189549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:58.193427] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=71.00%) [2025-11-26T21:20:58.193802] [INFO ] [FORECASTER] Completed predict_future for BLFY [2025-11-26T21:20:58.193981] [INFO ] [sig ] BLFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:58.340579] [INFO ] [LOCAL ] Saved forecast: BLFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLFY.txt [2025-11-26T21:20:58.340828] [INFO ] [sig ] [450/3599] Completed BLFY in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.3m [2025-11-26T21:20:58.340931] [INFO ] [sig ] [451/3599] Forecasting BLK... [2025-11-26T21:20:58.340968] [INFO ] [sig ] Generating forecast for: BLK [2025-11-26T21:20:58.341018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-11-26T21:20:58.353478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLK'. [2025-11-26T21:20:58.354027] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-11-26T21:20:58.354959] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-11-26T21:20:58.355032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:58.355081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:58.355125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:58.355200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:58.415062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:58.416300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:58.416442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:58.416493] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:58.543314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:58.543800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:58.543861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:58.543895] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:58.547884] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=72.37%) [2025-11-26T21:20:58.548234] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-11-26T21:20:58.548409] [INFO ] [sig ] BLK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:20:58.693361] [INFO ] [LOCAL ] Saved forecast: BLK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLK.txt [2025-11-26T21:20:58.693621] [INFO ] [sig ] [451/3599] Completed BLK in 0.4s | 2.86 sym/s | Total: 2.6m | ETA: 18.3m [2025-11-26T21:20:58.693706] [INFO ] [sig ] [452/3599] Forecasting BLKB... [2025-11-26T21:20:58.693755] [INFO ] [sig ] Generating forecast for: BLKB [2025-11-26T21:20:58.693800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'. [2025-11-26T21:20:58.706167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLKB'. [2025-11-26T21:20:58.706775] [INFO ] [FORECASTER] Starting predict_future for BLKB [2025-11-26T21:20:58.707731] [DEBUG] [LOCAL ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt [2025-11-26T21:20:58.707803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:58.707851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:58.707891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:58.707964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:58.767411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:58.768632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:58.768778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:58.768832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:58.888590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:58.888891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:58.888962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:58.889008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:58.893035] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: DOWN (p=14.87%) [2025-11-26T21:20:58.893400] [INFO ] [FORECASTER] Completed predict_future for BLKB [2025-11-26T21:20:58.893576] [INFO ] [sig ] BLKB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:59.041140] [INFO ] [LOCAL ] Saved forecast: BLKB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLKB.txt [2025-11-26T21:20:59.041415] [INFO ] [sig ] [452/3599] Completed BLKB in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.3m [2025-11-26T21:20:59.041786] [INFO ] [sig ] [453/3599] Forecasting BLMN... [2025-11-26T21:20:59.041843] [INFO ] [sig ] Generating forecast for: BLMN [2025-11-26T21:20:59.041888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'. [2025-11-26T21:20:59.053786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLMN'. [2025-11-26T21:20:59.054161] [INFO ] [FORECASTER] Starting predict_future for BLMN [2025-11-26T21:20:59.055102] [DEBUG] [LOCAL ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt [2025-11-26T21:20:59.055178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:59.055227] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:59.055271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:59.055340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:59.117127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:59.117941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:59.118067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:59.118120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:59.239923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:59.240115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:59.240182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:59.240235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:59.243837] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-11-26T21:20:59.244154] [INFO ] [FORECASTER] Completed predict_future for BLMN [2025-11-26T21:20:59.244319] [INFO ] [sig ] BLMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:59.385248] [INFO ] [LOCAL ] Saved forecast: BLMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLMN.txt [2025-11-26T21:20:59.385452] [INFO ] [sig ] [453/3599] Completed BLMN in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.3m [2025-11-26T21:20:59.385510] [INFO ] [sig ] [454/3599] Forecasting BLND... [2025-11-26T21:20:59.385554] [INFO ] [sig ] Generating forecast for: BLND [2025-11-26T21:20:59.385673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-11-26T21:20:59.396908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLND'. [2025-11-26T21:20:59.397319] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-11-26T21:20:59.398211] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-11-26T21:20:59.398283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:59.398339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:59.398389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:59.398473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:59.455653] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:59.456538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:59.456676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:59.456726] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:59.580020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:59.580212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:59.580265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:59.580304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:59.583762] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=14.20%) [2025-11-26T21:20:59.584111] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-11-26T21:20:59.584270] [INFO ] [sig ] BLND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:20:59.727524] [INFO ] [LOCAL ] Saved forecast: BLND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLND.txt [2025-11-26T21:20:59.727753] [INFO ] [sig ] [454/3599] Completed BLND in 0.3s | 2.86 sym/s | Total: 2.6m | ETA: 18.3m [2025-11-26T21:20:59.727821] [INFO ] [sig ] [455/3599] Forecasting BLRX... [2025-11-26T21:20:59.727871] [INFO ] [sig ] Generating forecast for: BLRX [2025-11-26T21:20:59.727919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'. [2025-11-26T21:20:59.738344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLRX'. [2025-11-26T21:20:59.738803] [INFO ] [FORECASTER] Starting predict_future for BLRX [2025-11-26T21:20:59.739694] [DEBUG] [LOCAL ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt [2025-11-26T21:20:59.739766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:20:59.739821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:20:59.739906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:20:59.740002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:20:59.800483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:20:59.801326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:20:59.801434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:20:59.801494] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:20:59.921680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:20:59.921862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:20:59.921918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:20:59.921962] [INFO ] [FORECASTER] Training complete [2025-11-26T21:20:59.925518] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-11-26T21:20:59.925847] [INFO ] [FORECASTER] Completed predict_future for BLRX [2025-11-26T21:20:59.926001] [INFO ] [sig ] BLRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:00.083166] [INFO ] [LOCAL ] Saved forecast: BLRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLRX.txt [2025-11-26T21:21:00.083377] [INFO ] [sig ] [455/3599] Completed BLRX in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:00.083435] [INFO ] [sig ] [456/3599] Forecasting BLTE... [2025-11-26T21:21:00.083478] [INFO ] [sig ] Generating forecast for: BLTE [2025-11-26T21:21:00.083522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'. [2025-11-26T21:21:00.094439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLTE'. [2025-11-26T21:21:00.094904] [INFO ] [FORECASTER] Starting predict_future for BLTE [2025-11-26T21:21:00.095820] [DEBUG] [LOCAL ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt [2025-11-26T21:21:00.095893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:00.095941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:00.095982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:00.096061] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:00.157083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:00.158137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:00.158277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:00.158328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:00.282973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:00.283157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:00.283230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:00.283274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:00.286684] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=6.40%) [2025-11-26T21:21:00.286980] [INFO ] [FORECASTER] Completed predict_future for BLTE [2025-11-26T21:21:00.287123] [INFO ] [sig ] BLTE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:00.432218] [INFO ] [LOCAL ] Saved forecast: BLTE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLTE.txt [2025-11-26T21:21:00.432409] [INFO ] [sig ] [456/3599] Completed BLTE in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:00.432503] [INFO ] [sig ] [457/3599] Forecasting BLX... [2025-11-26T21:21:00.432557] [INFO ] [sig ] Generating forecast for: BLX [2025-11-26T21:21:00.432610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-11-26T21:21:00.443578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLX'. [2025-11-26T21:21:00.443976] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-11-26T21:21:00.444830] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-11-26T21:21:00.444902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:00.444949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:00.445000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:00.445094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:00.502300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:00.503168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:00.503272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:00.503343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:00.623333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:00.623507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:00.623569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:00.623623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:00.627071] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=82.81%) [2025-11-26T21:21:00.627379] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-11-26T21:21:00.627568] [INFO ] [sig ] BLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:00.768021] [INFO ] [LOCAL ] Saved forecast: BLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BLX.txt [2025-11-26T21:21:00.768208] [INFO ] [sig ] [457/3599] Completed BLX in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:00.768288] [INFO ] [sig ] [458/3599] Forecasting BLZE... [2025-11-26T21:21:00.768384] [INFO ] [sig ] Generating forecast for: BLZE [2025-11-26T21:21:00.768440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'. [2025-11-26T21:21:00.779323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLZE'. [2025-11-26T21:21:00.779731] [INFO ] [FORECASTER] Starting predict_future for BLZE [2025-11-26T21:21:00.780682] [DEBUG] [LOCAL ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt [2025-11-26T21:21:00.780751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:00.780807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:00.780857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:00.780942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:00.842511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:00.843475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:00.843596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:00.843665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:00.974733] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:00.974894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:00.974992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:00.975039] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:00.978740] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=38.11%) [2025-11-26T21:21:00.979145] [INFO ] [FORECASTER] Completed predict_future for BLZE [2025-11-26T21:21:00.979347] [INFO ] [sig ] BLZE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:01.132413] [INFO ] [LOCAL ] Saved forecast: BLZE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BLZE.txt [2025-11-26T21:21:01.132600] [INFO ] [sig ] [458/3599] Completed BLZE in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:01.132669] [INFO ] [sig ] [459/3599] Forecasting BMA... [2025-11-26T21:21:01.132715] [INFO ] [sig ] Generating forecast for: BMA [2025-11-26T21:21:01.132759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-11-26T21:21:01.147943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMA'. [2025-11-26T21:21:01.148353] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-11-26T21:21:01.149227] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-11-26T21:21:01.149297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:01.149337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:01.149371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:01.149434] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:01.214982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:01.215881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:01.215995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:01.216045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:01.368356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:01.368506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:01.368554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:01.368593] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:01.372267] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=88.05%) [2025-11-26T21:21:01.372772] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-11-26T21:21:01.372990] [INFO ] [sig ] BMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:01.518621] [INFO ] [LOCAL ] Saved forecast: BMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BMA.txt [2025-11-26T21:21:01.518804] [INFO ] [sig ] [459/3599] Completed BMA in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:01.518879] [INFO ] [sig ] [460/3599] Forecasting BME... [2025-11-26T21:21:01.518914] [INFO ] [sig ] Generating forecast for: BME [2025-11-26T21:21:01.519039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-11-26T21:21:01.530260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BME'. [2025-11-26T21:21:01.530623] [INFO ] [FORECASTER] Starting predict_future for BME [2025-11-26T21:21:01.531473] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-11-26T21:21:01.531549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:01.531620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:01.531695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:01.531787] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:01.589603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:01.590503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:01.590608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:01.590676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:01.708420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:01.708610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:01.708687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:01.708735] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:01.712140] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=30.91%) [2025-11-26T21:21:01.713112] [INFO ] [FORECASTER] Completed predict_future for BME [2025-11-26T21:21:01.713272] [INFO ] [sig ] BME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:01.859904] [INFO ] [LOCAL ] Saved forecast: BME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BME.txt [2025-11-26T21:21:01.860103] [INFO ] [sig ] [460/3599] Completed BME in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:01.860178] [INFO ] [sig ] [461/3599] Forecasting BMEZ... [2025-11-26T21:21:01.860256] [INFO ] [sig ] Generating forecast for: BMEZ [2025-11-26T21:21:01.860298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-11-26T21:21:01.873987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'. [2025-11-26T21:21:01.874435] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-11-26T21:21:01.875546] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-11-26T21:21:01.875842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:01.875895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:01.875949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:01.876046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:01.938451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:01.939509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:01.939631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:01.939724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:02.070058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:02.070239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:02.070293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:02.070353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:02.074237] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=11.67%) [2025-11-26T21:21:02.074555] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-11-26T21:21:02.074733] [INFO ] [sig ] BMEZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:02.218246] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMEZ.txt [2025-11-26T21:21:02.218428] [INFO ] [sig ] [461/3599] Completed BMEZ in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:02.218502] [INFO ] [sig ] [462/3599] Forecasting BMI... [2025-11-26T21:21:02.218583] [INFO ] [sig ] Generating forecast for: BMI [2025-11-26T21:21:02.218626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-11-26T21:21:02.229604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMI'. [2025-11-26T21:21:02.229993] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-11-26T21:21:02.230843] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-11-26T21:21:02.230912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:02.230958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:02.230996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:02.231062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:02.288969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:02.289797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:02.289896] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:02.289944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:02.411254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:02.411420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:02.411475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:02.411722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:02.415399] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=50.25%) [2025-11-26T21:21:02.415919] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-11-26T21:21:02.416081] [INFO ] [sig ] BMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:02.561124] [INFO ] [LOCAL ] Saved forecast: BMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BMI.txt [2025-11-26T21:21:02.561329] [INFO ] [sig ] [462/3599] Completed BMI in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:02.561412] [INFO ] [sig ] [463/3599] Forecasting BMO... [2025-11-26T21:21:02.561465] [INFO ] [sig ] Generating forecast for: BMO [2025-11-26T21:21:02.561514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-11-26T21:21:02.572186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMO'. [2025-11-26T21:21:02.572544] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-11-26T21:21:02.573437] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-11-26T21:21:02.573518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:02.573588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:02.573674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:02.573789] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:02.634400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:02.635303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:02.635413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:02.635462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:02.759024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:02.759216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:02.759271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:02.759314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:02.763296] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=73.10%) [2025-11-26T21:21:02.763846] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-11-26T21:21:02.764021] [INFO ] [sig ] BMO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:02.914138] [INFO ] [LOCAL ] Saved forecast: BMO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BMO.txt [2025-11-26T21:21:02.914313] [INFO ] [sig ] [463/3599] Completed BMO in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:02.914387] [INFO ] [sig ] [464/3599] Forecasting BMRA... [2025-11-26T21:21:02.914467] [INFO ] [sig ] Generating forecast for: BMRA [2025-11-26T21:21:02.914546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'. [2025-11-26T21:21:02.925111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRA'. [2025-11-26T21:21:02.925504] [INFO ] [FORECASTER] Starting predict_future for BMRA [2025-11-26T21:21:02.926499] [DEBUG] [LOCAL ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt [2025-11-26T21:21:02.926569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:02.926818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:02.926861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:02.926929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:02.986708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:02.987766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:02.987868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:02.987916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:03.108562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:03.108791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:03.108859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:03.108903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:03.112701] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=43.12%) [2025-11-26T21:21:03.113033] [INFO ] [FORECASTER] Completed predict_future for BMRA [2025-11-26T21:21:03.113196] [INFO ] [sig ] BMRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:03.261062] [INFO ] [LOCAL ] Saved forecast: BMRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMRA.txt [2025-11-26T21:21:03.261241] [INFO ] [sig ] [464/3599] Completed BMRA in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:03.261296] [INFO ] [sig ] [465/3599] Forecasting BMRC... [2025-11-26T21:21:03.261362] [INFO ] [sig ] Generating forecast for: BMRC [2025-11-26T21:21:03.261405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'. [2025-11-26T21:21:03.271874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRC'. [2025-11-26T21:21:03.272188] [INFO ] [FORECASTER] Starting predict_future for BMRC [2025-11-26T21:21:03.273003] [DEBUG] [LOCAL ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt [2025-11-26T21:21:03.273073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:03.273118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:03.273157] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:03.273225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:03.331238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:03.331994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:03.332092] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:03.332139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:03.451304] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:03.451501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:03.451553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:03.451596] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:03.455018] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=37.26%) [2025-11-26T21:21:03.455327] [INFO ] [FORECASTER] Completed predict_future for BMRC [2025-11-26T21:21:03.455479] [INFO ] [sig ] BMRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:03.596469] [INFO ] [LOCAL ] Saved forecast: BMRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMRC.txt [2025-11-26T21:21:03.596668] [INFO ] [sig ] [465/3599] Completed BMRC in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.3m [2025-11-26T21:21:03.596726] [INFO ] [sig ] [466/3599] Forecasting BMRN... [2025-11-26T21:21:03.596770] [INFO ] [sig ] Generating forecast for: BMRN [2025-11-26T21:21:03.596832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'. [2025-11-26T21:21:03.606928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRN'. [2025-11-26T21:21:03.607257] [INFO ] [FORECASTER] Starting predict_future for BMRN [2025-11-26T21:21:03.608140] [DEBUG] [LOCAL ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt [2025-11-26T21:21:03.608214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:03.608260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:03.608316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:03.608396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:03.666412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:03.667076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:03.667180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:03.667229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:03.780386] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:03.780574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:03.780626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:03.780718] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:03.784269] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=21.33%) [2025-11-26T21:21:03.784581] [INFO ] [FORECASTER] Completed predict_future for BMRN [2025-11-26T21:21:03.784780] [INFO ] [sig ] BMRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:03.926852] [INFO ] [LOCAL ] Saved forecast: BMRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMRN.txt [2025-11-26T21:21:03.927071] [INFO ] [sig ] [466/3599] Completed BMRN in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:03.927129] [INFO ] [sig ] [467/3599] Forecasting BMY... [2025-11-26T21:21:03.927211] [INFO ] [sig ] Generating forecast for: BMY [2025-11-26T21:21:03.927263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-11-26T21:21:03.937596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMY'. [2025-11-26T21:21:03.937987] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-11-26T21:21:03.938840] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-11-26T21:21:03.938915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:03.938964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:03.939005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:03.939077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:03.997778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:03.998472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:03.998571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:03.998617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:04.115850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:04.116015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:04.116067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:04.116127] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:04.119507] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-11-26T21:21:04.119825] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-11-26T21:21:04.119970] [INFO ] [sig ] BMY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:04.263584] [INFO ] [LOCAL ] Saved forecast: BMY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BMY.txt [2025-11-26T21:21:04.263800] [INFO ] [sig ] [467/3599] Completed BMY in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:04.263858] [INFO ] [sig ] [468/3599] Forecasting BN... [2025-11-26T21:21:04.263902] [INFO ] [sig ] Generating forecast for: BN [2025-11-26T21:21:04.263943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-11-26T21:21:04.274408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BN'. [2025-11-26T21:21:04.274763] [INFO ] [FORECASTER] Starting predict_future for BN [2025-11-26T21:21:04.275583] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-11-26T21:21:04.275674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:04.275723] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:04.275765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:04.275834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:04.342193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:04.343121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:04.343225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:04.343273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:04.465893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:04.466070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:04.466139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:04.466199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:04.469632] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.02%) [2025-11-26T21:21:04.469969] [INFO ] [FORECASTER] Completed predict_future for BN [2025-11-26T21:21:04.470145] [INFO ] [sig ] BN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:04.615053] [INFO ] [LOCAL ] Saved forecast: BN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BN.txt [2025-11-26T21:21:04.615251] [INFO ] [sig ] [468/3599] Completed BN in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:04.615328] [INFO ] [sig ] [469/3599] Forecasting BND... [2025-11-26T21:21:04.615378] [INFO ] [sig ] Generating forecast for: BND [2025-11-26T21:21:04.615422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'. [2025-11-26T21:21:04.626103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BND'. [2025-11-26T21:21:04.626450] [INFO ] [FORECASTER] Starting predict_future for BND [2025-11-26T21:21:04.627303] [DEBUG] [LOCAL ] No optimal features file found for BND: ./output/feature-sets/BND.txt [2025-11-26T21:21:04.627376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:04.627424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:04.627496] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:04.627571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:04.691201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:04.692136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:04.692240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:04.692308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:04.819664] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:04.819845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:04.819897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:04.819938] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:04.823341] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-11-26T21:21:04.823663] [INFO ] [FORECASTER] Completed predict_future for BND [2025-11-26T21:21:04.823810] [INFO ] [sig ] BND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:04.968379] [INFO ] [LOCAL ] Saved forecast: BND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BND.txt [2025-11-26T21:21:04.968553] [INFO ] [sig ] [469/3599] Completed BND in 0.4s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:04.968608] [INFO ] [sig ] [470/3599] Forecasting BNDX... [2025-11-26T21:21:04.968690] [INFO ] [sig ] Generating forecast for: BNDX [2025-11-26T21:21:04.968737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'. [2025-11-26T21:21:04.978912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNDX'. [2025-11-26T21:21:04.979244] [INFO ] [FORECASTER] Starting predict_future for BNDX [2025-11-26T21:21:04.980060] [DEBUG] [LOCAL ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt [2025-11-26T21:21:04.980130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:04.980176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:04.980214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:04.980281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:05.039951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:05.040778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:05.040880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:05.040931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:05.163063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:05.163244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:05.163300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:05.163341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:05.166878] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=71.02%) [2025-11-26T21:21:05.167192] [INFO ] [FORECASTER] Completed predict_future for BNDX [2025-11-26T21:21:05.167349] [INFO ] [sig ] BNDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:05.309931] [INFO ] [LOCAL ] Saved forecast: BNDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNDX.txt [2025-11-26T21:21:05.310090] [INFO ] [sig ] [470/3599] Completed BNDX in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:05.310161] [INFO ] [sig ] [471/3599] Forecasting BNED... [2025-11-26T21:21:05.310205] [INFO ] [sig ] Generating forecast for: BNED [2025-11-26T21:21:05.310248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-11-26T21:21:05.320568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNED'. [2025-11-26T21:21:05.320928] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-11-26T21:21:05.321840] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-11-26T21:21:05.321922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:05.321985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:05.322044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:05.322159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:05.381540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:05.382243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:05.382353] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:05.382417] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:05.499382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:05.499599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:05.499697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:05.499756] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:05.503323] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=6.50%) [2025-11-26T21:21:05.503676] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-11-26T21:21:05.503849] [INFO ] [sig ] BNED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:05.650689] [INFO ] [LOCAL ] Saved forecast: BNED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNED.txt [2025-11-26T21:21:05.650919] [INFO ] [sig ] [471/3599] Completed BNED in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:05.650993] [INFO ] [sig ] [472/3599] Forecasting BNGO... [2025-11-26T21:21:05.651077] [INFO ] [sig ] Generating forecast for: BNGO [2025-11-26T21:21:05.651151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'. [2025-11-26T21:21:05.661864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNGO'. [2025-11-26T21:21:05.662248] [INFO ] [FORECASTER] Starting predict_future for BNGO [2025-11-26T21:21:05.663101] [DEBUG] [LOCAL ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt [2025-11-26T21:21:05.663182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:05.663254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:05.663319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:05.663434] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:05.720925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:05.721799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:05.721921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:05.721988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:05.844271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:05.844468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:05.844565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:05.844629] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:05.848300] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=35.82%) [2025-11-26T21:21:05.848638] [INFO ] [FORECASTER] Completed predict_future for BNGO [2025-11-26T21:21:05.848832] [INFO ] [sig ] BNGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:05.992388] [INFO ] [LOCAL ] Saved forecast: BNGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNGO.txt [2025-11-26T21:21:05.992572] [INFO ] [sig ] [472/3599] Completed BNGO in 0.3s | 2.86 sym/s | Total: 2.7m | ETA: 18.2m [2025-11-26T21:21:05.992636] [INFO ] [sig ] [473/3599] Forecasting BNH... [2025-11-26T21:21:05.992696] [INFO ] [sig ] Generating forecast for: BNH [2025-11-26T21:21:05.992734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-11-26T21:21:06.003139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNH'. [2025-11-26T21:21:06.003544] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-11-26T21:21:06.004412] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-11-26T21:21:06.004504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:06.004554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:06.004597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:06.004687] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:06.065021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:06.065966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:06.066077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:06.066126] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:06.182702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:06.182890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:06.182943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:06.182982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:06.186399] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=31.55%) [2025-11-26T21:21:06.186727] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-11-26T21:21:06.186873] [INFO ] [sig ] BNH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:06.328388] [INFO ] [LOCAL ] Saved forecast: BNH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNH.txt [2025-11-26T21:21:06.328580] [INFO ] [sig ] [473/3599] Completed BNH in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:06.328634] [INFO ] [sig ] [474/3599] Forecasting BNJ... [2025-11-26T21:21:06.328718] [INFO ] [sig ] Generating forecast for: BNJ [2025-11-26T21:21:06.328757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-11-26T21:21:06.338852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNJ'. [2025-11-26T21:21:06.339212] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-11-26T21:21:06.340041] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-11-26T21:21:06.340111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:06.340157] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:06.340194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:06.340263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:06.402674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:06.403589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:06.403718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:06.403771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:06.522391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:06.522590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:06.522669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:06.522727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:06.526369] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-11-26T21:21:06.526746] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-11-26T21:21:06.526927] [INFO ] [sig ] BNJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:06.674993] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNJ.txt [2025-11-26T21:21:06.675184] [INFO ] [sig ] [474/3599] Completed BNJ in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:06.675241] [INFO ] [sig ] [475/3599] Forecasting BNL... [2025-11-26T21:21:06.675286] [INFO ] [sig ] Generating forecast for: BNL [2025-11-26T21:21:06.675361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-11-26T21:21:06.687125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNL'. [2025-11-26T21:21:06.687669] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-11-26T21:21:06.688532] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-11-26T21:21:06.688609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:06.688686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:06.688751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:06.688829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:06.748555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:06.749507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:06.749616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:06.749690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:06.873072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:06.873266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:06.873323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:06.873370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:06.877029] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=78.01%) [2025-11-26T21:21:06.877356] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-11-26T21:21:06.877545] [INFO ] [sig ] BNL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:07.018389] [INFO ] [LOCAL ] Saved forecast: BNL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNL.txt [2025-11-26T21:21:07.018574] [INFO ] [sig ] [475/3599] Completed BNL in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:07.018631] [INFO ] [sig ] [476/3599] Forecasting BNRG... [2025-11-26T21:21:07.018716] [INFO ] [sig ] Generating forecast for: BNRG [2025-11-26T21:21:07.018759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'. [2025-11-26T21:21:07.029534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNRG'. [2025-11-26T21:21:07.029949] [INFO ] [FORECASTER] Starting predict_future for BNRG [2025-11-26T21:21:07.030781] [DEBUG] [LOCAL ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt [2025-11-26T21:21:07.030852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:07.030898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:07.030937] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:07.031004] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:07.100411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:07.101334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:07.101445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:07.101502] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:07.227912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:07.228128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:07.228209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:07.228274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:07.231957] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=52.07%) [2025-11-26T21:21:07.232368] [INFO ] [FORECASTER] Completed predict_future for BNRG [2025-11-26T21:21:07.232569] [INFO ] [sig ] BNRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:07.383673] [INFO ] [LOCAL ] Saved forecast: BNRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNRG.txt [2025-11-26T21:21:07.383949] [INFO ] [sig ] [476/3599] Completed BNRG in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:07.384033] [INFO ] [sig ] [477/3599] Forecasting BNS... [2025-11-26T21:21:07.384096] [INFO ] [sig ] Generating forecast for: BNS [2025-11-26T21:21:07.384154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-11-26T21:21:07.395534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNS'. [2025-11-26T21:21:07.395977] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-11-26T21:21:07.396886] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-11-26T21:21:07.396967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:07.397046] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:07.397124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:07.397256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:07.459097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:07.460175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:07.460290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:07.460344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:07.593662] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:07.593856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:07.593911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:07.593955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:07.597538] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=4.41%) [2025-11-26T21:21:07.597925] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-11-26T21:21:07.598102] [INFO ] [sig ] BNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:07.751823] [INFO ] [LOCAL ] Saved forecast: BNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNS.txt [2025-11-26T21:21:07.752005] [INFO ] [sig ] [477/3599] Completed BNS in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:07.752082] [INFO ] [sig ] [478/3599] Forecasting BNTC... [2025-11-26T21:21:07.752118] [INFO ] [sig ] Generating forecast for: BNTC [2025-11-26T21:21:07.752165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'. [2025-11-26T21:21:07.763189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTC'. [2025-11-26T21:21:07.763615] [INFO ] [FORECASTER] Starting predict_future for BNTC [2025-11-26T21:21:07.764435] [DEBUG] [LOCAL ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt [2025-11-26T21:21:07.764506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:07.764551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:07.764592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:07.764678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:07.822389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:07.823120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:07.823218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:07.823261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:07.943750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:07.943933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:07.943986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:07.944029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:07.947422] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=60.20%) [2025-11-26T21:21:07.947802] [INFO ] [FORECASTER] Completed predict_future for BNTC [2025-11-26T21:21:07.947954] [INFO ] [sig ] BNTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:08.095443] [INFO ] [LOCAL ] Saved forecast: BNTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BNTC.txt [2025-11-26T21:21:08.095716] [INFO ] [sig ] [478/3599] Completed BNTC in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:08.095780] [INFO ] [sig ] [479/3599] Forecasting BNTX... [2025-11-26T21:21:08.095829] [INFO ] [sig ] Generating forecast for: BNTX [2025-11-26T21:21:08.095866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'. [2025-11-26T21:21:08.109563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTX'. [2025-11-26T21:21:08.110184] [INFO ] [FORECASTER] Starting predict_future for BNTX [2025-11-26T21:21:08.111203] [DEBUG] [LOCAL ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt [2025-11-26T21:21:08.111281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:08.111346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:08.111402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:08.111481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:08.172579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:08.173911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:08.174045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:08.174113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:08.303005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:08.303323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:08.303392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:08.303439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:08.307771] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=5.04%) [2025-11-26T21:21:08.308194] [INFO ] [FORECASTER] Completed predict_future for BNTX [2025-11-26T21:21:08.308398] [INFO ] [sig ] BNTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:08.455874] [INFO ] [LOCAL ] Saved forecast: BNTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNTX.txt [2025-11-26T21:21:08.456531] [INFO ] [sig ] [479/3599] Completed BNTX in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:08.456597] [INFO ] [sig ] [480/3599] Forecasting BNY... [2025-11-26T21:21:08.456665] [INFO ] [sig ] Generating forecast for: BNY [2025-11-26T21:21:08.456742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-11-26T21:21:08.469541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNY'. [2025-11-26T21:21:08.470028] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-11-26T21:21:08.470902] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-11-26T21:21:08.470973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:08.471021] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:08.471060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:08.471128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:08.527711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:08.528624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:08.528755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:08.528804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:08.646904] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:08.647136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:08.647194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:08.647237] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:08.650937] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=13.05%) [2025-11-26T21:21:08.651240] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-11-26T21:21:08.651388] [INFO ] [sig ] BNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:08.793987] [INFO ] [LOCAL ] Saved forecast: BNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNY.txt [2025-11-26T21:21:08.794212] [INFO ] [sig ] [480/3599] Completed BNY in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:08.794271] [INFO ] [sig ] [481/3599] Forecasting BNZI... [2025-11-26T21:21:08.794314] [INFO ] [sig ] Generating forecast for: BNZI [2025-11-26T21:21:08.794426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'. [2025-11-26T21:21:08.805831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNZI'. [2025-11-26T21:21:08.806277] [INFO ] [FORECASTER] Starting predict_future for BNZI [2025-11-26T21:21:08.807148] [DEBUG] [LOCAL ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt [2025-11-26T21:21:08.807224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:08.807272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:08.807327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:08.807421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:08.865164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:08.866071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:08.866181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:08.866239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:08.981794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:08.981994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:08.982075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:08.982120] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:08.985555] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=27.21%) [2025-11-26T21:21:08.985895] [INFO ] [FORECASTER] Completed predict_future for BNZI [2025-11-26T21:21:08.986060] [INFO ] [sig ] BNZI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:09.127038] [INFO ] [LOCAL ] Saved forecast: BNZI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BNZI.txt [2025-11-26T21:21:09.127226] [INFO ] [sig ] [481/3599] Completed BNZI in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.2m [2025-11-26T21:21:09.127305] [INFO ] [sig ] [482/3599] Forecasting BOC... [2025-11-26T21:21:09.127353] [INFO ] [sig ] Generating forecast for: BOC [2025-11-26T21:21:09.127426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-11-26T21:21:09.139135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOC'. [2025-11-26T21:21:09.139532] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-11-26T21:21:09.140352] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-11-26T21:21:09.140424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:09.140479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:09.140528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:09.140616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:09.197334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:09.198272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:09.198386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:09.198438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:09.319617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:09.319833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:09.319904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:09.319958] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:09.323440] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=79.46%) [2025-11-26T21:21:09.323776] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-11-26T21:21:09.323938] [INFO ] [sig ] BOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:09.466319] [INFO ] [LOCAL ] Saved forecast: BOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOC.txt [2025-11-26T21:21:09.466559] [INFO ] [sig ] [482/3599] Completed BOC in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:09.466615] [INFO ] [sig ] [483/3599] Forecasting BOE... [2025-11-26T21:21:09.466678] [INFO ] [sig ] Generating forecast for: BOE [2025-11-26T21:21:09.466777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-11-26T21:21:09.478844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOE'. [2025-11-26T21:21:09.479256] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-11-26T21:21:09.480131] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-11-26T21:21:09.480202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:09.480251] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:09.480296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:09.480365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:09.537195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:09.538186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:09.538295] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:09.538342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:09.656354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:09.656557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:09.656611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:09.656675] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:09.660135] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=80.69%) [2025-11-26T21:21:09.660488] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-11-26T21:21:09.660699] [INFO ] [sig ] BOE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:09.800722] [INFO ] [LOCAL ] Saved forecast: BOE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOE.txt [2025-11-26T21:21:09.800892] [INFO ] [sig ] [483/3599] Completed BOE in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:09.800948] [INFO ] [sig ] [484/3599] Forecasting BOF... [2025-11-26T21:21:09.801011] [INFO ] [sig ] Generating forecast for: BOF [2025-11-26T21:21:09.801060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'. [2025-11-26T21:21:09.812602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOF'. [2025-11-26T21:21:09.813007] [INFO ] [FORECASTER] Starting predict_future for BOF [2025-11-26T21:21:09.813880] [DEBUG] [LOCAL ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt [2025-11-26T21:21:09.813954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:09.814034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:09.814101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:09.814208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:09.877069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:09.878078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:09.878187] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:09.878238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:10.003801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:10.003989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:10.004043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:10.004085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:10.007586] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-11-26T21:21:10.007929] [INFO ] [FORECASTER] Completed predict_future for BOF [2025-11-26T21:21:10.008096] [INFO ] [sig ] BOF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:10.152176] [INFO ] [LOCAL ] Saved forecast: BOF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BOF.txt [2025-11-26T21:21:10.152356] [INFO ] [sig ] [484/3599] Completed BOF in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:10.152475] [INFO ] [sig ] [485/3599] Forecasting BOH... [2025-11-26T21:21:10.152534] [INFO ] [sig ] Generating forecast for: BOH [2025-11-26T21:21:10.152581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-11-26T21:21:10.163089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOH'. [2025-11-26T21:21:10.163420] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-11-26T21:21:10.164316] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-11-26T21:21:10.164391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:10.164440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:10.164482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:10.164551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:10.224841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:10.225618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:10.225740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:10.225792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:10.344709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:10.344886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:10.344938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:10.344978] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:10.348427] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=3.04%) [2025-11-26T21:21:10.348795] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-11-26T21:21:10.348946] [INFO ] [sig ] BOH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:10.490149] [INFO ] [LOCAL ] Saved forecast: BOH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BOH.txt [2025-11-26T21:21:10.490330] [INFO ] [sig ] [485/3599] Completed BOH in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:10.490407] [INFO ] [sig ] [486/3599] Forecasting BOKF... [2025-11-26T21:21:10.490446] [INFO ] [sig ] Generating forecast for: BOKF [2025-11-26T21:21:10.490490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'. [2025-11-26T21:21:10.500841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOKF'. [2025-11-26T21:21:10.501253] [INFO ] [FORECASTER] Starting predict_future for BOKF [2025-11-26T21:21:10.502241] [DEBUG] [LOCAL ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt [2025-11-26T21:21:10.502323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:10.502387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:10.502443] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:10.502560] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:10.562217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:10.563113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:10.563215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:10.563273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:10.688603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:10.688816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:10.688871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:10.688915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:10.692512] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=39.06%) [2025-11-26T21:21:10.692878] [INFO ] [FORECASTER] Completed predict_future for BOKF [2025-11-26T21:21:10.693042] [INFO ] [sig ] BOKF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:10.836872] [INFO ] [LOCAL ] Saved forecast: BOKF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BOKF.txt [2025-11-26T21:21:10.837076] [INFO ] [sig ] [486/3599] Completed BOKF in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:10.837132] [INFO ] [sig ] [487/3599] Forecasting BOLD... [2025-11-26T21:21:10.837193] [INFO ] [sig ] Generating forecast for: BOLD [2025-11-26T21:21:10.837231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'. [2025-11-26T21:21:10.847820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOLD'. [2025-11-26T21:21:10.848218] [INFO ] [FORECASTER] Starting predict_future for BOLD [2025-11-26T21:21:10.849065] [DEBUG] [LOCAL ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt [2025-11-26T21:21:10.849136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:10.849181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:10.849221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:10.849288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:10.907191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:10.908087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:10.908190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:10.908238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:11.022627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:11.022832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:11.022886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:11.022928] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:11.026311] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=95.93%) [2025-11-26T21:21:11.026609] [INFO ] [FORECASTER] Completed predict_future for BOLD [2025-11-26T21:21:11.026772] [INFO ] [sig ] BOLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:11.167491] [INFO ] [LOCAL ] Saved forecast: BOLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOLD.txt [2025-11-26T21:21:11.167682] [INFO ] [sig ] [487/3599] Completed BOLD in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:11.167748] [INFO ] [sig ] [488/3599] Forecasting BOND... [2025-11-26T21:21:11.167820] [INFO ] [sig ] Generating forecast for: BOND [2025-11-26T21:21:11.167865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-11-26T21:21:11.178259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOND'. [2025-11-26T21:21:11.178576] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-11-26T21:21:11.179379] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-11-26T21:21:11.179451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:11.179489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:11.179530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:11.179603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:11.239125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:11.240069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:11.240178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:11.240227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:11.362319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:11.362510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:11.362566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:11.362617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:11.366111] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=91.95%) [2025-11-26T21:21:11.366413] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-11-26T21:21:11.366567] [INFO ] [sig ] BOND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:11.512714] [INFO ] [LOCAL ] Saved forecast: BOND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOND.txt [2025-11-26T21:21:11.512918] [INFO ] [sig ] [488/3599] Completed BOND in 0.3s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:11.513001] [INFO ] [sig ] [489/3599] Forecasting BOOM... [2025-11-26T21:21:11.513043] [INFO ] [sig ] Generating forecast for: BOOM [2025-11-26T21:21:11.513091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'. [2025-11-26T21:21:11.523408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOOM'. [2025-11-26T21:21:11.523742] [INFO ] [FORECASTER] Starting predict_future for BOOM [2025-11-26T21:21:11.524542] [DEBUG] [LOCAL ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt [2025-11-26T21:21:11.524614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:11.524682] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:11.524738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:11.524819] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:11.584166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:11.585458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:11.585678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:11.585763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:11.713881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:11.714065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:11.714119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:11.714160] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:11.717588] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-11-26T21:21:11.717919] [INFO ] [FORECASTER] Completed predict_future for BOOM [2025-11-26T21:21:11.718066] [INFO ] [sig ] BOOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:11.864767] [INFO ] [LOCAL ] Saved forecast: BOOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOOM.txt [2025-11-26T21:21:11.865152] [INFO ] [sig ] [489/3599] Completed BOOM in 0.4s | 2.86 sym/s | Total: 2.8m | ETA: 18.1m [2025-11-26T21:21:11.865208] [INFO ] [sig ] [490/3599] Forecasting BOTZ... [2025-11-26T21:21:11.865280] [INFO ] [sig ] Generating forecast for: BOTZ [2025-11-26T21:21:11.865325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'. [2025-11-26T21:21:11.876932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'. [2025-11-26T21:21:11.877396] [INFO ] [FORECASTER] Starting predict_future for BOTZ [2025-11-26T21:21:11.878415] [DEBUG] [LOCAL ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt [2025-11-26T21:21:11.878487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:11.878532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:11.878571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:11.878707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:11.938917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:11.939826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:11.939938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:11.939988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:12.058774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:12.058931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:12.058981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:12.059015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:12.062415] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=59.49%) [2025-11-26T21:21:12.062746] [INFO ] [FORECASTER] Completed predict_future for BOTZ [2025-11-26T21:21:12.062904] [INFO ] [sig ] BOTZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:12.204627] [INFO ] [LOCAL ] Saved forecast: BOTZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOTZ.txt [2025-11-26T21:21:12.204817] [INFO ] [sig ] [490/3599] Completed BOTZ in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:12.204891] [INFO ] [sig ] [491/3599] Forecasting BOX... [2025-11-26T21:21:12.204977] [INFO ] [sig ] Generating forecast for: BOX [2025-11-26T21:21:12.205020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-11-26T21:21:12.215676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOX'. [2025-11-26T21:21:12.215977] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-11-26T21:21:12.216805] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-11-26T21:21:12.216874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:12.216919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:12.216958] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:12.217104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:12.282844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:12.283844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:12.283947] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:12.284008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:12.404710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:12.404901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:12.404955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:12.405019] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:12.408565] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=73.77%) [2025-11-26T21:21:12.408939] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-11-26T21:21:12.409104] [INFO ] [sig ] BOX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:12.549300] [INFO ] [LOCAL ] Saved forecast: BOX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BOX.txt [2025-11-26T21:21:12.549465] [INFO ] [sig ] [491/3599] Completed BOX in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:12.549550] [INFO ] [sig ] [492/3599] Forecasting BP... [2025-11-26T21:21:12.549608] [INFO ] [sig ] Generating forecast for: BP [2025-11-26T21:21:12.549703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-11-26T21:21:12.561935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BP'. [2025-11-26T21:21:12.562337] [INFO ] [FORECASTER] Starting predict_future for BP [2025-11-26T21:21:12.563292] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-11-26T21:21:12.563377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:12.563434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:12.563488] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:12.563585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:12.624600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:12.625531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:12.625664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:12.625717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:12.762371] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:12.762557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:12.762615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:12.762681] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:12.766184] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=18.89%) [2025-11-26T21:21:12.766481] [INFO ] [FORECASTER] Completed predict_future for BP [2025-11-26T21:21:12.766631] [INFO ] [sig ] BP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:12.906761] [INFO ] [LOCAL ] Saved forecast: BP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BP.txt [2025-11-26T21:21:12.906943] [INFO ] [sig ] [492/3599] Completed BP in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:12.907000] [INFO ] [sig ] [493/3599] Forecasting BPOP... [2025-11-26T21:21:12.907058] [INFO ] [sig ] Generating forecast for: BPOP [2025-11-26T21:21:12.907120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'. [2025-11-26T21:21:12.918007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPOP'. [2025-11-26T21:21:12.918440] [INFO ] [FORECASTER] Starting predict_future for BPOP [2025-11-26T21:21:12.919348] [DEBUG] [LOCAL ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt [2025-11-26T21:21:12.919422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:12.919523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:12.919572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:12.919700] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:12.977856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:12.978766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:12.978883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:12.978954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:13.096992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:13.097184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:13.097241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:13.097286] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:13.100817] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=59.95%) [2025-11-26T21:21:13.101138] [INFO ] [FORECASTER] Completed predict_future for BPOP [2025-11-26T21:21:13.101302] [INFO ] [sig ] BPOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:13.241610] [INFO ] [LOCAL ] Saved forecast: BPOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BPOP.txt [2025-11-26T21:21:13.241800] [INFO ] [sig ] [493/3599] Completed BPOP in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:13.241854] [INFO ] [sig ] [494/3599] Forecasting BPRN... [2025-11-26T21:21:13.241959] [INFO ] [sig ] Generating forecast for: BPRN [2025-11-26T21:21:13.242005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'. [2025-11-26T21:21:13.253904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPRN'. [2025-11-26T21:21:13.254727] [INFO ] [FORECASTER] Starting predict_future for BPRN [2025-11-26T21:21:13.256008] [DEBUG] [LOCAL ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt [2025-11-26T21:21:13.256099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:13.256178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:13.256245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:13.256372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:13.318579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:13.319805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:13.319931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:13.319995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:13.422784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:13.423056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:13.423138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:13.423186] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:13.427195] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=81.92%) [2025-11-26T21:21:13.427608] [INFO ] [FORECASTER] Completed predict_future for BPRN [2025-11-26T21:21:13.427816] [INFO ] [sig ] BPRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:13.570074] [INFO ] [LOCAL ] Saved forecast: BPRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BPRN.txt [2025-11-26T21:21:13.570351] [INFO ] [sig ] [494/3599] Completed BPRN in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:13.570416] [INFO ] [sig ] [495/3599] Forecasting BPYPM... [2025-11-26T21:21:13.570558] [INFO ] [sig ] Generating forecast for: BPYPM [2025-11-26T21:21:13.570609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'. [2025-11-26T21:21:13.583245] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'. [2025-11-26T21:21:13.583759] [INFO ] [FORECASTER] Starting predict_future for BPYPM [2025-11-26T21:21:13.584614] [DEBUG] [LOCAL ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt [2025-11-26T21:21:13.584710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:13.584756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:13.584808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:13.584879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:13.643027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:13.643920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:13.644025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:13.644074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:13.751744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:13.751937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:13.751993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:13.752038] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:13.755614] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-11-26T21:21:13.755952] [INFO ] [FORECASTER] Completed predict_future for BPYPM [2025-11-26T21:21:13.756109] [INFO ] [sig ] BPYPM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:13.894526] [INFO ] [LOCAL ] Saved forecast: BPYPM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BPYPM.txt [2025-11-26T21:21:13.894719] [INFO ] [sig ] [495/3599] Completed BPYPM in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:13.894797] [INFO ] [sig ] [496/3599] Forecasting BPYPO... [2025-11-26T21:21:13.894841] [INFO ] [sig ] Generating forecast for: BPYPO [2025-11-26T21:21:13.894881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'. [2025-11-26T21:21:13.906421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'. [2025-11-26T21:21:13.906842] [INFO ] [FORECASTER] Starting predict_future for BPYPO [2025-11-26T21:21:13.907767] [DEBUG] [LOCAL ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt [2025-11-26T21:21:13.907841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:13.907897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:13.907946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:13.908033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:13.966518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:13.967338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:13.967468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:13.967522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:14.072291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:14.072469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:14.072535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:14.072600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:14.076346] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=48.02%) [2025-11-26T21:21:14.076713] [INFO ] [FORECASTER] Completed predict_future for BPYPO [2025-11-26T21:21:14.076896] [INFO ] [sig ] BPYPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:14.218717] [INFO ] [LOCAL ] Saved forecast: BPYPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BPYPO.txt [2025-11-26T21:21:14.218920] [INFO ] [sig ] [496/3599] Completed BPYPO in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.1m [2025-11-26T21:21:14.219001] [INFO ] [sig ] [497/3599] Forecasting BPYPP... [2025-11-26T21:21:14.219111] [INFO ] [sig ] Generating forecast for: BPYPP [2025-11-26T21:21:14.219184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'. [2025-11-26T21:21:14.231034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'. [2025-11-26T21:21:14.231532] [INFO ] [FORECASTER] Starting predict_future for BPYPP [2025-11-26T21:21:14.232498] [DEBUG] [LOCAL ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt [2025-11-26T21:21:14.232590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:14.232686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:14.232748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:14.232873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:14.293552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:14.294560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:14.294703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:14.294778] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:14.402048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:14.402240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:14.402294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:14.402339] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:14.405878] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=86.34%) [2025-11-26T21:21:14.406216] [INFO ] [FORECASTER] Completed predict_future for BPYPP [2025-11-26T21:21:14.406384] [INFO ] [sig ] BPYPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:14.549217] [INFO ] [LOCAL ] Saved forecast: BPYPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BPYPP.txt [2025-11-26T21:21:14.549390] [INFO ] [sig ] [497/3599] Completed BPYPP in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:14.549448] [INFO ] [sig ] [498/3599] Forecasting BRAG... [2025-11-26T21:21:14.549524] [INFO ] [sig ] Generating forecast for: BRAG [2025-11-26T21:21:14.549579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'. [2025-11-26T21:21:14.559992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRAG'. [2025-11-26T21:21:14.560403] [INFO ] [FORECASTER] Starting predict_future for BRAG [2025-11-26T21:21:14.561328] [DEBUG] [LOCAL ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt [2025-11-26T21:21:14.561402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:14.561466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:14.561519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:14.561608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:14.623181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:14.624021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:14.624131] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:14.624191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:14.755083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:14.755503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:14.755564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:14.755622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:14.759257] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T21:21:14.759621] [INFO ] [FORECASTER] Completed predict_future for BRAG [2025-11-26T21:21:14.759807] [INFO ] [sig ] BRAG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:14.907175] [INFO ] [LOCAL ] Saved forecast: BRAG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRAG.txt [2025-11-26T21:21:14.907340] [INFO ] [sig ] [498/3599] Completed BRAG in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:14.907399] [INFO ] [sig ] [499/3599] Forecasting BRC... [2025-11-26T21:21:14.907489] [INFO ] [sig ] Generating forecast for: BRC [2025-11-26T21:21:14.907674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-11-26T21:21:14.919039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRC'. [2025-11-26T21:21:14.919402] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-11-26T21:21:14.920244] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-11-26T21:21:14.920318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:14.920387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:14.920439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:14.920538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:14.981748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:14.982577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:14.982719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:14.982787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:15.101744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:15.101931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:15.101985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:15.102028] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:15.105679] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=22.03%) [2025-11-26T21:21:15.106018] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-11-26T21:21:15.106172] [INFO ] [sig ] BRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:15.252297] [INFO ] [LOCAL ] Saved forecast: BRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRC.txt [2025-11-26T21:21:15.252533] [INFO ] [sig ] [499/3599] Completed BRC in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:15.252679] [INFO ] [sig ] [500/3599] Forecasting BRCC... [2025-11-26T21:21:15.252758] [INFO ] [sig ] Generating forecast for: BRCC [2025-11-26T21:21:15.252835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-11-26T21:21:15.265980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRCC'. [2025-11-26T21:21:15.266428] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-11-26T21:21:15.267259] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-11-26T21:21:15.267332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:15.267378] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:15.267430] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:15.267550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:15.327592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:15.328430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:15.328545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:15.328615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:15.456978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:15.457176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:15.457257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:15.457302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:15.460942] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=86.02%) [2025-11-26T21:21:15.461271] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-11-26T21:21:15.461434] [INFO ] [sig ] BRCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:15.600436] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRCC.txt [2025-11-26T21:21:15.600663] [INFO ] [sig ] [500/3599] Completed BRCC in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:15.600770] [INFO ] [sig ] [501/3599] Forecasting BRO... [2025-11-26T21:21:15.600824] [INFO ] [sig ] Generating forecast for: BRO [2025-11-26T21:21:15.600877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-11-26T21:21:15.611953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRO'. [2025-11-26T21:21:15.612345] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-11-26T21:21:15.613213] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-11-26T21:21:15.613288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:15.613335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:15.613374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:15.613509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:15.672508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:15.673545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:15.673676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:15.673740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:15.800482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:15.800696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:15.800762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:15.800829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:15.804349] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=86.89%) [2025-11-26T21:21:15.804680] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-11-26T21:21:15.804842] [INFO ] [sig ] BRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:15.948876] [INFO ] [LOCAL ] Saved forecast: BRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRO.txt [2025-11-26T21:21:15.949040] [INFO ] [sig ] [501/3599] Completed BRO in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:15.949137] [INFO ] [sig ] [502/3599] Forecasting BROS... [2025-11-26T21:21:15.949192] [INFO ] [sig ] Generating forecast for: BROS [2025-11-26T21:21:15.949237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-11-26T21:21:15.960717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BROS'. [2025-11-26T21:21:15.961135] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-11-26T21:21:15.962048] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-11-26T21:21:15.962130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:15.962204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:15.962269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:15.962382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:16.019905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:16.020862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:16.020975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:16.021048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:16.143752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:16.143934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:16.144002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:16.144055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:16.147716] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=64.36%) [2025-11-26T21:21:16.148043] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-11-26T21:21:16.148216] [INFO ] [sig ] BROS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:16.294942] [INFO ] [LOCAL ] Saved forecast: BROS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BROS.txt [2025-11-26T21:21:16.295114] [INFO ] [sig ] [502/3599] Completed BROS in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:16.295195] [INFO ] [sig ] [503/3599] Forecasting BRSP... [2025-11-26T21:21:16.295296] [INFO ] [sig ] Generating forecast for: BRSP [2025-11-26T21:21:16.295358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-11-26T21:21:16.306216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRSP'. [2025-11-26T21:21:16.306560] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-11-26T21:21:16.307440] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-11-26T21:21:16.307544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:16.307615] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:16.307702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:16.307813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:16.370188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:16.370962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:16.371078] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:16.371156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:16.497814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:16.498032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:16.498106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:16.498182] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:16.501999] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=32.53%) [2025-11-26T21:21:16.502319] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-11-26T21:21:16.502485] [INFO ] [sig ] BRSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:16.649250] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRSP.txt [2025-11-26T21:21:16.649412] [INFO ] [sig ] [503/3599] Completed BRSP in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:16.649477] [INFO ] [sig ] [504/3599] Forecasting BRX... [2025-11-26T21:21:16.649529] [INFO ] [sig ] Generating forecast for: BRX [2025-11-26T21:21:16.649599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-11-26T21:21:16.659747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRX'. [2025-11-26T21:21:16.660046] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-11-26T21:21:16.660873] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-11-26T21:21:16.660946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:16.660991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:16.661030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:16.661151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:16.720508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:16.721478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:16.721600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:16.721679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:16.842714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:16.842928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:16.842980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:16.843021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:16.846564] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=59.37%) [2025-11-26T21:21:16.846968] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-11-26T21:21:16.847160] [INFO ] [sig ] BRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:16.994309] [INFO ] [LOCAL ] Saved forecast: BRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRX.txt [2025-11-26T21:21:16.994498] [INFO ] [sig ] [504/3599] Completed BRX in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:16.994556] [INFO ] [sig ] [505/3599] Forecasting BRY... [2025-11-26T21:21:16.994620] [INFO ] [sig ] Generating forecast for: BRY [2025-11-26T21:21:16.994724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'. [2025-11-26T21:21:17.008028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRY'. [2025-11-26T21:21:17.008629] [INFO ] [FORECASTER] Starting predict_future for BRY [2025-11-26T21:21:17.009673] [DEBUG] [LOCAL ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt [2025-11-26T21:21:17.009749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:17.009799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:17.009854] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:17.009975] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:17.071199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:17.072371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:17.072497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:17.072560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:17.206615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:17.206832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:17.206887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:17.206929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:17.210670] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-11-26T21:21:17.210999] [INFO ] [FORECASTER] Completed predict_future for BRY [2025-11-26T21:21:17.211171] [INFO ] [sig ] BRY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:17.353633] [INFO ] [LOCAL ] Saved forecast: BRY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BRY.txt [2025-11-26T21:21:17.353876] [INFO ] [sig ] [505/3599] Completed BRY in 0.4s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:17.354033] [INFO ] [sig ] [506/3599] Forecasting BRZE... [2025-11-26T21:21:17.354086] [INFO ] [sig ] Generating forecast for: BRZE [2025-11-26T21:21:17.354129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'. [2025-11-26T21:21:17.365353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRZE'. [2025-11-26T21:21:17.365745] [INFO ] [FORECASTER] Starting predict_future for BRZE [2025-11-26T21:21:17.366550] [DEBUG] [LOCAL ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt [2025-11-26T21:21:17.366622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:17.366717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:17.366821] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:17.366899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:17.426058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:17.426862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:17.426965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:17.427025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:17.549804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:17.550009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:17.550067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:17.550108] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:17.553883] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=21.64%) [2025-11-26T21:21:17.554267] [INFO ] [FORECASTER] Completed predict_future for BRZE [2025-11-26T21:21:17.554450] [INFO ] [sig ] BRZE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:17.695501] [INFO ] [LOCAL ] Saved forecast: BRZE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BRZE.txt [2025-11-26T21:21:17.695710] [INFO ] [sig ] [506/3599] Completed BRZE in 0.3s | 2.86 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:17.695790] [INFO ] [sig ] [507/3599] Forecasting BSAC... [2025-11-26T21:21:17.695849] [INFO ] [sig ] Generating forecast for: BSAC [2025-11-26T21:21:17.695954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-11-26T21:21:17.706455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSAC'. [2025-11-26T21:21:17.706885] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-11-26T21:21:17.707769] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-11-26T21:21:17.707843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:17.707900] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:17.707950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:17.708035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:17.768255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:17.769211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:17.769317] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:17.769378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:17.891307] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:17.891458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:17.891520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:17.891569] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:17.895041] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=81.24%) [2025-11-26T21:21:17.895345] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-11-26T21:21:17.895504] [INFO ] [sig ] BSAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:18.038344] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSAC.txt [2025-11-26T21:21:18.038508] [INFO ] [sig ] [507/3599] Completed BSAC in 0.3s | 2.87 sym/s | Total: 2.9m | ETA: 18.0m [2025-11-26T21:21:18.038562] [INFO ] [sig ] [508/3599] Forecasting BSCP... [2025-11-26T21:21:18.038656] [INFO ] [sig ] Generating forecast for: BSCP [2025-11-26T21:21:18.038744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'. [2025-11-26T21:21:18.049177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCP'. [2025-11-26T21:21:18.049500] [INFO ] [FORECASTER] Starting predict_future for BSCP [2025-11-26T21:21:18.050378] [DEBUG] [LOCAL ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt [2025-11-26T21:21:18.050462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:18.050508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:18.050559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:18.050654] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:18.109948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:18.110865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:18.110974] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:18.111022] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:18.214370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:18.214564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:18.214622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:18.214684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:18.218762] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:21:18.219192] [INFO ] [FORECASTER] Completed predict_future for BSCP [2025-11-26T21:21:18.219368] [INFO ] [sig ] BSCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:18.365383] [INFO ] [LOCAL ] Saved forecast: BSCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCP.txt [2025-11-26T21:21:18.365548] [INFO ] [sig ] [508/3599] Completed BSCP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m [2025-11-26T21:21:18.365612] [INFO ] [sig ] [509/3599] Forecasting BSCQ... [2025-11-26T21:21:18.365684] [INFO ] [sig ] Generating forecast for: BSCQ [2025-11-26T21:21:18.365743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'. [2025-11-26T21:21:18.376376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'. [2025-11-26T21:21:18.376726] [INFO ] [FORECASTER] Starting predict_future for BSCQ [2025-11-26T21:21:18.377607] [DEBUG] [LOCAL ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt [2025-11-26T21:21:18.377708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:18.377778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:18.377826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:18.377928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:18.437549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:18.438253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:18.438351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:18.438410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:18.556974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:18.557150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:18.557202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:18.557243] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:18.560758] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=98.99%) [2025-11-26T21:21:18.561072] [INFO ] [FORECASTER] Completed predict_future for BSCQ [2025-11-26T21:21:18.561229] [INFO ] [sig ] BSCQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:18.706833] [INFO ] [LOCAL ] Saved forecast: BSCQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCQ.txt [2025-11-26T21:21:18.707031] [INFO ] [sig ] [509/3599] Completed BSCQ in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m [2025-11-26T21:21:18.707117] [INFO ] [sig ] [510/3599] Forecasting BSCS... [2025-11-26T21:21:18.707254] [INFO ] [sig ] Generating forecast for: BSCS [2025-11-26T21:21:18.707318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'. [2025-11-26T21:21:18.718355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCS'. [2025-11-26T21:21:18.718734] [INFO ] [FORECASTER] Starting predict_future for BSCS [2025-11-26T21:21:18.719595] [DEBUG] [LOCAL ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt [2025-11-26T21:21:18.719692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:18.719753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:18.719803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:18.719886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:18.777793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:18.778731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:18.778841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:18.778892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:18.898516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:18.898730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:18.898790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:18.898836] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:18.902387] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=90.40%) [2025-11-26T21:21:18.902730] [INFO ] [FORECASTER] Completed predict_future for BSCS [2025-11-26T21:21:18.902898] [INFO ] [sig ] BSCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:19.042417] [INFO ] [LOCAL ] Saved forecast: BSCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCS.txt [2025-11-26T21:21:19.042564] [INFO ] [sig ] [510/3599] Completed BSCS in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m [2025-11-26T21:21:19.042620] [INFO ] [sig ] [511/3599] Forecasting BSCX... [2025-11-26T21:21:19.042679] [INFO ] [sig ] Generating forecast for: BSCX [2025-11-26T21:21:19.042751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'. [2025-11-26T21:21:19.053326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCX'. [2025-11-26T21:21:19.053663] [INFO ] [FORECASTER] Starting predict_future for BSCX [2025-11-26T21:21:19.054497] [DEBUG] [LOCAL ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt [2025-11-26T21:21:19.054570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:19.054627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:19.054697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:19.054785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:19.113563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:19.114245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:19.114343] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:19.114389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:19.235326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:19.235516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:19.235569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:19.235613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:19.239087] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=30.25%) [2025-11-26T21:21:19.239396] [INFO ] [FORECASTER] Completed predict_future for BSCX [2025-11-26T21:21:19.239556] [INFO ] [sig ] BSCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:19.380855] [INFO ] [LOCAL ] Saved forecast: BSCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSCX.txt [2025-11-26T21:21:19.381004] [INFO ] [sig ] [511/3599] Completed BSCX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m [2025-11-26T21:21:19.381067] [INFO ] [sig ] [512/3599] Forecasting BSCY... [2025-11-26T21:21:19.381129] [INFO ] [sig ] Generating forecast for: BSCY [2025-11-26T21:21:19.381168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'. [2025-11-26T21:21:19.391661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCY'. [2025-11-26T21:21:19.392045] [INFO ] [FORECASTER] Starting predict_future for BSCY [2025-11-26T21:21:19.392865] [DEBUG] [LOCAL ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt [2025-11-26T21:21:19.392938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:19.392984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:19.393023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:19.393111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:19.450386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:19.451225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:19.451328] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:19.451388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:19.573221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:19.573403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:19.573473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:19.573525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:19.577021] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=67.63%) [2025-11-26T21:21:19.577329] [INFO ] [FORECASTER] Completed predict_future for BSCY [2025-11-26T21:21:19.580492] [INFO ] [sig ] BSCY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:19.722825] [INFO ] [LOCAL ] Saved forecast: BSCY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSCY.txt [2025-11-26T21:21:19.722971] [INFO ] [sig ] [512/3599] Completed BSCY in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 18.0m [2025-11-26T21:21:19.723025] [INFO ] [sig ] [513/3599] Forecasting BSJP... [2025-11-26T21:21:19.723070] [INFO ] [sig ] Generating forecast for: BSJP [2025-11-26T21:21:19.723167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'. [2025-11-26T21:21:19.734447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJP'. [2025-11-26T21:21:19.734854] [INFO ] [FORECASTER] Starting predict_future for BSJP [2025-11-26T21:21:19.735728] [DEBUG] [LOCAL ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt [2025-11-26T21:21:19.735799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:19.735860] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:19.735908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:19.735989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:19.794144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:19.794965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:19.795069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:19.795115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:19.909824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:19.910030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:19.910121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:19.910186] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:19.913772] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=88.89%) [2025-11-26T21:21:19.914152] [INFO ] [FORECASTER] Completed predict_future for BSJP [2025-11-26T21:21:19.914338] [INFO ] [sig ] BSJP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:20.055747] [INFO ] [LOCAL ] Saved forecast: BSJP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSJP.txt [2025-11-26T21:21:20.055962] [INFO ] [sig ] [513/3599] Completed BSJP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:20.056037] [INFO ] [sig ] [514/3599] Forecasting BSJQ... [2025-11-26T21:21:20.056159] [INFO ] [sig ] Generating forecast for: BSJQ [2025-11-26T21:21:20.056231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'. [2025-11-26T21:21:20.067312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'. [2025-11-26T21:21:20.067745] [INFO ] [FORECASTER] Starting predict_future for BSJQ [2025-11-26T21:21:20.068634] [DEBUG] [LOCAL ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt [2025-11-26T21:21:20.068730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:20.068798] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:20.068874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:20.068995] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:20.129072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:20.129968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:20.130085] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:20.130167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:20.252900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:20.253095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:20.253183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:20.253266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:20.256910] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=75.26%) [2025-11-26T21:21:20.257247] [INFO ] [FORECASTER] Completed predict_future for BSJQ [2025-11-26T21:21:20.257439] [INFO ] [sig ] BSJQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:20.399802] [INFO ] [LOCAL ] Saved forecast: BSJQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSJQ.txt [2025-11-26T21:21:20.400002] [INFO ] [sig ] [514/3599] Completed BSJQ in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:20.400075] [INFO ] [sig ] [515/3599] Forecasting BSJS... [2025-11-26T21:21:20.400345] [INFO ] [sig ] Generating forecast for: BSJS [2025-11-26T21:21:20.400414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'. [2025-11-26T21:21:20.411031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJS'. [2025-11-26T21:21:20.411365] [INFO ] [FORECASTER] Starting predict_future for BSJS [2025-11-26T21:21:20.412249] [DEBUG] [LOCAL ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt [2025-11-26T21:21:20.412331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:20.412420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:20.412487] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:20.412614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:20.472373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:20.473151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:20.473264] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:20.473356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:20.593598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:20.593804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:20.593906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:20.593993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:20.597466] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-11-26T21:21:20.597838] [INFO ] [FORECASTER] Completed predict_future for BSJS [2025-11-26T21:21:20.598027] [INFO ] [sig ] BSJS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:20.743488] [INFO ] [LOCAL ] Saved forecast: BSJS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSJS.txt [2025-11-26T21:21:20.743734] [INFO ] [sig ] [515/3599] Completed BSJS in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:20.743832] [INFO ] [sig ] [516/3599] Forecasting BSL... [2025-11-26T21:21:20.743979] [INFO ] [sig ] Generating forecast for: BSL [2025-11-26T21:21:20.744057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-11-26T21:21:20.754566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSL'. [2025-11-26T21:21:20.754950] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-11-26T21:21:20.755847] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-11-26T21:21:20.755939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:20.756017] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:20.756077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:20.756207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:20.813964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:20.814917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:20.815037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:20.815119] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:20.933920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:20.934108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:20.934160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:20.934200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:20.937815] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=83.84%) [2025-11-26T21:21:20.938167] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-11-26T21:21:20.938331] [INFO ] [sig ] BSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:21.078430] [INFO ] [LOCAL ] Saved forecast: BSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSL.txt [2025-11-26T21:21:21.078616] [INFO ] [sig ] [516/3599] Completed BSL in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:21.078689] [INFO ] [sig ] [517/3599] Forecasting BSLK... [2025-11-26T21:21:21.078785] [INFO ] [sig ] Generating forecast for: BSLK [2025-11-26T21:21:21.078892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'. [2025-11-26T21:21:21.089691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSLK'. [2025-11-26T21:21:21.090091] [INFO ] [FORECASTER] Starting predict_future for BSLK [2025-11-26T21:21:21.090968] [DEBUG] [LOCAL ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt [2025-11-26T21:21:21.091049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:21.091120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:21.091186] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:21.091294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:21.148385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:21.149264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:21.149379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:21.149454] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:21.262677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:21.262862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:21.262948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:21.263015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:21.266467] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-11-26T21:21:21.266818] [INFO ] [FORECASTER] Completed predict_future for BSLK [2025-11-26T21:21:21.267023] [INFO ] [sig ] BSLK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:21.410336] [INFO ] [LOCAL ] Saved forecast: BSLK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSLK.txt [2025-11-26T21:21:21.410522] [INFO ] [sig ] [517/3599] Completed BSLK in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:21.410578] [INFO ] [sig ] [518/3599] Forecasting BSM... [2025-11-26T21:21:21.410679] [INFO ] [sig ] Generating forecast for: BSM [2025-11-26T21:21:21.410734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-11-26T21:21:21.421956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSM'. [2025-11-26T21:21:21.422346] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-11-26T21:21:21.423241] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-11-26T21:21:21.423321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:21.423392] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:21.423459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:21.423568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:21.481352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:21.482200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:21.482331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:21.482405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:21.604142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:21.604327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:21.604397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:21.604444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:21.608174] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=3.30%) [2025-11-26T21:21:21.608554] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-11-26T21:21:21.608751] [INFO ] [sig ] BSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:21.754367] [INFO ] [LOCAL ] Saved forecast: BSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSM.txt [2025-11-26T21:21:21.754566] [INFO ] [sig ] [518/3599] Completed BSM in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:21.754654] [INFO ] [sig ] [519/3599] Forecasting BSMP... [2025-11-26T21:21:21.754724] [INFO ] [sig ] Generating forecast for: BSMP [2025-11-26T21:21:21.754785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'. [2025-11-26T21:21:21.766791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMP'. [2025-11-26T21:21:21.767178] [INFO ] [FORECASTER] Starting predict_future for BSMP [2025-11-26T21:21:21.768092] [DEBUG] [LOCAL ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt [2025-11-26T21:21:21.768167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:21.768229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:21.768273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:21.768345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:21.828615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:21.829532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:21.829664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:21.829716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:21.949036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:21.949225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:21.949282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:21.949327] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:21.952859] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=92.78%) [2025-11-26T21:21:21.953238] [INFO ] [FORECASTER] Completed predict_future for BSMP [2025-11-26T21:21:21.953396] [INFO ] [sig ] BSMP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:22.094756] [INFO ] [LOCAL ] Saved forecast: BSMP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSMP.txt [2025-11-26T21:21:22.094922] [INFO ] [sig ] [519/3599] Completed BSMP in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:22.094977] [INFO ] [sig ] [520/3599] Forecasting BSMQ... [2025-11-26T21:21:22.095024] [INFO ] [sig ] Generating forecast for: BSMQ [2025-11-26T21:21:22.095113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'. [2025-11-26T21:21:22.110979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'. [2025-11-26T21:21:22.111421] [INFO ] [FORECASTER] Starting predict_future for BSMQ [2025-11-26T21:21:22.112322] [DEBUG] [LOCAL ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt [2025-11-26T21:21:22.112394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:22.112459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:22.112519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:22.112601] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:22.173211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:22.174238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:22.174356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:22.174420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:22.298093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:22.298290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:22.298363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:22.298418] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:22.302017] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=45.84%) [2025-11-26T21:21:22.302342] [INFO ] [FORECASTER] Completed predict_future for BSMQ [2025-11-26T21:21:22.302500] [INFO ] [sig ] BSMQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:22.442111] [INFO ] [LOCAL ] Saved forecast: BSMQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSMQ.txt [2025-11-26T21:21:22.442274] [INFO ] [sig ] [520/3599] Completed BSMQ in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:22.442330] [INFO ] [sig ] [521/3599] Forecasting BSMS... [2025-11-26T21:21:22.442409] [INFO ] [sig ] Generating forecast for: BSMS [2025-11-26T21:21:22.442451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'. [2025-11-26T21:21:22.452946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMS'. [2025-11-26T21:21:22.453362] [INFO ] [FORECASTER] Starting predict_future for BSMS [2025-11-26T21:21:22.454228] [DEBUG] [LOCAL ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt [2025-11-26T21:21:22.454300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:22.454354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:22.454408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:22.454491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:22.512954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:22.513852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:22.513957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:22.514018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:22.631781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:22.631985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:22.632041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:22.632085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:22.635684] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=54.22%) [2025-11-26T21:21:22.636093] [INFO ] [FORECASTER] Completed predict_future for BSMS [2025-11-26T21:21:22.636274] [INFO ] [sig ] BSMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:22.779459] [INFO ] [LOCAL ] Saved forecast: BSMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSMS.txt [2025-11-26T21:21:22.779674] [INFO ] [sig ] [521/3599] Completed BSMS in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:22.779754] [INFO ] [sig ] [522/3599] Forecasting BSSX... [2025-11-26T21:21:22.779794] [INFO ] [sig ] Generating forecast for: BSSX [2025-11-26T21:21:22.779840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'. [2025-11-26T21:21:22.791183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSSX'. [2025-11-26T21:21:22.791589] [INFO ] [FORECASTER] Starting predict_future for BSSX [2025-11-26T21:21:22.792445] [DEBUG] [LOCAL ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt [2025-11-26T21:21:22.792520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:22.792579] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:22.792632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:22.792751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:22.850497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:22.851274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:22.851379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:22.851442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:22.959191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:22.959346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:22.959398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:22.959441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:22.962872] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=50.10%) [2025-11-26T21:21:22.963177] [INFO ] [FORECASTER] Completed predict_future for BSSX [2025-11-26T21:21:22.963337] [INFO ] [sig ] BSSX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:23.106007] [INFO ] [LOCAL ] Saved forecast: BSSX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSSX.txt [2025-11-26T21:21:23.106182] [INFO ] [sig ] [522/3599] Completed BSSX in 0.3s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:23.106252] [INFO ] [sig ] [523/3599] Forecasting BSTZ... [2025-11-26T21:21:23.106301] [INFO ] [sig ] Generating forecast for: BSTZ [2025-11-26T21:21:23.106345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-11-26T21:21:23.117181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'. [2025-11-26T21:21:23.117566] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-11-26T21:21:23.118404] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-11-26T21:21:23.118476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:23.118523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:23.118566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:23.118673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:23.175409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:23.176264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:23.176378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:23.176436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:23.295421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:23.295598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:23.295669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:23.295712] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:23.299289] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=15.32%) [2025-11-26T21:21:23.299616] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-11-26T21:21:23.299794] [INFO ] [sig ] BSTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:23.487869] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSTZ.txt [2025-11-26T21:21:23.488045] [INFO ] [sig ] [523/3599] Completed BSTZ in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:23.488103] [INFO ] [sig ] [524/3599] Forecasting BSVN... [2025-11-26T21:21:23.488148] [INFO ] [sig ] Generating forecast for: BSVN [2025-11-26T21:21:23.488211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'. [2025-11-26T21:21:23.498998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVN'. [2025-11-26T21:21:23.499379] [INFO ] [FORECASTER] Starting predict_future for BSVN [2025-11-26T21:21:23.500472] [DEBUG] [LOCAL ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt [2025-11-26T21:21:23.500543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:23.500599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:23.500671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:23.500763] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:23.561836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:23.562666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:23.562768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:23.562823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:23.680885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:23.681065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:23.681117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:23.681168] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:23.684721] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: UP (p=78.34%) [2025-11-26T21:21:23.685035] [INFO ] [FORECASTER] Completed predict_future for BSVN [2025-11-26T21:21:23.685222] [INFO ] [sig ] BSVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:23.843588] [INFO ] [LOCAL ] Saved forecast: BSVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSVN.txt [2025-11-26T21:21:23.843838] [INFO ] [sig ] [524/3599] Completed BSVN in 0.4s | 2.87 sym/s | Total: 3.0m | ETA: 17.9m [2025-11-26T21:21:23.843936] [INFO ] [sig ] [525/3599] Forecasting BSVO... [2025-11-26T21:21:23.844017] [INFO ] [sig ] Generating forecast for: BSVO [2025-11-26T21:21:23.844073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'. [2025-11-26T21:21:23.855118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVO'. [2025-11-26T21:21:23.855529] [INFO ] [FORECASTER] Starting predict_future for BSVO [2025-11-26T21:21:23.856563] [DEBUG] [LOCAL ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt [2025-11-26T21:21:23.856665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:23.856746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:23.856809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:23.856927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:23.926431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:23.927467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:23.927604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:23.927694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:24.068073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:24.068261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:24.068319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:24.068362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:24.072676] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=22.09%) [2025-11-26T21:21:24.073041] [INFO ] [FORECASTER] Completed predict_future for BSVO [2025-11-26T21:21:24.073248] [INFO ] [sig ] BSVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:24.240020] [INFO ] [LOCAL ] Saved forecast: BSVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSVO.txt [2025-11-26T21:21:24.240222] [INFO ] [sig ] [525/3599] Completed BSVO in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m [2025-11-26T21:21:24.240277] [INFO ] [sig ] [526/3599] Forecasting BSX... [2025-11-26T21:21:24.240318] [INFO ] [sig ] Generating forecast for: BSX [2025-11-26T21:21:24.240360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-11-26T21:21:24.252257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSX'. [2025-11-26T21:21:24.252685] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-11-26T21:21:24.253509] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-11-26T21:21:24.253580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:24.253635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:24.253707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:24.253775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:24.312774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:24.313803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:24.313927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:24.313992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:24.433452] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:24.433681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:24.433738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:24.433822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:24.437472] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=73.81%) [2025-11-26T21:21:24.437844] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-11-26T21:21:24.438009] [INFO ] [sig ] BSX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:24.582122] [INFO ] [LOCAL ] Saved forecast: BSX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BSX.txt [2025-11-26T21:21:24.582312] [INFO ] [sig ] [526/3599] Completed BSX in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m [2025-11-26T21:21:24.582407] [INFO ] [sig ] [527/3599] Forecasting BSY... [2025-11-26T21:21:24.582463] [INFO ] [sig ] Generating forecast for: BSY [2025-11-26T21:21:24.582506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'. [2025-11-26T21:21:24.593146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSY'. [2025-11-26T21:21:24.593485] [INFO ] [FORECASTER] Starting predict_future for BSY [2025-11-26T21:21:24.594339] [DEBUG] [LOCAL ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt [2025-11-26T21:21:24.594411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:24.594469] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:24.594520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:24.594606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:24.653939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:24.654659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:24.654757] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:24.654815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:24.777114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:24.777298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:24.777352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:24.777395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:24.780882] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=19.11%) [2025-11-26T21:21:24.781190] [INFO ] [FORECASTER] Completed predict_future for BSY [2025-11-26T21:21:24.781349] [INFO ] [sig ] BSY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:24.925259] [INFO ] [LOCAL ] Saved forecast: BSY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BSY.txt [2025-11-26T21:21:24.925438] [INFO ] [sig ] [527/3599] Completed BSY in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m [2025-11-26T21:21:24.925499] [INFO ] [sig ] [528/3599] Forecasting BTA... [2025-11-26T21:21:24.925543] [INFO ] [sig ] Generating forecast for: BTA [2025-11-26T21:21:24.925588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-11-26T21:21:24.937140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTA'. [2025-11-26T21:21:24.937553] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-11-26T21:21:24.938470] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-11-26T21:21:24.938542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:24.938588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:24.938629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:24.938725] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:24.996978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:24.997800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:24.997900] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:24.997979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:25.107818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:25.108015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:25.108084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:25.108129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:25.111694] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=15.65%) [2025-11-26T21:21:25.112017] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-11-26T21:21:25.112171] [INFO ] [sig ] BTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:25.252937] [INFO ] [LOCAL ] Saved forecast: BTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTA.txt [2025-11-26T21:21:25.253097] [INFO ] [sig ] [528/3599] Completed BTA in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.9m [2025-11-26T21:21:25.253151] [INFO ] [sig ] [529/3599] Forecasting BTAI... [2025-11-26T21:21:25.253193] [INFO ] [sig ] Generating forecast for: BTAI [2025-11-26T21:21:25.253256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'. [2025-11-26T21:21:25.264440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTAI'. [2025-11-26T21:21:25.264841] [INFO ] [FORECASTER] Starting predict_future for BTAI [2025-11-26T21:21:25.265704] [DEBUG] [LOCAL ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt [2025-11-26T21:21:25.265776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:25.265835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:25.265885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:25.265975] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:25.324501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:25.325273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:25.325377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:25.325421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:25.446220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:25.446421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:25.446499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:25.446553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:25.450163] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=3.69%) [2025-11-26T21:21:25.450488] [INFO ] [FORECASTER] Completed predict_future for BTAI [2025-11-26T21:21:25.450674] [INFO ] [sig ] BTAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:25.592158] [INFO ] [LOCAL ] Saved forecast: BTAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTAI.txt [2025-11-26T21:21:25.592326] [INFO ] [sig ] [529/3599] Completed BTAI in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:25.592393] [INFO ] [sig ] [530/3599] Forecasting BTCS... [2025-11-26T21:21:25.592436] [INFO ] [sig ] Generating forecast for: BTCS [2025-11-26T21:21:25.592588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'. [2025-11-26T21:21:25.603796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTCS'. [2025-11-26T21:21:25.604155] [INFO ] [FORECASTER] Starting predict_future for BTCS [2025-11-26T21:21:25.605003] [DEBUG] [LOCAL ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt [2025-11-26T21:21:25.605076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:25.605124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:25.605191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:25.605310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:25.664868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:25.665797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:25.665899] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:25.665949] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:25.783240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:25.783431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:25.783485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:25.783527] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:25.787122] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=16.02%) [2025-11-26T21:21:25.787439] [INFO ] [FORECASTER] Completed predict_future for BTCS [2025-11-26T21:21:25.787637] [INFO ] [sig ] BTCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:25.930891] [INFO ] [LOCAL ] Saved forecast: BTCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTCS.txt [2025-11-26T21:21:25.931052] [INFO ] [sig ] [530/3599] Completed BTCS in 0.3s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:25.931113] [INFO ] [sig ] [531/3599] Forecasting BTF... [2025-11-26T21:21:25.931199] [INFO ] [sig ] Generating forecast for: BTF [2025-11-26T21:21:25.931258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'. [2025-11-26T21:21:25.942228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTF'. [2025-11-26T21:21:25.942594] [INFO ] [FORECASTER] Starting predict_future for BTF [2025-11-26T21:21:25.943415] [DEBUG] [LOCAL ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt [2025-11-26T21:21:25.943490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:25.943538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:25.943578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:25.943699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:26.001393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:26.002485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:26.002587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:26.002660] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:26.129159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:26.129359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:26.129416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:26.129460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:26.133286] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=67.92%) [2025-11-26T21:21:26.133788] [INFO ] [FORECASTER] Completed predict_future for BTF [2025-11-26T21:21:26.134000] [INFO ] [sig ] BTF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:26.289567] [INFO ] [LOCAL ] Saved forecast: BTF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BTF.txt [2025-11-26T21:21:26.289840] [INFO ] [sig ] [531/3599] Completed BTF in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:26.289894] [INFO ] [sig ] [532/3599] Forecasting BTI... [2025-11-26T21:21:26.289933] [INFO ] [sig ] Generating forecast for: BTI [2025-11-26T21:21:26.289968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-11-26T21:21:26.302115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTI'. [2025-11-26T21:21:26.302589] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-11-26T21:21:26.303517] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-11-26T21:21:26.303595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:26.303673] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:26.303801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:26.303906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:26.362675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:26.363679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:26.363797] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:26.363847] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:26.500581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:26.500825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:26.500890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:26.500937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:26.505606] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=6.14%) [2025-11-26T21:21:26.506134] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-11-26T21:21:26.506352] [INFO ] [sig ] BTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:26.723407] [INFO ] [LOCAL ] Saved forecast: BTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTI.txt [2025-11-26T21:21:26.723716] [INFO ] [sig ] [532/3599] Completed BTI in 0.4s | 2.87 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:26.723859] [INFO ] [sig ] [533/3599] Forecasting BTM... [2025-11-26T21:21:26.723940] [INFO ] [sig ] Generating forecast for: BTM [2025-11-26T21:21:26.724019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'. [2025-11-26T21:21:26.740897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTM'. [2025-11-26T21:21:26.741527] [INFO ] [FORECASTER] Starting predict_future for BTM [2025-11-26T21:21:26.742869] [DEBUG] [LOCAL ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt [2025-11-26T21:21:26.742968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:26.743039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:26.743120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:26.743248] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:26.816241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:26.817366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:26.817510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:26.817564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:26.954879] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:26.955119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:26.955211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:26.955287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:26.960924] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=19.92%) [2025-11-26T21:21:26.961461] [INFO ] [FORECASTER] Completed predict_future for BTM [2025-11-26T21:21:26.961743] [INFO ] [sig ] BTM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:27.126757] [INFO ] [LOCAL ] Saved forecast: BTM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BTM.txt [2025-11-26T21:21:27.126961] [INFO ] [sig ] [533/3599] Completed BTM in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:27.127044] [INFO ] [sig ] [534/3599] Forecasting BTSG... [2025-11-26T21:21:27.127096] [INFO ] [sig ] Generating forecast for: BTSG [2025-11-26T21:21:27.127141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'. [2025-11-26T21:21:27.140523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTSG'. [2025-11-26T21:21:27.141025] [INFO ] [FORECASTER] Starting predict_future for BTSG [2025-11-26T21:21:27.141920] [DEBUG] [LOCAL ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt [2025-11-26T21:21:27.141995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:27.142057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:27.142109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:27.142200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:27.211831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:27.212876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:27.213006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:27.213079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:27.335303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:27.335536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:27.335593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:27.335636] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:27.340540] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=54.03%) [2025-11-26T21:21:27.340958] [INFO ] [FORECASTER] Completed predict_future for BTSG [2025-11-26T21:21:27.341153] [INFO ] [sig ] BTSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:27.514494] [INFO ] [LOCAL ] Saved forecast: BTSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BTSG.txt [2025-11-26T21:21:27.514699] [INFO ] [sig ] [534/3599] Completed BTSG in 0.4s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:27.514758] [INFO ] [sig ] [535/3599] Forecasting BTZ... [2025-11-26T21:21:27.514822] [INFO ] [sig ] Generating forecast for: BTZ [2025-11-26T21:21:27.514864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-11-26T21:21:27.529439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTZ'. [2025-11-26T21:21:27.529981] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-11-26T21:21:27.531200] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-11-26T21:21:27.531296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:27.531366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:27.531429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:27.531536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:27.600184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:27.601090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:27.601202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:27.601274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:27.715061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:27.715266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:27.715320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:27.715363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:27.718894] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=67.41%) [2025-11-26T21:21:27.719219] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-11-26T21:21:27.719373] [INFO ] [sig ] BTZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:27.861146] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BTZ.txt [2025-11-26T21:21:27.861343] [INFO ] [sig ] [535/3599] Completed BTZ in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:27.861401] [INFO ] [sig ] [536/3599] Forecasting BUD... [2025-11-26T21:21:27.861446] [INFO ] [sig ] Generating forecast for: BUD [2025-11-26T21:21:27.861488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-11-26T21:21:27.872598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUD'. [2025-11-26T21:21:27.872970] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-11-26T21:21:27.873783] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-11-26T21:21:27.873853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:27.873899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:27.873940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:27.874066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:27.935938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:27.936917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:27.937020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:27.937084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:28.060797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:28.060995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:28.061056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:28.061126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:28.064596] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-11-26T21:21:28.064943] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-11-26T21:21:28.065102] [INFO ] [sig ] BUD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:28.209913] [INFO ] [LOCAL ] Saved forecast: BUD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BUD.txt [2025-11-26T21:21:28.210094] [INFO ] [sig ] [536/3599] Completed BUD in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:28.210149] [INFO ] [sig ] [537/3599] Forecasting BUFC... [2025-11-26T21:21:28.210191] [INFO ] [sig ] Generating forecast for: BUFC [2025-11-26T21:21:28.210232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'. [2025-11-26T21:21:28.222628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUFC'. [2025-11-26T21:21:28.223521] [INFO ] [FORECASTER] Starting predict_future for BUFC [2025-11-26T21:21:28.225056] [DEBUG] [LOCAL ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt [2025-11-26T21:21:28.225145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:28.225201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:28.225244] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:28.225324] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:28.292184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:28.293334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:28.293455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:28.293506] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:28.386476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:28.386698] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:21:28.386755] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:28.386799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:28.390242] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=70.89%) [2025-11-26T21:21:28.390566] [INFO ] [FORECASTER] Completed predict_future for BUFC [2025-11-26T21:21:28.390739] [INFO ] [sig ] BUFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:28.543251] [INFO ] [LOCAL ] Saved forecast: BUFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BUFC.txt [2025-11-26T21:21:28.543585] [INFO ] [sig ] [537/3599] Completed BUFC in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:28.543673] [INFO ] [sig ] [538/3599] Forecasting BUG... [2025-11-26T21:21:28.543737] [INFO ] [sig ] Generating forecast for: BUG [2025-11-26T21:21:28.543800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'. [2025-11-26T21:21:28.556696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUG'. [2025-11-26T21:21:28.557282] [INFO ] [FORECASTER] Starting predict_future for BUG [2025-11-26T21:21:28.558365] [DEBUG] [LOCAL ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt [2025-11-26T21:21:28.558444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:28.558495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:28.558537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:28.558611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:28.619386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:28.620632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:28.620785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:28.620837] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:28.742819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:28.743077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:28.743143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:28.743190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:28.747431] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: DOWN (p=30.33%) [2025-11-26T21:21:28.747838] [INFO ] [FORECASTER] Completed predict_future for BUG [2025-11-26T21:21:28.748009] [INFO ] [sig ] BUG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:28.891274] [INFO ] [LOCAL ] Saved forecast: BUG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BUG.txt [2025-11-26T21:21:28.891523] [INFO ] [sig ] [538/3599] Completed BUG in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:28.891590] [INFO ] [sig ] [539/3599] Forecasting BUI... [2025-11-26T21:21:28.891636] [INFO ] [sig ] Generating forecast for: BUI [2025-11-26T21:21:28.891702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-11-26T21:21:28.903834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUI'. [2025-11-26T21:21:28.904225] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-11-26T21:21:28.905194] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-11-26T21:21:28.905267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:28.905315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:28.905356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:28.905427] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:28.966566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:28.967671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:28.967783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:28.967831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:29.087290] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:29.087524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:29.087580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:29.087625] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:29.091192] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-11-26T21:21:29.091510] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-11-26T21:21:29.091685] [INFO ] [sig ] BUI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:29.234453] [INFO ] [LOCAL ] Saved forecast: BUI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BUI.txt [2025-11-26T21:21:29.234667] [INFO ] [sig ] [539/3599] Completed BUI in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:29.234748] [INFO ] [sig ] [540/3599] Forecasting BURL... [2025-11-26T21:21:29.234798] [INFO ] [sig ] Generating forecast for: BURL [2025-11-26T21:21:29.234840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-11-26T21:21:29.248958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BURL'. [2025-11-26T21:21:29.249418] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-11-26T21:21:29.250401] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-11-26T21:21:29.250473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:29.250520] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:29.250560] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:29.250631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:29.308906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:29.309880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:29.310002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:29.310050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:29.432321] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:29.432508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:29.432562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:29.432604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:29.436044] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=23.47%) [2025-11-26T21:21:29.436350] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-11-26T21:21:29.436501] [INFO ] [sig ] BURL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:29.576609] [INFO ] [LOCAL ] Saved forecast: BURL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BURL.txt [2025-11-26T21:21:29.576833] [INFO ] [sig ] [540/3599] Completed BURL in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:29.576890] [INFO ] [sig ] [541/3599] Forecasting BUSE... [2025-11-26T21:21:29.576933] [INFO ] [sig ] Generating forecast for: BUSE [2025-11-26T21:21:29.577003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'. [2025-11-26T21:21:29.587783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUSE'. [2025-11-26T21:21:29.588193] [INFO ] [FORECASTER] Starting predict_future for BUSE [2025-11-26T21:21:29.589013] [DEBUG] [LOCAL ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt [2025-11-26T21:21:29.589084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:29.589129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:29.589168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:29.589238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:29.645885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:29.646782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:29.646883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:29.646931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:29.765363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:29.765554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:29.765609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:29.765671] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:29.769090] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=46.70%) [2025-11-26T21:21:29.769400] [INFO ] [FORECASTER] Completed predict_future for BUSE [2025-11-26T21:21:29.769552] [INFO ] [sig ] BUSE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:29.907737] [INFO ] [LOCAL ] Saved forecast: BUSE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BUSE.txt [2025-11-26T21:21:29.907903] [INFO ] [sig ] [541/3599] Completed BUSE in 0.3s | 2.86 sym/s | Total: 3.1m | ETA: 17.8m [2025-11-26T21:21:29.907959] [INFO ] [sig ] [542/3599] Forecasting BUXX... [2025-11-26T21:21:29.908004] [INFO ] [sig ] Generating forecast for: BUXX [2025-11-26T21:21:29.908070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-11-26T21:21:29.918978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUXX'. [2025-11-26T21:21:29.919327] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-11-26T21:21:29.920134] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-11-26T21:21:29.920204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:29.920249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:29.920288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:29.920357] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:29.980575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:29.981416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:29.981528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:29.981576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:30.093672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:30.093859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:30.093911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:30.093952] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:30.097409] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=35.33%) [2025-11-26T21:21:30.097768] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-11-26T21:21:30.097916] [INFO ] [sig ] BUXX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:30.237721] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BUXX.txt [2025-11-26T21:21:30.237922] [INFO ] [sig ] [542/3599] Completed BUXX in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.8m [2025-11-26T21:21:30.238015] [INFO ] [sig ] [543/3599] Forecasting BVFL... [2025-11-26T21:21:30.238067] [INFO ] [sig ] Generating forecast for: BVFL [2025-11-26T21:21:30.238133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'. [2025-11-26T21:21:30.249678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVFL'. [2025-11-26T21:21:30.250112] [INFO ] [FORECASTER] Starting predict_future for BVFL [2025-11-26T21:21:30.250990] [DEBUG] [LOCAL ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt [2025-11-26T21:21:30.251065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:30.251126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:30.251170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:30.251240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:30.311341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:30.312302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:30.312414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:30.312464] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:30.426303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:30.426508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:30.426564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:30.426607] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:30.430141] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-11-26T21:21:30.430479] [INFO ] [FORECASTER] Completed predict_future for BVFL [2025-11-26T21:21:30.430664] [INFO ] [sig ] BVFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:30.576167] [INFO ] [LOCAL ] Saved forecast: BVFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BVFL.txt [2025-11-26T21:21:30.576381] [INFO ] [sig ] [543/3599] Completed BVFL in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.8m [2025-11-26T21:21:30.576475] [INFO ] [sig ] [544/3599] Forecasting BVN... [2025-11-26T21:21:30.576520] [INFO ] [sig ] Generating forecast for: BVN [2025-11-26T21:21:30.576563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-11-26T21:21:30.588447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVN'. [2025-11-26T21:21:30.588867] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-11-26T21:21:30.589828] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-11-26T21:21:30.589916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:30.589986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:30.590040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:30.590117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:30.651935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:30.652911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:30.653018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:30.653067] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:30.778529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:30.778737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:30.778802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:30.778865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:30.782473] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: UP (p=71.48%) [2025-11-26T21:21:30.782799] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-11-26T21:21:30.782952] [INFO ] [sig ] BVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:30.933595] [INFO ] [LOCAL ] Saved forecast: BVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BVN.txt [2025-11-26T21:21:30.933788] [INFO ] [sig ] [544/3599] Completed BVN in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.8m [2025-11-26T21:21:30.933848] [INFO ] [sig ] [545/3599] Forecasting BVS... [2025-11-26T21:21:30.933915] [INFO ] [sig ] Generating forecast for: BVS [2025-11-26T21:21:30.933963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'. [2025-11-26T21:21:30.945029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVS'. [2025-11-26T21:21:30.945360] [INFO ] [FORECASTER] Starting predict_future for BVS [2025-11-26T21:21:30.946268] [DEBUG] [LOCAL ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt [2025-11-26T21:21:30.946342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:30.946388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:30.946438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:30.946556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:31.010555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:31.011508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:31.011624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:31.011703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:31.142979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:31.143167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:31.143240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:31.143294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:31.146976] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=2.22%) [2025-11-26T21:21:31.147311] [INFO ] [FORECASTER] Completed predict_future for BVS [2025-11-26T21:21:31.147492] [INFO ] [sig ] BVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:31.294203] [INFO ] [LOCAL ] Saved forecast: BVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BVS.txt [2025-11-26T21:21:31.294382] [INFO ] [sig ] [545/3599] Completed BVS in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.8m [2025-11-26T21:21:31.294499] [INFO ] [sig ] [546/3599] Forecasting BWA... [2025-11-26T21:21:31.294548] [INFO ] [sig ] Generating forecast for: BWA [2025-11-26T21:21:31.294594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-11-26T21:21:31.305711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWA'. [2025-11-26T21:21:31.306069] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-11-26T21:21:31.306896] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-11-26T21:21:31.306967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:31.307012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:31.307052] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:31.307120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:31.365483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:31.366184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:31.366283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:31.366327] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:31.486022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:31.486223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:31.486276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:31.486315] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:31.489834] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=11.20%) [2025-11-26T21:21:31.490152] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-11-26T21:21:31.490305] [INFO ] [sig ] BWA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:31.633184] [INFO ] [LOCAL ] Saved forecast: BWA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWA.txt [2025-11-26T21:21:31.633376] [INFO ] [sig ] [546/3599] Completed BWA in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.8m [2025-11-26T21:21:31.633443] [INFO ] [sig ] [547/3599] Forecasting BWAY... [2025-11-26T21:21:31.633491] [INFO ] [sig ] Generating forecast for: BWAY [2025-11-26T21:21:31.633534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'. [2025-11-26T21:21:31.643929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWAY'. [2025-11-26T21:21:31.644245] [INFO ] [FORECASTER] Starting predict_future for BWAY [2025-11-26T21:21:31.645108] [DEBUG] [LOCAL ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt [2025-11-26T21:21:31.645183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:31.645229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:31.645270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:31.645340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:31.707267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:31.708252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:31.708361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:31.708409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:31.838232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:31.838445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:31.838509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:31.838560] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:31.842175] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=14.78%) [2025-11-26T21:21:31.842483] [INFO ] [FORECASTER] Completed predict_future for BWAY [2025-11-26T21:21:31.842634] [INFO ] [sig ] BWAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:31.988579] [INFO ] [LOCAL ] Saved forecast: BWAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWAY.txt [2025-11-26T21:21:31.988749] [INFO ] [sig ] [547/3599] Completed BWAY in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.8m [2025-11-26T21:21:31.988806] [INFO ] [sig ] [548/3599] Forecasting BWB... [2025-11-26T21:21:31.988852] [INFO ] [sig ] Generating forecast for: BWB [2025-11-26T21:21:31.988899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'. [2025-11-26T21:21:31.999412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWB'. [2025-11-26T21:21:31.999752] [INFO ] [FORECASTER] Starting predict_future for BWB [2025-11-26T21:21:32.000535] [DEBUG] [LOCAL ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt [2025-11-26T21:21:32.000605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:32.000680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:32.000723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:32.000791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:32.061209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:32.061888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:32.061986] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:32.062033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:32.186863] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:32.187042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:32.187096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:32.187138] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:32.190620] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=26.49%) [2025-11-26T21:21:32.190945] [INFO ] [FORECASTER] Completed predict_future for BWB [2025-11-26T21:21:32.191120] [INFO ] [sig ] BWB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:32.337358] [INFO ] [LOCAL ] Saved forecast: BWB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWB.txt [2025-11-26T21:21:32.337565] [INFO ] [sig ] [548/3599] Completed BWB in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:32.337626] [INFO ] [sig ] [549/3599] Forecasting BWEN... [2025-11-26T21:21:32.337692] [INFO ] [sig ] Generating forecast for: BWEN [2025-11-26T21:21:32.337759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'. [2025-11-26T21:21:32.348346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWEN'. [2025-11-26T21:21:32.348691] [INFO ] [FORECASTER] Starting predict_future for BWEN [2025-11-26T21:21:32.349510] [DEBUG] [LOCAL ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt [2025-11-26T21:21:32.349582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:32.349628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:32.349700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:32.349770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:32.411081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:32.411884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:32.411985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:32.412038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:32.533482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:32.533699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:32.533753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:32.533793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:32.537807] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: UP (p=76.30%) [2025-11-26T21:21:32.538178] [INFO ] [FORECASTER] Completed predict_future for BWEN [2025-11-26T21:21:32.538359] [INFO ] [sig ] BWEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:32.690241] [INFO ] [LOCAL ] Saved forecast: BWEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWEN.txt [2025-11-26T21:21:32.690439] [INFO ] [sig ] [549/3599] Completed BWEN in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:32.690518] [INFO ] [sig ] [550/3599] Forecasting BWFG... [2025-11-26T21:21:32.690565] [INFO ] [sig ] Generating forecast for: BWFG [2025-11-26T21:21:32.690609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'. [2025-11-26T21:21:32.700919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWFG'. [2025-11-26T21:21:32.701279] [INFO ] [FORECASTER] Starting predict_future for BWFG [2025-11-26T21:21:32.702098] [DEBUG] [LOCAL ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt [2025-11-26T21:21:32.702169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:32.702213] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:32.702252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:32.702321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:32.764440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:32.765368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:32.765478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:32.765525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:32.886978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:32.887167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:32.887225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:32.887289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:32.890818] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=76.57%) [2025-11-26T21:21:32.891129] [INFO ] [FORECASTER] Completed predict_future for BWFG [2025-11-26T21:21:32.891280] [INFO ] [sig ] BWFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:33.034510] [INFO ] [LOCAL ] Saved forecast: BWFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWFG.txt [2025-11-26T21:21:33.034705] [INFO ] [sig ] [550/3599] Completed BWFG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:33.034763] [INFO ] [sig ] [551/3599] Forecasting BWG... [2025-11-26T21:21:33.034826] [INFO ] [sig ] Generating forecast for: BWG [2025-11-26T21:21:33.034869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-11-26T21:21:33.045303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWG'. [2025-11-26T21:21:33.045675] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-11-26T21:21:33.046482] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-11-26T21:21:33.046553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:33.046598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:33.046654] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:33.046726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:33.104256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:33.105021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:33.105148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:33.105196] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:33.225277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:33.225458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:33.225510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:33.225553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:33.228996] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=96.48%) [2025-11-26T21:21:33.229300] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-11-26T21:21:33.229450] [INFO ] [sig ] BWG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:33.373206] [INFO ] [LOCAL ] Saved forecast: BWG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWG.txt [2025-11-26T21:21:33.373400] [INFO ] [sig ] [551/3599] Completed BWG in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:33.373455] [INFO ] [sig ] [552/3599] Forecasting BWIN... [2025-11-26T21:21:33.373521] [INFO ] [sig ] Generating forecast for: BWIN [2025-11-26T21:21:33.373571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'. [2025-11-26T21:21:33.388194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWIN'. [2025-11-26T21:21:33.388735] [INFO ] [FORECASTER] Starting predict_future for BWIN [2025-11-26T21:21:33.389913] [DEBUG] [LOCAL ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt [2025-11-26T21:21:33.390000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:33.390063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:33.390127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:33.390223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:33.455319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:33.456277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:33.456436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:33.456486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:33.578913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:33.579118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:33.579203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:33.579268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:33.582798] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=63.43%) [2025-11-26T21:21:33.583141] [INFO ] [FORECASTER] Completed predict_future for BWIN [2025-11-26T21:21:33.583310] [INFO ] [sig ] BWIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:33.727016] [INFO ] [LOCAL ] Saved forecast: BWIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BWIN.txt [2025-11-26T21:21:33.727176] [INFO ] [sig ] [552/3599] Completed BWIN in 0.4s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:33.727231] [INFO ] [sig ] [553/3599] Forecasting BWMN... [2025-11-26T21:21:33.727273] [INFO ] [sig ] Generating forecast for: BWMN [2025-11-26T21:21:33.727341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'. [2025-11-26T21:21:33.737631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWMN'. [2025-11-26T21:21:33.737976] [INFO ] [FORECASTER] Starting predict_future for BWMN [2025-11-26T21:21:33.738829] [DEBUG] [LOCAL ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt [2025-11-26T21:21:33.738899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:33.738944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:33.738984] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:33.739054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:33.796899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:33.797585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:33.797699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:33.797747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:33.917224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:33.917382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:33.917432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:33.917510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:33.920926] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=17.04%) [2025-11-26T21:21:33.921223] [INFO ] [FORECASTER] Completed predict_future for BWMN [2025-11-26T21:21:33.921371] [INFO ] [sig ] BWMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:34.061627] [INFO ] [LOCAL ] Saved forecast: BWMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BWMN.txt [2025-11-26T21:21:34.061798] [INFO ] [sig ] [553/3599] Completed BWMN in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:34.061861] [INFO ] [sig ] [554/3599] Forecasting BXC... [2025-11-26T21:21:34.061930] [INFO ] [sig ] Generating forecast for: BXC [2025-11-26T21:21:34.061979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-11-26T21:21:34.072163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXC'. [2025-11-26T21:21:34.072457] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-11-26T21:21:34.073307] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-11-26T21:21:34.073377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:34.073421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:34.073473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:34.073544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:34.131258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:34.131929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:34.132026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:34.132075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:34.256737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:34.256904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:34.256955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:34.256993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:34.260410] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=84.99%) [2025-11-26T21:21:34.260746] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-11-26T21:21:34.260895] [INFO ] [sig ] BXC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:34.400346] [INFO ] [LOCAL ] Saved forecast: BXC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BXC.txt [2025-11-26T21:21:34.400499] [INFO ] [sig ] [554/3599] Completed BXC in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:34.400552] [INFO ] [sig ] [555/3599] Forecasting BXMX... [2025-11-26T21:21:34.400614] [INFO ] [sig ] Generating forecast for: BXMX [2025-11-26T21:21:34.400674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-11-26T21:21:34.411169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXMX'. [2025-11-26T21:21:34.411465] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-11-26T21:21:34.412337] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-11-26T21:21:34.412404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:34.412450] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:34.412483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:34.412564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:34.473757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:34.474533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:34.474661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:34.474716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:34.597751] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:34.597923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:34.597977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:34.598018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:34.601717] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=15.83%) [2025-11-26T21:21:34.602033] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-11-26T21:21:34.602224] [INFO ] [sig ] BXMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:34.743989] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BXMX.txt [2025-11-26T21:21:34.744156] [INFO ] [sig ] [555/3599] Completed BXMX in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:34.744210] [INFO ] [sig ] [556/3599] Forecasting BXP... [2025-11-26T21:21:34.744319] [INFO ] [sig ] Generating forecast for: BXP [2025-11-26T21:21:34.744361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-11-26T21:21:34.755020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXP'. [2025-11-26T21:21:34.755342] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-11-26T21:21:34.756207] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-11-26T21:21:34.756280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:34.756326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:34.756367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:34.756440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:34.814409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:34.815092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:34.815193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:34.815242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:34.936706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:34.936868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:34.936919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:34.936959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:34.940426] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T21:21:34.940757] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-11-26T21:21:34.940909] [INFO ] [sig ] BXP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:35.081266] [INFO ] [LOCAL ] Saved forecast: BXP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BXP.txt [2025-11-26T21:21:35.081418] [INFO ] [sig ] [556/3599] Completed BXP in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:35.081472] [INFO ] [sig ] [557/3599] Forecasting BXSL... [2025-11-26T21:21:35.081514] [INFO ] [sig ] Generating forecast for: BXSL [2025-11-26T21:21:35.081556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-11-26T21:21:35.091755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXSL'. [2025-11-26T21:21:35.092069] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-11-26T21:21:35.092895] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-11-26T21:21:35.092965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:35.093010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:35.093050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:35.093116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:35.150660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:35.151350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:35.151445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:35.151494] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:35.269119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:35.269270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:35.269315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:35.269357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:35.272811] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=97.70%) [2025-11-26T21:21:35.273112] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-11-26T21:21:35.273269] [INFO ] [sig ] BXSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:35.412067] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BXSL.txt [2025-11-26T21:21:35.412217] [INFO ] [sig ] [557/3599] Completed BXSL in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:35.412270] [INFO ] [sig ] [558/3599] Forecasting BYD... [2025-11-26T21:21:35.412311] [INFO ] [sig ] Generating forecast for: BYD [2025-11-26T21:21:35.412361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-11-26T21:21:35.423098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYD'. [2025-11-26T21:21:35.423446] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-11-26T21:21:35.424346] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-11-26T21:21:35.424421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:35.424488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:35.424556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:35.424681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:35.482582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:35.483402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:35.483505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:35.483572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:35.602431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:35.602578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:35.602630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:35.602687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:35.606065] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=95.38%) [2025-11-26T21:21:35.606386] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-11-26T21:21:35.606532] [INFO ] [sig ] BYD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:35.751848] [INFO ] [LOCAL ] Saved forecast: BYD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BYD.txt [2025-11-26T21:21:35.752055] [INFO ] [sig ] [558/3599] Completed BYD in 0.3s | 2.87 sym/s | Total: 3.2m | ETA: 17.7m [2025-11-26T21:21:35.752114] [INFO ] [sig ] [559/3599] Forecasting BYM... [2025-11-26T21:21:35.752195] [INFO ] [sig ] Generating forecast for: BYM [2025-11-26T21:21:35.752270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-11-26T21:21:35.763808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYM'. [2025-11-26T21:21:35.764200] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-11-26T21:21:35.765099] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-11-26T21:21:35.765178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:35.765250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:35.765315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:35.765424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:35.823773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:35.824408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:35.824506] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:35.824554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:35.942959] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:35.943121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:35.943176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:35.943219] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:35.946543] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=8.04%) [2025-11-26T21:21:35.946867] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-11-26T21:21:35.947014] [INFO ] [sig ] BYM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:36.085773] [INFO ] [LOCAL ] Saved forecast: BYM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BYM.txt [2025-11-26T21:21:36.085966] [INFO ] [sig ] [559/3599] Completed BYM in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.7m [2025-11-26T21:21:36.086030] [INFO ] [sig ] [560/3599] Forecasting BYRN... [2025-11-26T21:21:36.086075] [INFO ] [sig ] Generating forecast for: BYRN [2025-11-26T21:21:36.086120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'. [2025-11-26T21:21:36.098797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYRN'. [2025-11-26T21:21:36.099349] [INFO ] [FORECASTER] Starting predict_future for BYRN [2025-11-26T21:21:36.100333] [DEBUG] [LOCAL ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt [2025-11-26T21:21:36.100406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:36.100453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:36.100492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:36.100562] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:36.160441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:36.161630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:36.161776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:36.161831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:36.283706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:36.283969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:36.284036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:36.284083] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:36.288061] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=96.10%) [2025-11-26T21:21:36.288445] [INFO ] [FORECASTER] Completed predict_future for BYRN [2025-11-26T21:21:36.288631] [INFO ] [sig ] BYRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:36.432718] [INFO ] [LOCAL ] Saved forecast: BYRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BYRN.txt [2025-11-26T21:21:36.432984] [INFO ] [sig ] [560/3599] Completed BYRN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.7m [2025-11-26T21:21:36.433062] [INFO ] [sig ] [561/3599] Forecasting BYSI... [2025-11-26T21:21:36.433101] [INFO ] [sig ] Generating forecast for: BYSI [2025-11-26T21:21:36.433147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'. [2025-11-26T21:21:36.444612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYSI'. [2025-11-26T21:21:36.445072] [INFO ] [FORECASTER] Starting predict_future for BYSI [2025-11-26T21:21:36.445937] [DEBUG] [LOCAL ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt [2025-11-26T21:21:36.446007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:36.446053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:36.446090] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:36.446157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:36.503538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:36.504235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:36.504336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:36.504381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:36.615138] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:36.615326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:36.615381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:36.615423] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:36.618963] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=77.57%) [2025-11-26T21:21:36.619270] [INFO ] [FORECASTER] Completed predict_future for BYSI [2025-11-26T21:21:36.619420] [INFO ] [sig ] BYSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:36.761825] [INFO ] [LOCAL ] Saved forecast: BYSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/BYSI.txt [2025-11-26T21:21:36.762048] [INFO ] [sig ] [561/3599] Completed BYSI in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.7m [2025-11-26T21:21:36.762114] [INFO ] [sig ] [562/3599] Forecasting BZH... [2025-11-26T21:21:36.762159] [INFO ] [sig ] Generating forecast for: BZH [2025-11-26T21:21:36.762206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-11-26T21:21:36.774388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZH'. [2025-11-26T21:21:36.774772] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-11-26T21:21:36.775600] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-11-26T21:21:36.775697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:36.775748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:36.775789] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:36.775860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:36.834432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:36.835366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:36.835479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:36.835525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:36.950712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:36.950904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:36.950958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:36.951001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:36.954443] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-11-26T21:21:36.954766] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-11-26T21:21:36.954913] [INFO ] [sig ] BZH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:37.095959] [INFO ] [LOCAL ] Saved forecast: BZH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BZH.txt [2025-11-26T21:21:37.096149] [INFO ] [sig ] [562/3599] Completed BZH in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.7m [2025-11-26T21:21:37.096204] [INFO ] [sig ] [563/3599] Forecasting BZUN... [2025-11-26T21:21:37.096268] [INFO ] [sig ] Generating forecast for: BZUN [2025-11-26T21:21:37.096314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'. [2025-11-26T21:21:37.106586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZUN'. [2025-11-26T21:21:37.107011] [INFO ] [FORECASTER] Starting predict_future for BZUN [2025-11-26T21:21:37.107872] [DEBUG] [LOCAL ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt [2025-11-26T21:21:37.107943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:37.107989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:37.108028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:37.108096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:37.165546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:37.166410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:37.166511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:37.166557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:37.287922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:37.288111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:37.288171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:37.288222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:37.291824] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: DOWN (p=39.68%) [2025-11-26T21:21:37.292156] [INFO ] [FORECASTER] Completed predict_future for BZUN [2025-11-26T21:21:37.292313] [INFO ] [sig ] BZUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:37.434008] [INFO ] [LOCAL ] Saved forecast: BZUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/BZUN.txt [2025-11-26T21:21:37.434166] [INFO ] [sig ] [563/3599] Completed BZUN in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:37.434221] [INFO ] [sig ] [564/3599] Forecasting C... [2025-11-26T21:21:37.434263] [INFO ] [sig ] Generating forecast for: C [2025-11-26T21:21:37.434330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-11-26T21:21:37.444861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'C'. [2025-11-26T21:21:37.445299] [INFO ] [FORECASTER] Starting predict_future for C [2025-11-26T21:21:37.446139] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-11-26T21:21:37.446214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:37.446260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:37.446299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:37.446386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:37.505420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:37.506443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:37.506567] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:37.506630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:37.630018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:37.630245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:37.630301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:37.630343] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:37.634069] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=93.38%) [2025-11-26T21:21:37.634432] [INFO ] [FORECASTER] Completed predict_future for C [2025-11-26T21:21:37.634609] [INFO ] [sig ] C: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:37.776984] [INFO ] [LOCAL ] Saved forecast: C 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/C.txt [2025-11-26T21:21:37.777203] [INFO ] [sig ] [564/3599] Completed C in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:37.777272] [INFO ] [sig ] [565/3599] Forecasting CAAP... [2025-11-26T21:21:37.777323] [INFO ] [sig ] Generating forecast for: CAAP [2025-11-26T21:21:37.777368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-11-26T21:21:37.788076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAP'. [2025-11-26T21:21:37.788418] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-11-26T21:21:37.789272] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-11-26T21:21:37.789358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:37.789405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:37.789444] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:37.789558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:37.847598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:37.848527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:37.848666] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:37.848712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:37.968280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:37.968476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:37.968529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:37.968571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:37.972142] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=74.53%) [2025-11-26T21:21:37.972451] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-11-26T21:21:37.972604] [INFO ] [sig ] CAAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:38.115732] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAAP.txt [2025-11-26T21:21:38.115921] [INFO ] [sig ] [565/3599] Completed CAAP in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:38.115971] [INFO ] [sig ] [566/3599] Forecasting CAAS... [2025-11-26T21:21:38.116017] [INFO ] [sig ] Generating forecast for: CAAS [2025-11-26T21:21:38.116079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'. [2025-11-26T21:21:38.127141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAS'. [2025-11-26T21:21:38.127800] [INFO ] [FORECASTER] Starting predict_future for CAAS [2025-11-26T21:21:38.128690] [DEBUG] [LOCAL ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt [2025-11-26T21:21:38.128760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:38.128807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:38.128848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:38.128916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:38.188766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:38.189707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:38.189840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:38.189899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:38.301948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:38.302077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:38.302128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:38.302190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:38.305753] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=5.90%) [2025-11-26T21:21:38.306093] [INFO ] [FORECASTER] Completed predict_future for CAAS [2025-11-26T21:21:38.306262] [INFO ] [sig ] CAAS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:38.445448] [INFO ] [LOCAL ] Saved forecast: CAAS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAAS.txt [2025-11-26T21:21:38.445596] [INFO ] [sig ] [566/3599] Completed CAAS in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:38.445681] [INFO ] [sig ] [567/3599] Forecasting CABA... [2025-11-26T21:21:38.445735] [INFO ] [sig ] Generating forecast for: CABA [2025-11-26T21:21:38.445806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'. [2025-11-26T21:21:38.455909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABA'. [2025-11-26T21:21:38.456258] [INFO ] [FORECASTER] Starting predict_future for CABA [2025-11-26T21:21:38.457088] [DEBUG] [LOCAL ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt [2025-11-26T21:21:38.457172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:38.457220] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:38.457307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:38.457382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:38.514537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:38.515271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:38.515369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:38.515427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:38.630402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:38.630557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:38.630609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:38.630667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:38.634055] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=78.20%) [2025-11-26T21:21:38.634380] [INFO ] [FORECASTER] Completed predict_future for CABA [2025-11-26T21:21:38.634533] [INFO ] [sig ] CABA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:38.774098] [INFO ] [LOCAL ] Saved forecast: CABA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CABA.txt [2025-11-26T21:21:38.774241] [INFO ] [sig ] [567/3599] Completed CABA in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:38.774294] [INFO ] [sig ] [568/3599] Forecasting CABO... [2025-11-26T21:21:38.774334] [INFO ] [sig ] Generating forecast for: CABO [2025-11-26T21:21:38.774375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-11-26T21:21:38.784485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABO'. [2025-11-26T21:21:38.784816] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-11-26T21:21:38.785599] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-11-26T21:21:38.785688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:38.785736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:38.785775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:38.785884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:38.843319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:38.844032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:38.844130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:38.844183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:38.963209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:38.963365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:38.963418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:38.963457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:38.966856] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-11-26T21:21:38.967150] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-11-26T21:21:38.967302] [INFO ] [sig ] CABO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:39.114563] [INFO ] [LOCAL ] Saved forecast: CABO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CABO.txt [2025-11-26T21:21:39.114773] [INFO ] [sig ] [568/3599] Completed CABO in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:39.114833] [INFO ] [sig ] [569/3599] Forecasting CAC... [2025-11-26T21:21:39.114890] [INFO ] [sig ] Generating forecast for: CAC [2025-11-26T21:21:39.114932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'. [2025-11-26T21:21:39.125538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAC'. [2025-11-26T21:21:39.125918] [INFO ] [FORECASTER] Starting predict_future for CAC [2025-11-26T21:21:39.126751] [DEBUG] [LOCAL ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt [2025-11-26T21:21:39.126819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:39.126872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:39.126921] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:39.127001] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:39.184402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:39.185354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:39.185465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:39.185521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:39.311398] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:39.311571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:39.311624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:39.311684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:39.315152] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=60.15%) [2025-11-26T21:21:39.315476] [INFO ] [FORECASTER] Completed predict_future for CAC [2025-11-26T21:21:39.315627] [INFO ] [sig ] CAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:39.457095] [INFO ] [LOCAL ] Saved forecast: CAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAC.txt [2025-11-26T21:21:39.457288] [INFO ] [sig ] [569/3599] Completed CAC in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:39.457364] [INFO ] [sig ] [570/3599] Forecasting CACC... [2025-11-26T21:21:39.457420] [INFO ] [sig ] Generating forecast for: CACC [2025-11-26T21:21:39.457505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'. [2025-11-26T21:21:39.468082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACC'. [2025-11-26T21:21:39.468470] [INFO ] [FORECASTER] Starting predict_future for CACC [2025-11-26T21:21:39.469380] [DEBUG] [LOCAL ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt [2025-11-26T21:21:39.469465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:39.469528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:39.469586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:39.469697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:39.529039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:39.529957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:39.530071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:39.530135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:39.646375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:39.646784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:39.646854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:39.646911] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:39.650850] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=44.68%) [2025-11-26T21:21:39.651167] [INFO ] [FORECASTER] Completed predict_future for CACC [2025-11-26T21:21:39.651332] [INFO ] [sig ] CACC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:39.790093] [INFO ] [LOCAL ] Saved forecast: CACC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CACC.txt [2025-11-26T21:21:39.790247] [INFO ] [sig ] [570/3599] Completed CACC in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:39.790330] [INFO ] [sig ] [571/3599] Forecasting CACI... [2025-11-26T21:21:39.790413] [INFO ] [sig ] Generating forecast for: CACI [2025-11-26T21:21:39.790473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-11-26T21:21:39.800701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACI'. [2025-11-26T21:21:39.801027] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-11-26T21:21:39.801904] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-11-26T21:21:39.801985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:39.802059] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:39.802127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:39.802243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:39.860179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:39.860870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:39.860977] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:39.861052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:39.985330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:39.985561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:39.985667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:39.985729] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:39.989508] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=81.31%) [2025-11-26T21:21:39.989873] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-11-26T21:21:39.990050] [INFO ] [sig ] CACI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:40.136225] [INFO ] [LOCAL ] Saved forecast: CACI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CACI.txt [2025-11-26T21:21:40.136433] [INFO ] [sig ] [571/3599] Completed CACI in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:40.136491] [INFO ] [sig ] [572/3599] Forecasting CADE... [2025-11-26T21:21:40.136556] [INFO ] [sig ] Generating forecast for: CADE [2025-11-26T21:21:40.136701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-11-26T21:21:40.147544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADE'. [2025-11-26T21:21:40.148012] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-11-26T21:21:40.148888] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-11-26T21:21:40.148959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:40.149004] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:40.149043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:40.149111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:40.206025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:40.206937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:40.207046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:40.207094] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:40.329740] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:40.329976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:40.330031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:40.330073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:40.333948] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=16.28%) [2025-11-26T21:21:40.334434] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-11-26T21:21:40.334690] [INFO ] [sig ] CADE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:40.491912] [INFO ] [LOCAL ] Saved forecast: CADE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CADE.txt [2025-11-26T21:21:40.492102] [INFO ] [sig ] [572/3599] Completed CADE in 0.4s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:40.492157] [INFO ] [sig ] [573/3599] Forecasting CADL... [2025-11-26T21:21:40.492202] [INFO ] [sig ] Generating forecast for: CADL [2025-11-26T21:21:40.492277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'. [2025-11-26T21:21:40.502793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADL'. [2025-11-26T21:21:40.503212] [INFO ] [FORECASTER] Starting predict_future for CADL [2025-11-26T21:21:40.504103] [DEBUG] [LOCAL ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt [2025-11-26T21:21:40.504177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:40.504222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:40.504263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:40.504335] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:40.563882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:40.564793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:40.564897] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:40.564943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:40.685611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:40.685819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:40.685873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:40.685914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:40.689580] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=31.26%) [2025-11-26T21:21:40.689894] [INFO ] [FORECASTER] Completed predict_future for CADL [2025-11-26T21:21:40.690038] [INFO ] [sig ] CADL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:40.833792] [INFO ] [LOCAL ] Saved forecast: CADL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CADL.txt [2025-11-26T21:21:40.833990] [INFO ] [sig ] [573/3599] Completed CADL in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:40.834045] [INFO ] [sig ] [574/3599] Forecasting CAE... [2025-11-26T21:21:40.834086] [INFO ] [sig ] Generating forecast for: CAE [2025-11-26T21:21:40.834154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-11-26T21:21:40.845842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAE'. [2025-11-26T21:21:40.846239] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-11-26T21:21:40.847090] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-11-26T21:21:40.847161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:40.847218] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:40.847268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:40.847351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:40.906090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:40.907033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:40.907148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:40.907197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:41.029480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:41.029684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:41.029758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:41.029817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:41.033223] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=19.99%) [2025-11-26T21:21:41.033533] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-11-26T21:21:41.033709] [INFO ] [sig ] CAE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:41.178936] [INFO ] [LOCAL ] Saved forecast: CAE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAE.txt [2025-11-26T21:21:41.179126] [INFO ] [sig ] [574/3599] Completed CAE in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:41.179181] [INFO ] [sig ] [575/3599] Forecasting CAF... [2025-11-26T21:21:41.179254] [INFO ] [sig ] Generating forecast for: CAF [2025-11-26T21:21:41.179312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-11-26T21:21:41.190696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAF'. [2025-11-26T21:21:41.191145] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-11-26T21:21:41.192047] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-11-26T21:21:41.192121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:41.192177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:41.192227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:41.192314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:41.251922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:41.252904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:41.253018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:41.253066] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:41.370102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:41.370310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:41.370372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:41.370424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:41.373981] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=76.64%) [2025-11-26T21:21:41.374302] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-11-26T21:21:41.374457] [INFO ] [sig ] CAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:41.517619] [INFO ] [LOCAL ] Saved forecast: CAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAF.txt [2025-11-26T21:21:41.517828] [INFO ] [sig ] [575/3599] Completed CAF in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:41.517884] [INFO ] [sig ] [576/3599] Forecasting CAG... [2025-11-26T21:21:41.517944] [INFO ] [sig ] Generating forecast for: CAG [2025-11-26T21:21:41.517991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-11-26T21:21:41.528441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAG'. [2025-11-26T21:21:41.528807] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-11-26T21:21:41.529601] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-11-26T21:21:41.529695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:41.529742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:41.529781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:41.529849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:41.590333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:41.591274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:41.591398] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:41.591446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:41.710752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:41.710937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:41.710991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:41.711034] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:41.714513] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=7.32%) [2025-11-26T21:21:41.714840] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-11-26T21:21:41.714994] [INFO ] [sig ] CAG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:41.856283] [INFO ] [LOCAL ] Saved forecast: CAG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAG.txt [2025-11-26T21:21:41.856512] [INFO ] [sig ] [576/3599] Completed CAG in 0.3s | 2.87 sym/s | Total: 3.3m | ETA: 17.6m [2025-11-26T21:21:41.856572] [INFO ] [sig ] [577/3599] Forecasting CAH... [2025-11-26T21:21:41.856617] [INFO ] [sig ] Generating forecast for: CAH [2025-11-26T21:21:41.856678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-11-26T21:21:41.868414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAH'. [2025-11-26T21:21:41.868807] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-11-26T21:21:41.869748] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-11-26T21:21:41.869834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:41.869901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:41.869947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:41.870018] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:41.929826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:41.930720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:41.930826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:41.930874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:42.054698] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:42.054884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:42.054936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:42.054977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:42.058491] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=15.21%) [2025-11-26T21:21:42.058820] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-11-26T21:21:42.058976] [INFO ] [sig ] CAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:42.198567] [INFO ] [LOCAL ] Saved forecast: CAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAH.txt [2025-11-26T21:21:42.198794] [INFO ] [sig ] [577/3599] Completed CAH in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.6m [2025-11-26T21:21:42.198890] [INFO ] [sig ] [578/3599] Forecasting CAKE... [2025-11-26T21:21:42.198937] [INFO ] [sig ] Generating forecast for: CAKE [2025-11-26T21:21:42.198980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'. [2025-11-26T21:21:42.210115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAKE'. [2025-11-26T21:21:42.210523] [INFO ] [FORECASTER] Starting predict_future for CAKE [2025-11-26T21:21:42.211538] [DEBUG] [LOCAL ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt [2025-11-26T21:21:42.211611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:42.211691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:42.211735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:42.211804] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:42.270264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:42.271158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:42.271260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:42.271309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:42.393309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:42.393490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:42.393543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:42.393586] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:42.397222] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=58.27%) [2025-11-26T21:21:42.397554] [INFO ] [FORECASTER] Completed predict_future for CAKE [2025-11-26T21:21:42.397726] [INFO ] [sig ] CAKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:42.547110] [INFO ] [LOCAL ] Saved forecast: CAKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAKE.txt [2025-11-26T21:21:42.547361] [INFO ] [sig ] [578/3599] Completed CAKE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.6m [2025-11-26T21:21:42.547490] [INFO ] [sig ] [579/3599] Forecasting CAL... [2025-11-26T21:21:42.547558] [INFO ] [sig ] Generating forecast for: CAL [2025-11-26T21:21:42.547620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-11-26T21:21:42.563283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAL'. [2025-11-26T21:21:42.563809] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-11-26T21:21:42.565085] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-11-26T21:21:42.565177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:42.565272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:42.565356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:42.565501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:42.629327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:42.630238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:42.630350] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:42.630400] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:42.748665] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:42.748809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:42.748861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:42.748897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:42.752215] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=16.73%) [2025-11-26T21:21:42.752563] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-11-26T21:21:42.752733] [INFO ] [sig ] CAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:42.892619] [INFO ] [LOCAL ] Saved forecast: CAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAL.txt [2025-11-26T21:21:42.892771] [INFO ] [sig ] [579/3599] Completed CAL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:42.892826] [INFO ] [sig ] [580/3599] Forecasting CALC... [2025-11-26T21:21:42.892936] [INFO ] [sig ] Generating forecast for: CALC [2025-11-26T21:21:42.892984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'. [2025-11-26T21:21:42.903387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALC'. [2025-11-26T21:21:42.903785] [INFO ] [FORECASTER] Starting predict_future for CALC [2025-11-26T21:21:42.904601] [DEBUG] [LOCAL ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt [2025-11-26T21:21:42.904690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:42.904747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:42.904796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:42.904882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:42.961870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:42.962508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:42.962605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:42.962682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:43.075715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:43.075848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:43.075900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:43.075945] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:43.079406] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-11-26T21:21:43.079744] [INFO ] [FORECASTER] Completed predict_future for CALC [2025-11-26T21:21:43.079908] [INFO ] [sig ] CALC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:43.222745] [INFO ] [LOCAL ] Saved forecast: CALC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CALC.txt [2025-11-26T21:21:43.222904] [INFO ] [sig ] [580/3599] Completed CALC in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:43.222963] [INFO ] [sig ] [581/3599] Forecasting CALM... [2025-11-26T21:21:43.223003] [INFO ] [sig ] Generating forecast for: CALM [2025-11-26T21:21:43.223104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'. [2025-11-26T21:21:43.233259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALM'. [2025-11-26T21:21:43.233589] [INFO ] [FORECASTER] Starting predict_future for CALM [2025-11-26T21:21:43.234407] [DEBUG] [LOCAL ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt [2025-11-26T21:21:43.234479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:43.234541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:43.234590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:43.234689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:43.292130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:43.292838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:43.292932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:43.292989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:43.414440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:43.414631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:43.414703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:43.414745] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:43.418351] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=16.50%) [2025-11-26T21:21:43.418718] [INFO ] [FORECASTER] Completed predict_future for CALM [2025-11-26T21:21:43.418871] [INFO ] [sig ] CALM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:43.562076] [INFO ] [LOCAL ] Saved forecast: CALM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CALM.txt [2025-11-26T21:21:43.562283] [INFO ] [sig ] [581/3599] Completed CALM in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:43.562352] [INFO ] [sig ] [582/3599] Forecasting CALX... [2025-11-26T21:21:43.562475] [INFO ] [sig ] Generating forecast for: CALX [2025-11-26T21:21:43.562532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-11-26T21:21:43.573595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALX'. [2025-11-26T21:21:43.573933] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-11-26T21:21:43.574769] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-11-26T21:21:43.574839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:43.574892] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:43.574940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:43.575020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:43.635669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:43.636606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:43.636738] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:43.636788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:43.768534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:43.768749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:43.768803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:43.768845] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:43.772304] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=71.80%) [2025-11-26T21:21:43.772613] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-11-26T21:21:43.772788] [INFO ] [sig ] CALX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:43.914453] [INFO ] [LOCAL ] Saved forecast: CALX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CALX.txt [2025-11-26T21:21:43.914616] [INFO ] [sig ] [582/3599] Completed CALX in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:43.914698] [INFO ] [sig ] [583/3599] Forecasting CANG... [2025-11-26T21:21:43.914749] [INFO ] [sig ] Generating forecast for: CANG [2025-11-26T21:21:43.914809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-11-26T21:21:43.925702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CANG'. [2025-11-26T21:21:43.926020] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-11-26T21:21:43.926873] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-11-26T21:21:43.926952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:43.927012] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:43.927068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:43.927161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:43.984846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:43.985507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:43.985614] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:43.985695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:44.106850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:44.107041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:44.107111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:44.107169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:44.111496] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: UP (p=62.09%) [2025-11-26T21:21:44.111919] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-11-26T21:21:44.112095] [INFO ] [sig ] CANG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:44.254513] [INFO ] [LOCAL ] Saved forecast: CANG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CANG.txt [2025-11-26T21:21:44.254687] [INFO ] [sig ] [583/3599] Completed CANG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:44.254743] [INFO ] [sig ] [584/3599] Forecasting CAPL... [2025-11-26T21:21:44.254786] [INFO ] [sig ] Generating forecast for: CAPL [2025-11-26T21:21:44.254826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-11-26T21:21:44.265871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAPL'. [2025-11-26T21:21:44.266181] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-11-26T21:21:44.267064] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-11-26T21:21:44.267137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:44.267196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:44.267249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:44.267337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:44.325778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:44.326482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:44.326580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:44.326628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:44.449328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:44.449506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:44.449559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:44.449604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:44.452995] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=65.18%) [2025-11-26T21:21:44.453292] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-11-26T21:21:44.453472] [INFO ] [sig ] CAPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:44.599823] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CAPL.txt [2025-11-26T21:21:44.600047] [INFO ] [sig ] [584/3599] Completed CAPL in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:44.600114] [INFO ] [sig ] [585/3599] Forecasting CARE... [2025-11-26T21:21:44.600159] [INFO ] [sig ] Generating forecast for: CARE [2025-11-26T21:21:44.600202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'. [2025-11-26T21:21:44.611546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARE'. [2025-11-26T21:21:44.611957] [INFO ] [FORECASTER] Starting predict_future for CARE [2025-11-26T21:21:44.612843] [DEBUG] [LOCAL ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt [2025-11-26T21:21:44.612914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:44.612961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:44.613013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:44.613103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:44.671480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:44.672261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:44.672364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:44.672405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:44.793823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:44.794009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:44.794061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:44.794122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:44.797722] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=64.85%) [2025-11-26T21:21:44.798037] [INFO ] [FORECASTER] Completed predict_future for CARE [2025-11-26T21:21:44.798188] [INFO ] [sig ] CARE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:44.937310] [INFO ] [LOCAL ] Saved forecast: CARE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CARE.txt [2025-11-26T21:21:44.937734] [INFO ] [sig ] [585/3599] Completed CARE in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:44.937795] [INFO ] [sig ] [586/3599] Forecasting CARG... [2025-11-26T21:21:44.937909] [INFO ] [sig ] Generating forecast for: CARG [2025-11-26T21:21:44.937957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'. [2025-11-26T21:21:44.948754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARG'. [2025-11-26T21:21:44.949174] [INFO ] [FORECASTER] Starting predict_future for CARG [2025-11-26T21:21:44.950021] [DEBUG] [LOCAL ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt [2025-11-26T21:21:44.950093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:44.950139] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:44.950180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:44.950291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:45.007463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:45.008401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:45.008512] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:45.008572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:45.129580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:45.129787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:45.129842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:45.129884] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:45.133325] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=45.43%) [2025-11-26T21:21:45.133633] [INFO ] [FORECASTER] Completed predict_future for CARG [2025-11-26T21:21:45.133797] [INFO ] [sig ] CARG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:45.274358] [INFO ] [LOCAL ] Saved forecast: CARG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CARG.txt [2025-11-26T21:21:45.274542] [INFO ] [sig ] [586/3599] Completed CARG in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:45.274597] [INFO ] [sig ] [587/3599] Forecasting CARS... [2025-11-26T21:21:45.274656] [INFO ] [sig ] Generating forecast for: CARS [2025-11-26T21:21:45.274747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-11-26T21:21:45.286077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARS'. [2025-11-26T21:21:45.286494] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-11-26T21:21:45.287343] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-11-26T21:21:45.287428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:45.287518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:45.287568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:45.287671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:45.346332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:45.347280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:45.347392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:45.347471] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:45.467460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:45.467656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:45.467712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:45.467749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:45.471229] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-11-26T21:21:45.471537] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-11-26T21:21:45.471714] [INFO ] [sig ] CARS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:45.611007] [INFO ] [LOCAL ] Saved forecast: CARS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CARS.txt [2025-11-26T21:21:45.611163] [INFO ] [sig ] [587/3599] Completed CARS in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:45.611216] [INFO ] [sig ] [588/3599] Forecasting CASH... [2025-11-26T21:21:45.611284] [INFO ] [sig ] Generating forecast for: CASH [2025-11-26T21:21:45.611325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'. [2025-11-26T21:21:45.621904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASH'. [2025-11-26T21:21:45.622224] [INFO ] [FORECASTER] Starting predict_future for CASH [2025-11-26T21:21:45.623071] [DEBUG] [LOCAL ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt [2025-11-26T21:21:45.623142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:45.623198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:45.623247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:45.623334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:45.681330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:45.682041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:45.682148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:45.682196] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:45.800706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:45.800892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:45.800945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:45.800998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:45.804445] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=90.70%) [2025-11-26T21:21:45.804798] [INFO ] [FORECASTER] Completed predict_future for CASH [2025-11-26T21:21:45.804959] [INFO ] [sig ] CASH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:45.950842] [INFO ] [LOCAL ] Saved forecast: CASH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CASH.txt [2025-11-26T21:21:45.951054] [INFO ] [sig ] [588/3599] Completed CASH in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:45.951167] [INFO ] [sig ] [589/3599] Forecasting CASI... [2025-11-26T21:21:45.951214] [INFO ] [sig ] Generating forecast for: CASI [2025-11-26T21:21:45.951255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'. [2025-11-26T21:21:45.963306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASI'. [2025-11-26T21:21:45.963718] [INFO ] [FORECASTER] Starting predict_future for CASI [2025-11-26T21:21:45.964588] [DEBUG] [LOCAL ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt [2025-11-26T21:21:45.964679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:45.964738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:45.964779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:45.964906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:46.024046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:46.025046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:46.025154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:46.025211] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:46.137430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:46.137655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:46.137706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:46.137778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:46.141194] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: DOWN (p=2.35%) [2025-11-26T21:21:46.141504] [INFO ] [FORECASTER] Completed predict_future for CASI [2025-11-26T21:21:46.141680] [INFO ] [sig ] CASI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:46.282273] [INFO ] [LOCAL ] Saved forecast: CASI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CASI.txt [2025-11-26T21:21:46.282429] [INFO ] [sig ] [589/3599] Completed CASI in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:46.282484] [INFO ] [sig ] [590/3599] Forecasting CASS... [2025-11-26T21:21:46.282754] [INFO ] [sig ] Generating forecast for: CASS [2025-11-26T21:21:46.282798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'. [2025-11-26T21:21:46.294445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASS'. [2025-11-26T21:21:46.294847] [INFO ] [FORECASTER] Starting predict_future for CASS [2025-11-26T21:21:46.295734] [DEBUG] [LOCAL ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt [2025-11-26T21:21:46.295807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:46.295851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:46.295923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:46.296001] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:46.357068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:46.357981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:46.358087] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:46.358134] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:46.484631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:46.484843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:46.484900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:46.484943] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:46.488546] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=2.49%) [2025-11-26T21:21:46.488906] [INFO ] [FORECASTER] Completed predict_future for CASS [2025-11-26T21:21:46.489073] [INFO ] [sig ] CASS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:46.635568] [INFO ] [LOCAL ] Saved forecast: CASS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CASS.txt [2025-11-26T21:21:46.635759] [INFO ] [sig ] [590/3599] Completed CASS in 0.4s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:46.635844] [INFO ] [sig ] [591/3599] Forecasting CASY... [2025-11-26T21:21:46.635907] [INFO ] [sig ] Generating forecast for: CASY [2025-11-26T21:21:46.636019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'. [2025-11-26T21:21:46.646812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASY'. [2025-11-26T21:21:46.647156] [INFO ] [FORECASTER] Starting predict_future for CASY [2025-11-26T21:21:46.648099] [DEBUG] [LOCAL ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt [2025-11-26T21:21:46.648178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:46.648247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:46.648324] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:46.648444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:46.705811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:46.706568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:46.706696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:46.706780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:46.827548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:46.827777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:46.827850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:46.827913] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:46.831426] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=68.00%) [2025-11-26T21:21:46.831844] [INFO ] [FORECASTER] Completed predict_future for CASY [2025-11-26T21:21:46.832052] [INFO ] [sig ] CASY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:46.974164] [INFO ] [LOCAL ] Saved forecast: CASY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CASY.txt [2025-11-26T21:21:46.974369] [INFO ] [sig ] [591/3599] Completed CASY in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:46.974449] [INFO ] [sig ] [592/3599] Forecasting CATH... [2025-11-26T21:21:46.974582] [INFO ] [sig ] Generating forecast for: CATH [2025-11-26T21:21:46.974676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'. [2025-11-26T21:21:46.985233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATH'. [2025-11-26T21:21:46.985623] [INFO ] [FORECASTER] Starting predict_future for CATH [2025-11-26T21:21:46.986580] [DEBUG] [LOCAL ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt [2025-11-26T21:21:46.986687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:46.986759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:46.986817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:46.986913] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:47.044533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:47.045341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:47.045459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:47.045525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:47.161257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:47.161428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:47.161498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:47.161561] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:47.165108] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=96.97%) [2025-11-26T21:21:47.165445] [INFO ] [FORECASTER] Completed predict_future for CATH [2025-11-26T21:21:47.165617] [INFO ] [sig ] CATH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:47.310269] [INFO ] [LOCAL ] Saved forecast: CATH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CATH.txt [2025-11-26T21:21:47.310537] [INFO ] [sig ] [592/3599] Completed CATH in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:47.310628] [INFO ] [sig ] [593/3599] Forecasting CATO... [2025-11-26T21:21:47.310712] [INFO ] [sig ] Generating forecast for: CATO [2025-11-26T21:21:47.310779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-11-26T21:21:47.323316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATO'. [2025-11-26T21:21:47.323722] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-11-26T21:21:47.324840] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-11-26T21:21:47.324919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:47.325000] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:47.325097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:47.325222] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:47.386103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:47.387012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:47.387116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:47.387163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:47.515405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:47.515597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:47.515671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:47.515713] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:47.519398] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=9.14%) [2025-11-26T21:21:47.519812] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-11-26T21:21:47.519992] [INFO ] [sig ] CATO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:47.660380] [INFO ] [LOCAL ] Saved forecast: CATO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CATO.txt [2025-11-26T21:21:47.660553] [INFO ] [sig ] [593/3599] Completed CATO in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.5m [2025-11-26T21:21:47.660608] [INFO ] [sig ] [594/3599] Forecasting CATY... [2025-11-26T21:21:47.660721] [INFO ] [sig ] Generating forecast for: CATY [2025-11-26T21:21:47.660776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'. [2025-11-26T21:21:47.671056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATY'. [2025-11-26T21:21:47.671400] [INFO ] [FORECASTER] Starting predict_future for CATY [2025-11-26T21:21:47.672283] [DEBUG] [LOCAL ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt [2025-11-26T21:21:47.672357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:47.672403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:47.672442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:47.672522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:47.730238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:47.731163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:47.731265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:47.731310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:47.851711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:47.851900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:47.851952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:47.851998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:47.855498] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=3.10%) [2025-11-26T21:21:47.855837] [INFO ] [FORECASTER] Completed predict_future for CATY [2025-11-26T21:21:47.856002] [INFO ] [sig ] CATY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:48.003042] [INFO ] [LOCAL ] Saved forecast: CATY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CATY.txt [2025-11-26T21:21:48.003288] [INFO ] [sig ] [594/3599] Completed CATY in 0.3s | 2.87 sym/s | Total: 3.4m | ETA: 17.4m [2025-11-26T21:21:48.003383] [INFO ] [sig ] [595/3599] Forecasting CAVA... [2025-11-26T21:21:48.003449] [INFO ] [sig ] Generating forecast for: CAVA [2025-11-26T21:21:48.003531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-11-26T21:21:48.014675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAVA'. [2025-11-26T21:21:48.015077] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-11-26T21:21:48.015985] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-11-26T21:21:48.016065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:48.016152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:48.016214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:48.016331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:48.077366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:48.078388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:48.078510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:48.078594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:48.208027] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:48.208232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:48.208288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:48.208329] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:48.212076] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=42.99%) [2025-11-26T21:21:48.212409] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-11-26T21:21:48.212582] [INFO ] [sig ] CAVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:48.355715] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CAVA.txt [2025-11-26T21:21:48.355908] [INFO ] [sig ] [595/3599] Completed CAVA in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:48.356027] [INFO ] [sig ] [596/3599] Forecasting CB... [2025-11-26T21:21:48.356098] [INFO ] [sig ] Generating forecast for: CB [2025-11-26T21:21:48.356171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-11-26T21:21:48.367705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CB'. [2025-11-26T21:21:48.368094] [INFO ] [FORECASTER] Starting predict_future for CB [2025-11-26T21:21:48.369162] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-11-26T21:21:48.369234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:48.369291] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:48.369341] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:48.369419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:48.430168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:48.431029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:48.431142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:48.431193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:48.553763] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:48.553941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:48.553993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:48.554063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:48.557560] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=20.78%) [2025-11-26T21:21:48.557890] [INFO ] [FORECASTER] Completed predict_future for CB [2025-11-26T21:21:48.558050] [INFO ] [sig ] CB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:48.699513] [INFO ] [LOCAL ] Saved forecast: CB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CB.txt [2025-11-26T21:21:48.699679] [INFO ] [sig ] [596/3599] Completed CB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:48.699735] [INFO ] [sig ] [597/3599] Forecasting CBAN... [2025-11-26T21:21:48.699773] [INFO ] [sig ] Generating forecast for: CBAN [2025-11-26T21:21:48.699826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-11-26T21:21:48.710243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBAN'. [2025-11-26T21:21:48.710550] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-11-26T21:21:48.711383] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-11-26T21:21:48.711454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:48.711500] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:48.711559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:48.711657] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:48.768868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:48.769541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:48.769638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:48.769714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:48.884833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:48.884974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:48.885037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:48.885088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:48.888625] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=22.99%) [2025-11-26T21:21:48.888948] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-11-26T21:21:48.889127] [INFO ] [sig ] CBAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:49.033735] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBAN.txt [2025-11-26T21:21:49.033903] [INFO ] [sig ] [597/3599] Completed CBAN in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:49.033970] [INFO ] [sig ] [598/3599] Forecasting CBL... [2025-11-26T21:21:49.034020] [INFO ] [sig ] Generating forecast for: CBL [2025-11-26T21:21:49.034110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-11-26T21:21:49.044312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBL'. [2025-11-26T21:21:49.044624] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-11-26T21:21:49.045495] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-11-26T21:21:49.045568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:49.045622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:49.045692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:49.045773] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:49.105514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:49.106488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:49.106608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:49.106682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:49.229909] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:49.230101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:49.230164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:49.230235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:49.233720] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=7.29%) [2025-11-26T21:21:49.234061] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-11-26T21:21:49.234239] [INFO ] [sig ] CBL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:49.377087] [INFO ] [LOCAL ] Saved forecast: CBL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBL.txt [2025-11-26T21:21:49.377236] [INFO ] [sig ] [598/3599] Completed CBL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:49.377290] [INFO ] [sig ] [599/3599] Forecasting CBNK... [2025-11-26T21:21:49.377331] [INFO ] [sig ] Generating forecast for: CBNK [2025-11-26T21:21:49.377371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'. [2025-11-26T21:21:49.387416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBNK'. [2025-11-26T21:21:49.387782] [INFO ] [FORECASTER] Starting predict_future for CBNK [2025-11-26T21:21:49.388603] [DEBUG] [LOCAL ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt [2025-11-26T21:21:49.388695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:49.388764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:49.388827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:49.388919] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:49.446329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:49.447102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:49.447203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:49.447257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:49.568706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:49.568880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:49.568939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:49.569003] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:49.572424] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=15.72%) [2025-11-26T21:21:49.572766] [INFO ] [FORECASTER] Completed predict_future for CBNK [2025-11-26T21:21:49.572936] [INFO ] [sig ] CBNK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:49.717232] [INFO ] [LOCAL ] Saved forecast: CBNK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBNK.txt [2025-11-26T21:21:49.717480] [INFO ] [sig ] [599/3599] Completed CBNK in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:49.717618] [INFO ] [sig ] [600/3599] Forecasting CBRE... [2025-11-26T21:21:49.717678] [INFO ] [sig ] Generating forecast for: CBRE [2025-11-26T21:21:49.717724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-11-26T21:21:49.729088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRE'. [2025-11-26T21:21:49.729415] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-11-26T21:21:49.730276] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-11-26T21:21:49.730347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:49.730405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:49.730454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:49.730542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:49.788761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:49.789446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:49.789564] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:49.789632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:49.907852] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:49.908035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:49.908099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:49.908135] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:49.911563] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=8.42%) [2025-11-26T21:21:49.911904] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-11-26T21:21:49.912075] [INFO ] [sig ] CBRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:50.054329] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBRE.txt [2025-11-26T21:21:50.054487] [INFO ] [sig ] [600/3599] Completed CBRE in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:50.054542] [INFO ] [sig ] [601/3599] Forecasting CBRL... [2025-11-26T21:21:50.054579] [INFO ] [sig ] Generating forecast for: CBRL [2025-11-26T21:21:50.054620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'. [2025-11-26T21:21:50.065156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRL'. [2025-11-26T21:21:50.065477] [INFO ] [FORECASTER] Starting predict_future for CBRL [2025-11-26T21:21:50.066294] [DEBUG] [LOCAL ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt [2025-11-26T21:21:50.066365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:50.066410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:50.066448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:50.066517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:50.123773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:50.124423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:50.124520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:50.124567] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:50.249099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:50.249297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:50.249349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:50.249389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:50.252936] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=15.36%) [2025-11-26T21:21:50.253262] [INFO ] [FORECASTER] Completed predict_future for CBRL [2025-11-26T21:21:50.253419] [INFO ] [sig ] CBRL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:50.395711] [INFO ] [LOCAL ] Saved forecast: CBRL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBRL.txt [2025-11-26T21:21:50.395873] [INFO ] [sig ] [601/3599] Completed CBRL in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:50.395928] [INFO ] [sig ] [602/3599] Forecasting CBUS... [2025-11-26T21:21:50.395971] [INFO ] [sig ] Generating forecast for: CBUS [2025-11-26T21:21:50.396014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'. [2025-11-26T21:21:50.406167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBUS'. [2025-11-26T21:21:50.406487] [INFO ] [FORECASTER] Starting predict_future for CBUS [2025-11-26T21:21:50.407303] [DEBUG] [LOCAL ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt [2025-11-26T21:21:50.407388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:50.407434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:50.407509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:50.407586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:50.466031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:50.466928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:50.467031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:50.467077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:50.588571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:50.588783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:50.588849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:50.588896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:50.592541] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-11-26T21:21:50.592985] [INFO ] [FORECASTER] Completed predict_future for CBUS [2025-11-26T21:21:50.593148] [INFO ] [sig ] CBUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:50.737287] [INFO ] [LOCAL ] Saved forecast: CBUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CBUS.txt [2025-11-26T21:21:50.737481] [INFO ] [sig ] [602/3599] Completed CBUS in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:50.737546] [INFO ] [sig ] [603/3599] Forecasting CBZ... [2025-11-26T21:21:50.737591] [INFO ] [sig ] Generating forecast for: CBZ [2025-11-26T21:21:50.737666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-11-26T21:21:50.748087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBZ'. [2025-11-26T21:21:50.748391] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-11-26T21:21:50.749247] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-11-26T21:21:50.749318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:50.749363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:50.749402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:50.749470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:50.807280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:50.807950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:50.808046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:50.808092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:50.930215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:50.930382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:50.930439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:50.930482] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:50.934221] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=76.04%) [2025-11-26T21:21:50.934516] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-11-26T21:21:50.934684] [INFO ] [sig ] CBZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:51.075098] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CBZ.txt [2025-11-26T21:21:51.075250] [INFO ] [sig ] [603/3599] Completed CBZ in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:51.075304] [INFO ] [sig ] [604/3599] Forecasting CC... [2025-11-26T21:21:51.075347] [INFO ] [sig ] Generating forecast for: CC [2025-11-26T21:21:51.075388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-11-26T21:21:51.086794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CC'. [2025-11-26T21:21:51.087210] [INFO ] [FORECASTER] Starting predict_future for CC [2025-11-26T21:21:51.088151] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-11-26T21:21:51.088232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:51.088303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:51.088369] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:51.088479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:51.145803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:51.146701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:51.146816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:51.146890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:51.267731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:51.267941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:51.268013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:51.268077] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:51.271548] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=86.55%) [2025-11-26T21:21:51.271898] [INFO ] [FORECASTER] Completed predict_future for CC [2025-11-26T21:21:51.272081] [INFO ] [sig ] CC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:51.414160] [INFO ] [LOCAL ] Saved forecast: CC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CC.txt [2025-11-26T21:21:51.414370] [INFO ] [sig ] [604/3599] Completed CC in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:51.414454] [INFO ] [sig ] [605/3599] Forecasting CCAP... [2025-11-26T21:21:51.414553] [INFO ] [sig ] Generating forecast for: CCAP [2025-11-26T21:21:51.414624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'. [2025-11-26T21:21:51.425446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCAP'. [2025-11-26T21:21:51.425834] [INFO ] [FORECASTER] Starting predict_future for CCAP [2025-11-26T21:21:51.426684] [DEBUG] [LOCAL ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt [2025-11-26T21:21:51.426764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:51.426836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:51.426895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:51.427034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:51.483411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:51.484292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:51.484407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:51.484483] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:51.602189] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:51.602390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:51.602460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:51.602530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:51.606135] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=90.62%) [2025-11-26T21:21:51.606473] [INFO ] [FORECASTER] Completed predict_future for CCAP [2025-11-26T21:21:51.606674] [INFO ] [sig ] CCAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:51.748547] [INFO ] [LOCAL ] Saved forecast: CCAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCAP.txt [2025-11-26T21:21:51.748769] [INFO ] [sig ] [605/3599] Completed CCAP in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:51.748838] [INFO ] [sig ] [606/3599] Forecasting CCB... [2025-11-26T21:21:51.748903] [INFO ] [sig ] Generating forecast for: CCB [2025-11-26T21:21:51.748964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'. [2025-11-26T21:21:51.759880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCB'. [2025-11-26T21:21:51.760252] [INFO ] [FORECASTER] Starting predict_future for CCB [2025-11-26T21:21:51.761118] [DEBUG] [LOCAL ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt [2025-11-26T21:21:51.761199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:51.761263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:51.761331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:51.761445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:51.818897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:51.819778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:51.819891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:51.819968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:51.941710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:51.941904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:51.941986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:51.942057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:51.945455] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=73.29%) [2025-11-26T21:21:51.945800] [INFO ] [FORECASTER] Completed predict_future for CCB [2025-11-26T21:21:51.945977] [INFO ] [sig ] CCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:52.084814] [INFO ] [LOCAL ] Saved forecast: CCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCB.txt [2025-11-26T21:21:52.085007] [INFO ] [sig ] [606/3599] Completed CCB in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:52.085079] [INFO ] [sig ] [607/3599] Forecasting CCBG... [2025-11-26T21:21:52.085159] [INFO ] [sig ] Generating forecast for: CCBG [2025-11-26T21:21:52.085235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'. [2025-11-26T21:21:52.096226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCBG'. [2025-11-26T21:21:52.096637] [INFO ] [FORECASTER] Starting predict_future for CCBG [2025-11-26T21:21:52.097594] [DEBUG] [LOCAL ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt [2025-11-26T21:21:52.097707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:52.097772] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:52.097876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:52.098003] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:52.159478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:52.160406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:52.160543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:52.160601] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:52.287534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:52.287745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:52.287800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:52.287842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:52.291582] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=87.67%) [2025-11-26T21:21:52.291932] [INFO ] [FORECASTER] Completed predict_future for CCBG [2025-11-26T21:21:52.292148] [INFO ] [sig ] CCBG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:52.443571] [INFO ] [LOCAL ] Saved forecast: CCBG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCBG.txt [2025-11-26T21:21:52.443893] [INFO ] [sig ] [607/3599] Completed CCBG in 0.4s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:52.443972] [INFO ] [sig ] [608/3599] Forecasting CCCC... [2025-11-26T21:21:52.444123] [INFO ] [sig ] Generating forecast for: CCCC [2025-11-26T21:21:52.444194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'. [2025-11-26T21:21:52.457176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCCC'. [2025-11-26T21:21:52.457595] [INFO ] [FORECASTER] Starting predict_future for CCCC [2025-11-26T21:21:52.458461] [DEBUG] [LOCAL ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt [2025-11-26T21:21:52.458536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:52.458583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:52.458625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:52.458755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:52.521448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:52.522349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:52.522451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:52.522511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:52.643812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:52.644008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:52.644065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:52.644140] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:52.647666] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=25.96%) [2025-11-26T21:21:52.647977] [INFO ] [FORECASTER] Completed predict_future for CCCC [2025-11-26T21:21:52.648127] [INFO ] [sig ] CCCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:52.786900] [INFO ] [LOCAL ] Saved forecast: CCCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCCC.txt [2025-11-26T21:21:52.787069] [INFO ] [sig ] [608/3599] Completed CCCC in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:52.787138] [INFO ] [sig ] [609/3599] Forecasting CCD... [2025-11-26T21:21:52.787220] [INFO ] [sig ] Generating forecast for: CCD [2025-11-26T21:21:52.787285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'. [2025-11-26T21:21:52.798802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCD'. [2025-11-26T21:21:52.799210] [INFO ] [FORECASTER] Starting predict_future for CCD [2025-11-26T21:21:52.800064] [DEBUG] [LOCAL ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt [2025-11-26T21:21:52.800135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:52.800192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:52.800242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:52.800328] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:52.861377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:52.862345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:52.862452] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:52.862521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:52.982116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:52.982308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:52.982362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:52.982421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:52.985941] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=24.76%) [2025-11-26T21:21:52.986263] [INFO ] [FORECASTER] Completed predict_future for CCD [2025-11-26T21:21:52.986431] [INFO ] [sig ] CCD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:53.130273] [INFO ] [LOCAL ] Saved forecast: CCD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCD.txt [2025-11-26T21:21:53.130443] [INFO ] [sig ] [609/3599] Completed CCD in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.4m [2025-11-26T21:21:53.130497] [INFO ] [sig ] [610/3599] Forecasting CCEC... [2025-11-26T21:21:53.130535] [INFO ] [sig ] Generating forecast for: CCEC [2025-11-26T21:21:53.130576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'. [2025-11-26T21:21:53.141442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEC'. [2025-11-26T21:21:53.141828] [INFO ] [FORECASTER] Starting predict_future for CCEC [2025-11-26T21:21:53.142611] [DEBUG] [LOCAL ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt [2025-11-26T21:21:53.142715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:53.142761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:53.142801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:53.142872] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:53.201183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:53.201989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:53.202094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:53.202142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:53.309675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:53.309864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:53.309917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:53.309961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:53.313536] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=81.82%) [2025-11-26T21:21:53.313895] [INFO ] [FORECASTER] Completed predict_future for CCEC [2025-11-26T21:21:53.314136] [INFO ] [sig ] CCEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:53.460071] [INFO ] [LOCAL ] Saved forecast: CCEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCEC.txt [2025-11-26T21:21:53.460294] [INFO ] [sig ] [610/3599] Completed CCEC in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.3m [2025-11-26T21:21:53.460354] [INFO ] [sig ] [611/3599] Forecasting CCEP... [2025-11-26T21:21:53.460420] [INFO ] [sig ] Generating forecast for: CCEP [2025-11-26T21:21:53.460459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'. [2025-11-26T21:21:53.471406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEP'. [2025-11-26T21:21:53.471864] [INFO ] [FORECASTER] Starting predict_future for CCEP [2025-11-26T21:21:53.472746] [DEBUG] [LOCAL ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt [2025-11-26T21:21:53.472816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:53.472862] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:53.472902] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:53.472972] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:53.530980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:53.531930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:53.532057] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:53.532106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:53.658044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:53.658236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:53.658289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:53.658332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:53.661771] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=44.18%) [2025-11-26T21:21:53.662074] [INFO ] [FORECASTER] Completed predict_future for CCEP [2025-11-26T21:21:53.662225] [INFO ] [sig ] CCEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:53.804046] [INFO ] [LOCAL ] Saved forecast: CCEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCEP.txt [2025-11-26T21:21:53.804236] [INFO ] [sig ] [611/3599] Completed CCEP in 0.3s | 2.87 sym/s | Total: 3.5m | ETA: 17.3m [2025-11-26T21:21:53.804294] [INFO ] [sig ] [612/3599] Forecasting CCI... [2025-11-26T21:21:53.804358] [INFO ] [sig ] Generating forecast for: CCI [2025-11-26T21:21:53.804408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-11-26T21:21:53.816143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCI'. [2025-11-26T21:21:53.816585] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-11-26T21:21:53.817533] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-11-26T21:21:53.817620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:53.817717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:53.817780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:53.817930] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:53.877233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:53.878209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:53.878336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:53.878412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:53.997935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:53.998137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:53.998230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:53.998298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:54.002737] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=97.39%) [2025-11-26T21:21:54.003115] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-11-26T21:21:54.003310] [INFO ] [sig ] CCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:54.149839] [INFO ] [LOCAL ] Saved forecast: CCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCI.txt [2025-11-26T21:21:54.150069] [INFO ] [sig ] [612/3599] Completed CCI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:54.150164] [INFO ] [sig ] [613/3599] Forecasting CCIF... [2025-11-26T21:21:54.150289] [INFO ] [sig ] Generating forecast for: CCIF [2025-11-26T21:21:54.150343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-11-26T21:21:54.161932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCIF'. [2025-11-26T21:21:54.162399] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-11-26T21:21:54.163515] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-11-26T21:21:54.163599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:54.163682] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:54.163759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:54.164055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:54.223681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:54.224704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:54.224823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:54.224887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:54.345200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:54.345418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:54.345489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:54.345549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:54.349359] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=16.60%) [2025-11-26T21:21:54.349690] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-11-26T21:21:54.350031] [INFO ] [sig ] CCIF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:54.496682] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCIF.txt [2025-11-26T21:21:54.497123] [INFO ] [sig ] [613/3599] Completed CCIF in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:54.497196] [INFO ] [sig ] [614/3599] Forecasting CCJ... [2025-11-26T21:21:54.497246] [INFO ] [sig ] Generating forecast for: CCJ [2025-11-26T21:21:54.497324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-11-26T21:21:54.508361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCJ'. [2025-11-26T21:21:54.508801] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-11-26T21:21:54.509894] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-11-26T21:21:54.509973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:54.510047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:54.510115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:54.510229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:54.568585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:54.569595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:54.569739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:54.569802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:54.690051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:54.690247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:54.690318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:54.690393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:54.693919] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=10.44%) [2025-11-26T21:21:54.694253] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-11-26T21:21:54.694432] [INFO ] [sig ] CCJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:54.840909] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCJ.txt [2025-11-26T21:21:54.841147] [INFO ] [sig ] [614/3599] Completed CCJ in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:54.841205] [INFO ] [sig ] [615/3599] Forecasting CCK... [2025-11-26T21:21:54.841333] [INFO ] [sig ] Generating forecast for: CCK [2025-11-26T21:21:54.841396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-11-26T21:21:54.852300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCK'. [2025-11-26T21:21:54.852657] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-11-26T21:21:54.853479] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-11-26T21:21:54.853551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:54.853596] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:54.853635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:54.853729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:54.911082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:54.912089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:54.912195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:54.912242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:55.032319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:55.032505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:55.032560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:55.032602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:55.036135] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=90.81%) [2025-11-26T21:21:55.036441] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-11-26T21:21:55.036592] [INFO ] [sig ] CCK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:55.184432] [INFO ] [LOCAL ] Saved forecast: CCK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCK.txt [2025-11-26T21:21:55.184726] [INFO ] [sig ] [615/3599] Completed CCK in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:55.184853] [INFO ] [sig ] [616/3599] Forecasting CCL... [2025-11-26T21:21:55.184922] [INFO ] [sig ] Generating forecast for: CCL [2025-11-26T21:21:55.184983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-11-26T21:21:55.199005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCL'. [2025-11-26T21:21:55.199544] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-11-26T21:21:55.200627] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-11-26T21:21:55.200731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:55.200791] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:55.200839] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:55.200930] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:55.272357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:55.273638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:55.273805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:55.273866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:55.404652] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:55.404841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:55.404913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:55.404971] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:55.408496] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-11-26T21:21:55.408844] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-11-26T21:21:55.409010] [INFO ] [sig ] CCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:55.552632] [INFO ] [LOCAL ] Saved forecast: CCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCL.txt [2025-11-26T21:21:55.552892] [INFO ] [sig ] [616/3599] Completed CCL in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:55.552970] [INFO ] [sig ] [617/3599] Forecasting CCLD... [2025-11-26T21:21:55.553030] [INFO ] [sig ] Generating forecast for: CCLD [2025-11-26T21:21:55.553098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'. [2025-11-26T21:21:55.567438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCLD'. [2025-11-26T21:21:55.568019] [INFO ] [FORECASTER] Starting predict_future for CCLD [2025-11-26T21:21:55.569210] [DEBUG] [LOCAL ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt [2025-11-26T21:21:55.569297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:55.569363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:55.569418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:55.569517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:55.637139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:55.638128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:55.638256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:55.638306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:55.762837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:55.763027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:55.763082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:55.763118] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:55.766691] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=26.42%) [2025-11-26T21:21:55.767033] [INFO ] [FORECASTER] Completed predict_future for CCLD [2025-11-26T21:21:55.767193] [INFO ] [sig ] CCLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:55.910466] [INFO ] [LOCAL ] Saved forecast: CCLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCLD.txt [2025-11-26T21:21:55.910736] [INFO ] [sig ] [617/3599] Completed CCLD in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:55.910803] [INFO ] [sig ] [618/3599] Forecasting CCO... [2025-11-26T21:21:55.910848] [INFO ] [sig ] Generating forecast for: CCO [2025-11-26T21:21:55.910893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-11-26T21:21:55.922187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCO'. [2025-11-26T21:21:55.922704] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-11-26T21:21:55.923587] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-11-26T21:21:55.923717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:55.923785] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:55.923873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:55.923985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:55.982439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:55.983381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:55.983498] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:55.983544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:56.108309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:56.108514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:56.108567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:56.108616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:56.112350] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=9.21%) [2025-11-26T21:21:56.112752] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-11-26T21:21:56.112927] [INFO ] [sig ] CCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:56.259110] [INFO ] [LOCAL ] Saved forecast: CCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCO.txt [2025-11-26T21:21:56.259344] [INFO ] [sig ] [618/3599] Completed CCO in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:56.259454] [INFO ] [sig ] [619/3599] Forecasting CCOI... [2025-11-26T21:21:56.259537] [INFO ] [sig ] Generating forecast for: CCOI [2025-11-26T21:21:56.259608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'. [2025-11-26T21:21:56.270226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCOI'. [2025-11-26T21:21:56.270612] [INFO ] [FORECASTER] Starting predict_future for CCOI [2025-11-26T21:21:56.271473] [DEBUG] [LOCAL ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt [2025-11-26T21:21:56.271556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:56.271619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:56.271699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:56.271797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:56.330922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:56.331868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:56.331981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:56.332044] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:56.461504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:56.461755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:56.461834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:56.461901] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:56.466546] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=23.02%) [2025-11-26T21:21:56.467047] [INFO ] [FORECASTER] Completed predict_future for CCOI [2025-11-26T21:21:56.467260] [INFO ] [sig ] CCOI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:56.620754] [INFO ] [LOCAL ] Saved forecast: CCOI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCOI.txt [2025-11-26T21:21:56.621107] [INFO ] [sig ] [619/3599] Completed CCOI in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:56.621161] [INFO ] [sig ] [620/3599] Forecasting CCRN... [2025-11-26T21:21:56.621203] [INFO ] [sig ] Generating forecast for: CCRN [2025-11-26T21:21:56.621267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'. [2025-11-26T21:21:56.632365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCRN'. [2025-11-26T21:21:56.632726] [INFO ] [FORECASTER] Starting predict_future for CCRN [2025-11-26T21:21:56.633519] [DEBUG] [LOCAL ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt [2025-11-26T21:21:56.633598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:56.633675] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:56.633727] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:56.633813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:56.691745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:56.692418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:56.692516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:56.692574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:56.811120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:56.811310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:56.811362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:56.811404] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:56.815013] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-11-26T21:21:56.815326] [INFO ] [FORECASTER] Completed predict_future for CCRN [2025-11-26T21:21:56.815484] [INFO ] [sig ] CCRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:56.958466] [INFO ] [LOCAL ] Saved forecast: CCRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCRN.txt [2025-11-26T21:21:56.958623] [INFO ] [sig ] [620/3599] Completed CCRN in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:56.958699] [INFO ] [sig ] [621/3599] Forecasting CCS... [2025-11-26T21:21:56.958793] [INFO ] [sig ] Generating forecast for: CCS [2025-11-26T21:21:56.958844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-11-26T21:21:56.968941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCS'. [2025-11-26T21:21:56.969317] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-11-26T21:21:56.970148] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-11-26T21:21:56.970221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:56.970269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:56.970308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:56.970421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:57.029962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:57.030755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:57.030858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:57.030919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:57.152049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:57.152255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:57.152314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:57.152359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:57.155973] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=40.53%) [2025-11-26T21:21:57.156287] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-11-26T21:21:57.156448] [INFO ] [sig ] CCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:57.299444] [INFO ] [LOCAL ] Saved forecast: CCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CCS.txt [2025-11-26T21:21:57.299625] [INFO ] [sig ] [621/3599] Completed CCS in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:57.299707] [INFO ] [sig ] [622/3599] Forecasting CCSI... [2025-11-26T21:21:57.299777] [INFO ] [sig ] Generating forecast for: CCSI [2025-11-26T21:21:57.299833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'. [2025-11-26T21:21:57.310823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCSI'. [2025-11-26T21:21:57.311190] [INFO ] [FORECASTER] Starting predict_future for CCSI [2025-11-26T21:21:57.312032] [DEBUG] [LOCAL ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt [2025-11-26T21:21:57.312108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:57.312154] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:57.312194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:57.312291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:57.370051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:57.371057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:57.371165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:57.371228] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:57.482909] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:57.483125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:57.483180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:57.483222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:57.486727] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=53.85%) [2025-11-26T21:21:57.487066] [INFO ] [FORECASTER] Completed predict_future for CCSI [2025-11-26T21:21:57.487235] [INFO ] [sig ] CCSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:57.630086] [INFO ] [LOCAL ] Saved forecast: CCSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CCSI.txt [2025-11-26T21:21:57.630325] [INFO ] [sig ] [622/3599] Completed CCSI in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:57.630416] [INFO ] [sig ] [623/3599] Forecasting CDC... [2025-11-26T21:21:57.630454] [INFO ] [sig ] Generating forecast for: CDC [2025-11-26T21:21:57.630497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'. [2025-11-26T21:21:57.641348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDC'. [2025-11-26T21:21:57.641806] [INFO ] [FORECASTER] Starting predict_future for CDC [2025-11-26T21:21:57.642626] [DEBUG] [LOCAL ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt [2025-11-26T21:21:57.642715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:57.642761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:57.642812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:57.642930] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:57.702462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:57.703404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:57.703515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:57.703565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:57.824336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:57.824532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:57.824588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:57.824628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:57.828242] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=57.81%) [2025-11-26T21:21:57.828586] [INFO ] [FORECASTER] Completed predict_future for CDC [2025-11-26T21:21:57.828777] [INFO ] [sig ] CDC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:57.977085] [INFO ] [LOCAL ] Saved forecast: CDC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDC.txt [2025-11-26T21:21:57.977317] [INFO ] [sig ] [623/3599] Completed CDC in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:57.977384] [INFO ] [sig ] [624/3599] Forecasting CDE... [2025-11-26T21:21:57.977438] [INFO ] [sig ] Generating forecast for: CDE [2025-11-26T21:21:57.977539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-11-26T21:21:57.991537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDE'. [2025-11-26T21:21:57.992044] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-11-26T21:21:57.993197] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-11-26T21:21:57.993284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:57.993366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:57.993423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:57.993526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:58.057310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:58.058272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:58.058396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:58.058445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:58.184562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:58.184765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:58.184855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:58.184908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:58.189719] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: DOWN (p=1.80%) [2025-11-26T21:21:58.190096] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-11-26T21:21:58.190260] [INFO ] [sig ] CDE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:58.338313] [INFO ] [LOCAL ] Saved forecast: CDE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDE.txt [2025-11-26T21:21:58.338504] [INFO ] [sig ] [624/3599] Completed CDE in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:58.338583] [INFO ] [sig ] [625/3599] Forecasting CDIO... [2025-11-26T21:21:58.338631] [INFO ] [sig ] Generating forecast for: CDIO [2025-11-26T21:21:58.338693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'. [2025-11-26T21:21:58.349814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDIO'. [2025-11-26T21:21:58.350193] [INFO ] [FORECASTER] Starting predict_future for CDIO [2025-11-26T21:21:58.351027] [DEBUG] [LOCAL ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt [2025-11-26T21:21:58.351097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:58.351143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:58.351181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:58.351250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:58.409362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:58.410056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:58.410151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:58.410197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:58.530976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:58.531133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:58.531184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:58.531224] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:58.534574] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=92.86%) [2025-11-26T21:21:58.534896] [INFO ] [FORECASTER] Completed predict_future for CDIO [2025-11-26T21:21:58.535041] [INFO ] [sig ] CDIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:58.677497] [INFO ] [LOCAL ] Saved forecast: CDIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDIO.txt [2025-11-26T21:21:58.677674] [INFO ] [sig ] [625/3599] Completed CDIO in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.3m [2025-11-26T21:21:58.677774] [INFO ] [sig ] [626/3599] Forecasting CDL... [2025-11-26T21:21:58.677818] [INFO ] [sig ] Generating forecast for: CDL [2025-11-26T21:21:58.677862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'. [2025-11-26T21:21:58.691176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDL'. [2025-11-26T21:21:58.691612] [INFO ] [FORECASTER] Starting predict_future for CDL [2025-11-26T21:21:58.692473] [DEBUG] [LOCAL ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt [2025-11-26T21:21:58.692563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:58.692611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:58.692676] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:58.692746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:58.750407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:58.751117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:58.751218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:58.751266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:58.859285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:58.859476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:58.859526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:58.859569] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:58.863005] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=36.81%) [2025-11-26T21:21:58.863300] [INFO ] [FORECASTER] Completed predict_future for CDL [2025-11-26T21:21:58.863447] [INFO ] [sig ] CDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:59.004891] [INFO ] [LOCAL ] Saved forecast: CDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDL.txt [2025-11-26T21:21:59.005070] [INFO ] [sig ] [626/3599] Completed CDL in 0.3s | 2.87 sym/s | Total: 3.6m | ETA: 17.2m [2025-11-26T21:21:59.005126] [INFO ] [sig ] [627/3599] Forecasting CDNA... [2025-11-26T21:21:59.005170] [INFO ] [sig ] Generating forecast for: CDNA [2025-11-26T21:21:59.005354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'. [2025-11-26T21:21:59.016933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNA'. [2025-11-26T21:21:59.017429] [INFO ] [FORECASTER] Starting predict_future for CDNA [2025-11-26T21:21:59.018380] [DEBUG] [LOCAL ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt [2025-11-26T21:21:59.018461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:59.018531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:59.018599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:59.018728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:59.078313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:59.079359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:59.079496] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:59.079577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:59.208407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:59.208616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:59.208757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:59.208828] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:59.212671] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=13.92%) [2025-11-26T21:21:59.213036] [INFO ] [FORECASTER] Completed predict_future for CDNA [2025-11-26T21:21:59.213227] [INFO ] [sig ] CDNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:21:59.356303] [INFO ] [LOCAL ] Saved forecast: CDNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDNA.txt [2025-11-26T21:21:59.356516] [INFO ] [sig ] [627/3599] Completed CDNA in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.2m [2025-11-26T21:21:59.356605] [INFO ] [sig ] [628/3599] Forecasting CDNS... [2025-11-26T21:21:59.356717] [INFO ] [sig ] Generating forecast for: CDNS [2025-11-26T21:21:59.356789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'. [2025-11-26T21:21:59.367513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNS'. [2025-11-26T21:21:59.367958] [INFO ] [FORECASTER] Starting predict_future for CDNS [2025-11-26T21:21:59.368868] [DEBUG] [LOCAL ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt [2025-11-26T21:21:59.368948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:59.369019] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:59.369085] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:59.369192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:59.432523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:59.433471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:59.433584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:59.433632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:59.559749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:59.559945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:59.559998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:59.560041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:59.564046] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=59.97%) [2025-11-26T21:21:59.564499] [INFO ] [FORECASTER] Completed predict_future for CDNS [2025-11-26T21:21:59.564729] [INFO ] [sig ] CDNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:21:59.708471] [INFO ] [LOCAL ] Saved forecast: CDNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDNS.txt [2025-11-26T21:21:59.708688] [INFO ] [sig ] [628/3599] Completed CDNS in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.2m [2025-11-26T21:21:59.708781] [INFO ] [sig ] [629/3599] Forecasting CDP... [2025-11-26T21:21:59.708833] [INFO ] [sig ] Generating forecast for: CDP [2025-11-26T21:21:59.708878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-11-26T21:21:59.720189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDP'. [2025-11-26T21:21:59.720578] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-11-26T21:21:59.721433] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-11-26T21:21:59.721508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:21:59.721564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:21:59.721608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:21:59.721697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:21:59.784261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:21:59.785154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:21:59.785261] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:21:59.785311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:21:59.910757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:21:59.910957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:21:59.911012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:21:59.911056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:21:59.914626] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-11-26T21:21:59.914958] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-11-26T21:21:59.915118] [INFO ] [sig ] CDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:00.063845] [INFO ] [LOCAL ] Saved forecast: CDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDP.txt [2025-11-26T21:22:00.064030] [INFO ] [sig ] [629/3599] Completed CDP in 0.4s | 2.87 sym/s | Total: 3.6m | ETA: 17.2m [2025-11-26T21:22:00.064094] [INFO ] [sig ] [630/3599] Forecasting CDRE... [2025-11-26T21:22:00.064140] [INFO ] [sig ] Generating forecast for: CDRE [2025-11-26T21:22:00.064181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-11-26T21:22:00.074544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRE'. [2025-11-26T21:22:00.074940] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-11-26T21:22:00.075758] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-11-26T21:22:00.075827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:00.075873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:00.075912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:00.075982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:00.136146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:00.137113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:00.137217] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:00.137263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:00.258917] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:00.259097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:00.259150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:00.259191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:00.262602] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-11-26T21:22:00.262919] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-11-26T21:22:00.263066] [INFO ] [sig ] CDRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:00.403000] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDRE.txt [2025-11-26T21:22:00.403171] [INFO ] [sig ] [630/3599] Completed CDRE in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:00.403224] [INFO ] [sig ] [631/3599] Forecasting CDRO... [2025-11-26T21:22:00.403290] [INFO ] [sig ] Generating forecast for: CDRO [2025-11-26T21:22:00.403338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'. [2025-11-26T21:22:00.413829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRO'. [2025-11-26T21:22:00.414208] [INFO ] [FORECASTER] Starting predict_future for CDRO [2025-11-26T21:22:00.415044] [DEBUG] [LOCAL ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt [2025-11-26T21:22:00.415115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:00.415160] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:00.415199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:00.415265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:00.473409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:00.474194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:00.474295] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:00.474342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:00.583776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:00.583956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:00.584009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:00.584051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:00.587499] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=6.45%) [2025-11-26T21:22:00.587824] [INFO ] [FORECASTER] Completed predict_future for CDRO [2025-11-26T21:22:00.587997] [INFO ] [sig ] CDRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:00.730876] [INFO ] [LOCAL ] Saved forecast: CDRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDRO.txt [2025-11-26T21:22:00.731038] [INFO ] [sig ] [631/3599] Completed CDRO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:00.731093] [INFO ] [sig ] [632/3599] Forecasting CDTX... [2025-11-26T21:22:00.731141] [INFO ] [sig ] Generating forecast for: CDTX [2025-11-26T21:22:00.731182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'. [2025-11-26T21:22:00.741704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDTX'. [2025-11-26T21:22:00.742017] [INFO ] [FORECASTER] Starting predict_future for CDTX [2025-11-26T21:22:00.742849] [DEBUG] [LOCAL ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt [2025-11-26T21:22:00.742919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:00.742966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:00.743008] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:00.743080] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:00.802095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:00.802857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:00.802959] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:00.803008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:00.923553] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:00.923747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:00.923808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:00.923850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:00.927248] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=43.85%) [2025-11-26T21:22:00.927581] [INFO ] [FORECASTER] Completed predict_future for CDTX [2025-11-26T21:22:00.927753] [INFO ] [sig ] CDTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:01.069278] [INFO ] [LOCAL ] Saved forecast: CDTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDTX.txt [2025-11-26T21:22:01.069444] [INFO ] [sig ] [632/3599] Completed CDTX in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:01.069502] [INFO ] [sig ] [633/3599] Forecasting CDXS... [2025-11-26T21:22:01.069546] [INFO ] [sig ] Generating forecast for: CDXS [2025-11-26T21:22:01.069670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'. [2025-11-26T21:22:01.080367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDXS'. [2025-11-26T21:22:01.080731] [INFO ] [FORECASTER] Starting predict_future for CDXS [2025-11-26T21:22:01.081552] [DEBUG] [LOCAL ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt [2025-11-26T21:22:01.081624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:01.081695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:01.081736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:01.081805] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:01.143840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:01.144611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:01.144730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:01.144782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:01.266170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:01.266334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:01.266393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:01.266430] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:01.269877] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=73.56%) [2025-11-26T21:22:01.270175] [INFO ] [FORECASTER] Completed predict_future for CDXS [2025-11-26T21:22:01.270316] [INFO ] [sig ] CDXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:01.413038] [INFO ] [LOCAL ] Saved forecast: CDXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CDXS.txt [2025-11-26T21:22:01.413189] [INFO ] [sig ] [633/3599] Completed CDXS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:01.413243] [INFO ] [sig ] [634/3599] Forecasting CDZI... [2025-11-26T21:22:01.413298] [INFO ] [sig ] Generating forecast for: CDZI [2025-11-26T21:22:01.413377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'. [2025-11-26T21:22:01.424269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDZI'. [2025-11-26T21:22:01.424584] [INFO ] [FORECASTER] Starting predict_future for CDZI [2025-11-26T21:22:01.425392] [DEBUG] [LOCAL ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt [2025-11-26T21:22:01.425464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:01.425510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:01.425551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:01.425619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:01.484956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:01.485877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:01.485980] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:01.486027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:01.610804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:01.611018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:01.611071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:01.611115] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:01.614784] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=17.95%) [2025-11-26T21:22:01.615120] [INFO ] [FORECASTER] Completed predict_future for CDZI [2025-11-26T21:22:01.615280] [INFO ] [sig ] CDZI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:01.760966] [INFO ] [LOCAL ] Saved forecast: CDZI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CDZI.txt [2025-11-26T21:22:01.761156] [INFO ] [sig ] [634/3599] Completed CDZI in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:01.761232] [INFO ] [sig ] [635/3599] Forecasting CE... [2025-11-26T21:22:01.761270] [INFO ] [sig ] Generating forecast for: CE [2025-11-26T21:22:01.761309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-11-26T21:22:01.771784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CE'. [2025-11-26T21:22:01.772452] [INFO ] [FORECASTER] Starting predict_future for CE [2025-11-26T21:22:01.773397] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-11-26T21:22:01.773483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:01.773546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:01.773605] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:01.773729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:01.836158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:01.837072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:01.837183] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:01.837246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:01.962559] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:01.962812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:01.962883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:01.962944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:01.966787] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=4.06%) [2025-11-26T21:22:01.967259] [INFO ] [FORECASTER] Completed predict_future for CE [2025-11-26T21:22:01.967486] [INFO ] [sig ] CE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:02.122594] [INFO ] [LOCAL ] Saved forecast: CE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CE.txt [2025-11-26T21:22:02.122832] [INFO ] [sig ] [635/3599] Completed CE in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:02.122912] [INFO ] [sig ] [636/3599] Forecasting CECO... [2025-11-26T21:22:02.122957] [INFO ] [sig ] Generating forecast for: CECO [2025-11-26T21:22:02.122999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'. [2025-11-26T21:22:02.133969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CECO'. [2025-11-26T21:22:02.134398] [INFO ] [FORECASTER] Starting predict_future for CECO [2025-11-26T21:22:02.135242] [DEBUG] [LOCAL ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt [2025-11-26T21:22:02.135315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:02.135361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:02.135400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:02.135470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:02.195639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:02.196602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:02.196744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:02.196794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:02.313749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:02.313946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:02.313999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:02.314042] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:02.317526] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=3.04%) [2025-11-26T21:22:02.317884] [INFO ] [FORECASTER] Completed predict_future for CECO [2025-11-26T21:22:02.318043] [INFO ] [sig ] CECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:02.460958] [INFO ] [LOCAL ] Saved forecast: CECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CECO.txt [2025-11-26T21:22:02.461137] [INFO ] [sig ] [636/3599] Completed CECO in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:02.461194] [INFO ] [sig ] [637/3599] Forecasting CEG... [2025-11-26T21:22:02.461258] [INFO ] [sig ] Generating forecast for: CEG [2025-11-26T21:22:02.461298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'. [2025-11-26T21:22:02.472408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEG'. [2025-11-26T21:22:02.472743] [INFO ] [FORECASTER] Starting predict_future for CEG [2025-11-26T21:22:02.473577] [DEBUG] [LOCAL ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt [2025-11-26T21:22:02.473675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:02.473738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:02.473782] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:02.473860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:02.532770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:02.533681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:02.533786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:02.533836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:02.653692] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:02.653878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:02.653931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:02.653974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:02.657365] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-11-26T21:22:02.657717] [INFO ] [FORECASTER] Completed predict_future for CEG [2025-11-26T21:22:02.657869] [INFO ] [sig ] CEG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:02.803073] [INFO ] [LOCAL ] Saved forecast: CEG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CEG.txt [2025-11-26T21:22:02.803272] [INFO ] [sig ] [637/3599] Completed CEG in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:02.803331] [INFO ] [sig ] [638/3599] Forecasting CELC... [2025-11-26T21:22:02.803399] [INFO ] [sig ] Generating forecast for: CELC [2025-11-26T21:22:02.803435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'. [2025-11-26T21:22:02.816726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELC'. [2025-11-26T21:22:02.817301] [INFO ] [FORECASTER] Starting predict_future for CELC [2025-11-26T21:22:02.818401] [DEBUG] [LOCAL ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt [2025-11-26T21:22:02.818474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:02.818521] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:02.818582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:02.818722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:02.877134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:02.878512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:02.878751] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:02.878806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:02.998776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:02.999054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:02.999112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:02.999184] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:03.003271] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-11-26T21:22:03.003746] [INFO ] [FORECASTER] Completed predict_future for CELC [2025-11-26T21:22:03.003947] [INFO ] [sig ] CELC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:03.150286] [INFO ] [LOCAL ] Saved forecast: CELC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CELC.txt [2025-11-26T21:22:03.150543] [INFO ] [sig ] [638/3599] Completed CELC in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:03.150659] [INFO ] [sig ] [639/3599] Forecasting CELH... [2025-11-26T21:22:03.150742] [INFO ] [sig ] Generating forecast for: CELH [2025-11-26T21:22:03.150803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'. [2025-11-26T21:22:03.163736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELH'. [2025-11-26T21:22:03.164335] [INFO ] [FORECASTER] Starting predict_future for CELH [2025-11-26T21:22:03.165300] [DEBUG] [LOCAL ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt [2025-11-26T21:22:03.165376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:03.165437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:03.165485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:03.165588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:03.225237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:03.226499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:03.226681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:03.226741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:03.350136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:03.350432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:03.350495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:03.350552] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:03.354907] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=72.34%) [2025-11-26T21:22:03.355304] [INFO ] [FORECASTER] Completed predict_future for CELH [2025-11-26T21:22:03.355494] [INFO ] [sig ] CELH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:03.503289] [INFO ] [LOCAL ] Saved forecast: CELH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CELH.txt [2025-11-26T21:22:03.503901] [INFO ] [sig ] [639/3599] Completed CELH in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:03.503981] [INFO ] [sig ] [640/3599] Forecasting CELZ... [2025-11-26T21:22:03.504042] [INFO ] [sig ] Generating forecast for: CELZ [2025-11-26T21:22:03.504102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'. [2025-11-26T21:22:03.517352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELZ'. [2025-11-26T21:22:03.518020] [INFO ] [FORECASTER] Starting predict_future for CELZ [2025-11-26T21:22:03.519136] [DEBUG] [LOCAL ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt [2025-11-26T21:22:03.519211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:03.519272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:03.519325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:03.519419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:03.577771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:03.579083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:03.579219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:03.579271] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:03.696497] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:03.696801] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:22:03.696893] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:03.696955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:03.701256] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=20.75%) [2025-11-26T21:22:03.701718] [INFO ] [FORECASTER] Completed predict_future for CELZ [2025-11-26T21:22:03.701923] [INFO ] [sig ] CELZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:03.858364] [INFO ] [LOCAL ] Saved forecast: CELZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CELZ.txt [2025-11-26T21:22:03.858684] [INFO ] [sig ] [640/3599] Completed CELZ in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:03.858836] [INFO ] [sig ] [641/3599] Forecasting CENTA... [2025-11-26T21:22:03.858911] [INFO ] [sig ] Generating forecast for: CENTA [2025-11-26T21:22:03.858957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'. [2025-11-26T21:22:03.871388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENTA'. [2025-11-26T21:22:03.871890] [INFO ] [FORECASTER] Starting predict_future for CENTA [2025-11-26T21:22:03.872763] [DEBUG] [LOCAL ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt [2025-11-26T21:22:03.872849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:03.872907] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:03.872956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:03.873029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:03.930554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:03.931356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:03.931462] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:03.931509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:04.049241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:04.049430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:04.049483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:04.049523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:04.053023] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=77.58%) [2025-11-26T21:22:04.053332] [INFO ] [FORECASTER] Completed predict_future for CENTA [2025-11-26T21:22:04.053480] [INFO ] [sig ] CENTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:04.193540] [INFO ] [LOCAL ] Saved forecast: CENTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CENTA.txt [2025-11-26T21:22:04.193728] [INFO ] [sig ] [641/3599] Completed CENTA in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:04.193787] [INFO ] [sig ] [642/3599] Forecasting CENX... [2025-11-26T21:22:04.193832] [INFO ] [sig ] Generating forecast for: CENX [2025-11-26T21:22:04.193871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'. [2025-11-26T21:22:04.204341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENX'. [2025-11-26T21:22:04.204715] [INFO ] [FORECASTER] Starting predict_future for CENX [2025-11-26T21:22:04.205513] [DEBUG] [LOCAL ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt [2025-11-26T21:22:04.205584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:04.205629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:04.205689] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:04.205762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:04.263022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:04.263751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:04.263853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:04.263900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:04.393522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:04.393743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:04.393801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:04.393847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:04.397518] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=65.88%) [2025-11-26T21:22:04.397870] [INFO ] [FORECASTER] Completed predict_future for CENX [2025-11-26T21:22:04.398039] [INFO ] [sig ] CENX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:04.541625] [INFO ] [LOCAL ] Saved forecast: CENX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CENX.txt [2025-11-26T21:22:04.541806] [INFO ] [sig ] [642/3599] Completed CENX in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.2m [2025-11-26T21:22:04.541868] [INFO ] [sig ] [643/3599] Forecasting CERS... [2025-11-26T21:22:04.541904] [INFO ] [sig ] Generating forecast for: CERS [2025-11-26T21:22:04.541944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'. [2025-11-26T21:22:04.552596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CERS'. [2025-11-26T21:22:04.552992] [INFO ] [FORECASTER] Starting predict_future for CERS [2025-11-26T21:22:04.553844] [DEBUG] [LOCAL ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt [2025-11-26T21:22:04.553918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:04.553964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:04.554007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:04.554078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:04.614526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:04.615395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:04.615499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:04.615548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:04.731075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:04.731259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:04.731319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:04.731354] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:04.734800] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=59.72%) [2025-11-26T21:22:04.735107] [INFO ] [FORECASTER] Completed predict_future for CERS [2025-11-26T21:22:04.735255] [INFO ] [sig ] CERS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:04.875417] [INFO ] [LOCAL ] Saved forecast: CERS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CERS.txt [2025-11-26T21:22:04.875577] [INFO ] [sig ] [643/3599] Completed CERS in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.1m [2025-11-26T21:22:04.875630] [INFO ] [sig ] [644/3599] Forecasting CETX... [2025-11-26T21:22:04.875693] [INFO ] [sig ] Generating forecast for: CETX [2025-11-26T21:22:04.875735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'. [2025-11-26T21:22:04.886401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETX'. [2025-11-26T21:22:04.886774] [INFO ] [FORECASTER] Starting predict_future for CETX [2025-11-26T21:22:04.887601] [DEBUG] [LOCAL ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt [2025-11-26T21:22:04.887692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:04.887739] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:04.887778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:04.887860] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:04.946876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:04.947628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:04.947747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:04.947805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:05.061877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:05.062053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:05.062116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:05.062169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:05.065615] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=15.40%) [2025-11-26T21:22:05.065945] [INFO ] [FORECASTER] Completed predict_future for CETX [2025-11-26T21:22:05.066107] [INFO ] [sig ] CETX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:05.212468] [INFO ] [LOCAL ] Saved forecast: CETX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CETX.txt [2025-11-26T21:22:05.212700] [INFO ] [sig ] [644/3599] Completed CETX in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.1m [2025-11-26T21:22:05.212758] [INFO ] [sig ] [645/3599] Forecasting CETY... [2025-11-26T21:22:05.212800] [INFO ] [sig ] Generating forecast for: CETY [2025-11-26T21:22:05.212849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'. [2025-11-26T21:22:05.223736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETY'. [2025-11-26T21:22:05.224141] [INFO ] [FORECASTER] Starting predict_future for CETY [2025-11-26T21:22:05.225104] [DEBUG] [LOCAL ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt [2025-11-26T21:22:05.225175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:05.225218] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:05.225259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:05.225326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:05.283099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:05.284032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:05.284144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:05.284188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:05.397940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:05.398121] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:22:05.398177] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:05.398219] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:05.401656] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=25.05%) [2025-11-26T21:22:05.401963] [INFO ] [FORECASTER] Completed predict_future for CETY [2025-11-26T21:22:05.402111] [INFO ] [sig ] CETY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:05.543033] [INFO ] [LOCAL ] Saved forecast: CETY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CETY.txt [2025-11-26T21:22:05.543220] [INFO ] [sig ] [645/3599] Completed CETY in 0.3s | 2.87 sym/s | Total: 3.7m | ETA: 17.1m [2025-11-26T21:22:05.543275] [INFO ] [sig ] [646/3599] Forecasting CEVA... [2025-11-26T21:22:05.543319] [INFO ] [sig ] Generating forecast for: CEVA [2025-11-26T21:22:05.543377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'. [2025-11-26T21:22:05.554664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEVA'. [2025-11-26T21:22:05.555118] [INFO ] [FORECASTER] Starting predict_future for CEVA [2025-11-26T21:22:05.556031] [DEBUG] [LOCAL ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt [2025-11-26T21:22:05.556103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:05.556162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:05.556208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:05.556319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:05.618796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:05.619898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:05.620026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:05.620107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:05.748568] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:05.748774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:05.748831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:05.748893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:05.752416] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-11-26T21:22:05.752752] [INFO ] [FORECASTER] Completed predict_future for CEVA [2025-11-26T21:22:05.752917] [INFO ] [sig ] CEVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:05.900473] [INFO ] [LOCAL ] Saved forecast: CEVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CEVA.txt [2025-11-26T21:22:05.900696] [INFO ] [sig ] [646/3599] Completed CEVA in 0.4s | 2.87 sym/s | Total: 3.7m | ETA: 17.1m [2025-11-26T21:22:05.900780] [INFO ] [sig ] [647/3599] Forecasting CF... [2025-11-26T21:22:05.900851] [INFO ] [sig ] Generating forecast for: CF [2025-11-26T21:22:05.900917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-11-26T21:22:05.911531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CF'. [2025-11-26T21:22:05.911998] [INFO ] [FORECASTER] Starting predict_future for CF [2025-11-26T21:22:05.912838] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-11-26T21:22:05.912922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:05.912977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:05.913028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:05.913145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:05.971196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:05.972145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:05.972253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:05.972292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:06.092259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:06.092454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:06.092506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:06.092549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:06.096097] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: DOWN (p=4.48%) [2025-11-26T21:22:06.096399] [INFO ] [FORECASTER] Completed predict_future for CF [2025-11-26T21:22:06.096549] [INFO ] [sig ] CF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:06.241781] [INFO ] [LOCAL ] Saved forecast: CF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CF.txt [2025-11-26T21:22:06.241975] [INFO ] [sig ] [647/3599] Completed CF in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:06.242213] [INFO ] [sig ] [648/3599] Forecasting CFFN... [2025-11-26T21:22:06.242254] [INFO ] [sig ] Generating forecast for: CFFN [2025-11-26T21:22:06.242330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'. [2025-11-26T21:22:06.253688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFFN'. [2025-11-26T21:22:06.254132] [INFO ] [FORECASTER] Starting predict_future for CFFN [2025-11-26T21:22:06.254981] [DEBUG] [LOCAL ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt [2025-11-26T21:22:06.255060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:06.255122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:06.255185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:06.255258] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:06.314319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:06.315254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:06.315369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:06.315418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:06.435945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:06.436138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:06.436193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:06.436234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:06.439784] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: UP (p=68.38%) [2025-11-26T21:22:06.440140] [INFO ] [FORECASTER] Completed predict_future for CFFN [2025-11-26T21:22:06.440300] [INFO ] [sig ] CFFN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:06.589158] [INFO ] [LOCAL ] Saved forecast: CFFN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CFFN.txt [2025-11-26T21:22:06.589370] [INFO ] [sig ] [648/3599] Completed CFFN in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:06.589430] [INFO ] [sig ] [649/3599] Forecasting CFG... [2025-11-26T21:22:06.589506] [INFO ] [sig ] Generating forecast for: CFG [2025-11-26T21:22:06.589543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-11-26T21:22:06.600725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFG'. [2025-11-26T21:22:06.601149] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-11-26T21:22:06.602009] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-11-26T21:22:06.602082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:06.602132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:06.602172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:06.602242] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:06.664133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:06.665041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:06.665170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:06.665225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:06.784053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:06.784252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:06.784300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:06.784346] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:06.787831] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-11-26T21:22:06.788165] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-11-26T21:22:06.788321] [INFO ] [sig ] CFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:06.932055] [INFO ] [LOCAL ] Saved forecast: CFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CFG.txt [2025-11-26T21:22:06.932211] [INFO ] [sig ] [649/3599] Completed CFG in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:06.932266] [INFO ] [sig ] [650/3599] Forecasting CFO... [2025-11-26T21:22:06.932305] [INFO ] [sig ] Generating forecast for: CFO [2025-11-26T21:22:06.932348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'. [2025-11-26T21:22:06.944215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFO'. [2025-11-26T21:22:06.944681] [INFO ] [FORECASTER] Starting predict_future for CFO [2025-11-26T21:22:06.945503] [DEBUG] [LOCAL ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt [2025-11-26T21:22:06.945589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:06.945635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:06.945697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:06.945766] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:07.005569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:07.006501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:07.006616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:07.006686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:07.123130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:07.123320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:07.123374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:07.123416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:07.127128] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-11-26T21:22:07.127500] [INFO ] [FORECASTER] Completed predict_future for CFO [2025-11-26T21:22:07.127680] [INFO ] [sig ] CFO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:07.273670] [INFO ] [LOCAL ] Saved forecast: CFO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CFO.txt [2025-11-26T21:22:07.273866] [INFO ] [sig ] [650/3599] Completed CFO in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:07.273923] [INFO ] [sig ] [651/3599] Forecasting CG... [2025-11-26T21:22:07.273966] [INFO ] [sig ] Generating forecast for: CG [2025-11-26T21:22:07.274028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'. [2025-11-26T21:22:07.284389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CG'. [2025-11-26T21:22:07.284818] [INFO ] [FORECASTER] Starting predict_future for CG [2025-11-26T21:22:07.285627] [DEBUG] [LOCAL ] No optimal features file found for CG: ./output/feature-sets/CG.txt [2025-11-26T21:22:07.285723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:07.285769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:07.285807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:07.285875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:07.344943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:07.345865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:07.345973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:07.346022] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:07.468536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:07.468747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:07.468803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:07.468846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:07.472354] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=69.02%) [2025-11-26T21:22:07.472692] [INFO ] [FORECASTER] Completed predict_future for CG [2025-11-26T21:22:07.472852] [INFO ] [sig ] CG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:07.612947] [INFO ] [LOCAL ] Saved forecast: CG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CG.txt [2025-11-26T21:22:07.613129] [INFO ] [sig ] [651/3599] Completed CG in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:07.613185] [INFO ] [sig ] [652/3599] Forecasting CGABL... [2025-11-26T21:22:07.613229] [INFO ] [sig ] Generating forecast for: CGABL [2025-11-26T21:22:07.613269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'. [2025-11-26T21:22:07.623928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGABL'. [2025-11-26T21:22:07.624270] [INFO ] [FORECASTER] Starting predict_future for CGABL [2025-11-26T21:22:07.625088] [DEBUG] [LOCAL ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt [2025-11-26T21:22:07.625158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:07.625204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:07.625244] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:07.625312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:07.683673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:07.684522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:07.684626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:07.684705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:07.800588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:07.800785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:07.800840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:07.800884] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:07.804406] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=82.10%) [2025-11-26T21:22:07.804737] [INFO ] [FORECASTER] Completed predict_future for CGABL [2025-11-26T21:22:07.804887] [INFO ] [sig ] CGABL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:07.951625] [INFO ] [LOCAL ] Saved forecast: CGABL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGABL.txt [2025-11-26T21:22:07.951804] [INFO ] [sig ] [652/3599] Completed CGABL in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:07.951860] [INFO ] [sig ] [653/3599] Forecasting CGBD... [2025-11-26T21:22:07.951904] [INFO ] [sig ] Generating forecast for: CGBD [2025-11-26T21:22:07.951966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'. [2025-11-26T21:22:07.962807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGBD'. [2025-11-26T21:22:07.963158] [INFO ] [FORECASTER] Starting predict_future for CGBD [2025-11-26T21:22:07.963971] [DEBUG] [LOCAL ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt [2025-11-26T21:22:07.964041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:07.964086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:07.964125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:07.964197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:08.022934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:08.023725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:08.023825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:08.023867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:08.142787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:08.142970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:08.143023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:08.143065] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:08.146689] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-11-26T21:22:08.147003] [INFO ] [FORECASTER] Completed predict_future for CGBD [2025-11-26T21:22:08.147154] [INFO ] [sig ] CGBD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:08.289442] [INFO ] [LOCAL ] Saved forecast: CGBD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGBD.txt [2025-11-26T21:22:08.289610] [INFO ] [sig ] [653/3599] Completed CGBD in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:08.289683] [INFO ] [sig ] [654/3599] Forecasting CGC... [2025-11-26T21:22:08.289728] [INFO ] [sig ] Generating forecast for: CGC [2025-11-26T21:22:08.289793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'. [2025-11-26T21:22:08.301329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGC'. [2025-11-26T21:22:08.301763] [INFO ] [FORECASTER] Starting predict_future for CGC [2025-11-26T21:22:08.302588] [DEBUG] [LOCAL ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt [2025-11-26T21:22:08.302683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:08.302753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:08.302804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:08.302881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:08.361394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:08.362180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:08.362280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:08.362329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:08.480912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:08.481068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:08.481119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:08.481161] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:08.484614] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=33.71%) [2025-11-26T21:22:08.484932] [INFO ] [FORECASTER] Completed predict_future for CGC [2025-11-26T21:22:08.485082] [INFO ] [sig ] CGC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:08.670820] [INFO ] [LOCAL ] Saved forecast: CGC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CGC.txt [2025-11-26T21:22:08.670991] [INFO ] [sig ] [654/3599] Completed CGC in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:08.671070] [INFO ] [sig ] [655/3599] Forecasting CGEM... [2025-11-26T21:22:08.671108] [INFO ] [sig ] Generating forecast for: CGEM [2025-11-26T21:22:08.671150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'. [2025-11-26T21:22:08.681681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEM'. [2025-11-26T21:22:08.682008] [INFO ] [FORECASTER] Starting predict_future for CGEM [2025-11-26T21:22:08.682824] [DEBUG] [LOCAL ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt [2025-11-26T21:22:08.682897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:08.682949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:08.682990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:08.683059] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:08.742657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:08.743519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:08.743626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:08.743696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:08.862715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:08.862900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:08.862962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:08.863007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:08.866467] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=65.64%) [2025-11-26T21:22:08.866816] [INFO ] [FORECASTER] Completed predict_future for CGEM [2025-11-26T21:22:08.866972] [INFO ] [sig ] CGEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:09.018196] [INFO ] [LOCAL ] Saved forecast: CGEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGEM.txt [2025-11-26T21:22:09.018529] [INFO ] [sig ] [655/3599] Completed CGEM in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:09.018626] [INFO ] [sig ] [656/3599] Forecasting CGEN... [2025-11-26T21:22:09.018692] [INFO ] [sig ] Generating forecast for: CGEN [2025-11-26T21:22:09.018765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'. [2025-11-26T21:22:09.030682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEN'. [2025-11-26T21:22:09.031125] [INFO ] [FORECASTER] Starting predict_future for CGEN [2025-11-26T21:22:09.032045] [DEBUG] [LOCAL ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt [2025-11-26T21:22:09.032120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:09.032182] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:09.032224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:09.032319] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:09.093047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:09.093991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:09.094101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:09.094164] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:09.219790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:09.219988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:09.220043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:09.220084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:09.223618] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=20.02%) [2025-11-26T21:22:09.223982] [INFO ] [FORECASTER] Completed predict_future for CGEN [2025-11-26T21:22:09.224140] [INFO ] [sig ] CGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:09.369493] [INFO ] [LOCAL ] Saved forecast: CGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CGEN.txt [2025-11-26T21:22:09.369711] [INFO ] [sig ] [656/3599] Completed CGEN in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:09.369775] [INFO ] [sig ] [657/3599] Forecasting CGNX... [2025-11-26T21:22:09.369823] [INFO ] [sig ] Generating forecast for: CGNX [2025-11-26T21:22:09.369866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'. [2025-11-26T21:22:09.381142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGNX'. [2025-11-26T21:22:09.381553] [INFO ] [FORECASTER] Starting predict_future for CGNX [2025-11-26T21:22:09.382392] [DEBUG] [LOCAL ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt [2025-11-26T21:22:09.382464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:09.382510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:09.382551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:09.382682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:09.442770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:09.443719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:09.443825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:09.443888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:09.563982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:09.564198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:09.564273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:09.564319] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:09.568067] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: DOWN (p=18.74%) [2025-11-26T21:22:09.568421] [INFO ] [FORECASTER] Completed predict_future for CGNX [2025-11-26T21:22:09.568598] [INFO ] [sig ] CGNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:09.714155] [INFO ] [LOCAL ] Saved forecast: CGNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CGNX.txt [2025-11-26T21:22:09.714337] [INFO ] [sig ] [657/3599] Completed CGNX in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:09.714391] [INFO ] [sig ] [658/3599] Forecasting CGO... [2025-11-26T21:22:09.714509] [INFO ] [sig ] Generating forecast for: CGO [2025-11-26T21:22:09.714554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'. [2025-11-26T21:22:09.728283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGO'. [2025-11-26T21:22:09.728840] [INFO ] [FORECASTER] Starting predict_future for CGO [2025-11-26T21:22:09.729953] [DEBUG] [LOCAL ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt [2025-11-26T21:22:09.730037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:09.730097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:09.730153] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:09.730249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:09.797576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:09.798501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:09.798606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:09.798675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:09.911392] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:09.911586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:09.911659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:09.911705] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:09.915183] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=77.16%) [2025-11-26T21:22:09.915506] [INFO ] [FORECASTER] Completed predict_future for CGO [2025-11-26T21:22:09.915680] [INFO ] [sig ] CGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:10.061413] [INFO ] [LOCAL ] Saved forecast: CGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGO.txt [2025-11-26T21:22:10.061606] [INFO ] [sig ] [658/3599] Completed CGO in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:10.061687] [INFO ] [sig ] [659/3599] Forecasting CGON... [2025-11-26T21:22:10.061754] [INFO ] [sig ] Generating forecast for: CGON [2025-11-26T21:22:10.061806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'. [2025-11-26T21:22:10.072681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGON'. [2025-11-26T21:22:10.073110] [INFO ] [FORECASTER] Starting predict_future for CGON [2025-11-26T21:22:10.073954] [DEBUG] [LOCAL ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt [2025-11-26T21:22:10.074042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:10.074095] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:10.074134] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:10.074204] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:10.133104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:10.134078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:10.134187] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:10.134234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:10.254718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:10.254909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:10.254963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:10.255005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:10.258446] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=82.60%) [2025-11-26T21:22:10.258775] [INFO ] [FORECASTER] Completed predict_future for CGON [2025-11-26T21:22:10.258936] [INFO ] [sig ] CGON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:10.399909] [INFO ] [LOCAL ] Saved forecast: CGON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGON.txt [2025-11-26T21:22:10.400062] [INFO ] [sig ] [659/3599] Completed CGON in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.1m [2025-11-26T21:22:10.400130] [INFO ] [sig ] [660/3599] Forecasting CGTX... [2025-11-26T21:22:10.400171] [INFO ] [sig ] Generating forecast for: CGTX [2025-11-26T21:22:10.400233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'. [2025-11-26T21:22:10.414737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGTX'. [2025-11-26T21:22:10.415265] [INFO ] [FORECASTER] Starting predict_future for CGTX [2025-11-26T21:22:10.416270] [DEBUG] [LOCAL ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt [2025-11-26T21:22:10.416345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:10.416392] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:10.416433] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:10.416501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:10.489937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:10.490861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:10.490972] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:10.491020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:10.644215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:10.644405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:10.644458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:10.644498] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:10.647990] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=73.01%) [2025-11-26T21:22:10.648307] [INFO ] [FORECASTER] Completed predict_future for CGTX [2025-11-26T21:22:10.648457] [INFO ] [sig ] CGTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:10.792473] [INFO ] [LOCAL ] Saved forecast: CGTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CGTX.txt [2025-11-26T21:22:10.792679] [INFO ] [sig ] [660/3599] Completed CGTX in 0.4s | 2.87 sym/s | Total: 3.8m | ETA: 17.0m [2025-11-26T21:22:10.792755] [INFO ] [sig ] [661/3599] Forecasting CHCI... [2025-11-26T21:22:10.792799] [INFO ] [sig ] Generating forecast for: CHCI [2025-11-26T21:22:10.792838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'. [2025-11-26T21:22:10.803385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCI'. [2025-11-26T21:22:10.803821] [INFO ] [FORECASTER] Starting predict_future for CHCI [2025-11-26T21:22:10.804678] [DEBUG] [LOCAL ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt [2025-11-26T21:22:10.804750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:10.804812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:10.804921] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:10.805007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:10.864400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:10.865310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:10.865437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:10.865488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:10.985881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:10.986086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:10.986145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:10.986184] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:10.989691] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=53.94%) [2025-11-26T21:22:10.990027] [INFO ] [FORECASTER] Completed predict_future for CHCI [2025-11-26T21:22:10.990182] [INFO ] [sig ] CHCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:11.142401] [INFO ] [LOCAL ] Saved forecast: CHCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHCI.txt [2025-11-26T21:22:11.142603] [INFO ] [sig ] [661/3599] Completed CHCI in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.0m [2025-11-26T21:22:11.142716] [INFO ] [sig ] [662/3599] Forecasting CHCO... [2025-11-26T21:22:11.142765] [INFO ] [sig ] Generating forecast for: CHCO [2025-11-26T21:22:11.142809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'. [2025-11-26T21:22:11.154415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCO'. [2025-11-26T21:22:11.154906] [INFO ] [FORECASTER] Starting predict_future for CHCO [2025-11-26T21:22:11.155787] [DEBUG] [LOCAL ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt [2025-11-26T21:22:11.155863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:11.155911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:11.155951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:11.156021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:11.215634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:11.216554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:11.216681] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:11.216733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:11.340238] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:11.340428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:11.340481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:11.340523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:11.343994] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=17.60%) [2025-11-26T21:22:11.344309] [INFO ] [FORECASTER] Completed predict_future for CHCO [2025-11-26T21:22:11.344462] [INFO ] [sig ] CHCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:11.487409] [INFO ] [LOCAL ] Saved forecast: CHCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHCO.txt [2025-11-26T21:22:11.487695] [INFO ] [sig ] [662/3599] Completed CHCO in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.0m [2025-11-26T21:22:11.487801] [INFO ] [sig ] [663/3599] Forecasting CHD... [2025-11-26T21:22:11.487856] [INFO ] [sig ] Generating forecast for: CHD [2025-11-26T21:22:11.487901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-11-26T21:22:11.498180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHD'. [2025-11-26T21:22:11.498510] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-11-26T21:22:11.499354] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-11-26T21:22:11.499428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:11.499476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:11.499518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:11.499588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:11.557701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:11.558589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:11.558713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:11.558764] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:11.682241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:11.682440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:11.682494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:11.682537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:11.686119] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-11-26T21:22:11.686456] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-11-26T21:22:11.686623] [INFO ] [sig ] CHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:11.827800] [INFO ] [LOCAL ] Saved forecast: CHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHD.txt [2025-11-26T21:22:11.828000] [INFO ] [sig ] [663/3599] Completed CHD in 0.3s | 2.87 sym/s | Total: 3.8m | ETA: 17.0m [2025-11-26T21:22:11.828125] [INFO ] [sig ] [664/3599] Forecasting CHDN... [2025-11-26T21:22:11.828194] [INFO ] [sig ] Generating forecast for: CHDN [2025-11-26T21:22:11.828262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'. [2025-11-26T21:22:11.839226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHDN'. [2025-11-26T21:22:11.839661] [INFO ] [FORECASTER] Starting predict_future for CHDN [2025-11-26T21:22:11.840514] [DEBUG] [LOCAL ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt [2025-11-26T21:22:11.840595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:11.840685] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:11.840750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:11.840858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:11.900175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:11.901128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:11.901245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:11.901342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:12.023759] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:12.023959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:12.024052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:12.024116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:12.027685] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=29.05%) [2025-11-26T21:22:12.028061] [INFO ] [FORECASTER] Completed predict_future for CHDN [2025-11-26T21:22:12.028259] [INFO ] [sig ] CHDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:12.174604] [INFO ] [LOCAL ] Saved forecast: CHDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHDN.txt [2025-11-26T21:22:12.174979] [INFO ] [sig ] [664/3599] Completed CHDN in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:12.175081] [INFO ] [sig ] [665/3599] Forecasting CHE... [2025-11-26T21:22:12.175155] [INFO ] [sig ] Generating forecast for: CHE [2025-11-26T21:22:12.175228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-11-26T21:22:12.185336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHE'. [2025-11-26T21:22:12.185715] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-11-26T21:22:12.186527] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-11-26T21:22:12.186597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:12.186660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:12.186704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:12.186772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:12.246100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:12.246946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:12.247049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:12.247096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:12.368928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:12.369098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:12.369161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:12.369196] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:12.372775] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=17.02%) [2025-11-26T21:22:12.373112] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-11-26T21:22:12.373268] [INFO ] [sig ] CHE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:12.515383] [INFO ] [LOCAL ] Saved forecast: CHE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHE.txt [2025-11-26T21:22:12.515587] [INFO ] [sig ] [665/3599] Completed CHE in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:12.515694] [INFO ] [sig ] [666/3599] Forecasting CHEF... [2025-11-26T21:22:12.515751] [INFO ] [sig ] Generating forecast for: CHEF [2025-11-26T21:22:12.515795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'. [2025-11-26T21:22:12.526342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHEF'. [2025-11-26T21:22:12.526750] [INFO ] [FORECASTER] Starting predict_future for CHEF [2025-11-26T21:22:12.527587] [DEBUG] [LOCAL ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt [2025-11-26T21:22:12.527685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:12.527731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:12.527770] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:12.527842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:12.587432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:12.588400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:12.588510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:12.588561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:12.708580] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:12.708813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:12.708869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:12.708912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:12.712497] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-11-26T21:22:12.712850] [INFO ] [FORECASTER] Completed predict_future for CHEF [2025-11-26T21:22:12.713036] [INFO ] [sig ] CHEF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:12.858043] [INFO ] [LOCAL ] Saved forecast: CHEF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHEF.txt [2025-11-26T21:22:12.858234] [INFO ] [sig ] [666/3599] Completed CHEF in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:12.858321] [INFO ] [sig ] [667/3599] Forecasting CHH... [2025-11-26T21:22:12.858364] [INFO ] [sig ] Generating forecast for: CHH [2025-11-26T21:22:12.858411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-11-26T21:22:12.870167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHH'. [2025-11-26T21:22:12.870660] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-11-26T21:22:12.871503] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-11-26T21:22:12.871579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:12.871658] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:12.871719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:12.871814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:12.938437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:12.939691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:12.939825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:12.939896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:13.070663] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:13.070848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:13.070900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:13.070941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:13.074327] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=3.81%) [2025-11-26T21:22:13.074625] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-11-26T21:22:13.074793] [INFO ] [sig ] CHH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:13.219794] [INFO ] [LOCAL ] Saved forecast: CHH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHH.txt [2025-11-26T21:22:13.219965] [INFO ] [sig ] [667/3599] Completed CHH in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:13.220023] [INFO ] [sig ] [668/3599] Forecasting CHI... [2025-11-26T21:22:13.220069] [INFO ] [sig ] Generating forecast for: CHI [2025-11-26T21:22:13.220137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'. [2025-11-26T21:22:13.231438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHI'. [2025-11-26T21:22:13.231875] [INFO ] [FORECASTER] Starting predict_future for CHI [2025-11-26T21:22:13.232736] [DEBUG] [LOCAL ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt [2025-11-26T21:22:13.232806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:13.232851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:13.232891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:13.232959] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:13.292031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:13.292902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:13.293019] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:13.293078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:13.415779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:13.415979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:13.416049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:13.416124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:13.419830] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=66.16%) [2025-11-26T21:22:13.420146] [INFO ] [FORECASTER] Completed predict_future for CHI [2025-11-26T21:22:13.420310] [INFO ] [sig ] CHI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:13.566386] [INFO ] [LOCAL ] Saved forecast: CHI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHI.txt [2025-11-26T21:22:13.566689] [INFO ] [sig ] [668/3599] Completed CHI in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:13.566790] [INFO ] [sig ] [669/3599] Forecasting CHKP... [2025-11-26T21:22:13.566867] [INFO ] [sig ] Generating forecast for: CHKP [2025-11-26T21:22:13.566938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'. [2025-11-26T21:22:13.582918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHKP'. [2025-11-26T21:22:13.583496] [INFO ] [FORECASTER] Starting predict_future for CHKP [2025-11-26T21:22:13.584761] [DEBUG] [LOCAL ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt [2025-11-26T21:22:13.584857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:13.584939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:13.585014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:13.585119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:13.675420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:13.676432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:13.676561] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:13.676611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:13.819898] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:13.820097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:13.820152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:13.820196] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:13.824466] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=71.96%) [2025-11-26T21:22:13.824814] [INFO ] [FORECASTER] Completed predict_future for CHKP [2025-11-26T21:22:13.825045] [INFO ] [sig ] CHKP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:13.977419] [INFO ] [LOCAL ] Saved forecast: CHKP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHKP.txt [2025-11-26T21:22:13.977704] [INFO ] [sig ] [669/3599] Completed CHKP in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:13.977810] [INFO ] [sig ] [670/3599] Forecasting CHMI... [2025-11-26T21:22:13.977860] [INFO ] [sig ] Generating forecast for: CHMI [2025-11-26T21:22:13.977981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-11-26T21:22:13.990282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHMI'. [2025-11-26T21:22:13.990791] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-11-26T21:22:13.991730] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-11-26T21:22:13.991804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:13.991854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:13.991911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:13.992938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:14.083769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:14.085073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:14.085253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:14.085326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:14.252351] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:14.252614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:14.252728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:14.252795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:14.257210] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=5.97%) [2025-11-26T21:22:14.257865] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-11-26T21:22:14.258101] [INFO ] [sig ] CHMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:14.480783] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHMI.txt [2025-11-26T21:22:14.481031] [INFO ] [sig ] [670/3599] Completed CHMI in 0.5s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:14.481125] [INFO ] [sig ] [671/3599] Forecasting CHRD... [2025-11-26T21:22:14.481195] [INFO ] [sig ] Generating forecast for: CHRD [2025-11-26T21:22:14.481232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'. [2025-11-26T21:22:14.496266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRD'. [2025-11-26T21:22:14.496888] [INFO ] [FORECASTER] Starting predict_future for CHRD [2025-11-26T21:22:14.498026] [DEBUG] [LOCAL ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt [2025-11-26T21:22:14.498113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:14.498195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:14.498258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:14.498338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:14.566898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:14.568043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:14.568168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:14.568217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:14.706308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:14.706510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:14.706580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:14.706680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:14.711220] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=2.62%) [2025-11-26T21:22:14.711697] [INFO ] [FORECASTER] Completed predict_future for CHRD [2025-11-26T21:22:14.711917] [INFO ] [sig ] CHRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:14.879167] [INFO ] [LOCAL ] Saved forecast: CHRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHRD.txt [2025-11-26T21:22:14.879354] [INFO ] [sig ] [671/3599] Completed CHRD in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:14.879409] [INFO ] [sig ] [672/3599] Forecasting CHRS... [2025-11-26T21:22:14.879476] [INFO ] [sig ] Generating forecast for: CHRS [2025-11-26T21:22:14.879523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'. [2025-11-26T21:22:14.891530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRS'. [2025-11-26T21:22:14.891955] [INFO ] [FORECASTER] Starting predict_future for CHRS [2025-11-26T21:22:14.892824] [DEBUG] [LOCAL ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt [2025-11-26T21:22:14.892897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:14.892946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:14.893022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:14.893097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:14.955497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:14.956336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:14.956447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:14.956497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:15.081716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:15.081916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:15.081973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:15.082018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:15.085859] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-11-26T21:22:15.086240] [INFO ] [FORECASTER] Completed predict_future for CHRS [2025-11-26T21:22:15.086407] [INFO ] [sig ] CHRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:15.229618] [INFO ] [LOCAL ] Saved forecast: CHRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHRS.txt [2025-11-26T21:22:15.229826] [INFO ] [sig ] [672/3599] Completed CHRS in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:15.229888] [INFO ] [sig ] [673/3599] Forecasting CHSCL... [2025-11-26T21:22:15.229931] [INFO ] [sig ] Generating forecast for: CHSCL [2025-11-26T21:22:15.229978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'. [2025-11-26T21:22:15.240740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'. [2025-11-26T21:22:15.241102] [INFO ] [FORECASTER] Starting predict_future for CHSCL [2025-11-26T21:22:15.241931] [DEBUG] [LOCAL ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt [2025-11-26T21:22:15.242003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:15.242059] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:15.242110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:15.242194] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:15.301715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:15.302493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:15.302598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:15.302671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:15.420509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:15.420720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:15.420778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:15.420821] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:15.424462] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=86.92%) [2025-11-26T21:22:15.424990] [INFO ] [FORECASTER] Completed predict_future for CHSCL [2025-11-26T21:22:15.425146] [INFO ] [sig ] CHSCL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:15.567578] [INFO ] [LOCAL ] Saved forecast: CHSCL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHSCL.txt [2025-11-26T21:22:15.567764] [INFO ] [sig ] [673/3599] Completed CHSCL in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:15.567823] [INFO ] [sig ] [674/3599] Forecasting CHSCM... [2025-11-26T21:22:15.567869] [INFO ] [sig ] Generating forecast for: CHSCM [2025-11-26T21:22:15.567911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'. [2025-11-26T21:22:15.579085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'. [2025-11-26T21:22:15.579490] [INFO ] [FORECASTER] Starting predict_future for CHSCM [2025-11-26T21:22:15.580314] [DEBUG] [LOCAL ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt [2025-11-26T21:22:15.580386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:15.580433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:15.580475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:15.580545] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:15.641055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:15.641872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:15.641977] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:15.642029] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:15.758209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:15.758418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:15.758473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:15.758516] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:15.762080] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-11-26T21:22:15.762429] [INFO ] [FORECASTER] Completed predict_future for CHSCM [2025-11-26T21:22:15.762586] [INFO ] [sig ] CHSCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:15.907227] [INFO ] [LOCAL ] Saved forecast: CHSCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CHSCM.txt [2025-11-26T21:22:15.907421] [INFO ] [sig ] [674/3599] Completed CHSCM in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:15.907491] [INFO ] [sig ] [675/3599] Forecasting CHSCN... [2025-11-26T21:22:15.907537] [INFO ] [sig ] Generating forecast for: CHSCN [2025-11-26T21:22:15.907612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'. [2025-11-26T21:22:15.920593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'. [2025-11-26T21:22:15.921093] [INFO ] [FORECASTER] Starting predict_future for CHSCN [2025-11-26T21:22:15.922021] [DEBUG] [LOCAL ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt [2025-11-26T21:22:15.922097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:15.922147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:15.922194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:15.922294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:15.988877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:15.989882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:15.989992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:15.990043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:16.117962] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:16.118222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:16.118310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:16.118377] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:16.122953] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=41.54%) [2025-11-26T21:22:16.123360] [INFO ] [FORECASTER] Completed predict_future for CHSCN [2025-11-26T21:22:16.123527] [INFO ] [sig ] CHSCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:16.267711] [INFO ] [LOCAL ] Saved forecast: CHSCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHSCN.txt [2025-11-26T21:22:16.267893] [INFO ] [sig ] [675/3599] Completed CHSCN in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:16.267949] [INFO ] [sig ] [676/3599] Forecasting CHSCO... [2025-11-26T21:22:16.268025] [INFO ] [sig ] Generating forecast for: CHSCO [2025-11-26T21:22:16.268069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'. [2025-11-26T21:22:16.279105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'. [2025-11-26T21:22:16.279452] [INFO ] [FORECASTER] Starting predict_future for CHSCO [2025-11-26T21:22:16.280276] [DEBUG] [LOCAL ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt [2025-11-26T21:22:16.280348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:16.280395] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:16.280437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:16.280508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:16.339150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:16.339833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:16.339932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:16.339980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:16.453797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:16.453967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:16.454020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:16.454069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:16.457677] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: DOWN (p=48.19%) [2025-11-26T21:22:16.457984] [INFO ] [FORECASTER] Completed predict_future for CHSCO [2025-11-26T21:22:16.458138] [INFO ] [sig ] CHSCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:16.597826] [INFO ] [LOCAL ] Saved forecast: CHSCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHSCO.txt [2025-11-26T21:22:16.597990] [INFO ] [sig ] [676/3599] Completed CHSCO in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:16.598048] [INFO ] [sig ] [677/3599] Forecasting CHSCP... [2025-11-26T21:22:16.598088] [INFO ] [sig ] Generating forecast for: CHSCP [2025-11-26T21:22:16.598127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'. [2025-11-26T21:22:16.608592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'. [2025-11-26T21:22:16.609026] [INFO ] [FORECASTER] Starting predict_future for CHSCP [2025-11-26T21:22:16.609911] [DEBUG] [LOCAL ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt [2025-11-26T21:22:16.609992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:16.610054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:16.610116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:16.610213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:16.667433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:16.668215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:16.668319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:16.668380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:16.794219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:16.794443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:16.794530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:16.794725] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:16.799689] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=33.14%) [2025-11-26T21:22:16.800113] [INFO ] [FORECASTER] Completed predict_future for CHSCP [2025-11-26T21:22:16.800332] [INFO ] [sig ] CHSCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:16.961315] [INFO ] [LOCAL ] Saved forecast: CHSCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHSCP.txt [2025-11-26T21:22:16.961516] [INFO ] [sig ] [677/3599] Completed CHSCP in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:16.961589] [INFO ] [sig ] [678/3599] Forecasting CHWY... [2025-11-26T21:22:16.961661] [INFO ] [sig ] Generating forecast for: CHWY [2025-11-26T21:22:16.961736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-11-26T21:22:16.972560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHWY'. [2025-11-26T21:22:16.973017] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-11-26T21:22:16.973958] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-11-26T21:22:16.974033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:16.974080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:16.974121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:16.974192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:17.035392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:17.036289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:17.036407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:17.036461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:17.162834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:17.163026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:17.163119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:17.163200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:17.166749] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=5.27%) [2025-11-26T21:22:17.167100] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-11-26T21:22:17.167296] [INFO ] [sig ] CHWY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:17.310443] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHWY.txt [2025-11-26T21:22:17.310659] [INFO ] [sig ] [678/3599] Completed CHWY in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:17.310736] [INFO ] [sig ] [679/3599] Forecasting CHY... [2025-11-26T21:22:17.310859] [INFO ] [sig ] Generating forecast for: CHY [2025-11-26T21:22:17.310936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'. [2025-11-26T21:22:17.322098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHY'. [2025-11-26T21:22:17.322535] [INFO ] [FORECASTER] Starting predict_future for CHY [2025-11-26T21:22:17.323393] [DEBUG] [LOCAL ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt [2025-11-26T21:22:17.323476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:17.323537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:17.323618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:17.323747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:17.385192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:17.386198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:17.386331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:17.386396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:17.503925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:17.504142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:17.504216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:17.504294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:17.508623] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-11-26T21:22:17.509264] [INFO ] [FORECASTER] Completed predict_future for CHY [2025-11-26T21:22:17.509504] [INFO ] [sig ] CHY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:17.650401] [INFO ] [LOCAL ] Saved forecast: CHY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CHY.txt [2025-11-26T21:22:17.650589] [INFO ] [sig ] [679/3599] Completed CHY in 0.3s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:17.650666] [INFO ] [sig ] [680/3599] Forecasting CI... [2025-11-26T21:22:17.650738] [INFO ] [sig ] Generating forecast for: CI [2025-11-26T21:22:17.650789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-11-26T21:22:17.661598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CI'. [2025-11-26T21:22:17.662095] [INFO ] [FORECASTER] Starting predict_future for CI [2025-11-26T21:22:17.662938] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-11-26T21:22:17.663009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:17.663055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:17.663095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:17.663164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:17.722243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:17.723220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:17.723325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:17.723373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:17.844814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:17.845023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:17.845079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:17.845123] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:17.848883] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-11-26T21:22:17.849241] [INFO ] [FORECASTER] Completed predict_future for CI [2025-11-26T21:22:17.849407] [INFO ] [sig ] CI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:18.002946] [INFO ] [LOCAL ] Saved forecast: CI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CI.txt [2025-11-26T21:22:18.003136] [INFO ] [sig ] [680/3599] Completed CI in 0.4s | 2.87 sym/s | Total: 3.9m | ETA: 17.0m [2025-11-26T21:22:18.003193] [INFO ] [sig ] [681/3599] Forecasting CIA... [2025-11-26T21:22:18.003236] [INFO ] [sig ] Generating forecast for: CIA [2025-11-26T21:22:18.003301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-11-26T21:22:18.013701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIA'. [2025-11-26T21:22:18.014016] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-11-26T21:22:18.014834] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-11-26T21:22:18.014909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:18.014956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:18.014996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:18.015067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:18.075193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:18.076138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:18.076245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:18.076315] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:18.192009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:18.192196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:18.192252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:18.192294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:18.195785] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-11-26T21:22:18.196107] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-11-26T21:22:18.196259] [INFO ] [sig ] CIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:18.338491] [INFO ] [LOCAL ] Saved forecast: CIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIA.txt [2025-11-26T21:22:18.338667] [INFO ] [sig ] [681/3599] Completed CIA in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:18.338726] [INFO ] [sig ] [682/3599] Forecasting CIB... [2025-11-26T21:22:18.338770] [INFO ] [sig ] Generating forecast for: CIB [2025-11-26T21:22:18.338874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-11-26T21:22:18.350094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIB'. [2025-11-26T21:22:18.350459] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-11-26T21:22:18.351298] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-11-26T21:22:18.351371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:18.351418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:18.351488] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:18.351564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:18.411000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:18.411995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:18.412135] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:18.412187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:18.537819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:18.537974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:18.538027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:18.538068] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:18.541541] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=58.83%) [2025-11-26T21:22:18.541866] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-11-26T21:22:18.542022] [INFO ] [sig ] CIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:18.684940] [INFO ] [LOCAL ] Saved forecast: CIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIB.txt [2025-11-26T21:22:18.685136] [INFO ] [sig ] [682/3599] Completed CIB in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:18.685194] [INFO ] [sig ] [683/3599] Forecasting CIEN... [2025-11-26T21:22:18.685258] [INFO ] [sig ] Generating forecast for: CIEN [2025-11-26T21:22:18.685300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-11-26T21:22:18.696333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIEN'. [2025-11-26T21:22:18.696807] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-11-26T21:22:18.697802] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-11-26T21:22:18.697875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:18.697922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:18.697962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:18.698049] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:18.756844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:18.757855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:18.757980] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:18.758033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:18.883188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:18.883373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:18.883427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:18.883468] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:18.886906] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-11-26T21:22:18.887203] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-11-26T21:22:18.887347] [INFO ] [sig ] CIEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:19.026582] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIEN.txt [2025-11-26T21:22:19.026731] [INFO ] [sig ] [683/3599] Completed CIEN in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:19.026787] [INFO ] [sig ] [684/3599] Forecasting CIF... [2025-11-26T21:22:19.026830] [INFO ] [sig ] Generating forecast for: CIF [2025-11-26T21:22:19.026899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-11-26T21:22:19.037512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIF'. [2025-11-26T21:22:19.037877] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-11-26T21:22:19.038689] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-11-26T21:22:19.038759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:19.038805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:19.038843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:19.038911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:19.096788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:19.097399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:19.097511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:19.097558] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:19.200047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:19.200172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:19.200221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:19.200262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:19.203480] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=70.30%) [2025-11-26T21:22:19.203789] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-11-26T21:22:19.203933] [INFO ] [sig ] CIF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:19.347156] [INFO ] [LOCAL ] Saved forecast: CIF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIF.txt [2025-11-26T21:22:19.347310] [INFO ] [sig ] [684/3599] Completed CIF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:19.347364] [INFO ] [sig ] [685/3599] Forecasting CIG... [2025-11-26T21:22:19.347400] [INFO ] [sig ] Generating forecast for: CIG [2025-11-26T21:22:19.347461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-11-26T21:22:19.358332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIG'. [2025-11-26T21:22:19.358631] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-11-26T21:22:19.359429] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-11-26T21:22:19.359513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:19.359562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:19.359603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:19.359696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:19.417658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:19.418305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:19.418399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:19.418447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:19.535382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:19.535513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:19.535563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:19.535603] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:19.538823] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-11-26T21:22:19.539113] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-11-26T21:22:19.539261] [INFO ] [sig ] CIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:19.677876] [INFO ] [LOCAL ] Saved forecast: CIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIG.txt [2025-11-26T21:22:19.678008] [INFO ] [sig ] [685/3599] Completed CIG in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:19.678063] [INFO ] [sig ] [686/3599] Forecasting CIGI... [2025-11-26T21:22:19.678107] [INFO ] [sig ] Generating forecast for: CIGI [2025-11-26T21:22:19.678149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'. [2025-11-26T21:22:19.691783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIGI'. [2025-11-26T21:22:19.692288] [INFO ] [FORECASTER] Starting predict_future for CIGI [2025-11-26T21:22:19.693376] [DEBUG] [LOCAL ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt [2025-11-26T21:22:19.693461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:19.693517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:19.693567] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:19.693680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:19.757864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:19.758808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:19.758925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:19.758987] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:19.881990] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:19.882209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:19.882284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:19.882332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:19.885982] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T21:22:19.886301] [INFO ] [FORECASTER] Completed predict_future for CIGI [2025-11-26T21:22:19.886474] [INFO ] [sig ] CIGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:20.036330] [INFO ] [LOCAL ] Saved forecast: CIGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIGI.txt [2025-11-26T21:22:20.036568] [INFO ] [sig ] [686/3599] Completed CIGI in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:20.036626] [INFO ] [sig ] [687/3599] Forecasting CII... [2025-11-26T21:22:20.036748] [INFO ] [sig ] Generating forecast for: CII [2025-11-26T21:22:20.036798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-11-26T21:22:20.049257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CII'. [2025-11-26T21:22:20.049619] [INFO ] [FORECASTER] Starting predict_future for CII [2025-11-26T21:22:20.050499] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-11-26T21:22:20.050571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:20.050618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:20.050675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:20.050745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:20.111742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:20.112508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:20.112609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:20.112679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:20.239786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:20.239986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:20.240059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:20.240105] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:20.243663] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-11-26T21:22:20.243970] [INFO ] [FORECASTER] Completed predict_future for CII [2025-11-26T21:22:20.244122] [INFO ] [sig ] CII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:20.386570] [INFO ] [LOCAL ] Saved forecast: CII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CII.txt [2025-11-26T21:22:20.386751] [INFO ] [sig ] [687/3599] Completed CII in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:20.386811] [INFO ] [sig ] [688/3599] Forecasting CIM... [2025-11-26T21:22:20.386847] [INFO ] [sig ] Generating forecast for: CIM [2025-11-26T21:22:20.386889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-11-26T21:22:20.398117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIM'. [2025-11-26T21:22:20.398471] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-11-26T21:22:20.399317] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-11-26T21:22:20.399389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:20.399436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:20.399477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:20.399548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:20.459134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:20.460075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:20.460179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:20.460227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:20.581995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:20.582182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:20.582240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:20.582283] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:20.585774] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=82.71%) [2025-11-26T21:22:20.586078] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-11-26T21:22:20.586231] [INFO ] [sig ] CIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:20.731113] [INFO ] [LOCAL ] Saved forecast: CIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIM.txt [2025-11-26T21:22:20.731305] [INFO ] [sig ] [688/3599] Completed CIM in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:20.731364] [INFO ] [sig ] [689/3599] Forecasting CINF... [2025-11-26T21:22:20.731404] [INFO ] [sig ] Generating forecast for: CINF [2025-11-26T21:22:20.731471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'. [2025-11-26T21:22:20.742659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CINF'. [2025-11-26T21:22:20.743005] [INFO ] [FORECASTER] Starting predict_future for CINF [2025-11-26T21:22:20.743852] [DEBUG] [LOCAL ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt [2025-11-26T21:22:20.743922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:20.743967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:20.744009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:20.744079] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:20.805097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:20.805956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:20.806061] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:20.806110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:20.931327] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:20.931515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:20.931570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:20.931613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:20.935069] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=93.03%) [2025-11-26T21:22:20.935423] [INFO ] [FORECASTER] Completed predict_future for CINF [2025-11-26T21:22:20.935598] [INFO ] [sig ] CINF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:21.079720] [INFO ] [LOCAL ] Saved forecast: CINF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CINF.txt [2025-11-26T21:22:21.079947] [INFO ] [sig ] [689/3599] Completed CINF in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:21.080026] [INFO ] [sig ] [690/3599] Forecasting CING... [2025-11-26T21:22:21.080077] [INFO ] [sig ] Generating forecast for: CING [2025-11-26T21:22:21.080122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'. [2025-11-26T21:22:21.091393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CING'. [2025-11-26T21:22:21.091769] [INFO ] [FORECASTER] Starting predict_future for CING [2025-11-26T21:22:21.092718] [DEBUG] [LOCAL ] No optimal features file found for CING: ./output/feature-sets/CING.txt [2025-11-26T21:22:21.092790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:21.092836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:21.092877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:21.092946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:21.153951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:21.154800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:21.154906] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:21.154950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:21.277698] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:21.277893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:21.277947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:21.277984] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:21.281694] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=61.73%) [2025-11-26T21:22:21.282042] [INFO ] [FORECASTER] Completed predict_future for CING [2025-11-26T21:22:21.282195] [INFO ] [sig ] CING: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:21.428531] [INFO ] [LOCAL ] Saved forecast: CING 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CING.txt [2025-11-26T21:22:21.428733] [INFO ] [sig ] [690/3599] Completed CING in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:21.428817] [INFO ] [sig ] [691/3599] Forecasting CIO... [2025-11-26T21:22:21.428856] [INFO ] [sig ] Generating forecast for: CIO [2025-11-26T21:22:21.428898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-11-26T21:22:21.439904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIO'. [2025-11-26T21:22:21.440287] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-11-26T21:22:21.441124] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-11-26T21:22:21.441200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:21.441249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:21.441290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:21.441360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:21.500885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:21.501814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:21.501931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:21.501984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:21.625923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:21.626117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:21.626192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:21.626238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:21.629795] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=10.39%) [2025-11-26T21:22:21.630121] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-11-26T21:22:21.630288] [INFO ] [sig ] CIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:21.777607] [INFO ] [LOCAL ] Saved forecast: CIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIO.txt [2025-11-26T21:22:21.777810] [INFO ] [sig ] [691/3599] Completed CIO in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:21.777898] [INFO ] [sig ] [692/3599] Forecasting CION... [2025-11-26T21:22:21.778002] [INFO ] [sig ] Generating forecast for: CION [2025-11-26T21:22:21.778069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-11-26T21:22:21.789193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CION'. [2025-11-26T21:22:21.789588] [INFO ] [FORECASTER] Starting predict_future for CION [2025-11-26T21:22:21.790486] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-11-26T21:22:21.790561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:21.790608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:21.790667] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:21.790741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:21.853741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:21.854605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:21.854729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:21.854780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:21.985994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:21.986195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:21.986251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:21.986294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:21.989733] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=90.49%) [2025-11-26T21:22:21.990028] [INFO ] [FORECASTER] Completed predict_future for CION [2025-11-26T21:22:21.990180] [INFO ] [sig ] CION: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:22.130408] [INFO ] [LOCAL ] Saved forecast: CION 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CION.txt [2025-11-26T21:22:22.130575] [INFO ] [sig ] [692/3599] Completed CION in 0.4s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:22.130629] [INFO ] [sig ] [693/3599] Forecasting CISS... [2025-11-26T21:22:22.130698] [INFO ] [sig ] Generating forecast for: CISS [2025-11-26T21:22:22.130759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'. [2025-11-26T21:22:22.141159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CISS'. [2025-11-26T21:22:22.141479] [INFO ] [FORECASTER] Starting predict_future for CISS [2025-11-26T21:22:22.142302] [DEBUG] [LOCAL ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt [2025-11-26T21:22:22.142372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:22.142428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:22.142478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:22.142565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:22.201235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:22.201903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:22.201999] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:22.202080] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:22.316579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:22.316757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:22.316809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:22.316880] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:22.320234] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=7.69%) [2025-11-26T21:22:22.320542] [INFO ] [FORECASTER] Completed predict_future for CISS [2025-11-26T21:22:22.320719] [INFO ] [sig ] CISS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:22.460773] [INFO ] [LOCAL ] Saved forecast: CISS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CISS.txt [2025-11-26T21:22:22.460914] [INFO ] [sig ] [693/3599] Completed CISS in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:22.460966] [INFO ] [sig ] [694/3599] Forecasting CIVB... [2025-11-26T21:22:22.461009] [INFO ] [sig ] Generating forecast for: CIVB [2025-11-26T21:22:22.461050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'. [2025-11-26T21:22:22.471999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVB'. [2025-11-26T21:22:22.472311] [INFO ] [FORECASTER] Starting predict_future for CIVB [2025-11-26T21:22:22.473127] [DEBUG] [LOCAL ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt [2025-11-26T21:22:22.473197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:22.473241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:22.473281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:22.473381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:22.531481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:22.532204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:22.532299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:22.532346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:22.653180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:22.653363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:22.653415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:22.653455] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:22.656842] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:22:22.657138] [INFO ] [FORECASTER] Completed predict_future for CIVB [2025-11-26T21:22:22.657286] [INFO ] [sig ] CIVB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:22.807067] [INFO ] [LOCAL ] Saved forecast: CIVB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CIVB.txt [2025-11-26T21:22:22.807331] [INFO ] [sig ] [694/3599] Completed CIVB in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:22.807413] [INFO ] [sig ] [695/3599] Forecasting CIVI... [2025-11-26T21:22:22.807496] [INFO ] [sig ] Generating forecast for: CIVI [2025-11-26T21:22:22.807554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-11-26T21:22:22.821269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVI'. [2025-11-26T21:22:22.821792] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-11-26T21:22:22.822913] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-11-26T21:22:22.823000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:22.823061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:22.823115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:22.823214] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:22.881777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:22.882705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:22.882814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:22.882861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:22.998655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:22.998847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:22.998901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:22.998943] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:23.002401] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=64.33%) [2025-11-26T21:22:23.002729] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-11-26T21:22:23.002883] [INFO ] [sig ] CIVI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:23.145231] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CIVI.txt [2025-11-26T21:22:23.145421] [INFO ] [sig ] [695/3599] Completed CIVI in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:23.145476] [INFO ] [sig ] [696/3599] Forecasting CLB... [2025-11-26T21:22:23.145540] [INFO ] [sig ] Generating forecast for: CLB [2025-11-26T21:22:23.145584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-11-26T21:22:23.156181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLB'. [2025-11-26T21:22:23.156623] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-11-26T21:22:23.157491] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-11-26T21:22:23.157564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:23.157635] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:23.157710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:23.157796] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:23.215599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:23.216537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:23.216665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:23.216719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:23.334501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:23.334707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:23.334763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:23.334816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:23.338302] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T21:22:23.338631] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-11-26T21:22:23.338812] [INFO ] [sig ] CLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:23.481070] [INFO ] [LOCAL ] Saved forecast: CLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLB.txt [2025-11-26T21:22:23.481261] [INFO ] [sig ] [696/3599] Completed CLB in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.9m [2025-11-26T21:22:23.481320] [INFO ] [sig ] [697/3599] Forecasting CLBK... [2025-11-26T21:22:23.481357] [INFO ] [sig ] Generating forecast for: CLBK [2025-11-26T21:22:23.481429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'. [2025-11-26T21:22:23.491854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLBK'. [2025-11-26T21:22:23.492271] [INFO ] [FORECASTER] Starting predict_future for CLBK [2025-11-26T21:22:23.493123] [DEBUG] [LOCAL ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt [2025-11-26T21:22:23.493194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:23.493239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:23.493278] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:23.493351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:23.555069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:23.556115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:23.556229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:23.556302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:23.672976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:23.673164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:23.673218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:23.673259] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:23.676712] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=79.00%) [2025-11-26T21:22:23.677014] [INFO ] [FORECASTER] Completed predict_future for CLBK [2025-11-26T21:22:23.677163] [INFO ] [sig ] CLBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:23.823485] [INFO ] [LOCAL ] Saved forecast: CLBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLBK.txt [2025-11-26T21:22:23.823669] [INFO ] [sig ] [697/3599] Completed CLBK in 0.3s | 2.87 sym/s | Total: 4.0m | ETA: 16.8m [2025-11-26T21:22:23.823728] [INFO ] [sig ] [698/3599] Forecasting CLCO... [2025-11-26T21:22:23.823772] [INFO ] [sig ] Generating forecast for: CLCO [2025-11-26T21:22:23.823814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-11-26T21:22:23.834979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLCO'. [2025-11-26T21:22:23.835416] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-11-26T21:22:23.836274] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-11-26T21:22:23.836356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:23.836420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:23.836476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:23.836575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:23.895612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:23.896552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:23.896688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:23.896753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:24.023041] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:24.023244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:24.023323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:24.023386] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:24.026977] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=90.53%) [2025-11-26T21:22:24.027304] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-11-26T21:22:24.027498] [INFO ] [sig ] CLCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:24.173121] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLCO.txt [2025-11-26T21:22:24.173322] [INFO ] [sig ] [698/3599] Completed CLCO in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:24.173390] [INFO ] [sig ] [699/3599] Forecasting CLDX... [2025-11-26T21:22:24.173438] [INFO ] [sig ] Generating forecast for: CLDX [2025-11-26T21:22:24.173511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'. [2025-11-26T21:22:24.187893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLDX'. [2025-11-26T21:22:24.188443] [INFO ] [FORECASTER] Starting predict_future for CLDX [2025-11-26T21:22:24.189633] [DEBUG] [LOCAL ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt [2025-11-26T21:22:24.189748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:24.189833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:24.189913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:24.190051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:24.260514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:24.261480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:24.261591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:24.261670] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:24.385801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:24.385984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:24.386040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:24.386084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:24.389721] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=94.86%) [2025-11-26T21:22:24.390025] [INFO ] [FORECASTER] Completed predict_future for CLDX [2025-11-26T21:22:24.390175] [INFO ] [sig ] CLDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:24.544999] [INFO ] [LOCAL ] Saved forecast: CLDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLDX.txt [2025-11-26T21:22:24.545160] [INFO ] [sig ] [699/3599] Completed CLDX in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:24.545228] [INFO ] [sig ] [700/3599] Forecasting CLF... [2025-11-26T21:22:24.545273] [INFO ] [sig ] Generating forecast for: CLF [2025-11-26T21:22:24.545314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-11-26T21:22:24.556157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLF'. [2025-11-26T21:22:24.556474] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-11-26T21:22:24.557296] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-11-26T21:22:24.557373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:24.557420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:24.557486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:24.557559] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:24.615931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:24.616780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:24.616883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:24.616933] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:24.747200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:24.747417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:24.747488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:24.747535] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:24.751140] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=19.02%) [2025-11-26T21:22:24.751455] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-11-26T21:22:24.751605] [INFO ] [sig ] CLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:24.893396] [INFO ] [LOCAL ] Saved forecast: CLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLF.txt [2025-11-26T21:22:24.893554] [INFO ] [sig ] [700/3599] Completed CLF in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:24.893608] [INFO ] [sig ] [701/3599] Forecasting CLFD... [2025-11-26T21:22:24.893691] [INFO ] [sig ] Generating forecast for: CLFD [2025-11-26T21:22:24.893745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'. [2025-11-26T21:22:24.904155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLFD'. [2025-11-26T21:22:24.904477] [INFO ] [FORECASTER] Starting predict_future for CLFD [2025-11-26T21:22:24.905304] [DEBUG] [LOCAL ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt [2025-11-26T21:22:24.905378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:24.905424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:24.905464] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:24.905532] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:24.963718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:24.964397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:24.964495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:24.964542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:25.088699] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:25.088913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:25.088968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:25.089010] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:25.092570] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=99.09%) [2025-11-26T21:22:25.092976] [INFO ] [FORECASTER] Completed predict_future for CLFD [2025-11-26T21:22:25.093183] [INFO ] [sig ] CLFD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:25.239404] [INFO ] [LOCAL ] Saved forecast: CLFD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLFD.txt [2025-11-26T21:22:25.239565] [INFO ] [sig ] [701/3599] Completed CLFD in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:25.239618] [INFO ] [sig ] [702/3599] Forecasting CLH... [2025-11-26T21:22:25.239681] [INFO ] [sig ] Generating forecast for: CLH [2025-11-26T21:22:25.239725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-11-26T21:22:25.251150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLH'. [2025-11-26T21:22:25.251662] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-11-26T21:22:25.252589] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-11-26T21:22:25.252690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:25.252755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:25.252808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:25.252904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:25.313844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:25.314825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:25.314932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:25.314987] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:25.433718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:25.433909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:25.433962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:25.434003] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:25.437471] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=51.71%) [2025-11-26T21:22:25.437817] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-11-26T21:22:25.437974] [INFO ] [sig ] CLH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:25.579130] [INFO ] [LOCAL ] Saved forecast: CLH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLH.txt [2025-11-26T21:22:25.579336] [INFO ] [sig ] [702/3599] Completed CLH in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:25.579392] [INFO ] [sig ] [703/3599] Forecasting CLLS... [2025-11-26T21:22:25.579428] [INFO ] [sig ] Generating forecast for: CLLS [2025-11-26T21:22:25.579463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'. [2025-11-26T21:22:25.590798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLLS'. [2025-11-26T21:22:25.591194] [INFO ] [FORECASTER] Starting predict_future for CLLS [2025-11-26T21:22:25.592090] [DEBUG] [LOCAL ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt [2025-11-26T21:22:25.592163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:25.592212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:25.592252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:25.592343] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:25.654376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:25.655246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:25.655355] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:25.655404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:25.786897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:25.787600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:25.787682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:25.787801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:25.791701] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=3.02%) [2025-11-26T21:22:25.792053] [INFO ] [FORECASTER] Completed predict_future for CLLS [2025-11-26T21:22:25.792212] [INFO ] [sig ] CLLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:25.941451] [INFO ] [LOCAL ] Saved forecast: CLLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLLS.txt [2025-11-26T21:22:25.941666] [INFO ] [sig ] [703/3599] Completed CLLS in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:25.941724] [INFO ] [sig ] [704/3599] Forecasting CLMB... [2025-11-26T21:22:25.941761] [INFO ] [sig ] Generating forecast for: CLMB [2025-11-26T21:22:25.941866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'. [2025-11-26T21:22:25.954183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLMB'. [2025-11-26T21:22:25.954700] [INFO ] [FORECASTER] Starting predict_future for CLMB [2025-11-26T21:22:25.955597] [DEBUG] [LOCAL ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt [2025-11-26T21:22:25.955699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:25.955771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:25.955839] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:25.955947] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:26.014412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:26.015415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:26.015549] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:26.015627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:26.135968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:26.136149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:26.136203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:26.136245] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:26.139776] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-11-26T21:22:26.140081] [INFO ] [FORECASTER] Completed predict_future for CLMB [2025-11-26T21:22:26.140228] [INFO ] [sig ] CLMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:26.281609] [INFO ] [LOCAL ] Saved forecast: CLMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLMB.txt [2025-11-26T21:22:26.281814] [INFO ] [sig ] [704/3599] Completed CLMB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:26.281872] [INFO ] [sig ] [705/3599] Forecasting CLNE... [2025-11-26T21:22:26.281939] [INFO ] [sig ] Generating forecast for: CLNE [2025-11-26T21:22:26.281990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'. [2025-11-26T21:22:26.292634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNE'. [2025-11-26T21:22:26.292956] [INFO ] [FORECASTER] Starting predict_future for CLNE [2025-11-26T21:22:26.293794] [DEBUG] [LOCAL ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt [2025-11-26T21:22:26.293864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:26.293909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:26.293949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:26.294016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:26.353120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:26.354101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:26.354236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:26.354285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:26.471775] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:26.471953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:26.472007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:26.472050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:26.475462] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=22.25%) [2025-11-26T21:22:26.475792] [INFO ] [FORECASTER] Completed predict_future for CLNE [2025-11-26T21:22:26.475953] [INFO ] [sig ] CLNE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:26.616461] [INFO ] [LOCAL ] Saved forecast: CLNE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLNE.txt [2025-11-26T21:22:26.616630] [INFO ] [sig ] [705/3599] Completed CLNE in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:26.616704] [INFO ] [sig ] [706/3599] Forecasting CLNN... [2025-11-26T21:22:26.616751] [INFO ] [sig ] Generating forecast for: CLNN [2025-11-26T21:22:26.616792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'. [2025-11-26T21:22:26.627058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNN'. [2025-11-26T21:22:26.627389] [INFO ] [FORECASTER] Starting predict_future for CLNN [2025-11-26T21:22:26.628330] [DEBUG] [LOCAL ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt [2025-11-26T21:22:26.628405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:26.628453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:26.628495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:26.628566] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:26.688116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:26.689024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:26.689126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:26.689174] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:26.806551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:26.806757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:26.806812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:26.806854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:26.810384] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=8.57%) [2025-11-26T21:22:26.810704] [INFO ] [FORECASTER] Completed predict_future for CLNN [2025-11-26T21:22:26.810852] [INFO ] [sig ] CLNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:26.953480] [INFO ] [LOCAL ] Saved forecast: CLNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLNN.txt [2025-11-26T21:22:26.953661] [INFO ] [sig ] [706/3599] Completed CLNN in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:26.953715] [INFO ] [sig ] [707/3599] Forecasting CLOA... [2025-11-26T21:22:26.953760] [INFO ] [sig ] Generating forecast for: CLOA [2025-11-26T21:22:26.953800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'. [2025-11-26T21:22:26.964190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLOA'. [2025-11-26T21:22:26.964514] [INFO ] [FORECASTER] Starting predict_future for CLOA [2025-11-26T21:22:26.965332] [DEBUG] [LOCAL ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt [2025-11-26T21:22:26.965407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:26.965453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:26.965507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:26.965579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:27.022880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:27.023519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:27.023614] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:27.023679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:27.119127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:27.119299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:27.119350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:27.119391] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:27.122769] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=95.55%) [2025-11-26T21:22:27.123064] [INFO ] [FORECASTER] Completed predict_future for CLOA [2025-11-26T21:22:27.123208] [INFO ] [sig ] CLOA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:27.264189] [INFO ] [LOCAL ] Saved forecast: CLOA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLOA.txt [2025-11-26T21:22:27.264388] [INFO ] [sig ] [707/3599] Completed CLOA in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:27.264443] [INFO ] [sig ] [708/3599] Forecasting CLRB... [2025-11-26T21:22:27.264489] [INFO ] [sig ] Generating forecast for: CLRB [2025-11-26T21:22:27.264558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'. [2025-11-26T21:22:27.276013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRB'. [2025-11-26T21:22:27.276427] [INFO ] [FORECASTER] Starting predict_future for CLRB [2025-11-26T21:22:27.277279] [DEBUG] [LOCAL ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt [2025-11-26T21:22:27.277350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:27.277396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:27.277436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:27.277550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:27.335758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:27.336611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:27.336732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:27.336780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:27.451970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:27.452150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:27.452201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:27.452244] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:27.455663] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=91.38%) [2025-11-26T21:22:27.455957] [INFO ] [FORECASTER] Completed predict_future for CLRB [2025-11-26T21:22:27.456101] [INFO ] [sig ] CLRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:27.600580] [INFO ] [LOCAL ] Saved forecast: CLRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLRB.txt [2025-11-26T21:22:27.600761] [INFO ] [sig ] [708/3599] Completed CLRB in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:27.600817] [INFO ] [sig ] [709/3599] Forecasting CLRO... [2025-11-26T21:22:27.600861] [INFO ] [sig ] Generating forecast for: CLRO [2025-11-26T21:22:27.600906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'. [2025-11-26T21:22:27.612831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRO'. [2025-11-26T21:22:27.613278] [INFO ] [FORECASTER] Starting predict_future for CLRO [2025-11-26T21:22:27.614218] [DEBUG] [LOCAL ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt [2025-11-26T21:22:27.614292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:27.614339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:27.614382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:27.614449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:27.675258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:27.676261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:27.676375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:27.676422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:27.785854] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:27.786049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:27.786104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:27.786144] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:27.789705] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=46.48%) [2025-11-26T21:22:27.790078] [INFO ] [FORECASTER] Completed predict_future for CLRO [2025-11-26T21:22:27.790255] [INFO ] [sig ] CLRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:27.932443] [INFO ] [LOCAL ] Saved forecast: CLRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLRO.txt [2025-11-26T21:22:27.932669] [INFO ] [sig ] [709/3599] Completed CLRO in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:27.932741] [INFO ] [sig ] [710/3599] Forecasting CLS... [2025-11-26T21:22:27.932824] [INFO ] [sig ] Generating forecast for: CLS [2025-11-26T21:22:27.932894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-11-26T21:22:27.943523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLS'. [2025-11-26T21:22:27.943937] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-11-26T21:22:27.944777] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-11-26T21:22:27.944848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:27.944894] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:27.944935] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:27.945002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:28.002863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:28.003772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:28.003874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:28.003920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:28.124881] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:28.125070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:28.125123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:28.125158] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:28.128675] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=54.61%) [2025-11-26T21:22:28.129052] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-11-26T21:22:28.129218] [INFO ] [sig ] CLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:28.271759] [INFO ] [LOCAL ] Saved forecast: CLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CLS.txt [2025-11-26T21:22:28.271954] [INFO ] [sig ] [710/3599] Completed CLS in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:28.272011] [INFO ] [sig ] [711/3599] Forecasting CLSM... [2025-11-26T21:22:28.272055] [INFO ] [sig ] Generating forecast for: CLSM [2025-11-26T21:22:28.272125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLSM' from 'https://tdm.silogroup.org/data/derivative_storage/CLSM.csv'. [2025-11-26T21:22:28.282493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLSM'. [2025-11-26T21:22:28.282905] [INFO ] [FORECASTER] Starting predict_future for CLSM [2025-11-26T21:22:28.283918] [DEBUG] [LOCAL ] No optimal features file found for CLSM: ./output/feature-sets/CLSM.txt [2025-11-26T21:22:28.283988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:28.284052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:28.284112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:28.284210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:28.344169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:28.345124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:28.345238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:28.345302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:28.445063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:28.445251] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:22:28.445304] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:28.445347] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:28.448918] [DEBUG] [FORECASTER] CLSM: Forecast T+1@11:T+2@11: DOWN (p=34.45%) [2025-11-26T21:22:28.449264] [INFO ] [FORECASTER] Completed predict_future for CLSM [2025-11-26T21:22:28.449461] [INFO ] [sig ] CLSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:28.594509] [INFO ] [LOCAL ] Saved forecast: CLSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CLSM.txt [2025-11-26T21:22:28.594718] [INFO ] [sig ] [711/3599] Completed CLSM in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:28.594779] [INFO ] [sig ] [712/3599] Forecasting CM... [2025-11-26T21:22:28.594838] [INFO ] [sig ] Generating forecast for: CM [2025-11-26T21:22:28.594943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-11-26T21:22:28.605699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CM'. [2025-11-26T21:22:28.606134] [INFO ] [FORECASTER] Starting predict_future for CM [2025-11-26T21:22:28.607024] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-11-26T21:22:28.607098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:28.607146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:28.607188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:28.607261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:28.667403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:28.668377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:28.668490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:28.668539] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:28.785862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:28.786036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:28.786088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:28.786130] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:28.789620] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=37.28%) [2025-11-26T21:22:28.789959] [INFO ] [FORECASTER] Completed predict_future for CM [2025-11-26T21:22:28.790123] [INFO ] [sig ] CM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:28.934186] [INFO ] [LOCAL ] Saved forecast: CM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CM.txt [2025-11-26T21:22:28.934376] [INFO ] [sig ] [712/3599] Completed CM in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.8m [2025-11-26T21:22:28.934433] [INFO ] [sig ] [713/3599] Forecasting CMA... [2025-11-26T21:22:28.934478] [INFO ] [sig ] Generating forecast for: CMA [2025-11-26T21:22:28.934520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-11-26T21:22:28.945607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMA'. [2025-11-26T21:22:28.946015] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-11-26T21:22:28.946846] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-11-26T21:22:28.946917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:28.946964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:28.947004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:28.947075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:29.005803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:29.006718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:29.006836] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:29.006891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:29.134812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:29.134996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:29.135049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:29.135091] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:29.138626] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=27.95%) [2025-11-26T21:22:29.138946] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-11-26T21:22:29.139106] [INFO ] [sig ] CMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:29.282435] [INFO ] [LOCAL ] Saved forecast: CMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMA.txt [2025-11-26T21:22:29.282620] [INFO ] [sig ] [713/3599] Completed CMA in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.7m [2025-11-26T21:22:29.282698] [INFO ] [sig ] [714/3599] Forecasting CMC... [2025-11-26T21:22:29.282744] [INFO ] [sig ] Generating forecast for: CMC [2025-11-26T21:22:29.282784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-11-26T21:22:29.294011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMC'. [2025-11-26T21:22:29.294411] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-11-26T21:22:29.295244] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-11-26T21:22:29.295317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:29.295362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:29.295402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:29.295471] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:29.353435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:29.354525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:29.354627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:29.354701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:29.480223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:29.480403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:29.480470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:29.480512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:29.484023] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=43.95%) [2025-11-26T21:22:29.484329] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-11-26T21:22:29.484481] [INFO ] [sig ] CMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:29.622360] [INFO ] [LOCAL ] Saved forecast: CMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMC.txt [2025-11-26T21:22:29.622509] [INFO ] [sig ] [714/3599] Completed CMC in 0.3s | 2.87 sym/s | Total: 4.1m | ETA: 16.7m [2025-11-26T21:22:29.622561] [INFO ] [sig ] [715/3599] Forecasting CMCM... [2025-11-26T21:22:29.622604] [INFO ] [sig ] Generating forecast for: CMCM [2025-11-26T21:22:29.622665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-11-26T21:22:29.632628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCM'. [2025-11-26T21:22:29.633007] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-11-26T21:22:29.633811] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-11-26T21:22:29.633880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:29.633926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:29.633965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:29.634032] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:29.699608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:29.700553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:29.700674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:29.700724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:29.828175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:29.828361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:29.828434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:29.828484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:29.831964] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=95.66%) [2025-11-26T21:22:29.832273] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-11-26T21:22:29.832429] [INFO ] [sig ] CMCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:29.986267] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMCM.txt [2025-11-26T21:22:29.986504] [INFO ] [sig ] [715/3599] Completed CMCM in 0.4s | 2.87 sym/s | Total: 4.1m | ETA: 16.7m [2025-11-26T21:22:29.986558] [INFO ] [sig ] [716/3599] Forecasting CMCO... [2025-11-26T21:22:29.986602] [INFO ] [sig ] Generating forecast for: CMCO [2025-11-26T21:22:29.986856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'. [2025-11-26T21:22:30.000826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCO'. [2025-11-26T21:22:30.001341] [INFO ] [FORECASTER] Starting predict_future for CMCO [2025-11-26T21:22:30.002335] [DEBUG] [LOCAL ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt [2025-11-26T21:22:30.002417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:30.002470] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:30.002518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:30.002608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:30.065304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:30.066202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:30.066306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:30.066352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:30.184476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:30.184680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:30.184733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:30.184775] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:30.188238] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=82.20%) [2025-11-26T21:22:30.188553] [INFO ] [FORECASTER] Completed predict_future for CMCO [2025-11-26T21:22:30.188724] [INFO ] [sig ] CMCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:30.331126] [INFO ] [LOCAL ] Saved forecast: CMCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMCO.txt [2025-11-26T21:22:30.331315] [INFO ] [sig ] [716/3599] Completed CMCO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:30.331372] [INFO ] [sig ] [717/3599] Forecasting CMCSA... [2025-11-26T21:22:30.331413] [INFO ] [sig ] Generating forecast for: CMCSA [2025-11-26T21:22:30.331457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'. [2025-11-26T21:22:30.341978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'. [2025-11-26T21:22:30.342349] [INFO ] [FORECASTER] Starting predict_future for CMCSA [2025-11-26T21:22:30.343184] [DEBUG] [LOCAL ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt [2025-11-26T21:22:30.343255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:30.343300] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:30.343338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:30.343406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:30.403284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:30.404202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:30.404310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:30.404360] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:30.525153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:30.525350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:30.525403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:30.525444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:30.529026] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=1.63%) [2025-11-26T21:22:30.529371] [INFO ] [FORECASTER] Completed predict_future for CMCSA [2025-11-26T21:22:30.529530] [INFO ] [sig ] CMCSA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:30.673421] [INFO ] [LOCAL ] Saved forecast: CMCSA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMCSA.txt [2025-11-26T21:22:30.673605] [INFO ] [sig ] [717/3599] Completed CMCSA in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:30.673679] [INFO ] [sig ] [718/3599] Forecasting CME... [2025-11-26T21:22:30.673725] [INFO ] [sig ] Generating forecast for: CME [2025-11-26T21:22:30.673768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'. [2025-11-26T21:22:30.683834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CME'. [2025-11-26T21:22:30.684186] [INFO ] [FORECASTER] Starting predict_future for CME [2025-11-26T21:22:30.685002] [DEBUG] [LOCAL ] No optimal features file found for CME: ./output/feature-sets/CME.txt [2025-11-26T21:22:30.685073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:30.685118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:30.685158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:30.685243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:30.745567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:30.746520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:30.746635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:30.746725] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:30.870938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:30.871127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:30.871180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:30.871220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:30.875333] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=37.75%) [2025-11-26T21:22:30.875851] [INFO ] [FORECASTER] Completed predict_future for CME [2025-11-26T21:22:30.876026] [INFO ] [sig ] CME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:31.018440] [INFO ] [LOCAL ] Saved forecast: CME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CME.txt [2025-11-26T21:22:31.018605] [INFO ] [sig ] [718/3599] Completed CME in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:31.018683] [INFO ] [sig ] [719/3599] Forecasting CMG... [2025-11-26T21:22:31.018727] [INFO ] [sig ] Generating forecast for: CMG [2025-11-26T21:22:31.018794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-11-26T21:22:31.029286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMG'. [2025-11-26T21:22:31.029577] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-11-26T21:22:31.030391] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-11-26T21:22:31.030468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:31.030515] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:31.030554] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:31.030623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:31.087268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:31.087932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:31.088028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:31.088076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:31.202337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:31.202450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:31.202499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:31.202541] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:31.205700] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.55%) [2025-11-26T21:22:31.205988] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-11-26T21:22:31.206132] [INFO ] [sig ] CMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:31.345656] [INFO ] [LOCAL ] Saved forecast: CMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMG.txt [2025-11-26T21:22:31.345785] [INFO ] [sig ] [719/3599] Completed CMG in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:31.345845] [INFO ] [sig ] [720/3599] Forecasting CMI... [2025-11-26T21:22:31.345887] [INFO ] [sig ] Generating forecast for: CMI [2025-11-26T21:22:31.345930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-11-26T21:22:31.356175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMI'. [2025-11-26T21:22:31.356473] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-11-26T21:22:31.357290] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-11-26T21:22:31.357374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:31.357421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:31.357476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:31.357545] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:31.414596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:31.415227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:31.415322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:31.415369] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:31.536893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:31.537036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:31.537087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:31.537129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:31.540545] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=1.59%) [2025-11-26T21:22:31.540866] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-11-26T21:22:31.541013] [INFO ] [sig ] CMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:31.680118] [INFO ] [LOCAL ] Saved forecast: CMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMI.txt [2025-11-26T21:22:31.680246] [INFO ] [sig ] [720/3599] Completed CMI in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:31.680305] [INFO ] [sig ] [721/3599] Forecasting CMMB... [2025-11-26T21:22:31.680348] [INFO ] [sig ] Generating forecast for: CMMB [2025-11-26T21:22:31.680388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'. [2025-11-26T21:22:31.690993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMMB'. [2025-11-26T21:22:31.691276] [INFO ] [FORECASTER] Starting predict_future for CMMB [2025-11-26T21:22:31.692077] [DEBUG] [LOCAL ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt [2025-11-26T21:22:31.692148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:31.692194] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:31.692233] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:31.692301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:31.749601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:31.750229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:31.750326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:31.750367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:31.866111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:31.866222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:31.866270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:31.866311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:31.869467] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=47.27%) [2025-11-26T21:22:31.869785] [INFO ] [FORECASTER] Completed predict_future for CMMB [2025-11-26T21:22:31.869927] [INFO ] [sig ] CMMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:32.009115] [INFO ] [LOCAL ] Saved forecast: CMMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMMB.txt [2025-11-26T21:22:32.009273] [INFO ] [sig ] [721/3599] Completed CMMB in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:32.009341] [INFO ] [sig ] [722/3599] Forecasting CMP... [2025-11-26T21:22:32.009379] [INFO ] [sig ] Generating forecast for: CMP [2025-11-26T21:22:32.009432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-11-26T21:22:32.020040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMP'. [2025-11-26T21:22:32.020331] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-11-26T21:22:32.021140] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-11-26T21:22:32.021212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:32.021259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:32.021299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:32.021367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:32.078925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:32.079538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:32.079636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:32.079704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:32.197485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:32.197616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:32.197683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:32.197727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:32.200938] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=92.37%) [2025-11-26T21:22:32.201237] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-11-26T21:22:32.201382] [INFO ] [sig ] CMP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:32.344292] [INFO ] [LOCAL ] Saved forecast: CMP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMP.txt [2025-11-26T21:22:32.344459] [INFO ] [sig ] [722/3599] Completed CMP in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:32.344524] [INFO ] [sig ] [723/3599] Forecasting CMPO... [2025-11-26T21:22:32.344570] [INFO ] [sig ] Generating forecast for: CMPO [2025-11-26T21:22:32.344632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-11-26T21:22:32.355489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPO'. [2025-11-26T21:22:32.355854] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-11-26T21:22:32.356672] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-11-26T21:22:32.356743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:32.356789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:32.356829] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:32.356898] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:32.413902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:32.414681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:32.414800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:32.414852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:32.537062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:32.537236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:32.537298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:32.537334] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:32.540787] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=34.65%) [2025-11-26T21:22:32.541094] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-11-26T21:22:32.541243] [INFO ] [sig ] CMPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:32.680918] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMPO.txt [2025-11-26T21:22:32.681075] [INFO ] [sig ] [723/3599] Completed CMPO in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:32.681163] [INFO ] [sig ] [724/3599] Forecasting CMPS... [2025-11-26T21:22:32.681208] [INFO ] [sig ] Generating forecast for: CMPS [2025-11-26T21:22:32.681271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'. [2025-11-26T21:22:32.691222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPS'. [2025-11-26T21:22:32.691568] [INFO ] [FORECASTER] Starting predict_future for CMPS [2025-11-26T21:22:32.692380] [DEBUG] [LOCAL ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt [2025-11-26T21:22:32.692451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:32.692497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:32.692537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:32.692606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:32.749331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:32.750006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:32.750098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:32.750143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:32.873253] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:32.873453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:32.873507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:32.873542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:32.877055] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=18.81%) [2025-11-26T21:22:32.877374] [INFO ] [FORECASTER] Completed predict_future for CMPS [2025-11-26T21:22:32.877558] [INFO ] [sig ] CMPS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:33.021469] [INFO ] [LOCAL ] Saved forecast: CMPS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMPS.txt [2025-11-26T21:22:33.021658] [INFO ] [sig ] [724/3599] Completed CMPS in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:33.021712] [INFO ] [sig ] [725/3599] Forecasting CMPX... [2025-11-26T21:22:33.021757] [INFO ] [sig ] Generating forecast for: CMPX [2025-11-26T21:22:33.021832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'. [2025-11-26T21:22:33.031927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPX'. [2025-11-26T21:22:33.032249] [INFO ] [FORECASTER] Starting predict_future for CMPX [2025-11-26T21:22:33.033063] [DEBUG] [LOCAL ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt [2025-11-26T21:22:33.033134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:33.033181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:33.033221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:33.033289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:33.090869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:33.091540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:33.091636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:33.091703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:33.209159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:33.209335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:33.209388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:33.209428] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:33.212816] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=42.53%) [2025-11-26T21:22:33.213131] [INFO ] [FORECASTER] Completed predict_future for CMPX [2025-11-26T21:22:33.213279] [INFO ] [sig ] CMPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:33.353501] [INFO ] [LOCAL ] Saved forecast: CMPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMPX.txt [2025-11-26T21:22:33.353682] [INFO ] [sig ] [725/3599] Completed CMPX in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:33.353739] [INFO ] [sig ] [726/3599] Forecasting CMRE... [2025-11-26T21:22:33.353782] [INFO ] [sig ] Generating forecast for: CMRE [2025-11-26T21:22:33.353846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-11-26T21:22:33.363979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMRE'. [2025-11-26T21:22:33.364283] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-11-26T21:22:33.365094] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-11-26T21:22:33.365164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:33.365209] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:33.365248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:33.365317] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:33.422938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:33.423619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:33.423740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:33.423787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:33.544953] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:33.545135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:33.545187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:33.545232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:33.548697] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=92.10%) [2025-11-26T21:22:33.548993] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-11-26T21:22:33.549141] [INFO ] [sig ] CMRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:33.693978] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMRE.txt [2025-11-26T21:22:33.694155] [INFO ] [sig ] [726/3599] Completed CMRE in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:33.694220] [INFO ] [sig ] [727/3599] Forecasting CMSA... [2025-11-26T21:22:33.694262] [INFO ] [sig ] Generating forecast for: CMSA [2025-11-26T21:22:33.694328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-11-26T21:22:33.704521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSA'. [2025-11-26T21:22:33.704904] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-11-26T21:22:33.705716] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-11-26T21:22:33.705784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:33.705829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:33.705867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:33.705935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:33.762738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:33.763413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:33.763511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:33.763552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:33.873148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:33.873322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:33.873394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:33.873437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:33.876787] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=81.36%) [2025-11-26T21:22:33.877084] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-11-26T21:22:33.877233] [INFO ] [sig ] CMSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:34.018683] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMSA.txt [2025-11-26T21:22:34.018860] [INFO ] [sig ] [727/3599] Completed CMSA in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.7m [2025-11-26T21:22:34.018918] [INFO ] [sig ] [728/3599] Forecasting CMSC... [2025-11-26T21:22:34.018985] [INFO ] [sig ] Generating forecast for: CMSC [2025-11-26T21:22:34.019025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-11-26T21:22:34.032786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSC'. [2025-11-26T21:22:34.033238] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-11-26T21:22:34.034280] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-11-26T21:22:34.034360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:34.034414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:34.034459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:34.034585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:34.096829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:34.097489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:34.097599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:34.097674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:34.211809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:34.211966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:34.212018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:34.212067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:34.215553] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-11-26T21:22:34.215883] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-11-26T21:22:34.216066] [INFO ] [sig ] CMSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:34.356625] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMSC.txt [2025-11-26T21:22:34.356780] [INFO ] [sig ] [728/3599] Completed CMSC in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.6m [2025-11-26T21:22:34.356890] [INFO ] [sig ] [729/3599] Forecasting CMSD... [2025-11-26T21:22:34.356936] [INFO ] [sig ] Generating forecast for: CMSD [2025-11-26T21:22:34.356975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-11-26T21:22:34.367090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSD'. [2025-11-26T21:22:34.367412] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-11-26T21:22:34.368265] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-11-26T21:22:34.368336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:34.368381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:34.368429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:34.368522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:34.425912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:34.426595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:34.426707] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:34.426755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:34.547864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:34.548006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:34.548064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:34.548106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:34.551511] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-11-26T21:22:34.551865] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-11-26T21:22:34.552016] [INFO ] [sig ] CMSD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:34.693617] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMSD.txt [2025-11-26T21:22:34.693794] [INFO ] [sig ] [729/3599] Completed CMSD in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.6m [2025-11-26T21:22:34.693858] [INFO ] [sig ] [730/3599] Forecasting CMTG... [2025-11-26T21:22:34.693893] [INFO ] [sig ] Generating forecast for: CMTG [2025-11-26T21:22:34.693952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-11-26T21:22:34.704252] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTG'. [2025-11-26T21:22:34.704559] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-11-26T21:22:34.705411] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-11-26T21:22:34.705484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:34.705538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:34.705590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:34.705682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:34.763207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:34.763886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:34.763982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:34.764021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:34.876768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:34.876930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:34.876990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:34.877031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:34.880513] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=20.09%) [2025-11-26T21:22:34.880869] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-11-26T21:22:34.881034] [INFO ] [sig ] CMTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:35.025187] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CMTG.txt [2025-11-26T21:22:35.025336] [INFO ] [sig ] [730/3599] Completed CMTG in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.6m [2025-11-26T21:22:35.025409] [INFO ] [sig ] [731/3599] Forecasting CMTL... [2025-11-26T21:22:35.025455] [INFO ] [sig ] Generating forecast for: CMTL [2025-11-26T21:22:35.025501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'. [2025-11-26T21:22:35.036279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTL'. [2025-11-26T21:22:35.036603] [INFO ] [FORECASTER] Starting predict_future for CMTL [2025-11-26T21:22:35.037472] [DEBUG] [LOCAL ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt [2025-11-26T21:22:35.037542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:35.037601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:35.037677] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:35.037761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:35.096142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:35.096806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:35.096914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:35.096969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:35.218370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:35.218533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:35.218599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:35.218687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:35.222100] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=82.14%) [2025-11-26T21:22:35.222416] [INFO ] [FORECASTER] Completed predict_future for CMTL [2025-11-26T21:22:35.222570] [INFO ] [sig ] CMTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:35.363294] [INFO ] [LOCAL ] Saved forecast: CMTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CMTL.txt [2025-11-26T21:22:35.363435] [INFO ] [sig ] [731/3599] Completed CMTL in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.6m [2025-11-26T21:22:35.363488] [INFO ] [sig ] [732/3599] Forecasting CNA... [2025-11-26T21:22:35.363528] [INFO ] [sig ] Generating forecast for: CNA [2025-11-26T21:22:35.363600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-11-26T21:22:35.373976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNA'. [2025-11-26T21:22:35.374287] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-11-26T21:22:35.375124] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-11-26T21:22:35.375195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:35.375241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:35.375293] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:35.375372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:35.433439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:35.434157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:35.434253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:35.434293] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:35.553573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:35.553741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:35.553802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:35.553837] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:35.557154] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=70.93%) [2025-11-26T21:22:35.557472] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-11-26T21:22:35.557661] [INFO ] [sig ] CNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:35.700791] [INFO ] [LOCAL ] Saved forecast: CNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNA.txt [2025-11-26T21:22:35.700970] [INFO ] [sig ] [732/3599] Completed CNA in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.6m [2025-11-26T21:22:35.701067] [INFO ] [sig ] [733/3599] Forecasting CNC... [2025-11-26T21:22:35.701124] [INFO ] [sig ] Generating forecast for: CNC [2025-11-26T21:22:35.701167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-11-26T21:22:35.711632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNC'. [2025-11-26T21:22:35.711994] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-11-26T21:22:35.712913] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-11-26T21:22:35.712995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:35.713066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:35.713124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:35.713232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:35.772976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:35.773708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:35.773819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:35.773892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:35.896303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:35.896477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:35.896572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:35.896681] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:35.900129] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=76.64%) [2025-11-26T21:22:35.900466] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-11-26T21:22:35.900674] [INFO ] [sig ] CNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:36.040731] [INFO ] [LOCAL ] Saved forecast: CNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNC.txt [2025-11-26T21:22:36.040902] [INFO ] [sig ] [733/3599] Completed CNC in 0.3s | 2.87 sym/s | Total: 4.2m | ETA: 16.6m [2025-11-26T21:22:36.040984] [INFO ] [sig ] [734/3599] Forecasting CNEY... [2025-11-26T21:22:36.041070] [INFO ] [sig ] Generating forecast for: CNEY [2025-11-26T21:22:36.041133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'. [2025-11-26T21:22:36.051498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNEY'. [2025-11-26T21:22:36.051915] [INFO ] [FORECASTER] Starting predict_future for CNEY [2025-11-26T21:22:36.052766] [DEBUG] [LOCAL ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt [2025-11-26T21:22:36.052845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:36.052915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:36.052977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:36.053083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:36.110352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:36.111052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:36.111150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:36.111220] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:36.230686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:36.231058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:36.231132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:36.231197] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:36.234676] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=14.71%) [2025-11-26T21:22:36.235017] [INFO ] [FORECASTER] Completed predict_future for CNEY [2025-11-26T21:22:36.235202] [INFO ] [sig ] CNEY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:36.378409] [INFO ] [LOCAL ] Saved forecast: CNEY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNEY.txt [2025-11-26T21:22:36.378578] [INFO ] [sig ] [734/3599] Completed CNEY in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:36.378684] [INFO ] [sig ] [735/3599] Forecasting CNF... [2025-11-26T21:22:36.378827] [INFO ] [sig ] Generating forecast for: CNF [2025-11-26T21:22:36.378895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-11-26T21:22:36.389755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNF'. [2025-11-26T21:22:36.390117] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-11-26T21:22:36.391017] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-11-26T21:22:36.391092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:36.391134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:36.391175] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:36.391246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:36.450532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:36.451195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:36.451300] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:36.451347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:36.558022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:36.558167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:36.558218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:36.558264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:36.561590] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=23.31%) [2025-11-26T21:22:36.561912] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-11-26T21:22:36.562078] [INFO ] [sig ] CNF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:36.702120] [INFO ] [LOCAL ] Saved forecast: CNF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNF.txt [2025-11-26T21:22:36.702275] [INFO ] [sig ] [735/3599] Completed CNF in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:36.702330] [INFO ] [sig ] [736/3599] Forecasting CNI... [2025-11-26T21:22:36.702371] [INFO ] [sig ] Generating forecast for: CNI [2025-11-26T21:22:36.702429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-11-26T21:22:36.712502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNI'. [2025-11-26T21:22:36.712820] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-11-26T21:22:36.713662] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-11-26T21:22:36.713732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:36.713778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:36.713827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:36.713904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:36.772170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:36.772869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:36.772966] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:36.773013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:36.892400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:36.892561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:36.892614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:36.892675] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:36.896069] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=96.01%) [2025-11-26T21:22:36.896394] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-11-26T21:22:36.896541] [INFO ] [sig ] CNI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:37.040065] [INFO ] [LOCAL ] Saved forecast: CNI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNI.txt [2025-11-26T21:22:37.040235] [INFO ] [sig ] [736/3599] Completed CNI in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:37.040296] [INFO ] [sig ] [737/3599] Forecasting CNK... [2025-11-26T21:22:37.040339] [INFO ] [sig ] Generating forecast for: CNK [2025-11-26T21:22:37.040380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-11-26T21:22:37.050911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNK'. [2025-11-26T21:22:37.051263] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-11-26T21:22:37.052172] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-11-26T21:22:37.052247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:37.052316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:37.052383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:37.052490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:37.110503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:37.111231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:37.111332] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:37.111396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:37.230977] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:37.231138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:37.231208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:37.231274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:37.234734] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=59.10%) [2025-11-26T21:22:37.235071] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-11-26T21:22:37.235253] [INFO ] [sig ] CNK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:37.378330] [INFO ] [LOCAL ] Saved forecast: CNK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNK.txt [2025-11-26T21:22:37.378500] [INFO ] [sig ] [737/3599] Completed CNK in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:37.378586] [INFO ] [sig ] [738/3599] Forecasting CNM... [2025-11-26T21:22:37.378733] [INFO ] [sig ] Generating forecast for: CNM [2025-11-26T21:22:37.378803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-11-26T21:22:37.389333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNM'. [2025-11-26T21:22:37.389727] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-11-26T21:22:37.390564] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-11-26T21:22:37.390662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:37.390727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:37.390790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:37.390889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:37.450346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:37.451083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:37.451190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:37.451253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:37.577572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:37.577749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:37.577812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:37.577871] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:37.581406] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-11-26T21:22:37.581927] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-11-26T21:22:37.582078] [INFO ] [sig ] CNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:37.724364] [INFO ] [LOCAL ] Saved forecast: CNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNM.txt [2025-11-26T21:22:37.724530] [INFO ] [sig ] [738/3599] Completed CNM in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:37.724600] [INFO ] [sig ] [739/3599] Forecasting CNMD... [2025-11-26T21:22:37.724679] [INFO ] [sig ] Generating forecast for: CNMD [2025-11-26T21:22:37.724763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-11-26T21:22:37.735329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNMD'. [2025-11-26T21:22:37.735685] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-11-26T21:22:37.736540] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-11-26T21:22:37.736621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:37.736706] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:37.736764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:37.736850] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:37.794666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:37.795381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:37.795489] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:37.795551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:37.917142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:37.917333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:37.917403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:37.917479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:37.921051] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=33.38%) [2025-11-26T21:22:37.921387] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-11-26T21:22:37.921555] [INFO ] [sig ] CNMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:38.061493] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNMD.txt [2025-11-26T21:22:38.061699] [INFO ] [sig ] [739/3599] Completed CNMD in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:38.061793] [INFO ] [sig ] [740/3599] Forecasting CNNE... [2025-11-26T21:22:38.061851] [INFO ] [sig ] Generating forecast for: CNNE [2025-11-26T21:22:38.061908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-11-26T21:22:38.072401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNNE'. [2025-11-26T21:22:38.072737] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-11-26T21:22:38.073568] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-11-26T21:22:38.073679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:38.073746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:38.073803] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:38.073900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:38.131855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:38.132516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:38.132622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:38.132724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:38.258268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:38.258433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:38.258484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:38.258520] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:38.262031] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=90.21%) [2025-11-26T21:22:38.262346] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-11-26T21:22:38.262511] [INFO ] [sig ] CNNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:38.402665] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNNE.txt [2025-11-26T21:22:38.402806] [INFO ] [sig ] [740/3599] Completed CNNE in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:38.402861] [INFO ] [sig ] [741/3599] Forecasting CNO... [2025-11-26T21:22:38.402950] [INFO ] [sig ] Generating forecast for: CNO [2025-11-26T21:22:38.403020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-11-26T21:22:38.413566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNO'. [2025-11-26T21:22:38.413925] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-11-26T21:22:38.414778] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-11-26T21:22:38.414859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:38.414921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:38.414982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:38.415081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:38.472958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:38.473625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:38.473750] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:38.473814] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:38.595680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:38.595822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:38.595892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:38.595953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:38.599356] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=74.71%) [2025-11-26T21:22:38.599699] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-11-26T21:22:38.599868] [INFO ] [sig ] CNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:38.744201] [INFO ] [LOCAL ] Saved forecast: CNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNO.txt [2025-11-26T21:22:38.744353] [INFO ] [sig ] [741/3599] Completed CNO in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:38.744431] [INFO ] [sig ] [742/3599] Forecasting CNOB... [2025-11-26T21:22:38.744487] [INFO ] [sig ] Generating forecast for: CNOB [2025-11-26T21:22:38.744547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'. [2025-11-26T21:22:38.754418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNOB'. [2025-11-26T21:22:38.754757] [INFO ] [FORECASTER] Starting predict_future for CNOB [2025-11-26T21:22:38.755556] [DEBUG] [LOCAL ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt [2025-11-26T21:22:38.755628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:38.755706] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:38.755757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:38.755854] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:38.814778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:38.815497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:38.815597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:38.815664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:38.932958] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:38.933100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:38.933163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:38.933215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:38.936594] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=28.68%) [2025-11-26T21:22:38.936931] [INFO ] [FORECASTER] Completed predict_future for CNOB [2025-11-26T21:22:38.937094] [INFO ] [sig ] CNOB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:39.078928] [INFO ] [LOCAL ] Saved forecast: CNOB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNOB.txt [2025-11-26T21:22:39.079078] [INFO ] [sig ] [742/3599] Completed CNOB in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:39.079143] [INFO ] [sig ] [743/3599] Forecasting CNP... [2025-11-26T21:22:39.079217] [INFO ] [sig ] Generating forecast for: CNP [2025-11-26T21:22:39.079274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-11-26T21:22:39.089500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNP'. [2025-11-26T21:22:39.089881] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-11-26T21:22:39.090736] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-11-26T21:22:39.090807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:39.090864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:39.090913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:39.090998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:39.151071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:39.151790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:39.151887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:39.151939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:39.273206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:39.273365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:39.273417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:39.273473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:39.276934] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=19.70%) [2025-11-26T21:22:39.277245] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-11-26T21:22:39.277404] [INFO ] [sig ] CNP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:39.423053] [INFO ] [LOCAL ] Saved forecast: CNP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNP.txt [2025-11-26T21:22:39.423220] [INFO ] [sig ] [743/3599] Completed CNP in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.6m [2025-11-26T21:22:39.423285] [INFO ] [sig ] [744/3599] Forecasting CNQ... [2025-11-26T21:22:39.423363] [INFO ] [sig ] Generating forecast for: CNQ [2025-11-26T21:22:39.423422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-11-26T21:22:39.433896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNQ'. [2025-11-26T21:22:39.434214] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-11-26T21:22:39.435051] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-11-26T21:22:39.435135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:39.435187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:39.435237] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:39.435322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:39.494044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:39.494744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:39.494845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:39.494903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:39.617190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:39.617352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:39.617403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:39.617458] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:39.620845] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=20.18%) [2025-11-26T21:22:39.621164] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-11-26T21:22:39.621316] [INFO ] [sig ] CNQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:39.765937] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNQ.txt [2025-11-26T21:22:39.766088] [INFO ] [sig ] [744/3599] Completed CNQ in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:39.766142] [INFO ] [sig ] [745/3599] Forecasting CNS... [2025-11-26T21:22:39.766190] [INFO ] [sig ] Generating forecast for: CNS [2025-11-26T21:22:39.766248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-11-26T21:22:39.776382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNS'. [2025-11-26T21:22:39.776720] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-11-26T21:22:39.777568] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-11-26T21:22:39.777639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:39.777716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:39.777766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:39.777848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:39.838968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:39.839669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:39.839772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:39.839834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:39.955708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:39.955871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:39.955923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:39.955962] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:39.959386] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=80.85%) [2025-11-26T21:22:39.959724] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-11-26T21:22:39.959881] [INFO ] [sig ] CNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:40.099574] [INFO ] [LOCAL ] Saved forecast: CNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNS.txt [2025-11-26T21:22:40.099741] [INFO ] [sig ] [745/3599] Completed CNS in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:40.099807] [INFO ] [sig ] [746/3599] Forecasting CNSP... [2025-11-26T21:22:40.099870] [INFO ] [sig ] Generating forecast for: CNSP [2025-11-26T21:22:40.099910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'. [2025-11-26T21:22:40.109693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNSP'. [2025-11-26T21:22:40.110022] [INFO ] [FORECASTER] Starting predict_future for CNSP [2025-11-26T21:22:40.110829] [DEBUG] [LOCAL ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt [2025-11-26T21:22:40.110900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:40.110946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:40.110986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:40.111056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:40.171832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:40.172571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:40.172710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:40.172761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:40.294956] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:40.295122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:40.295174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:40.295221] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:40.298590] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=64.34%) [2025-11-26T21:22:40.298915] [INFO ] [FORECASTER] Completed predict_future for CNSP [2025-11-26T21:22:40.299064] [INFO ] [sig ] CNSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:40.439584] [INFO ] [LOCAL ] Saved forecast: CNSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNSP.txt [2025-11-26T21:22:40.439741] [INFO ] [sig ] [746/3599] Completed CNSP in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:40.439797] [INFO ] [sig ] [747/3599] Forecasting CNTA... [2025-11-26T21:22:40.439838] [INFO ] [sig ] Generating forecast for: CNTA [2025-11-26T21:22:40.439877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'. [2025-11-26T21:22:40.450384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTA'. [2025-11-26T21:22:40.450757] [INFO ] [FORECASTER] Starting predict_future for CNTA [2025-11-26T21:22:40.451613] [DEBUG] [LOCAL ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt [2025-11-26T21:22:40.451719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:40.451785] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:40.451845] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:40.451944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:40.512005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:40.512720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:40.512827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:40.512892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:40.628607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:40.628762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:40.628814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:40.628854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:40.632199] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=33.11%) [2025-11-26T21:22:40.632509] [INFO ] [FORECASTER] Completed predict_future for CNTA [2025-11-26T21:22:40.632675] [INFO ] [sig ] CNTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:40.773286] [INFO ] [LOCAL ] Saved forecast: CNTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNTA.txt [2025-11-26T21:22:40.773445] [INFO ] [sig ] [747/3599] Completed CNTA in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:40.773502] [INFO ] [sig ] [748/3599] Forecasting CNTY... [2025-11-26T21:22:40.773543] [INFO ] [sig ] Generating forecast for: CNTY [2025-11-26T21:22:40.773585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'. [2025-11-26T21:22:40.783977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTY'. [2025-11-26T21:22:40.784315] [INFO ] [FORECASTER] Starting predict_future for CNTY [2025-11-26T21:22:40.785186] [DEBUG] [LOCAL ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt [2025-11-26T21:22:40.785258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:40.785303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:40.785354] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:40.785449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:40.843537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:40.844212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:40.844307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:40.844351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:40.965482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:40.965635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:40.965712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:40.965770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:40.969185] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=82.22%) [2025-11-26T21:22:40.969494] [INFO ] [FORECASTER] Completed predict_future for CNTY [2025-11-26T21:22:40.969669] [INFO ] [sig ] CNTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:41.110308] [INFO ] [LOCAL ] Saved forecast: CNTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNTY.txt [2025-11-26T21:22:41.110457] [INFO ] [sig ] [748/3599] Completed CNTY in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:41.110523] [INFO ] [sig ] [749/3599] Forecasting CNVS... [2025-11-26T21:22:41.110583] [INFO ] [sig ] Generating forecast for: CNVS [2025-11-26T21:22:41.110634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'. [2025-11-26T21:22:41.120549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNVS'. [2025-11-26T21:22:41.120914] [INFO ] [FORECASTER] Starting predict_future for CNVS [2025-11-26T21:22:41.121737] [DEBUG] [LOCAL ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt [2025-11-26T21:22:41.121813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:41.121864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:41.121909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:41.121993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:41.181334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:41.182067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:41.182174] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:41.182229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:41.305129] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:41.305317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:41.305380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:41.305417] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:41.309006] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-11-26T21:22:41.309356] [INFO ] [FORECASTER] Completed predict_future for CNVS [2025-11-26T21:22:41.309514] [INFO ] [sig ] CNVS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:41.450431] [INFO ] [LOCAL ] Saved forecast: CNVS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNVS.txt [2025-11-26T21:22:41.450570] [INFO ] [sig ] [749/3599] Completed CNVS in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:41.450623] [INFO ] [sig ] [750/3599] Forecasting CNX... [2025-11-26T21:22:41.450692] [INFO ] [sig ] Generating forecast for: CNX [2025-11-26T21:22:41.450736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-11-26T21:22:41.461232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNX'. [2025-11-26T21:22:41.461536] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-11-26T21:22:41.462365] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-11-26T21:22:41.462437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:41.462493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:41.462537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:41.462618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:41.520233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:41.520910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:41.521004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:41.521054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:41.641365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:41.641534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:41.641596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:41.641631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:41.645083] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=8.22%) [2025-11-26T21:22:41.645404] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-11-26T21:22:41.645564] [INFO ] [sig ] CNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:41.788261] [INFO ] [LOCAL ] Saved forecast: CNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CNX.txt [2025-11-26T21:22:41.788414] [INFO ] [sig ] [750/3599] Completed CNX in 0.3s | 2.88 sym/s | Total: 4.3m | ETA: 16.5m [2025-11-26T21:22:41.788472] [INFO ] [sig ] [751/3599] Forecasting CNXC... [2025-11-26T21:22:41.788532] [INFO ] [sig ] Generating forecast for: CNXC [2025-11-26T21:22:41.788578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'. [2025-11-26T21:22:41.799129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXC'. [2025-11-26T21:22:41.799468] [INFO ] [FORECASTER] Starting predict_future for CNXC [2025-11-26T21:22:41.800330] [DEBUG] [LOCAL ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt [2025-11-26T21:22:41.800402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:41.800449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:41.800489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:41.800559] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:41.860713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:41.861360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:41.861458] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:41.861505] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:41.981505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:41.981722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:41.981800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:41.981868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:41.985698] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=76.72%) [2025-11-26T21:22:41.986028] [INFO ] [FORECASTER] Completed predict_future for CNXC [2025-11-26T21:22:41.986208] [INFO ] [sig ] CNXC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:42.127493] [INFO ] [LOCAL ] Saved forecast: CNXC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNXC.txt [2025-11-26T21:22:42.127679] [INFO ] [sig ] [751/3599] Completed CNXC in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:42.127760] [INFO ] [sig ] [752/3599] Forecasting CNXN... [2025-11-26T21:22:42.127833] [INFO ] [sig ] Generating forecast for: CNXN [2025-11-26T21:22:42.127912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'. [2025-11-26T21:22:42.137835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXN'. [2025-11-26T21:22:42.138168] [INFO ] [FORECASTER] Starting predict_future for CNXN [2025-11-26T21:22:42.139030] [DEBUG] [LOCAL ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt [2025-11-26T21:22:42.139111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:42.139180] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:42.139242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:42.139350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:42.197348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:42.198133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:42.198245] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:42.198317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:42.316320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:42.316488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:42.316561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:42.316625] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:42.320172] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=86.66%) [2025-11-26T21:22:42.320512] [INFO ] [FORECASTER] Completed predict_future for CNXN [2025-11-26T21:22:42.320716] [INFO ] [sig ] CNXN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:42.461862] [INFO ] [LOCAL ] Saved forecast: CNXN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CNXN.txt [2025-11-26T21:22:42.462022] [INFO ] [sig ] [752/3599] Completed CNXN in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:42.462100] [INFO ] [sig ] [753/3599] Forecasting COCO... [2025-11-26T21:22:42.462164] [INFO ] [sig ] Generating forecast for: COCO [2025-11-26T21:22:42.462230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'. [2025-11-26T21:22:42.472537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COCO'. [2025-11-26T21:22:42.472905] [INFO ] [FORECASTER] Starting predict_future for COCO [2025-11-26T21:22:42.473736] [DEBUG] [LOCAL ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt [2025-11-26T21:22:42.473814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:42.473883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:42.473941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:42.474041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:42.533013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:42.533737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:42.533844] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:42.533918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:42.657863] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:42.658084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:42.658173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:42.658242] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:42.661967] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-11-26T21:22:42.662299] [INFO ] [FORECASTER] Completed predict_future for COCO [2025-11-26T21:22:42.662487] [INFO ] [sig ] COCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:42.803121] [INFO ] [LOCAL ] Saved forecast: COCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COCO.txt [2025-11-26T21:22:42.803305] [INFO ] [sig ] [753/3599] Completed COCO in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:42.803427] [INFO ] [sig ] [754/3599] Forecasting CODA... [2025-11-26T21:22:42.803503] [INFO ] [sig ] Generating forecast for: CODA [2025-11-26T21:22:42.803592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'. [2025-11-26T21:22:42.813758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODA'. [2025-11-26T21:22:42.814112] [INFO ] [FORECASTER] Starting predict_future for CODA [2025-11-26T21:22:42.814954] [DEBUG] [LOCAL ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt [2025-11-26T21:22:42.815035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:42.815108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:42.815176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:42.815287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:42.874043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:42.874754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:42.874863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:42.874936] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:42.986626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:42.986825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:42.986905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:42.986972] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:42.990481] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-11-26T21:22:42.990843] [INFO ] [FORECASTER] Completed predict_future for CODA [2025-11-26T21:22:42.991009] [INFO ] [sig ] CODA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:43.132246] [INFO ] [LOCAL ] Saved forecast: CODA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CODA.txt [2025-11-26T21:22:43.132449] [INFO ] [sig ] [754/3599] Completed CODA in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:43.132536] [INFO ] [sig ] [755/3599] Forecasting CODI... [2025-11-26T21:22:43.132633] [INFO ] [sig ] Generating forecast for: CODI [2025-11-26T21:22:43.132715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-11-26T21:22:43.142855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODI'. [2025-11-26T21:22:43.143172] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-11-26T21:22:43.144021] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-11-26T21:22:43.144103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:43.144196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:43.144257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:43.144368] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:43.202501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:43.203253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:43.203360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:43.203424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:43.325009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:43.325228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:43.325301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:43.325361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:43.329094] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=82.74%) [2025-11-26T21:22:43.329424] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-11-26T21:22:43.329618] [INFO ] [sig ] CODI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:43.472686] [INFO ] [LOCAL ] Saved forecast: CODI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CODI.txt [2025-11-26T21:22:43.472857] [INFO ] [sig ] [755/3599] Completed CODI in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:43.472931] [INFO ] [sig ] [756/3599] Forecasting COEP... [2025-11-26T21:22:43.473009] [INFO ] [sig ] Generating forecast for: COEP [2025-11-26T21:22:43.473082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'. [2025-11-26T21:22:43.484063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COEP'. [2025-11-26T21:22:43.484425] [INFO ] [FORECASTER] Starting predict_future for COEP [2025-11-26T21:22:43.485312] [DEBUG] [LOCAL ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt [2025-11-26T21:22:43.485392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:43.485459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:43.485527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:43.485637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:43.544210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:43.544934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:43.545040] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:43.545114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:43.672538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:43.672742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:43.672826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:43.672896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:43.676484] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=50.88%) [2025-11-26T21:22:43.676869] [INFO ] [FORECASTER] Completed predict_future for COEP [2025-11-26T21:22:43.677074] [INFO ] [sig ] COEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:43.819382] [INFO ] [LOCAL ] Saved forecast: COEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COEP.txt [2025-11-26T21:22:43.819580] [INFO ] [sig ] [756/3599] Completed COEP in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:43.819694] [INFO ] [sig ] [757/3599] Forecasting COF... [2025-11-26T21:22:43.819784] [INFO ] [sig ] Generating forecast for: COF [2025-11-26T21:22:43.819868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-11-26T21:22:43.830717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COF'. [2025-11-26T21:22:43.831081] [INFO ] [FORECASTER] Starting predict_future for COF [2025-11-26T21:22:43.831976] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-11-26T21:22:43.832049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:43.832104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:43.832154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:43.832254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:43.892112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:43.892994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:43.893096] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:43.893144] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:44.020974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:44.021181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:44.021244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:44.021291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:44.024922] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=42.05%) [2025-11-26T21:22:44.025235] [INFO ] [FORECASTER] Completed predict_future for COF [2025-11-26T21:22:44.025389] [INFO ] [sig ] COF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:44.167079] [INFO ] [LOCAL ] Saved forecast: COF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COF.txt [2025-11-26T21:22:44.167228] [INFO ] [sig ] [757/3599] Completed COF in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:44.167279] [INFO ] [sig ] [758/3599] Forecasting COFS... [2025-11-26T21:22:44.167317] [INFO ] [sig ] Generating forecast for: COFS [2025-11-26T21:22:44.167375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'. [2025-11-26T21:22:44.177806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COFS'. [2025-11-26T21:22:44.178144] [INFO ] [FORECASTER] Starting predict_future for COFS [2025-11-26T21:22:44.179203] [DEBUG] [LOCAL ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt [2025-11-26T21:22:44.179284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:44.179355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:44.179419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:44.179527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:44.236884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:44.237733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:44.237849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:44.237926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:44.355629] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:44.355829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:44.355909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:44.355983] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:44.359494] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=9.13%) [2025-11-26T21:22:44.359881] [INFO ] [FORECASTER] Completed predict_future for COFS [2025-11-26T21:22:44.360065] [INFO ] [sig ] COFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:44.502728] [INFO ] [LOCAL ] Saved forecast: COFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COFS.txt [2025-11-26T21:22:44.502918] [INFO ] [sig ] [758/3599] Completed COFS in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:44.502986] [INFO ] [sig ] [759/3599] Forecasting COIN... [2025-11-26T21:22:44.503056] [INFO ] [sig ] Generating forecast for: COIN [2025-11-26T21:22:44.503100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'. [2025-11-26T21:22:44.513426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COIN'. [2025-11-26T21:22:44.513801] [INFO ] [FORECASTER] Starting predict_future for COIN [2025-11-26T21:22:44.514606] [DEBUG] [LOCAL ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt [2025-11-26T21:22:44.514695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:44.514742] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:44.514813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:44.514895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:44.572512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:44.573377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:44.573485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:44.573533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:44.701052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:44.701233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:44.701316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:44.701389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:44.704951] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-11-26T21:22:44.705277] [INFO ] [FORECASTER] Completed predict_future for COIN [2025-11-26T21:22:44.705453] [INFO ] [sig ] COIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:44.856929] [INFO ] [LOCAL ] Saved forecast: COIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COIN.txt [2025-11-26T21:22:44.857094] [INFO ] [sig ] [759/3599] Completed COIN in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 16.5m [2025-11-26T21:22:44.857149] [INFO ] [sig ] [760/3599] Forecasting COKE... [2025-11-26T21:22:44.857191] [INFO ] [sig ] Generating forecast for: COKE [2025-11-26T21:22:44.857314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'. [2025-11-26T21:22:44.868198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COKE'. [2025-11-26T21:22:44.868539] [INFO ] [FORECASTER] Starting predict_future for COKE [2025-11-26T21:22:44.869412] [DEBUG] [LOCAL ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt [2025-11-26T21:22:44.869486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:44.869554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:44.869627] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:44.869771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:44.928483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:44.929246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:44.929356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:44.929403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:45.047914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:45.048092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:45.048161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:45.048220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:45.051756] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=58.91%) [2025-11-26T21:22:45.052100] [INFO ] [FORECASTER] Completed predict_future for COKE [2025-11-26T21:22:45.052313] [INFO ] [sig ] COKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:45.197288] [INFO ] [LOCAL ] Saved forecast: COKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COKE.txt [2025-11-26T21:22:45.197473] [INFO ] [sig ] [760/3599] Completed COKE in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:45.197576] [INFO ] [sig ] [761/3599] Forecasting COLB... [2025-11-26T21:22:45.197682] [INFO ] [sig ] Generating forecast for: COLB [2025-11-26T21:22:45.197759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'. [2025-11-26T21:22:45.208122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLB'. [2025-11-26T21:22:45.208456] [INFO ] [FORECASTER] Starting predict_future for COLB [2025-11-26T21:22:45.209296] [DEBUG] [LOCAL ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt [2025-11-26T21:22:45.209378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:45.209439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:45.209498] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:45.209591] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:45.267371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:45.268114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:45.268220] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:45.268285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:45.388079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:45.388251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:45.388328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:45.388388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:45.391903] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-11-26T21:22:45.392218] [INFO ] [FORECASTER] Completed predict_future for COLB [2025-11-26T21:22:45.392381] [INFO ] [sig ] COLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:45.535575] [INFO ] [LOCAL ] Saved forecast: COLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COLB.txt [2025-11-26T21:22:45.535778] [INFO ] [sig ] [761/3599] Completed COLB in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:45.535846] [INFO ] [sig ] [762/3599] Forecasting COLD... [2025-11-26T21:22:45.535904] [INFO ] [sig ] Generating forecast for: COLD [2025-11-26T21:22:45.535954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-11-26T21:22:45.547183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLD'. [2025-11-26T21:22:45.547541] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-11-26T21:22:45.548376] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-11-26T21:22:45.548448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:45.548494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:45.548534] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:45.548603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:45.606330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:45.607219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:45.607322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:45.607370] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:45.729984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:45.730171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:45.730246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:45.730292] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:45.733889] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=87.14%) [2025-11-26T21:22:45.734194] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-11-26T21:22:45.734345] [INFO ] [sig ] COLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:45.875522] [INFO ] [LOCAL ] Saved forecast: COLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COLD.txt [2025-11-26T21:22:45.875685] [INFO ] [sig ] [762/3599] Completed COLD in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:45.875747] [INFO ] [sig ] [763/3599] Forecasting COLL... [2025-11-26T21:22:45.875799] [INFO ] [sig ] Generating forecast for: COLL [2025-11-26T21:22:45.875878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'. [2025-11-26T21:22:45.887010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLL'. [2025-11-26T21:22:45.887389] [INFO ] [FORECASTER] Starting predict_future for COLL [2025-11-26T21:22:45.888365] [DEBUG] [LOCAL ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt [2025-11-26T21:22:45.888441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:45.888489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:45.888529] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:45.888597] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:45.949313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:45.950192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:45.950299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:45.950347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:46.091327] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:46.091516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:46.091571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:46.091608] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:46.095134] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-11-26T21:22:46.095441] [INFO ] [FORECASTER] Completed predict_future for COLL [2025-11-26T21:22:46.095594] [INFO ] [sig ] COLL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:46.237603] [INFO ] [LOCAL ] Saved forecast: COLL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COLL.txt [2025-11-26T21:22:46.237805] [INFO ] [sig ] [763/3599] Completed COLL in 0.4s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:46.237863] [INFO ] [sig ] [764/3599] Forecasting COLM... [2025-11-26T21:22:46.237931] [INFO ] [sig ] Generating forecast for: COLM [2025-11-26T21:22:46.237971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'. [2025-11-26T21:22:46.248075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLM'. [2025-11-26T21:22:46.248396] [INFO ] [FORECASTER] Starting predict_future for COLM [2025-11-26T21:22:46.249212] [DEBUG] [LOCAL ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt [2025-11-26T21:22:46.249282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:46.249329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:46.249368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:46.249435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:46.306965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:46.307887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:46.308009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:46.308058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:46.426903] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:46.427091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:46.427147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:46.427188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:46.430752] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=0.61%) [2025-11-26T21:22:46.431071] [INFO ] [FORECASTER] Completed predict_future for COLM [2025-11-26T21:22:46.431225] [INFO ] [sig ] COLM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:46.574341] [INFO ] [LOCAL ] Saved forecast: COLM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COLM.txt [2025-11-26T21:22:46.574533] [INFO ] [sig ] [764/3599] Completed COLM in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:46.574610] [INFO ] [sig ] [765/3599] Forecasting COMM... [2025-11-26T21:22:46.574669] [INFO ] [sig ] Generating forecast for: COMM [2025-11-26T21:22:46.574712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'. [2025-11-26T21:22:46.584902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMM'. [2025-11-26T21:22:46.585197] [INFO ] [FORECASTER] Starting predict_future for COMM [2025-11-26T21:22:46.586006] [DEBUG] [LOCAL ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt [2025-11-26T21:22:46.586077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:46.586123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:46.586163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:46.586225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:46.643206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:46.643871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:46.643967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:46.644013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:46.764813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:46.764969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:46.765024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:46.765067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:46.768487] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=73.64%) [2025-11-26T21:22:46.768834] [INFO ] [FORECASTER] Completed predict_future for COMM [2025-11-26T21:22:46.768986] [INFO ] [sig ] COMM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:46.910192] [INFO ] [LOCAL ] Saved forecast: COMM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COMM.txt [2025-11-26T21:22:46.910345] [INFO ] [sig ] [765/3599] Completed COMM in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:46.910399] [INFO ] [sig ] [766/3599] Forecasting COMP... [2025-11-26T21:22:46.910440] [INFO ] [sig ] Generating forecast for: COMP [2025-11-26T21:22:46.910483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-11-26T21:22:46.920418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMP'. [2025-11-26T21:22:46.920750] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-11-26T21:22:46.921579] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-11-26T21:22:46.921666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:46.921728] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:46.921781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:46.921864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:46.979389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:46.980098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:46.980193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:46.980243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:47.101666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:47.101818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:47.101871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:47.101911] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:47.105281] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=44.21%) [2025-11-26T21:22:47.105586] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-11-26T21:22:47.105766] [INFO ] [sig ] COMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:47.245439] [INFO ] [LOCAL ] Saved forecast: COMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COMP.txt [2025-11-26T21:22:47.245588] [INFO ] [sig ] [766/3599] Completed COMP in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:47.245659] [INFO ] [sig ] [767/3599] Forecasting CONL... [2025-11-26T21:22:47.245705] [INFO ] [sig ] Generating forecast for: CONL [2025-11-26T21:22:47.245767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'. [2025-11-26T21:22:47.256277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CONL'. [2025-11-26T21:22:47.256611] [INFO ] [FORECASTER] Starting predict_future for CONL [2025-11-26T21:22:47.257477] [DEBUG] [LOCAL ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt [2025-11-26T21:22:47.257553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:47.257600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:47.257665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:47.257758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:47.317793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:47.318467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:47.318570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:47.318629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:47.439718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:47.439882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:47.439946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:47.439991] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:47.443397] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=26.11%) [2025-11-26T21:22:47.443719] [INFO ] [FORECASTER] Completed predict_future for CONL [2025-11-26T21:22:47.443884] [INFO ] [sig ] CONL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:47.585336] [INFO ] [LOCAL ] Saved forecast: CONL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CONL.txt [2025-11-26T21:22:47.585474] [INFO ] [sig ] [767/3599] Completed CONL in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:47.585544] [INFO ] [sig ] [768/3599] Forecasting COO... [2025-11-26T21:22:47.585584] [INFO ] [sig ] Generating forecast for: COO [2025-11-26T21:22:47.585665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'. [2025-11-26T21:22:47.595737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COO'. [2025-11-26T21:22:47.596053] [INFO ] [FORECASTER] Starting predict_future for COO [2025-11-26T21:22:47.596889] [DEBUG] [LOCAL ] No optimal features file found for COO: ./output/feature-sets/COO.txt [2025-11-26T21:22:47.596958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:47.597004] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:47.597043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:47.597111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:47.657018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:47.657734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:47.657832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:47.657876] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:47.776719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:47.776885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:47.776951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:47.777001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:47.781119] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=40.74%) [2025-11-26T21:22:47.781442] [INFO ] [FORECASTER] Completed predict_future for COO [2025-11-26T21:22:47.781599] [INFO ] [sig ] COO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:47.922333] [INFO ] [LOCAL ] Saved forecast: COO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COO.txt [2025-11-26T21:22:47.922478] [INFO ] [sig ] [768/3599] Completed COO in 0.3s | 2.88 sym/s | Total: 4.4m | ETA: 16.4m [2025-11-26T21:22:47.922533] [INFO ] [sig ] [769/3599] Forecasting COP... [2025-11-26T21:22:47.922578] [INFO ] [sig ] Generating forecast for: COP [2025-11-26T21:22:47.922614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-11-26T21:22:47.932900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COP'. [2025-11-26T21:22:47.933205] [INFO ] [FORECASTER] Starting predict_future for COP [2025-11-26T21:22:47.934025] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-11-26T21:22:47.934094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:47.934138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:47.934188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:47.934273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:47.992790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:47.993465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:47.993561] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:47.993615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:48.110877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:48.111031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:48.111082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:48.111126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:48.114467] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-11-26T21:22:48.114803] [INFO ] [FORECASTER] Completed predict_future for COP [2025-11-26T21:22:48.114960] [INFO ] [sig ] COP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:48.255046] [INFO ] [LOCAL ] Saved forecast: COP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COP.txt [2025-11-26T21:22:48.255196] [INFO ] [sig ] [769/3599] Completed COP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.4m [2025-11-26T21:22:48.255249] [INFO ] [sig ] [770/3599] Forecasting COPP... [2025-11-26T21:22:48.255305] [INFO ] [sig ] Generating forecast for: COPP [2025-11-26T21:22:48.255346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'. [2025-11-26T21:22:48.266258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COPP'. [2025-11-26T21:22:48.266620] [INFO ] [FORECASTER] Starting predict_future for COPP [2025-11-26T21:22:48.267462] [DEBUG] [LOCAL ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt [2025-11-26T21:22:48.267536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:48.267581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:48.267629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:48.267764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:48.328203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:48.328966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:48.329065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:48.329110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:48.442916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:48.443049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:48.443095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:48.443137] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:48.446437] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=86.69%) [2025-11-26T21:22:48.446764] [INFO ] [FORECASTER] Completed predict_future for COPP [2025-11-26T21:22:48.446920] [INFO ] [sig ] COPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:48.586806] [INFO ] [LOCAL ] Saved forecast: COPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/COPP.txt [2025-11-26T21:22:48.586974] [INFO ] [sig ] [770/3599] Completed COPP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.4m [2025-11-26T21:22:48.587029] [INFO ] [sig ] [771/3599] Forecasting CORZ... [2025-11-26T21:22:48.587091] [INFO ] [sig ] Generating forecast for: CORZ [2025-11-26T21:22:48.587127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'. [2025-11-26T21:22:48.597298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZ'. [2025-11-26T21:22:48.597664] [INFO ] [FORECASTER] Starting predict_future for CORZ [2025-11-26T21:22:48.598476] [DEBUG] [LOCAL ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt [2025-11-26T21:22:48.598546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:48.598590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:48.598629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:48.598751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:48.657168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:48.657991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:48.658091] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:48.658132] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:48.780997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:48.781146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:48.781204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:48.781246] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:48.784659] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=3.30%) [2025-11-26T21:22:48.784980] [INFO ] [FORECASTER] Completed predict_future for CORZ [2025-11-26T21:22:48.785131] [INFO ] [sig ] CORZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:48.924395] [INFO ] [LOCAL ] Saved forecast: CORZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CORZ.txt [2025-11-26T21:22:48.924545] [INFO ] [sig ] [771/3599] Completed CORZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.4m [2025-11-26T21:22:48.924598] [INFO ] [sig ] [772/3599] Forecasting CORZZ... [2025-11-26T21:22:48.924656] [INFO ] [sig ] Generating forecast for: CORZZ [2025-11-26T21:22:48.924718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'. [2025-11-26T21:22:48.935009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'. [2025-11-26T21:22:48.935369] [INFO ] [FORECASTER] Starting predict_future for CORZZ [2025-11-26T21:22:48.936236] [DEBUG] [LOCAL ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt [2025-11-26T21:22:48.936307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:48.936364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:48.936429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:48.936521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:48.996293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:48.996987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:48.997093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:48.997166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:49.108016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:49.108178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:49.108254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:49.108321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:49.111871] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=38.79%) [2025-11-26T21:22:49.112198] [INFO ] [FORECASTER] Completed predict_future for CORZZ [2025-11-26T21:22:49.112377] [INFO ] [sig ] CORZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:49.252816] [INFO ] [LOCAL ] Saved forecast: CORZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CORZZ.txt [2025-11-26T21:22:49.252980] [INFO ] [sig ] [772/3599] Completed CORZZ in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.4m [2025-11-26T21:22:49.253055] [INFO ] [sig ] [773/3599] Forecasting COTY... [2025-11-26T21:22:49.253139] [INFO ] [sig ] Generating forecast for: COTY [2025-11-26T21:22:49.253212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-11-26T21:22:49.263564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COTY'. [2025-11-26T21:22:49.263914] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-11-26T21:22:49.264734] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-11-26T21:22:49.264804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:49.264849] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:49.264888] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:49.264955] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:49.323347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:49.324036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:49.324139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:49.324185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:49.447396] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:49.447558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:49.447613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:49.447687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:49.451056] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=17.81%) [2025-11-26T21:22:49.451354] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-11-26T21:22:49.451500] [INFO ] [sig ] COTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:49.591251] [INFO ] [LOCAL ] Saved forecast: COTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COTY.txt [2025-11-26T21:22:49.591386] [INFO ] [sig ] [773/3599] Completed COTY in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.4m [2025-11-26T21:22:49.591438] [INFO ] [sig ] [774/3599] Forecasting COWG... [2025-11-26T21:22:49.591478] [INFO ] [sig ] Generating forecast for: COWG [2025-11-26T21:22:49.591537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'. [2025-11-26T21:22:49.601539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COWG'. [2025-11-26T21:22:49.601860] [INFO ] [FORECASTER] Starting predict_future for COWG [2025-11-26T21:22:49.602674] [DEBUG] [LOCAL ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt [2025-11-26T21:22:49.602740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:49.602784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:49.602822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:49.602901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:49.660796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:49.661440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:49.661534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:49.661574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:49.778534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:49.778719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:49.778772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:49.778812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:49.782304] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=28.55%) [2025-11-26T21:22:49.782608] [INFO ] [FORECASTER] Completed predict_future for COWG [2025-11-26T21:22:49.782780] [INFO ] [sig ] COWG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:49.922502] [INFO ] [LOCAL ] Saved forecast: COWG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/COWG.txt [2025-11-26T21:22:49.922673] [INFO ] [sig ] [774/3599] Completed COWG in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.4m [2025-11-26T21:22:49.922754] [INFO ] [sig ] [775/3599] Forecasting CP... [2025-11-26T21:22:49.922797] [INFO ] [sig ] Generating forecast for: CP [2025-11-26T21:22:49.922840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-11-26T21:22:49.933023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CP'. [2025-11-26T21:22:49.933322] [INFO ] [FORECASTER] Starting predict_future for CP [2025-11-26T21:22:49.934126] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-11-26T21:22:49.934198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:49.934244] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:49.934281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:49.934348] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:49.992563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:49.993224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:49.993320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:49.993379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:50.115260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:50.115416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:50.115469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:50.115512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:50.118912] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T21:22:50.119220] [INFO ] [FORECASTER] Completed predict_future for CP [2025-11-26T21:22:50.119366] [INFO ] [sig ] CP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:50.260216] [INFO ] [LOCAL ] Saved forecast: CP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CP.txt [2025-11-26T21:22:50.260356] [INFO ] [sig ] [775/3599] Completed CP in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:50.260420] [INFO ] [sig ] [776/3599] Forecasting CPA... [2025-11-26T21:22:50.260460] [INFO ] [sig ] Generating forecast for: CPA [2025-11-26T21:22:50.260500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-11-26T21:22:50.270482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPA'. [2025-11-26T21:22:50.270798] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-11-26T21:22:50.271577] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-11-26T21:22:50.271665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:50.271709] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:50.271749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:50.271822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:50.330052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:50.330730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:50.330825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:50.330866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:50.448191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:50.448330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:50.448387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:50.448426] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:50.451727] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=72.90%) [2025-11-26T21:22:50.452069] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-11-26T21:22:50.452218] [INFO ] [sig ] CPA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:50.593177] [INFO ] [LOCAL ] Saved forecast: CPA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPA.txt [2025-11-26T21:22:50.593315] [INFO ] [sig ] [776/3599] Completed CPA in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:50.593367] [INFO ] [sig ] [777/3599] Forecasting CPB... [2025-11-26T21:22:50.593407] [INFO ] [sig ] Generating forecast for: CPB [2025-11-26T21:22:50.593450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'. [2025-11-26T21:22:50.603578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPB'. [2025-11-26T21:22:50.603902] [INFO ] [FORECASTER] Starting predict_future for CPB [2025-11-26T21:22:50.604704] [DEBUG] [LOCAL ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt [2025-11-26T21:22:50.604781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:50.604823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:50.604864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:50.604948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:50.663360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:50.664060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:50.664155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:50.664195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:50.780201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:50.780328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:50.780380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:50.780420] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:50.783839] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=97.35%) [2025-11-26T21:22:50.784141] [INFO ] [FORECASTER] Completed predict_future for CPB [2025-11-26T21:22:50.784287] [INFO ] [sig ] CPB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:50.929027] [INFO ] [LOCAL ] Saved forecast: CPB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPB.txt [2025-11-26T21:22:50.929178] [INFO ] [sig ] [777/3599] Completed CPB in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:50.929231] [INFO ] [sig ] [778/3599] Forecasting CPF... [2025-11-26T21:22:50.929271] [INFO ] [sig ] Generating forecast for: CPF [2025-11-26T21:22:50.929334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-11-26T21:22:50.939498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPF'. [2025-11-26T21:22:50.939875] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-11-26T21:22:50.940813] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-11-26T21:22:50.940885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:50.940930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:50.940968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:50.941059] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:51.001216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:51.001967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:51.002065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:51.002121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:51.119080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:51.119232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:51.119294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:51.119351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:51.122868] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=90.23%) [2025-11-26T21:22:51.123181] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-11-26T21:22:51.123345] [INFO ] [sig ] CPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:51.267038] [INFO ] [LOCAL ] Saved forecast: CPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPF.txt [2025-11-26T21:22:51.267190] [INFO ] [sig ] [778/3599] Completed CPF in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:51.267244] [INFO ] [sig ] [779/3599] Forecasting CPIX... [2025-11-26T21:22:51.267289] [INFO ] [sig ] Generating forecast for: CPIX [2025-11-26T21:22:51.267349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'. [2025-11-26T21:22:51.277810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPIX'. [2025-11-26T21:22:51.278163] [INFO ] [FORECASTER] Starting predict_future for CPIX [2025-11-26T21:22:51.279146] [DEBUG] [LOCAL ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt [2025-11-26T21:22:51.279229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:51.279294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:51.279340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:51.279409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:51.336798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:51.337459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:51.337561] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:51.337609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:51.454507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:51.454669] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:22:51.454722] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:51.454764] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:51.458194] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-11-26T21:22:51.458496] [INFO ] [FORECASTER] Completed predict_future for CPIX [2025-11-26T21:22:51.458666] [INFO ] [sig ] CPIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:51.598831] [INFO ] [LOCAL ] Saved forecast: CPIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPIX.txt [2025-11-26T21:22:51.598974] [INFO ] [sig ] [779/3599] Completed CPIX in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:51.599032] [INFO ] [sig ] [780/3599] Forecasting CPK... [2025-11-26T21:22:51.599094] [INFO ] [sig ] Generating forecast for: CPK [2025-11-26T21:22:51.599146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-11-26T21:22:51.609349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPK'. [2025-11-26T21:22:51.609678] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-11-26T21:22:51.610478] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-11-26T21:22:51.610549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:51.610594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:51.610631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:51.610720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:51.668659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:51.669350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:51.669447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:51.669491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:51.786543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:51.786722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:51.786775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:51.786815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:51.790689] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=84.64%) [2025-11-26T21:22:51.790992] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-11-26T21:22:51.791147] [INFO ] [sig ] CPK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:51.932519] [INFO ] [LOCAL ] Saved forecast: CPK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPK.txt [2025-11-26T21:22:51.932686] [INFO ] [sig ] [780/3599] Completed CPK in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:51.932743] [INFO ] [sig ] [781/3599] Forecasting CPNG... [2025-11-26T21:22:51.932785] [INFO ] [sig ] Generating forecast for: CPNG [2025-11-26T21:22:51.932826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-11-26T21:22:51.942867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPNG'. [2025-11-26T21:22:51.943166] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-11-26T21:22:51.943992] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-11-26T21:22:51.944100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:51.944148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:51.944188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:51.944262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:52.002756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:52.003432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:52.003530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:52.003572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:52.125845] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:52.126006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:52.126059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:52.126099] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:52.129522] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=99.33%) [2025-11-26T21:22:52.129850] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-11-26T21:22:52.130004] [INFO ] [sig ] CPNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:52.270135] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPNG.txt [2025-11-26T21:22:52.270271] [INFO ] [sig ] [781/3599] Completed CPNG in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:52.270321] [INFO ] [sig ] [782/3599] Forecasting CPRI... [2025-11-26T21:22:52.270359] [INFO ] [sig ] Generating forecast for: CPRI [2025-11-26T21:22:52.270399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-11-26T21:22:52.280842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRI'. [2025-11-26T21:22:52.281168] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-11-26T21:22:52.282032] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-11-26T21:22:52.282118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:52.282184] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:52.282244] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:52.282342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:52.341040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:52.341754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:52.341861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:52.341924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:52.461188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:52.461339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:52.461391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:52.461432] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:52.464769] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=83.16%) [2025-11-26T21:22:52.465076] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-11-26T21:22:52.465221] [INFO ] [sig ] CPRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:52.605362] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPRI.txt [2025-11-26T21:22:52.605521] [INFO ] [sig ] [782/3599] Completed CPRI in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:52.605578] [INFO ] [sig ] [783/3599] Forecasting CPRX... [2025-11-26T21:22:52.605655] [INFO ] [sig ] Generating forecast for: CPRX [2025-11-26T21:22:52.605707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'. [2025-11-26T21:22:52.615361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRX'. [2025-11-26T21:22:52.615708] [INFO ] [FORECASTER] Starting predict_future for CPRX [2025-11-26T21:22:52.616529] [DEBUG] [LOCAL ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt [2025-11-26T21:22:52.616614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:52.616695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:52.616753] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:52.616852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:52.675565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:52.676260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:52.676361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:52.676413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:52.798302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:52.798478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:52.798532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:52.798576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:52.802100] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=75.16%) [2025-11-26T21:22:52.802410] [INFO ] [FORECASTER] Completed predict_future for CPRX [2025-11-26T21:22:52.802560] [INFO ] [sig ] CPRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:52.945970] [INFO ] [LOCAL ] Saved forecast: CPRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPRX.txt [2025-11-26T21:22:52.946131] [INFO ] [sig ] [783/3599] Completed CPRX in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:52.946185] [INFO ] [sig ] [784/3599] Forecasting CPS... [2025-11-26T21:22:52.946407] [INFO ] [sig ] Generating forecast for: CPS [2025-11-26T21:22:52.946473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-11-26T21:22:52.957189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPS'. [2025-11-26T21:22:52.957514] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-11-26T21:22:52.958326] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-11-26T21:22:52.958397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:52.958442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:52.958481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:52.958546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:53.016190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:53.016853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:53.016945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:53.016988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:53.139325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:53.139474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:53.139532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:53.139571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:53.142882] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=68.39%) [2025-11-26T21:22:53.143202] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-11-26T21:22:53.143351] [INFO ] [sig ] CPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:53.285599] [INFO ] [LOCAL ] Saved forecast: CPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPS.txt [2025-11-26T21:22:53.285759] [INFO ] [sig ] [784/3599] Completed CPS in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:53.285814] [INFO ] [sig ] [785/3599] Forecasting CPSH... [2025-11-26T21:22:53.285856] [INFO ] [sig ] Generating forecast for: CPSH [2025-11-26T21:22:53.285919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'. [2025-11-26T21:22:53.297325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSH'. [2025-11-26T21:22:53.297706] [INFO ] [FORECASTER] Starting predict_future for CPSH [2025-11-26T21:22:53.298506] [DEBUG] [LOCAL ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt [2025-11-26T21:22:53.298577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:53.298621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:53.298682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:53.298755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:53.357172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:53.357840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:53.357935] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:53.357981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:53.482390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:53.482552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:53.482603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:53.482668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:53.486395] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-11-26T21:22:53.486716] [INFO ] [FORECASTER] Completed predict_future for CPSH [2025-11-26T21:22:53.486863] [INFO ] [sig ] CPSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:53.679532] [INFO ] [LOCAL ] Saved forecast: CPSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CPSH.txt [2025-11-26T21:22:53.679810] [INFO ] [sig ] [785/3599] Completed CPSH in 0.4s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:53.679910] [INFO ] [sig ] [786/3599] Forecasting CPSS... [2025-11-26T21:22:53.679984] [INFO ] [sig ] Generating forecast for: CPSS [2025-11-26T21:22:53.680055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'. [2025-11-26T21:22:53.691814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSS'. [2025-11-26T21:22:53.692158] [INFO ] [FORECASTER] Starting predict_future for CPSS [2025-11-26T21:22:53.693008] [DEBUG] [LOCAL ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt [2025-11-26T21:22:53.693081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:53.693127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:53.693168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:53.693254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:53.754522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:53.755436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:53.755534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:53.755582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:53.866737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:53.866893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:53.866997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:53.867071] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:53.870534] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=8.32%) [2025-11-26T21:22:53.870879] [INFO ] [FORECASTER] Completed predict_future for CPSS [2025-11-26T21:22:53.871067] [INFO ] [sig ] CPSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:54.018156] [INFO ] [LOCAL ] Saved forecast: CPSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CPSS.txt [2025-11-26T21:22:54.018312] [INFO ] [sig ] [786/3599] Completed CPSS in 0.3s | 2.88 sym/s | Total: 4.5m | ETA: 16.3m [2025-11-26T21:22:54.018390] [INFO ] [sig ] [787/3599] Forecasting CPZ... [2025-11-26T21:22:54.018454] [INFO ] [sig ] Generating forecast for: CPZ [2025-11-26T21:22:54.018520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'. [2025-11-26T21:22:54.029709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPZ'. [2025-11-26T21:22:54.030046] [INFO ] [FORECASTER] Starting predict_future for CPZ [2025-11-26T21:22:54.030899] [DEBUG] [LOCAL ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt [2025-11-26T21:22:54.030972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:54.031018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:54.031063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:54.031166] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:54.091071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:54.091765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:54.091863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:54.091916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:54.209711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:54.209863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:54.209914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:54.209953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:54.213767] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=47.34%) [2025-11-26T21:22:54.214126] [INFO ] [FORECASTER] Completed predict_future for CPZ [2025-11-26T21:22:54.214275] [INFO ] [sig ] CPZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:54.355942] [INFO ] [LOCAL ] Saved forecast: CPZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CPZ.txt [2025-11-26T21:22:54.356090] [INFO ] [sig ] [787/3599] Completed CPZ in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.3m [2025-11-26T21:22:54.356147] [INFO ] [sig ] [788/3599] Forecasting CQP... [2025-11-26T21:22:54.356189] [INFO ] [sig ] Generating forecast for: CQP [2025-11-26T21:22:54.356251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-11-26T21:22:54.366328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CQP'. [2025-11-26T21:22:54.366634] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-11-26T21:22:54.367678] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-11-26T21:22:54.367747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:54.367792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:54.367832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:54.367898] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:54.426588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:54.427282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:54.427379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:54.427428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:54.545448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:54.545596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:54.545665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:54.545705] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:54.549209] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=6.35%) [2025-11-26T21:22:54.549503] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-11-26T21:22:54.549668] [INFO ] [sig ] CQP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:54.694180] [INFO ] [LOCAL ] Saved forecast: CQP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CQP.txt [2025-11-26T21:22:54.694364] [INFO ] [sig ] [788/3599] Completed CQP in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.3m [2025-11-26T21:22:54.694418] [INFO ] [sig ] [789/3599] Forecasting CRAI... [2025-11-26T21:22:54.694464] [INFO ] [sig ] Generating forecast for: CRAI [2025-11-26T21:22:54.694501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'. [2025-11-26T21:22:54.705235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRAI'. [2025-11-26T21:22:54.705543] [INFO ] [FORECASTER] Starting predict_future for CRAI [2025-11-26T21:22:54.706343] [DEBUG] [LOCAL ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt [2025-11-26T21:22:54.706413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:54.706459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:54.706499] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:54.706565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:54.764822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:54.765665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:54.765759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:54.765800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:54.884837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:54.884992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:54.885049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:54.885089] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:54.888448] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=59.00%) [2025-11-26T21:22:54.888768] [INFO ] [FORECASTER] Completed predict_future for CRAI [2025-11-26T21:22:54.888917] [INFO ] [sig ] CRAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:55.034588] [INFO ] [LOCAL ] Saved forecast: CRAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRAI.txt [2025-11-26T21:22:55.034761] [INFO ] [sig ] [789/3599] Completed CRAI in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.3m [2025-11-26T21:22:55.034841] [INFO ] [sig ] [790/3599] Forecasting CRBG... [2025-11-26T21:22:55.034878] [INFO ] [sig ] Generating forecast for: CRBG [2025-11-26T21:22:55.034912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-11-26T21:22:55.046320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBG'. [2025-11-26T21:22:55.046630] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-11-26T21:22:55.047428] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-11-26T21:22:55.047524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:55.047599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:55.047662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:55.047732] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:55.109411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:55.110112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:55.110210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:55.110263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:55.231937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:55.232117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:55.232361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:55.232404] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:55.235837] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=99.52%) [2025-11-26T21:22:55.236134] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-11-26T21:22:55.236472] [INFO ] [sig ] CRBG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:55.381181] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRBG.txt [2025-11-26T21:22:55.381333] [INFO ] [sig ] [790/3599] Completed CRBG in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.3m [2025-11-26T21:22:55.381408] [INFO ] [sig ] [791/3599] Forecasting CRBP... [2025-11-26T21:22:55.381453] [INFO ] [sig ] Generating forecast for: CRBP [2025-11-26T21:22:55.381496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'. [2025-11-26T21:22:55.392278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBP'. [2025-11-26T21:22:55.392605] [INFO ] [FORECASTER] Starting predict_future for CRBP [2025-11-26T21:22:55.393402] [DEBUG] [LOCAL ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt [2025-11-26T21:22:55.393473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:55.393519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:55.393763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:55.393838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:55.454186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:55.454880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:55.454978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:55.455035] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:55.579811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:55.579955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:55.580007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:55.580050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:55.583445] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=89.50%) [2025-11-26T21:22:55.583781] [INFO ] [FORECASTER] Completed predict_future for CRBP [2025-11-26T21:22:55.583932] [INFO ] [sig ] CRBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:55.728711] [INFO ] [LOCAL ] Saved forecast: CRBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRBP.txt [2025-11-26T21:22:55.728895] [INFO ] [sig ] [791/3599] Completed CRBP in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.3m [2025-11-26T21:22:55.728972] [INFO ] [sig ] [792/3599] Forecasting CRC... [2025-11-26T21:22:55.729018] [INFO ] [sig ] Generating forecast for: CRC [2025-11-26T21:22:55.729070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-11-26T21:22:55.739349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRC'. [2025-11-26T21:22:55.739734] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-11-26T21:22:55.740560] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-11-26T21:22:55.740632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:55.740709] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:55.740754] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:55.740821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:55.801450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:55.802391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:55.802510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:55.802559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:55.923934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:55.924131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:55.924188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:55.924231] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:55.927604] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=50.99%) [2025-11-26T21:22:55.927925] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-11-26T21:22:55.928075] [INFO ] [sig ] CRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:56.068125] [INFO ] [LOCAL ] Saved forecast: CRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRC.txt [2025-11-26T21:22:56.068275] [INFO ] [sig ] [792/3599] Completed CRC in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:56.068350] [INFO ] [sig ] [793/3599] Forecasting CRDF... [2025-11-26T21:22:56.068394] [INFO ] [sig ] Generating forecast for: CRDF [2025-11-26T21:22:56.068435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'. [2025-11-26T21:22:56.078403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDF'. [2025-11-26T21:22:56.078718] [INFO ] [FORECASTER] Starting predict_future for CRDF [2025-11-26T21:22:56.079534] [DEBUG] [LOCAL ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt [2025-11-26T21:22:56.079605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:56.079669] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:56.079713] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:56.079781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:56.137409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:56.138260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:56.138361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:56.138408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:56.255341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:56.255497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:56.255548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:56.255589] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:56.258930] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=96.17%) [2025-11-26T21:22:56.259229] [INFO ] [FORECASTER] Completed predict_future for CRDF [2025-11-26T21:22:56.259371] [INFO ] [sig ] CRDF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:56.399482] [INFO ] [LOCAL ] Saved forecast: CRDF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRDF.txt [2025-11-26T21:22:56.399624] [INFO ] [sig ] [793/3599] Completed CRDF in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:56.399698] [INFO ] [sig ] [794/3599] Forecasting CRDO... [2025-11-26T21:22:56.399769] [INFO ] [sig ] Generating forecast for: CRDO [2025-11-26T21:22:56.399823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'. [2025-11-26T21:22:56.410516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDO'. [2025-11-26T21:22:56.410835] [INFO ] [FORECASTER] Starting predict_future for CRDO [2025-11-26T21:22:56.411616] [DEBUG] [LOCAL ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt [2025-11-26T21:22:56.411715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:56.411774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:56.411815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:56.411884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:56.469156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:56.469801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:56.469897] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:56.469943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:56.586092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:56.586235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:56.586284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:56.586325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:56.589600] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=35.64%) [2025-11-26T21:22:56.589913] [INFO ] [FORECASTER] Completed predict_future for CRDO [2025-11-26T21:22:56.590059] [INFO ] [sig ] CRDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:56.729149] [INFO ] [LOCAL ] Saved forecast: CRDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRDO.txt [2025-11-26T21:22:56.729292] [INFO ] [sig ] [794/3599] Completed CRDO in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:56.729367] [INFO ] [sig ] [795/3599] Forecasting CREG... [2025-11-26T21:22:56.729411] [INFO ] [sig ] Generating forecast for: CREG [2025-11-26T21:22:56.729456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'. [2025-11-26T21:22:56.739809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREG'. [2025-11-26T21:22:56.740128] [INFO ] [FORECASTER] Starting predict_future for CREG [2025-11-26T21:22:56.740939] [DEBUG] [LOCAL ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt [2025-11-26T21:22:56.741011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:56.741056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:56.741095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:56.741164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:56.797836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:56.798450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:56.798546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:56.798592] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:56.902456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:56.902608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:56.902677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:56.902721] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:56.905982] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=5.70%) [2025-11-26T21:22:56.906278] [INFO ] [FORECASTER] Completed predict_future for CREG [2025-11-26T21:22:56.906421] [INFO ] [sig ] CREG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:57.049899] [INFO ] [LOCAL ] Saved forecast: CREG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CREG.txt [2025-11-26T21:22:57.050042] [INFO ] [sig ] [795/3599] Completed CREG in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:57.050099] [INFO ] [sig ] [796/3599] Forecasting CRESY... [2025-11-26T21:22:57.050142] [INFO ] [sig ] Generating forecast for: CRESY [2025-11-26T21:22:57.050183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'. [2025-11-26T21:22:57.062934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRESY'. [2025-11-26T21:22:57.063465] [INFO ] [FORECASTER] Starting predict_future for CRESY [2025-11-26T21:22:57.064583] [DEBUG] [LOCAL ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt [2025-11-26T21:22:57.064837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:57.064891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:57.064932] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:57.065040] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:57.123945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:57.125149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:57.125272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:57.125321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:57.249154] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:57.249395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:57.249456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:57.249506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:57.253432] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-11-26T21:22:57.253796] [INFO ] [FORECASTER] Completed predict_future for CRESY [2025-11-26T21:22:57.253961] [INFO ] [sig ] CRESY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:57.411925] [INFO ] [LOCAL ] Saved forecast: CRESY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRESY.txt [2025-11-26T21:22:57.412168] [INFO ] [sig ] [796/3599] Completed CRESY in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:57.412263] [INFO ] [sig ] [797/3599] Forecasting CREX... [2025-11-26T21:22:57.412338] [INFO ] [sig ] Generating forecast for: CREX [2025-11-26T21:22:57.412385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'. [2025-11-26T21:22:57.423805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREX'. [2025-11-26T21:22:57.424255] [INFO ] [FORECASTER] Starting predict_future for CREX [2025-11-26T21:22:57.425268] [DEBUG] [LOCAL ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt [2025-11-26T21:22:57.425358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:57.425439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:57.425505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:57.425614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:57.484023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:57.484781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:57.484904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:57.484972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:57.610117] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:57.610384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:57.610459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:57.610554] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:57.614633] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=6.42%) [2025-11-26T21:22:57.615144] [INFO ] [FORECASTER] Completed predict_future for CREX [2025-11-26T21:22:57.615357] [INFO ] [sig ] CREX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:57.765810] [INFO ] [LOCAL ] Saved forecast: CREX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CREX.txt [2025-11-26T21:22:57.766036] [INFO ] [sig ] [797/3599] Completed CREX in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:57.766186] [INFO ] [sig ] [798/3599] Forecasting CRGO... [2025-11-26T21:22:57.766254] [INFO ] [sig ] Generating forecast for: CRGO [2025-11-26T21:22:57.766316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'. [2025-11-26T21:22:57.779450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGO'. [2025-11-26T21:22:57.779887] [INFO ] [FORECASTER] Starting predict_future for CRGO [2025-11-26T21:22:57.780757] [DEBUG] [LOCAL ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt [2025-11-26T21:22:57.780830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:57.780880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:57.780921] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:57.781027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:57.844706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:57.845890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:57.846016] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:57.846079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:57.976160] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:57.976566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:57.976622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:57.976685] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:57.980571] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=47.16%) [2025-11-26T21:22:57.980962] [INFO ] [FORECASTER] Completed predict_future for CRGO [2025-11-26T21:22:57.981131] [INFO ] [sig ] CRGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:58.131926] [INFO ] [LOCAL ] Saved forecast: CRGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRGO.txt [2025-11-26T21:22:58.132140] [INFO ] [sig ] [798/3599] Completed CRGO in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:58.132409] [INFO ] [sig ] [799/3599] Forecasting CRGY... [2025-11-26T21:22:58.132449] [INFO ] [sig ] Generating forecast for: CRGY [2025-11-26T21:22:58.132484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-11-26T21:22:58.145490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGY'. [2025-11-26T21:22:58.145963] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-11-26T21:22:58.147073] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-11-26T21:22:58.147148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:58.147195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:58.147436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:58.147549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:58.208487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:58.209463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:58.209592] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:58.209662] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:58.335509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:58.335764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:58.335836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:58.335894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:58.339729] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=3.44%) [2025-11-26T21:22:58.340061] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-11-26T21:22:58.340231] [INFO ] [sig ] CRGY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:58.491253] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRGY.txt [2025-11-26T21:22:58.491448] [INFO ] [sig ] [799/3599] Completed CRGY in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:58.491518] [INFO ] [sig ] [800/3599] Forecasting CRH... [2025-11-26T21:22:58.491572] [INFO ] [sig ] Generating forecast for: CRH [2025-11-26T21:22:58.491675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-11-26T21:22:58.503387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRH'. [2025-11-26T21:22:58.503826] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-11-26T21:22:58.504712] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-11-26T21:22:58.504784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:58.504831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:58.504871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:58.504944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:58.566707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:58.567708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:58.567822] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:58.567872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:58.698636] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:58.698841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:58.698904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:58.698968] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:58.702585] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T21:22:58.702960] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-11-26T21:22:58.703149] [INFO ] [sig ] CRH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:58.850403] [INFO ] [LOCAL ] Saved forecast: CRH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRH.txt [2025-11-26T21:22:58.850592] [INFO ] [sig ] [800/3599] Completed CRH in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:58.850694] [INFO ] [sig ] [801/3599] Forecasting CRI... [2025-11-26T21:22:58.850750] [INFO ] [sig ] Generating forecast for: CRI [2025-11-26T21:22:58.850799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-11-26T21:22:58.861418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRI'. [2025-11-26T21:22:58.861816] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-11-26T21:22:58.862702] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-11-26T21:22:58.862775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:58.862822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:58.862874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:58.862945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:58.920409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:58.921156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:58.921256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:58.921304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:59.042120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:59.042283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:59.042331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:59.042373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:59.045761] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=72.68%) [2025-11-26T21:22:59.046063] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-11-26T21:22:59.046215] [INFO ] [sig ] CRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:22:59.186676] [INFO ] [LOCAL ] Saved forecast: CRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRI.txt [2025-11-26T21:22:59.186877] [INFO ] [sig ] [801/3599] Completed CRI in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:59.186931] [INFO ] [sig ] [802/3599] Forecasting CRIS... [2025-11-26T21:22:59.186993] [INFO ] [sig ] Generating forecast for: CRIS [2025-11-26T21:22:59.187033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'. [2025-11-26T21:22:59.198100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRIS'. [2025-11-26T21:22:59.198499] [INFO ] [FORECASTER] Starting predict_future for CRIS [2025-11-26T21:22:59.199359] [DEBUG] [LOCAL ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt [2025-11-26T21:22:59.199431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:59.199478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:59.199519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:59.199588] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:59.257824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:59.258753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:59.258862] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:59.258910] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:59.382800] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:59.382990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:59.383043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:59.383085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:59.386575] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=37.44%) [2025-11-26T21:22:59.386917] [INFO ] [FORECASTER] Completed predict_future for CRIS [2025-11-26T21:22:59.387075] [INFO ] [sig ] CRIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:59.530773] [INFO ] [LOCAL ] Saved forecast: CRIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRIS.txt [2025-11-26T21:22:59.530999] [INFO ] [sig ] [802/3599] Completed CRIS in 0.3s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:59.531083] [INFO ] [sig ] [803/3599] Forecasting CRK... [2025-11-26T21:22:59.531191] [INFO ] [sig ] Generating forecast for: CRK [2025-11-26T21:22:59.531259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-11-26T21:22:59.542372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRK'. [2025-11-26T21:22:59.542801] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-11-26T21:22:59.543751] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-11-26T21:22:59.543833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:59.543893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:59.543944] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:59.544032] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:59.604444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:59.605404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:59.605530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:59.605593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:22:59.726988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:22:59.727197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:22:59.727270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:22:59.727329] [INFO ] [FORECASTER] Training complete [2025-11-26T21:22:59.731185] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=1.53%) [2025-11-26T21:22:59.731561] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-11-26T21:22:59.731756] [INFO ] [sig ] CRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:22:59.883626] [INFO ] [LOCAL ] Saved forecast: CRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRK.txt [2025-11-26T21:22:59.883849] [INFO ] [sig ] [803/3599] Completed CRK in 0.4s | 2.88 sym/s | Total: 4.6m | ETA: 16.2m [2025-11-26T21:22:59.883929] [INFO ] [sig ] [804/3599] Forecasting CRL... [2025-11-26T21:22:59.883977] [INFO ] [sig ] Generating forecast for: CRL [2025-11-26T21:22:59.884020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-11-26T21:22:59.898062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRL'. [2025-11-26T21:22:59.898510] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-11-26T21:22:59.899577] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-11-26T21:22:59.899675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:22:59.899727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:22:59.899773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:22:59.899853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:22:59.966420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:22:59.967378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:22:59.967516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:22:59.967574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:00.094036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:00.094230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:00.094286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:00.094349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:00.097964] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=72.95%) [2025-11-26T21:23:00.098298] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-11-26T21:23:00.098455] [INFO ] [sig ] CRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:00.244621] [INFO ] [LOCAL ] Saved forecast: CRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRL.txt [2025-11-26T21:23:00.244846] [INFO ] [sig ] [804/3599] Completed CRL in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 16.2m [2025-11-26T21:23:00.244932] [INFO ] [sig ] [805/3599] Forecasting CRM... [2025-11-26T21:23:00.244976] [INFO ] [sig ] Generating forecast for: CRM [2025-11-26T21:23:00.245028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-11-26T21:23:00.255741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRM'. [2025-11-26T21:23:00.256102] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-11-26T21:23:00.256933] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-11-26T21:23:00.257006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:00.257053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:00.257093] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:00.257161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:00.314258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:00.315198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:00.315302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:00.315349] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:00.436255] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:00.436430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:00.436480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:00.436519] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:00.439979] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=81.37%) [2025-11-26T21:23:00.440280] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-11-26T21:23:00.440418] [INFO ] [sig ] CRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:00.581365] [INFO ] [LOCAL ] Saved forecast: CRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRM.txt [2025-11-26T21:23:00.581537] [INFO ] [sig ] [805/3599] Completed CRM in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.2m [2025-11-26T21:23:00.581595] [INFO ] [sig ] [806/3599] Forecasting CRMD... [2025-11-26T21:23:00.581675] [INFO ] [sig ] Generating forecast for: CRMD [2025-11-26T21:23:00.581724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'. [2025-11-26T21:23:00.593217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRMD'. [2025-11-26T21:23:00.593726] [INFO ] [FORECASTER] Starting predict_future for CRMD [2025-11-26T21:23:00.594731] [DEBUG] [LOCAL ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt [2025-11-26T21:23:00.594801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:00.594846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:00.594886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:00.594955] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:00.652163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:00.653052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:00.653149] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:00.653195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:00.768059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:00.768254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:00.768303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:00.768351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:00.771907] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-11-26T21:23:00.772244] [INFO ] [FORECASTER] Completed predict_future for CRMD [2025-11-26T21:23:00.772394] [INFO ] [sig ] CRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:00.912152] [INFO ] [LOCAL ] Saved forecast: CRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRMD.txt [2025-11-26T21:23:00.912320] [INFO ] [sig ] [806/3599] Completed CRMD in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.2m [2025-11-26T21:23:00.912378] [INFO ] [sig ] [807/3599] Forecasting CRML... [2025-11-26T21:23:00.912420] [INFO ] [sig ] Generating forecast for: CRML [2025-11-26T21:23:00.912461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'. [2025-11-26T21:23:00.923154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRML'. [2025-11-26T21:23:00.923496] [INFO ] [FORECASTER] Starting predict_future for CRML [2025-11-26T21:23:00.924446] [DEBUG] [LOCAL ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt [2025-11-26T21:23:00.924519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:00.924565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:00.924605] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:00.924707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:00.985206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:00.986243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:00.986351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:00.986399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:01.111672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:01.111840] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:23:01.111902] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:01.111955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:01.115979] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=49.13%) [2025-11-26T21:23:01.116311] [INFO ] [FORECASTER] Completed predict_future for CRML [2025-11-26T21:23:01.116483] [INFO ] [sig ] CRML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:01.261597] [INFO ] [LOCAL ] Saved forecast: CRML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRML.txt [2025-11-26T21:23:01.261799] [INFO ] [sig ] [807/3599] Completed CRML in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.2m [2025-11-26T21:23:01.261855] [INFO ] [sig ] [808/3599] Forecasting CRNC... [2025-11-26T21:23:01.261920] [INFO ] [sig ] Generating forecast for: CRNC [2025-11-26T21:23:01.261972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'. [2025-11-26T21:23:01.272557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNC'. [2025-11-26T21:23:01.272964] [INFO ] [FORECASTER] Starting predict_future for CRNC [2025-11-26T21:23:01.273807] [DEBUG] [LOCAL ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt [2025-11-26T21:23:01.273877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:01.273931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:01.273978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:01.274069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:01.331920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:01.332855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:01.332969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:01.333037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:01.474613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:01.474820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:01.474877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:01.474920] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:01.478470] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=0.24%) [2025-11-26T21:23:01.478817] [INFO ] [FORECASTER] Completed predict_future for CRNC [2025-11-26T21:23:01.478982] [INFO ] [sig ] CRNC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:01.625799] [INFO ] [LOCAL ] Saved forecast: CRNC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRNC.txt [2025-11-26T21:23:01.625985] [INFO ] [sig ] [808/3599] Completed CRNC in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 16.2m [2025-11-26T21:23:01.626041] [INFO ] [sig ] [809/3599] Forecasting CRNX... [2025-11-26T21:23:01.626112] [INFO ] [sig ] Generating forecast for: CRNX [2025-11-26T21:23:01.626166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'. [2025-11-26T21:23:01.637437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNX'. [2025-11-26T21:23:01.637902] [INFO ] [FORECASTER] Starting predict_future for CRNX [2025-11-26T21:23:01.638753] [DEBUG] [LOCAL ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt [2025-11-26T21:23:01.638823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:01.638867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:01.638905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:01.639005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:01.699103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:01.700153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:01.700281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:01.700332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:01.835715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:01.836000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:01.836075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:01.836145] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:01.841039] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-11-26T21:23:01.841540] [INFO ] [FORECASTER] Completed predict_future for CRNX [2025-11-26T21:23:01.841771] [INFO ] [sig ] CRNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:02.032844] [INFO ] [LOCAL ] Saved forecast: CRNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRNX.txt [2025-11-26T21:23:02.033068] [INFO ] [sig ] [809/3599] Completed CRNX in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:02.033173] [INFO ] [sig ] [810/3599] Forecasting CRON... [2025-11-26T21:23:02.033246] [INFO ] [sig ] Generating forecast for: CRON [2025-11-26T21:23:02.033356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'. [2025-11-26T21:23:02.049873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRON'. [2025-11-26T21:23:02.050478] [INFO ] [FORECASTER] Starting predict_future for CRON [2025-11-26T21:23:02.051745] [DEBUG] [LOCAL ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt [2025-11-26T21:23:02.051837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:02.051920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:02.051999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:02.052108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:02.119824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:02.120779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:02.120892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:02.120943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:02.255659] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:02.255853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:02.255911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:02.255955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:02.259536] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=60.07%) [2025-11-26T21:23:02.259896] [INFO ] [FORECASTER] Completed predict_future for CRON [2025-11-26T21:23:02.260063] [INFO ] [sig ] CRON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:02.410545] [INFO ] [LOCAL ] Saved forecast: CRON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRON.txt [2025-11-26T21:23:02.410792] [INFO ] [sig ] [810/3599] Completed CRON in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:02.410913] [INFO ] [sig ] [811/3599] Forecasting CROX... [2025-11-26T21:23:02.410975] [INFO ] [sig ] Generating forecast for: CROX [2025-11-26T21:23:02.411061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'. [2025-11-26T21:23:02.422850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CROX'. [2025-11-26T21:23:02.423220] [INFO ] [FORECASTER] Starting predict_future for CROX [2025-11-26T21:23:02.424075] [DEBUG] [LOCAL ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt [2025-11-26T21:23:02.424150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:02.424215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:02.424265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:02.424357] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:02.495255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:02.496322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:02.496464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:02.496556] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:02.630526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:02.630734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:02.630790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:02.630832] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:02.634372] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=89.62%) [2025-11-26T21:23:02.634758] [INFO ] [FORECASTER] Completed predict_future for CROX [2025-11-26T21:23:02.634916] [INFO ] [sig ] CROX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:02.787157] [INFO ] [LOCAL ] Saved forecast: CROX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CROX.txt [2025-11-26T21:23:02.787353] [INFO ] [sig ] [811/3599] Completed CROX in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:02.787413] [INFO ] [sig ] [812/3599] Forecasting CRS... [2025-11-26T21:23:02.787486] [INFO ] [sig ] Generating forecast for: CRS [2025-11-26T21:23:02.787582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-11-26T21:23:02.799402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRS'. [2025-11-26T21:23:02.799903] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-11-26T21:23:02.800814] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-11-26T21:23:02.800892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:02.800938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:02.800977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:02.801045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:02.864700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:02.865587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:02.865717] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:02.865760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:02.987114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:02.987297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:02.987346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:02.987389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:02.990841] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=6.89%) [2025-11-26T21:23:02.991142] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-11-26T21:23:02.991294] [INFO ] [sig ] CRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:03.134402] [INFO ] [LOCAL ] Saved forecast: CRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRS.txt [2025-11-26T21:23:03.134574] [INFO ] [sig ] [812/3599] Completed CRS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:03.134630] [INFO ] [sig ] [813/3599] Forecasting CRSP... [2025-11-26T21:23:03.134737] [INFO ] [sig ] Generating forecast for: CRSP [2025-11-26T21:23:03.134781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'. [2025-11-26T21:23:03.145473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRSP'. [2025-11-26T21:23:03.145825] [INFO ] [FORECASTER] Starting predict_future for CRSP [2025-11-26T21:23:03.146664] [DEBUG] [LOCAL ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt [2025-11-26T21:23:03.146734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:03.146779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:03.146818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:03.146884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:03.203565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:03.204247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:03.204344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:03.204390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:03.320130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:03.320288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:03.320339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:03.320380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:03.323735] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=4.08%) [2025-11-26T21:23:03.324036] [INFO ] [FORECASTER] Completed predict_future for CRSP [2025-11-26T21:23:03.324195] [INFO ] [sig ] CRSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:03.463721] [INFO ] [LOCAL ] Saved forecast: CRSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRSP.txt [2025-11-26T21:23:03.463876] [INFO ] [sig ] [813/3599] Completed CRSP in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:03.463931] [INFO ] [sig ] [814/3599] Forecasting CRTO... [2025-11-26T21:23:03.463970] [INFO ] [sig ] Generating forecast for: CRTO [2025-11-26T21:23:03.464013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'. [2025-11-26T21:23:03.474442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRTO'. [2025-11-26T21:23:03.474799] [INFO ] [FORECASTER] Starting predict_future for CRTO [2025-11-26T21:23:03.475601] [DEBUG] [LOCAL ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt [2025-11-26T21:23:03.475716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:03.475769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:03.475808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:03.475876] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:03.533381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:03.534050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:03.534145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:03.534193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:03.658803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:03.658960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:03.659010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:03.659051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:03.662586] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-11-26T21:23:03.662914] [INFO ] [FORECASTER] Completed predict_future for CRTO [2025-11-26T21:23:03.663056] [INFO ] [sig ] CRTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:03.803025] [INFO ] [LOCAL ] Saved forecast: CRTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRTO.txt [2025-11-26T21:23:03.803180] [INFO ] [sig ] [814/3599] Completed CRTO in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:03.803244] [INFO ] [sig ] [815/3599] Forecasting CRUS... [2025-11-26T21:23:03.803283] [INFO ] [sig ] Generating forecast for: CRUS [2025-11-26T21:23:03.803352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'. [2025-11-26T21:23:03.813685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRUS'. [2025-11-26T21:23:03.814035] [INFO ] [FORECASTER] Starting predict_future for CRUS [2025-11-26T21:23:03.814854] [DEBUG] [LOCAL ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt [2025-11-26T21:23:03.814923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:03.814969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:03.815009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:03.815077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:03.872545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:03.873481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:03.873586] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:03.873634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:03.998790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:03.998939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:03.998998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:03.999046] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:04.002541] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-11-26T21:23:04.002867] [INFO ] [FORECASTER] Completed predict_future for CRUS [2025-11-26T21:23:04.003030] [INFO ] [sig ] CRUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:04.144495] [INFO ] [LOCAL ] Saved forecast: CRUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CRUS.txt [2025-11-26T21:23:04.144676] [INFO ] [sig ] [815/3599] Completed CRUS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:04.144740] [INFO ] [sig ] [816/3599] Forecasting CRVL... [2025-11-26T21:23:04.144796] [INFO ] [sig ] Generating forecast for: CRVL [2025-11-26T21:23:04.144861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'. [2025-11-26T21:23:04.155804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVL'. [2025-11-26T21:23:04.156129] [INFO ] [FORECASTER] Starting predict_future for CRVL [2025-11-26T21:23:04.156966] [DEBUG] [LOCAL ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt [2025-11-26T21:23:04.157042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:04.157091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:04.157135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:04.157207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:04.215759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:04.216412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:04.216513] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:04.216559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:04.336737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:04.336912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:04.336964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:04.337005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:04.340416] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=62.96%) [2025-11-26T21:23:04.340743] [INFO ] [FORECASTER] Completed predict_future for CRVL [2025-11-26T21:23:04.340894] [INFO ] [sig ] CRVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:04.479537] [INFO ] [LOCAL ] Saved forecast: CRVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRVL.txt [2025-11-26T21:23:04.479719] [INFO ] [sig ] [816/3599] Completed CRVL in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:04.479778] [INFO ] [sig ] [817/3599] Forecasting CRVO... [2025-11-26T21:23:04.479820] [INFO ] [sig ] Generating forecast for: CRVO [2025-11-26T21:23:04.479859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'. [2025-11-26T21:23:04.490658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVO'. [2025-11-26T21:23:04.490999] [INFO ] [FORECASTER] Starting predict_future for CRVO [2025-11-26T21:23:04.491814] [DEBUG] [LOCAL ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt [2025-11-26T21:23:04.491883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:04.491927] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:04.491966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:04.492033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:04.548759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:04.549547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:04.549667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:04.549716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:04.670600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:04.670796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:04.670848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:04.670890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:04.674283] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-11-26T21:23:04.674577] [INFO ] [FORECASTER] Completed predict_future for CRVO [2025-11-26T21:23:04.674741] [INFO ] [sig ] CRVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:04.815415] [INFO ] [LOCAL ] Saved forecast: CRVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRVO.txt [2025-11-26T21:23:04.815594] [INFO ] [sig ] [817/3599] Completed CRVO in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:04.815690] [INFO ] [sig ] [818/3599] Forecasting CRVS... [2025-11-26T21:23:04.815755] [INFO ] [sig ] Generating forecast for: CRVS [2025-11-26T21:23:04.815795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'. [2025-11-26T21:23:04.826578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVS'. [2025-11-26T21:23:04.826975] [INFO ] [FORECASTER] Starting predict_future for CRVS [2025-11-26T21:23:04.827870] [DEBUG] [LOCAL ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt [2025-11-26T21:23:04.827941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:04.827986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:04.828026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:04.828094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:04.886442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:04.887351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:04.887482] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:04.887532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:05.016504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:05.016715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:05.016771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:05.016813] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:05.020660] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=56.15%) [2025-11-26T21:23:05.020966] [INFO ] [FORECASTER] Completed predict_future for CRVS [2025-11-26T21:23:05.021117] [INFO ] [sig ] CRVS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:05.176094] [INFO ] [LOCAL ] Saved forecast: CRVS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRVS.txt [2025-11-26T21:23:05.176340] [INFO ] [sig ] [818/3599] Completed CRVS in 0.4s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:05.176422] [INFO ] [sig ] [819/3599] Forecasting CRWD... [2025-11-26T21:23:05.176505] [INFO ] [sig ] Generating forecast for: CRWD [2025-11-26T21:23:05.176569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'. [2025-11-26T21:23:05.188445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWD'. [2025-11-26T21:23:05.188896] [INFO ] [FORECASTER] Starting predict_future for CRWD [2025-11-26T21:23:05.189824] [DEBUG] [LOCAL ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt [2025-11-26T21:23:05.189905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:05.189967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:05.190024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:05.190119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:05.250829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:05.251773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:05.251894] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:05.251957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:05.375287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:05.375718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:05.375794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:05.375864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:05.379867] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=93.92%) [2025-11-26T21:23:05.380221] [INFO ] [FORECASTER] Completed predict_future for CRWD [2025-11-26T21:23:05.380413] [INFO ] [sig ] CRWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:05.522693] [INFO ] [LOCAL ] Saved forecast: CRWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRWD.txt [2025-11-26T21:23:05.522908] [INFO ] [sig ] [819/3599] Completed CRWD in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:05.523019] [INFO ] [sig ] [820/3599] Forecasting CRWS... [2025-11-26T21:23:05.523084] [INFO ] [sig ] Generating forecast for: CRWS [2025-11-26T21:23:05.523154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'. [2025-11-26T21:23:05.533586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWS'. [2025-11-26T21:23:05.534035] [INFO ] [FORECASTER] Starting predict_future for CRWS [2025-11-26T21:23:05.534885] [DEBUG] [LOCAL ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt [2025-11-26T21:23:05.534965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:05.535028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:05.535087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:05.535187] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:05.595248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:05.596610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:05.596773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:05.596837] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:05.710801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:05.711011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:05.711085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:05.711147] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:05.715196] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=82.98%) [2025-11-26T21:23:05.715620] [INFO ] [FORECASTER] Completed predict_future for CRWS [2025-11-26T21:23:05.715840] [INFO ] [sig ] CRWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:05.864934] [INFO ] [LOCAL ] Saved forecast: CRWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CRWS.txt [2025-11-26T21:23:05.865169] [INFO ] [sig ] [820/3599] Completed CRWS in 0.3s | 2.88 sym/s | Total: 4.7m | ETA: 16.1m [2025-11-26T21:23:05.865250] [INFO ] [sig ] [821/3599] Forecasting CSAN... [2025-11-26T21:23:05.865336] [INFO ] [sig ] Generating forecast for: CSAN [2025-11-26T21:23:05.865400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-11-26T21:23:05.877495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSAN'. [2025-11-26T21:23:05.877915] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-11-26T21:23:05.878997] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-11-26T21:23:05.879081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:05.879142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:05.879198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:05.879316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:05.951276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:05.952669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:05.952853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:05.952925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:06.083444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:06.083661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:06.083746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:06.083793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:06.087961] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-11-26T21:23:06.088362] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-11-26T21:23:06.088530] [INFO ] [sig ] CSAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:06.260666] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSAN.txt [2025-11-26T21:23:06.260875] [INFO ] [sig ] [821/3599] Completed CSAN in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:06.260955] [INFO ] [sig ] [822/3599] Forecasting CSB... [2025-11-26T21:23:06.261006] [INFO ] [sig ] Generating forecast for: CSB [2025-11-26T21:23:06.261050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'. [2025-11-26T21:23:06.275333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSB'. [2025-11-26T21:23:06.275893] [INFO ] [FORECASTER] Starting predict_future for CSB [2025-11-26T21:23:06.277136] [DEBUG] [LOCAL ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt [2025-11-26T21:23:06.277228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:06.277324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:06.277419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:06.277555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:06.343895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:06.344864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:06.344977] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:06.345027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:06.467631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:06.467845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:06.467901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:06.467944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:06.471993] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-11-26T21:23:06.472398] [INFO ] [FORECASTER] Completed predict_future for CSB [2025-11-26T21:23:06.472578] [INFO ] [sig ] CSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:06.687521] [INFO ] [LOCAL ] Saved forecast: CSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSB.txt [2025-11-26T21:23:06.687777] [INFO ] [sig ] [822/3599] Completed CSB in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:06.687891] [INFO ] [sig ] [823/3599] Forecasting CSCO... [2025-11-26T21:23:06.687948] [INFO ] [sig ] Generating forecast for: CSCO [2025-11-26T21:23:06.687986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'. [2025-11-26T21:23:06.700354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSCO'. [2025-11-26T21:23:06.700849] [INFO ] [FORECASTER] Starting predict_future for CSCO [2025-11-26T21:23:06.701965] [DEBUG] [LOCAL ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt [2025-11-26T21:23:06.702042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:06.702123] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:06.702206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:06.702305] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:06.775482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:06.776766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:06.776931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:06.776995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:06.938926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:06.939134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:06.939190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:06.939234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:06.943186] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=25.06%) [2025-11-26T21:23:06.943756] [INFO ] [FORECASTER] Completed predict_future for CSCO [2025-11-26T21:23:06.944002] [INFO ] [sig ] CSCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:07.145204] [INFO ] [LOCAL ] Saved forecast: CSCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSCO.txt [2025-11-26T21:23:07.145736] [INFO ] [sig ] [823/3599] Completed CSCO in 0.5s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:07.145836] [INFO ] [sig ] [824/3599] Forecasting CSGP... [2025-11-26T21:23:07.145891] [INFO ] [sig ] Generating forecast for: CSGP [2025-11-26T21:23:07.145941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'. [2025-11-26T21:23:07.160501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGP'. [2025-11-26T21:23:07.161031] [INFO ] [FORECASTER] Starting predict_future for CSGP [2025-11-26T21:23:07.162098] [DEBUG] [LOCAL ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt [2025-11-26T21:23:07.162191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:07.162243] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:07.162300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:07.162385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:07.248734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:07.249752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:07.249875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:07.249924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:07.391970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:07.392207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:07.392294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:07.392362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:07.397814] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=36.63%) [2025-11-26T21:23:07.398364] [INFO ] [FORECASTER] Completed predict_future for CSGP [2025-11-26T21:23:07.398603] [INFO ] [sig ] CSGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:07.592356] [INFO ] [LOCAL ] Saved forecast: CSGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSGP.txt [2025-11-26T21:23:07.592559] [INFO ] [sig ] [824/3599] Completed CSGP in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:07.592671] [INFO ] [sig ] [825/3599] Forecasting CSGS... [2025-11-26T21:23:07.592739] [INFO ] [sig ] Generating forecast for: CSGS [2025-11-26T21:23:07.592805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'. [2025-11-26T21:23:07.604040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGS'. [2025-11-26T21:23:07.604503] [INFO ] [FORECASTER] Starting predict_future for CSGS [2025-11-26T21:23:07.605474] [DEBUG] [LOCAL ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt [2025-11-26T21:23:07.605573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:07.605707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:07.605761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:07.605842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:07.665270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:07.666165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:07.666269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:07.666328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:07.795045] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:07.795232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:07.795290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:07.795333] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:07.798928] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=27.80%) [2025-11-26T21:23:07.799243] [INFO ] [FORECASTER] Completed predict_future for CSGS [2025-11-26T21:23:07.799416] [INFO ] [sig ] CSGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:07.943728] [INFO ] [LOCAL ] Saved forecast: CSGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSGS.txt [2025-11-26T21:23:07.943912] [INFO ] [sig ] [825/3599] Completed CSGS in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:07.944026] [INFO ] [sig ] [826/3599] Forecasting CSIQ... [2025-11-26T21:23:07.944127] [INFO ] [sig ] Generating forecast for: CSIQ [2025-11-26T21:23:07.944206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'. [2025-11-26T21:23:07.955846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'. [2025-11-26T21:23:07.956226] [INFO ] [FORECASTER] Starting predict_future for CSIQ [2025-11-26T21:23:07.957326] [DEBUG] [LOCAL ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt [2025-11-26T21:23:07.957414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:07.957512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:07.957811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:07.957915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:08.019365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:08.020239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:08.020363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:08.020428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:08.156302] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:08.156498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:08.156574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:08.156671] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:08.160310] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=12.52%) [2025-11-26T21:23:08.160681] [INFO ] [FORECASTER] Completed predict_future for CSIQ [2025-11-26T21:23:08.160882] [INFO ] [sig ] CSIQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:08.309656] [INFO ] [LOCAL ] Saved forecast: CSIQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSIQ.txt [2025-11-26T21:23:08.309834] [INFO ] [sig ] [826/3599] Completed CSIQ in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:08.309894] [INFO ] [sig ] [827/3599] Forecasting CSPI... [2025-11-26T21:23:08.309956] [INFO ] [sig ] Generating forecast for: CSPI [2025-11-26T21:23:08.310026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'. [2025-11-26T21:23:08.321476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSPI'. [2025-11-26T21:23:08.321922] [INFO ] [FORECASTER] Starting predict_future for CSPI [2025-11-26T21:23:08.322798] [DEBUG] [LOCAL ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt [2025-11-26T21:23:08.322868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:08.322914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:08.322957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:08.323026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:08.386512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:08.387349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:08.387479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:08.387531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:08.505769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:08.505960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:08.506014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:08.506056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:08.509719] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=36.23%) [2025-11-26T21:23:08.510030] [INFO ] [FORECASTER] Completed predict_future for CSPI [2025-11-26T21:23:08.510183] [INFO ] [sig ] CSPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:08.655872] [INFO ] [LOCAL ] Saved forecast: CSPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSPI.txt [2025-11-26T21:23:08.656066] [INFO ] [sig ] [827/3599] Completed CSPI in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:08.656144] [INFO ] [sig ] [828/3599] Forecasting CSQ... [2025-11-26T21:23:08.656249] [INFO ] [sig ] Generating forecast for: CSQ [2025-11-26T21:23:08.656309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'. [2025-11-26T21:23:08.667228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSQ'. [2025-11-26T21:23:08.667668] [INFO ] [FORECASTER] Starting predict_future for CSQ [2025-11-26T21:23:08.668505] [DEBUG] [LOCAL ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt [2025-11-26T21:23:08.668578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:08.668626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:08.668688] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:08.668764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:08.730078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:08.730921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:08.731025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:08.731073] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:08.857876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:08.858069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:08.858123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:08.858167] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:08.862534] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-11-26T21:23:08.862926] [INFO ] [FORECASTER] Completed predict_future for CSQ [2025-11-26T21:23:08.863097] [INFO ] [sig ] CSQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:09.015593] [INFO ] [LOCAL ] Saved forecast: CSQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CSQ.txt [2025-11-26T21:23:09.015786] [INFO ] [sig ] [828/3599] Completed CSQ in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:09.015891] [INFO ] [sig ] [829/3599] Forecasting CSTL... [2025-11-26T21:23:09.015941] [INFO ] [sig ] Generating forecast for: CSTL [2025-11-26T21:23:09.015985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'. [2025-11-26T21:23:09.027894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTL'. [2025-11-26T21:23:09.028282] [INFO ] [FORECASTER] Starting predict_future for CSTL [2025-11-26T21:23:09.029169] [DEBUG] [LOCAL ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt [2025-11-26T21:23:09.029245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:09.029309] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:09.029368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:09.029460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:09.092513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:09.093422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:09.093541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:09.093627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:09.231098] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:09.231314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:09.231378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:09.231424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:09.235231] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=24.15%) [2025-11-26T21:23:09.235562] [INFO ] [FORECASTER] Completed predict_future for CSTL [2025-11-26T21:23:09.235751] [INFO ] [sig ] CSTL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:09.380860] [INFO ] [LOCAL ] Saved forecast: CSTL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSTL.txt [2025-11-26T21:23:09.381040] [INFO ] [sig ] [829/3599] Completed CSTL in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:09.381102] [INFO ] [sig ] [830/3599] Forecasting CSTM... [2025-11-26T21:23:09.381150] [INFO ] [sig ] Generating forecast for: CSTM [2025-11-26T21:23:09.381292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-11-26T21:23:09.393160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTM'. [2025-11-26T21:23:09.393814] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-11-26T21:23:09.394760] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-11-26T21:23:09.394839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:09.394889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:09.394930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:09.395001] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:09.456569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:09.457425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:09.457566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:09.457626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:09.582911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:09.583103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:09.583161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:09.583206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:09.587035] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=51.49%) [2025-11-26T21:23:09.587350] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-11-26T21:23:09.587555] [INFO ] [sig ] CSTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:09.734589] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CSTM.txt [2025-11-26T21:23:09.734819] [INFO ] [sig ] [830/3599] Completed CSTM in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.1m [2025-11-26T21:23:09.734919] [INFO ] [sig ] [831/3599] Forecasting CSWC... [2025-11-26T21:23:09.734992] [INFO ] [sig ] Generating forecast for: CSWC [2025-11-26T21:23:09.735062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'. [2025-11-26T21:23:09.749366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSWC'. [2025-11-26T21:23:09.749955] [INFO ] [FORECASTER] Starting predict_future for CSWC [2025-11-26T21:23:09.750903] [DEBUG] [LOCAL ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt [2025-11-26T21:23:09.750979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:09.751027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:09.751067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:09.751140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:09.811772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:09.812795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:09.812904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:09.812954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:09.940087] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:09.940281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:09.940337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:09.940381] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:09.944263] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-11-26T21:23:09.944569] [INFO ] [FORECASTER] Completed predict_future for CSWC [2025-11-26T21:23:09.944742] [INFO ] [sig ] CSWC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:10.086072] [INFO ] [LOCAL ] Saved forecast: CSWC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSWC.txt [2025-11-26T21:23:10.086279] [INFO ] [sig ] [831/3599] Completed CSWC in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.0m [2025-11-26T21:23:10.086338] [INFO ] [sig ] [832/3599] Forecasting CSX... [2025-11-26T21:23:10.086415] [INFO ] [sig ] Generating forecast for: CSX [2025-11-26T21:23:10.086467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'. [2025-11-26T21:23:10.098888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSX'. [2025-11-26T21:23:10.099273] [INFO ] [FORECASTER] Starting predict_future for CSX [2025-11-26T21:23:10.100097] [DEBUG] [LOCAL ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt [2025-11-26T21:23:10.100172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:10.100223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:10.100265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:10.100336] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:10.157984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:10.158799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:10.158900] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:10.158948] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:10.281162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:10.281293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:10.281363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:10.281437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:10.284662] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=36.61%) [2025-11-26T21:23:10.284955] [INFO ] [FORECASTER] Completed predict_future for CSX [2025-11-26T21:23:10.285103] [INFO ] [sig ] CSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:10.426323] [INFO ] [LOCAL ] Saved forecast: CSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CSX.txt [2025-11-26T21:23:10.426486] [INFO ] [sig ] [832/3599] Completed CSX in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 16.0m [2025-11-26T21:23:10.426541] [INFO ] [sig ] [833/3599] Forecasting CTAS... [2025-11-26T21:23:10.426585] [INFO ] [sig ] Generating forecast for: CTAS [2025-11-26T21:23:10.426631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'. [2025-11-26T21:23:10.439076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTAS'. [2025-11-26T21:23:10.439381] [INFO ] [FORECASTER] Starting predict_future for CTAS [2025-11-26T21:23:10.440190] [DEBUG] [LOCAL ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt [2025-11-26T21:23:10.440263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:10.440310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:10.440355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:10.440425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:10.498271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:10.499145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:10.499251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:10.499303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:10.616109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:10.616295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:10.616344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:10.616388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:10.619841] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=62.09%) [2025-11-26T21:23:10.620154] [INFO ] [FORECASTER] Completed predict_future for CTAS [2025-11-26T21:23:10.620309] [INFO ] [sig ] CTAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:10.762342] [INFO ] [LOCAL ] Saved forecast: CTAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTAS.txt [2025-11-26T21:23:10.762526] [INFO ] [sig ] [833/3599] Completed CTAS in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 16.0m [2025-11-26T21:23:10.762588] [INFO ] [sig ] [834/3599] Forecasting CTBB... [2025-11-26T21:23:10.762623] [INFO ] [sig ] Generating forecast for: CTBB [2025-11-26T21:23:10.762701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-11-26T21:23:10.774449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBB'. [2025-11-26T21:23:10.774833] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-11-26T21:23:10.775694] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-11-26T21:23:10.775766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:10.775812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:10.775853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:10.775922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:10.834385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:10.835158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:10.835278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:10.835330] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:10.955224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:10.955399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:10.955453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:10.955497] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:10.959427] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=93.04%) [2025-11-26T21:23:10.959809] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-11-26T21:23:10.959988] [INFO ] [sig ] CTBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:11.118363] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTBB.txt [2025-11-26T21:23:11.118522] [INFO ] [sig ] [834/3599] Completed CTBB in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.0m [2025-11-26T21:23:11.118587] [INFO ] [sig ] [835/3599] Forecasting CTBI... [2025-11-26T21:23:11.118636] [INFO ] [sig ] Generating forecast for: CTBI [2025-11-26T21:23:11.118716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'. [2025-11-26T21:23:11.129180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBI'. [2025-11-26T21:23:11.129496] [INFO ] [FORECASTER] Starting predict_future for CTBI [2025-11-26T21:23:11.130519] [DEBUG] [LOCAL ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt [2025-11-26T21:23:11.130591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:11.130654] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:11.130697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:11.130774] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:11.190575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:11.191333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:11.191433] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:11.191477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:11.329693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:11.329893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:11.329964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:11.330026] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:11.333846] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-11-26T21:23:11.334214] [INFO ] [FORECASTER] Completed predict_future for CTBI [2025-11-26T21:23:11.334395] [INFO ] [sig ] CTBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:11.484557] [INFO ] [LOCAL ] Saved forecast: CTBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTBI.txt [2025-11-26T21:23:11.484806] [INFO ] [sig ] [835/3599] Completed CTBI in 0.4s | 2.88 sym/s | Total: 4.8m | ETA: 16.0m [2025-11-26T21:23:11.484893] [INFO ] [sig ] [836/3599] Forecasting CTDD... [2025-11-26T21:23:11.484954] [INFO ] [sig ] Generating forecast for: CTDD [2025-11-26T21:23:11.485017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-11-26T21:23:11.496260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTDD'. [2025-11-26T21:23:11.496664] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-11-26T21:23:11.497593] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-11-26T21:23:11.497692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:11.497771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:11.497859] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:11.497981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:11.560905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:11.561872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:11.561993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:11.562074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:11.678074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:11.678263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:11.678333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:11.678396] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:11.681956] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-11-26T21:23:11.682305] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-11-26T21:23:11.682484] [INFO ] [sig ] CTDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:11.823970] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTDD.txt [2025-11-26T21:23:11.824121] [INFO ] [sig ] [836/3599] Completed CTDD in 0.3s | 2.88 sym/s | Total: 4.8m | ETA: 16.0m [2025-11-26T21:23:11.824189] [INFO ] [sig ] [837/3599] Forecasting CTKB... [2025-11-26T21:23:11.824252] [INFO ] [sig ] Generating forecast for: CTKB [2025-11-26T21:23:11.824341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'. [2025-11-26T21:23:11.835944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTKB'. [2025-11-26T21:23:11.836308] [INFO ] [FORECASTER] Starting predict_future for CTKB [2025-11-26T21:23:11.837186] [DEBUG] [LOCAL ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt [2025-11-26T21:23:11.837263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:11.837330] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:11.837410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:11.837557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:11.896262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:11.896999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:11.897100] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:11.897146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:12.016111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:12.016290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:12.016346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:12.016391] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:12.020446] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=84.16%) [2025-11-26T21:23:12.020796] [INFO ] [FORECASTER] Completed predict_future for CTKB [2025-11-26T21:23:12.020955] [INFO ] [sig ] CTKB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:12.163287] [INFO ] [LOCAL ] Saved forecast: CTKB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTKB.txt [2025-11-26T21:23:12.163443] [INFO ] [sig ] [837/3599] Completed CTKB in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:12.163497] [INFO ] [sig ] [838/3599] Forecasting CTLP... [2025-11-26T21:23:12.163544] [INFO ] [sig ] Generating forecast for: CTLP [2025-11-26T21:23:12.163814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'. [2025-11-26T21:23:12.175313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTLP'. [2025-11-26T21:23:12.175661] [INFO ] [FORECASTER] Starting predict_future for CTLP [2025-11-26T21:23:12.176498] [DEBUG] [LOCAL ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt [2025-11-26T21:23:12.176574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:12.176622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:12.176697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:12.176817] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:12.237389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:12.238600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:12.238724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:12.238773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:12.357922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:12.358079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:12.358129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:12.358169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:12.361958] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=71.31%) [2025-11-26T21:23:12.362275] [INFO ] [FORECASTER] Completed predict_future for CTLP [2025-11-26T21:23:12.362431] [INFO ] [sig ] CTLP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:12.505242] [INFO ] [LOCAL ] Saved forecast: CTLP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTLP.txt [2025-11-26T21:23:12.505412] [INFO ] [sig ] [838/3599] Completed CTLP in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:12.505464] [INFO ] [sig ] [839/3599] Forecasting CTMX... [2025-11-26T21:23:12.505509] [INFO ] [sig ] Generating forecast for: CTMX [2025-11-26T21:23:12.505547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'. [2025-11-26T21:23:12.516200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTMX'. [2025-11-26T21:23:12.516575] [INFO ] [FORECASTER] Starting predict_future for CTMX [2025-11-26T21:23:12.517689] [DEBUG] [LOCAL ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt [2025-11-26T21:23:12.517758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:12.517811] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:12.517862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:12.517948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:12.576702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:12.577370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:12.577497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:12.577557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:12.701005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:12.701207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:12.701260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:12.701302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:12.705167] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=50.92%) [2025-11-26T21:23:12.705500] [INFO ] [FORECASTER] Completed predict_future for CTMX [2025-11-26T21:23:12.705677] [INFO ] [sig ] CTMX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:12.850314] [INFO ] [LOCAL ] Saved forecast: CTMX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTMX.txt [2025-11-26T21:23:12.850478] [INFO ] [sig ] [839/3599] Completed CTMX in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:12.850533] [INFO ] [sig ] [840/3599] Forecasting CTNM... [2025-11-26T21:23:12.850576] [INFO ] [sig ] Generating forecast for: CTNM [2025-11-26T21:23:12.850668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'. [2025-11-26T21:23:12.861478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTNM'. [2025-11-26T21:23:12.861828] [INFO ] [FORECASTER] Starting predict_future for CTNM [2025-11-26T21:23:12.862625] [DEBUG] [LOCAL ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt [2025-11-26T21:23:12.862716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:12.862763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:12.862800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:12.862870] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:12.920428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:12.921334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:12.921437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:12.921484] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:13.048760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:13.048964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:13.049018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:13.049061] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:13.052612] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=74.47%) [2025-11-26T21:23:13.052939] [INFO ] [FORECASTER] Completed predict_future for CTNM [2025-11-26T21:23:13.053091] [INFO ] [sig ] CTNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:13.198371] [INFO ] [LOCAL ] Saved forecast: CTNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTNM.txt [2025-11-26T21:23:13.198534] [INFO ] [sig ] [840/3599] Completed CTNM in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:13.198587] [INFO ] [sig ] [841/3599] Forecasting CTO... [2025-11-26T21:23:13.198629] [INFO ] [sig ] Generating forecast for: CTO [2025-11-26T21:23:13.198712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-11-26T21:23:13.209881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTO'. [2025-11-26T21:23:13.210219] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-11-26T21:23:13.211064] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-11-26T21:23:13.211133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:13.211177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:13.211215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:13.211327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:13.269879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:13.270714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:13.270816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:13.270865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:13.396317] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:13.396503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:13.396559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:13.396601] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:13.400380] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-11-26T21:23:13.400737] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-11-26T21:23:13.400906] [INFO ] [sig ] CTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:13.564137] [INFO ] [LOCAL ] Saved forecast: CTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTO.txt [2025-11-26T21:23:13.564336] [INFO ] [sig ] [841/3599] Completed CTO in 0.4s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:13.564393] [INFO ] [sig ] [842/3599] Forecasting CTRA... [2025-11-26T21:23:13.564437] [INFO ] [sig ] Generating forecast for: CTRA [2025-11-26T21:23:13.564538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-11-26T21:23:13.575325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRA'. [2025-11-26T21:23:13.575762] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-11-26T21:23:13.576572] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-11-26T21:23:13.576860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:13.576906] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:13.576943] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:13.577010] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:13.635769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:13.636712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:13.636818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:13.636863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:13.757141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:13.757335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:13.757389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:13.757429] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:13.761009] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=61.98%) [2025-11-26T21:23:13.761352] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-11-26T21:23:13.761523] [INFO ] [sig ] CTRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:13.905459] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTRA.txt [2025-11-26T21:23:13.905678] [INFO ] [sig ] [842/3599] Completed CTRA in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:13.905742] [INFO ] [sig ] [843/3599] Forecasting CTRE... [2025-11-26T21:23:13.905812] [INFO ] [sig ] Generating forecast for: CTRE [2025-11-26T21:23:13.905851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-11-26T21:23:13.916774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRE'. [2025-11-26T21:23:13.917138] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-11-26T21:23:13.917993] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-11-26T21:23:13.918064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:13.918110] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:13.918149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:13.918217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:13.977370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:13.978469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:13.978587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:13.978635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:14.110432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:14.110630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:14.110716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:14.110760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:14.115018] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=61.09%) [2025-11-26T21:23:14.115449] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-11-26T21:23:14.115866] [INFO ] [sig ] CTRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:14.264112] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTRE.txt [2025-11-26T21:23:14.264336] [INFO ] [sig ] [843/3599] Completed CTRE in 0.4s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:14.264405] [INFO ] [sig ] [844/3599] Forecasting CTRM... [2025-11-26T21:23:14.264472] [INFO ] [sig ] Generating forecast for: CTRM [2025-11-26T21:23:14.264512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'. [2025-11-26T21:23:14.276873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRM'. [2025-11-26T21:23:14.277346] [INFO ] [FORECASTER] Starting predict_future for CTRM [2025-11-26T21:23:14.278294] [DEBUG] [LOCAL ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt [2025-11-26T21:23:14.278371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:14.278418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:14.278467] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:14.278539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:14.339470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:14.340491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:14.340621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:14.340697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:14.463984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:14.464192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:14.464246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:14.464291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:14.468472] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-11-26T21:23:14.469084] [INFO ] [FORECASTER] Completed predict_future for CTRM [2025-11-26T21:23:14.469260] [INFO ] [sig ] CTRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:14.619894] [INFO ] [LOCAL ] Saved forecast: CTRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTRM.txt [2025-11-26T21:23:14.620091] [INFO ] [sig ] [844/3599] Completed CTRM in 0.4s | 2.88 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:14.620149] [INFO ] [sig ] [845/3599] Forecasting CTRN... [2025-11-26T21:23:14.620192] [INFO ] [sig ] Generating forecast for: CTRN [2025-11-26T21:23:14.620255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'. [2025-11-26T21:23:14.633495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRN'. [2025-11-26T21:23:14.634101] [INFO ] [FORECASTER] Starting predict_future for CTRN [2025-11-26T21:23:14.635108] [DEBUG] [LOCAL ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt [2025-11-26T21:23:14.635184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:14.635233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:14.635276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:14.635373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:14.696438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:14.697495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:14.697636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:14.697711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:14.825443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:14.825714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:14.825776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:14.825819] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:14.829857] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: UP (p=55.90%) [2025-11-26T21:23:14.830233] [INFO ] [FORECASTER] Completed predict_future for CTRN [2025-11-26T21:23:14.830425] [INFO ] [sig ] CTRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:14.998481] [INFO ] [LOCAL ] Saved forecast: CTRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CTRN.txt [2025-11-26T21:23:14.998718] [INFO ] [sig ] [845/3599] Completed CTRN in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:14.998779] [INFO ] [sig ] [846/3599] Forecasting CTS... [2025-11-26T21:23:14.998930] [INFO ] [sig ] Generating forecast for: CTS [2025-11-26T21:23:14.999008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-11-26T21:23:15.010689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTS'. [2025-11-26T21:23:15.011118] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-11-26T21:23:15.011977] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-11-26T21:23:15.012048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:15.012105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:15.012156] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:15.012245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:15.073461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:15.074690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:15.074807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:15.074870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:15.201912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:15.202112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:15.202168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:15.202208] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:15.206246] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-11-26T21:23:15.206573] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-11-26T21:23:15.206743] [INFO ] [sig ] CTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:15.347663] [INFO ] [LOCAL ] Saved forecast: CTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTS.txt [2025-11-26T21:23:15.347851] [INFO ] [sig ] [846/3599] Completed CTS in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:15.347914] [INFO ] [sig ] [847/3599] Forecasting CTSH... [2025-11-26T21:23:15.347950] [INFO ] [sig ] Generating forecast for: CTSH [2025-11-26T21:23:15.348012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'. [2025-11-26T21:23:15.359143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTSH'. [2025-11-26T21:23:15.359482] [INFO ] [FORECASTER] Starting predict_future for CTSH [2025-11-26T21:23:15.360297] [DEBUG] [LOCAL ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt [2025-11-26T21:23:15.360371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:15.360417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:15.360458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:15.360554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:15.420892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:15.421868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:15.421974] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:15.422022] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:15.543947] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:15.544133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:15.544188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:15.544231] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:15.547835] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=28.76%) [2025-11-26T21:23:15.548156] [INFO ] [FORECASTER] Completed predict_future for CTSH [2025-11-26T21:23:15.548312] [INFO ] [sig ] CTSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:15.690540] [INFO ] [LOCAL ] Saved forecast: CTSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTSH.txt [2025-11-26T21:23:15.690749] [INFO ] [sig ] [847/3599] Completed CTSH in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 16.0m [2025-11-26T21:23:15.690809] [INFO ] [sig ] [848/3599] Forecasting CTVA... [2025-11-26T21:23:15.690853] [INFO ] [sig ] Generating forecast for: CTVA [2025-11-26T21:23:15.690918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-11-26T21:23:15.701478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTVA'. [2025-11-26T21:23:15.701959] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-11-26T21:23:15.702811] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-11-26T21:23:15.702884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:15.702929] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:15.702968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:15.703036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:15.761547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:15.762465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:15.762568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:15.762616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:15.882765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:15.882950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:15.883004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:15.883041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:15.886447] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=25.19%) [2025-11-26T21:23:15.886772] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-11-26T21:23:15.886921] [INFO ] [sig ] CTVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:16.036383] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CTVA.txt [2025-11-26T21:23:16.036573] [INFO ] [sig ] [848/3599] Completed CTVA in 0.3s | 2.87 sym/s | Total: 4.9m | ETA: 15.9m [2025-11-26T21:23:16.036629] [INFO ] [sig ] [849/3599] Forecasting CUBE... [2025-11-26T21:23:16.036714] [INFO ] [sig ] Generating forecast for: CUBE [2025-11-26T21:23:16.036765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-11-26T21:23:16.047166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBE'. [2025-11-26T21:23:16.047530] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-11-26T21:23:16.048387] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-11-26T21:23:16.048475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:16.048525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:16.048566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:16.048656] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:16.109134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:16.110005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:16.110110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:16.110172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:16.228993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:16.229185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:16.229243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:16.229284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:16.232878] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=50.45%) [2025-11-26T21:23:16.233177] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-11-26T21:23:16.233325] [INFO ] [sig ] CUBE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:16.379800] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CUBE.txt [2025-11-26T21:23:16.379982] [INFO ] [sig ] [849/3599] Completed CUBE in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.9m [2025-11-26T21:23:16.380038] [INFO ] [sig ] [850/3599] Forecasting CUBI... [2025-11-26T21:23:16.380083] [INFO ] [sig ] Generating forecast for: CUBI [2025-11-26T21:23:16.380150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-11-26T21:23:16.391105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBI'. [2025-11-26T21:23:16.391482] [INFO ] [FORECASTER] Starting predict_future for CUBI [2025-11-26T21:23:16.392347] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-11-26T21:23:16.392418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:16.392463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:16.392507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:16.392622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:16.450341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:16.451298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:16.451408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:16.451473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:16.574464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:16.574704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:16.574762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:16.574813] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:16.578687] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=20.35%) [2025-11-26T21:23:16.579089] [INFO ] [FORECASTER] Completed predict_future for CUBI [2025-11-26T21:23:16.579273] [INFO ] [sig ] CUBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:16.733233] [INFO ] [LOCAL ] Saved forecast: CUBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CUBI.txt [2025-11-26T21:23:16.733423] [INFO ] [sig ] [850/3599] Completed CUBI in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.9m [2025-11-26T21:23:16.733480] [INFO ] [sig ] [851/3599] Forecasting CUK... [2025-11-26T21:23:16.733521] [INFO ] [sig ] Generating forecast for: CUK [2025-11-26T21:23:16.733561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-11-26T21:23:16.744324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUK'. [2025-11-26T21:23:16.744687] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-11-26T21:23:16.745514] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-11-26T21:23:16.745586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:16.745632] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:16.745719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:16.745803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:16.804471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:16.805450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:16.805557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:16.805606] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:16.934116] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:16.934337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:16.934417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:16.934484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:16.939565] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=50.36%) [2025-11-26T21:23:16.939983] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-11-26T21:23:16.940211] [INFO ] [sig ] CUK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:17.086450] [INFO ] [LOCAL ] Saved forecast: CUK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CUK.txt [2025-11-26T21:23:17.086634] [INFO ] [sig ] [851/3599] Completed CUK in 0.4s | 2.87 sym/s | Total: 4.9m | ETA: 15.9m [2025-11-26T21:23:17.086708] [INFO ] [sig ] [852/3599] Forecasting CULP... [2025-11-26T21:23:17.086745] [INFO ] [sig ] Generating forecast for: CULP [2025-11-26T21:23:17.086809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-11-26T21:23:17.096929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CULP'. [2025-11-26T21:23:17.097364] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-11-26T21:23:17.098205] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-11-26T21:23:17.098277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:17.098322] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:17.098361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:17.098430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:17.156505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:17.157401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:17.157520] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:17.157568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:17.263096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:17.263279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:17.263333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:17.263375] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:17.266846] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=63.89%) [2025-11-26T21:23:17.267144] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-11-26T21:23:17.267290] [INFO ] [sig ] CULP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:17.416116] [INFO ] [LOCAL ] Saved forecast: CULP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CULP.txt [2025-11-26T21:23:17.416322] [INFO ] [sig ] [852/3599] Completed CULP in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.9m [2025-11-26T21:23:17.416379] [INFO ] [sig ] [853/3599] Forecasting CUZ... [2025-11-26T21:23:17.416447] [INFO ] [sig ] Generating forecast for: CUZ [2025-11-26T21:23:17.416503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-11-26T21:23:17.427782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUZ'. [2025-11-26T21:23:17.428250] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-11-26T21:23:17.429149] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-11-26T21:23:17.429221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:17.429267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:17.429306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:17.429374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:17.490285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:17.491246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:17.491362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:17.491409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:17.612887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:17.613080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:17.613134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:17.613174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:17.616589] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=90.05%) [2025-11-26T21:23:17.616926] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-11-26T21:23:17.617080] [INFO ] [sig ] CUZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:17.757418] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CUZ.txt [2025-11-26T21:23:17.757592] [INFO ] [sig ] [853/3599] Completed CUZ in 0.3s | 2.88 sym/s | Total: 4.9m | ETA: 15.9m [2025-11-26T21:23:17.757663] [INFO ] [sig ] [854/3599] Forecasting CVAC... [2025-11-26T21:23:17.757709] [INFO ] [sig ] Generating forecast for: CVAC [2025-11-26T21:23:17.757749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'. [2025-11-26T21:23:17.768161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVAC'. [2025-11-26T21:23:17.768452] [INFO ] [FORECASTER] Starting predict_future for CVAC [2025-11-26T21:23:17.769308] [DEBUG] [LOCAL ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt [2025-11-26T21:23:17.769381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:17.769426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:17.769466] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:17.769536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:17.829713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:17.830472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:17.830571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:17.830621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:17.954599] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:17.954795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:17.954848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:17.954889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:17.958457] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=7.28%) [2025-11-26T21:23:17.958834] [INFO ] [FORECASTER] Completed predict_future for CVAC [2025-11-26T21:23:17.959006] [INFO ] [sig ] CVAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:18.104860] [INFO ] [LOCAL ] Saved forecast: CVAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVAC.txt [2025-11-26T21:23:18.105043] [INFO ] [sig ] [854/3599] Completed CVAC in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:18.105101] [INFO ] [sig ] [855/3599] Forecasting CVBF... [2025-11-26T21:23:18.105143] [INFO ] [sig ] Generating forecast for: CVBF [2025-11-26T21:23:18.105187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'. [2025-11-26T21:23:18.115671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVBF'. [2025-11-26T21:23:18.116048] [INFO ] [FORECASTER] Starting predict_future for CVBF [2025-11-26T21:23:18.116886] [DEBUG] [LOCAL ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt [2025-11-26T21:23:18.116956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:18.116999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:18.117045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:18.117130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:18.173669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:18.174594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:18.174730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:18.174781] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:18.296955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:18.297147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:18.297200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:18.297284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:18.300792] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=22.12%) [2025-11-26T21:23:18.301099] [INFO ] [FORECASTER] Completed predict_future for CVBF [2025-11-26T21:23:18.301259] [INFO ] [sig ] CVBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:18.440422] [INFO ] [LOCAL ] Saved forecast: CVBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVBF.txt [2025-11-26T21:23:18.440618] [INFO ] [sig ] [855/3599] Completed CVBF in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:18.440696] [INFO ] [sig ] [856/3599] Forecasting CVCO... [2025-11-26T21:23:18.440781] [INFO ] [sig ] Generating forecast for: CVCO [2025-11-26T21:23:18.440832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'. [2025-11-26T21:23:18.450985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVCO'. [2025-11-26T21:23:18.451369] [INFO ] [FORECASTER] Starting predict_future for CVCO [2025-11-26T21:23:18.452196] [DEBUG] [LOCAL ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt [2025-11-26T21:23:18.452267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:18.452320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:18.452367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:18.452449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:18.511143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:18.512128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:18.512236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:18.512296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:18.631070] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:18.631268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:18.631342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:18.631386] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:18.634854] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T21:23:18.635208] [INFO ] [FORECASTER] Completed predict_future for CVCO [2025-11-26T21:23:18.635382] [INFO ] [sig ] CVCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:18.776513] [INFO ] [LOCAL ] Saved forecast: CVCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVCO.txt [2025-11-26T21:23:18.776691] [INFO ] [sig ] [856/3599] Completed CVCO in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:18.776750] [INFO ] [sig ] [857/3599] Forecasting CVE... [2025-11-26T21:23:18.776836] [INFO ] [sig ] Generating forecast for: CVE [2025-11-26T21:23:18.776890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-11-26T21:23:18.788506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVE'. [2025-11-26T21:23:18.788903] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-11-26T21:23:18.789776] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-11-26T21:23:18.789875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:18.789947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:18.790009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:18.790114] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:18.853007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:18.854019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:18.854125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:18.854186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:18.978304] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:18.978482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:18.978546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:18.978596] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:18.982053] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=25.18%) [2025-11-26T21:23:18.982370] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-11-26T21:23:18.982532] [INFO ] [sig ] CVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:19.122421] [INFO ] [LOCAL ] Saved forecast: CVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVE.txt [2025-11-26T21:23:19.122588] [INFO ] [sig ] [857/3599] Completed CVE in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:19.122699] [INFO ] [sig ] [858/3599] Forecasting CVEO... [2025-11-26T21:23:19.122776] [INFO ] [sig ] Generating forecast for: CVEO [2025-11-26T21:23:19.122861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-11-26T21:23:19.133280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVEO'. [2025-11-26T21:23:19.133632] [INFO ] [FORECASTER] Starting predict_future for CVEO [2025-11-26T21:23:19.134480] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-11-26T21:23:19.134553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:19.134610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:19.134679] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:19.134758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:19.191766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:19.192517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:19.192633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:19.192706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:19.311612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:19.311801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:19.311866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:19.311919] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:19.315384] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=94.39%) [2025-11-26T21:23:19.315725] [INFO ] [FORECASTER] Completed predict_future for CVEO [2025-11-26T21:23:19.315887] [INFO ] [sig ] CVEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:19.455069] [INFO ] [LOCAL ] Saved forecast: CVEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVEO.txt [2025-11-26T21:23:19.455231] [INFO ] [sig ] [858/3599] Completed CVEO in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:19.455286] [INFO ] [sig ] [859/3599] Forecasting CVGI... [2025-11-26T21:23:19.455326] [INFO ] [sig ] Generating forecast for: CVGI [2025-11-26T21:23:19.455370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'. [2025-11-26T21:23:19.465693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVGI'. [2025-11-26T21:23:19.466036] [INFO ] [FORECASTER] Starting predict_future for CVGI [2025-11-26T21:23:19.466889] [DEBUG] [LOCAL ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt [2025-11-26T21:23:19.466959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:19.467009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:19.467060] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:19.467146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:19.523784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:19.524492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:19.524591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:19.524668] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:19.647545] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:19.647738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:19.647805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:19.647860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:19.651345] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=77.94%) [2025-11-26T21:23:19.651680] [INFO ] [FORECASTER] Completed predict_future for CVGI [2025-11-26T21:23:19.651843] [INFO ] [sig ] CVGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:19.792867] [INFO ] [LOCAL ] Saved forecast: CVGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVGI.txt [2025-11-26T21:23:19.793023] [INFO ] [sig ] [859/3599] Completed CVGI in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:19.793083] [INFO ] [sig ] [860/3599] Forecasting CVI... [2025-11-26T21:23:19.793125] [INFO ] [sig ] Generating forecast for: CVI [2025-11-26T21:23:19.793197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-11-26T21:23:19.803283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVI'. [2025-11-26T21:23:19.803593] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-11-26T21:23:19.804412] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-11-26T21:23:19.804483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:19.804551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:19.804602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:19.804711] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:19.866261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:19.867156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:19.867259] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:19.867323] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:19.991030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:19.991194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:19.991248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:19.991294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:19.994905] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=38.07%) [2025-11-26T21:23:19.995258] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-11-26T21:23:19.995430] [INFO ] [sig ] CVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:20.138476] [INFO ] [LOCAL ] Saved forecast: CVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVI.txt [2025-11-26T21:23:20.138664] [INFO ] [sig ] [860/3599] Completed CVI in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:20.138732] [INFO ] [sig ] [861/3599] Forecasting CVKD... [2025-11-26T21:23:20.138779] [INFO ] [sig ] Generating forecast for: CVKD [2025-11-26T21:23:20.138874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'. [2025-11-26T21:23:20.149045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVKD'. [2025-11-26T21:23:20.149391] [INFO ] [FORECASTER] Starting predict_future for CVKD [2025-11-26T21:23:20.150274] [DEBUG] [LOCAL ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt [2025-11-26T21:23:20.150345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:20.150389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:20.150449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:20.150566] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:20.211636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:20.212600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:20.212746] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:20.212812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:20.334540] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:20.334737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:20.334793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:20.334833] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:20.338414] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-11-26T21:23:20.338798] [INFO ] [FORECASTER] Completed predict_future for CVKD [2025-11-26T21:23:20.338968] [INFO ] [sig ] CVKD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:20.479414] [INFO ] [LOCAL ] Saved forecast: CVKD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVKD.txt [2025-11-26T21:23:20.479571] [INFO ] [sig ] [861/3599] Completed CVKD in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:20.479666] [INFO ] [sig ] [862/3599] Forecasting CVNA... [2025-11-26T21:23:20.479728] [INFO ] [sig ] Generating forecast for: CVNA [2025-11-26T21:23:20.479769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-11-26T21:23:20.490509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVNA'. [2025-11-26T21:23:20.490857] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-11-26T21:23:20.491684] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-11-26T21:23:20.491753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:20.491797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:20.491844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:20.491932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:20.549310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:20.549973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:20.550069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:20.550112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:20.667553] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:20.667766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:20.667822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:20.667856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:20.671279] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=26.66%) [2025-11-26T21:23:20.671584] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-11-26T21:23:20.671771] [INFO ] [sig ] CVNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:20.813714] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVNA.txt [2025-11-26T21:23:20.813871] [INFO ] [sig ] [862/3599] Completed CVNA in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:20.813925] [INFO ] [sig ] [863/3599] Forecasting CVRX... [2025-11-26T21:23:20.813967] [INFO ] [sig ] Generating forecast for: CVRX [2025-11-26T21:23:20.814006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'. [2025-11-26T21:23:20.824877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVRX'. [2025-11-26T21:23:20.825162] [INFO ] [FORECASTER] Starting predict_future for CVRX [2025-11-26T21:23:20.825977] [DEBUG] [LOCAL ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt [2025-11-26T21:23:20.826047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:20.826092] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:20.826133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:20.826203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:20.884124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:20.884892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:20.884989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:20.885039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:21.012998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:21.013126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:21.013180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:21.013219] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:21.016846] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-11-26T21:23:21.017234] [INFO ] [FORECASTER] Completed predict_future for CVRX [2025-11-26T21:23:21.017405] [INFO ] [sig ] CVRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:21.160505] [INFO ] [LOCAL ] Saved forecast: CVRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CVRX.txt [2025-11-26T21:23:21.160711] [INFO ] [sig ] [863/3599] Completed CVRX in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:21.160780] [INFO ] [sig ] [864/3599] Forecasting CVS... [2025-11-26T21:23:21.160824] [INFO ] [sig ] Generating forecast for: CVS [2025-11-26T21:23:21.160863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-11-26T21:23:21.174588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVS'. [2025-11-26T21:23:21.175101] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-11-26T21:23:21.176220] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-11-26T21:23:21.176303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:21.176351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:21.176402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:21.176534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:21.248198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:21.249339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:21.249445] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:21.249508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:21.383258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:21.383471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:21.383527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:21.383570] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:21.387350] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=21.96%) [2025-11-26T21:23:21.387839] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-11-26T21:23:21.388029] [INFO ] [sig ] CVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:21.532215] [INFO ] [LOCAL ] Saved forecast: CVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVS.txt [2025-11-26T21:23:21.532376] [INFO ] [sig ] [864/3599] Completed CVS in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.9m [2025-11-26T21:23:21.532430] [INFO ] [sig ] [865/3599] Forecasting CVX... [2025-11-26T21:23:21.532474] [INFO ] [sig ] Generating forecast for: CVX [2025-11-26T21:23:21.532539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-11-26T21:23:21.544408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVX'. [2025-11-26T21:23:21.544783] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-11-26T21:23:21.545581] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-11-26T21:23:21.545698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:21.545755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:21.545795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:21.546100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:21.604390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:21.605077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:21.605185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:21.605233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:21.724864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:21.725030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:21.725081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:21.725121] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:21.728514] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=14.04%) [2025-11-26T21:23:21.728883] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-11-26T21:23:21.729049] [INFO ] [sig ] CVX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:21.872108] [INFO ] [LOCAL ] Saved forecast: CVX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CVX.txt [2025-11-26T21:23:21.872290] [INFO ] [sig ] [865/3599] Completed CVX in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:21.872355] [INFO ] [sig ] [866/3599] Forecasting CWAN... [2025-11-26T21:23:21.872399] [INFO ] [sig ] Generating forecast for: CWAN [2025-11-26T21:23:21.872443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-11-26T21:23:21.883218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWAN'. [2025-11-26T21:23:21.883596] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-11-26T21:23:21.884408] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-11-26T21:23:21.884478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:21.884523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:21.884562] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:21.884630] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:21.941461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:21.942114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:21.942210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:21.942257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:22.062561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:22.062770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:22.062824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:22.062865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:22.066275] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=70.01%) [2025-11-26T21:23:22.066574] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-11-26T21:23:22.066744] [INFO ] [sig ] CWAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:22.206506] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CWAN.txt [2025-11-26T21:23:22.206680] [INFO ] [sig ] [866/3599] Completed CWAN in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:22.206738] [INFO ] [sig ] [867/3599] Forecasting CWBC... [2025-11-26T21:23:22.206780] [INFO ] [sig ] Generating forecast for: CWBC [2025-11-26T21:23:22.206841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'. [2025-11-26T21:23:22.217279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWBC'. [2025-11-26T21:23:22.217601] [INFO ] [FORECASTER] Starting predict_future for CWBC [2025-11-26T21:23:22.218394] [DEBUG] [LOCAL ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt [2025-11-26T21:23:22.218465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:22.218511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:22.218558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:22.218626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:22.275956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:22.276747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:22.276843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:22.276888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:22.400270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:22.400449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:22.400502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:22.400568] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:22.404149] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=38.97%) [2025-11-26T21:23:22.404451] [INFO ] [FORECASTER] Completed predict_future for CWBC [2025-11-26T21:23:22.404600] [INFO ] [sig ] CWBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:22.545980] [INFO ] [LOCAL ] Saved forecast: CWBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWBC.txt [2025-11-26T21:23:22.546133] [INFO ] [sig ] [867/3599] Completed CWBC in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:22.546187] [INFO ] [sig ] [868/3599] Forecasting CWCO... [2025-11-26T21:23:22.546230] [INFO ] [sig ] Generating forecast for: CWCO [2025-11-26T21:23:22.546271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'. [2025-11-26T21:23:22.557712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWCO'. [2025-11-26T21:23:22.558040] [INFO ] [FORECASTER] Starting predict_future for CWCO [2025-11-26T21:23:22.558866] [DEBUG] [LOCAL ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt [2025-11-26T21:23:22.558935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:22.558980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:22.559019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:22.559142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:22.617205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:22.617948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:22.618047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:22.618103] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:22.737998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:22.738149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:22.738201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:22.738242] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:22.741607] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=45.47%) [2025-11-26T21:23:22.741936] [INFO ] [FORECASTER] Completed predict_future for CWCO [2025-11-26T21:23:22.742082] [INFO ] [sig ] CWCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:22.883724] [INFO ] [LOCAL ] Saved forecast: CWCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWCO.txt [2025-11-26T21:23:22.883919] [INFO ] [sig ] [868/3599] Completed CWCO in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:22.883976] [INFO ] [sig ] [869/3599] Forecasting CWD... [2025-11-26T21:23:22.884036] [INFO ] [sig ] Generating forecast for: CWD [2025-11-26T21:23:22.884075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'. [2025-11-26T21:23:22.896373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWD'. [2025-11-26T21:23:22.897032] [INFO ] [FORECASTER] Starting predict_future for CWD [2025-11-26T21:23:22.898153] [DEBUG] [LOCAL ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt [2025-11-26T21:23:22.898224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:22.898270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:22.898309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:22.898380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:22.957028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:22.957922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:22.958046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:22.958094] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:23.069016] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:23.069175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:23.069225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:23.069266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:23.072622] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=69.27%) [2025-11-26T21:23:23.072937] [INFO ] [FORECASTER] Completed predict_future for CWD [2025-11-26T21:23:23.073082] [INFO ] [sig ] CWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:23.217547] [INFO ] [LOCAL ] Saved forecast: CWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CWD.txt [2025-11-26T21:23:23.217739] [INFO ] [sig ] [869/3599] Completed CWD in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:23.217800] [INFO ] [sig ] [870/3599] Forecasting CWEN... [2025-11-26T21:23:23.217878] [INFO ] [sig ] Generating forecast for: CWEN [2025-11-26T21:23:23.217952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-11-26T21:23:23.230319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWEN'. [2025-11-26T21:23:23.230835] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-11-26T21:23:23.231881] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-11-26T21:23:23.231987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:23.232056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:23.232115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:23.232228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:23.297483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:23.298480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:23.298602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:23.298672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:23.424047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:23.424249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:23.424303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:23.424344] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:23.427898] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=42.67%) [2025-11-26T21:23:23.428218] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-11-26T21:23:23.428378] [INFO ] [sig ] CWEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:23.572954] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWEN.txt [2025-11-26T21:23:23.573145] [INFO ] [sig ] [870/3599] Completed CWEN in 0.4s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:23.573201] [INFO ] [sig ] [871/3599] Forecasting CWH... [2025-11-26T21:23:23.573246] [INFO ] [sig ] Generating forecast for: CWH [2025-11-26T21:23:23.573311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-11-26T21:23:23.584627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWH'. [2025-11-26T21:23:23.585117] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-11-26T21:23:23.585948] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-11-26T21:23:23.586017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:23.586063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:23.586140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:23.586213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:23.645238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:23.646150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:23.646251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:23.646293] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:23.767672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:23.767865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:23.767913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:23.767955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:23.771408] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=1.26%) [2025-11-26T21:23:23.771762] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-11-26T21:23:23.771921] [INFO ] [sig ] CWH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:23.917989] [INFO ] [LOCAL ] Saved forecast: CWH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWH.txt [2025-11-26T21:23:23.918173] [INFO ] [sig ] [871/3599] Completed CWH in 0.3s | 2.88 sym/s | Total: 5.0m | ETA: 15.8m [2025-11-26T21:23:23.918230] [INFO ] [sig ] [872/3599] Forecasting CWK... [2025-11-26T21:23:23.918273] [INFO ] [sig ] Generating forecast for: CWK [2025-11-26T21:23:23.918335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-11-26T21:23:23.933209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWK'. [2025-11-26T21:23:23.933767] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-11-26T21:23:23.934947] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-11-26T21:23:23.935042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:23.935108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:23.935163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:23.935265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:24.001483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:24.002439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:24.002544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:24.002592] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:24.130381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:24.130606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:24.130699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:24.130760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:24.134375] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=13.41%) [2025-11-26T21:23:24.134750] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-11-26T21:23:24.134926] [INFO ] [sig ] CWK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:24.282529] [INFO ] [LOCAL ] Saved forecast: CWK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CWK.txt [2025-11-26T21:23:24.282764] [INFO ] [sig ] [872/3599] Completed CWK in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:24.282838] [INFO ] [sig ] [873/3599] Forecasting CXDO... [2025-11-26T21:23:24.282924] [INFO ] [sig ] Generating forecast for: CXDO [2025-11-26T21:23:24.282987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'. [2025-11-26T21:23:24.294212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXDO'. [2025-11-26T21:23:24.294692] [INFO ] [FORECASTER] Starting predict_future for CXDO [2025-11-26T21:23:24.295601] [DEBUG] [LOCAL ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt [2025-11-26T21:23:24.295711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:24.295784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:24.295849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:24.295956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:24.353697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:24.354695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:24.354840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:24.354912] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:24.475243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:24.475440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:24.475509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:24.475564] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:24.479097] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=0.38%) [2025-11-26T21:23:24.479433] [INFO ] [FORECASTER] Completed predict_future for CXDO [2025-11-26T21:23:24.479615] [INFO ] [sig ] CXDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:24.622796] [INFO ] [LOCAL ] Saved forecast: CXDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CXDO.txt [2025-11-26T21:23:24.622980] [INFO ] [sig ] [873/3599] Completed CXDO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:24.623036] [INFO ] [sig ] [874/3599] Forecasting CXE... [2025-11-26T21:23:24.623081] [INFO ] [sig ] Generating forecast for: CXE [2025-11-26T21:23:24.623145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-11-26T21:23:24.633721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXE'. [2025-11-26T21:23:24.634118] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-11-26T21:23:24.634933] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-11-26T21:23:24.635002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:24.635048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:24.635087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:24.635155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:24.696339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:24.697238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:24.697363] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:24.697412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:24.811439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:24.811622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:24.811693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:24.811735] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:24.815131] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=43.23%) [2025-11-26T21:23:24.815427] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-11-26T21:23:24.815572] [INFO ] [sig ] CXE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:24.959242] [INFO ] [LOCAL ] Saved forecast: CXE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CXE.txt [2025-11-26T21:23:24.959423] [INFO ] [sig ] [874/3599] Completed CXE in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:24.959480] [INFO ] [sig ] [875/3599] Forecasting CXSE... [2025-11-26T21:23:24.959522] [INFO ] [sig ] Generating forecast for: CXSE [2025-11-26T21:23:24.959575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'. [2025-11-26T21:23:24.970179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXSE'. [2025-11-26T21:23:24.970554] [INFO ] [FORECASTER] Starting predict_future for CXSE [2025-11-26T21:23:24.971355] [DEBUG] [LOCAL ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt [2025-11-26T21:23:24.971426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:24.971471] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:24.971510] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:24.971579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:25.031232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:25.032140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:25.032243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:25.032289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:25.143880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:25.144080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:25.144134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:25.144173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:25.148155] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=93.68%) [2025-11-26T21:23:25.148482] [INFO ] [FORECASTER] Completed predict_future for CXSE [2025-11-26T21:23:25.148664] [INFO ] [sig ] CXSE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:25.293565] [INFO ] [LOCAL ] Saved forecast: CXSE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CXSE.txt [2025-11-26T21:23:25.293767] [INFO ] [sig ] [875/3599] Completed CXSE in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:25.293823] [INFO ] [sig ] [876/3599] Forecasting CYD... [2025-11-26T21:23:25.293867] [INFO ] [sig ] Generating forecast for: CYD [2025-11-26T21:23:25.293932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-11-26T21:23:25.304409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYD'. [2025-11-26T21:23:25.304750] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-11-26T21:23:25.305531] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-11-26T21:23:25.305600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:25.305664] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:25.305709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:25.305779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:25.369288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:25.370339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:25.370456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:25.370504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:25.489197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:25.489387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:25.489439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:25.489481] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:25.492994] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=29.52%) [2025-11-26T21:23:25.493293] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-11-26T21:23:25.493442] [INFO ] [sig ] CYD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:25.635681] [INFO ] [LOCAL ] Saved forecast: CYD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYD.txt [2025-11-26T21:23:25.635881] [INFO ] [sig ] [876/3599] Completed CYD in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:25.635937] [INFO ] [sig ] [877/3599] Forecasting CYH... [2025-11-26T21:23:25.636002] [INFO ] [sig ] Generating forecast for: CYH [2025-11-26T21:23:25.636052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-11-26T21:23:25.647141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYH'. [2025-11-26T21:23:25.647629] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-11-26T21:23:25.648446] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-11-26T21:23:25.648516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:25.648561] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:25.648599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:25.648690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:25.708703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:25.709605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:25.709744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:25.709804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:25.838871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:25.839265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:25.839320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:25.839360] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:25.843260] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=10.79%) [2025-11-26T21:23:25.843664] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-11-26T21:23:25.843862] [INFO ] [sig ] CYH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:25.992780] [INFO ] [LOCAL ] Saved forecast: CYH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYH.txt [2025-11-26T21:23:25.992973] [INFO ] [sig ] [877/3599] Completed CYH in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:25.993030] [INFO ] [sig ] [878/3599] Forecasting CYN... [2025-11-26T21:23:25.993066] [INFO ] [sig ] Generating forecast for: CYN [2025-11-26T21:23:25.993126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'. [2025-11-26T21:23:26.004622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYN'. [2025-11-26T21:23:26.005218] [INFO ] [FORECASTER] Starting predict_future for CYN [2025-11-26T21:23:26.006054] [DEBUG] [LOCAL ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt [2025-11-26T21:23:26.006135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:26.006198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:26.006259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:26.006358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:26.064202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:26.064900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:26.065009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:26.065072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:26.179741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:26.179903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:26.179973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:26.180029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:26.183506] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=30.05%) [2025-11-26T21:23:26.183880] [INFO ] [FORECASTER] Completed predict_future for CYN [2025-11-26T21:23:26.184052] [INFO ] [sig ] CYN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:26.326944] [INFO ] [LOCAL ] Saved forecast: CYN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYN.txt [2025-11-26T21:23:26.327149] [INFO ] [sig ] [878/3599] Completed CYN in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:26.327225] [INFO ] [sig ] [879/3599] Forecasting CYRX... [2025-11-26T21:23:26.327283] [INFO ] [sig ] Generating forecast for: CYRX [2025-11-26T21:23:26.327365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'. [2025-11-26T21:23:26.337998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYRX'. [2025-11-26T21:23:26.338387] [INFO ] [FORECASTER] Starting predict_future for CYRX [2025-11-26T21:23:26.339236] [DEBUG] [LOCAL ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt [2025-11-26T21:23:26.339318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:26.339381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:26.339443] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:26.339542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:26.400458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:26.401490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:26.401599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:26.401666] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:26.525375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:26.525573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:26.525634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:26.525698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:26.529277] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=43.81%) [2025-11-26T21:23:26.529584] [INFO ] [FORECASTER] Completed predict_future for CYRX [2025-11-26T21:23:26.529752] [INFO ] [sig ] CYRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:26.674612] [INFO ] [LOCAL ] Saved forecast: CYRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CYRX.txt [2025-11-26T21:23:26.674825] [INFO ] [sig ] [879/3599] Completed CYRX in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:26.674887] [INFO ] [sig ] [880/3599] Forecasting CYTK... [2025-11-26T21:23:26.674955] [INFO ] [sig ] Generating forecast for: CYTK [2025-11-26T21:23:26.675001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'. [2025-11-26T21:23:26.685702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYTK'. [2025-11-26T21:23:26.686154] [INFO ] [FORECASTER] Starting predict_future for CYTK [2025-11-26T21:23:26.687026] [DEBUG] [LOCAL ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt [2025-11-26T21:23:26.687101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:26.687148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:26.687190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:26.687259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:26.748864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:26.749785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:26.749889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:26.749936] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:26.888614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:26.888844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:26.888908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:26.888952] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:26.892608] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=79.49%) [2025-11-26T21:23:26.893039] [INFO ] [FORECASTER] Completed predict_future for CYTK [2025-11-26T21:23:26.893209] [INFO ] [sig ] CYTK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:27.046724] [INFO ] [LOCAL ] Saved forecast: CYTK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CYTK.txt [2025-11-26T21:23:27.046895] [INFO ] [sig ] [880/3599] Completed CYTK in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.8m [2025-11-26T21:23:27.046949] [INFO ] [sig ] [881/3599] Forecasting CZFS... [2025-11-26T21:23:27.046995] [INFO ] [sig ] Generating forecast for: CZFS [2025-11-26T21:23:27.047062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'. [2025-11-26T21:23:27.056918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZFS'. [2025-11-26T21:23:27.057281] [INFO ] [FORECASTER] Starting predict_future for CZFS [2025-11-26T21:23:27.058341] [DEBUG] [LOCAL ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt [2025-11-26T21:23:27.058417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:27.058474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:27.058530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:27.058699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:27.117917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:27.118875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:27.118978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:27.119037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:27.210112] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:27.210297] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:23:27.210372] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:27.210427] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:27.213974] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=17.80%) [2025-11-26T21:23:27.214301] [INFO ] [FORECASTER] Completed predict_future for CZFS [2025-11-26T21:23:27.214468] [INFO ] [sig ] CZFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:27.353231] [INFO ] [LOCAL ] Saved forecast: CZFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/CZFS.txt [2025-11-26T21:23:27.353419] [INFO ] [sig ] [881/3599] Completed CZFS in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:27.353474] [INFO ] [sig ] [882/3599] Forecasting CZNC... [2025-11-26T21:23:27.353519] [INFO ] [sig ] Generating forecast for: CZNC [2025-11-26T21:23:27.353584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'. [2025-11-26T21:23:27.364612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZNC'. [2025-11-26T21:23:27.365074] [INFO ] [FORECASTER] Starting predict_future for CZNC [2025-11-26T21:23:27.365955] [DEBUG] [LOCAL ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt [2025-11-26T21:23:27.366026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:27.366070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:27.366108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:27.366176] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:27.422959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:27.423772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:27.423870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:27.423913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:27.546426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:27.546607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:27.546678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:27.546721] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:27.550213] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=92.30%) [2025-11-26T21:23:27.550515] [INFO ] [FORECASTER] Completed predict_future for CZNC [2025-11-26T21:23:27.550680] [INFO ] [sig ] CZNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:27.690828] [INFO ] [LOCAL ] Saved forecast: CZNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CZNC.txt [2025-11-26T21:23:27.690997] [INFO ] [sig ] [882/3599] Completed CZNC in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:27.691052] [INFO ] [sig ] [883/3599] Forecasting CZWI... [2025-11-26T21:23:27.691093] [INFO ] [sig ] Generating forecast for: CZWI [2025-11-26T21:23:27.691133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'. [2025-11-26T21:23:27.701875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZWI'. [2025-11-26T21:23:27.702233] [INFO ] [FORECASTER] Starting predict_future for CZWI [2025-11-26T21:23:27.703080] [DEBUG] [LOCAL ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt [2025-11-26T21:23:27.703151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:27.703199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:27.703239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:27.703310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:27.762178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:27.762996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:27.763095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:27.763141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:27.874213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:27.874386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:27.874436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:27.874473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:27.877917] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.48%) [2025-11-26T21:23:27.878217] [INFO ] [FORECASTER] Completed predict_future for CZWI [2025-11-26T21:23:27.878366] [INFO ] [sig ] CZWI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:28.021243] [INFO ] [LOCAL ] Saved forecast: CZWI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/CZWI.txt [2025-11-26T21:23:28.021408] [INFO ] [sig ] [883/3599] Completed CZWI in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:28.021474] [INFO ] [sig ] [884/3599] Forecasting DAIO... [2025-11-26T21:23:28.021518] [INFO ] [sig ] Generating forecast for: DAIO [2025-11-26T21:23:28.021554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'. [2025-11-26T21:23:28.032206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAIO'. [2025-11-26T21:23:28.032548] [INFO ] [FORECASTER] Starting predict_future for DAIO [2025-11-26T21:23:28.033396] [DEBUG] [LOCAL ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt [2025-11-26T21:23:28.033479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:28.033525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:28.033566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:28.033634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:28.091131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:28.091852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:28.091951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:28.091999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:28.204936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:28.205122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:28.205176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:28.205220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:28.208917] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-11-26T21:23:28.209415] [INFO ] [FORECASTER] Completed predict_future for DAIO [2025-11-26T21:23:28.209569] [INFO ] [sig ] DAIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:28.354243] [INFO ] [LOCAL ] Saved forecast: DAIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAIO.txt [2025-11-26T21:23:28.354428] [INFO ] [sig ] [884/3599] Completed DAIO in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:28.354483] [INFO ] [sig ] [885/3599] Forecasting DAL... [2025-11-26T21:23:28.354552] [INFO ] [sig ] Generating forecast for: DAL [2025-11-26T21:23:28.354596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-11-26T21:23:28.366260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAL'. [2025-11-26T21:23:28.366703] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-11-26T21:23:28.367620] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-11-26T21:23:28.367712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:28.367768] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:28.367817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:28.367901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:28.427955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:28.428902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:28.429022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:28.429071] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:28.551377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:28.551604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:28.551699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:28.551762] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:28.555718] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=86.89%) [2025-11-26T21:23:28.556254] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-11-26T21:23:28.556513] [INFO ] [sig ] DAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:28.703940] [INFO ] [LOCAL ] Saved forecast: DAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAL.txt [2025-11-26T21:23:28.704187] [INFO ] [sig ] [885/3599] Completed DAL in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:28.704268] [INFO ] [sig ] [886/3599] Forecasting DAN... [2025-11-26T21:23:28.704354] [INFO ] [sig ] Generating forecast for: DAN [2025-11-26T21:23:28.704419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-11-26T21:23:28.716067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAN'. [2025-11-26T21:23:28.716535] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-11-26T21:23:28.717811] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-11-26T21:23:28.717894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:28.717941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:28.717978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:28.718048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:28.776439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:28.777359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:28.777486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:28.777538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:28.901185] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:28.901346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:28.901401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:28.901443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:28.904996] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=17.77%) [2025-11-26T21:23:28.905304] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-11-26T21:23:28.905455] [INFO ] [sig ] DAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:29.046982] [INFO ] [LOCAL ] Saved forecast: DAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAN.txt [2025-11-26T21:23:29.047166] [INFO ] [sig ] [886/3599] Completed DAN in 0.3s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:29.047221] [INFO ] [sig ] [887/3599] Forecasting DAO... [2025-11-26T21:23:29.047264] [INFO ] [sig ] Generating forecast for: DAO [2025-11-26T21:23:29.047306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-11-26T21:23:29.057512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAO'. [2025-11-26T21:23:29.057937] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-11-26T21:23:29.058788] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-11-26T21:23:29.058858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:29.058903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:29.058942] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:29.059009] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:29.116672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:29.117637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:29.117773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:29.117830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:29.245929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:29.246117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:29.246169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:29.246208] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:29.249816] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=49.63%) [2025-11-26T21:23:29.250184] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-11-26T21:23:29.250350] [INFO ] [sig ] DAO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:29.397477] [INFO ] [LOCAL ] Saved forecast: DAO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAO.txt [2025-11-26T21:23:29.397722] [INFO ] [sig ] [887/3599] Completed DAO in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:29.397816] [INFO ] [sig ] [888/3599] Forecasting DAPP... [2025-11-26T21:23:29.397897] [INFO ] [sig ] Generating forecast for: DAPP [2025-11-26T21:23:29.398155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'. [2025-11-26T21:23:29.410407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAPP'. [2025-11-26T21:23:29.410849] [INFO ] [FORECASTER] Starting predict_future for DAPP [2025-11-26T21:23:29.411759] [DEBUG] [LOCAL ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt [2025-11-26T21:23:29.411835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:29.411881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:29.411929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:29.412014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:29.478499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:29.479535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:29.479673] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:29.479727] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:29.606681] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:29.606865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:29.606917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:29.606956] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:29.610482] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=92.01%) [2025-11-26T21:23:29.610836] [INFO ] [FORECASTER] Completed predict_future for DAPP [2025-11-26T21:23:29.610996] [INFO ] [sig ] DAPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:29.755487] [INFO ] [LOCAL ] Saved forecast: DAPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAPP.txt [2025-11-26T21:23:29.755702] [INFO ] [sig ] [888/3599] Completed DAPP in 0.4s | 2.88 sym/s | Total: 5.1m | ETA: 15.7m [2025-11-26T21:23:29.755776] [INFO ] [sig ] [889/3599] Forecasting DARE... [2025-11-26T21:23:29.755842] [INFO ] [sig ] Generating forecast for: DARE [2025-11-26T21:23:29.755959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'. [2025-11-26T21:23:29.766498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DARE'. [2025-11-26T21:23:29.766902] [INFO ] [FORECASTER] Starting predict_future for DARE [2025-11-26T21:23:29.767795] [DEBUG] [LOCAL ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt [2025-11-26T21:23:29.767869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:29.767913] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:29.767951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:29.768017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:29.826832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:29.827809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:29.827919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:29.827965] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:29.945355] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:29.945552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:29.945606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:29.945662] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:29.949187] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=61.96%) [2025-11-26T21:23:29.949534] [INFO ] [FORECASTER] Completed predict_future for DARE [2025-11-26T21:23:29.949743] [INFO ] [sig ] DARE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:30.095607] [INFO ] [LOCAL ] Saved forecast: DARE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DARE.txt [2025-11-26T21:23:30.095833] [INFO ] [sig ] [889/3599] Completed DARE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:30.095934] [INFO ] [sig ] [890/3599] Forecasting DASH... [2025-11-26T21:23:30.095987] [INFO ] [sig ] Generating forecast for: DASH [2025-11-26T21:23:30.096051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'. [2025-11-26T21:23:30.106969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DASH'. [2025-11-26T21:23:30.107370] [INFO ] [FORECASTER] Starting predict_future for DASH [2025-11-26T21:23:30.108316] [DEBUG] [LOCAL ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt [2025-11-26T21:23:30.108389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:30.108436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:30.108482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:30.108558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:30.167633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:30.168781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:30.168885] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:30.169128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:30.295884] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:30.296102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:30.296162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:30.296206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:30.299740] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=47.13%) [2025-11-26T21:23:30.300265] [INFO ] [FORECASTER] Completed predict_future for DASH [2025-11-26T21:23:30.300423] [INFO ] [sig ] DASH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:30.440745] [INFO ] [LOCAL ] Saved forecast: DASH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DASH.txt [2025-11-26T21:23:30.440898] [INFO ] [sig ] [890/3599] Completed DASH in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:30.440947] [INFO ] [sig ] [891/3599] Forecasting DAVA... [2025-11-26T21:23:30.440997] [INFO ] [sig ] Generating forecast for: DAVA [2025-11-26T21:23:30.441040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-11-26T21:23:30.451660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVA'. [2025-11-26T21:23:30.451968] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-11-26T21:23:30.452769] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-11-26T21:23:30.452842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:30.452887] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:30.452927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:30.452998] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:30.514276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:30.515197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:30.515299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:30.515347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:30.638432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:30.638613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:30.638722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:30.638769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:30.642276] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=78.74%) [2025-11-26T21:23:30.642583] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-11-26T21:23:30.642753] [INFO ] [sig ] DAVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:30.785556] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DAVA.txt [2025-11-26T21:23:30.785750] [INFO ] [sig ] [891/3599] Completed DAVA in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:30.785808] [INFO ] [sig ] [892/3599] Forecasting DAVE... [2025-11-26T21:23:30.785855] [INFO ] [sig ] Generating forecast for: DAVE [2025-11-26T21:23:30.785896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'. [2025-11-26T21:23:30.797541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVE'. [2025-11-26T21:23:30.798016] [INFO ] [FORECASTER] Starting predict_future for DAVE [2025-11-26T21:23:30.799248] [DEBUG] [LOCAL ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt [2025-11-26T21:23:30.799319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:30.799366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:30.799404] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:30.799472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:30.858043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:30.858962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:30.859065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:30.859114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:30.979876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:30.980268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:30.980321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:30.980356] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:30.983834] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=19.92%) [2025-11-26T21:23:30.984167] [INFO ] [FORECASTER] Completed predict_future for DAVE [2025-11-26T21:23:30.984321] [INFO ] [sig ] DAVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:31.133331] [INFO ] [LOCAL ] Saved forecast: DAVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAVE.txt [2025-11-26T21:23:31.133526] [INFO ] [sig ] [892/3599] Completed DAVE in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:31.133594] [INFO ] [sig ] [893/3599] Forecasting DAWN... [2025-11-26T21:23:31.133682] [INFO ] [sig ] Generating forecast for: DAWN [2025-11-26T21:23:31.133722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'. [2025-11-26T21:23:31.144192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAWN'. [2025-11-26T21:23:31.144596] [INFO ] [FORECASTER] Starting predict_future for DAWN [2025-11-26T21:23:31.145434] [DEBUG] [LOCAL ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt [2025-11-26T21:23:31.145506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:31.145551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:31.145592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:31.145678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:31.205021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:31.205987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:31.206098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:31.206147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:31.328151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:31.328379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:31.328442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:31.328486] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:31.332134] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=15.64%) [2025-11-26T21:23:31.332441] [INFO ] [FORECASTER] Completed predict_future for DAWN [2025-11-26T21:23:31.332601] [INFO ] [sig ] DAWN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:31.477918] [INFO ] [LOCAL ] Saved forecast: DAWN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DAWN.txt [2025-11-26T21:23:31.478083] [INFO ] [sig ] [893/3599] Completed DAWN in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:31.478137] [INFO ] [sig ] [894/3599] Forecasting DB... [2025-11-26T21:23:31.478208] [INFO ] [sig ] Generating forecast for: DB [2025-11-26T21:23:31.478251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-11-26T21:23:31.490440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DB'. [2025-11-26T21:23:31.490805] [INFO ] [FORECASTER] Starting predict_future for DB [2025-11-26T21:23:31.491605] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-11-26T21:23:31.491693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:31.491741] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:31.491781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:31.491851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:31.550461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:31.551313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:31.551413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:31.551461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:31.676417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:31.676588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:31.676657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:31.676700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:31.680282] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=91.74%) [2025-11-26T21:23:31.680584] [INFO ] [FORECASTER] Completed predict_future for DB [2025-11-26T21:23:31.680752] [INFO ] [sig ] DB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:31.823911] [INFO ] [LOCAL ] Saved forecast: DB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DB.txt [2025-11-26T21:23:31.824098] [INFO ] [sig ] [894/3599] Completed DB in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:31.824153] [INFO ] [sig ] [895/3599] Forecasting DBI... [2025-11-26T21:23:31.824194] [INFO ] [sig ] Generating forecast for: DBI [2025-11-26T21:23:31.824235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-11-26T21:23:31.835415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBI'. [2025-11-26T21:23:31.835764] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-11-26T21:23:31.836549] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-11-26T21:23:31.836620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:31.836711] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:31.836755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:31.836823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:31.897065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:31.897949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:31.898054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:31.898103] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:32.016736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:32.016927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:32.016981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:32.017022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:32.020441] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-11-26T21:23:32.020764] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-11-26T21:23:32.020916] [INFO ] [sig ] DBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:32.161106] [INFO ] [LOCAL ] Saved forecast: DBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DBI.txt [2025-11-26T21:23:32.161265] [INFO ] [sig ] [895/3599] Completed DBI in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:32.161321] [INFO ] [sig ] [896/3599] Forecasting DBL... [2025-11-26T21:23:32.161363] [INFO ] [sig ] Generating forecast for: DBL [2025-11-26T21:23:32.161428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-11-26T21:23:32.172516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBL'. [2025-11-26T21:23:32.172891] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-11-26T21:23:32.173704] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-11-26T21:23:32.173773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:32.173818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:32.173855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:32.173921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:32.231823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:32.232678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:32.232779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:32.232826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:32.352571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:32.352801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:32.352855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:32.352894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:32.356280] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=77.92%) [2025-11-26T21:23:32.356579] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-11-26T21:23:32.356753] [INFO ] [sig ] DBL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:32.499833] [INFO ] [LOCAL ] Saved forecast: DBL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DBL.txt [2025-11-26T21:23:32.500004] [INFO ] [sig ] [896/3599] Completed DBL in 0.3s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:32.500061] [INFO ] [sig ] [897/3599] Forecasting DBRG... [2025-11-26T21:23:32.500099] [INFO ] [sig ] Generating forecast for: DBRG [2025-11-26T21:23:32.500159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-11-26T21:23:32.514831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBRG'. [2025-11-26T21:23:32.515571] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-11-26T21:23:32.516971] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-11-26T21:23:32.517247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:32.517305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:32.517363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:32.517486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:32.580672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:32.581941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:32.582068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:32.582121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:32.711511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:32.711866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:32.711929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:32.711968] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:32.716173] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=20.96%) [2025-11-26T21:23:32.716595] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-11-26T21:23:32.716805] [INFO ] [sig ] DBRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:32.867772] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DBRG.txt [2025-11-26T21:23:32.868027] [INFO ] [sig ] [897/3599] Completed DBRG in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.7m [2025-11-26T21:23:32.868089] [INFO ] [sig ] [898/3599] Forecasting DBX... [2025-11-26T21:23:32.868170] [INFO ] [sig ] Generating forecast for: DBX [2025-11-26T21:23:32.868223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'. [2025-11-26T21:23:32.880895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBX'. [2025-11-26T21:23:32.881458] [INFO ] [FORECASTER] Starting predict_future for DBX [2025-11-26T21:23:32.882547] [DEBUG] [LOCAL ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt [2025-11-26T21:23:32.882627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:32.882703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:32.882746] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:32.882822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:32.944714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:32.946475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:32.946624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:32.946695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:33.075217] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:33.075489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:33.075551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:33.075600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:33.079908] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=11.40%) [2025-11-26T21:23:33.080303] [INFO ] [FORECASTER] Completed predict_future for DBX [2025-11-26T21:23:33.080488] [INFO ] [sig ] DBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:33.233031] [INFO ] [LOCAL ] Saved forecast: DBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DBX.txt [2025-11-26T21:23:33.233376] [INFO ] [sig ] [898/3599] Completed DBX in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:33.233443] [INFO ] [sig ] [899/3599] Forecasting DCBO... [2025-11-26T21:23:33.233497] [INFO ] [sig ] Generating forecast for: DCBO [2025-11-26T21:23:33.233553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'. [2025-11-26T21:23:33.247623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCBO'. [2025-11-26T21:23:33.248330] [INFO ] [FORECASTER] Starting predict_future for DCBO [2025-11-26T21:23:33.249414] [DEBUG] [LOCAL ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt [2025-11-26T21:23:33.249493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:33.249541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:33.249583] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:33.249682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:33.314094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:33.315322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:33.315493] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:33.315549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:33.443850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:33.444126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:33.444188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:33.444240] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:33.448483] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=13.51%) [2025-11-26T21:23:33.448917] [INFO ] [FORECASTER] Completed predict_future for DCBO [2025-11-26T21:23:33.449101] [INFO ] [sig ] DCBO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:33.597413] [INFO ] [LOCAL ] Saved forecast: DCBO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCBO.txt [2025-11-26T21:23:33.597754] [INFO ] [sig ] [899/3599] Completed DCBO in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:33.597825] [INFO ] [sig ] [900/3599] Forecasting DCI... [2025-11-26T21:23:33.597907] [INFO ] [sig ] Generating forecast for: DCI [2025-11-26T21:23:33.597969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-11-26T21:23:33.614943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCI'. [2025-11-26T21:23:33.615619] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-11-26T21:23:33.616910] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-11-26T21:23:33.617004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:33.617070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:33.617130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:33.617235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:33.684926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:33.685897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:33.686003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:33.686050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:33.808625] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:33.808831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:33.808886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:33.808929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:33.812353] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=16.76%) [2025-11-26T21:23:33.812669] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-11-26T21:23:33.812816] [INFO ] [sig ] DCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:33.953000] [INFO ] [LOCAL ] Saved forecast: DCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCI.txt [2025-11-26T21:23:33.953202] [INFO ] [sig ] [900/3599] Completed DCI in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:33.953262] [INFO ] [sig ] [901/3599] Forecasting DCO... [2025-11-26T21:23:33.953377] [INFO ] [sig ] Generating forecast for: DCO [2025-11-26T21:23:33.953427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-11-26T21:23:33.965861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCO'. [2025-11-26T21:23:33.966480] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-11-26T21:23:33.967600] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-11-26T21:23:33.967704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:33.967756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:33.967800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:33.967878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:34.030685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:34.031926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:34.032069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:34.032122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:34.159576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:34.159903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:34.159972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:34.160026] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:34.164884] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=10.44%) [2025-11-26T21:23:34.165418] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-11-26T21:23:34.165628] [INFO ] [sig ] DCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:34.321308] [INFO ] [LOCAL ] Saved forecast: DCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCO.txt [2025-11-26T21:23:34.321713] [INFO ] [sig ] [901/3599] Completed DCO in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:34.321799] [INFO ] [sig ] [902/3599] Forecasting DCOM... [2025-11-26T21:23:34.321853] [INFO ] [sig ] Generating forecast for: DCOM [2025-11-26T21:23:34.321902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'. [2025-11-26T21:23:34.334150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCOM'. [2025-11-26T21:23:34.334773] [INFO ] [FORECASTER] Starting predict_future for DCOM [2025-11-26T21:23:34.335790] [DEBUG] [LOCAL ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt [2025-11-26T21:23:34.335866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:34.335918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:34.335961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:34.336039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:34.397506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:34.398796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:34.398916] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:34.398974] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:34.528907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:34.529171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:34.529234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:34.529313] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:34.534156] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=7.49%) [2025-11-26T21:23:34.534695] [INFO ] [FORECASTER] Completed predict_future for DCOM [2025-11-26T21:23:34.534898] [INFO ] [sig ] DCOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:34.682376] [INFO ] [LOCAL ] Saved forecast: DCOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DCOM.txt [2025-11-26T21:23:34.682623] [INFO ] [sig ] [902/3599] Completed DCOM in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:34.682737] [INFO ] [sig ] [903/3599] Forecasting DCTH... [2025-11-26T21:23:34.682782] [INFO ] [sig ] Generating forecast for: DCTH [2025-11-26T21:23:34.682830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'. [2025-11-26T21:23:34.695412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCTH'. [2025-11-26T21:23:34.695947] [INFO ] [FORECASTER] Starting predict_future for DCTH [2025-11-26T21:23:34.696892] [DEBUG] [LOCAL ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt [2025-11-26T21:23:34.696966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:34.697016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:34.697062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:34.697141] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:34.758154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:34.759393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:34.759528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:34.759580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:34.893445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:34.893719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:34.893779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:34.893825] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:34.897877] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-11-26T21:23:34.898223] [INFO ] [FORECASTER] Completed predict_future for DCTH [2025-11-26T21:23:34.898392] [INFO ] [sig ] DCTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:35.088866] [INFO ] [LOCAL ] Saved forecast: DCTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DCTH.txt [2025-11-26T21:23:35.089164] [INFO ] [sig ] [903/3599] Completed DCTH in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:35.089229] [INFO ] [sig ] [904/3599] Forecasting DD... [2025-11-26T21:23:35.089277] [INFO ] [sig ] Generating forecast for: DD [2025-11-26T21:23:35.089321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-11-26T21:23:35.101830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DD'. [2025-11-26T21:23:35.102370] [INFO ] [FORECASTER] Starting predict_future for DD [2025-11-26T21:23:35.103305] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-11-26T21:23:35.103380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:35.103427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:35.103469] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:35.103546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:35.164060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:35.165250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:35.165423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:35.165477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:35.294848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:35.295379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:35.295464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:35.295529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:35.302702] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=8.70%) [2025-11-26T21:23:35.303318] [INFO ] [FORECASTER] Completed predict_future for DD [2025-11-26T21:23:35.303594] [INFO ] [sig ] DD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:35.463889] [INFO ] [LOCAL ] Saved forecast: DD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DD.txt [2025-11-26T21:23:35.464164] [INFO ] [sig ] [904/3599] Completed DD in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:35.464250] [INFO ] [sig ] [905/3599] Forecasting DDD... [2025-11-26T21:23:35.464298] [INFO ] [sig ] Generating forecast for: DDD [2025-11-26T21:23:35.464352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-11-26T21:23:35.477828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDD'. [2025-11-26T21:23:35.478393] [INFO ] [FORECASTER] Starting predict_future for DDD [2025-11-26T21:23:35.479440] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-11-26T21:23:35.479516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:35.479567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:35.479622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:35.479731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:35.538868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:35.539914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:35.540032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:35.540086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:35.670721] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:35.670931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:35.670984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:35.671022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:35.674682] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=28.78%) [2025-11-26T21:23:35.675283] [INFO ] [FORECASTER] Completed predict_future for DDD [2025-11-26T21:23:35.675456] [INFO ] [sig ] DDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:35.832376] [INFO ] [LOCAL ] Saved forecast: DDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDD.txt [2025-11-26T21:23:35.832581] [INFO ] [sig ] [905/3599] Completed DDD in 0.4s | 2.88 sym/s | Total: 5.2m | ETA: 15.6m [2025-11-26T21:23:35.832675] [INFO ] [sig ] [906/3599] Forecasting DDI... [2025-11-26T21:23:35.832751] [INFO ] [sig ] Generating forecast for: DDI [2025-11-26T21:23:35.832801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'. [2025-11-26T21:23:35.844500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDI'. [2025-11-26T21:23:35.844939] [INFO ] [FORECASTER] Starting predict_future for DDI [2025-11-26T21:23:35.845766] [DEBUG] [LOCAL ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt [2025-11-26T21:23:35.845836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:35.845882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:35.845930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:35.846013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:35.905815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:35.906806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:35.906926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:35.906981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:36.040773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:36.040961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:36.041011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:36.041054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:36.044536] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: UP (p=83.93%) [2025-11-26T21:23:36.044878] [INFO ] [FORECASTER] Completed predict_future for DDI [2025-11-26T21:23:36.045030] [INFO ] [sig ] DDI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:36.187870] [INFO ] [LOCAL ] Saved forecast: DDI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DDI.txt [2025-11-26T21:23:36.188028] [INFO ] [sig ] [906/3599] Completed DDI in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:36.188077] [INFO ] [sig ] [907/3599] Forecasting DDL... [2025-11-26T21:23:36.188142] [INFO ] [sig ] Generating forecast for: DDL [2025-11-26T21:23:36.188183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-11-26T21:23:36.198963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDL'. [2025-11-26T21:23:36.199268] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-11-26T21:23:36.200068] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-11-26T21:23:36.200320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:36.200364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:36.200402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:36.200469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:36.257705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:36.258594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:36.258719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:36.258767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:36.379027] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:36.379212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:36.379264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:36.379307] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:36.382710] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=34.95%) [2025-11-26T21:23:36.383006] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-11-26T21:23:36.383153] [INFO ] [sig ] DDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:36.522072] [INFO ] [LOCAL ] Saved forecast: DDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDL.txt [2025-11-26T21:23:36.522206] [INFO ] [sig ] [907/3599] Completed DDL in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:36.522259] [INFO ] [sig ] [908/3599] Forecasting DDOG... [2025-11-26T21:23:36.522296] [INFO ] [sig ] Generating forecast for: DDOG [2025-11-26T21:23:36.522339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'. [2025-11-26T21:23:36.532561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDOG'. [2025-11-26T21:23:36.532904] [INFO ] [FORECASTER] Starting predict_future for DDOG [2025-11-26T21:23:36.533729] [DEBUG] [LOCAL ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt [2025-11-26T21:23:36.533811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:36.533858] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:36.533897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:36.533965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:36.591019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:36.591772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:36.591869] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:36.591922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:36.713605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:36.713774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:36.713826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:36.713865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:36.717151] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=31.43%) [2025-11-26T21:23:36.717467] [INFO ] [FORECASTER] Completed predict_future for DDOG [2025-11-26T21:23:36.717621] [INFO ] [sig ] DDOG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:36.856227] [INFO ] [LOCAL ] Saved forecast: DDOG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDOG.txt [2025-11-26T21:23:36.856366] [INFO ] [sig ] [908/3599] Completed DDOG in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:36.856418] [INFO ] [sig ] [909/3599] Forecasting DDS... [2025-11-26T21:23:36.856473] [INFO ] [sig ] Generating forecast for: DDS [2025-11-26T21:23:36.856514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-11-26T21:23:36.866562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDS'. [2025-11-26T21:23:36.866892] [INFO ] [FORECASTER] Starting predict_future for DDS [2025-11-26T21:23:36.867725] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-11-26T21:23:36.867793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:36.867836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:36.867877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:36.867946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:36.924993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:36.925622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:36.925737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:36.925793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:37.042414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:37.042588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:37.042658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:37.042700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:37.046262] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=40.86%) [2025-11-26T21:23:37.046563] [INFO ] [FORECASTER] Completed predict_future for DDS [2025-11-26T21:23:37.046728] [INFO ] [sig ] DDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:37.190315] [INFO ] [LOCAL ] Saved forecast: DDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DDS.txt [2025-11-26T21:23:37.190505] [INFO ] [sig ] [909/3599] Completed DDS in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:37.190556] [INFO ] [sig ] [910/3599] Forecasting DE... [2025-11-26T21:23:37.190630] [INFO ] [sig ] Generating forecast for: DE [2025-11-26T21:23:37.190699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-11-26T21:23:37.201987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DE'. [2025-11-26T21:23:37.202371] [INFO ] [FORECASTER] Starting predict_future for DE [2025-11-26T21:23:37.203187] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-11-26T21:23:37.203257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:37.203303] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:37.203342] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:37.203409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:37.260854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:37.261695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:37.261796] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:37.261842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:37.385433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:37.385822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:37.385875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:37.385917] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:37.389446] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-11-26T21:23:37.389785] [INFO ] [FORECASTER] Completed predict_future for DE [2025-11-26T21:23:37.389941] [INFO ] [sig ] DE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:37.535460] [INFO ] [LOCAL ] Saved forecast: DE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DE.txt [2025-11-26T21:23:37.535672] [INFO ] [sig ] [910/3599] Completed DE in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:37.535729] [INFO ] [sig ] [911/3599] Forecasting DEA... [2025-11-26T21:23:37.535793] [INFO ] [sig ] Generating forecast for: DEA [2025-11-26T21:23:37.535829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-11-26T21:23:37.547712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEA'. [2025-11-26T21:23:37.548229] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-11-26T21:23:37.549145] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-11-26T21:23:37.549222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:37.549271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:37.549315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:37.549388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:37.611702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:37.612629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:37.612763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:37.612815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:37.738985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:37.739178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:37.739233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:37.739276] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:37.742706] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-11-26T21:23:37.743004] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-11-26T21:23:37.743161] [INFO ] [sig ] DEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:37.884404] [INFO ] [LOCAL ] Saved forecast: DEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DEA.txt [2025-11-26T21:23:37.884567] [INFO ] [sig ] [911/3599] Completed DEA in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:37.884631] [INFO ] [sig ] [912/3599] Forecasting DECK... [2025-11-26T21:23:37.884712] [INFO ] [sig ] Generating forecast for: DECK [2025-11-26T21:23:37.884762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-11-26T21:23:37.895282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DECK'. [2025-11-26T21:23:37.895712] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-11-26T21:23:37.896512] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-11-26T21:23:37.896582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:37.896627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:37.896691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:37.896761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:37.954364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:37.955186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:37.955285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:37.955331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:38.077602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:38.077801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:38.077855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:38.077896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:38.081808] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=91.70%) [2025-11-26T21:23:38.082116] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-11-26T21:23:38.082456] [INFO ] [sig ] DECK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:38.229918] [INFO ] [LOCAL ] Saved forecast: DECK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DECK.txt [2025-11-26T21:23:38.230156] [INFO ] [sig ] [912/3599] Completed DECK in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:38.230244] [INFO ] [sig ] [913/3599] Forecasting DEI... [2025-11-26T21:23:38.230296] [INFO ] [sig ] Generating forecast for: DEI [2025-11-26T21:23:38.230339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-11-26T21:23:38.242024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEI'. [2025-11-26T21:23:38.242629] [INFO ] [FORECASTER] Starting predict_future for DEI [2025-11-26T21:23:38.243482] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-11-26T21:23:38.243556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:38.243602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:38.243660] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:38.243730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:38.305161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:38.306162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:38.306266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:38.306313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:38.430477] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:38.430698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:38.430754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:38.430795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:38.434379] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-11-26T21:23:38.434765] [INFO ] [FORECASTER] Completed predict_future for DEI [2025-11-26T21:23:38.434946] [INFO ] [sig ] DEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:38.586864] [INFO ] [LOCAL ] Saved forecast: DEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DEI.txt [2025-11-26T21:23:38.587095] [INFO ] [sig ] [913/3599] Completed DEI in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:38.587193] [INFO ] [sig ] [914/3599] Forecasting DELL... [2025-11-26T21:23:38.587241] [INFO ] [sig ] Generating forecast for: DELL [2025-11-26T21:23:38.587284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-11-26T21:23:38.598473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DELL'. [2025-11-26T21:23:38.598902] [INFO ] [FORECASTER] Starting predict_future for DELL [2025-11-26T21:23:38.599731] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-11-26T21:23:38.599800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:38.599846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:38.599885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:38.599952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:38.658321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:38.659278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:38.659385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:38.659433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:38.784793] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:38.785006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:38.785063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:38.785105] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:38.788708] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=15.44%) [2025-11-26T21:23:38.789031] [INFO ] [FORECASTER] Completed predict_future for DELL [2025-11-26T21:23:38.789183] [INFO ] [sig ] DELL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:38.938909] [INFO ] [LOCAL ] Saved forecast: DELL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DELL.txt [2025-11-26T21:23:38.939104] [INFO ] [sig ] [914/3599] Completed DELL in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:38.939159] [INFO ] [sig ] [915/3599] Forecasting DENN... [2025-11-26T21:23:38.939204] [INFO ] [sig ] Generating forecast for: DENN [2025-11-26T21:23:38.939467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'. [2025-11-26T21:23:38.951107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DENN'. [2025-11-26T21:23:38.951464] [INFO ] [FORECASTER] Starting predict_future for DENN [2025-11-26T21:23:38.952538] [DEBUG] [LOCAL ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt [2025-11-26T21:23:38.952619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:38.952712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:38.952775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:38.952878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:39.011171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:39.012141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:39.012273] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:39.012345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:39.139581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:39.139746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:39.139839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:39.139908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:39.144485] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=88.19%) [2025-11-26T21:23:39.144920] [INFO ] [FORECASTER] Completed predict_future for DENN [2025-11-26T21:23:39.145117] [INFO ] [sig ] DENN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:39.292623] [INFO ] [LOCAL ] Saved forecast: DENN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DENN.txt [2025-11-26T21:23:39.292866] [INFO ] [sig ] [915/3599] Completed DENN in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:39.292953] [INFO ] [sig ] [916/3599] Forecasting DEO... [2025-11-26T21:23:39.293045] [INFO ] [sig ] Generating forecast for: DEO [2025-11-26T21:23:39.293113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-11-26T21:23:39.304586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEO'. [2025-11-26T21:23:39.305019] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-11-26T21:23:39.305898] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-11-26T21:23:39.305969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:39.306022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:39.306073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:39.306159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:39.366746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:39.367722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:39.367827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:39.367873] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:39.492188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:39.492358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:39.492413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:39.492455] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:39.495931] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=16.48%) [2025-11-26T21:23:39.496274] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-11-26T21:23:39.496422] [INFO ] [sig ] DEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:39.695706] [INFO ] [LOCAL ] Saved forecast: DEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DEO.txt [2025-11-26T21:23:39.695897] [INFO ] [sig ] [916/3599] Completed DEO in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.6m [2025-11-26T21:23:39.695997] [INFO ] [sig ] [917/3599] Forecasting DERM... [2025-11-26T21:23:39.696066] [INFO ] [sig ] Generating forecast for: DERM [2025-11-26T21:23:39.696110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'. [2025-11-26T21:23:39.706407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DERM'. [2025-11-26T21:23:39.706759] [INFO ] [FORECASTER] Starting predict_future for DERM [2025-11-26T21:23:39.707674] [DEBUG] [LOCAL ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt [2025-11-26T21:23:39.707757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:39.707817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:39.707865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:39.707953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:39.786388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:39.787269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:39.787385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:39.787459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:39.917416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:39.917624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:39.917702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:39.917748] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:39.921344] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=69.55%) [2025-11-26T21:23:39.921716] [INFO ] [FORECASTER] Completed predict_future for DERM [2025-11-26T21:23:39.921899] [INFO ] [sig ] DERM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:40.066404] [INFO ] [LOCAL ] Saved forecast: DERM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DERM.txt [2025-11-26T21:23:40.066606] [INFO ] [sig ] [917/3599] Completed DERM in 0.4s | 2.87 sym/s | Total: 5.3m | ETA: 15.5m [2025-11-26T21:23:40.066715] [INFO ] [sig ] [918/3599] Forecasting DFGP... [2025-11-26T21:23:40.066765] [INFO ] [sig ] Generating forecast for: DFGP [2025-11-26T21:23:40.066811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'. [2025-11-26T21:23:40.076796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGP'. [2025-11-26T21:23:40.077188] [INFO ] [FORECASTER] Starting predict_future for DFGP [2025-11-26T21:23:40.078066] [DEBUG] [LOCAL ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt [2025-11-26T21:23:40.078138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:40.078184] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:40.078226] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:40.078294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:40.138368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:40.139278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:40.139382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:40.139433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:40.258451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:40.258674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:40.258730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:40.258771] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:40.262523] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=95.65%) [2025-11-26T21:23:40.262924] [INFO ] [FORECASTER] Completed predict_future for DFGP [2025-11-26T21:23:40.263092] [INFO ] [sig ] DFGP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:40.405734] [INFO ] [LOCAL ] Saved forecast: DFGP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFGP.txt [2025-11-26T21:23:40.405940] [INFO ] [sig ] [918/3599] Completed DFGP in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.5m [2025-11-26T21:23:40.406036] [INFO ] [sig ] [919/3599] Forecasting DFGX... [2025-11-26T21:23:40.406087] [INFO ] [sig ] Generating forecast for: DFGX [2025-11-26T21:23:40.406132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'. [2025-11-26T21:23:40.416404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGX'. [2025-11-26T21:23:40.416771] [INFO ] [FORECASTER] Starting predict_future for DFGX [2025-11-26T21:23:40.417678] [DEBUG] [LOCAL ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt [2025-11-26T21:23:40.417759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:40.417835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:40.417894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:40.417991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:40.478771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:40.479767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:40.479883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:40.479946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:40.604034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:40.604226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:40.604280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:40.604322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:40.607919] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-11-26T21:23:40.608226] [INFO ] [FORECASTER] Completed predict_future for DFGX [2025-11-26T21:23:40.608377] [INFO ] [sig ] DFGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:40.748031] [INFO ] [LOCAL ] Saved forecast: DFGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DFGX.txt [2025-11-26T21:23:40.748218] [INFO ] [sig ] [919/3599] Completed DFGX in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.5m [2025-11-26T21:23:40.748272] [INFO ] [sig ] [920/3599] Forecasting DFH... [2025-11-26T21:23:40.748315] [INFO ] [sig ] Generating forecast for: DFH [2025-11-26T21:23:40.748378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-11-26T21:23:40.759738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFH'. [2025-11-26T21:23:40.760096] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-11-26T21:23:40.761093] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-11-26T21:23:40.761168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:40.761212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:40.761251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:40.761318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:40.819189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:40.820098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:40.820219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:40.820265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:40.940613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:40.940818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:40.940873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:40.940913] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:40.944487] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-11-26T21:23:40.944835] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-11-26T21:23:40.944991] [INFO ] [sig ] DFH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:41.084472] [INFO ] [LOCAL ] Saved forecast: DFH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFH.txt [2025-11-26T21:23:41.084628] [INFO ] [sig ] [920/3599] Completed DFH in 0.3s | 2.87 sym/s | Total: 5.3m | ETA: 15.5m [2025-11-26T21:23:41.084701] [INFO ] [sig ] [921/3599] Forecasting DFIN... [2025-11-26T21:23:41.084766] [INFO ] [sig ] Generating forecast for: DFIN [2025-11-26T21:23:41.084813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-11-26T21:23:41.096082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFIN'. [2025-11-26T21:23:41.096531] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-11-26T21:23:41.097398] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-11-26T21:23:41.097501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:41.097550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:41.097588] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:41.097688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:41.155710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:41.156613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:41.156762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:41.156827] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:41.273569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:41.273760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:41.273815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:41.273863] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:41.277261] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=67.09%) [2025-11-26T21:23:41.277673] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-11-26T21:23:41.277832] [INFO ] [sig ] DFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:41.416930] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFIN.txt [2025-11-26T21:23:41.417081] [INFO ] [sig ] [921/3599] Completed DFIN in 0.3s | 2.88 sym/s | Total: 5.3m | ETA: 15.5m [2025-11-26T21:23:41.417129] [INFO ] [sig ] [922/3599] Forecasting DFP... [2025-11-26T21:23:41.417194] [INFO ] [sig ] Generating forecast for: DFP [2025-11-26T21:23:41.417243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-11-26T21:23:41.428352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFP'. [2025-11-26T21:23:41.428799] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-11-26T21:23:41.429627] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-11-26T21:23:41.429722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:41.429767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:41.429804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:41.429900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:41.490130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:41.491150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:41.491259] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:41.491499] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:41.613473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:41.613703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:41.613760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:41.613799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:41.617521] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=73.99%) [2025-11-26T21:23:41.617884] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-11-26T21:23:41.618051] [INFO ] [sig ] DFP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:41.769895] [INFO ] [LOCAL ] Saved forecast: DFP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DFP.txt [2025-11-26T21:23:41.770082] [INFO ] [sig ] [922/3599] Completed DFP in 0.4s | 2.88 sym/s | Total: 5.3m | ETA: 15.5m [2025-11-26T21:23:41.770142] [INFO ] [sig ] [923/3599] Forecasting DG... [2025-11-26T21:23:41.770189] [INFO ] [sig ] Generating forecast for: DG [2025-11-26T21:23:41.770262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-11-26T21:23:41.784443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DG'. [2025-11-26T21:23:41.784966] [INFO ] [FORECASTER] Starting predict_future for DG [2025-11-26T21:23:41.786059] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-11-26T21:23:41.786150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:41.786215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:41.786270] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:41.786361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:41.854209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:41.855158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:41.855266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:41.855314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:41.976038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:41.976222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:41.976276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:41.976319] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:41.980006] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: UP (p=93.67%) [2025-11-26T21:23:41.980315] [INFO ] [FORECASTER] Completed predict_future for DG [2025-11-26T21:23:41.980465] [INFO ] [sig ] DG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:42.123506] [INFO ] [LOCAL ] Saved forecast: DG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DG.txt [2025-11-26T21:23:42.123690] [INFO ] [sig ] [923/3599] Completed DG in 0.4s | 2.87 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:42.123760] [INFO ] [sig ] [924/3599] Forecasting DGCB... [2025-11-26T21:23:42.123804] [INFO ] [sig ] Generating forecast for: DGCB [2025-11-26T21:23:42.123846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'. [2025-11-26T21:23:42.134837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGCB'. [2025-11-26T21:23:42.135148] [INFO ] [FORECASTER] Starting predict_future for DGCB [2025-11-26T21:23:42.135968] [DEBUG] [LOCAL ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt [2025-11-26T21:23:42.136040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:42.136085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:42.136125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:42.136196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:42.194434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:42.195208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:42.195306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:42.195352] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:42.321152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:42.321523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:42.321577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:42.321619] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:42.325595] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=57.05%) [2025-11-26T21:23:42.325917] [INFO ] [FORECASTER] Completed predict_future for DGCB [2025-11-26T21:23:42.326067] [INFO ] [sig ] DGCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:42.471693] [INFO ] [LOCAL ] Saved forecast: DGCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGCB.txt [2025-11-26T21:23:42.471864] [INFO ] [sig ] [924/3599] Completed DGCB in 0.3s | 2.87 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:42.471924] [INFO ] [sig ] [925/3599] Forecasting DGICA... [2025-11-26T21:23:42.471984] [INFO ] [sig ] Generating forecast for: DGICA [2025-11-26T21:23:42.472034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'. [2025-11-26T21:23:42.482597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGICA'. [2025-11-26T21:23:42.482947] [INFO ] [FORECASTER] Starting predict_future for DGICA [2025-11-26T21:23:42.483756] [DEBUG] [LOCAL ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt [2025-11-26T21:23:42.483826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:42.483876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:42.483909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:42.483978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:42.541426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:42.542152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:42.542249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:42.542296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:42.662878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:42.663066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:42.663119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:42.663156] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:42.666557] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=50.32%) [2025-11-26T21:23:42.666875] [INFO ] [FORECASTER] Completed predict_future for DGICA [2025-11-26T21:23:42.667027] [INFO ] [sig ] DGICA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:42.809453] [INFO ] [LOCAL ] Saved forecast: DGICA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGICA.txt [2025-11-26T21:23:42.809661] [INFO ] [sig ] [925/3599] Completed DGICA in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:42.809715] [INFO ] [sig ] [926/3599] Forecasting DGII... [2025-11-26T21:23:42.809758] [INFO ] [sig ] Generating forecast for: DGII [2025-11-26T21:23:42.809800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'. [2025-11-26T21:23:42.820488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGII'. [2025-11-26T21:23:42.820840] [INFO ] [FORECASTER] Starting predict_future for DGII [2025-11-26T21:23:42.821840] [DEBUG] [LOCAL ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt [2025-11-26T21:23:42.821910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:42.821956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:42.821995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:42.822064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:42.879889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:42.880676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:42.880773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:42.880819] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:43.004866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:43.005069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:43.005122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:43.005185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:43.009390] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=73.45%) [2025-11-26T21:23:43.009918] [INFO ] [FORECASTER] Completed predict_future for DGII [2025-11-26T21:23:43.010114] [INFO ] [sig ] DGII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:43.150837] [INFO ] [LOCAL ] Saved forecast: DGII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGII.txt [2025-11-26T21:23:43.151001] [INFO ] [sig ] [926/3599] Completed DGII in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:43.151058] [INFO ] [sig ] [927/3599] Forecasting DGLY... [2025-11-26T21:23:43.151124] [INFO ] [sig ] Generating forecast for: DGLY [2025-11-26T21:23:43.151160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'. [2025-11-26T21:23:43.166273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGLY'. [2025-11-26T21:23:43.166858] [INFO ] [FORECASTER] Starting predict_future for DGLY [2025-11-26T21:23:43.168129] [DEBUG] [LOCAL ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt [2025-11-26T21:23:43.168204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:43.168250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:43.168290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:43.168358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:43.225861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:43.226841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:43.226969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:43.227030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:43.341086] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:43.341284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:43.341339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:43.341377] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:43.345013] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-11-26T21:23:43.345427] [INFO ] [FORECASTER] Completed predict_future for DGLY [2025-11-26T21:23:43.345605] [INFO ] [sig ] DGLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:43.488755] [INFO ] [LOCAL ] Saved forecast: DGLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGLY.txt [2025-11-26T21:23:43.488950] [INFO ] [sig ] [927/3599] Completed DGLY in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:43.489019] [INFO ] [sig ] [928/3599] Forecasting DGRE... [2025-11-26T21:23:43.489098] [INFO ] [sig ] Generating forecast for: DGRE [2025-11-26T21:23:43.489147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'. [2025-11-26T21:23:43.499564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRE'. [2025-11-26T21:23:43.500032] [INFO ] [FORECASTER] Starting predict_future for DGRE [2025-11-26T21:23:43.500903] [DEBUG] [LOCAL ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt [2025-11-26T21:23:43.500974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:43.501031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:43.501082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:43.501164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:43.558674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:43.559588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:43.559726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:43.559781] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:43.670747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:43.670941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:43.670994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:43.671034] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:43.674535] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=82.12%) [2025-11-26T21:23:43.674915] [INFO ] [FORECASTER] Completed predict_future for DGRE [2025-11-26T21:23:43.675084] [INFO ] [sig ] DGRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:43.818020] [INFO ] [LOCAL ] Saved forecast: DGRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DGRE.txt [2025-11-26T21:23:43.818212] [INFO ] [sig ] [928/3599] Completed DGRE in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:43.818297] [INFO ] [sig ] [929/3599] Forecasting DGRS... [2025-11-26T21:23:43.818349] [INFO ] [sig ] Generating forecast for: DGRS [2025-11-26T21:23:43.818403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'. [2025-11-26T21:23:43.828783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRS'. [2025-11-26T21:23:43.829148] [INFO ] [FORECASTER] Starting predict_future for DGRS [2025-11-26T21:23:43.829989] [DEBUG] [LOCAL ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt [2025-11-26T21:23:43.830060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:43.830105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:43.830161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:43.830238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:43.887185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:43.888072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:43.888197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:43.888270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:44.005061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:44.005269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:44.005324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:44.005365] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:44.009053] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=31.26%) [2025-11-26T21:23:44.009463] [INFO ] [FORECASTER] Completed predict_future for DGRS [2025-11-26T21:23:44.009676] [INFO ] [sig ] DGRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:44.152518] [INFO ] [LOCAL ] Saved forecast: DGRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DGRS.txt [2025-11-26T21:23:44.152742] [INFO ] [sig ] [929/3599] Completed DGRS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:44.152824] [INFO ] [sig ] [930/3599] Forecasting DGX... [2025-11-26T21:23:44.152867] [INFO ] [sig ] Generating forecast for: DGX [2025-11-26T21:23:44.152920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-11-26T21:23:44.163920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGX'. [2025-11-26T21:23:44.164355] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-11-26T21:23:44.165270] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-11-26T21:23:44.165347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:44.165396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:44.165450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:44.165578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:44.226078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:44.227073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:44.227208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:44.227271] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:44.355632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:44.355866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:44.355934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:44.355992] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:44.359799] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=8.73%) [2025-11-26T21:23:44.360198] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-11-26T21:23:44.360384] [INFO ] [sig ] DGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:44.510953] [INFO ] [LOCAL ] Saved forecast: DGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DGX.txt [2025-11-26T21:23:44.511115] [INFO ] [sig ] [930/3599] Completed DGX in 0.4s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:44.511170] [INFO ] [sig ] [931/3599] Forecasting DH... [2025-11-26T21:23:44.511222] [INFO ] [sig ] Generating forecast for: DH [2025-11-26T21:23:44.511262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'. [2025-11-26T21:23:44.521672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DH'. [2025-11-26T21:23:44.521994] [INFO ] [FORECASTER] Starting predict_future for DH [2025-11-26T21:23:44.522869] [DEBUG] [LOCAL ] No optimal features file found for DH: ./output/feature-sets/DH.txt [2025-11-26T21:23:44.522938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:44.522984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:44.523024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:44.523092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:44.582230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:44.583057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:44.583169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:44.583227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:44.715361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:44.715596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:44.715672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:44.715717] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:44.719274] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-11-26T21:23:44.719609] [INFO ] [FORECASTER] Completed predict_future for DH [2025-11-26T21:23:44.719783] [INFO ] [sig ] DH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:44.860572] [INFO ] [LOCAL ] Saved forecast: DH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DH.txt [2025-11-26T21:23:44.860758] [INFO ] [sig ] [931/3599] Completed DH in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:44.860831] [INFO ] [sig ] [932/3599] Forecasting DHC... [2025-11-26T21:23:44.860879] [INFO ] [sig ] Generating forecast for: DHC [2025-11-26T21:23:44.860921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'. [2025-11-26T21:23:44.871591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHC'. [2025-11-26T21:23:44.871999] [INFO ] [FORECASTER] Starting predict_future for DHC [2025-11-26T21:23:44.872920] [DEBUG] [LOCAL ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt [2025-11-26T21:23:44.873008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:44.873057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:44.873097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:44.873164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:44.933030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:44.934005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:44.934125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:44.934173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:45.058053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:45.058243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:45.058296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:45.058333] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:45.061727] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=93.77%) [2025-11-26T21:23:45.062023] [INFO ] [FORECASTER] Completed predict_future for DHC [2025-11-26T21:23:45.062173] [INFO ] [sig ] DHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:45.201623] [INFO ] [LOCAL ] Saved forecast: DHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DHC.txt [2025-11-26T21:23:45.201809] [INFO ] [sig ] [932/3599] Completed DHC in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:45.201864] [INFO ] [sig ] [933/3599] Forecasting DHF... [2025-11-26T21:23:45.201933] [INFO ] [sig ] Generating forecast for: DHF [2025-11-26T21:23:45.201975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-11-26T21:23:45.211952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHF'. [2025-11-26T21:23:45.212286] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-11-26T21:23:45.213095] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-11-26T21:23:45.213165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:45.213213] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:45.213254] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:45.213322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:45.273086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:45.273958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:45.274058] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:45.274105] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:45.394802] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:45.394980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:45.395032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:45.395073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:45.398552] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=10.50%) [2025-11-26T21:23:45.398873] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-11-26T21:23:45.399023] [INFO ] [sig ] DHF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:45.541751] [INFO ] [LOCAL ] Saved forecast: DHF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DHF.txt [2025-11-26T21:23:45.541918] [INFO ] [sig ] [933/3599] Completed DHF in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.5m [2025-11-26T21:23:45.541998] [INFO ] [sig ] [934/3599] Forecasting DHI... [2025-11-26T21:23:45.542042] [INFO ] [sig ] Generating forecast for: DHI [2025-11-26T21:23:45.542083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-11-26T21:23:45.553109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHI'. [2025-11-26T21:23:45.553509] [INFO ] [FORECASTER] Starting predict_future for DHI [2025-11-26T21:23:45.554325] [DEBUG] [LOCAL ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt [2025-11-26T21:23:45.554396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:45.554442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:45.554481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:45.554549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:45.612700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:45.613550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:45.613672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:45.613722] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:45.736931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:45.737125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:45.737180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:45.737222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:45.740673] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-11-26T21:23:45.740971] [INFO ] [FORECASTER] Completed predict_future for DHI [2025-11-26T21:23:45.741227] [INFO ] [sig ] DHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:45.882629] [INFO ] [LOCAL ] Saved forecast: DHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DHI.txt [2025-11-26T21:23:45.882815] [INFO ] [sig ] [934/3599] Completed DHI in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:45.882894] [INFO ] [sig ] [935/3599] Forecasting DHIL... [2025-11-26T21:23:45.882933] [INFO ] [sig ] Generating forecast for: DHIL [2025-11-26T21:23:45.882976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'. [2025-11-26T21:23:45.894395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHIL'. [2025-11-26T21:23:45.894840] [INFO ] [FORECASTER] Starting predict_future for DHIL [2025-11-26T21:23:45.895805] [DEBUG] [LOCAL ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt [2025-11-26T21:23:45.895876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:45.895922] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:45.895961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:45.896040] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:45.955846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:45.956829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:45.956960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:45.957009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:46.068245] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:46.068450] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:23:46.068504] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:46.068544] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:46.072079] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=70.74%) [2025-11-26T21:23:46.072433] [INFO ] [FORECASTER] Completed predict_future for DHIL [2025-11-26T21:23:46.072596] [INFO ] [sig ] DHIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:46.218468] [INFO ] [LOCAL ] Saved forecast: DHIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DHIL.txt [2025-11-26T21:23:46.218718] [INFO ] [sig ] [935/3599] Completed DHIL in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:46.218791] [INFO ] [sig ] [936/3599] Forecasting DHX... [2025-11-26T21:23:46.218839] [INFO ] [sig ] Generating forecast for: DHX [2025-11-26T21:23:46.218887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-11-26T21:23:46.229912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHX'. [2025-11-26T21:23:46.230332] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-11-26T21:23:46.231363] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-11-26T21:23:46.231433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:46.231479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:46.231529] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:46.231615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:46.291414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:46.292369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:46.292474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:46.292534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:46.409686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:46.409866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:46.409919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:46.409959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:46.413444] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=91.43%) [2025-11-26T21:23:46.413810] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-11-26T21:23:46.413970] [INFO ] [sig ] DHX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:46.554202] [INFO ] [LOCAL ] Saved forecast: DHX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DHX.txt [2025-11-26T21:23:46.554354] [INFO ] [sig ] [936/3599] Completed DHX in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:46.554410] [INFO ] [sig ] [937/3599] Forecasting DIN... [2025-11-26T21:23:46.554450] [INFO ] [sig ] Generating forecast for: DIN [2025-11-26T21:23:46.554508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-11-26T21:23:46.564543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIN'. [2025-11-26T21:23:46.564889] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-11-26T21:23:46.565730] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-11-26T21:23:46.565799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:46.565850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:46.565897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:46.565980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:46.624299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:46.625154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:46.625262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:46.625321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:46.750827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:46.750994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:46.751057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:46.751111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:46.754629] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=8.36%) [2025-11-26T21:23:46.754971] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-11-26T21:23:46.755183] [INFO ] [sig ] DIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:46.895473] [INFO ] [LOCAL ] Saved forecast: DIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DIN.txt [2025-11-26T21:23:46.895719] [INFO ] [sig ] [937/3599] Completed DIN in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:46.895784] [INFO ] [sig ] [938/3599] Forecasting DINO... [2025-11-26T21:23:46.895827] [INFO ] [sig ] Generating forecast for: DINO [2025-11-26T21:23:46.895870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-11-26T21:23:46.907397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DINO'. [2025-11-26T21:23:46.907812] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-11-26T21:23:46.908717] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-11-26T21:23:46.908791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:46.908839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:46.908878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:46.908951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:46.971481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:46.972282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:46.972385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:46.972433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:47.101126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:47.101320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:47.101379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:47.101421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:47.104892] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-11-26T21:23:47.105195] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-11-26T21:23:47.105341] [INFO ] [sig ] DINO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:47.245170] [INFO ] [LOCAL ] Saved forecast: DINO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DINO.txt [2025-11-26T21:23:47.245352] [INFO ] [sig ] [938/3599] Completed DINO in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:47.245406] [INFO ] [sig ] [939/3599] Forecasting DIOD... [2025-11-26T21:23:47.245450] [INFO ] [sig ] Generating forecast for: DIOD [2025-11-26T21:23:47.245514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'. [2025-11-26T21:23:47.256068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIOD'. [2025-11-26T21:23:47.256401] [INFO ] [FORECASTER] Starting predict_future for DIOD [2025-11-26T21:23:47.257200] [DEBUG] [LOCAL ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt [2025-11-26T21:23:47.257276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:47.257328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:47.257361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:47.257433] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:47.314563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:47.315314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:47.315413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:47.315459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:47.433627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:47.433823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:47.433895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:47.433939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:47.437311] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: UP (p=96.59%) [2025-11-26T21:23:47.437663] [INFO ] [FORECASTER] Completed predict_future for DIOD [2025-11-26T21:23:47.437811] [INFO ] [sig ] DIOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:47.578606] [INFO ] [LOCAL ] Saved forecast: DIOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DIOD.txt [2025-11-26T21:23:47.578809] [INFO ] [sig ] [939/3599] Completed DIOD in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:47.578871] [INFO ] [sig ] [940/3599] Forecasting DIS... [2025-11-26T21:23:47.578913] [INFO ] [sig ] Generating forecast for: DIS [2025-11-26T21:23:47.578957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-11-26T21:23:47.589779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIS'. [2025-11-26T21:23:47.590134] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-11-26T21:23:47.590986] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-11-26T21:23:47.591059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:47.591105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:47.591148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:47.591219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:47.653198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:47.653885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:47.653985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:47.654034] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:47.775999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:47.776166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:47.776218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:47.776260] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:47.779814] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=36.42%) [2025-11-26T21:23:47.780122] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-11-26T21:23:47.780267] [INFO ] [sig ] DIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:47.919829] [INFO ] [LOCAL ] Saved forecast: DIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DIS.txt [2025-11-26T21:23:47.919971] [INFO ] [sig ] [940/3599] Completed DIS in 0.3s | 2.88 sym/s | Total: 5.4m | ETA: 15.4m [2025-11-26T21:23:47.920026] [INFO ] [sig ] [941/3599] Forecasting DJCO... [2025-11-26T21:23:47.920074] [INFO ] [sig ] Generating forecast for: DJCO [2025-11-26T21:23:47.920117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'. [2025-11-26T21:23:47.930513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DJCO'. [2025-11-26T21:23:47.930883] [INFO ] [FORECASTER] Starting predict_future for DJCO [2025-11-26T21:23:47.931683] [DEBUG] [LOCAL ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt [2025-11-26T21:23:47.931752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:47.931797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:47.931837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:47.931906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:47.989300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:47.989959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:47.990073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:47.990120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:48.104131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:48.104283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:48.104335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:48.104374] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:48.107724] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=11.40%) [2025-11-26T21:23:48.108023] [INFO ] [FORECASTER] Completed predict_future for DJCO [2025-11-26T21:23:48.108167] [INFO ] [sig ] DJCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:48.248059] [INFO ] [LOCAL ] Saved forecast: DJCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DJCO.txt [2025-11-26T21:23:48.248219] [INFO ] [sig ] [941/3599] Completed DJCO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:48.248278] [INFO ] [sig ] [942/3599] Forecasting DK... [2025-11-26T21:23:48.248324] [INFO ] [sig ] Generating forecast for: DK [2025-11-26T21:23:48.248387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-11-26T21:23:48.258982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DK'. [2025-11-26T21:23:48.259306] [INFO ] [FORECASTER] Starting predict_future for DK [2025-11-26T21:23:48.260161] [DEBUG] [LOCAL ] No optimal features file found for DK: ./output/feature-sets/DK.txt [2025-11-26T21:23:48.260234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:48.260279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:48.260316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:48.260382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:48.317927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:48.318587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:48.318702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:48.318750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:48.436487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:48.436659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:48.436708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:48.436749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:48.440116] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-11-26T21:23:48.440410] [INFO ] [FORECASTER] Completed predict_future for DK [2025-11-26T21:23:48.440559] [INFO ] [sig ] DK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:48.579954] [INFO ] [LOCAL ] Saved forecast: DK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DK.txt [2025-11-26T21:23:48.580105] [INFO ] [sig ] [942/3599] Completed DK in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:48.580158] [INFO ] [sig ] [943/3599] Forecasting DKL... [2025-11-26T21:23:48.580203] [INFO ] [sig ] Generating forecast for: DKL [2025-11-26T21:23:48.580270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-11-26T21:23:48.590728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKL'. [2025-11-26T21:23:48.591032] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-11-26T21:23:48.591845] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-11-26T21:23:48.591915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:48.591961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:48.592014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:48.592085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:48.650032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:48.650752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:48.650850] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:48.650892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:48.764941] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:48.765088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:48.765142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:48.765184] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:48.768498] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=74.03%) [2025-11-26T21:23:48.768814] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-11-26T21:23:48.768960] [INFO ] [sig ] DKL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:48.909537] [INFO ] [LOCAL ] Saved forecast: DKL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DKL.txt [2025-11-26T21:23:48.909718] [INFO ] [sig ] [943/3599] Completed DKL in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:48.909793] [INFO ] [sig ] [944/3599] Forecasting DKNG... [2025-11-26T21:23:48.909840] [INFO ] [sig ] Generating forecast for: DKNG [2025-11-26T21:23:48.909878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'. [2025-11-26T21:23:48.920277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKNG'. [2025-11-26T21:23:48.920587] [INFO ] [FORECASTER] Starting predict_future for DKNG [2025-11-26T21:23:48.921425] [DEBUG] [LOCAL ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt [2025-11-26T21:23:48.921496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:48.921542] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:48.921583] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:48.921679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:48.979981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:48.980680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:48.980777] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:48.980824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:49.098295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:49.098495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:49.098550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:49.098595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:49.102903] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=27.59%) [2025-11-26T21:23:49.103343] [INFO ] [FORECASTER] Completed predict_future for DKNG [2025-11-26T21:23:49.103531] [INFO ] [sig ] DKNG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:49.260510] [INFO ] [LOCAL ] Saved forecast: DKNG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DKNG.txt [2025-11-26T21:23:49.260719] [INFO ] [sig ] [944/3599] Completed DKNG in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:49.260798] [INFO ] [sig ] [945/3599] Forecasting DKS... [2025-11-26T21:23:49.260847] [INFO ] [sig ] Generating forecast for: DKS [2025-11-26T21:23:49.260900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-11-26T21:23:49.272350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKS'. [2025-11-26T21:23:49.272777] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-11-26T21:23:49.273605] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-11-26T21:23:49.273697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:49.273787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:49.273831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:49.273903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:49.333899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:49.334882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:49.334990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:49.335039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:49.455741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:49.455924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:49.455976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:49.456015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:49.459460] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=35.51%) [2025-11-26T21:23:49.459785] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-11-26T21:23:49.459938] [INFO ] [sig ] DKS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:49.599422] [INFO ] [LOCAL ] Saved forecast: DKS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DKS.txt [2025-11-26T21:23:49.599593] [INFO ] [sig ] [945/3599] Completed DKS in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:49.599669] [INFO ] [sig ] [946/3599] Forecasting DLB... [2025-11-26T21:23:49.599743] [INFO ] [sig ] Generating forecast for: DLB [2025-11-26T21:23:49.599785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-11-26T21:23:49.610023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLB'. [2025-11-26T21:23:49.610381] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-11-26T21:23:49.611182] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-11-26T21:23:49.611253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:49.611299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:49.611339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:49.611407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:49.667762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:49.668615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:49.668744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:49.668792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:49.789562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:49.789759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:49.789849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:49.789893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:49.793297] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-11-26T21:23:49.793594] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-11-26T21:23:49.793762] [INFO ] [sig ] DLB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:49.936018] [INFO ] [LOCAL ] Saved forecast: DLB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DLB.txt [2025-11-26T21:23:49.936202] [INFO ] [sig ] [946/3599] Completed DLB in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:49.936277] [INFO ] [sig ] [947/3599] Forecasting DLHC... [2025-11-26T21:23:49.936328] [INFO ] [sig ] Generating forecast for: DLHC [2025-11-26T21:23:49.936381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'. [2025-11-26T21:23:49.946621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLHC'. [2025-11-26T21:23:49.947033] [INFO ] [FORECASTER] Starting predict_future for DLHC [2025-11-26T21:23:49.947884] [DEBUG] [LOCAL ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt [2025-11-26T21:23:49.947955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:49.948000] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:49.948039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:49.948107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:50.006579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:50.007516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:50.007621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:50.007693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:50.126569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:50.126771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:50.126827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:50.126869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:50.130292] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-11-26T21:23:50.130621] [INFO ] [FORECASTER] Completed predict_future for DLHC [2025-11-26T21:23:50.130804] [INFO ] [sig ] DLHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:50.270700] [INFO ] [LOCAL ] Saved forecast: DLHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLHC.txt [2025-11-26T21:23:50.270887] [INFO ] [sig ] [947/3599] Completed DLHC in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:50.270944] [INFO ] [sig ] [948/3599] Forecasting DLNG... [2025-11-26T21:23:50.271015] [INFO ] [sig ] Generating forecast for: DLNG [2025-11-26T21:23:50.271051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-11-26T21:23:50.282657] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLNG'. [2025-11-26T21:23:50.283115] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-11-26T21:23:50.283967] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-11-26T21:23:50.284039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:50.284085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:50.284125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:50.284193] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:50.342201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:50.343148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:50.343261] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:50.343313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:50.460949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:50.461141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:50.461192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:50.461261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:50.464757] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-11-26T21:23:50.465076] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-11-26T21:23:50.465234] [INFO ] [sig ] DLNG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:50.610411] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLNG.txt [2025-11-26T21:23:50.610577] [INFO ] [sig ] [948/3599] Completed DLNG in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:50.610633] [INFO ] [sig ] [949/3599] Forecasting DLO... [2025-11-26T21:23:50.610693] [INFO ] [sig ] Generating forecast for: DLO [2025-11-26T21:23:50.610751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'. [2025-11-26T21:23:50.621440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLO'. [2025-11-26T21:23:50.621817] [INFO ] [FORECASTER] Starting predict_future for DLO [2025-11-26T21:23:50.622622] [DEBUG] [LOCAL ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt [2025-11-26T21:23:50.622721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:50.622785] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:50.622846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:50.622945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:50.682392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:50.683168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:50.683277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:50.683341] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:50.800554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:50.800830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:50.800895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:50.800935] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:50.804322] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=3.78%) [2025-11-26T21:23:50.804618] [INFO ] [FORECASTER] Completed predict_future for DLO [2025-11-26T21:23:50.804798] [INFO ] [sig ] DLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:50.947025] [INFO ] [LOCAL ] Saved forecast: DLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLO.txt [2025-11-26T21:23:50.947176] [INFO ] [sig ] [949/3599] Completed DLO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.4m [2025-11-26T21:23:50.947229] [INFO ] [sig ] [950/3599] Forecasting DLPN... [2025-11-26T21:23:50.947275] [INFO ] [sig ] Generating forecast for: DLPN [2025-11-26T21:23:50.947355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'. [2025-11-26T21:23:50.958147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLPN'. [2025-11-26T21:23:50.958518] [INFO ] [FORECASTER] Starting predict_future for DLPN [2025-11-26T21:23:50.959378] [DEBUG] [LOCAL ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt [2025-11-26T21:23:50.959459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:50.959521] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:50.959580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:50.959695] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:51.017893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:51.018763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:51.018872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:51.018934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:51.131252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:51.131425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:51.131496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:51.131561] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:51.135010] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=88.02%) [2025-11-26T21:23:51.135343] [INFO ] [FORECASTER] Completed predict_future for DLPN [2025-11-26T21:23:51.135513] [INFO ] [sig ] DLPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:51.286705] [INFO ] [LOCAL ] Saved forecast: DLPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DLPN.txt [2025-11-26T21:23:51.286870] [INFO ] [sig ] [950/3599] Completed DLPN in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:51.286926] [INFO ] [sig ] [951/3599] Forecasting DLTH... [2025-11-26T21:23:51.286969] [INFO ] [sig ] Generating forecast for: DLTH [2025-11-26T21:23:51.287013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'. [2025-11-26T21:23:51.297286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLTH'. [2025-11-26T21:23:51.297701] [INFO ] [FORECASTER] Starting predict_future for DLTH [2025-11-26T21:23:51.298533] [DEBUG] [LOCAL ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt [2025-11-26T21:23:51.298606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:51.298679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:51.298728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:51.298799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:51.357573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:51.358285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:51.358385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:51.358432] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:51.478972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:51.479139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:51.479193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:51.479236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:51.482697] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T21:23:51.483018] [INFO ] [FORECASTER] Completed predict_future for DLTH [2025-11-26T21:23:51.483193] [INFO ] [sig ] DLTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:51.626221] [INFO ] [LOCAL ] Saved forecast: DLTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLTH.txt [2025-11-26T21:23:51.626380] [INFO ] [sig ] [951/3599] Completed DLTH in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:51.626435] [INFO ] [sig ] [952/3599] Forecasting DLX... [2025-11-26T21:23:51.626482] [INFO ] [sig ] Generating forecast for: DLX [2025-11-26T21:23:51.626522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-11-26T21:23:51.637054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLX'. [2025-11-26T21:23:51.637385] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-11-26T21:23:51.638246] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-11-26T21:23:51.638320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:51.638367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:51.638408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:51.638478] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:51.698593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:51.699354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:51.699456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:51.699507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:51.824721] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:51.824896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:51.824948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:51.824989] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:51.828376] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-11-26T21:23:51.828696] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-11-26T21:23:51.828844] [INFO ] [sig ] DLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:51.969031] [INFO ] [LOCAL ] Saved forecast: DLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DLX.txt [2025-11-26T21:23:51.969190] [INFO ] [sig ] [952/3599] Completed DLX in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:51.969246] [INFO ] [sig ] [953/3599] Forecasting DLY... [2025-11-26T21:23:51.969314] [INFO ] [sig ] Generating forecast for: DLY [2025-11-26T21:23:51.969360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-11-26T21:23:51.979763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLY'. [2025-11-26T21:23:51.980100] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-11-26T21:23:51.980953] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-11-26T21:23:51.981026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:51.981072] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:51.981122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:51.981210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:52.037937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:52.038689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:52.038787] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:52.038845] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:52.154592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:52.154788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:52.154842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:52.154877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:52.158269] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=92.18%) [2025-11-26T21:23:52.158588] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-11-26T21:23:52.158759] [INFO ] [sig ] DLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:52.297920] [INFO ] [LOCAL ] Saved forecast: DLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DLY.txt [2025-11-26T21:23:52.298070] [INFO ] [sig ] [953/3599] Completed DLY in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:52.298126] [INFO ] [sig ] [954/3599] Forecasting DMAC... [2025-11-26T21:23:52.298167] [INFO ] [sig ] Generating forecast for: DMAC [2025-11-26T21:23:52.298236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'. [2025-11-26T21:23:52.308799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMAC'. [2025-11-26T21:23:52.309121] [INFO ] [FORECASTER] Starting predict_future for DMAC [2025-11-26T21:23:52.310010] [DEBUG] [LOCAL ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt [2025-11-26T21:23:52.310086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:52.310132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:52.310172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:52.310243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:52.367906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:52.368639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:52.368763] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:52.368839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:52.494100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:52.494362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:52.494417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:52.494452] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:52.498032] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=93.99%) [2025-11-26T21:23:52.498364] [INFO ] [FORECASTER] Completed predict_future for DMAC [2025-11-26T21:23:52.498529] [INFO ] [sig ] DMAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:52.639679] [INFO ] [LOCAL ] Saved forecast: DMAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMAC.txt [2025-11-26T21:23:52.639852] [INFO ] [sig ] [954/3599] Completed DMAC in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:52.639907] [INFO ] [sig ] [955/3599] Forecasting DMB... [2025-11-26T21:23:52.639994] [INFO ] [sig ] Generating forecast for: DMB [2025-11-26T21:23:52.640034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-11-26T21:23:52.650414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMB'. [2025-11-26T21:23:52.650785] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-11-26T21:23:52.651585] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-11-26T21:23:52.651676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:52.651724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:52.651763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:52.651839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:52.710062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:52.710876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:52.710977] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:52.711031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:52.830054] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:52.830233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:52.830286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:52.830331] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:52.833716] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=30.79%) [2025-11-26T21:23:52.834020] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-11-26T21:23:52.834190] [INFO ] [sig ] DMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:52.974526] [INFO ] [LOCAL ] Saved forecast: DMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DMB.txt [2025-11-26T21:23:52.974698] [INFO ] [sig ] [955/3599] Completed DMB in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:52.974773] [INFO ] [sig ] [956/3599] Forecasting DMLP... [2025-11-26T21:23:52.974818] [INFO ] [sig ] Generating forecast for: DMLP [2025-11-26T21:23:52.974868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'. [2025-11-26T21:23:52.984806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMLP'. [2025-11-26T21:23:52.985138] [INFO ] [FORECASTER] Starting predict_future for DMLP [2025-11-26T21:23:52.985956] [DEBUG] [LOCAL ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt [2025-11-26T21:23:52.986052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:52.986104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:52.986142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:52.986208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:53.043922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:53.044721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:53.044820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:53.044870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:53.163859] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:53.164035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:53.164088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:53.164128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:53.167519] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=94.60%) [2025-11-26T21:23:53.167849] [INFO ] [FORECASTER] Completed predict_future for DMLP [2025-11-26T21:23:53.168002] [INFO ] [sig ] DMLP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:53.308318] [INFO ] [LOCAL ] Saved forecast: DMLP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMLP.txt [2025-11-26T21:23:53.308475] [INFO ] [sig ] [956/3599] Completed DMLP in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:53.308530] [INFO ] [sig ] [957/3599] Forecasting DMO... [2025-11-26T21:23:53.308572] [INFO ] [sig ] Generating forecast for: DMO [2025-11-26T21:23:53.308613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-11-26T21:23:53.319167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMO'. [2025-11-26T21:23:53.319530] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-11-26T21:23:53.320391] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-11-26T21:23:53.320475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:53.320539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:53.320600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:53.320720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:53.379952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:53.380695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:53.380803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:53.380867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:53.494919] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:53.495112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:53.495188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:53.495250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:53.498731] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=99.02%) [2025-11-26T21:23:53.499046] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-11-26T21:23:53.499217] [INFO ] [sig ] DMO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:53.641916] [INFO ] [LOCAL ] Saved forecast: DMO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMO.txt [2025-11-26T21:23:53.642107] [INFO ] [sig ] [957/3599] Completed DMO in 0.3s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:53.642166] [INFO ] [sig ] [958/3599] Forecasting DMRC... [2025-11-26T21:23:53.642274] [INFO ] [sig ] Generating forecast for: DMRC [2025-11-26T21:23:53.642343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'. [2025-11-26T21:23:53.653108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMRC'. [2025-11-26T21:23:53.653526] [INFO ] [FORECASTER] Starting predict_future for DMRC [2025-11-26T21:23:53.654437] [DEBUG] [LOCAL ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt [2025-11-26T21:23:53.654528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:53.654587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:53.654638] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:53.654745] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:53.714966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:53.715943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:53.716053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:53.716102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:53.842834] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:53.843040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:53.843118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:53.843175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:53.847030] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-11-26T21:23:53.847380] [INFO ] [FORECASTER] Completed predict_future for DMRC [2025-11-26T21:23:53.847583] [INFO ] [sig ] DMRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:53.997795] [INFO ] [LOCAL ] Saved forecast: DMRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMRC.txt [2025-11-26T21:23:53.998005] [INFO ] [sig ] [958/3599] Completed DMRC in 0.4s | 2.88 sym/s | Total: 5.5m | ETA: 15.3m [2025-11-26T21:23:53.998089] [INFO ] [sig ] [959/3599] Forecasting DMXF... [2025-11-26T21:23:53.998131] [INFO ] [sig ] Generating forecast for: DMXF [2025-11-26T21:23:53.998172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'. [2025-11-26T21:23:54.010181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMXF'. [2025-11-26T21:23:54.010679] [INFO ] [FORECASTER] Starting predict_future for DMXF [2025-11-26T21:23:54.011683] [DEBUG] [LOCAL ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt [2025-11-26T21:23:54.011765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:54.011842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:54.011907] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:54.012014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:54.075123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:54.076147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:54.076271] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:54.076322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:54.224009] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:54.224233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:54.224317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:54.224388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:54.229133] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=90.10%) [2025-11-26T21:23:54.229743] [INFO ] [FORECASTER] Completed predict_future for DMXF [2025-11-26T21:23:54.229985] [INFO ] [sig ] DMXF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:54.414801] [INFO ] [LOCAL ] Saved forecast: DMXF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DMXF.txt [2025-11-26T21:23:54.415127] [INFO ] [sig ] [959/3599] Completed DMXF in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:54.415223] [INFO ] [sig ] [960/3599] Forecasting DNA... [2025-11-26T21:23:54.415286] [INFO ] [sig ] Generating forecast for: DNA [2025-11-26T21:23:54.415350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-11-26T21:23:54.432598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNA'. [2025-11-26T21:23:54.433550] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-11-26T21:23:54.434897] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-11-26T21:23:54.434998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:54.435074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:54.435152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:54.435261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:54.525854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:54.527117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:54.527273] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:54.527353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:54.680490] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:54.680775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:54.680865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:54.680936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:54.686490] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=18.11%) [2025-11-26T21:23:54.687097] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-11-26T21:23:54.687345] [INFO ] [sig ] DNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:54.890467] [INFO ] [LOCAL ] Saved forecast: DNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DNA.txt [2025-11-26T21:23:54.890737] [INFO ] [sig ] [960/3599] Completed DNA in 0.5s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:54.890805] [INFO ] [sig ] [961/3599] Forecasting DNLI... [2025-11-26T21:23:54.890850] [INFO ] [sig ] Generating forecast for: DNLI [2025-11-26T21:23:54.890895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'. [2025-11-26T21:23:54.903412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNLI'. [2025-11-26T21:23:54.903959] [INFO ] [FORECASTER] Starting predict_future for DNLI [2025-11-26T21:23:54.904972] [DEBUG] [LOCAL ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt [2025-11-26T21:23:54.905066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:54.905166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:54.905256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:54.905358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:54.980233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:54.981544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:54.981710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:54.981791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:55.111272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:55.111452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:55.111510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:55.111553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:55.115499] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=14.26%) [2025-11-26T21:23:55.115861] [INFO ] [FORECASTER] Completed predict_future for DNLI [2025-11-26T21:23:55.116046] [INFO ] [sig ] DNLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:55.256366] [INFO ] [LOCAL ] Saved forecast: DNLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DNLI.txt [2025-11-26T21:23:55.256535] [INFO ] [sig ] [961/3599] Completed DNLI in 0.4s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:55.256612] [INFO ] [sig ] [962/3599] Forecasting DNP... [2025-11-26T21:23:55.256676] [INFO ] [sig ] Generating forecast for: DNP [2025-11-26T21:23:55.256723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-11-26T21:23:55.267357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNP'. [2025-11-26T21:23:55.267869] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-11-26T21:23:55.268834] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-11-26T21:23:55.268908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:55.268966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:55.269009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:55.269096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:55.326626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:55.327374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:55.327560] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:55.327627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:55.448233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:55.448404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:55.448467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:55.448516] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:55.451992] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-11-26T21:23:55.452298] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-11-26T21:23:55.452457] [INFO ] [sig ] DNP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:55.605858] [INFO ] [LOCAL ] Saved forecast: DNP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DNP.txt [2025-11-26T21:23:55.606086] [INFO ] [sig ] [962/3599] Completed DNP in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:55.606158] [INFO ] [sig ] [963/3599] Forecasting DNTH... [2025-11-26T21:23:55.606207] [INFO ] [sig ] Generating forecast for: DNTH [2025-11-26T21:23:55.606245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'. [2025-11-26T21:23:55.617895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNTH'. [2025-11-26T21:23:55.618284] [INFO ] [FORECASTER] Starting predict_future for DNTH [2025-11-26T21:23:55.619213] [DEBUG] [LOCAL ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt [2025-11-26T21:23:55.619295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:55.619354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:55.619396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:55.619494] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:55.682113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:55.683057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:55.683167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:55.683213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:55.804801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:55.804979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:55.805050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:55.805093] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:55.808668] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=56.59%) [2025-11-26T21:23:55.808964] [INFO ] [FORECASTER] Completed predict_future for DNTH [2025-11-26T21:23:55.809113] [INFO ] [sig ] DNTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:55.950049] [INFO ] [LOCAL ] Saved forecast: DNTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DNTH.txt [2025-11-26T21:23:55.950221] [INFO ] [sig ] [963/3599] Completed DNTH in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:55.950275] [INFO ] [sig ] [964/3599] Forecasting DOCN... [2025-11-26T21:23:55.950316] [INFO ] [sig ] Generating forecast for: DOCN [2025-11-26T21:23:55.950366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-11-26T21:23:55.960894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCN'. [2025-11-26T21:23:55.961241] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-11-26T21:23:55.962109] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-11-26T21:23:55.962189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:55.962260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:55.962327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:55.962437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:56.021522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:56.022499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:56.022620] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:56.022719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:56.146952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:56.147147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:56.147224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:56.147293] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:56.150781] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=4.55%) [2025-11-26T21:23:56.151105] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-11-26T21:23:56.151283] [INFO ] [sig ] DOCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:56.291834] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOCN.txt [2025-11-26T21:23:56.292041] [INFO ] [sig ] [964/3599] Completed DOCN in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:56.292121] [INFO ] [sig ] [965/3599] Forecasting DOCS... [2025-11-26T21:23:56.292227] [INFO ] [sig ] Generating forecast for: DOCS [2025-11-26T21:23:56.292297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-11-26T21:23:56.305668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCS'. [2025-11-26T21:23:56.306159] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-11-26T21:23:56.307213] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-11-26T21:23:56.307299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:56.307362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:56.307728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:56.307973] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:56.366874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:56.367979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:56.368089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:56.368138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:56.496314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:56.496504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:56.496559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:56.496602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:56.500143] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-11-26T21:23:56.500447] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-11-26T21:23:56.500602] [INFO ] [sig ] DOCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:56.640565] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOCS.txt [2025-11-26T21:23:56.640755] [INFO ] [sig ] [965/3599] Completed DOCS in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:56.640812] [INFO ] [sig ] [966/3599] Forecasting DOGZ... [2025-11-26T21:23:56.640877] [INFO ] [sig ] Generating forecast for: DOGZ [2025-11-26T21:23:56.640925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'. [2025-11-26T21:23:56.652284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'. [2025-11-26T21:23:56.652744] [INFO ] [FORECASTER] Starting predict_future for DOGZ [2025-11-26T21:23:56.653562] [DEBUG] [LOCAL ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt [2025-11-26T21:23:56.653634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:56.653705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:56.653740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:56.653810] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:56.712045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:56.712962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:56.713070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:56.713120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:56.834893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:56.835062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:56.835114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:56.835156] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:56.838614] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=70.40%) [2025-11-26T21:23:56.838935] [INFO ] [FORECASTER] Completed predict_future for DOGZ [2025-11-26T21:23:56.839084] [INFO ] [sig ] DOGZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:56.980128] [INFO ] [LOCAL ] Saved forecast: DOGZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOGZ.txt [2025-11-26T21:23:56.980297] [INFO ] [sig ] [966/3599] Completed DOGZ in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:56.980353] [INFO ] [sig ] [967/3599] Forecasting DOLE... [2025-11-26T21:23:56.980393] [INFO ] [sig ] Generating forecast for: DOLE [2025-11-26T21:23:56.980434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-11-26T21:23:56.991438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOLE'. [2025-11-26T21:23:56.991837] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-11-26T21:23:56.992681] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-11-26T21:23:56.992754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:56.992813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:56.992854] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:56.992929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:57.051460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:57.052362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:57.052467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:57.052513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:57.175152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:57.175360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:57.175416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:57.175465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:57.179142] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=25.25%) [2025-11-26T21:23:57.179507] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-11-26T21:23:57.179693] [INFO ] [sig ] DOLE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:57.324474] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOLE.txt [2025-11-26T21:23:57.324657] [INFO ] [sig ] [967/3599] Completed DOLE in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.3m [2025-11-26T21:23:57.324714] [INFO ] [sig ] [968/3599] Forecasting DOMO... [2025-11-26T21:23:57.324777] [INFO ] [sig ] Generating forecast for: DOMO [2025-11-26T21:23:57.324821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'. [2025-11-26T21:23:57.335045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOMO'. [2025-11-26T21:23:57.335359] [INFO ] [FORECASTER] Starting predict_future for DOMO [2025-11-26T21:23:57.336185] [DEBUG] [LOCAL ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt [2025-11-26T21:23:57.336258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:57.336305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:57.336346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:57.336417] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:57.396022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:57.396765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:57.396866] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:57.396914] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:57.516744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:57.516916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:57.516969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:57.517013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:57.520526] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=23.33%) [2025-11-26T21:23:57.520855] [INFO ] [FORECASTER] Completed predict_future for DOMO [2025-11-26T21:23:57.521006] [INFO ] [sig ] DOMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:23:57.663634] [INFO ] [LOCAL ] Saved forecast: DOMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DOMO.txt [2025-11-26T21:23:57.663799] [INFO ] [sig ] [968/3599] Completed DOMO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:57.663854] [INFO ] [sig ] [969/3599] Forecasting DOOO... [2025-11-26T21:23:57.663919] [INFO ] [sig ] Generating forecast for: DOOO [2025-11-26T21:23:57.663955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'. [2025-11-26T21:23:57.675041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOOO'. [2025-11-26T21:23:57.675411] [INFO ] [FORECASTER] Starting predict_future for DOOO [2025-11-26T21:23:57.676260] [DEBUG] [LOCAL ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt [2025-11-26T21:23:57.676342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:57.676390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:57.676436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:57.676505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:57.733806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:57.734526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:57.734628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:57.734699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:57.856799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:57.856976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:57.857031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:57.857074] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:57.860609] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: UP (p=66.52%) [2025-11-26T21:23:57.860940] [INFO ] [FORECASTER] Completed predict_future for DOOO [2025-11-26T21:23:57.861094] [INFO ] [sig ] DOOO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:58.012406] [INFO ] [LOCAL ] Saved forecast: DOOO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOOO.txt [2025-11-26T21:23:58.012585] [INFO ] [sig ] [969/3599] Completed DOOO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:58.012662] [INFO ] [sig ] [970/3599] Forecasting DORM... [2025-11-26T21:23:58.012712] [INFO ] [sig ] Generating forecast for: DORM [2025-11-26T21:23:58.012787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'. [2025-11-26T21:23:58.023515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DORM'. [2025-11-26T21:23:58.023866] [INFO ] [FORECASTER] Starting predict_future for DORM [2025-11-26T21:23:58.024706] [DEBUG] [LOCAL ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt [2025-11-26T21:23:58.024776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:58.024824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:58.024865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:58.024936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:58.084052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:58.084778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:58.084878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:58.084931] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:58.211332] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:58.211511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:58.211563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:58.211605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:58.215028] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=56.21%) [2025-11-26T21:23:58.215337] [INFO ] [FORECASTER] Completed predict_future for DORM [2025-11-26T21:23:58.215489] [INFO ] [sig ] DORM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:58.359862] [INFO ] [LOCAL ] Saved forecast: DORM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DORM.txt [2025-11-26T21:23:58.360018] [INFO ] [sig ] [970/3599] Completed DORM in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:58.360072] [INFO ] [sig ] [971/3599] Forecasting DOUG... [2025-11-26T21:23:58.360149] [INFO ] [sig ] Generating forecast for: DOUG [2025-11-26T21:23:58.360198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-11-26T21:23:58.370439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOUG'. [2025-11-26T21:23:58.370824] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-11-26T21:23:58.371729] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-11-26T21:23:58.371815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:58.371884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:58.371941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:58.372037] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:58.431058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:58.431899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:58.432010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:58.432074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:58.551148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:58.551350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:58.551421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:58.551479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:58.554889] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=99.75%) [2025-11-26T21:23:58.555189] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-11-26T21:23:58.555336] [INFO ] [sig ] DOUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:58.696586] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOUG.txt [2025-11-26T21:23:58.696765] [INFO ] [sig ] [971/3599] Completed DOUG in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:58.696821] [INFO ] [sig ] [972/3599] Forecasting DOX... [2025-11-26T21:23:58.696865] [INFO ] [sig ] Generating forecast for: DOX [2025-11-26T21:23:58.696905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'. [2025-11-26T21:23:58.707371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOX'. [2025-11-26T21:23:58.707806] [INFO ] [FORECASTER] Starting predict_future for DOX [2025-11-26T21:23:58.708745] [DEBUG] [LOCAL ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt [2025-11-26T21:23:58.708818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:58.708865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:58.708906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:58.708983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:58.767507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:58.768264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:58.768369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:58.768418] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:58.889968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:58.890157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:58.890212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:58.890258] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:58.893800] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=84.91%) [2025-11-26T21:23:58.894126] [INFO ] [FORECASTER] Completed predict_future for DOX [2025-11-26T21:23:58.894290] [INFO ] [sig ] DOX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:59.041983] [INFO ] [LOCAL ] Saved forecast: DOX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DOX.txt [2025-11-26T21:23:59.042172] [INFO ] [sig ] [972/3599] Completed DOX in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:59.042229] [INFO ] [sig ] [973/3599] Forecasting DPG... [2025-11-26T21:23:59.042275] [INFO ] [sig ] Generating forecast for: DPG [2025-11-26T21:23:59.042317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-11-26T21:23:59.053112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPG'. [2025-11-26T21:23:59.053469] [INFO ] [FORECASTER] Starting predict_future for DPG [2025-11-26T21:23:59.054339] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-11-26T21:23:59.054414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:59.054463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:59.054505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:59.054580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:59.114845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:59.115765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:59.115871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:59.115921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:59.237564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:59.237767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:59.237826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:59.237877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:59.241490] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=84.04%) [2025-11-26T21:23:59.241876] [INFO ] [FORECASTER] Completed predict_future for DPG [2025-11-26T21:23:59.242050] [INFO ] [sig ] DPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:59.387773] [INFO ] [LOCAL ] Saved forecast: DPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DPG.txt [2025-11-26T21:23:59.387961] [INFO ] [sig ] [973/3599] Completed DPG in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:59.388039] [INFO ] [sig ] [974/3599] Forecasting DPRO... [2025-11-26T21:23:59.388089] [INFO ] [sig ] Generating forecast for: DPRO [2025-11-26T21:23:59.388132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'. [2025-11-26T21:23:59.398415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPRO'. [2025-11-26T21:23:59.398837] [INFO ] [FORECASTER] Starting predict_future for DPRO [2025-11-26T21:23:59.399700] [DEBUG] [LOCAL ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt [2025-11-26T21:23:59.399770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:59.399817] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:59.399858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:59.399929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:59.458057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:59.459056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:59.459164] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:59.459212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:59.575308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:59.575514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:59.575578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:59.575668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:59.579359] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=80.39%) [2025-11-26T21:23:59.579731] [INFO ] [FORECASTER] Completed predict_future for DPRO [2025-11-26T21:23:59.579886] [INFO ] [sig ] DPRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:23:59.724156] [INFO ] [LOCAL ] Saved forecast: DPRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DPRO.txt [2025-11-26T21:23:59.724352] [INFO ] [sig ] [974/3599] Completed DPRO in 0.3s | 2.88 sym/s | Total: 5.6m | ETA: 15.2m [2025-11-26T21:23:59.724408] [INFO ] [sig ] [975/3599] Forecasting DPZ... [2025-11-26T21:23:59.724479] [INFO ] [sig ] Generating forecast for: DPZ [2025-11-26T21:23:59.724523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'. [2025-11-26T21:23:59.736037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPZ'. [2025-11-26T21:23:59.736394] [INFO ] [FORECASTER] Starting predict_future for DPZ [2025-11-26T21:23:59.737271] [DEBUG] [LOCAL ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt [2025-11-26T21:23:59.737342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:23:59.737390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:23:59.737427] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:23:59.737530] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:23:59.798806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:23:59.799746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:23:59.799851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:23:59.799902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:23:59.922874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:23:59.923043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:23:59.923096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:23:59.923136] [INFO ] [FORECASTER] Training complete [2025-11-26T21:23:59.926594] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=7.86%) [2025-11-26T21:23:59.926913] [INFO ] [FORECASTER] Completed predict_future for DPZ [2025-11-26T21:23:59.927061] [INFO ] [sig ] DPZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:00.093377] [INFO ] [LOCAL ] Saved forecast: DPZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DPZ.txt [2025-11-26T21:24:00.093670] [INFO ] [sig ] [975/3599] Completed DPZ in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:00.093785] [INFO ] [sig ] [976/3599] Forecasting DQ... [2025-11-26T21:24:00.093845] [INFO ] [sig ] Generating forecast for: DQ [2025-11-26T21:24:00.093897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-11-26T21:24:00.107223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DQ'. [2025-11-26T21:24:00.107708] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-11-26T21:24:00.108625] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-11-26T21:24:00.108737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:00.108801] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:00.108855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:00.108939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:00.170936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:00.171839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:00.171945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:00.172007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:00.296960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:00.297102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:00.297155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:00.297196] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:00.300957] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=54.80%) [2025-11-26T21:24:00.301287] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-11-26T21:24:00.301445] [INFO ] [sig ] DQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:00.447025] [INFO ] [LOCAL ] Saved forecast: DQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DQ.txt [2025-11-26T21:24:00.447197] [INFO ] [sig ] [976/3599] Completed DQ in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:00.447253] [INFO ] [sig ] [977/3599] Forecasting DRD... [2025-11-26T21:24:00.447296] [INFO ] [sig ] Generating forecast for: DRD [2025-11-26T21:24:00.447358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-11-26T21:24:00.458155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRD'. [2025-11-26T21:24:00.458534] [INFO ] [FORECASTER] Starting predict_future for DRD [2025-11-26T21:24:00.459393] [DEBUG] [LOCAL ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt [2025-11-26T21:24:00.459483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:00.459541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:00.459591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:00.459688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:00.520396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:00.521489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:00.521611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:00.521688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:00.641993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:00.642184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:00.642238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:00.642279] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:00.645790] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=2.87%) [2025-11-26T21:24:00.646094] [INFO ] [FORECASTER] Completed predict_future for DRD [2025-11-26T21:24:00.646246] [INFO ] [sig ] DRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:00.787636] [INFO ] [LOCAL ] Saved forecast: DRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRD.txt [2025-11-26T21:24:00.787832] [INFO ] [sig ] [977/3599] Completed DRD in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:00.787911] [INFO ] [sig ] [978/3599] Forecasting DRH... [2025-11-26T21:24:00.787957] [INFO ] [sig ] Generating forecast for: DRH [2025-11-26T21:24:00.787999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-11-26T21:24:00.798345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRH'. [2025-11-26T21:24:00.798721] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-11-26T21:24:00.799511] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-11-26T21:24:00.799581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:00.799627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:00.799687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:00.799773] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:00.857307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:00.858207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:00.858314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:00.858361] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:00.979367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:00.979567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:00.979630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:00.979699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:00.983182] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=1.25%) [2025-11-26T21:24:00.983512] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-11-26T21:24:00.983717] [INFO ] [sig ] DRH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:01.123169] [INFO ] [LOCAL ] Saved forecast: DRH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRH.txt [2025-11-26T21:24:01.123338] [INFO ] [sig ] [978/3599] Completed DRH in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:01.123394] [INFO ] [sig ] [979/3599] Forecasting DRI... [2025-11-26T21:24:01.123431] [INFO ] [sig ] Generating forecast for: DRI [2025-11-26T21:24:01.123497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-11-26T21:24:01.134030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRI'. [2025-11-26T21:24:01.134360] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-11-26T21:24:01.135178] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-11-26T21:24:01.135250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:01.135296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:01.135335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:01.135403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:01.192203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:01.193101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:01.193204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:01.193250] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:01.321443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:01.321658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:01.321717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:01.321760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:01.325346] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=25.67%) [2025-11-26T21:24:01.325711] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-11-26T21:24:01.325871] [INFO ] [sig ] DRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:01.468353] [INFO ] [LOCAL ] Saved forecast: DRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRI.txt [2025-11-26T21:24:01.468542] [INFO ] [sig ] [979/3599] Completed DRI in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:01.468598] [INFO ] [sig ] [980/3599] Forecasting DRIO... [2025-11-26T21:24:01.468686] [INFO ] [sig ] Generating forecast for: DRIO [2025-11-26T21:24:01.468729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'. [2025-11-26T21:24:01.480111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRIO'. [2025-11-26T21:24:01.480553] [INFO ] [FORECASTER] Starting predict_future for DRIO [2025-11-26T21:24:01.481411] [DEBUG] [LOCAL ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt [2025-11-26T21:24:01.481497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:01.481552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:01.481592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:01.481692] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:01.539583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:01.540515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:01.540638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:01.540713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:01.666210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:01.666397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:01.666450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:01.666492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:01.670095] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=21.84%) [2025-11-26T21:24:01.670419] [INFO ] [FORECASTER] Completed predict_future for DRIO [2025-11-26T21:24:01.670572] [INFO ] [sig ] DRIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:01.839032] [INFO ] [LOCAL ] Saved forecast: DRIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DRIO.txt [2025-11-26T21:24:01.839233] [INFO ] [sig ] [980/3599] Completed DRIO in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:01.839315] [INFO ] [sig ] [981/3599] Forecasting DRLL... [2025-11-26T21:24:01.839355] [INFO ] [sig ] Generating forecast for: DRLL [2025-11-26T21:24:01.839403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-11-26T21:24:01.850718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRLL'. [2025-11-26T21:24:01.851282] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-11-26T21:24:01.852122] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-11-26T21:24:01.852194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:01.852241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:01.852281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:01.852540] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:01.912347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:01.913210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:01.913313] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:01.913359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:02.033810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:02.033996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:02.034049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:02.034093] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:02.037587] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=59.36%) [2025-11-26T21:24:02.037927] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-11-26T21:24:02.038081] [INFO ] [sig ] DRLL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:02.178881] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRLL.txt [2025-11-26T21:24:02.179045] [INFO ] [sig ] [981/3599] Completed DRLL in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:02.179100] [INFO ] [sig ] [982/3599] Forecasting DRMA... [2025-11-26T21:24:02.179144] [INFO ] [sig ] Generating forecast for: DRMA [2025-11-26T21:24:02.179214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'. [2025-11-26T21:24:02.189556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRMA'. [2025-11-26T21:24:02.189963] [INFO ] [FORECASTER] Starting predict_future for DRMA [2025-11-26T21:24:02.190793] [DEBUG] [LOCAL ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt [2025-11-26T21:24:02.190863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:02.190909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:02.190946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:02.191012] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:02.247874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:02.248723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:02.248825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:02.248872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:02.364353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:02.364534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:02.364591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:02.364631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:02.368112] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=78.74%) [2025-11-26T21:24:02.368419] [INFO ] [FORECASTER] Completed predict_future for DRMA [2025-11-26T21:24:02.368573] [INFO ] [sig ] DRMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:02.511423] [INFO ] [LOCAL ] Saved forecast: DRMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRMA.txt [2025-11-26T21:24:02.511677] [INFO ] [sig ] [982/3599] Completed DRMA in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:02.511758] [INFO ] [sig ] [983/3599] Forecasting DRS... [2025-11-26T21:24:02.511799] [INFO ] [sig ] Generating forecast for: DRS [2025-11-26T21:24:02.511846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'. [2025-11-26T21:24:02.522748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRS'. [2025-11-26T21:24:02.523174] [INFO ] [FORECASTER] Starting predict_future for DRS [2025-11-26T21:24:02.524110] [DEBUG] [LOCAL ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt [2025-11-26T21:24:02.524184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:02.524232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:02.524275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:02.524342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:02.587111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:02.588077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:02.588207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:02.588283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:02.711115] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:02.711307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:02.711361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:02.711403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:02.714982] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: UP (p=77.96%) [2025-11-26T21:24:02.715299] [INFO ] [FORECASTER] Completed predict_future for DRS [2025-11-26T21:24:02.715457] [INFO ] [sig ] DRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:02.867621] [INFO ] [LOCAL ] Saved forecast: DRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRS.txt [2025-11-26T21:24:02.867825] [INFO ] [sig ] [983/3599] Completed DRS in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:02.867909] [INFO ] [sig ] [984/3599] Forecasting DRTS... [2025-11-26T21:24:02.867957] [INFO ] [sig ] Generating forecast for: DRTS [2025-11-26T21:24:02.867997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'. [2025-11-26T21:24:02.878551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRTS'. [2025-11-26T21:24:02.878928] [INFO ] [FORECASTER] Starting predict_future for DRTS [2025-11-26T21:24:02.879748] [DEBUG] [LOCAL ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt [2025-11-26T21:24:02.879818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:02.879864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:02.879906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:02.879976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:02.937034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:02.938001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:02.938110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:02.938160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:03.058595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:03.058796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:03.058851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:03.058894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:03.062407] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=72.68%) [2025-11-26T21:24:03.062747] [INFO ] [FORECASTER] Completed predict_future for DRTS [2025-11-26T21:24:03.062898] [INFO ] [sig ] DRTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:03.205823] [INFO ] [LOCAL ] Saved forecast: DRTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRTS.txt [2025-11-26T21:24:03.206000] [INFO ] [sig ] [984/3599] Completed DRTS in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.2m [2025-11-26T21:24:03.206077] [INFO ] [sig ] [985/3599] Forecasting DRUG... [2025-11-26T21:24:03.206119] [INFO ] [sig ] Generating forecast for: DRUG [2025-11-26T21:24:03.206160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'. [2025-11-26T21:24:03.217190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRUG'. [2025-11-26T21:24:03.217678] [INFO ] [FORECASTER] Starting predict_future for DRUG [2025-11-26T21:24:03.218479] [DEBUG] [LOCAL ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt [2025-11-26T21:24:03.218551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:03.218597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:03.218636] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:03.218737] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:03.277669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:03.278482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:03.278585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:03.278630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:03.401594] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:03.401778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:03.401840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:03.401883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:03.405406] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: UP (p=78.62%) [2025-11-26T21:24:03.405821] [INFO ] [FORECASTER] Completed predict_future for DRUG [2025-11-26T21:24:03.405979] [INFO ] [sig ] DRUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:03.548903] [INFO ] [LOCAL ] Saved forecast: DRUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRUG.txt [2025-11-26T21:24:03.549072] [INFO ] [sig ] [985/3599] Completed DRUG in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:03.549131] [INFO ] [sig ] [986/3599] Forecasting DRVN... [2025-11-26T21:24:03.549209] [INFO ] [sig ] Generating forecast for: DRVN [2025-11-26T21:24:03.549283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'. [2025-11-26T21:24:03.560270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRVN'. [2025-11-26T21:24:03.560664] [INFO ] [FORECASTER] Starting predict_future for DRVN [2025-11-26T21:24:03.561493] [DEBUG] [LOCAL ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt [2025-11-26T21:24:03.561576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:03.561633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:03.561721] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:03.561797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:03.620290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:03.621138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:03.621238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:03.621285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:03.740282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:03.740459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:03.740522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:03.740585] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:03.744065] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=99.77%) [2025-11-26T21:24:03.744364] [INFO ] [FORECASTER] Completed predict_future for DRVN [2025-11-26T21:24:03.744513] [INFO ] [sig ] DRVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:03.886204] [INFO ] [LOCAL ] Saved forecast: DRVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DRVN.txt [2025-11-26T21:24:03.886368] [INFO ] [sig ] [986/3599] Completed DRVN in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:03.886442] [INFO ] [sig ] [987/3599] Forecasting DSGN... [2025-11-26T21:24:03.886501] [INFO ] [sig ] Generating forecast for: DSGN [2025-11-26T21:24:03.886565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'. [2025-11-26T21:24:03.896859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGN'. [2025-11-26T21:24:03.897253] [INFO ] [FORECASTER] Starting predict_future for DSGN [2025-11-26T21:24:03.898184] [DEBUG] [LOCAL ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt [2025-11-26T21:24:03.898258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:03.898305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:03.898348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:03.898418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:03.956537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:03.957383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:03.957507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:03.957559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:04.079673] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:04.079847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:04.079912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:04.079954] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:04.083408] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=86.01%) [2025-11-26T21:24:04.083771] [INFO ] [FORECASTER] Completed predict_future for DSGN [2025-11-26T21:24:04.083954] [INFO ] [sig ] DSGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:04.229635] [INFO ] [LOCAL ] Saved forecast: DSGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DSGN.txt [2025-11-26T21:24:04.229808] [INFO ] [sig ] [987/3599] Completed DSGN in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:04.229882] [INFO ] [sig ] [988/3599] Forecasting DSGX... [2025-11-26T21:24:04.229931] [INFO ] [sig ] Generating forecast for: DSGX [2025-11-26T21:24:04.229975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'. [2025-11-26T21:24:04.241041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGX'. [2025-11-26T21:24:04.241357] [INFO ] [FORECASTER] Starting predict_future for DSGX [2025-11-26T21:24:04.242163] [DEBUG] [LOCAL ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt [2025-11-26T21:24:04.242234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:04.242279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:04.242319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:04.242386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:04.302177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:04.303070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:04.303175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:04.303224] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:04.423374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:04.423542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:04.423595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:04.423655] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:04.427128] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=17.61%) [2025-11-26T21:24:04.427429] [INFO ] [FORECASTER] Completed predict_future for DSGX [2025-11-26T21:24:04.427611] [INFO ] [sig ] DSGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:04.568966] [INFO ] [LOCAL ] Saved forecast: DSGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSGX.txt [2025-11-26T21:24:04.569138] [INFO ] [sig ] [988/3599] Completed DSGX in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:04.569209] [INFO ] [sig ] [989/3599] Forecasting DSL... [2025-11-26T21:24:04.569272] [INFO ] [sig ] Generating forecast for: DSL [2025-11-26T21:24:04.569312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-11-26T21:24:04.580052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSL'. [2025-11-26T21:24:04.580382] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-11-26T21:24:04.581239] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-11-26T21:24:04.581312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:04.581361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:04.581412] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:04.581489] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:04.640776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:04.641532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:04.641634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:04.641708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:04.760619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:04.760805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:04.760862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:04.760906] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:04.764370] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=12.66%) [2025-11-26T21:24:04.764701] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-11-26T21:24:04.764860] [INFO ] [sig ] DSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:04.908434] [INFO ] [LOCAL ] Saved forecast: DSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSL.txt [2025-11-26T21:24:04.908600] [INFO ] [sig ] [989/3599] Completed DSL in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:04.908674] [INFO ] [sig ] [990/3599] Forecasting DSM... [2025-11-26T21:24:04.908746] [INFO ] [sig ] Generating forecast for: DSM [2025-11-26T21:24:04.908786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'. [2025-11-26T21:24:04.920118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSM'. [2025-11-26T21:24:04.920548] [INFO ] [FORECASTER] Starting predict_future for DSM [2025-11-26T21:24:04.921438] [DEBUG] [LOCAL ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt [2025-11-26T21:24:04.921512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:04.921558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:04.921598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:04.921691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:04.983122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:04.984166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:04.984310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:04.984373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:05.114109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:05.114307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:05.114362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:05.114405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:05.118146] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=52.43%) [2025-11-26T21:24:05.118533] [INFO ] [FORECASTER] Completed predict_future for DSM [2025-11-26T21:24:05.118737] [INFO ] [sig ] DSM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:05.265890] [INFO ] [LOCAL ] Saved forecast: DSM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DSM.txt [2025-11-26T21:24:05.266067] [INFO ] [sig ] [990/3599] Completed DSM in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:05.266124] [INFO ] [sig ] [991/3599] Forecasting DSP... [2025-11-26T21:24:05.266187] [INFO ] [sig ] Generating forecast for: DSP [2025-11-26T21:24:05.266229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'. [2025-11-26T21:24:05.276963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSP'. [2025-11-26T21:24:05.277349] [INFO ] [FORECASTER] Starting predict_future for DSP [2025-11-26T21:24:05.278242] [DEBUG] [LOCAL ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt [2025-11-26T21:24:05.278315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:05.278376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:05.278417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:05.278486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:05.337841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:05.338847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:05.338954] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:05.339002] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:05.465247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:05.465464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:05.465520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:05.465557] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:05.469194] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-11-26T21:24:05.469534] [INFO ] [FORECASTER] Completed predict_future for DSP [2025-11-26T21:24:05.469757] [INFO ] [sig ] DSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:05.652299] [INFO ] [LOCAL ] Saved forecast: DSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSP.txt [2025-11-26T21:24:05.652501] [INFO ] [sig ] [991/3599] Completed DSP in 0.4s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:05.652558] [INFO ] [sig ] [992/3599] Forecasting DSX... [2025-11-26T21:24:05.652629] [INFO ] [sig ] Generating forecast for: DSX [2025-11-26T21:24:05.652698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-11-26T21:24:05.664087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSX'. [2025-11-26T21:24:05.664456] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-11-26T21:24:05.665272] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-11-26T21:24:05.665344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:05.665391] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:05.665432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:05.665500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:05.723124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:05.723870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:05.723974] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:05.724019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:05.840725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:05.840903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:05.840956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:05.840998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:05.844373] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=13.15%) [2025-11-26T21:24:05.844693] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-11-26T21:24:05.844839] [INFO ] [sig ] DSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:05.985189] [INFO ] [LOCAL ] Saved forecast: DSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DSX.txt [2025-11-26T21:24:05.985357] [INFO ] [sig ] [992/3599] Completed DSX in 0.3s | 2.88 sym/s | Total: 5.7m | ETA: 15.1m [2025-11-26T21:24:05.985410] [INFO ] [sig ] [993/3599] Forecasting DTB... [2025-11-26T21:24:05.985452] [INFO ] [sig ] Generating forecast for: DTB [2025-11-26T21:24:05.985495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-11-26T21:24:05.996085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTB'. [2025-11-26T21:24:05.996460] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-11-26T21:24:05.997309] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-11-26T21:24:05.997380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:05.997427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:05.997491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:05.997577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:06.055022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:06.055792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:06.055891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:06.055939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:06.168180] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:06.168358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:06.168412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:06.168454] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:06.171850] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-11-26T21:24:06.172146] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-11-26T21:24:06.172305] [INFO ] [sig ] DTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:06.311037] [INFO ] [LOCAL ] Saved forecast: DTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTB.txt [2025-11-26T21:24:06.311194] [INFO ] [sig ] [993/3599] Completed DTB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:06.311250] [INFO ] [sig ] [994/3599] Forecasting DTE... [2025-11-26T21:24:06.311290] [INFO ] [sig ] Generating forecast for: DTE [2025-11-26T21:24:06.311354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-11-26T21:24:06.321767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTE'. [2025-11-26T21:24:06.322103] [INFO ] [FORECASTER] Starting predict_future for DTE [2025-11-26T21:24:06.322919] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-11-26T21:24:06.322990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:06.323038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:06.323077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:06.323145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:06.382677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:06.383549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:06.383692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:06.383762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:06.507068] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:06.507254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:06.507309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:06.507350] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:06.510962] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=29.56%) [2025-11-26T21:24:06.511268] [INFO ] [FORECASTER] Completed predict_future for DTE [2025-11-26T21:24:06.511438] [INFO ] [sig ] DTE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:06.652751] [INFO ] [LOCAL ] Saved forecast: DTE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DTE.txt [2025-11-26T21:24:06.652916] [INFO ] [sig ] [994/3599] Completed DTE in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:06.652997] [INFO ] [sig ] [995/3599] Forecasting DTG... [2025-11-26T21:24:06.653045] [INFO ] [sig ] Generating forecast for: DTG [2025-11-26T21:24:06.653086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-11-26T21:24:06.663607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTG'. [2025-11-26T21:24:06.663999] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-11-26T21:24:06.664837] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-11-26T21:24:06.664908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:06.664955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:06.664996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:06.665065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:06.722826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:06.723601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:06.723720] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:06.723768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:06.841731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:06.841921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:06.841974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:06.842017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:06.845480] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=56.35%) [2025-11-26T21:24:06.845837] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-11-26T21:24:06.845992] [INFO ] [sig ] DTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:06.990698] [INFO ] [LOCAL ] Saved forecast: DTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTG.txt [2025-11-26T21:24:06.990888] [INFO ] [sig ] [995/3599] Completed DTG in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:06.990944] [INFO ] [sig ] [996/3599] Forecasting DTIL... [2025-11-26T21:24:06.990991] [INFO ] [sig ] Generating forecast for: DTIL [2025-11-26T21:24:06.991031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'. [2025-11-26T21:24:07.005387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTIL'. [2025-11-26T21:24:07.005871] [INFO ] [FORECASTER] Starting predict_future for DTIL [2025-11-26T21:24:07.006934] [DEBUG] [LOCAL ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt [2025-11-26T21:24:07.007022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:07.007081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:07.007132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:07.007228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:07.078532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:07.079505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:07.079626] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:07.079734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:07.207296] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:07.207524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:07.207588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:07.207635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:07.211333] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-11-26T21:24:07.211691] [INFO ] [FORECASTER] Completed predict_future for DTIL [2025-11-26T21:24:07.211853] [INFO ] [sig ] DTIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:07.363212] [INFO ] [LOCAL ] Saved forecast: DTIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTIL.txt [2025-11-26T21:24:07.363405] [INFO ] [sig ] [996/3599] Completed DTIL in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:07.363464] [INFO ] [sig ] [997/3599] Forecasting DTM... [2025-11-26T21:24:07.363518] [INFO ] [sig ] Generating forecast for: DTM [2025-11-26T21:24:07.363597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-11-26T21:24:07.374834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTM'. [2025-11-26T21:24:07.375228] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-11-26T21:24:07.376063] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-11-26T21:24:07.376145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:07.376214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:07.376280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:07.376368] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:07.435832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:07.436773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:07.436879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:07.436926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:07.573463] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:07.573703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:07.573769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:07.574190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:07.578016] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=73.08%) [2025-11-26T21:24:07.578331] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-11-26T21:24:07.578485] [INFO ] [sig ] DTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:07.730469] [INFO ] [LOCAL ] Saved forecast: DTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTM.txt [2025-11-26T21:24:07.730694] [INFO ] [sig ] [997/3599] Completed DTM in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:07.730762] [INFO ] [sig ] [998/3599] Forecasting DTSS... [2025-11-26T21:24:07.730828] [INFO ] [sig ] Generating forecast for: DTSS [2025-11-26T21:24:07.730869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'. [2025-11-26T21:24:07.745065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTSS'. [2025-11-26T21:24:07.745493] [INFO ] [FORECASTER] Starting predict_future for DTSS [2025-11-26T21:24:07.746504] [DEBUG] [LOCAL ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt [2025-11-26T21:24:07.746577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:07.746624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:07.746690] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:07.746762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:07.805094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:07.806082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:07.806186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:07.806235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:07.919746] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:07.919951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:07.920015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:07.920079] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:07.923773] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=86.82%) [2025-11-26T21:24:07.924147] [INFO ] [FORECASTER] Completed predict_future for DTSS [2025-11-26T21:24:07.924335] [INFO ] [sig ] DTSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:08.072933] [INFO ] [LOCAL ] Saved forecast: DTSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DTSS.txt [2025-11-26T21:24:08.073097] [INFO ] [sig ] [998/3599] Completed DTSS in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:08.073154] [INFO ] [sig ] [999/3599] Forecasting DUK... [2025-11-26T21:24:08.073216] [INFO ] [sig ] Generating forecast for: DUK [2025-11-26T21:24:08.073256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-11-26T21:24:08.084961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUK'. [2025-11-26T21:24:08.085391] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-11-26T21:24:08.086262] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-11-26T21:24:08.086335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:08.086383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:08.086425] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:08.086496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:08.146894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:08.147926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:08.148048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:08.148112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:08.263818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:08.264007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:08.264061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:08.264103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:08.267598] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=99.81%) [2025-11-26T21:24:08.267914] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-11-26T21:24:08.268066] [INFO ] [sig ] DUK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:08.408070] [INFO ] [LOCAL ] Saved forecast: DUK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DUK.txt [2025-11-26T21:24:08.408234] [INFO ] [sig ] [999/3599] Completed DUK in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:08.408293] [INFO ] [sig ] [1000/3599] Forecasting DUKB... [2025-11-26T21:24:08.408358] [INFO ] [sig ] Generating forecast for: DUKB [2025-11-26T21:24:08.408397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-11-26T21:24:08.418216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUKB'. [2025-11-26T21:24:08.418552] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-11-26T21:24:08.419376] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-11-26T21:24:08.419448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:08.419493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:08.419532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:08.419599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:08.478481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:08.479220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:08.479322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:08.479372] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:08.597672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:08.597835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:08.597890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:08.597933] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:08.601368] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=80.76%) [2025-11-26T21:24:08.601693] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-11-26T21:24:08.601862] [INFO ] [sig ] DUKB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:08.744083] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DUKB.txt [2025-11-26T21:24:08.744273] [INFO ] [sig ] [1000/3599] Completed DUKB in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:08.744330] [INFO ] [sig ] [1001/3599] Forecasting DUOL... [2025-11-26T21:24:08.744402] [INFO ] [sig ] Generating forecast for: DUOL [2025-11-26T21:24:08.744447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'. [2025-11-26T21:24:08.754766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUOL'. [2025-11-26T21:24:08.755159] [INFO ] [FORECASTER] Starting predict_future for DUOL [2025-11-26T21:24:08.756002] [DEBUG] [LOCAL ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt [2025-11-26T21:24:08.756073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:08.756119] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:08.756159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:08.756226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:08.814341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:08.815247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:08.815362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:08.815410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:08.942680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:08.943503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:08.943565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:08.943619] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:08.947348] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=40.83%) [2025-11-26T21:24:08.947746] [INFO ] [FORECASTER] Completed predict_future for DUOL [2025-11-26T21:24:08.947912] [INFO ] [sig ] DUOL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:09.097884] [INFO ] [LOCAL ] Saved forecast: DUOL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DUOL.txt [2025-11-26T21:24:09.098098] [INFO ] [sig ] [1001/3599] Completed DUOL in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 15.1m [2025-11-26T21:24:09.098215] [INFO ] [sig ] [1002/3599] Forecasting DVA... [2025-11-26T21:24:09.098276] [INFO ] [sig ] Generating forecast for: DVA [2025-11-26T21:24:09.098329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-11-26T21:24:09.111121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVA'. [2025-11-26T21:24:09.111613] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-11-26T21:24:09.112509] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-11-26T21:24:09.112586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:09.112636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:09.112700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:09.112799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:09.173598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:09.174519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:09.174624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:09.174705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:09.295551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:09.295759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:09.295814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:09.295855] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:09.299268] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=59.45%) [2025-11-26T21:24:09.299567] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-11-26T21:24:09.299737] [INFO ] [sig ] DVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:09.439783] [INFO ] [LOCAL ] Saved forecast: DVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DVA.txt [2025-11-26T21:24:09.439957] [INFO ] [sig ] [1002/3599] Completed DVA in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:09.440031] [INFO ] [sig ] [1003/3599] Forecasting DVAX... [2025-11-26T21:24:09.440080] [INFO ] [sig ] Generating forecast for: DVAX [2025-11-26T21:24:09.440121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'. [2025-11-26T21:24:09.450542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVAX'. [2025-11-26T21:24:09.450884] [INFO ] [FORECASTER] Starting predict_future for DVAX [2025-11-26T21:24:09.451699] [DEBUG] [LOCAL ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt [2025-11-26T21:24:09.451769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:09.451814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:09.451855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:09.451921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:09.510892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:09.511745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:09.511845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:09.511894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:09.635475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:09.635673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:09.635728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:09.635770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:09.639185] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-11-26T21:24:09.639482] [INFO ] [FORECASTER] Completed predict_future for DVAX [2025-11-26T21:24:09.639629] [INFO ] [sig ] DVAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:09.782081] [INFO ] [LOCAL ] Saved forecast: DVAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DVAX.txt [2025-11-26T21:24:09.782276] [INFO ] [sig ] [1003/3599] Completed DVAX in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:09.782334] [INFO ] [sig ] [1004/3599] Forecasting DVN... [2025-11-26T21:24:09.782376] [INFO ] [sig ] Generating forecast for: DVN [2025-11-26T21:24:09.782434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-11-26T21:24:09.793127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVN'. [2025-11-26T21:24:09.793475] [INFO ] [FORECASTER] Starting predict_future for DVN [2025-11-26T21:24:09.794295] [DEBUG] [LOCAL ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt [2025-11-26T21:24:09.794383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:09.794433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:09.794476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:09.794546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:09.854551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:09.855400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:09.855503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:09.855554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:09.979397] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:09.979580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:09.979634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:09.979697] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:09.983201] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=20.40%) [2025-11-26T21:24:09.983508] [INFO ] [FORECASTER] Completed predict_future for DVN [2025-11-26T21:24:09.983682] [INFO ] [sig ] DVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:10.140746] [INFO ] [LOCAL ] Saved forecast: DVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DVN.txt [2025-11-26T21:24:10.140952] [INFO ] [sig ] [1004/3599] Completed DVN in 0.4s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:10.141055] [INFO ] [sig ] [1005/3599] Forecasting DVY... [2025-11-26T21:24:10.141107] [INFO ] [sig ] Generating forecast for: DVY [2025-11-26T21:24:10.141150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'. [2025-11-26T21:24:10.152449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVY'. [2025-11-26T21:24:10.152801] [INFO ] [FORECASTER] Starting predict_future for DVY [2025-11-26T21:24:10.153586] [DEBUG] [LOCAL ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt [2025-11-26T21:24:10.153677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:10.153726] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:10.153766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:10.153834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:10.210953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:10.211788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:10.211889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:10.211937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:10.330603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:10.330789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:10.330843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:10.330886] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:10.334222] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-11-26T21:24:10.334517] [INFO ] [FORECASTER] Completed predict_future for DVY [2025-11-26T21:24:10.334696] [INFO ] [sig ] DVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:10.473813] [INFO ] [LOCAL ] Saved forecast: DVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DVY.txt [2025-11-26T21:24:10.474003] [INFO ] [sig ] [1005/3599] Completed DVY in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:10.474075] [INFO ] [sig ] [1006/3599] Forecasting DWAS... [2025-11-26T21:24:10.474155] [INFO ] [sig ] Generating forecast for: DWAS [2025-11-26T21:24:10.474209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'. [2025-11-26T21:24:10.484953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWAS'. [2025-11-26T21:24:10.485338] [INFO ] [FORECASTER] Starting predict_future for DWAS [2025-11-26T21:24:10.486157] [DEBUG] [LOCAL ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt [2025-11-26T21:24:10.486229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:10.486275] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:10.486314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:10.486382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:10.544788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:10.545523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:10.545625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:10.545695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:10.664688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:10.664932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:10.664988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:10.665031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:10.668586] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-11-26T21:24:10.668947] [INFO ] [FORECASTER] Completed predict_future for DWAS [2025-11-26T21:24:10.669106] [INFO ] [sig ] DWAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:10.811254] [INFO ] [LOCAL ] Saved forecast: DWAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DWAS.txt [2025-11-26T21:24:10.811429] [INFO ] [sig ] [1006/3599] Completed DWAS in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:10.811484] [INFO ] [sig ] [1007/3599] Forecasting DWSH... [2025-11-26T21:24:10.811525] [INFO ] [sig ] Generating forecast for: DWSH [2025-11-26T21:24:10.811568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'. [2025-11-26T21:24:10.822863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWSH'. [2025-11-26T21:24:10.823269] [INFO ] [FORECASTER] Starting predict_future for DWSH [2025-11-26T21:24:10.824251] [DEBUG] [LOCAL ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt [2025-11-26T21:24:10.824326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:10.824373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:10.824416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:10.824487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:10.883106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:10.884191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:10.884316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:10.884365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:11.002940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:11.003145] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:24:11.003203] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:11.003248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:11.006820] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-11-26T21:24:11.007139] [INFO ] [FORECASTER] Completed predict_future for DWSH [2025-11-26T21:24:11.007294] [INFO ] [sig ] DWSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:11.151132] [INFO ] [LOCAL ] Saved forecast: DWSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DWSH.txt [2025-11-26T21:24:11.151336] [INFO ] [sig ] [1007/3599] Completed DWSH in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:11.151395] [INFO ] [sig ] [1008/3599] Forecasting DX... [2025-11-26T21:24:11.151439] [INFO ] [sig ] Generating forecast for: DX [2025-11-26T21:24:11.151513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-11-26T21:24:11.162776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DX'. [2025-11-26T21:24:11.163185] [INFO ] [FORECASTER] Starting predict_future for DX [2025-11-26T21:24:11.164128] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-11-26T21:24:11.164202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:11.164250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:11.164290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:11.164360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:11.223857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:11.224798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:11.224903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:11.224952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:11.350747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:11.350956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:11.351013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:11.351059] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:11.354575] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=83.49%) [2025-11-26T21:24:11.354898] [INFO ] [FORECASTER] Completed predict_future for DX [2025-11-26T21:24:11.355047] [INFO ] [sig ] DX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:11.499925] [INFO ] [LOCAL ] Saved forecast: DX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DX.txt [2025-11-26T21:24:11.500086] [INFO ] [sig ] [1008/3599] Completed DX in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:11.500140] [INFO ] [sig ] [1009/3599] Forecasting DXC... [2025-11-26T21:24:11.500182] [INFO ] [sig ] Generating forecast for: DXC [2025-11-26T21:24:11.500224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-11-26T21:24:11.510922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXC'. [2025-11-26T21:24:11.511239] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-11-26T21:24:11.512061] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-11-26T21:24:11.512132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:11.512177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:11.512216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:11.512296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:11.569813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:11.570484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:11.570582] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:11.570626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:11.688365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:11.688535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:11.688588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:11.688630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:11.692083] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=43.88%) [2025-11-26T21:24:11.692403] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-11-26T21:24:11.692553] [INFO ] [sig ] DXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:11.832834] [INFO ] [LOCAL ] Saved forecast: DXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DXC.txt [2025-11-26T21:24:11.833009] [INFO ] [sig ] [1009/3599] Completed DXC in 0.3s | 2.88 sym/s | Total: 5.8m | ETA: 15.0m [2025-11-26T21:24:11.833093] [INFO ] [sig ] [1010/3599] Forecasting DXCM... [2025-11-26T21:24:11.833143] [INFO ] [sig ] Generating forecast for: DXCM [2025-11-26T21:24:11.833186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'. [2025-11-26T21:24:11.846038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXCM'. [2025-11-26T21:24:11.846554] [INFO ] [FORECASTER] Starting predict_future for DXCM [2025-11-26T21:24:11.847472] [DEBUG] [LOCAL ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt [2025-11-26T21:24:11.847546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:11.847593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:11.847632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:11.847735] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:11.905507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:11.906518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:11.906628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:11.906704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:12.026888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:12.027100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:12.027154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:12.027198] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:12.030744] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=86.62%) [2025-11-26T21:24:12.031079] [INFO ] [FORECASTER] Completed predict_future for DXCM [2025-11-26T21:24:12.031237] [INFO ] [sig ] DXCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:12.173145] [INFO ] [LOCAL ] Saved forecast: DXCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DXCM.txt [2025-11-26T21:24:12.173339] [INFO ] [sig ] [1010/3599] Completed DXCM in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:12.173398] [INFO ] [sig ] [1011/3599] Forecasting DXPE... [2025-11-26T21:24:12.173442] [INFO ] [sig ] Generating forecast for: DXPE [2025-11-26T21:24:12.173514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'. [2025-11-26T21:24:12.186880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXPE'. [2025-11-26T21:24:12.187404] [INFO ] [FORECASTER] Starting predict_future for DXPE [2025-11-26T21:24:12.188428] [DEBUG] [LOCAL ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt [2025-11-26T21:24:12.188507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:12.188557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:12.188601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:12.188701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:12.248349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:12.249542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:12.249699] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:12.249757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:12.375343] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:12.375534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:12.375608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:12.375672] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:12.379280] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=63.69%) [2025-11-26T21:24:12.379597] [INFO ] [FORECASTER] Completed predict_future for DXPE [2025-11-26T21:24:12.379769] [INFO ] [sig ] DXPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:12.520737] [INFO ] [LOCAL ] Saved forecast: DXPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DXPE.txt [2025-11-26T21:24:12.520959] [INFO ] [sig ] [1011/3599] Completed DXPE in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:12.521018] [INFO ] [sig ] [1012/3599] Forecasting DY... [2025-11-26T21:24:12.521090] [INFO ] [sig ] Generating forecast for: DY [2025-11-26T21:24:12.521128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-11-26T21:24:12.532495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DY'. [2025-11-26T21:24:12.532904] [INFO ] [FORECASTER] Starting predict_future for DY [2025-11-26T21:24:12.533787] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-11-26T21:24:12.533860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:12.533908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:12.533949] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:12.534019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:12.590842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:12.591744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:12.591847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:12.591896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:12.711833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:12.712032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:12.712086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:12.712128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:12.715526] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=97.05%) [2025-11-26T21:24:12.715868] [INFO ] [FORECASTER] Completed predict_future for DY [2025-11-26T21:24:12.716018] [INFO ] [sig ] DY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:12.855763] [INFO ] [LOCAL ] Saved forecast: DY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/DY.txt [2025-11-26T21:24:12.855928] [INFO ] [sig ] [1012/3599] Completed DY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:12.856005] [INFO ] [sig ] [1013/3599] Forecasting DYN... [2025-11-26T21:24:12.856045] [INFO ] [sig ] Generating forecast for: DYN [2025-11-26T21:24:12.856095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'. [2025-11-26T21:24:12.866804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DYN'. [2025-11-26T21:24:12.867168] [INFO ] [FORECASTER] Starting predict_future for DYN [2025-11-26T21:24:12.868012] [DEBUG] [LOCAL ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt [2025-11-26T21:24:12.868082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:12.868128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:12.868168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:12.868235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:12.925866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:12.926851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:12.926955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:12.927008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:13.047342] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:13.047561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:13.047615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:13.047677] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:13.051110] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=26.32%) [2025-11-26T21:24:13.051413] [INFO ] [FORECASTER] Completed predict_future for DYN [2025-11-26T21:24:13.051561] [INFO ] [sig ] DYN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:13.194328] [INFO ] [LOCAL ] Saved forecast: DYN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/DYN.txt [2025-11-26T21:24:13.194561] [INFO ] [sig ] [1013/3599] Completed DYN in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:13.194627] [INFO ] [sig ] [1014/3599] Forecasting E... [2025-11-26T21:24:13.194695] [INFO ] [sig ] Generating forecast for: E [2025-11-26T21:24:13.194741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-11-26T21:24:13.206538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'E'. [2025-11-26T21:24:13.206998] [INFO ] [FORECASTER] Starting predict_future for E [2025-11-26T21:24:13.207980] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-11-26T21:24:13.208058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:13.208106] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:13.208149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:13.208224] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:13.269482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:13.270464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:13.270574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:13.270622] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:13.393684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:13.393883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:13.393941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:13.393986] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:13.398219] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=60.89%) [2025-11-26T21:24:13.398891] [INFO ] [FORECASTER] Completed predict_future for E [2025-11-26T21:24:13.399147] [INFO ] [sig ] E: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:13.537581] [INFO ] [LOCAL ] Saved forecast: E 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/E.txt [2025-11-26T21:24:13.537741] [INFO ] [sig ] [1014/3599] Completed E in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:13.537797] [INFO ] [sig ] [1015/3599] Forecasting EA... [2025-11-26T21:24:13.537864] [INFO ] [sig ] Generating forecast for: EA [2025-11-26T21:24:13.537936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'. [2025-11-26T21:24:13.548445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EA'. [2025-11-26T21:24:13.548777] [INFO ] [FORECASTER] Starting predict_future for EA [2025-11-26T21:24:13.549564] [DEBUG] [LOCAL ] No optimal features file found for EA: ./output/feature-sets/EA.txt [2025-11-26T21:24:13.549635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:13.549712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:13.549756] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:13.549825] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:13.606457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:13.607128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:13.607252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:13.607303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:13.730790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:13.730919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:13.730964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:13.731005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:13.734200] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=83.85%) [2025-11-26T21:24:13.734497] [INFO ] [FORECASTER] Completed predict_future for EA [2025-11-26T21:24:13.734637] [INFO ] [sig ] EA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:13.874881] [INFO ] [LOCAL ] Saved forecast: EA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EA.txt [2025-11-26T21:24:13.875035] [INFO ] [sig ] [1015/3599] Completed EA in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:13.875088] [INFO ] [sig ] [1016/3599] Forecasting EAF... [2025-11-26T21:24:13.875148] [INFO ] [sig ] Generating forecast for: EAF [2025-11-26T21:24:13.875189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-11-26T21:24:13.885243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAF'. [2025-11-26T21:24:13.885564] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-11-26T21:24:13.886407] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-11-26T21:24:13.886479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:13.886525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:13.886566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:13.886634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:13.944953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:13.945624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:13.945739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:13.945780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:14.066529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:14.066684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:14.066736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:14.066772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:14.070191] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=88.63%) [2025-11-26T21:24:14.070499] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-11-26T21:24:14.070667] [INFO ] [sig ] EAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:14.212467] [INFO ] [LOCAL ] Saved forecast: EAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EAF.txt [2025-11-26T21:24:14.212679] [INFO ] [sig ] [1016/3599] Completed EAF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:14.212738] [INFO ] [sig ] [1017/3599] Forecasting EAI... [2025-11-26T21:24:14.212794] [INFO ] [sig ] Generating forecast for: EAI [2025-11-26T21:24:14.212830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-11-26T21:24:14.223208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAI'. [2025-11-26T21:24:14.223609] [INFO ] [FORECASTER] Starting predict_future for EAI [2025-11-26T21:24:14.224454] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-11-26T21:24:14.224525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:14.224570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:14.224610] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:14.224696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:14.286223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:14.287245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:14.287354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:14.287401] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:14.404460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:14.404663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:14.404719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:14.404761] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:14.408252] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-11-26T21:24:14.408554] [INFO ] [FORECASTER] Completed predict_future for EAI [2025-11-26T21:24:14.408724] [INFO ] [sig ] EAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:14.552858] [INFO ] [LOCAL ] Saved forecast: EAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EAI.txt [2025-11-26T21:24:14.553043] [INFO ] [sig ] [1017/3599] Completed EAI in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:14.553101] [INFO ] [sig ] [1018/3599] Forecasting EARN... [2025-11-26T21:24:14.553138] [INFO ] [sig ] Generating forecast for: EARN [2025-11-26T21:24:14.553182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-11-26T21:24:14.564133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EARN'. [2025-11-26T21:24:14.564474] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-11-26T21:24:14.565291] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-11-26T21:24:14.565362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:14.565407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:14.565446] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:14.565516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:14.622874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:14.623560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:14.623677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:14.623727] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:14.742888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:14.743048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:14.743100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:14.743145] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:14.746500] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=70.50%) [2025-11-26T21:24:14.746817] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-11-26T21:24:14.746973] [INFO ] [sig ] EARN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:14.886196] [INFO ] [LOCAL ] Saved forecast: EARN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EARN.txt [2025-11-26T21:24:14.886355] [INFO ] [sig ] [1018/3599] Completed EARN in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 15.0m [2025-11-26T21:24:14.886410] [INFO ] [sig ] [1019/3599] Forecasting EB... [2025-11-26T21:24:14.886450] [INFO ] [sig ] Generating forecast for: EB [2025-11-26T21:24:14.886519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-11-26T21:24:14.896335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EB'. [2025-11-26T21:24:14.896657] [INFO ] [FORECASTER] Starting predict_future for EB [2025-11-26T21:24:14.897468] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-11-26T21:24:14.897534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:14.897579] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:14.897620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:14.897710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:14.955353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:14.956099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:14.956197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:14.956243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:15.073532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:15.073710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:15.073770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:15.073813] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:15.077151] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=26.03%) [2025-11-26T21:24:15.077461] [INFO ] [FORECASTER] Completed predict_future for EB [2025-11-26T21:24:15.077617] [INFO ] [sig ] EB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:15.217034] [INFO ] [LOCAL ] Saved forecast: EB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EB.txt [2025-11-26T21:24:15.217180] [INFO ] [sig ] [1019/3599] Completed EB in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:15.217234] [INFO ] [sig ] [1020/3599] Forecasting EBAY... [2025-11-26T21:24:15.217277] [INFO ] [sig ] Generating forecast for: EBAY [2025-11-26T21:24:15.217316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'. [2025-11-26T21:24:15.227515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBAY'. [2025-11-26T21:24:15.227867] [INFO ] [FORECASTER] Starting predict_future for EBAY [2025-11-26T21:24:15.228685] [DEBUG] [LOCAL ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt [2025-11-26T21:24:15.228754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:15.228800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:15.228840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:15.228906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:15.286682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:15.287384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:15.287491] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:15.287537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:15.409339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:15.409496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:15.409546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:15.409585] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:15.413065] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=82.56%) [2025-11-26T21:24:15.413376] [INFO ] [FORECASTER] Completed predict_future for EBAY [2025-11-26T21:24:15.413532] [INFO ] [sig ] EBAY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:15.553598] [INFO ] [LOCAL ] Saved forecast: EBAY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EBAY.txt [2025-11-26T21:24:15.553782] [INFO ] [sig ] [1020/3599] Completed EBAY in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:15.553838] [INFO ] [sig ] [1021/3599] Forecasting EBC... [2025-11-26T21:24:15.553911] [INFO ] [sig ] Generating forecast for: EBC [2025-11-26T21:24:15.553951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'. [2025-11-26T21:24:15.564417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBC'. [2025-11-26T21:24:15.564752] [INFO ] [FORECASTER] Starting predict_future for EBC [2025-11-26T21:24:15.565549] [DEBUG] [LOCAL ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt [2025-11-26T21:24:15.565619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:15.565685] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:15.565726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:15.565792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:15.622663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:15.623313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:15.623406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:15.623446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:15.742849] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:15.743016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:15.743067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:15.743103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:15.746485] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=14.63%) [2025-11-26T21:24:15.746803] [INFO ] [FORECASTER] Completed predict_future for EBC [2025-11-26T21:24:15.746952] [INFO ] [sig ] EBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:15.887396] [INFO ] [LOCAL ] Saved forecast: EBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EBC.txt [2025-11-26T21:24:15.887557] [INFO ] [sig ] [1021/3599] Completed EBC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:15.887618] [INFO ] [sig ] [1022/3599] Forecasting EBF... [2025-11-26T21:24:15.887693] [INFO ] [sig ] Generating forecast for: EBF [2025-11-26T21:24:15.887740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-11-26T21:24:15.897969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBF'. [2025-11-26T21:24:15.898293] [INFO ] [FORECASTER] Starting predict_future for EBF [2025-11-26T21:24:15.899120] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-11-26T21:24:15.899189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:15.899234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:15.899274] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:15.899340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:15.957479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:15.958217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:15.958315] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:15.958364] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:16.076824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:16.077012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:16.077072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:16.077107] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:16.080578] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-11-26T21:24:16.080911] [INFO ] [FORECASTER] Completed predict_future for EBF [2025-11-26T21:24:16.081056] [INFO ] [sig ] EBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:16.223240] [INFO ] [LOCAL ] Saved forecast: EBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EBF.txt [2025-11-26T21:24:16.223398] [INFO ] [sig ] [1022/3599] Completed EBF in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:16.223477] [INFO ] [sig ] [1023/3599] Forecasting EBON... [2025-11-26T21:24:16.223525] [INFO ] [sig ] Generating forecast for: EBON [2025-11-26T21:24:16.223566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'. [2025-11-26T21:24:16.233269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBON'. [2025-11-26T21:24:16.233629] [INFO ] [FORECASTER] Starting predict_future for EBON [2025-11-26T21:24:16.234426] [DEBUG] [LOCAL ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt [2025-11-26T21:24:16.234496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:16.234539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:16.234579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:16.234666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:16.292065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:16.292773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:16.292868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:16.292913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:16.394413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:16.394574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:16.394625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:16.394691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:16.398050] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=46.04%) [2025-11-26T21:24:16.398349] [INFO ] [FORECASTER] Completed predict_future for EBON [2025-11-26T21:24:16.398499] [INFO ] [sig ] EBON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:16.543121] [INFO ] [LOCAL ] Saved forecast: EBON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EBON.txt [2025-11-26T21:24:16.543324] [INFO ] [sig ] [1023/3599] Completed EBON in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:16.543402] [INFO ] [sig ] [1024/3599] Forecasting EBS... [2025-11-26T21:24:16.543441] [INFO ] [sig ] Generating forecast for: EBS [2025-11-26T21:24:16.543478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-11-26T21:24:16.553833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBS'. [2025-11-26T21:24:16.554204] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-11-26T21:24:16.555064] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-11-26T21:24:16.555139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:16.555185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:16.555224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:16.555291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:16.614591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:16.615549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:16.615702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:16.615750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:16.737591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:16.737810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:16.737865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:16.737907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:16.741414] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-11-26T21:24:16.741756] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-11-26T21:24:16.741912] [INFO ] [sig ] EBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:16.885230] [INFO ] [LOCAL ] Saved forecast: EBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EBS.txt [2025-11-26T21:24:16.885425] [INFO ] [sig ] [1024/3599] Completed EBS in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:16.885506] [INFO ] [sig ] [1025/3599] Forecasting EC... [2025-11-26T21:24:16.885555] [INFO ] [sig ] Generating forecast for: EC [2025-11-26T21:24:16.885595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-11-26T21:24:16.895790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EC'. [2025-11-26T21:24:16.896179] [INFO ] [FORECASTER] Starting predict_future for EC [2025-11-26T21:24:16.897017] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-11-26T21:24:16.897088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:16.897133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:16.897170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:16.897239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:16.956974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:16.958013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:16.958137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:16.958192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:17.081553] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:17.081755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:17.081811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:17.081850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:17.085908] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=43.65%) [2025-11-26T21:24:17.086272] [INFO ] [FORECASTER] Completed predict_future for EC [2025-11-26T21:24:17.086453] [INFO ] [sig ] EC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:17.230676] [INFO ] [LOCAL ] Saved forecast: EC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EC.txt [2025-11-26T21:24:17.230830] [INFO ] [sig ] [1025/3599] Completed EC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:17.230884] [INFO ] [sig ] [1026/3599] Forecasting ECC... [2025-11-26T21:24:17.230924] [INFO ] [sig ] Generating forecast for: ECC [2025-11-26T21:24:17.230966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-11-26T21:24:17.241191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECC'. [2025-11-26T21:24:17.241498] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-11-26T21:24:17.242372] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-11-26T21:24:17.242440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:17.242484] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:17.242522] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:17.242590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:17.301288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:17.302002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:17.302098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:17.302145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:17.430884] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:17.431079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:17.431142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:17.431185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:17.434757] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=73.53%) [2025-11-26T21:24:17.435076] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-11-26T21:24:17.435231] [INFO ] [sig ] ECC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:17.579287] [INFO ] [LOCAL ] Saved forecast: ECC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ECC.txt [2025-11-26T21:24:17.579438] [INFO ] [sig ] [1026/3599] Completed ECC in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:17.579507] [INFO ] [sig ] [1027/3599] Forecasting ECL... [2025-11-26T21:24:17.579545] [INFO ] [sig ] Generating forecast for: ECL [2025-11-26T21:24:17.579589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-11-26T21:24:17.590737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECL'. [2025-11-26T21:24:17.591216] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-11-26T21:24:17.592133] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-11-26T21:24:17.592208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:17.592256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:17.592295] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:17.592371] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:17.651384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:17.652322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:17.652425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:17.652472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:17.770710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:17.770893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:17.770947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:17.770992] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:17.774409] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=97.40%) [2025-11-26T21:24:17.774731] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-11-26T21:24:17.774879] [INFO ] [sig ] ECL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:17.916991] [INFO ] [LOCAL ] Saved forecast: ECL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ECL.txt [2025-11-26T21:24:17.917149] [INFO ] [sig ] [1027/3599] Completed ECL in 0.3s | 2.88 sym/s | Total: 5.9m | ETA: 14.9m [2025-11-26T21:24:17.917206] [INFO ] [sig ] [1028/3599] Forecasting ECPG... [2025-11-26T21:24:17.917271] [INFO ] [sig ] Generating forecast for: ECPG [2025-11-26T21:24:17.917316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'. [2025-11-26T21:24:17.927670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECPG'. [2025-11-26T21:24:17.928007] [INFO ] [FORECASTER] Starting predict_future for ECPG [2025-11-26T21:24:17.928877] [DEBUG] [LOCAL ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt [2025-11-26T21:24:17.928968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:17.929016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:17.929055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:17.929125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:17.988223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:17.989232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:17.989343] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:17.989390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:18.108079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:18.108275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:18.108330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:18.108373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:18.111958] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=18.04%) [2025-11-26T21:24:18.112307] [INFO ] [FORECASTER] Completed predict_future for ECPG [2025-11-26T21:24:18.112469] [INFO ] [sig ] ECPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:18.259918] [INFO ] [LOCAL ] Saved forecast: ECPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ECPG.txt [2025-11-26T21:24:18.260109] [INFO ] [sig ] [1028/3599] Completed ECPG in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:18.260175] [INFO ] [sig ] [1029/3599] Forecasting ECX... [2025-11-26T21:24:18.260212] [INFO ] [sig ] Generating forecast for: ECX [2025-11-26T21:24:18.260253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'. [2025-11-26T21:24:18.274799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECX'. [2025-11-26T21:24:18.275353] [INFO ] [FORECASTER] Starting predict_future for ECX [2025-11-26T21:24:18.276789] [DEBUG] [LOCAL ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt [2025-11-26T21:24:18.276900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:18.276968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:18.277032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:18.277333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:18.354800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:18.355863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:18.355983] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:18.356031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:18.477239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:18.477419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:18.477488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:18.477532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:18.480987] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: UP (p=57.38%) [2025-11-26T21:24:18.481284] [INFO ] [FORECASTER] Completed predict_future for ECX [2025-11-26T21:24:18.481430] [INFO ] [sig ] ECX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:18.621514] [INFO ] [LOCAL ] Saved forecast: ECX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ECX.txt [2025-11-26T21:24:18.621678] [INFO ] [sig ] [1029/3599] Completed ECX in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:18.621750] [INFO ] [sig ] [1030/3599] Forecasting ED... [2025-11-26T21:24:18.621820] [INFO ] [sig ] Generating forecast for: ED [2025-11-26T21:24:18.621866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-11-26T21:24:18.632443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ED'. [2025-11-26T21:24:18.632793] [INFO ] [FORECASTER] Starting predict_future for ED [2025-11-26T21:24:18.633570] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-11-26T21:24:18.633659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:18.633708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:18.633748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:18.633816] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:18.691474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:18.692169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:18.692269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:18.692317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:18.813440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:18.813610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:18.813680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:18.813723] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:18.817076] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=11.41%) [2025-11-26T21:24:18.817370] [INFO ] [FORECASTER] Completed predict_future for ED [2025-11-26T21:24:18.817543] [INFO ] [sig ] ED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:18.957715] [INFO ] [LOCAL ] Saved forecast: ED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ED.txt [2025-11-26T21:24:18.957879] [INFO ] [sig ] [1030/3599] Completed ED in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:18.957935] [INFO ] [sig ] [1031/3599] Forecasting EDAP... [2025-11-26T21:24:18.957981] [INFO ] [sig ] Generating forecast for: EDAP [2025-11-26T21:24:18.958047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'. [2025-11-26T21:24:18.969403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDAP'. [2025-11-26T21:24:18.969892] [INFO ] [FORECASTER] Starting predict_future for EDAP [2025-11-26T21:24:18.970805] [DEBUG] [LOCAL ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt [2025-11-26T21:24:18.970887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:18.970958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:18.971020] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:18.971121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:19.032514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:19.033531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:19.033677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:19.033749] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:19.158891] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:19.159115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:19.159187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:19.159252] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:19.162759] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-11-26T21:24:19.163105] [INFO ] [FORECASTER] Completed predict_future for EDAP [2025-11-26T21:24:19.163292] [INFO ] [sig ] EDAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:19.303387] [INFO ] [LOCAL ] Saved forecast: EDAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EDAP.txt [2025-11-26T21:24:19.303568] [INFO ] [sig ] [1031/3599] Completed EDAP in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:19.303688] [INFO ] [sig ] [1032/3599] Forecasting EDBL... [2025-11-26T21:24:19.303772] [INFO ] [sig ] Generating forecast for: EDBL [2025-11-26T21:24:19.303830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'. [2025-11-26T21:24:19.314801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDBL'. [2025-11-26T21:24:19.315158] [INFO ] [FORECASTER] Starting predict_future for EDBL [2025-11-26T21:24:19.316039] [DEBUG] [LOCAL ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt [2025-11-26T21:24:19.316117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:19.316186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:19.316252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:19.316359] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:19.373596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:19.374295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:19.374408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:19.374477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:19.491456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:19.491666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:19.491749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:19.491795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:19.495209] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-11-26T21:24:19.495556] [INFO ] [FORECASTER] Completed predict_future for EDBL [2025-11-26T21:24:19.495752] [INFO ] [sig ] EDBL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:19.636038] [INFO ] [LOCAL ] Saved forecast: EDBL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EDBL.txt [2025-11-26T21:24:19.636211] [INFO ] [sig ] [1032/3599] Completed EDBL in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:19.636286] [INFO ] [sig ] [1033/3599] Forecasting EDD... [2025-11-26T21:24:19.636376] [INFO ] [sig ] Generating forecast for: EDD [2025-11-26T21:24:19.636437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-11-26T21:24:19.646775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDD'. [2025-11-26T21:24:19.647158] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-11-26T21:24:19.648053] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-11-26T21:24:19.648134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:19.648197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:19.648253] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:19.648351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:19.708895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:19.709828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:19.709941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:19.710006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:19.833110] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:19.833295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:19.833364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:19.833425] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:19.836855] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=51.32%) [2025-11-26T21:24:19.837171] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-11-26T21:24:19.837355] [INFO ] [sig ] EDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:19.984149] [INFO ] [LOCAL ] Saved forecast: EDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EDD.txt [2025-11-26T21:24:19.984322] [INFO ] [sig ] [1033/3599] Completed EDD in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:19.984419] [INFO ] [sig ] [1034/3599] Forecasting EDF... [2025-11-26T21:24:19.984468] [INFO ] [sig ] Generating forecast for: EDF [2025-11-26T21:24:19.984522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-11-26T21:24:19.995117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDF'. [2025-11-26T21:24:19.995453] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-11-26T21:24:19.996339] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-11-26T21:24:19.996420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:19.996482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:19.996537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:19.996632] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:20.056086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:20.057066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:20.057195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:20.057259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:20.176983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:20.177128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:20.177191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:20.177244] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:20.180691] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=99.65%) [2025-11-26T21:24:20.181007] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-11-26T21:24:20.181164] [INFO ] [sig ] EDF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:20.322401] [INFO ] [LOCAL ] Saved forecast: EDF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EDF.txt [2025-11-26T21:24:20.322552] [INFO ] [sig ] [1034/3599] Completed EDF in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.9m [2025-11-26T21:24:20.322618] [INFO ] [sig ] [1035/3599] Forecasting EDN... [2025-11-26T21:24:20.322692] [INFO ] [sig ] Generating forecast for: EDN [2025-11-26T21:24:20.322763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-11-26T21:24:20.332727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDN'. [2025-11-26T21:24:20.333055] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-11-26T21:24:20.333880] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-11-26T21:24:20.333953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:20.334010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:20.334062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:20.334148] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:20.391480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:20.392151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:20.392267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:20.392347] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:20.515202] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:20.515424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:20.515495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:20.515595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:20.519186] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-11-26T21:24:20.519542] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-11-26T21:24:20.519741] [INFO ] [sig ] EDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:20.659837] [INFO ] [LOCAL ] Saved forecast: EDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EDN.txt [2025-11-26T21:24:20.659988] [INFO ] [sig ] [1035/3599] Completed EDN in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:20.660047] [INFO ] [sig ] [1036/3599] Forecasting EE... [2025-11-26T21:24:20.660086] [INFO ] [sig ] Generating forecast for: EE [2025-11-26T21:24:20.660127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-11-26T21:24:20.670455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EE'. [2025-11-26T21:24:20.670807] [INFO ] [FORECASTER] Starting predict_future for EE [2025-11-26T21:24:20.671629] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-11-26T21:24:20.671730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:20.671792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:20.671847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:20.671938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:20.734829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:20.735857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:20.735986] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:20.736052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:20.855356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:20.855542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:20.855612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:20.855690] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:20.859281] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=41.61%) [2025-11-26T21:24:20.859595] [INFO ] [FORECASTER] Completed predict_future for EE [2025-11-26T21:24:20.859774] [INFO ] [sig ] EE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:21.001954] [INFO ] [LOCAL ] Saved forecast: EE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EE.txt [2025-11-26T21:24:21.002123] [INFO ] [sig ] [1036/3599] Completed EE in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:21.002181] [INFO ] [sig ] [1037/3599] Forecasting EEMA... [2025-11-26T21:24:21.002240] [INFO ] [sig ] Generating forecast for: EEMA [2025-11-26T21:24:21.002287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'. [2025-11-26T21:24:21.012583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEMA'. [2025-11-26T21:24:21.012970] [INFO ] [FORECASTER] Starting predict_future for EEMA [2025-11-26T21:24:21.013823] [DEBUG] [LOCAL ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt [2025-11-26T21:24:21.013896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:21.013944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:21.013985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:21.014054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:21.073782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:21.074547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:21.074685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:21.074739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:21.192938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:21.193109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:21.193166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:21.193217] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:21.196684] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=94.99%) [2025-11-26T21:24:21.196993] [INFO ] [FORECASTER] Completed predict_future for EEMA [2025-11-26T21:24:21.197145] [INFO ] [sig ] EEMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:21.340256] [INFO ] [LOCAL ] Saved forecast: EEMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EEMA.txt [2025-11-26T21:24:21.340415] [INFO ] [sig ] [1037/3599] Completed EEMA in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:21.340470] [INFO ] [sig ] [1038/3599] Forecasting EEX... [2025-11-26T21:24:21.340519] [INFO ] [sig ] Generating forecast for: EEX [2025-11-26T21:24:21.340560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-11-26T21:24:21.351367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEX'. [2025-11-26T21:24:21.351750] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-11-26T21:24:21.352543] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-11-26T21:24:21.352614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:21.352681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:21.352722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:21.352789] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:21.410804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:21.411481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:21.411577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:21.411627] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:21.528963] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:21.529120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:21.529172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:21.529214] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:21.532579] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=73.28%) [2025-11-26T21:24:21.532895] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-11-26T21:24:21.533045] [INFO ] [sig ] EEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:21.673819] [INFO ] [LOCAL ] Saved forecast: EEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EEX.txt [2025-11-26T21:24:21.674001] [INFO ] [sig ] [1038/3599] Completed EEX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:21.674059] [INFO ] [sig ] [1039/3599] Forecasting EFC... [2025-11-26T21:24:21.674101] [INFO ] [sig ] Generating forecast for: EFC [2025-11-26T21:24:21.674168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-11-26T21:24:21.687162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFC'. [2025-11-26T21:24:21.687670] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-11-26T21:24:21.688546] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-11-26T21:24:21.688620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:21.688689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:21.688748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:21.688821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:21.755018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:21.756263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:21.756419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:21.756488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:21.892675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:21.892859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:21.892913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:21.892953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:21.896368] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=23.18%) [2025-11-26T21:24:21.896713] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-11-26T21:24:21.896864] [INFO ] [sig ] EFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:22.035567] [INFO ] [LOCAL ] Saved forecast: EFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EFC.txt [2025-11-26T21:24:22.035745] [INFO ] [sig ] [1039/3599] Completed EFC in 0.4s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:22.035803] [INFO ] [sig ] [1040/3599] Forecasting EFSC... [2025-11-26T21:24:22.035846] [INFO ] [sig ] Generating forecast for: EFSC [2025-11-26T21:24:22.035888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'. [2025-11-26T21:24:22.046220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFSC'. [2025-11-26T21:24:22.046551] [INFO ] [FORECASTER] Starting predict_future for EFSC [2025-11-26T21:24:22.047354] [DEBUG] [LOCAL ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt [2025-11-26T21:24:22.047425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:22.047493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:22.047533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:22.047606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:22.104310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:22.105134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:22.105259] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:22.105307] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:22.227288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:22.227494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:22.227547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:22.227588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:22.231069] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-11-26T21:24:22.231430] [INFO ] [FORECASTER] Completed predict_future for EFSC [2025-11-26T21:24:22.231594] [INFO ] [sig ] EFSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:22.375986] [INFO ] [LOCAL ] Saved forecast: EFSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EFSC.txt [2025-11-26T21:24:22.376172] [INFO ] [sig ] [1040/3599] Completed EFSC in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:22.376231] [INFO ] [sig ] [1041/3599] Forecasting EFX... [2025-11-26T21:24:22.376294] [INFO ] [sig ] Generating forecast for: EFX [2025-11-26T21:24:22.376367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-11-26T21:24:22.387623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFX'. [2025-11-26T21:24:22.388037] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-11-26T21:24:22.388940] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-11-26T21:24:22.389014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:22.389060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:22.389101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:22.389170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:22.448055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:22.448993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:22.449138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:22.449195] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:22.569321] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:22.569524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:22.569578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:22.569623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:22.573214] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=92.31%) [2025-11-26T21:24:22.573535] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-11-26T21:24:22.573713] [INFO ] [sig ] EFX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:22.714105] [INFO ] [LOCAL ] Saved forecast: EFX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EFX.txt [2025-11-26T21:24:22.714268] [INFO ] [sig ] [1041/3599] Completed EFX in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:22.714323] [INFO ] [sig ] [1042/3599] Forecasting EG... [2025-11-26T21:24:22.714365] [INFO ] [sig ] Generating forecast for: EG [2025-11-26T21:24:22.714406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-11-26T21:24:22.725069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EG'. [2025-11-26T21:24:22.725409] [INFO ] [FORECASTER] Starting predict_future for EG [2025-11-26T21:24:22.726215] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-11-26T21:24:22.726286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:22.726332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:22.726371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:22.726439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:22.783270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:22.784013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:22.784129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:22.784184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:22.904429] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:22.904604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:22.904675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:22.904718] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:22.908100] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=65.96%) [2025-11-26T21:24:22.908395] [INFO ] [FORECASTER] Completed predict_future for EG [2025-11-26T21:24:22.908542] [INFO ] [sig ] EG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:23.047486] [INFO ] [LOCAL ] Saved forecast: EG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EG.txt [2025-11-26T21:24:23.047657] [INFO ] [sig ] [1042/3599] Completed EG in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:23.047715] [INFO ] [sig ] [1043/3599] Forecasting EGAN... [2025-11-26T21:24:23.047760] [INFO ] [sig ] Generating forecast for: EGAN [2025-11-26T21:24:23.047811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'. [2025-11-26T21:24:23.059284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGAN'. [2025-11-26T21:24:23.059758] [INFO ] [FORECASTER] Starting predict_future for EGAN [2025-11-26T21:24:23.060604] [DEBUG] [LOCAL ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt [2025-11-26T21:24:23.060702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:23.060752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:23.060792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:23.060862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:23.117422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:23.118227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:23.118330] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:23.118379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:23.235712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:23.235909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:23.235963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:23.236006] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:23.239444] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=94.88%) [2025-11-26T21:24:23.239769] [INFO ] [FORECASTER] Completed predict_future for EGAN [2025-11-26T21:24:23.239919] [INFO ] [sig ] EGAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:23.379356] [INFO ] [LOCAL ] Saved forecast: EGAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EGAN.txt [2025-11-26T21:24:23.379503] [INFO ] [sig ] [1043/3599] Completed EGAN in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:23.379558] [INFO ] [sig ] [1044/3599] Forecasting EGBN... [2025-11-26T21:24:23.379598] [INFO ] [sig ] Generating forecast for: EGBN [2025-11-26T21:24:23.379637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'. [2025-11-26T21:24:23.390335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGBN'. [2025-11-26T21:24:23.390662] [INFO ] [FORECASTER] Starting predict_future for EGBN [2025-11-26T21:24:23.391451] [DEBUG] [LOCAL ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt [2025-11-26T21:24:23.391522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:23.391569] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:23.391609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:23.391700] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:23.448519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:23.449184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:23.449285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:23.449331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:23.570124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:23.570289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:23.570342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:23.570383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:23.573818] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=98.02%) [2025-11-26T21:24:23.574134] [INFO ] [FORECASTER] Completed predict_future for EGBN [2025-11-26T21:24:23.574282] [INFO ] [sig ] EGBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:23.718134] [INFO ] [LOCAL ] Saved forecast: EGBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EGBN.txt [2025-11-26T21:24:23.718336] [INFO ] [sig ] [1044/3599] Completed EGBN in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:23.718421] [INFO ] [sig ] [1045/3599] Forecasting EGP... [2025-11-26T21:24:23.718480] [INFO ] [sig ] Generating forecast for: EGP [2025-11-26T21:24:23.718525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-11-26T21:24:23.729341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGP'. [2025-11-26T21:24:23.729708] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-11-26T21:24:23.730495] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-11-26T21:24:23.730565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:23.730610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:23.730665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:23.730736] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:23.786904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:23.787578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:23.787695] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:23.787743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:23.904124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:23.904287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:23.904336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:23.904378] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:23.907751] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=47.32%) [2025-11-26T21:24:23.908043] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-11-26T21:24:23.908189] [INFO ] [sig ] EGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:24.047166] [INFO ] [LOCAL ] Saved forecast: EGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EGP.txt [2025-11-26T21:24:24.047314] [INFO ] [sig ] [1045/3599] Completed EGP in 0.3s | 2.88 sym/s | Total: 6.0m | ETA: 14.8m [2025-11-26T21:24:24.047368] [INFO ] [sig ] [1046/3599] Forecasting EGY... [2025-11-26T21:24:24.047411] [INFO ] [sig ] Generating forecast for: EGY [2025-11-26T21:24:24.050479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-11-26T21:24:24.062109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGY'. [2025-11-26T21:24:24.062481] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-11-26T21:24:24.063342] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-11-26T21:24:24.063416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:24.063463] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:24.063503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:24.063574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:24.125793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:24.126758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:24.126861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:24.126909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:24.248345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:24.248514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:24.248563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:24.248609] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:24.252399] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=74.84%) [2025-11-26T21:24:24.252737] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-11-26T21:24:24.252892] [INFO ] [sig ] EGY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:24.396562] [INFO ] [LOCAL ] Saved forecast: EGY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EGY.txt [2025-11-26T21:24:24.396745] [INFO ] [sig ] [1046/3599] Completed EGY in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.8m [2025-11-26T21:24:24.396804] [INFO ] [sig ] [1047/3599] Forecasting EH... [2025-11-26T21:24:24.396845] [INFO ] [sig ] Generating forecast for: EH [2025-11-26T21:24:24.396906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'. [2025-11-26T21:24:24.407780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EH'. [2025-11-26T21:24:24.408144] [INFO ] [FORECASTER] Starting predict_future for EH [2025-11-26T21:24:24.409007] [DEBUG] [LOCAL ] No optimal features file found for EH: ./output/feature-sets/EH.txt [2025-11-26T21:24:24.409080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:24.409134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:24.409184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:24.409267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:24.469674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:24.470425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:24.470526] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:24.470573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:24.594154] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:24.594361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:24.594443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:24.594508] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:24.598144] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=75.63%) [2025-11-26T21:24:24.598503] [INFO ] [FORECASTER] Completed predict_future for EH [2025-11-26T21:24:24.598708] [INFO ] [sig ] EH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:24.786140] [INFO ] [LOCAL ] Saved forecast: EH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EH.txt [2025-11-26T21:24:24.786315] [INFO ] [sig ] [1047/3599] Completed EH in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.8m [2025-11-26T21:24:24.786369] [INFO ] [sig ] [1048/3599] Forecasting EHAB... [2025-11-26T21:24:24.786437] [INFO ] [sig ] Generating forecast for: EHAB [2025-11-26T21:24:24.786485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-11-26T21:24:24.797015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHAB'. [2025-11-26T21:24:24.797369] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-11-26T21:24:24.798217] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-11-26T21:24:24.798289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:24.798333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:24.798372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:24.798440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:24.855464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:24.856239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:24.856338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:24.856384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:24.975592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:24.975810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:24.975867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:24.975909] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:24.979331] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=6.52%) [2025-11-26T21:24:24.979635] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-11-26T21:24:24.979807] [INFO ] [sig ] EHAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:25.119022] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHAB.txt [2025-11-26T21:24:25.119192] [INFO ] [sig ] [1048/3599] Completed EHAB in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.8m [2025-11-26T21:24:25.119248] [INFO ] [sig ] [1049/3599] Forecasting EHC... [2025-11-26T21:24:25.119291] [INFO ] [sig ] Generating forecast for: EHC [2025-11-26T21:24:25.119332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-11-26T21:24:25.130123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHC'. [2025-11-26T21:24:25.130458] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-11-26T21:24:25.131294] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-11-26T21:24:25.131369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:25.131415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:25.131457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:25.131526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:25.192386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:25.193150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:25.193252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:25.193301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:25.315816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:25.315973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:25.316025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:25.316072] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:25.319706] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=49.15%) [2025-11-26T21:24:25.320013] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-11-26T21:24:25.320165] [INFO ] [sig ] EHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:25.462416] [INFO ] [LOCAL ] Saved forecast: EHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHC.txt [2025-11-26T21:24:25.462575] [INFO ] [sig ] [1049/3599] Completed EHC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.8m [2025-11-26T21:24:25.462632] [INFO ] [sig ] [1050/3599] Forecasting EHI... [2025-11-26T21:24:25.462715] [INFO ] [sig ] Generating forecast for: EHI [2025-11-26T21:24:25.462756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-11-26T21:24:25.474157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHI'. [2025-11-26T21:24:25.474571] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-11-26T21:24:25.475468] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-11-26T21:24:25.475541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:25.475590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:25.475632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:25.475727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:25.535632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:25.536629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:25.536839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:25.536891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:25.658442] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:25.658687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:25.658746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:25.658791] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:25.662539] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=38.22%) [2025-11-26T21:24:25.662911] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-11-26T21:24:25.663090] [INFO ] [sig ] EHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:25.805859] [INFO ] [LOCAL ] Saved forecast: EHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHI.txt [2025-11-26T21:24:25.806049] [INFO ] [sig ] [1050/3599] Completed EHI in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.8m [2025-11-26T21:24:25.806117] [INFO ] [sig ] [1051/3599] Forecasting EHTH... [2025-11-26T21:24:25.806168] [INFO ] [sig ] Generating forecast for: EHTH [2025-11-26T21:24:25.806244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'. [2025-11-26T21:24:25.816854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHTH'. [2025-11-26T21:24:25.817199] [INFO ] [FORECASTER] Starting predict_future for EHTH [2025-11-26T21:24:25.818101] [DEBUG] [LOCAL ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt [2025-11-26T21:24:25.818176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:25.818222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:25.818263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:25.818331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:25.878557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:25.879367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:25.879471] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:25.879519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:26.002232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:26.002414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:26.002468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:26.002512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:26.005896] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=16.19%) [2025-11-26T21:24:26.006201] [INFO ] [FORECASTER] Completed predict_future for EHTH [2025-11-26T21:24:26.006352] [INFO ] [sig ] EHTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:26.151145] [INFO ] [LOCAL ] Saved forecast: EHTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EHTH.txt [2025-11-26T21:24:26.151342] [INFO ] [sig ] [1051/3599] Completed EHTH in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.8m [2025-11-26T21:24:26.151399] [INFO ] [sig ] [1052/3599] Forecasting EIC... [2025-11-26T21:24:26.151443] [INFO ] [sig ] Generating forecast for: EIC [2025-11-26T21:24:26.151487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-11-26T21:24:26.162050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIC'. [2025-11-26T21:24:26.162347] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-11-26T21:24:26.163147] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-11-26T21:24:26.163218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:26.163276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:26.163318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:26.163387] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:26.220724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:26.221347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:26.221443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:26.221488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:26.336747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:26.336892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:26.336942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:26.336984] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:26.340276] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=35.59%) [2025-11-26T21:24:26.340566] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-11-26T21:24:26.340730] [INFO ] [sig ] EIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:26.486260] [INFO ] [LOCAL ] Saved forecast: EIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EIC.txt [2025-11-26T21:24:26.486467] [INFO ] [sig ] [1052/3599] Completed EIC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:26.486527] [INFO ] [sig ] [1053/3599] Forecasting EIG... [2025-11-26T21:24:26.486571] [INFO ] [sig ] Generating forecast for: EIG [2025-11-26T21:24:26.486615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-11-26T21:24:26.497964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIG'. [2025-11-26T21:24:26.498332] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-11-26T21:24:26.499177] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-11-26T21:24:26.499259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:26.499325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:26.499384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:26.499483] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:26.559448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:26.560176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:26.560300] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:26.560363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:26.678724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:26.678925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:26.678994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:26.679055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:26.683150] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-11-26T21:24:26.683520] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-11-26T21:24:26.683724] [INFO ] [sig ] EIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:26.835279] [INFO ] [LOCAL ] Saved forecast: EIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EIG.txt [2025-11-26T21:24:26.835518] [INFO ] [sig ] [1053/3599] Completed EIG in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:26.835608] [INFO ] [sig ] [1054/3599] Forecasting EIX... [2025-11-26T21:24:26.835693] [INFO ] [sig ] Generating forecast for: EIX [2025-11-26T21:24:26.835758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-11-26T21:24:26.846622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIX'. [2025-11-26T21:24:26.847070] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-11-26T21:24:26.847977] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-11-26T21:24:26.848057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:26.848127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:26.848192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:26.848300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:26.913639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:26.914837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:26.914972] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:26.915045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:27.044544] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:27.044766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:27.044824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:27.044869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:27.048692] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=84.67%) [2025-11-26T21:24:27.049016] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-11-26T21:24:27.049194] [INFO ] [sig ] EIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:27.200461] [INFO ] [LOCAL ] Saved forecast: EIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EIX.txt [2025-11-26T21:24:27.200721] [INFO ] [sig ] [1054/3599] Completed EIX in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:27.200826] [INFO ] [sig ] [1055/3599] Forecasting EKSO... [2025-11-26T21:24:27.200878] [INFO ] [sig ] Generating forecast for: EKSO [2025-11-26T21:24:27.200921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'. [2025-11-26T21:24:27.213126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EKSO'. [2025-11-26T21:24:27.213617] [INFO ] [FORECASTER] Starting predict_future for EKSO [2025-11-26T21:24:27.214517] [DEBUG] [LOCAL ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt [2025-11-26T21:24:27.214593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:27.214660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:27.214707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:27.214780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:27.275017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:27.275971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:27.276075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:27.276117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:27.392957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:27.393140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:27.393193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:27.393234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:27.396634] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=18.91%) [2025-11-26T21:24:27.396952] [INFO ] [FORECASTER] Completed predict_future for EKSO [2025-11-26T21:24:27.397100] [INFO ] [sig ] EKSO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:27.537931] [INFO ] [LOCAL ] Saved forecast: EKSO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EKSO.txt [2025-11-26T21:24:27.538094] [INFO ] [sig ] [1055/3599] Completed EKSO in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:27.538157] [INFO ] [sig ] [1056/3599] Forecasting EL... [2025-11-26T21:24:27.538227] [INFO ] [sig ] Generating forecast for: EL [2025-11-26T21:24:27.538269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-11-26T21:24:27.548537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EL'. [2025-11-26T21:24:27.548885] [INFO ] [FORECASTER] Starting predict_future for EL [2025-11-26T21:24:27.549714] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-11-26T21:24:27.549783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:27.549828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:27.549866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:27.549934] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:27.606418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:27.607133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:27.607231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:27.607278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:27.729532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:27.729717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:27.729771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:27.729814] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:27.733168] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=41.77%) [2025-11-26T21:24:27.733463] [INFO ] [FORECASTER] Completed predict_future for EL [2025-11-26T21:24:27.733610] [INFO ] [sig ] EL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:27.873724] [INFO ] [LOCAL ] Saved forecast: EL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EL.txt [2025-11-26T21:24:27.873867] [INFO ] [sig ] [1056/3599] Completed EL in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:27.873920] [INFO ] [sig ] [1057/3599] Forecasting ELAB... [2025-11-26T21:24:27.873962] [INFO ] [sig ] Generating forecast for: ELAB [2025-11-26T21:24:27.874003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'. [2025-11-26T21:24:27.885235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAB'. [2025-11-26T21:24:27.885627] [INFO ] [FORECASTER] Starting predict_future for ELAB [2025-11-26T21:24:27.886634] [DEBUG] [LOCAL ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt [2025-11-26T21:24:27.886728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:27.886776] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:27.886816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:27.886895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:27.948130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:27.949129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:27.949261] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:27.949318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:28.079530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:28.079757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:28.079813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:28.079850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:28.083402] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=17.00%) [2025-11-26T21:24:28.083734] [INFO ] [FORECASTER] Completed predict_future for ELAB [2025-11-26T21:24:28.083909] [INFO ] [sig ] ELAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:28.226682] [INFO ] [LOCAL ] Saved forecast: ELAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELAB.txt [2025-11-26T21:24:28.226894] [INFO ] [sig ] [1057/3599] Completed ELAB in 0.4s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:28.226954] [INFO ] [sig ] [1058/3599] Forecasting ELAN... [2025-11-26T21:24:28.226995] [INFO ] [sig ] Generating forecast for: ELAN [2025-11-26T21:24:28.227037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-11-26T21:24:28.237935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAN'. [2025-11-26T21:24:28.238286] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-11-26T21:24:28.239108] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-11-26T21:24:28.239181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:28.239232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:28.239280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:28.239352] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:28.296886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:28.297534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:28.297630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:28.297694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:28.418382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:28.418561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:28.418615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:28.418684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:28.422124] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-11-26T21:24:28.422425] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-11-26T21:24:28.422572] [INFO ] [sig ] ELAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:28.561958] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELAN.txt [2025-11-26T21:24:28.562112] [INFO ] [sig ] [1058/3599] Completed ELAN in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:28.562166] [INFO ] [sig ] [1059/3599] Forecasting ELC... [2025-11-26T21:24:28.562208] [INFO ] [sig ] Generating forecast for: ELC [2025-11-26T21:24:28.562250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-11-26T21:24:28.573447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELC'. [2025-11-26T21:24:28.573910] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-11-26T21:24:28.574764] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-11-26T21:24:28.574834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:28.574880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:28.574918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:28.574984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:28.634755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:28.635756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:28.635872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:28.635920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:28.746971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:28.747175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:28.747229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:28.747311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:28.750793] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=91.50%) [2025-11-26T21:24:28.751111] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-11-26T21:24:28.751271] [INFO ] [sig ] ELC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:28.890250] [INFO ] [LOCAL ] Saved forecast: ELC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELC.txt [2025-11-26T21:24:28.890411] [INFO ] [sig ] [1059/3599] Completed ELC in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:28.890474] [INFO ] [sig ] [1060/3599] Forecasting ELDN... [2025-11-26T21:24:28.890512] [INFO ] [sig ] Generating forecast for: ELDN [2025-11-26T21:24:28.890555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'. [2025-11-26T21:24:28.901072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELDN'. [2025-11-26T21:24:28.901398] [INFO ] [FORECASTER] Starting predict_future for ELDN [2025-11-26T21:24:28.902249] [DEBUG] [LOCAL ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt [2025-11-26T21:24:28.902322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:28.902388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:28.902449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:28.902552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:28.960615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:28.961457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:28.961568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:28.961635] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:29.076880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:29.077045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:29.077118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:29.077183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:29.080739] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=69.14%) [2025-11-26T21:24:29.081072] [INFO ] [FORECASTER] Completed predict_future for ELDN [2025-11-26T21:24:29.081251] [INFO ] [sig ] ELDN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:29.220848] [INFO ] [LOCAL ] Saved forecast: ELDN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELDN.txt [2025-11-26T21:24:29.221004] [INFO ] [sig ] [1060/3599] Completed ELDN in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:29.221069] [INFO ] [sig ] [1061/3599] Forecasting ELF... [2025-11-26T21:24:29.221106] [INFO ] [sig ] Generating forecast for: ELF [2025-11-26T21:24:29.221142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-11-26T21:24:29.231455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELF'. [2025-11-26T21:24:29.231798] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-11-26T21:24:29.232589] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-11-26T21:24:29.232679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:29.232727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:29.232765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:29.232831] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:29.290048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:29.290745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:29.290856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:29.290903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:29.409993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:29.410184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:29.410248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:29.410299] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:29.413825] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=76.87%) [2025-11-26T21:24:29.414135] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-11-26T21:24:29.414285] [INFO ] [sig ] ELF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:29.560900] [INFO ] [LOCAL ] Saved forecast: ELF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELF.txt [2025-11-26T21:24:29.561098] [INFO ] [sig ] [1061/3599] Completed ELF in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:29.561177] [INFO ] [sig ] [1062/3599] Forecasting ELME... [2025-11-26T21:24:29.561228] [INFO ] [sig ] Generating forecast for: ELME [2025-11-26T21:24:29.561272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-11-26T21:24:29.572468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELME'. [2025-11-26T21:24:29.572881] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-11-26T21:24:29.573759] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-11-26T21:24:29.573841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:29.573904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:29.573962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:29.574055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:29.633127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:29.634079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:29.634208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:29.634274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:29.746266] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:29.746435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:29.746503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:29.746562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:29.750055] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: DOWN (p=43.04%) [2025-11-26T21:24:29.750367] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-11-26T21:24:29.750530] [INFO ] [sig ] ELME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:29.891894] [INFO ] [LOCAL ] Saved forecast: ELME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELME.txt [2025-11-26T21:24:29.892127] [INFO ] [sig ] [1062/3599] Completed ELME in 0.3s | 2.88 sym/s | Total: 6.1m | ETA: 14.7m [2025-11-26T21:24:29.892203] [INFO ] [sig ] [1063/3599] Forecasting ELP... [2025-11-26T21:24:29.892265] [INFO ] [sig ] Generating forecast for: ELP [2025-11-26T21:24:29.892326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-11-26T21:24:29.902295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELP'. [2025-11-26T21:24:29.902611] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-11-26T21:24:29.903420] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-11-26T21:24:29.903491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:29.903536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:29.903590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:29.903681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:29.961869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:29.962605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:29.962719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:29.962767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:30.083182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:30.083363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:30.083416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:30.083459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:30.086884] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-11-26T21:24:30.087182] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-11-26T21:24:30.087332] [INFO ] [sig ] ELP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:30.230994] [INFO ] [LOCAL ] Saved forecast: ELP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELP.txt [2025-11-26T21:24:30.231159] [INFO ] [sig ] [1063/3599] Completed ELP in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.7m [2025-11-26T21:24:30.231214] [INFO ] [sig ] [1064/3599] Forecasting ELS... [2025-11-26T21:24:30.231269] [INFO ] [sig ] Generating forecast for: ELS [2025-11-26T21:24:30.231311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-11-26T21:24:30.241926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELS'. [2025-11-26T21:24:30.242243] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-11-26T21:24:30.243055] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-11-26T21:24:30.243127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:30.243173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:30.243213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:30.243282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:30.300956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:30.301610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:30.301723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:30.301770] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:30.418024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:30.418205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:30.418260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:30.418306] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:30.421728] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-11-26T21:24:30.422038] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-11-26T21:24:30.422188] [INFO ] [sig ] ELS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:30.563939] [INFO ] [LOCAL ] Saved forecast: ELS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELS.txt [2025-11-26T21:24:30.564109] [INFO ] [sig ] [1064/3599] Completed ELS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.7m [2025-11-26T21:24:30.564163] [INFO ] [sig ] [1065/3599] Forecasting ELTX... [2025-11-26T21:24:30.564206] [INFO ] [sig ] Generating forecast for: ELTX [2025-11-26T21:24:30.564265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'. [2025-11-26T21:24:30.574276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELTX'. [2025-11-26T21:24:30.574627] [INFO ] [FORECASTER] Starting predict_future for ELTX [2025-11-26T21:24:30.575451] [DEBUG] [LOCAL ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt [2025-11-26T21:24:30.575522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:30.575566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:30.575605] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:30.575691] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:30.639454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:30.640431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:30.640540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:30.640588] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:30.755389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:30.755557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:30.755609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:30.755667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:30.759062] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=74.10%) [2025-11-26T21:24:30.759392] [INFO ] [FORECASTER] Completed predict_future for ELTX [2025-11-26T21:24:30.759557] [INFO ] [sig ] ELTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:30.901763] [INFO ] [LOCAL ] Saved forecast: ELTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELTX.txt [2025-11-26T21:24:30.901930] [INFO ] [sig ] [1065/3599] Completed ELTX in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.7m [2025-11-26T21:24:30.902010] [INFO ] [sig ] [1066/3599] Forecasting ELVA... [2025-11-26T21:24:30.902050] [INFO ] [sig ] Generating forecast for: ELVA [2025-11-26T21:24:30.902092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'. [2025-11-26T21:24:30.912362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVA'. [2025-11-26T21:24:30.912734] [INFO ] [FORECASTER] Starting predict_future for ELVA [2025-11-26T21:24:30.913592] [DEBUG] [LOCAL ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt [2025-11-26T21:24:30.913686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:30.913739] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:30.913789] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:30.913871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:30.972445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:30.973298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:30.973403] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:30.973465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:31.085908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:31.086092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:31.086147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:31.086190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:31.089765] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-11-26T21:24:31.090098] [INFO ] [FORECASTER] Completed predict_future for ELVA [2025-11-26T21:24:31.090279] [INFO ] [sig ] ELVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:31.231570] [INFO ] [LOCAL ] Saved forecast: ELVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ELVA.txt [2025-11-26T21:24:31.231805] [INFO ] [sig ] [1066/3599] Completed ELVA in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.7m [2025-11-26T21:24:31.231906] [INFO ] [sig ] [1067/3599] Forecasting ELVN... [2025-11-26T21:24:31.231971] [INFO ] [sig ] Generating forecast for: ELVN [2025-11-26T21:24:31.232043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'. [2025-11-26T21:24:31.242910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVN'. [2025-11-26T21:24:31.243317] [INFO ] [FORECASTER] Starting predict_future for ELVN [2025-11-26T21:24:31.244181] [DEBUG] [LOCAL ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt [2025-11-26T21:24:31.244265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:31.244328] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:31.244383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:31.244481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:31.303038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:31.303914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:31.304025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:31.304088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:31.419946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:31.420136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:31.420209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:31.420269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:31.423884] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=81.82%) [2025-11-26T21:24:31.424201] [INFO ] [FORECASTER] Completed predict_future for ELVN [2025-11-26T21:24:31.424370] [INFO ] [sig ] ELVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:31.570790] [INFO ] [LOCAL ] Saved forecast: ELVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELVN.txt [2025-11-26T21:24:31.570953] [INFO ] [sig ] [1067/3599] Completed ELVN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.7m [2025-11-26T21:24:31.571008] [INFO ] [sig ] [1068/3599] Forecasting ELWS... [2025-11-26T21:24:31.571070] [INFO ] [sig ] Generating forecast for: ELWS [2025-11-26T21:24:31.571113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'. [2025-11-26T21:24:31.581479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELWS'. [2025-11-26T21:24:31.581853] [INFO ] [FORECASTER] Starting predict_future for ELWS [2025-11-26T21:24:31.582766] [DEBUG] [LOCAL ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt [2025-11-26T21:24:31.582837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:31.582882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:31.582920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:31.582991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:31.643089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:31.643938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:31.644041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:31.644089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:31.761130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:31.761314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:31.761367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:31.761409] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:31.764952] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=68.89%) [2025-11-26T21:24:31.765257] [INFO ] [FORECASTER] Completed predict_future for ELWS [2025-11-26T21:24:31.765406] [INFO ] [sig ] ELWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:31.910566] [INFO ] [LOCAL ] Saved forecast: ELWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ELWS.txt [2025-11-26T21:24:31.910770] [INFO ] [sig ] [1068/3599] Completed ELWS in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:31.910849] [INFO ] [sig ] [1069/3599] Forecasting EM... [2025-11-26T21:24:31.910892] [INFO ] [sig ] Generating forecast for: EM [2025-11-26T21:24:31.910939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'. [2025-11-26T21:24:31.921664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EM'. [2025-11-26T21:24:31.921996] [INFO ] [FORECASTER] Starting predict_future for EM [2025-11-26T21:24:31.922809] [DEBUG] [LOCAL ] No optimal features file found for EM: ./output/feature-sets/EM.txt [2025-11-26T21:24:31.922878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:31.922923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:31.922964] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:31.923030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:31.981735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:31.982808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:31.982915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:31.982963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:32.103082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:32.103270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:32.103324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:32.103366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:32.106802] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=14.98%) [2025-11-26T21:24:32.107107] [INFO ] [FORECASTER] Completed predict_future for EM [2025-11-26T21:24:32.107259] [INFO ] [sig ] EM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:32.249885] [INFO ] [LOCAL ] Saved forecast: EM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EM.txt [2025-11-26T21:24:32.250059] [INFO ] [sig ] [1069/3599] Completed EM in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:32.250115] [INFO ] [sig ] [1070/3599] Forecasting EMB... [2025-11-26T21:24:32.250158] [INFO ] [sig ] Generating forecast for: EMB [2025-11-26T21:24:32.250199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'. [2025-11-26T21:24:32.261088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMB'. [2025-11-26T21:24:32.261426] [INFO ] [FORECASTER] Starting predict_future for EMB [2025-11-26T21:24:32.262239] [DEBUG] [LOCAL ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt [2025-11-26T21:24:32.262309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:32.262355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:32.262423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:32.262524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:32.322760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:32.323511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:32.323621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:32.323702] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:32.447901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:32.448092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:32.448147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:32.448192] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:32.451791] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=13.01%) [2025-11-26T21:24:32.452098] [INFO ] [FORECASTER] Completed predict_future for EMB [2025-11-26T21:24:32.452248] [INFO ] [sig ] EMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:32.596361] [INFO ] [LOCAL ] Saved forecast: EMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EMB.txt [2025-11-26T21:24:32.596532] [INFO ] [sig ] [1070/3599] Completed EMB in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:32.596588] [INFO ] [sig ] [1071/3599] Forecasting EMBC... [2025-11-26T21:24:32.596633] [INFO ] [sig ] Generating forecast for: EMBC [2025-11-26T21:24:32.596693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'. [2025-11-26T21:24:32.607412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMBC'. [2025-11-26T21:24:32.607776] [INFO ] [FORECASTER] Starting predict_future for EMBC [2025-11-26T21:24:32.608589] [DEBUG] [LOCAL ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt [2025-11-26T21:24:32.608775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:32.608826] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:32.608866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:32.608933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:32.670116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:32.671111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:32.671214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:32.671255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:32.793754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:32.793959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:32.794017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:32.794055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:32.797685] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-11-26T21:24:32.797988] [INFO ] [FORECASTER] Completed predict_future for EMBC [2025-11-26T21:24:32.798138] [INFO ] [sig ] EMBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:32.942555] [INFO ] [LOCAL ] Saved forecast: EMBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMBC.txt [2025-11-26T21:24:32.942736] [INFO ] [sig ] [1071/3599] Completed EMBC in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:32.942793] [INFO ] [sig ] [1072/3599] Forecasting EMD... [2025-11-26T21:24:32.942836] [INFO ] [sig ] Generating forecast for: EMD [2025-11-26T21:24:32.942879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-11-26T21:24:32.953224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMD'. [2025-11-26T21:24:32.953540] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-11-26T21:24:32.954343] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-11-26T21:24:32.954413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:32.954458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:32.954497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:32.954563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:33.012476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:33.013449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:33.013562] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:33.013611] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:33.133519] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:33.133737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:33.133795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:33.133840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:33.137281] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-11-26T21:24:33.137602] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-11-26T21:24:33.137775] [INFO ] [sig ] EMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:33.279952] [INFO ] [LOCAL ] Saved forecast: EMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMD.txt [2025-11-26T21:24:33.280111] [INFO ] [sig ] [1072/3599] Completed EMD in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:33.280172] [INFO ] [sig ] [1073/3599] Forecasting EME... [2025-11-26T21:24:33.280209] [INFO ] [sig ] Generating forecast for: EME [2025-11-26T21:24:33.280251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EME' from 'https://tdm.silogroup.org/data/derivative_storage/EME.csv'. [2025-11-26T21:24:33.291051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EME'. [2025-11-26T21:24:33.291377] [INFO ] [FORECASTER] Starting predict_future for EME [2025-11-26T21:24:33.292253] [DEBUG] [LOCAL ] No optimal features file found for EME: ./output/feature-sets/EME.txt [2025-11-26T21:24:33.292328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:33.292375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:33.292416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:33.292488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:33.351303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:33.351989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:33.352085] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:33.352133] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:33.477128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:33.477297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:33.477353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:33.477395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:33.480885] [DEBUG] [FORECASTER] EME: Forecast T+1@11:T+2@11: UP (p=76.32%) [2025-11-26T21:24:33.481185] [INFO ] [FORECASTER] Completed predict_future for EME [2025-11-26T21:24:33.481335] [INFO ] [sig ] EME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:33.626096] [INFO ] [LOCAL ] Saved forecast: EME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EME.txt [2025-11-26T21:24:33.626297] [INFO ] [sig ] [1073/3599] Completed EME in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:33.626363] [INFO ] [sig ] [1074/3599] Forecasting EMF... [2025-11-26T21:24:33.626408] [INFO ] [sig ] Generating forecast for: EMF [2025-11-26T21:24:33.626454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-11-26T21:24:33.638102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMF'. [2025-11-26T21:24:33.638493] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-11-26T21:24:33.639324] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-11-26T21:24:33.639394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:33.639441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:33.639480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:33.639548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:33.695836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:33.696464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:33.696571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:33.696619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:33.809501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:33.809702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:33.809757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:33.809799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:33.813325] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=74.23%) [2025-11-26T21:24:33.813634] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-11-26T21:24:33.813802] [INFO ] [sig ] EMF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:33.954026] [INFO ] [LOCAL ] Saved forecast: EMF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMF.txt [2025-11-26T21:24:33.954180] [INFO ] [sig ] [1074/3599] Completed EMF in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:33.954240] [INFO ] [sig ] [1075/3599] Forecasting EML... [2025-11-26T21:24:33.954280] [INFO ] [sig ] Generating forecast for: EML [2025-11-26T21:24:33.954340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'. [2025-11-26T21:24:33.965425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EML'. [2025-11-26T21:24:33.965868] [INFO ] [FORECASTER] Starting predict_future for EML [2025-11-26T21:24:33.966697] [DEBUG] [LOCAL ] No optimal features file found for EML: ./output/feature-sets/EML.txt [2025-11-26T21:24:33.966778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:33.966840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:33.966884] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:33.966955] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:34.024367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:34.025150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:34.025252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:34.025309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:34.129403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:34.129591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:34.129664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:34.129709] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:34.133083] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=53.25%) [2025-11-26T21:24:34.133383] [INFO ] [FORECASTER] Completed predict_future for EML [2025-11-26T21:24:34.133529] [INFO ] [sig ] EML: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:34.281036] [INFO ] [LOCAL ] Saved forecast: EML 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EML.txt [2025-11-26T21:24:34.281194] [INFO ] [sig ] [1075/3599] Completed EML in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:34.281280] [INFO ] [sig ] [1076/3599] Forecasting EMN... [2025-11-26T21:24:34.281326] [INFO ] [sig ] Generating forecast for: EMN [2025-11-26T21:24:34.281370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-11-26T21:24:34.291835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMN'. [2025-11-26T21:24:34.292212] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-11-26T21:24:34.293083] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-11-26T21:24:34.293159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:34.293221] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:34.293263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:34.293338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:34.354187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:34.355038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:34.355140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:34.355188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:34.477571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:34.477769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:34.477825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:34.477861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:34.481362] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=53.61%) [2025-11-26T21:24:34.481688] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-11-26T21:24:34.481838] [INFO ] [sig ] EMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:34.622869] [INFO ] [LOCAL ] Saved forecast: EMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EMN.txt [2025-11-26T21:24:34.623036] [INFO ] [sig ] [1076/3599] Completed EMN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:34.623116] [INFO ] [sig ] [1077/3599] Forecasting EMO... [2025-11-26T21:24:34.623187] [INFO ] [sig ] Generating forecast for: EMO [2025-11-26T21:24:34.623238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-11-26T21:24:34.633339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMO'. [2025-11-26T21:24:34.633705] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-11-26T21:24:34.634512] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-11-26T21:24:34.634597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:34.634665] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:34.634708] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:34.634782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:34.693630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:34.694338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:34.694438] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:34.694487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:34.811804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:34.811990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:34.812044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:34.812089] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:34.815590] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=46.67%) [2025-11-26T21:24:34.815914] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-11-26T21:24:34.816065] [INFO ] [sig ] EMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:34.957612] [INFO ] [LOCAL ] Saved forecast: EMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EMO.txt [2025-11-26T21:24:34.957822] [INFO ] [sig ] [1077/3599] Completed EMO in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:34.957904] [INFO ] [sig ] [1078/3599] Forecasting EMXC... [2025-11-26T21:24:34.957954] [INFO ] [sig ] Generating forecast for: EMXC [2025-11-26T21:24:34.957997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'. [2025-11-26T21:24:34.969275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMXC'. [2025-11-26T21:24:34.969754] [INFO ] [FORECASTER] Starting predict_future for EMXC [2025-11-26T21:24:34.970590] [DEBUG] [LOCAL ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt [2025-11-26T21:24:34.970683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:34.970733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:34.970775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:34.970844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:35.031696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:35.032814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:35.032922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:35.032997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:35.161066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:35.161280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:35.161337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:35.161383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:35.165163] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=29.45%) [2025-11-26T21:24:35.165576] [INFO ] [FORECASTER] Completed predict_future for EMXC [2025-11-26T21:24:35.165767] [INFO ] [sig ] EMXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:35.308631] [INFO ] [LOCAL ] Saved forecast: EMXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EMXC.txt [2025-11-26T21:24:35.308818] [INFO ] [sig ] [1078/3599] Completed EMXC in 0.4s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:35.308894] [INFO ] [sig ] [1079/3599] Forecasting ENB... [2025-11-26T21:24:35.308942] [INFO ] [sig ] Generating forecast for: ENB [2025-11-26T21:24:35.308988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-11-26T21:24:35.319501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENB'. [2025-11-26T21:24:35.319862] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-11-26T21:24:35.320707] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-11-26T21:24:35.320778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:35.320824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:35.320864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:35.320935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:35.379367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:35.380105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:35.380206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:35.380253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:35.506338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:35.506525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:35.506579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:35.506622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:35.510169] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=48.32%) [2025-11-26T21:24:35.510478] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-11-26T21:24:35.510638] [INFO ] [sig ] ENB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:35.652423] [INFO ] [LOCAL ] Saved forecast: ENB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENB.txt [2025-11-26T21:24:35.652615] [INFO ] [sig ] [1079/3599] Completed ENB in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:35.652696] [INFO ] [sig ] [1080/3599] Forecasting ENGN... [2025-11-26T21:24:35.652744] [INFO ] [sig ] Generating forecast for: ENGN [2025-11-26T21:24:35.652812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'. [2025-11-26T21:24:35.663460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENGN'. [2025-11-26T21:24:35.663904] [INFO ] [FORECASTER] Starting predict_future for ENGN [2025-11-26T21:24:35.664740] [DEBUG] [LOCAL ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt [2025-11-26T21:24:35.664809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:35.664854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:35.664895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:35.664965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:35.722147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:35.723066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:35.723169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:35.723215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:35.848050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:35.848244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:35.848298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:35.848333] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:35.851776] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=6.35%) [2025-11-26T21:24:35.852069] [INFO ] [FORECASTER] Completed predict_future for ENGN [2025-11-26T21:24:35.852213] [INFO ] [sig ] ENGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:35.992799] [INFO ] [LOCAL ] Saved forecast: ENGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENGN.txt [2025-11-26T21:24:35.992978] [INFO ] [sig ] [1080/3599] Completed ENGN in 0.3s | 2.88 sym/s | Total: 6.2m | ETA: 14.6m [2025-11-26T21:24:35.993038] [INFO ] [sig ] [1081/3599] Forecasting ENIC... [2025-11-26T21:24:35.993082] [INFO ] [sig ] Generating forecast for: ENIC [2025-11-26T21:24:35.993127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-11-26T21:24:36.004298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENIC'. [2025-11-26T21:24:36.004761] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-11-26T21:24:36.005561] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-11-26T21:24:36.005633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:36.005699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:36.005739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:36.005806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:36.062403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:36.063294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:36.063411] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:36.063461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:36.182738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:36.182928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:36.182982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:36.183024] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:36.186441] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=77.69%) [2025-11-26T21:24:36.186770] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-11-26T21:24:36.186945] [INFO ] [sig ] ENIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:36.325360] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENIC.txt [2025-11-26T21:24:36.325530] [INFO ] [sig ] [1081/3599] Completed ENIC in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.6m [2025-11-26T21:24:36.325584] [INFO ] [sig ] [1082/3599] Forecasting ENPH... [2025-11-26T21:24:36.325627] [INFO ] [sig ] Generating forecast for: ENPH [2025-11-26T21:24:36.325708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'. [2025-11-26T21:24:36.336481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENPH'. [2025-11-26T21:24:36.336814] [INFO ] [FORECASTER] Starting predict_future for ENPH [2025-11-26T21:24:36.337616] [DEBUG] [LOCAL ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt [2025-11-26T21:24:36.337709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:36.337756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:36.337795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:36.337862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:36.394391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:36.395291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:36.395398] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:36.395445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:36.510120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:36.510292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:36.510344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:36.510380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:36.513738] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-11-26T21:24:36.514031] [INFO ] [FORECASTER] Completed predict_future for ENPH [2025-11-26T21:24:36.514175] [INFO ] [sig ] ENPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:36.653674] [INFO ] [LOCAL ] Saved forecast: ENPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENPH.txt [2025-11-26T21:24:36.653816] [INFO ] [sig ] [1082/3599] Completed ENPH in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.6m [2025-11-26T21:24:36.653869] [INFO ] [sig ] [1083/3599] Forecasting ENS... [2025-11-26T21:24:36.653911] [INFO ] [sig ] Generating forecast for: ENS [2025-11-26T21:24:36.653953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-11-26T21:24:36.664298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENS'. [2025-11-26T21:24:36.664590] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-11-26T21:24:36.665400] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-11-26T21:24:36.665472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:36.665529] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:36.665581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:36.665690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:36.722504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:36.723205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:36.723307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:36.723353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:36.836248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:36.836413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:36.836482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:36.836526] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:36.839893] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=61.69%) [2025-11-26T21:24:36.840188] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-11-26T21:24:36.840331] [INFO ] [sig ] ENS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:36.979276] [INFO ] [LOCAL ] Saved forecast: ENS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENS.txt [2025-11-26T21:24:36.979479] [INFO ] [sig ] [1083/3599] Completed ENS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.6m [2025-11-26T21:24:36.979534] [INFO ] [sig ] [1084/3599] Forecasting ENSC... [2025-11-26T21:24:36.979603] [INFO ] [sig ] Generating forecast for: ENSC [2025-11-26T21:24:36.979683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'. [2025-11-26T21:24:36.990444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSC'. [2025-11-26T21:24:36.990914] [INFO ] [FORECASTER] Starting predict_future for ENSC [2025-11-26T21:24:36.991744] [DEBUG] [LOCAL ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt [2025-11-26T21:24:36.991814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:36.991860] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:36.991898] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:36.991965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:37.050209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:37.051169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:37.051280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:37.051332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:37.192326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:37.192525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:37.192579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:37.192614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:37.196071] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=67.82%) [2025-11-26T21:24:37.196371] [INFO ] [FORECASTER] Completed predict_future for ENSC [2025-11-26T21:24:37.196524] [INFO ] [sig ] ENSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:37.341691] [INFO ] [LOCAL ] Saved forecast: ENSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENSC.txt [2025-11-26T21:24:37.341882] [INFO ] [sig ] [1084/3599] Completed ENSC in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:37.341937] [INFO ] [sig ] [1085/3599] Forecasting ENSG... [2025-11-26T21:24:37.341977] [INFO ] [sig ] Generating forecast for: ENSG [2025-11-26T21:24:37.342040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'. [2025-11-26T21:24:37.352951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSG'. [2025-11-26T21:24:37.353346] [INFO ] [FORECASTER] Starting predict_future for ENSG [2025-11-26T21:24:37.354173] [DEBUG] [LOCAL ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt [2025-11-26T21:24:37.354245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:37.354289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:37.354329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:37.354397] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:37.412908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:37.413841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:37.413968] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:37.414017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:37.538331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:37.538522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:37.538575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:37.538616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:37.542059] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=39.80%) [2025-11-26T21:24:37.542362] [INFO ] [FORECASTER] Completed predict_future for ENSG [2025-11-26T21:24:37.542511] [INFO ] [sig ] ENSG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:37.684701] [INFO ] [LOCAL ] Saved forecast: ENSG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENSG.txt [2025-11-26T21:24:37.684888] [INFO ] [sig ] [1085/3599] Completed ENSG in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:37.684944] [INFO ] [sig ] [1086/3599] Forecasting ENTA... [2025-11-26T21:24:37.685012] [INFO ] [sig ] Generating forecast for: ENTA [2025-11-26T21:24:37.685059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'. [2025-11-26T21:24:37.695805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTA'. [2025-11-26T21:24:37.696209] [INFO ] [FORECASTER] Starting predict_future for ENTA [2025-11-26T21:24:37.697171] [DEBUG] [LOCAL ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt [2025-11-26T21:24:37.697242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:37.697288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:37.697328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:37.697396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:37.758177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:37.759133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:37.759243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:37.759291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:37.882468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:37.882729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:37.882808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:37.882868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:37.887779] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=84.61%) [2025-11-26T21:24:37.888179] [INFO ] [FORECASTER] Completed predict_future for ENTA [2025-11-26T21:24:37.888350] [INFO ] [sig ] ENTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:38.036335] [INFO ] [LOCAL ] Saved forecast: ENTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENTA.txt [2025-11-26T21:24:38.036528] [INFO ] [sig ] [1086/3599] Completed ENTA in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:38.036584] [INFO ] [sig ] [1087/3599] Forecasting ENTG... [2025-11-26T21:24:38.036630] [INFO ] [sig ] Generating forecast for: ENTG [2025-11-26T21:24:38.036712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'. [2025-11-26T21:24:38.047710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTG'. [2025-11-26T21:24:38.048137] [INFO ] [FORECASTER] Starting predict_future for ENTG [2025-11-26T21:24:38.048987] [DEBUG] [LOCAL ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt [2025-11-26T21:24:38.049058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:38.049120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:38.049161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:38.049228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:38.110722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:38.111671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:38.111779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:38.111828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:38.235129] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:38.235320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:38.235382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:38.235434] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:38.239056] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=96.19%) [2025-11-26T21:24:38.239394] [INFO ] [FORECASTER] Completed predict_future for ENTG [2025-11-26T21:24:38.239576] [INFO ] [sig ] ENTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:38.385889] [INFO ] [LOCAL ] Saved forecast: ENTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENTG.txt [2025-11-26T21:24:38.386055] [INFO ] [sig ] [1087/3599] Completed ENTG in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:38.386119] [INFO ] [sig ] [1088/3599] Forecasting ENTO... [2025-11-26T21:24:38.386161] [INFO ] [sig ] Generating forecast for: ENTO [2025-11-26T21:24:38.386220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTO' from 'https://tdm.silogroup.org/data/derivative_storage/ENTO.csv'. [2025-11-26T21:24:38.396832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTO'. [2025-11-26T21:24:38.397201] [INFO ] [FORECASTER] Starting predict_future for ENTO [2025-11-26T21:24:38.398048] [DEBUG] [LOCAL ] No optimal features file found for ENTO: ./output/feature-sets/ENTO.txt [2025-11-26T21:24:38.398120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:38.398166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:38.398206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:38.398275] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:38.456074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:38.456750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:38.456847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:38.456892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:38.574393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:38.574571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:38.574625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:38.574683] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:38.578095] [DEBUG] [FORECASTER] ENTO: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-11-26T21:24:38.578400] [INFO ] [FORECASTER] Completed predict_future for ENTO [2025-11-26T21:24:38.578554] [INFO ] [sig ] ENTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:38.717738] [INFO ] [LOCAL ] Saved forecast: ENTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ENTO.txt [2025-11-26T21:24:38.717896] [INFO ] [sig ] [1088/3599] Completed ENTO in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:38.717951] [INFO ] [sig ] [1089/3599] Forecasting ENTX... [2025-11-26T21:24:38.718002] [INFO ] [sig ] Generating forecast for: ENTX [2025-11-26T21:24:38.718045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'. [2025-11-26T21:24:38.729411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTX'. [2025-11-26T21:24:38.729918] [INFO ] [FORECASTER] Starting predict_future for ENTX [2025-11-26T21:24:38.730787] [DEBUG] [LOCAL ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt [2025-11-26T21:24:38.730856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:38.730903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:38.730940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:38.731005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:38.788852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:38.789872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:38.789984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:38.790034] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:38.906953] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:38.907162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:38.907218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:38.907262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:38.910934] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=3.53%) [2025-11-26T21:24:38.911287] [INFO ] [FORECASTER] Completed predict_future for ENTX [2025-11-26T21:24:38.911453] [INFO ] [sig ] ENTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:39.055612] [INFO ] [LOCAL ] Saved forecast: ENTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENTX.txt [2025-11-26T21:24:39.055816] [INFO ] [sig ] [1089/3599] Completed ENTX in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:39.055871] [INFO ] [sig ] [1090/3599] Forecasting ENVA... [2025-11-26T21:24:39.055935] [INFO ] [sig ] Generating forecast for: ENVA [2025-11-26T21:24:39.056018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-11-26T21:24:39.066898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVA'. [2025-11-26T21:24:39.067317] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-11-26T21:24:39.068228] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-11-26T21:24:39.068302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:39.068349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:39.068389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:39.068471] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:39.127256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:39.128230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:39.128339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:39.128389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:39.255047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:39.255243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:39.255299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:39.255341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:39.259239] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=6.61%) [2025-11-26T21:24:39.259694] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-11-26T21:24:39.259869] [INFO ] [sig ] ENVA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:39.406363] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENVA.txt [2025-11-26T21:24:39.406549] [INFO ] [sig ] [1090/3599] Completed ENVA in 0.4s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:39.406608] [INFO ] [sig ] [1091/3599] Forecasting ENVB... [2025-11-26T21:24:39.406700] [INFO ] [sig ] Generating forecast for: ENVB [2025-11-26T21:24:39.406781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'. [2025-11-26T21:24:39.417217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVB'. [2025-11-26T21:24:39.417666] [INFO ] [FORECASTER] Starting predict_future for ENVB [2025-11-26T21:24:39.418478] [DEBUG] [LOCAL ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt [2025-11-26T21:24:39.418548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:39.418593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:39.418631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:39.418723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:39.476198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:39.477014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:39.477117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:39.477164] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:39.593861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:39.594013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:39.594064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:39.594104] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:39.597632] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=30.10%) [2025-11-26T21:24:39.597976] [INFO ] [FORECASTER] Completed predict_future for ENVB [2025-11-26T21:24:39.598178] [INFO ] [sig ] ENVB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:39.745362] [INFO ] [LOCAL ] Saved forecast: ENVB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENVB.txt [2025-11-26T21:24:39.745554] [INFO ] [sig ] [1091/3599] Completed ENVB in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:39.745611] [INFO ] [sig ] [1092/3599] Forecasting ENVX... [2025-11-26T21:24:39.745678] [INFO ] [sig ] Generating forecast for: ENVX [2025-11-26T21:24:39.745727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'. [2025-11-26T21:24:39.757425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVX'. [2025-11-26T21:24:39.757954] [INFO ] [FORECASTER] Starting predict_future for ENVX [2025-11-26T21:24:39.758896] [DEBUG] [LOCAL ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt [2025-11-26T21:24:39.758967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:39.759014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:39.759053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:39.759122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:39.818451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:39.819360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:39.819472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:39.819529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:39.942925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:39.943109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:39.943164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:39.943202] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:39.946581] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=0.70%) [2025-11-26T21:24:39.946899] [INFO ] [FORECASTER] Completed predict_future for ENVX [2025-11-26T21:24:39.947048] [INFO ] [sig ] ENVX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:40.086825] [INFO ] [LOCAL ] Saved forecast: ENVX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ENVX.txt [2025-11-26T21:24:40.087007] [INFO ] [sig ] [1092/3599] Completed ENVX in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:40.087065] [INFO ] [sig ] [1093/3599] Forecasting EOD... [2025-11-26T21:24:40.087132] [INFO ] [sig ] Generating forecast for: EOD [2025-11-26T21:24:40.087172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-11-26T21:24:40.098165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOD'. [2025-11-26T21:24:40.098566] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-11-26T21:24:40.099386] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-11-26T21:24:40.099462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:40.099508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:40.099548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:40.099617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:40.159109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:40.160051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:40.160163] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:40.160211] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:40.280218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:40.280407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:40.280465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:40.280510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:40.284037] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=39.32%) [2025-11-26T21:24:40.284363] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-11-26T21:24:40.284518] [INFO ] [sig ] EOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:40.424114] [INFO ] [LOCAL ] Saved forecast: EOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EOD.txt [2025-11-26T21:24:40.424270] [INFO ] [sig ] [1093/3599] Completed EOD in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:40.424326] [INFO ] [sig ] [1094/3599] Forecasting EOG... [2025-11-26T21:24:40.424372] [INFO ] [sig ] Generating forecast for: EOG [2025-11-26T21:24:40.424413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-11-26T21:24:40.434970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOG'. [2025-11-26T21:24:40.435269] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-11-26T21:24:40.436070] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-11-26T21:24:40.436139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:40.436185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:40.436224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:40.436293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:40.497490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:40.498212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:40.498310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:40.498361] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:40.615079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:40.615239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:40.615292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:40.615346] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:40.618794] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=71.53%) [2025-11-26T21:24:40.619097] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-11-26T21:24:40.619252] [INFO ] [sig ] EOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:40.759714] [INFO ] [LOCAL ] Saved forecast: EOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EOG.txt [2025-11-26T21:24:40.759871] [INFO ] [sig ] [1094/3599] Completed EOG in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:40.759925] [INFO ] [sig ] [1095/3599] Forecasting EOI... [2025-11-26T21:24:40.759967] [INFO ] [sig ] Generating forecast for: EOI [2025-11-26T21:24:40.760006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-11-26T21:24:40.770234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOI'. [2025-11-26T21:24:40.770526] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-11-26T21:24:40.771325] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-11-26T21:24:40.771396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:40.771441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:40.771480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:40.771549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:40.831174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:40.831950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:40.832049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:40.832100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:40.951806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:40.951970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:40.952022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:40.952064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:40.955511] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=32.15%) [2025-11-26T21:24:40.955839] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-11-26T21:24:40.955986] [INFO ] [sig ] EOI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:41.095913] [INFO ] [LOCAL ] Saved forecast: EOI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EOI.txt [2025-11-26T21:24:41.096085] [INFO ] [sig ] [1095/3599] Completed EOI in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:41.096139] [INFO ] [sig ] [1096/3599] Forecasting EOLS... [2025-11-26T21:24:41.096183] [INFO ] [sig ] Generating forecast for: EOLS [2025-11-26T21:24:41.096224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'. [2025-11-26T21:24:41.106793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOLS'. [2025-11-26T21:24:41.107118] [INFO ] [FORECASTER] Starting predict_future for EOLS [2025-11-26T21:24:41.108053] [DEBUG] [LOCAL ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt [2025-11-26T21:24:41.108140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:41.108208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:41.108265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:41.108362] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:41.167530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:41.168281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:41.168419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:41.168502] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:41.287341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:41.287530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:41.287602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:41.287682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:41.291140] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: UP (p=80.87%) [2025-11-26T21:24:41.291453] [INFO ] [FORECASTER] Completed predict_future for EOLS [2025-11-26T21:24:41.291617] [INFO ] [sig ] EOLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:41.431210] [INFO ] [LOCAL ] Saved forecast: EOLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EOLS.txt [2025-11-26T21:24:41.431373] [INFO ] [sig ] [1096/3599] Completed EOLS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:41.431450] [INFO ] [sig ] [1097/3599] Forecasting EOS... [2025-11-26T21:24:41.431539] [INFO ] [sig ] Generating forecast for: EOS [2025-11-26T21:24:41.431601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-11-26T21:24:41.442133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOS'. [2025-11-26T21:24:41.442440] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-11-26T21:24:41.443240] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-11-26T21:24:41.443312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:41.443358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:41.443398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:41.443466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:41.500828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:41.501456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:41.501558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:41.501605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:41.623479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:41.623674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:41.623725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:41.623767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:41.627142] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=90.64%) [2025-11-26T21:24:41.627455] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-11-26T21:24:41.627604] [INFO ] [sig ] EOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:41.770769] [INFO ] [LOCAL ] Saved forecast: EOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EOS.txt [2025-11-26T21:24:41.770913] [INFO ] [sig ] [1097/3599] Completed EOS in 0.3s | 2.88 sym/s | Total: 6.3m | ETA: 14.5m [2025-11-26T21:24:41.770966] [INFO ] [sig ] [1098/3599] Forecasting EOSE... [2025-11-26T21:24:41.771007] [INFO ] [sig ] Generating forecast for: EOSE [2025-11-26T21:24:41.771052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'. [2025-11-26T21:24:41.782823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOSE'. [2025-11-26T21:24:41.783209] [INFO ] [FORECASTER] Starting predict_future for EOSE [2025-11-26T21:24:41.784188] [DEBUG] [LOCAL ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt [2025-11-26T21:24:41.784263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:41.784310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:41.784351] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:41.784454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:41.848095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:41.849068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:41.849179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:41.849226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:41.973866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:41.974053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:41.974108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:41.974145] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:41.977835] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-11-26T21:24:41.978147] [INFO ] [FORECASTER] Completed predict_future for EOSE [2025-11-26T21:24:41.978300] [INFO ] [sig ] EOSE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:42.122036] [INFO ] [LOCAL ] Saved forecast: EOSE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EOSE.txt [2025-11-26T21:24:42.122230] [INFO ] [sig ] [1098/3599] Completed EOSE in 0.4s | 2.88 sym/s | Total: 6.4m | ETA: 14.5m [2025-11-26T21:24:42.122311] [INFO ] [sig ] [1099/3599] Forecasting EPAC... [2025-11-26T21:24:42.122362] [INFO ] [sig ] Generating forecast for: EPAC [2025-11-26T21:24:42.122407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-11-26T21:24:42.133500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAC'. [2025-11-26T21:24:42.133904] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-11-26T21:24:42.134808] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-11-26T21:24:42.134880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:42.134927] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:42.134966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:42.135035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:42.197102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:42.198006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:42.198111] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:42.198158] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:42.314983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:42.315164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:42.315211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:42.315253] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:42.318693] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-11-26T21:24:42.318996] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-11-26T21:24:42.319147] [INFO ] [sig ] EPAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:42.457499] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPAC.txt [2025-11-26T21:24:42.457688] [INFO ] [sig ] [1099/3599] Completed EPAC in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.5m [2025-11-26T21:24:42.457741] [INFO ] [sig ] [1100/3599] Forecasting EPAM... [2025-11-26T21:24:42.457810] [INFO ] [sig ] Generating forecast for: EPAM [2025-11-26T21:24:42.457847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-11-26T21:24:42.468341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAM'. [2025-11-26T21:24:42.468696] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-11-26T21:24:42.469492] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-11-26T21:24:42.469561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:42.469606] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:42.469666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:42.469740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:42.527145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:42.527872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:42.527969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:42.528016] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:42.649058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:42.649252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:42.649306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:42.649347] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:42.652862] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=92.02%) [2025-11-26T21:24:42.653174] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-11-26T21:24:42.653328] [INFO ] [sig ] EPAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:42.798613] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPAM.txt [2025-11-26T21:24:42.798822] [INFO ] [sig ] [1100/3599] Completed EPAM in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.5m [2025-11-26T21:24:42.798879] [INFO ] [sig ] [1101/3599] Forecasting EPC... [2025-11-26T21:24:42.798921] [INFO ] [sig ] Generating forecast for: EPC [2025-11-26T21:24:42.798962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-11-26T21:24:42.809749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPC'. [2025-11-26T21:24:42.810123] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-11-26T21:24:42.811055] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-11-26T21:24:42.811134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:42.811182] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:42.811221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:42.811289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:42.870797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:42.871689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:42.871791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:42.871839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:42.997297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:42.997513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:42.997578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:42.997616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:43.001084] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=91.72%) [2025-11-26T21:24:43.001386] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-11-26T21:24:43.001552] [INFO ] [sig ] EPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:43.145671] [INFO ] [LOCAL ] Saved forecast: EPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPC.txt [2025-11-26T21:24:43.145830] [INFO ] [sig ] [1101/3599] Completed EPC in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:43.145880] [INFO ] [sig ] [1102/3599] Forecasting EPD... [2025-11-26T21:24:43.145923] [INFO ] [sig ] Generating forecast for: EPD [2025-11-26T21:24:43.145990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-11-26T21:24:43.159433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPD'. [2025-11-26T21:24:43.159815] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-11-26T21:24:43.160614] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-11-26T21:24:43.160705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:43.160753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:43.160793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:43.160863] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:43.218814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:43.219727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:43.219832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:43.219881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:43.338486] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:43.338684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:43.338739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:43.338782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:43.342199] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=79.61%) [2025-11-26T21:24:43.342525] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-11-26T21:24:43.342703] [INFO ] [sig ] EPD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:43.486060] [INFO ] [LOCAL ] Saved forecast: EPD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EPD.txt [2025-11-26T21:24:43.486218] [INFO ] [sig ] [1102/3599] Completed EPD in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:43.486273] [INFO ] [sig ] [1103/3599] Forecasting EPSN... [2025-11-26T21:24:43.486334] [INFO ] [sig ] Generating forecast for: EPSN [2025-11-26T21:24:43.486371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'. [2025-11-26T21:24:43.498110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPSN'. [2025-11-26T21:24:43.498552] [INFO ] [FORECASTER] Starting predict_future for EPSN [2025-11-26T21:24:43.499409] [DEBUG] [LOCAL ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt [2025-11-26T21:24:43.499482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:43.499534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:43.499578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:43.499676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:43.560221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:43.561184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:43.561291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:43.561338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:43.682768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:43.682961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:43.683013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:43.683054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:43.686491] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=21.78%) [2025-11-26T21:24:43.686810] [INFO ] [FORECASTER] Completed predict_future for EPSN [2025-11-26T21:24:43.686958] [INFO ] [sig ] EPSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:43.826696] [INFO ] [LOCAL ] Saved forecast: EPSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EPSN.txt [2025-11-26T21:24:43.826893] [INFO ] [sig ] [1103/3599] Completed EPSN in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:43.826972] [INFO ] [sig ] [1104/3599] Forecasting EQBK... [2025-11-26T21:24:43.827021] [INFO ] [sig ] Generating forecast for: EQBK [2025-11-26T21:24:43.827062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-11-26T21:24:43.838000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQBK'. [2025-11-26T21:24:43.838401] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-11-26T21:24:43.839266] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-11-26T21:24:43.839339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:43.839396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:43.839450] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:43.839538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:43.897400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:43.899122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:43.899252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:43.899301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:44.016110] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:44.016299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:44.016351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:44.016389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:44.019838] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=33.57%) [2025-11-26T21:24:44.020129] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-11-26T21:24:44.020276] [INFO ] [sig ] EQBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:44.160036] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EQBK.txt [2025-11-26T21:24:44.160186] [INFO ] [sig ] [1104/3599] Completed EQBK in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:44.160241] [INFO ] [sig ] [1105/3599] Forecasting EQH... [2025-11-26T21:24:44.160291] [INFO ] [sig ] Generating forecast for: EQH [2025-11-26T21:24:44.160333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-11-26T21:24:44.171006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQH'. [2025-11-26T21:24:44.171324] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-11-26T21:24:44.172129] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-11-26T21:24:44.172200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:44.172245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:44.172285] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:44.172355] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:44.230430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:44.231093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:44.231188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:44.231229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:44.354338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:44.354520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:44.354578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:44.354619] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:44.358065] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=88.97%) [2025-11-26T21:24:44.358378] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-11-26T21:24:44.358526] [INFO ] [sig ] EQH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:44.502562] [INFO ] [LOCAL ] Saved forecast: EQH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EQH.txt [2025-11-26T21:24:44.502807] [INFO ] [sig ] [1105/3599] Completed EQH in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:44.502868] [INFO ] [sig ] [1106/3599] Forecasting EQIX... [2025-11-26T21:24:44.502911] [INFO ] [sig ] Generating forecast for: EQIX [2025-11-26T21:24:44.502952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'. [2025-11-26T21:24:44.513598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQIX'. [2025-11-26T21:24:44.513983] [INFO ] [FORECASTER] Starting predict_future for EQIX [2025-11-26T21:24:44.514801] [DEBUG] [LOCAL ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt [2025-11-26T21:24:44.514870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:44.514916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:44.514963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:44.515041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:44.572533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:44.573464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:44.573566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:44.573613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:44.698227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:44.698417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:44.698471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:44.698512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:44.701925] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=91.43%) [2025-11-26T21:24:44.702219] [INFO ] [FORECASTER] Completed predict_future for EQIX [2025-11-26T21:24:44.702363] [INFO ] [sig ] EQIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:44.844951] [INFO ] [LOCAL ] Saved forecast: EQIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EQIX.txt [2025-11-26T21:24:44.845132] [INFO ] [sig ] [1106/3599] Completed EQIX in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:44.845189] [INFO ] [sig ] [1107/3599] Forecasting ERAS... [2025-11-26T21:24:44.845231] [INFO ] [sig ] Generating forecast for: ERAS [2025-11-26T21:24:44.845299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'. [2025-11-26T21:24:44.856445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERAS'. [2025-11-26T21:24:44.856851] [INFO ] [FORECASTER] Starting predict_future for ERAS [2025-11-26T21:24:44.857700] [DEBUG] [LOCAL ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt [2025-11-26T21:24:44.857772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:44.857816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:44.857852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:44.857920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:44.916016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:44.916930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:44.917032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:44.917079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:45.033448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:45.033617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:45.033691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:45.033734] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:45.037153] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-11-26T21:24:45.037524] [INFO ] [FORECASTER] Completed predict_future for ERAS [2025-11-26T21:24:45.037716] [INFO ] [sig ] ERAS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:45.180182] [INFO ] [LOCAL ] Saved forecast: ERAS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERAS.txt [2025-11-26T21:24:45.180401] [INFO ] [sig ] [1107/3599] Completed ERAS in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:45.180519] [INFO ] [sig ] [1108/3599] Forecasting ERIC... [2025-11-26T21:24:45.180592] [INFO ] [sig ] Generating forecast for: ERIC [2025-11-26T21:24:45.180696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'. [2025-11-26T21:24:45.191288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIC'. [2025-11-26T21:24:45.191713] [INFO ] [FORECASTER] Starting predict_future for ERIC [2025-11-26T21:24:45.192556] [DEBUG] [LOCAL ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt [2025-11-26T21:24:45.192630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:45.192737] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:45.192785] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:45.192857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:45.255577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:45.256683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:45.256785] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:45.256832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:45.380937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:45.381125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:45.381178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:45.381218] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:45.384679] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=84.31%) [2025-11-26T21:24:45.385007] [INFO ] [FORECASTER] Completed predict_future for ERIC [2025-11-26T21:24:45.385156] [INFO ] [sig ] ERIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:45.527205] [INFO ] [LOCAL ] Saved forecast: ERIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ERIC.txt [2025-11-26T21:24:45.527413] [INFO ] [sig ] [1108/3599] Completed ERIC in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:45.527488] [INFO ] [sig ] [1109/3599] Forecasting ERIE... [2025-11-26T21:24:45.527532] [INFO ] [sig ] Generating forecast for: ERIE [2025-11-26T21:24:45.527628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'. [2025-11-26T21:24:45.538833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIE'. [2025-11-26T21:24:45.539231] [INFO ] [FORECASTER] Starting predict_future for ERIE [2025-11-26T21:24:45.540062] [DEBUG] [LOCAL ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt [2025-11-26T21:24:45.540132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:45.540177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:45.540217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:45.540284] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:45.598119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:45.599057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:45.599163] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:45.599213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:45.718242] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:45.718393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:45.718445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:45.718488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:45.721884] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-11-26T21:24:45.722186] [INFO ] [FORECASTER] Completed predict_future for ERIE [2025-11-26T21:24:45.722332] [INFO ] [sig ] ERIE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:45.862303] [INFO ] [LOCAL ] Saved forecast: ERIE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERIE.txt [2025-11-26T21:24:45.862446] [INFO ] [sig ] [1109/3599] Completed ERIE in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:45.862500] [INFO ] [sig ] [1110/3599] Forecasting ERII... [2025-11-26T21:24:45.862541] [INFO ] [sig ] Generating forecast for: ERII [2025-11-26T21:24:45.862585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'. [2025-11-26T21:24:45.872819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERII'. [2025-11-26T21:24:45.873125] [INFO ] [FORECASTER] Starting predict_future for ERII [2025-11-26T21:24:45.873939] [DEBUG] [LOCAL ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt [2025-11-26T21:24:45.874008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:45.874052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:45.874092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:45.874165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:45.931636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:45.932349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:45.932446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:45.932492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:46.050924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:46.051093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:46.051145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:46.051187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:46.054580] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=25.22%) [2025-11-26T21:24:46.054901] [INFO ] [FORECASTER] Completed predict_future for ERII [2025-11-26T21:24:46.055062] [INFO ] [sig ] ERII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:46.195184] [INFO ] [LOCAL ] Saved forecast: ERII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERII.txt [2025-11-26T21:24:46.195329] [INFO ] [sig ] [1110/3599] Completed ERII in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:46.195383] [INFO ] [sig ] [1111/3599] Forecasting ERNA... [2025-11-26T21:24:46.195425] [INFO ] [sig ] Generating forecast for: ERNA [2025-11-26T21:24:46.195461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'. [2025-11-26T21:24:46.205828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERNA'. [2025-11-26T21:24:46.206188] [INFO ] [FORECASTER] Starting predict_future for ERNA [2025-11-26T21:24:46.207011] [DEBUG] [LOCAL ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt [2025-11-26T21:24:46.207094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:46.207141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:46.207181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:46.207247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:46.266938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:46.267610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:46.267727] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:46.267777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:46.389003] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:46.389168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:46.389220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:46.389262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:46.392599] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=61.81%) [2025-11-26T21:24:46.392918] [INFO ] [FORECASTER] Completed predict_future for ERNA [2025-11-26T21:24:46.393062] [INFO ] [sig ] ERNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:46.533746] [INFO ] [LOCAL ] Saved forecast: ERNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ERNA.txt [2025-11-26T21:24:46.533889] [INFO ] [sig ] [1111/3599] Completed ERNA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:46.533943] [INFO ] [sig ] [1112/3599] Forecasting ERO... [2025-11-26T21:24:46.534010] [INFO ] [sig ] Generating forecast for: ERO [2025-11-26T21:24:46.534057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-11-26T21:24:46.544442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERO'. [2025-11-26T21:24:46.544789] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-11-26T21:24:46.545569] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-11-26T21:24:46.545659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:46.545709] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:46.545749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:46.545822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:46.603224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:46.603883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:46.603978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:46.604024] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:46.725175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:46.725324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:46.725375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:46.725414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:46.728808] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=12.17%) [2025-11-26T21:24:46.729110] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-11-26T21:24:46.729256] [INFO ] [sig ] ERO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:46.870513] [INFO ] [LOCAL ] Saved forecast: ERO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ERO.txt [2025-11-26T21:24:46.870692] [INFO ] [sig ] [1112/3599] Completed ERO in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:46.870749] [INFO ] [sig ] [1113/3599] Forecasting ES... [2025-11-26T21:24:46.870816] [INFO ] [sig ] Generating forecast for: ES [2025-11-26T21:24:46.870865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-11-26T21:24:46.880929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ES'. [2025-11-26T21:24:46.881244] [INFO ] [FORECASTER] Starting predict_future for ES [2025-11-26T21:24:46.882060] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-11-26T21:24:46.882130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:46.882173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:46.882210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:46.882276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:46.939815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:46.940584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:46.940705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:46.940754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:47.059771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:47.059949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:47.060003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:47.060046] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:47.063486] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-11-26T21:24:47.063813] [INFO ] [FORECASTER] Completed predict_future for ES [2025-11-26T21:24:47.063963] [INFO ] [sig ] ES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:47.204288] [INFO ] [LOCAL ] Saved forecast: ES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ES.txt [2025-11-26T21:24:47.204453] [INFO ] [sig ] [1113/3599] Completed ES in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:47.204507] [INFO ] [sig ] [1114/3599] Forecasting ESAB... [2025-11-26T21:24:47.204566] [INFO ] [sig ] Generating forecast for: ESAB [2025-11-26T21:24:47.204602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-11-26T21:24:47.215111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESAB'. [2025-11-26T21:24:47.215447] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-11-26T21:24:47.216266] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-11-26T21:24:47.216336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:47.216381] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:47.216420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:47.216492] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:47.274060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:47.274827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:47.274927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:47.274976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:47.396358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:47.396552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:47.396609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:47.396667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:47.400351] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=59.04%) [2025-11-26T21:24:47.400692] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-11-26T21:24:47.400852] [INFO ] [sig ] ESAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:47.540304] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESAB.txt [2025-11-26T21:24:47.540474] [INFO ] [sig ] [1114/3599] Completed ESAB in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:47.540540] [INFO ] [sig ] [1115/3599] Forecasting ESCA... [2025-11-26T21:24:47.540584] [INFO ] [sig ] Generating forecast for: ESCA [2025-11-26T21:24:47.540680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'. [2025-11-26T21:24:47.552137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESCA'. [2025-11-26T21:24:47.552595] [INFO ] [FORECASTER] Starting predict_future for ESCA [2025-11-26T21:24:47.553454] [DEBUG] [LOCAL ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt [2025-11-26T21:24:47.553526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:47.553573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:47.553612] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:47.553718] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:47.610336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:47.611196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:47.611297] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:47.611344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:47.722653] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:47.722830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:47.722883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:47.722923] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:47.726331] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=59.08%) [2025-11-26T21:24:47.726637] [INFO ] [FORECASTER] Completed predict_future for ESCA [2025-11-26T21:24:47.726801] [INFO ] [sig ] ESCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:47.866205] [INFO ] [LOCAL ] Saved forecast: ESCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESCA.txt [2025-11-26T21:24:47.866388] [INFO ] [sig ] [1115/3599] Completed ESCA in 0.3s | 2.88 sym/s | Total: 6.4m | ETA: 14.4m [2025-11-26T21:24:47.866457] [INFO ] [sig ] [1116/3599] Forecasting ESE... [2025-11-26T21:24:47.866536] [INFO ] [sig ] Generating forecast for: ESE [2025-11-26T21:24:47.866582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-11-26T21:24:47.876878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESE'. [2025-11-26T21:24:47.877187] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-11-26T21:24:47.878025] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-11-26T21:24:47.878095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:47.878141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:47.878235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:47.878326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:47.935782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:47.936485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:47.936582] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:47.936628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:48.052999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:48.053154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:48.053207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:48.053246] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:48.056630] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=0.36%) [2025-11-26T21:24:48.056948] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-11-26T21:24:48.057109] [INFO ] [sig ] ESE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:48.199173] [INFO ] [LOCAL ] Saved forecast: ESE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESE.txt [2025-11-26T21:24:48.199352] [INFO ] [sig ] [1116/3599] Completed ESE in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.4m [2025-11-26T21:24:48.199414] [INFO ] [sig ] [1117/3599] Forecasting ESEA... [2025-11-26T21:24:48.199476] [INFO ] [sig ] Generating forecast for: ESEA [2025-11-26T21:24:48.199518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'. [2025-11-26T21:24:48.209808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESEA'. [2025-11-26T21:24:48.210137] [INFO ] [FORECASTER] Starting predict_future for ESEA [2025-11-26T21:24:48.210955] [DEBUG] [LOCAL ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt [2025-11-26T21:24:48.211024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:48.211070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:48.211108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:48.211174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:48.269074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:48.269847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:48.269946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:48.269994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:48.389584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:48.389777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:48.389831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:48.389887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:48.393306] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=80.05%) [2025-11-26T21:24:48.393631] [INFO ] [FORECASTER] Completed predict_future for ESEA [2025-11-26T21:24:48.393816] [INFO ] [sig ] ESEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:48.534810] [INFO ] [LOCAL ] Saved forecast: ESEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESEA.txt [2025-11-26T21:24:48.534967] [INFO ] [sig ] [1117/3599] Completed ESEA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:48.535023] [INFO ] [sig ] [1118/3599] Forecasting ESGD... [2025-11-26T21:24:48.535086] [INFO ] [sig ] Generating forecast for: ESGD [2025-11-26T21:24:48.535127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'. [2025-11-26T21:24:48.545018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGD'. [2025-11-26T21:24:48.545338] [INFO ] [FORECASTER] Starting predict_future for ESGD [2025-11-26T21:24:48.546153] [DEBUG] [LOCAL ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt [2025-11-26T21:24:48.546225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:48.546270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:48.546310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:48.546377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:48.602989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:48.603704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:48.603800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:48.603846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:48.727590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:48.727820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:48.727894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:48.727940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:48.731433] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=8.59%) [2025-11-26T21:24:48.731751] [INFO ] [FORECASTER] Completed predict_future for ESGD [2025-11-26T21:24:48.731899] [INFO ] [sig ] ESGD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:48.872482] [INFO ] [LOCAL ] Saved forecast: ESGD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESGD.txt [2025-11-26T21:24:48.872664] [INFO ] [sig ] [1118/3599] Completed ESGD in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:48.872721] [INFO ] [sig ] [1119/3599] Forecasting ESGE... [2025-11-26T21:24:48.872759] [INFO ] [sig ] Generating forecast for: ESGE [2025-11-26T21:24:48.872799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'. [2025-11-26T21:24:48.883531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGE'. [2025-11-26T21:24:48.883923] [INFO ] [FORECASTER] Starting predict_future for ESGE [2025-11-26T21:24:48.884843] [DEBUG] [LOCAL ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt [2025-11-26T21:24:48.884916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:48.884965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:48.885008] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:48.885077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:48.944495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:48.945257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:48.945357] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:48.945411] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:49.064762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:49.064939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:49.064993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:49.065035] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:49.068449] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=66.84%) [2025-11-26T21:24:49.068769] [INFO ] [FORECASTER] Completed predict_future for ESGE [2025-11-26T21:24:49.068918] [INFO ] [sig ] ESGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:49.208949] [INFO ] [LOCAL ] Saved forecast: ESGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESGE.txt [2025-11-26T21:24:49.209094] [INFO ] [sig ] [1119/3599] Completed ESGE in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:49.209166] [INFO ] [sig ] [1120/3599] Forecasting ESI... [2025-11-26T21:24:49.209228] [INFO ] [sig ] Generating forecast for: ESI [2025-11-26T21:24:49.209311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-11-26T21:24:49.219828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESI'. [2025-11-26T21:24:49.220167] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-11-26T21:24:49.221002] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-11-26T21:24:49.221073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:49.221130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:49.221180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:49.221269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:49.278424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:49.279210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:49.279335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:49.279389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:49.395933] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:49.396127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:49.396186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:49.396237] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:49.399726] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-11-26T21:24:49.400058] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-11-26T21:24:49.400224] [INFO ] [sig ] ESI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:49.540587] [INFO ] [LOCAL ] Saved forecast: ESI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESI.txt [2025-11-26T21:24:49.540797] [INFO ] [sig ] [1120/3599] Completed ESI in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:49.540857] [INFO ] [sig ] [1121/3599] Forecasting ESOA... [2025-11-26T21:24:49.540901] [INFO ] [sig ] Generating forecast for: ESOA [2025-11-26T21:24:49.540961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'. [2025-11-26T21:24:49.551296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESOA'. [2025-11-26T21:24:49.551663] [INFO ] [FORECASTER] Starting predict_future for ESOA [2025-11-26T21:24:49.552479] [DEBUG] [LOCAL ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt [2025-11-26T21:24:49.552553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:49.552602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:49.552674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:49.552751] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:49.611961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:49.612589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:49.612704] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:49.612755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:49.732141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:49.732282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:49.732327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:49.732368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:49.735666] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=65.58%) [2025-11-26T21:24:49.735978] [INFO ] [FORECASTER] Completed predict_future for ESOA [2025-11-26T21:24:49.736126] [INFO ] [sig ] ESOA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:49.877319] [INFO ] [LOCAL ] Saved forecast: ESOA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESOA.txt [2025-11-26T21:24:49.880466] [INFO ] [sig ] [1121/3599] Completed ESOA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:49.880552] [INFO ] [sig ] [1122/3599] Forecasting ESPO... [2025-11-26T21:24:49.880596] [INFO ] [sig ] Generating forecast for: ESPO [2025-11-26T21:24:49.880636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'. [2025-11-26T21:24:49.891715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESPO'. [2025-11-26T21:24:49.892019] [INFO ] [FORECASTER] Starting predict_future for ESPO [2025-11-26T21:24:49.892851] [DEBUG] [LOCAL ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt [2025-11-26T21:24:49.892923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:49.892984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:49.893027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:49.893095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:49.950467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:49.951165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:49.951268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:49.951316] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:50.072233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:50.072379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:50.072432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:50.072475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:50.075870] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=10.29%) [2025-11-26T21:24:50.076172] [INFO ] [FORECASTER] Completed predict_future for ESPO [2025-11-26T21:24:50.076321] [INFO ] [sig ] ESPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:50.215820] [INFO ] [LOCAL ] Saved forecast: ESPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESPO.txt [2025-11-26T21:24:50.215967] [INFO ] [sig ] [1122/3599] Completed ESPO in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:50.216024] [INFO ] [sig ] [1123/3599] Forecasting ESQ... [2025-11-26T21:24:50.216068] [INFO ] [sig ] Generating forecast for: ESQ [2025-11-26T21:24:50.216111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'. [2025-11-26T21:24:50.226064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESQ'. [2025-11-26T21:24:50.226355] [INFO ] [FORECASTER] Starting predict_future for ESQ [2025-11-26T21:24:50.227178] [DEBUG] [LOCAL ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt [2025-11-26T21:24:50.227252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:50.227299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:50.227340] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:50.227409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:50.284451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:50.285133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:50.285229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:50.285269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:50.399596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:50.399775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:50.399839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:50.399882] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:50.403250] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=7.92%) [2025-11-26T21:24:50.403552] [INFO ] [FORECASTER] Completed predict_future for ESQ [2025-11-26T21:24:50.403721] [INFO ] [sig ] ESQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:50.542276] [INFO ] [LOCAL ] Saved forecast: ESQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ESQ.txt [2025-11-26T21:24:50.542410] [INFO ] [sig ] [1123/3599] Completed ESQ in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:50.542457] [INFO ] [sig ] [1124/3599] Forecasting ESTA... [2025-11-26T21:24:50.542500] [INFO ] [sig ] Generating forecast for: ESTA [2025-11-26T21:24:50.542542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'. [2025-11-26T21:24:50.552599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTA'. [2025-11-26T21:24:50.552995] [INFO ] [FORECASTER] Starting predict_future for ESTA [2025-11-26T21:24:50.553815] [DEBUG] [LOCAL ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt [2025-11-26T21:24:50.553885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:50.553930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:50.553969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:50.554036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:50.610883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:50.611529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:50.611627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:50.611688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:50.734672] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:50.735336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:50.735389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:50.735429] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:50.738877] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-11-26T21:24:50.739190] [INFO ] [FORECASTER] Completed predict_future for ESTA [2025-11-26T21:24:50.739336] [INFO ] [sig ] ESTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:50.879497] [INFO ] [LOCAL ] Saved forecast: ESTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESTA.txt [2025-11-26T21:24:50.879707] [INFO ] [sig ] [1124/3599] Completed ESTA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:50.879806] [INFO ] [sig ] [1125/3599] Forecasting ESTC... [2025-11-26T21:24:50.879868] [INFO ] [sig ] Generating forecast for: ESTC [2025-11-26T21:24:50.879983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-11-26T21:24:50.891322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTC'. [2025-11-26T21:24:50.891705] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-11-26T21:24:50.892551] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-11-26T21:24:50.892628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:50.892712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:50.892779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:50.892884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:50.952896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:50.953665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:50.953783] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:50.953852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:51.072728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:51.072898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:51.072976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:51.073041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:51.076511] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-11-26T21:24:51.076875] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-11-26T21:24:51.077056] [INFO ] [sig ] ESTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:51.218507] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ESTC.txt [2025-11-26T21:24:51.218721] [INFO ] [sig ] [1125/3599] Completed ESTC in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:51.218843] [INFO ] [sig ] [1126/3599] Forecasting ETB... [2025-11-26T21:24:51.218920] [INFO ] [sig ] Generating forecast for: ETB [2025-11-26T21:24:51.218973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-11-26T21:24:51.229160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETB'. [2025-11-26T21:24:51.229482] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-11-26T21:24:51.230356] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-11-26T21:24:51.230429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:51.230476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:51.230518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:51.230589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:51.289748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:51.290394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:51.290492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:51.290537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:51.402761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:51.402916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:51.402967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:51.403007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:51.406344] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-11-26T21:24:51.406673] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-11-26T21:24:51.406833] [INFO ] [sig ] ETB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:51.546593] [INFO ] [LOCAL ] Saved forecast: ETB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETB.txt [2025-11-26T21:24:51.546747] [INFO ] [sig ] [1126/3599] Completed ETB in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:51.546803] [INFO ] [sig ] [1127/3599] Forecasting ETD... [2025-11-26T21:24:51.546844] [INFO ] [sig ] Generating forecast for: ETD [2025-11-26T21:24:51.546913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-11-26T21:24:51.557173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETD'. [2025-11-26T21:24:51.557526] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-11-26T21:24:51.558388] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-11-26T21:24:51.558469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:51.558533] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:51.558591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:51.558712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:51.621050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:51.621817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:51.621932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:51.621997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:51.740614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:51.740786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:51.740839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:51.740881] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:51.744272] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=7.77%) [2025-11-26T21:24:51.744583] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-11-26T21:24:51.744778] [INFO ] [sig ] ETD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:51.884779] [INFO ] [LOCAL ] Saved forecast: ETD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETD.txt [2025-11-26T21:24:51.884953] [INFO ] [sig ] [1127/3599] Completed ETD in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:51.885035] [INFO ] [sig ] [1128/3599] Forecasting ETG... [2025-11-26T21:24:51.885100] [INFO ] [sig ] Generating forecast for: ETG [2025-11-26T21:24:51.885195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-11-26T21:24:51.895752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETG'. [2025-11-26T21:24:51.896096] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-11-26T21:24:51.896961] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-11-26T21:24:51.897033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:51.897079] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:51.897120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:51.897188] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:51.957307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:51.958111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:51.958211] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:51.958253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:52.076374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:52.076508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:52.076560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:52.076600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:52.079996] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-11-26T21:24:52.080338] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-11-26T21:24:52.080525] [INFO ] [sig ] ETG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:52.220665] [INFO ] [LOCAL ] Saved forecast: ETG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETG.txt [2025-11-26T21:24:52.220827] [INFO ] [sig ] [1128/3599] Completed ETG in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:52.220901] [INFO ] [sig ] [1129/3599] Forecasting ETHA... [2025-11-26T21:24:52.220970] [INFO ] [sig ] Generating forecast for: ETHA [2025-11-26T21:24:52.221060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'. [2025-11-26T21:24:52.231823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETHA'. [2025-11-26T21:24:52.232167] [INFO ] [FORECASTER] Starting predict_future for ETHA [2025-11-26T21:24:52.233045] [DEBUG] [LOCAL ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt [2025-11-26T21:24:52.233120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:52.233186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:52.233252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:52.233354] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:52.291029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:52.291715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:52.291825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:52.291888] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:52.407819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:52.407970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:52.408036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:52.408115] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:52.411505] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=13.12%) [2025-11-26T21:24:52.411863] [INFO ] [FORECASTER] Completed predict_future for ETHA [2025-11-26T21:24:52.412027] [INFO ] [sig ] ETHA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:52.556782] [INFO ] [LOCAL ] Saved forecast: ETHA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETHA.txt [2025-11-26T21:24:52.556953] [INFO ] [sig ] [1129/3599] Completed ETHA in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:52.557022] [INFO ] [sig ] [1130/3599] Forecasting ETJ... [2025-11-26T21:24:52.557081] [INFO ] [sig ] Generating forecast for: ETJ [2025-11-26T21:24:52.557171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-11-26T21:24:52.568134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETJ'. [2025-11-26T21:24:52.568453] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-11-26T21:24:52.569333] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-11-26T21:24:52.569407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:52.569453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:52.569495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:52.569567] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:52.629611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:52.630310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:52.630407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:52.630454] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:52.752448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:52.752592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:52.752665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:52.752707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:52.756120] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=1.47%) [2025-11-26T21:24:52.756429] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-11-26T21:24:52.756578] [INFO ] [sig ] ETJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:52.896097] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETJ.txt [2025-11-26T21:24:52.896247] [INFO ] [sig ] [1130/3599] Completed ETJ in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:52.896305] [INFO ] [sig ] [1131/3599] Forecasting ETN... [2025-11-26T21:24:52.896351] [INFO ] [sig ] Generating forecast for: ETN [2025-11-26T21:24:52.896417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-11-26T21:24:52.906846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETN'. [2025-11-26T21:24:52.907148] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-11-26T21:24:52.907986] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-11-26T21:24:52.908056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:52.908101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:52.908140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:52.908207] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:52.966877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:52.967609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:52.967729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:52.967798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:53.086914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:53.087075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:53.087126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:53.087165] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:53.090634] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=62.54%) [2025-11-26T21:24:53.090972] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-11-26T21:24:53.091132] [INFO ] [sig ] ETN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:53.229662] [INFO ] [LOCAL ] Saved forecast: ETN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETN.txt [2025-11-26T21:24:53.229809] [INFO ] [sig ] [1131/3599] Completed ETN in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:53.229863] [INFO ] [sig ] [1132/3599] Forecasting ETO... [2025-11-26T21:24:53.229903] [INFO ] [sig ] Generating forecast for: ETO [2025-11-26T21:24:53.229964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-11-26T21:24:53.239667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETO'. [2025-11-26T21:24:53.239973] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-11-26T21:24:53.240797] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-11-26T21:24:53.240866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:53.240911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:53.240950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:53.241021] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:53.297767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:53.298390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:53.298486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:53.298532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:53.422065] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:53.422237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:53.422300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:53.422341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:53.425847] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=33.79%) [2025-11-26T21:24:53.426166] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-11-26T21:24:53.426327] [INFO ] [sig ] ETO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:53.566854] [INFO ] [LOCAL ] Saved forecast: ETO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETO.txt [2025-11-26T21:24:53.567001] [INFO ] [sig ] [1132/3599] Completed ETO in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.3m [2025-11-26T21:24:53.567055] [INFO ] [sig ] [1133/3599] Forecasting ETON... [2025-11-26T21:24:53.567102] [INFO ] [sig ] Generating forecast for: ETON [2025-11-26T21:24:53.567142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'. [2025-11-26T21:24:53.577354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETON'. [2025-11-26T21:24:53.577699] [INFO ] [FORECASTER] Starting predict_future for ETON [2025-11-26T21:24:53.578484] [DEBUG] [LOCAL ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt [2025-11-26T21:24:53.578553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:53.578599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:53.578660] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:53.578746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:53.637281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:53.638024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:53.638122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:53.638171] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:53.754114] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:53.754271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:53.754321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:53.754367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:53.757730] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=71.02%) [2025-11-26T21:24:53.758039] [INFO ] [FORECASTER] Completed predict_future for ETON [2025-11-26T21:24:53.758188] [INFO ] [sig ] ETON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:53.898275] [INFO ] [LOCAL ] Saved forecast: ETON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETON.txt [2025-11-26T21:24:53.898433] [INFO ] [sig ] [1133/3599] Completed ETON in 0.3s | 2.88 sym/s | Total: 6.5m | ETA: 14.2m [2025-11-26T21:24:53.898490] [INFO ] [sig ] [1134/3599] Forecasting ETSY... [2025-11-26T21:24:53.898526] [INFO ] [sig ] Generating forecast for: ETSY [2025-11-26T21:24:53.898585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-11-26T21:24:53.908704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETSY'. [2025-11-26T21:24:53.909016] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-11-26T21:24:53.909826] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-11-26T21:24:53.909895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:53.909940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:53.909977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:53.910043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:53.967192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:53.967982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:53.968082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:53.968130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:54.085923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:54.086090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:54.086141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:54.086181] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:54.089582] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=0.36%) [2025-11-26T21:24:54.089935] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-11-26T21:24:54.090081] [INFO ] [sig ] ETSY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:54.230270] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ETSY.txt [2025-11-26T21:24:54.230430] [INFO ] [sig ] [1134/3599] Completed ETSY in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:54.230484] [INFO ] [sig ] [1135/3599] Forecasting ETY... [2025-11-26T21:24:54.230526] [INFO ] [sig ] Generating forecast for: ETY [2025-11-26T21:24:54.230567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-11-26T21:24:54.240893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETY'. [2025-11-26T21:24:54.241221] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-11-26T21:24:54.242033] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-11-26T21:24:54.242115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:54.242161] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:54.242200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:54.242266] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:54.303203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:54.304022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:54.304121] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:54.304168] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:54.420485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:54.420661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:54.420721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:54.420760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:54.424090] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=57.37%) [2025-11-26T21:24:54.424391] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-11-26T21:24:54.424555] [INFO ] [sig ] ETY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:54.564273] [INFO ] [LOCAL ] Saved forecast: ETY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ETY.txt [2025-11-26T21:24:54.564424] [INFO ] [sig ] [1135/3599] Completed ETY in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:54.564483] [INFO ] [sig ] [1136/3599] Forecasting EUFN... [2025-11-26T21:24:54.564528] [INFO ] [sig ] Generating forecast for: EUFN [2025-11-26T21:24:54.564591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'. [2025-11-26T21:24:54.574562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EUFN'. [2025-11-26T21:24:54.574892] [INFO ] [FORECASTER] Starting predict_future for EUFN [2025-11-26T21:24:54.575709] [DEBUG] [LOCAL ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt [2025-11-26T21:24:54.575777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:54.575822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:54.575864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:54.575932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:54.633862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:54.634533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:54.634630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:54.634690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:54.753432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:54.753583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:54.753635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:54.753692] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:54.757089] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-11-26T21:24:54.757390] [INFO ] [FORECASTER] Completed predict_future for EUFN [2025-11-26T21:24:54.757559] [INFO ] [sig ] EUFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:54.896972] [INFO ] [LOCAL ] Saved forecast: EUFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EUFN.txt [2025-11-26T21:24:54.897120] [INFO ] [sig ] [1136/3599] Completed EUFN in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:54.897172] [INFO ] [sig ] [1137/3599] Forecasting EVAX... [2025-11-26T21:24:54.897212] [INFO ] [sig ] Generating forecast for: EVAX [2025-11-26T21:24:54.897249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'. [2025-11-26T21:24:54.907579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVAX'. [2025-11-26T21:24:54.907948] [INFO ] [FORECASTER] Starting predict_future for EVAX [2025-11-26T21:24:54.908758] [DEBUG] [LOCAL ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt [2025-11-26T21:24:54.908828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:54.908873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:54.908911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:54.908977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:54.966433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:54.967096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:54.967192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:54.967239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:55.086906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:55.087048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:55.087116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:55.087174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:55.090663] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=15.35%) [2025-11-26T21:24:55.091002] [INFO ] [FORECASTER] Completed predict_future for EVAX [2025-11-26T21:24:55.091171] [INFO ] [sig ] EVAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:55.236630] [INFO ] [LOCAL ] Saved forecast: EVAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVAX.txt [2025-11-26T21:24:55.236809] [INFO ] [sig ] [1137/3599] Completed EVAX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:55.236906] [INFO ] [sig ] [1138/3599] Forecasting EVC... [2025-11-26T21:24:55.236977] [INFO ] [sig ] Generating forecast for: EVC [2025-11-26T21:24:55.237034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-11-26T21:24:55.247730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVC'. [2025-11-26T21:24:55.248078] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-11-26T21:24:55.248969] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-11-26T21:24:55.249041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:55.249088] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:55.249129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:55.249215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:55.311317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:55.312069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:55.312169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:55.312218] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:55.434515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:55.434674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:55.434725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:55.434765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:55.438232] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=51.93%) [2025-11-26T21:24:55.438550] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-11-26T21:24:55.438737] [INFO ] [sig ] EVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:55.579753] [INFO ] [LOCAL ] Saved forecast: EVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVC.txt [2025-11-26T21:24:55.579908] [INFO ] [sig ] [1138/3599] Completed EVC in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:55.579962] [INFO ] [sig ] [1139/3599] Forecasting EVCM... [2025-11-26T21:24:55.580009] [INFO ] [sig ] Generating forecast for: EVCM [2025-11-26T21:24:55.580068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'. [2025-11-26T21:24:55.590539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVCM'. [2025-11-26T21:24:55.590915] [INFO ] [FORECASTER] Starting predict_future for EVCM [2025-11-26T21:24:55.591789] [DEBUG] [LOCAL ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt [2025-11-26T21:24:55.591863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:55.591912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:55.591953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:55.592022] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:55.651695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:55.652358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:55.652457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:55.652503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:55.771438] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:55.771586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:55.771636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:55.771706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:55.775404] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=64.48%) [2025-11-26T21:24:55.775737] [INFO ] [FORECASTER] Completed predict_future for EVCM [2025-11-26T21:24:55.775892] [INFO ] [sig ] EVCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:55.915474] [INFO ] [LOCAL ] Saved forecast: EVCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVCM.txt [2025-11-26T21:24:55.915615] [INFO ] [sig ] [1139/3599] Completed EVCM in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:55.915701] [INFO ] [sig ] [1140/3599] Forecasting EVEX... [2025-11-26T21:24:55.915752] [INFO ] [sig ] Generating forecast for: EVEX [2025-11-26T21:24:55.915792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-11-26T21:24:55.925911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVEX'. [2025-11-26T21:24:55.926223] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-11-26T21:24:55.927059] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-11-26T21:24:55.927131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:55.927176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:55.927216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:55.927283] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:55.983885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:55.984518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:55.984613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:55.984677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:56.101911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:56.102041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:56.102088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:56.102127] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:56.105343] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-11-26T21:24:56.105674] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-11-26T21:24:56.105821] [INFO ] [sig ] EVEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:56.245857] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVEX.txt [2025-11-26T21:24:56.246006] [INFO ] [sig ] [1140/3599] Completed EVEX in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:56.246067] [INFO ] [sig ] [1141/3599] Forecasting EVF... [2025-11-26T21:24:56.246109] [INFO ] [sig ] Generating forecast for: EVF [2025-11-26T21:24:56.246149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-11-26T21:24:56.259933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVF'. [2025-11-26T21:24:56.260266] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-11-26T21:24:56.261083] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-11-26T21:24:56.261152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:56.261196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:56.261235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:56.261305] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:56.319803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:56.320472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:56.320570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:56.320618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:56.433905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:56.434061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:56.434118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:56.434160] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:56.437665] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-11-26T21:24:56.437977] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-11-26T21:24:56.438138] [INFO ] [sig ] EVF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:56.580579] [INFO ] [LOCAL ] Saved forecast: EVF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVF.txt [2025-11-26T21:24:56.580744] [INFO ] [sig ] [1141/3599] Completed EVF in 0.3s | 2.88 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:56.580807] [INFO ] [sig ] [1142/3599] Forecasting EVG... [2025-11-26T21:24:56.580850] [INFO ] [sig ] Generating forecast for: EVG [2025-11-26T21:24:56.580909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-11-26T21:24:56.591237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVG'. [2025-11-26T21:24:56.591573] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-11-26T21:24:56.592391] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-11-26T21:24:56.592462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:56.592508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:56.592547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:56.592625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:56.651375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:56.652068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:56.652167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:56.652216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:56.763021] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:56.763195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:56.763249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:56.763291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:56.766630] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=32.09%) [2025-11-26T21:24:56.766948] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-11-26T21:24:56.767093] [INFO ] [sig ] EVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:56.906687] [INFO ] [LOCAL ] Saved forecast: EVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVG.txt [2025-11-26T21:24:56.906841] [INFO ] [sig ] [1142/3599] Completed EVG in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:56.906898] [INFO ] [sig ] [1143/3599] Forecasting EVGN... [2025-11-26T21:24:56.906939] [INFO ] [sig ] Generating forecast for: EVGN [2025-11-26T21:24:56.906980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'. [2025-11-26T21:24:56.917267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGN'. [2025-11-26T21:24:56.917613] [INFO ] [FORECASTER] Starting predict_future for EVGN [2025-11-26T21:24:56.918420] [DEBUG] [LOCAL ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt [2025-11-26T21:24:56.918491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:56.918536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:56.918576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:56.918671] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:56.976402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:56.977101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:56.977200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:56.977248] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:57.091441] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:57.091600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:57.091666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:57.091707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:57.095077] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: UP (p=75.91%) [2025-11-26T21:24:57.095383] [INFO ] [FORECASTER] Completed predict_future for EVGN [2025-11-26T21:24:57.095536] [INFO ] [sig ] EVGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:57.235337] [INFO ] [LOCAL ] Saved forecast: EVGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVGN.txt [2025-11-26T21:24:57.235490] [INFO ] [sig ] [1143/3599] Completed EVGN in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:57.235553] [INFO ] [sig ] [1144/3599] Forecasting EVGO... [2025-11-26T21:24:57.235597] [INFO ] [sig ] Generating forecast for: EVGO [2025-11-26T21:24:57.235677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'. [2025-11-26T21:24:57.245708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGO'. [2025-11-26T21:24:57.246014] [INFO ] [FORECASTER] Starting predict_future for EVGO [2025-11-26T21:24:57.246825] [DEBUG] [LOCAL ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt [2025-11-26T21:24:57.246896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:57.246942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:57.246979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:57.247048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:57.304425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:57.305094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:57.305190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:57.305237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:57.424390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:57.424552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:57.424606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:57.424668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:57.428016] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=36.69%) [2025-11-26T21:24:57.428311] [INFO ] [FORECASTER] Completed predict_future for EVGO [2025-11-26T21:24:57.428459] [INFO ] [sig ] EVGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:57.568139] [INFO ] [LOCAL ] Saved forecast: EVGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVGO.txt [2025-11-26T21:24:57.568294] [INFO ] [sig ] [1144/3599] Completed EVGO in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:57.568351] [INFO ] [sig ] [1145/3599] Forecasting EVH... [2025-11-26T21:24:57.568399] [INFO ] [sig ] Generating forecast for: EVH [2025-11-26T21:24:57.568475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-11-26T21:24:57.579198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVH'. [2025-11-26T21:24:57.579493] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-11-26T21:24:57.580295] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-11-26T21:24:57.580367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:57.580415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:57.580455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:57.580525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:57.638254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:57.638958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:57.639060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:57.639110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:57.759279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:57.759468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:57.759525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:57.759569] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:57.763083] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=51.99%) [2025-11-26T21:24:57.763401] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-11-26T21:24:57.763553] [INFO ] [sig ] EVH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:57.904240] [INFO ] [LOCAL ] Saved forecast: EVH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVH.txt [2025-11-26T21:24:57.904387] [INFO ] [sig ] [1145/3599] Completed EVH in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:57.904444] [INFO ] [sig ] [1146/3599] Forecasting EVN... [2025-11-26T21:24:57.904489] [INFO ] [sig ] Generating forecast for: EVN [2025-11-26T21:24:57.904555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-11-26T21:24:57.914956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVN'. [2025-11-26T21:24:57.915260] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-11-26T21:24:57.916062] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-11-26T21:24:57.916133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:57.916192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:57.916235] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:57.916306] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:57.973505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:57.974182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:57.974279] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:57.974325] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:58.087097] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:58.087260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:58.087313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:58.087353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:58.090756] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=89.88%) [2025-11-26T21:24:58.091054] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-11-26T21:24:58.091201] [INFO ] [sig ] EVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:58.230271] [INFO ] [LOCAL ] Saved forecast: EVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVN.txt [2025-11-26T21:24:58.230419] [INFO ] [sig ] [1146/3599] Completed EVN in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:58.230482] [INFO ] [sig ] [1147/3599] Forecasting EVO... [2025-11-26T21:24:58.230528] [INFO ] [sig ] Generating forecast for: EVO [2025-11-26T21:24:58.230567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'. [2025-11-26T21:24:58.241517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVO'. [2025-11-26T21:24:58.241911] [INFO ] [FORECASTER] Starting predict_future for EVO [2025-11-26T21:24:58.242725] [DEBUG] [LOCAL ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt [2025-11-26T21:24:58.242795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:58.242839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:58.242879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:58.242943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:58.300581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:58.301291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:58.301389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:58.301429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:58.421295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:58.421464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:58.421517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:58.421554] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:58.424950] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=90.66%) [2025-11-26T21:24:58.425257] [INFO ] [FORECASTER] Completed predict_future for EVO [2025-11-26T21:24:58.425406] [INFO ] [sig ] EVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:58.565856] [INFO ] [LOCAL ] Saved forecast: EVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVO.txt [2025-11-26T21:24:58.566035] [INFO ] [sig ] [1147/3599] Completed EVO in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:58.566118] [INFO ] [sig ] [1148/3599] Forecasting EVOK... [2025-11-26T21:24:58.566162] [INFO ] [sig ] Generating forecast for: EVOK [2025-11-26T21:24:58.566205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'. [2025-11-26T21:24:58.576271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVOK'. [2025-11-26T21:24:58.576636] [INFO ] [FORECASTER] Starting predict_future for EVOK [2025-11-26T21:24:58.577478] [DEBUG] [LOCAL ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt [2025-11-26T21:24:58.577562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:58.577610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:58.577670] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:58.577746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:58.634916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:58.635543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:58.635661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:58.635713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:58.751289] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:58.751599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:58.751697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:58.751749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:58.756437] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=41.69%) [2025-11-26T21:24:58.756913] [INFO ] [FORECASTER] Completed predict_future for EVOK [2025-11-26T21:24:58.757116] [INFO ] [sig ] EVOK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:58.904593] [INFO ] [LOCAL ] Saved forecast: EVOK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVOK.txt [2025-11-26T21:24:58.904870] [INFO ] [sig ] [1148/3599] Completed EVOK in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.2m [2025-11-26T21:24:58.904977] [INFO ] [sig ] [1149/3599] Forecasting EVRG... [2025-11-26T21:24:58.905026] [INFO ] [sig ] Generating forecast for: EVRG [2025-11-26T21:24:58.905080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'. [2025-11-26T21:24:58.917656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVRG'. [2025-11-26T21:24:58.918119] [INFO ] [FORECASTER] Starting predict_future for EVRG [2025-11-26T21:24:58.918989] [DEBUG] [LOCAL ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt [2025-11-26T21:24:58.919062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:58.919111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:58.919150] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:58.919224] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:58.975925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:58.976588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:58.976707] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:58.976757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:59.095547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:59.095733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:59.095789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:59.095830] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:59.099192] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=44.21%) [2025-11-26T21:24:59.099490] [INFO ] [FORECASTER] Completed predict_future for EVRG [2025-11-26T21:24:59.099665] [INFO ] [sig ] EVRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:59.238100] [INFO ] [LOCAL ] Saved forecast: EVRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVRG.txt [2025-11-26T21:24:59.238249] [INFO ] [sig ] [1149/3599] Completed EVRG in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.1m [2025-11-26T21:24:59.238335] [INFO ] [sig ] [1150/3599] Forecasting EVSD... [2025-11-26T21:24:59.238378] [INFO ] [sig ] Generating forecast for: EVSD [2025-11-26T21:24:59.238420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'. [2025-11-26T21:24:59.248959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVSD'. [2025-11-26T21:24:59.249335] [INFO ] [FORECASTER] Starting predict_future for EVSD [2025-11-26T21:24:59.250181] [DEBUG] [LOCAL ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt [2025-11-26T21:24:59.250251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:59.250296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:59.250335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:59.250401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:59.306985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:59.307666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:59.307762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:59.307802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:59.423914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:59.424066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:59.424120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:59.424158] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:59.427610] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=49.82%) [2025-11-26T21:24:59.427967] [INFO ] [FORECASTER] Completed predict_future for EVSD [2025-11-26T21:24:59.428141] [INFO ] [sig ] EVSD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:24:59.567654] [INFO ] [LOCAL ] Saved forecast: EVSD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EVSD.txt [2025-11-26T21:24:59.567815] [INFO ] [sig ] [1150/3599] Completed EVSD in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.1m [2025-11-26T21:24:59.567870] [INFO ] [sig ] [1151/3599] Forecasting EVTL... [2025-11-26T21:24:59.567912] [INFO ] [sig ] Generating forecast for: EVTL [2025-11-26T21:24:59.567953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-11-26T21:24:59.577907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVTL'. [2025-11-26T21:24:59.578220] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-11-26T21:24:59.579070] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-11-26T21:24:59.579140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:59.579186] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:59.579224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:59.579290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:59.636197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:59.636861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:59.636958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:59.637004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:24:59.757694] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:24:59.757904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:24:59.757969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:24:59.758011] [INFO ] [FORECASTER] Training complete [2025-11-26T21:24:59.761536] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=81.16%) [2025-11-26T21:24:59.761871] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-11-26T21:24:59.762053] [INFO ] [sig ] EVTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:24:59.900357] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EVTL.txt [2025-11-26T21:24:59.900508] [INFO ] [sig ] [1151/3599] Completed EVTL in 0.3s | 2.89 sym/s | Total: 6.6m | ETA: 14.1m [2025-11-26T21:24:59.900564] [INFO ] [sig ] [1152/3599] Forecasting EWBC... [2025-11-26T21:24:59.900611] [INFO ] [sig ] Generating forecast for: EWBC [2025-11-26T21:24:59.900670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'. [2025-11-26T21:24:59.914080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWBC'. [2025-11-26T21:24:59.914764] [INFO ] [FORECASTER] Starting predict_future for EWBC [2025-11-26T21:24:59.915843] [DEBUG] [LOCAL ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt [2025-11-26T21:24:59.915921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:24:59.915976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:24:59.916015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:24:59.916103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:24:59.979541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:24:59.980818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:24:59.980949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:24:59.981006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:00.117319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:00.117624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:00.117714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:00.117762] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:00.122402] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-11-26T21:25:00.123016] [INFO ] [FORECASTER] Completed predict_future for EWBC [2025-11-26T21:25:00.123236] [INFO ] [sig ] EWBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:00.283789] [INFO ] [LOCAL ] Saved forecast: EWBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EWBC.txt [2025-11-26T21:25:00.284060] [INFO ] [sig ] [1152/3599] Completed EWBC in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:00.284128] [INFO ] [sig ] [1153/3599] Forecasting EWCZ... [2025-11-26T21:25:00.284209] [INFO ] [sig ] Generating forecast for: EWCZ [2025-11-26T21:25:00.284266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'. [2025-11-26T21:25:00.297924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'. [2025-11-26T21:25:00.298576] [INFO ] [FORECASTER] Starting predict_future for EWCZ [2025-11-26T21:25:00.299597] [DEBUG] [LOCAL ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt [2025-11-26T21:25:00.299693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:00.299740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:00.299781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:00.299857] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:00.364165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:00.365411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:00.365534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:00.365584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:00.494509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:00.494742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:00.494821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:00.494876] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:00.498618] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-11-26T21:25:00.498959] [INFO ] [FORECASTER] Completed predict_future for EWCZ [2025-11-26T21:25:00.499119] [INFO ] [sig ] EWCZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:00.646700] [INFO ] [LOCAL ] Saved forecast: EWCZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EWCZ.txt [2025-11-26T21:25:00.646893] [INFO ] [sig ] [1153/3599] Completed EWCZ in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:00.646951] [INFO ] [sig ] [1154/3599] Forecasting EWTX... [2025-11-26T21:25:00.646995] [INFO ] [sig ] Generating forecast for: EWTX [2025-11-26T21:25:00.647061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'. [2025-11-26T21:25:00.658157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWTX'. [2025-11-26T21:25:00.658545] [INFO ] [FORECASTER] Starting predict_future for EWTX [2025-11-26T21:25:00.659414] [DEBUG] [LOCAL ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt [2025-11-26T21:25:00.659487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:00.659535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:00.659577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:00.659667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:00.717344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:00.718360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:00.718468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:00.718517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:00.842754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:00.842960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:00.843013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:00.843057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:00.846720] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=33.03%) [2025-11-26T21:25:00.847035] [INFO ] [FORECASTER] Completed predict_future for EWTX [2025-11-26T21:25:00.847205] [INFO ] [sig ] EWTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:00.992335] [INFO ] [LOCAL ] Saved forecast: EWTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EWTX.txt [2025-11-26T21:25:00.992523] [INFO ] [sig ] [1154/3599] Completed EWTX in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:00.992582] [INFO ] [sig ] [1155/3599] Forecasting EWZS... [2025-11-26T21:25:00.992624] [INFO ] [sig ] Generating forecast for: EWZS [2025-11-26T21:25:00.992846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'. [2025-11-26T21:25:01.004555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWZS'. [2025-11-26T21:25:01.004993] [INFO ] [FORECASTER] Starting predict_future for EWZS [2025-11-26T21:25:01.005889] [DEBUG] [LOCAL ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt [2025-11-26T21:25:01.005967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:01.006014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:01.006054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:01.006125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:01.067376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:01.068211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:01.068335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:01.068384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:01.193577] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:01.193795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:01.193851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:01.193894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:01.197316] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=71.67%) [2025-11-26T21:25:01.197635] [INFO ] [FORECASTER] Completed predict_future for EWZS [2025-11-26T21:25:01.197805] [INFO ] [sig ] EWZS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:01.336682] [INFO ] [LOCAL ] Saved forecast: EWZS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EWZS.txt [2025-11-26T21:25:01.336859] [INFO ] [sig ] [1155/3599] Completed EWZS in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:01.336915] [INFO ] [sig ] [1156/3599] Forecasting EXAS... [2025-11-26T21:25:01.336984] [INFO ] [sig ] Generating forecast for: EXAS [2025-11-26T21:25:01.337036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'. [2025-11-26T21:25:01.348545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXAS'. [2025-11-26T21:25:01.349036] [INFO ] [FORECASTER] Starting predict_future for EXAS [2025-11-26T21:25:01.349962] [DEBUG] [LOCAL ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt [2025-11-26T21:25:01.350035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:01.350082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:01.350123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:01.350192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:01.408938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:01.410104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:01.410219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:01.410281] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:01.534979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:01.535169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:01.535240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:01.535301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:01.538816] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=75.95%) [2025-11-26T21:25:01.539134] [INFO ] [FORECASTER] Completed predict_future for EXAS [2025-11-26T21:25:01.539301] [INFO ] [sig ] EXAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:01.682338] [INFO ] [LOCAL ] Saved forecast: EXAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXAS.txt [2025-11-26T21:25:01.682571] [INFO ] [sig ] [1156/3599] Completed EXAS in 0.3s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:01.682699] [INFO ] [sig ] [1157/3599] Forecasting EXC... [2025-11-26T21:25:01.682768] [INFO ] [sig ] Generating forecast for: EXC [2025-11-26T21:25:01.682832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'. [2025-11-26T21:25:01.696842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXC'. [2025-11-26T21:25:01.697320] [INFO ] [FORECASTER] Starting predict_future for EXC [2025-11-26T21:25:01.698579] [DEBUG] [LOCAL ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt [2025-11-26T21:25:01.698691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:01.698782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:01.698848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:01.698979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:01.783711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:01.784757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:01.784882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:01.784930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:01.909450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:01.909674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:01.909731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:01.909775] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:01.913391] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=36.74%) [2025-11-26T21:25:01.913745] [INFO ] [FORECASTER] Completed predict_future for EXC [2025-11-26T21:25:01.913905] [INFO ] [sig ] EXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:02.057719] [INFO ] [LOCAL ] Saved forecast: EXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXC.txt [2025-11-26T21:25:02.057915] [INFO ] [sig ] [1157/3599] Completed EXC in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:02.057978] [INFO ] [sig ] [1158/3599] Forecasting EXEL... [2025-11-26T21:25:02.058027] [INFO ] [sig ] Generating forecast for: EXEL [2025-11-26T21:25:02.058067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'. [2025-11-26T21:25:02.071718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXEL'. [2025-11-26T21:25:02.072195] [INFO ] [FORECASTER] Starting predict_future for EXEL [2025-11-26T21:25:02.073084] [DEBUG] [LOCAL ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt [2025-11-26T21:25:02.073161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:02.073207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:02.073247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:02.073312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:02.132191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:02.133145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:02.133257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:02.133312] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:02.259860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:02.260061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:02.260128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:02.260179] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:02.263961] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=41.27%) [2025-11-26T21:25:02.264487] [INFO ] [FORECASTER] Completed predict_future for EXEL [2025-11-26T21:25:02.264679] [INFO ] [sig ] EXEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:02.410299] [INFO ] [LOCAL ] Saved forecast: EXEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXEL.txt [2025-11-26T21:25:02.410510] [INFO ] [sig ] [1158/3599] Completed EXEL in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:02.410599] [INFO ] [sig ] [1159/3599] Forecasting EXFY... [2025-11-26T21:25:02.410667] [INFO ] [sig ] Generating forecast for: EXFY [2025-11-26T21:25:02.410720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'. [2025-11-26T21:25:02.421510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXFY'. [2025-11-26T21:25:02.421923] [INFO ] [FORECASTER] Starting predict_future for EXFY [2025-11-26T21:25:02.422749] [DEBUG] [LOCAL ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt [2025-11-26T21:25:02.422819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:02.422865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:02.422904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:02.422971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:02.482471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:02.483482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:02.483600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:02.483682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:02.614973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:02.615194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:02.615253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:02.615298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:02.619045] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-11-26T21:25:02.619428] [INFO ] [FORECASTER] Completed predict_future for EXFY [2025-11-26T21:25:02.619611] [INFO ] [sig ] EXFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:02.794612] [INFO ] [LOCAL ] Saved forecast: EXFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXFY.txt [2025-11-26T21:25:02.794949] [INFO ] [sig ] [1159/3599] Completed EXFY in 0.4s | 2.89 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:02.795048] [INFO ] [sig ] [1160/3599] Forecasting EXG... [2025-11-26T21:25:02.795124] [INFO ] [sig ] Generating forecast for: EXG [2025-11-26T21:25:02.795196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-11-26T21:25:02.807932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXG'. [2025-11-26T21:25:02.808438] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-11-26T21:25:02.809551] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-11-26T21:25:02.809636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:02.809714] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:02.809771] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:02.809849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:02.877163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:02.878217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:02.878335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:02.878382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:03.048442] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:03.048709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:03.048798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:03.048868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:03.054467] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=54.80%) [2025-11-26T21:25:03.055057] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-11-26T21:25:03.055302] [INFO ] [sig ] EXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:03.228427] [INFO ] [LOCAL ] Saved forecast: EXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXG.txt [2025-11-26T21:25:03.228695] [INFO ] [sig ] [1160/3599] Completed EXG in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:03.228772] [INFO ] [sig ] [1161/3599] Forecasting EXK... [2025-11-26T21:25:03.228885] [INFO ] [sig ] Generating forecast for: EXK [2025-11-26T21:25:03.228957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-11-26T21:25:03.245050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXK'. [2025-11-26T21:25:03.245873] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-11-26T21:25:03.247430] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-11-26T21:25:03.247557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:03.247611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:03.247675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:03.247778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:03.322846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:03.324343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:03.324515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:03.324578] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:03.495667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:03.495893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:03.495951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:03.495998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:03.499874] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=85.62%) [2025-11-26T21:25:03.500250] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-11-26T21:25:03.500428] [INFO ] [sig ] EXK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:03.653215] [INFO ] [LOCAL ] Saved forecast: EXK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXK.txt [2025-11-26T21:25:03.653418] [INFO ] [sig ] [1161/3599] Completed EXK in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:03.653477] [INFO ] [sig ] [1162/3599] Forecasting EXLS... [2025-11-26T21:25:03.653524] [INFO ] [sig ] Generating forecast for: EXLS [2025-11-26T21:25:03.653592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'. [2025-11-26T21:25:03.665478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXLS'. [2025-11-26T21:25:03.665950] [INFO ] [FORECASTER] Starting predict_future for EXLS [2025-11-26T21:25:03.666846] [DEBUG] [LOCAL ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt [2025-11-26T21:25:03.666921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:03.666971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:03.667014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:03.667084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:03.727051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:03.728108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:03.728228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:03.728278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:03.853893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:03.854056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:03.854110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:03.854152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:03.857725] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=2.60%) [2025-11-26T21:25:03.858083] [INFO ] [FORECASTER] Completed predict_future for EXLS [2025-11-26T21:25:03.858243] [INFO ] [sig ] EXLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:03.998743] [INFO ] [LOCAL ] Saved forecast: EXLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXLS.txt [2025-11-26T21:25:03.998914] [INFO ] [sig ] [1162/3599] Completed EXLS in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:03.998978] [INFO ] [sig ] [1163/3599] Forecasting EXP... [2025-11-26T21:25:03.999056] [INFO ] [sig ] Generating forecast for: EXP [2025-11-26T21:25:03.999102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-11-26T21:25:04.009167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXP'. [2025-11-26T21:25:04.009471] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-11-26T21:25:04.010286] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-11-26T21:25:04.010357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:04.010403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:04.010441] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:04.010508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:04.069397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:04.070207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:04.070310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:04.070362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:04.190619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:04.190802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:04.190849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:04.190892] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:04.194457] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-11-26T21:25:04.194776] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-11-26T21:25:04.194922] [INFO ] [sig ] EXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:04.338807] [INFO ] [LOCAL ] Saved forecast: EXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXP.txt [2025-11-26T21:25:04.338977] [INFO ] [sig ] [1163/3599] Completed EXP in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:04.339074] [INFO ] [sig ] [1164/3599] Forecasting EXPD... [2025-11-26T21:25:04.339121] [INFO ] [sig ] Generating forecast for: EXPD [2025-11-26T21:25:04.339175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-11-26T21:25:04.350730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPD'. [2025-11-26T21:25:04.351163] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-11-26T21:25:04.352023] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-11-26T21:25:04.352104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:04.352168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:04.352226] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:04.352324] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:04.412355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:04.413304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:04.413421] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:04.413485] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:04.536446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:04.536676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:04.536743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:04.536809] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:04.540453] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=76.54%) [2025-11-26T21:25:04.540787] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-11-26T21:25:04.540943] [INFO ] [sig ] EXPD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:04.683167] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXPD.txt [2025-11-26T21:25:04.683349] [INFO ] [sig ] [1164/3599] Completed EXPD in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:04.683404] [INFO ] [sig ] [1165/3599] Forecasting EXPE... [2025-11-26T21:25:04.683448] [INFO ] [sig ] Generating forecast for: EXPE [2025-11-26T21:25:04.683491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'. [2025-11-26T21:25:04.694353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPE'. [2025-11-26T21:25:04.694766] [INFO ] [FORECASTER] Starting predict_future for EXPE [2025-11-26T21:25:04.695568] [DEBUG] [LOCAL ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt [2025-11-26T21:25:04.695665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:04.695716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:04.695755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:04.695823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:04.752815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:04.753740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:04.753845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:04.753892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:04.873655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:04.873853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:04.873906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:04.873945] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:04.877411] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=89.71%) [2025-11-26T21:25:04.877753] [INFO ] [FORECASTER] Completed predict_future for EXPE [2025-11-26T21:25:04.877904] [INFO ] [sig ] EXPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:05.021805] [INFO ] [LOCAL ] Saved forecast: EXPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXPE.txt [2025-11-26T21:25:05.021988] [INFO ] [sig ] [1165/3599] Completed EXPE in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:05.022070] [INFO ] [sig ] [1166/3599] Forecasting EXPI... [2025-11-26T21:25:05.022117] [INFO ] [sig ] Generating forecast for: EXPI [2025-11-26T21:25:05.022162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'. [2025-11-26T21:25:05.034239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPI'. [2025-11-26T21:25:05.034735] [INFO ] [FORECASTER] Starting predict_future for EXPI [2025-11-26T21:25:05.035617] [DEBUG] [LOCAL ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt [2025-11-26T21:25:05.035722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:05.035786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:05.035844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:05.035945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:05.096564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:05.097521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:05.097632] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:05.097740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:05.217835] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:05.218023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:05.218077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:05.218119] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:05.221680] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=84.07%) [2025-11-26T21:25:05.222031] [INFO ] [FORECASTER] Completed predict_future for EXPI [2025-11-26T21:25:05.222205] [INFO ] [sig ] EXPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:05.365450] [INFO ] [LOCAL ] Saved forecast: EXPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/EXPI.txt [2025-11-26T21:25:05.365634] [INFO ] [sig ] [1166/3599] Completed EXPI in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:05.365730] [INFO ] [sig ] [1167/3599] Forecasting EXPO... [2025-11-26T21:25:05.365780] [INFO ] [sig ] Generating forecast for: EXPO [2025-11-26T21:25:05.365821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'. [2025-11-26T21:25:05.375854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPO'. [2025-11-26T21:25:05.376207] [INFO ] [FORECASTER] Starting predict_future for EXPO [2025-11-26T21:25:05.377030] [DEBUG] [LOCAL ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt [2025-11-26T21:25:05.377101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:05.377146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:05.377185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:05.377252] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:05.434610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:05.435505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:05.435610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:05.435675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:05.555246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:05.555433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:05.555489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:05.555531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:05.558999] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T21:25:05.559306] [INFO ] [FORECASTER] Completed predict_future for EXPO [2025-11-26T21:25:05.559458] [INFO ] [sig ] EXPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:05.701287] [INFO ] [LOCAL ] Saved forecast: EXPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EXPO.txt [2025-11-26T21:25:05.701482] [INFO ] [sig ] [1167/3599] Completed EXPO in 0.3s | 2.88 sym/s | Total: 6.7m | ETA: 14.1m [2025-11-26T21:25:05.701563] [INFO ] [sig ] [1168/3599] Forecasting EYE... [2025-11-26T21:25:05.701612] [INFO ] [sig ] Generating forecast for: EYE [2025-11-26T21:25:05.701676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'. [2025-11-26T21:25:05.712970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EYE'. [2025-11-26T21:25:05.713418] [INFO ] [FORECASTER] Starting predict_future for EYE [2025-11-26T21:25:05.714266] [DEBUG] [LOCAL ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt [2025-11-26T21:25:05.714342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:05.714387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:05.714426] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:05.714512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:05.775381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:05.776372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:05.776485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:05.776541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:05.899210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:05.899412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:05.899468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:05.899511] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:05.903125] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=13.17%) [2025-11-26T21:25:05.903456] [INFO ] [FORECASTER] Completed predict_future for EYE [2025-11-26T21:25:05.903616] [INFO ] [sig ] EYE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:06.072734] [INFO ] [LOCAL ] Saved forecast: EYE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EYE.txt [2025-11-26T21:25:06.072936] [INFO ] [sig ] [1168/3599] Completed EYE in 0.4s | 2.88 sym/s | Total: 6.7m | ETA: 14.0m [2025-11-26T21:25:06.073010] [INFO ] [sig ] [1169/3599] Forecasting EZGO... [2025-11-26T21:25:06.073068] [INFO ] [sig ] Generating forecast for: EZGO [2025-11-26T21:25:06.073146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'. [2025-11-26T21:25:06.084425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EZGO'. [2025-11-26T21:25:06.084916] [INFO ] [FORECASTER] Starting predict_future for EZGO [2025-11-26T21:25:06.085823] [DEBUG] [LOCAL ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt [2025-11-26T21:25:06.085900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:06.085947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:06.085987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:06.086058] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:06.147322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:06.148287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:06.148389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:06.148435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:06.264956] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:06.265149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:06.265203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:06.265248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:06.268817] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=16.33%) [2025-11-26T21:25:06.269137] [INFO ] [FORECASTER] Completed predict_future for EZGO [2025-11-26T21:25:06.269291] [INFO ] [sig ] EZGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:06.414990] [INFO ] [LOCAL ] Saved forecast: EZGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/EZGO.txt [2025-11-26T21:25:06.415174] [INFO ] [sig ] [1169/3599] Completed EZGO in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:06.415231] [INFO ] [sig ] [1170/3599] Forecasting F... [2025-11-26T21:25:06.415300] [INFO ] [sig ] Generating forecast for: F [2025-11-26T21:25:06.415349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-11-26T21:25:06.426122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'F'. [2025-11-26T21:25:06.426534] [INFO ] [FORECASTER] Starting predict_future for F [2025-11-26T21:25:06.427370] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-11-26T21:25:06.427480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:06.427528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:06.427569] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:06.427637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:06.487813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:06.488779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:06.488895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:06.488945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:06.609962] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:06.610150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:06.610205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:06.610250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:06.613806] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=3.29%) [2025-11-26T21:25:06.614146] [INFO ] [FORECASTER] Completed predict_future for F [2025-11-26T21:25:06.614300] [INFO ] [sig ] F: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:06.755926] [INFO ] [LOCAL ] Saved forecast: F 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/F.txt [2025-11-26T21:25:06.756118] [INFO ] [sig ] [1170/3599] Completed F in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:06.756173] [INFO ] [sig ] [1171/3599] Forecasting FA... [2025-11-26T21:25:06.756215] [INFO ] [sig ] Generating forecast for: FA [2025-11-26T21:25:06.756280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'. [2025-11-26T21:25:06.767253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FA'. [2025-11-26T21:25:06.767640] [INFO ] [FORECASTER] Starting predict_future for FA [2025-11-26T21:25:06.768518] [DEBUG] [LOCAL ] No optimal features file found for FA: ./output/feature-sets/FA.txt [2025-11-26T21:25:06.768591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:06.768639] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:06.768700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:06.768772] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:06.832704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:06.833682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:06.833791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:06.833841] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:06.953617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:06.953814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:06.953867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:06.953907] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:06.957299] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=71.66%) [2025-11-26T21:25:06.957608] [INFO ] [FORECASTER] Completed predict_future for FA [2025-11-26T21:25:06.957782] [INFO ] [sig ] FA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:07.104506] [INFO ] [LOCAL ] Saved forecast: FA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FA.txt [2025-11-26T21:25:07.104790] [INFO ] [sig ] [1171/3599] Completed FA in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:07.104892] [INFO ] [sig ] [1172/3599] Forecasting FAF... [2025-11-26T21:25:07.104945] [INFO ] [sig ] Generating forecast for: FAF [2025-11-26T21:25:07.104998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-11-26T21:25:07.118459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FAF'. [2025-11-26T21:25:07.118885] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-11-26T21:25:07.119740] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-11-26T21:25:07.119809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:07.119854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:07.119893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:07.119962] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:07.181059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:07.182017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:07.182125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:07.182175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:07.297247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:07.297456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:07.297515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:07.297558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:07.300996] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=81.27%) [2025-11-26T21:25:07.301320] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-11-26T21:25:07.301466] [INFO ] [sig ] FAF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:07.445083] [INFO ] [LOCAL ] Saved forecast: FAF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FAF.txt [2025-11-26T21:25:07.445289] [INFO ] [sig ] [1172/3599] Completed FAF in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:07.445347] [INFO ] [sig ] [1173/3599] Forecasting FALN... [2025-11-26T21:25:07.445389] [INFO ] [sig ] Generating forecast for: FALN [2025-11-26T21:25:07.445432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'. [2025-11-26T21:25:07.456945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FALN'. [2025-11-26T21:25:07.457411] [INFO ] [FORECASTER] Starting predict_future for FALN [2025-11-26T21:25:07.458329] [DEBUG] [LOCAL ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt [2025-11-26T21:25:07.458410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:07.458481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:07.458549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:07.458675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:07.519481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:07.520480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:07.520607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:07.520708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:07.642155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:07.642363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:07.642447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:07.642515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:07.645982] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=70.78%) [2025-11-26T21:25:07.646351] [INFO ] [FORECASTER] Completed predict_future for FALN [2025-11-26T21:25:07.646542] [INFO ] [sig ] FALN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:07.790089] [INFO ] [LOCAL ] Saved forecast: FALN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FALN.txt [2025-11-26T21:25:07.790306] [INFO ] [sig ] [1173/3599] Completed FALN in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:07.790424] [INFO ] [sig ] [1174/3599] Forecasting FANG... [2025-11-26T21:25:07.790499] [INFO ] [sig ] Generating forecast for: FANG [2025-11-26T21:25:07.790557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'. [2025-11-26T21:25:07.801586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FANG'. [2025-11-26T21:25:07.802037] [INFO ] [FORECASTER] Starting predict_future for FANG [2025-11-26T21:25:07.802912] [DEBUG] [LOCAL ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt [2025-11-26T21:25:07.802992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:07.803054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:07.803110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:07.803215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:07.867727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:07.868660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:07.868768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:07.868817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:07.987897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:07.988070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:07.988135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:07.988185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:07.991566] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-11-26T21:25:07.991880] [INFO ] [FORECASTER] Completed predict_future for FANG [2025-11-26T21:25:07.992034] [INFO ] [sig ] FANG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:08.132530] [INFO ] [LOCAL ] Saved forecast: FANG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FANG.txt [2025-11-26T21:25:08.132700] [INFO ] [sig ] [1174/3599] Completed FANG in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:08.132757] [INFO ] [sig ] [1175/3599] Forecasting FARM... [2025-11-26T21:25:08.132800] [INFO ] [sig ] Generating forecast for: FARM [2025-11-26T21:25:08.132843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'. [2025-11-26T21:25:08.143077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FARM'. [2025-11-26T21:25:08.143402] [INFO ] [FORECASTER] Starting predict_future for FARM [2025-11-26T21:25:08.144251] [DEBUG] [LOCAL ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt [2025-11-26T21:25:08.144323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:08.144370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:08.144408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:08.144479] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:08.202760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:08.203559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:08.203680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:08.203731] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:08.322145] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:08.322314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:08.322366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:08.322401] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:08.325781] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=5.68%) [2025-11-26T21:25:08.326111] [INFO ] [FORECASTER] Completed predict_future for FARM [2025-11-26T21:25:08.326261] [INFO ] [sig ] FARM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:08.470185] [INFO ] [LOCAL ] Saved forecast: FARM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FARM.txt [2025-11-26T21:25:08.470337] [INFO ] [sig ] [1175/3599] Completed FARM in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:08.470396] [INFO ] [sig ] [1176/3599] Forecasting FATBP... [2025-11-26T21:25:08.470437] [INFO ] [sig ] Generating forecast for: FATBP [2025-11-26T21:25:08.470479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FATBP' from 'https://tdm.silogroup.org/data/derivative_storage/FATBP.csv'. [2025-11-26T21:25:08.481246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FATBP'. [2025-11-26T21:25:08.481624] [INFO ] [FORECASTER] Starting predict_future for FATBP [2025-11-26T21:25:08.482495] [DEBUG] [LOCAL ] No optimal features file found for FATBP: ./output/feature-sets/FATBP.txt [2025-11-26T21:25:08.482574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:08.482663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:08.482735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:08.482845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:08.542634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:08.543595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:08.543765] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:08.543831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:08.655914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:08.656121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:08.656216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:08.656274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:08.660860] [DEBUG] [FORECASTER] FATBP: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-11-26T21:25:08.661337] [INFO ] [FORECASTER] Completed predict_future for FATBP [2025-11-26T21:25:08.661528] [INFO ] [sig ] FATBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:08.801418] [INFO ] [LOCAL ] Saved forecast: FATBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FATBP.txt [2025-11-26T21:25:08.801560] [INFO ] [sig ] [1176/3599] Completed FATBP in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:08.801614] [INFO ] [sig ] [1177/3599] Forecasting FBIN... [2025-11-26T21:25:08.801675] [INFO ] [sig ] Generating forecast for: FBIN [2025-11-26T21:25:08.801721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-11-26T21:25:08.812737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIN'. [2025-11-26T21:25:08.813110] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-11-26T21:25:08.813993] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-11-26T21:25:08.814075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:08.814137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:08.814189] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:08.814269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:08.874474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:08.875382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:08.875486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:08.875534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:08.996892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:08.997094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:08.997151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:08.997195] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:09.000726] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=8.52%) [2025-11-26T21:25:09.001034] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-11-26T21:25:09.001218] [INFO ] [sig ] FBIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:09.140790] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBIN.txt [2025-11-26T21:25:09.140948] [INFO ] [sig ] [1177/3599] Completed FBIN in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:09.141002] [INFO ] [sig ] [1178/3599] Forecasting FBIO... [2025-11-26T21:25:09.141042] [INFO ] [sig ] Generating forecast for: FBIO [2025-11-26T21:25:09.141087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'. [2025-11-26T21:25:09.151758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIO'. [2025-11-26T21:25:09.152185] [INFO ] [FORECASTER] Starting predict_future for FBIO [2025-11-26T21:25:09.153076] [DEBUG] [LOCAL ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt [2025-11-26T21:25:09.153151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:09.153198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:09.153238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:09.153308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:09.213049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:09.213788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:09.213883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:09.213930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:09.334490] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:09.334686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:09.334740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:09.334783] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:09.338225] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=8.89%) [2025-11-26T21:25:09.338526] [INFO ] [FORECASTER] Completed predict_future for FBIO [2025-11-26T21:25:09.338691] [INFO ] [sig ] FBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:09.524392] [INFO ] [LOCAL ] Saved forecast: FBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBIO.txt [2025-11-26T21:25:09.524560] [INFO ] [sig ] [1178/3599] Completed FBIO in 0.4s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:09.524613] [INFO ] [sig ] [1179/3599] Forecasting FBIZ... [2025-11-26T21:25:09.524667] [INFO ] [sig ] Generating forecast for: FBIZ [2025-11-26T21:25:09.524709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'. [2025-11-26T21:25:09.535015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'. [2025-11-26T21:25:09.535367] [INFO ] [FORECASTER] Starting predict_future for FBIZ [2025-11-26T21:25:09.536198] [DEBUG] [LOCAL ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt [2025-11-26T21:25:09.536278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:09.536326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:09.536369] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:09.536443] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:09.598880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:09.599890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:09.600004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:09.600059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:09.718358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:09.718540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:09.718593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:09.718636] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:09.722094] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: DOWN (p=31.10%) [2025-11-26T21:25:09.722401] [INFO ] [FORECASTER] Completed predict_future for FBIZ [2025-11-26T21:25:09.722549] [INFO ] [sig ] FBIZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:09.865081] [INFO ] [LOCAL ] Saved forecast: FBIZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBIZ.txt [2025-11-26T21:25:09.865251] [INFO ] [sig ] [1179/3599] Completed FBIZ in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:09.865308] [INFO ] [sig ] [1180/3599] Forecasting FBK... [2025-11-26T21:25:09.865352] [INFO ] [sig ] Generating forecast for: FBK [2025-11-26T21:25:09.865397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-11-26T21:25:09.875579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBK'. [2025-11-26T21:25:09.875941] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-11-26T21:25:09.876799] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-11-26T21:25:09.876872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:09.876918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:09.876959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:09.877030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:09.936566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:09.937414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:09.937536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:09.937586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:10.056308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:10.056473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:10.056526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:10.056571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:10.060075] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=56.46%) [2025-11-26T21:25:10.060386] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-11-26T21:25:10.060540] [INFO ] [sig ] FBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:10.201483] [INFO ] [LOCAL ] Saved forecast: FBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FBK.txt [2025-11-26T21:25:10.201685] [INFO ] [sig ] [1180/3599] Completed FBK in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:10.201742] [INFO ] [sig ] [1181/3599] Forecasting FBL... [2025-11-26T21:25:10.201788] [INFO ] [sig ] Generating forecast for: FBL [2025-11-26T21:25:10.201829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'. [2025-11-26T21:25:10.213180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBL'. [2025-11-26T21:25:10.213579] [INFO ] [FORECASTER] Starting predict_future for FBL [2025-11-26T21:25:10.214409] [DEBUG] [LOCAL ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt [2025-11-26T21:25:10.214482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:10.214543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:10.214584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:10.214675] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:10.275389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:10.276338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:10.276448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:10.276498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:10.398453] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:10.398669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:10.398729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:10.398771] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:10.402326] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=41.84%) [2025-11-26T21:25:10.402691] [INFO ] [FORECASTER] Completed predict_future for FBL [2025-11-26T21:25:10.402848] [INFO ] [sig ] FBL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:10.546458] [INFO ] [LOCAL ] Saved forecast: FBL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FBL.txt [2025-11-26T21:25:10.546635] [INFO ] [sig ] [1181/3599] Completed FBL in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:10.546719] [INFO ] [sig ] [1182/3599] Forecasting FBNC... [2025-11-26T21:25:10.546762] [INFO ] [sig ] Generating forecast for: FBNC [2025-11-26T21:25:10.546803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'. [2025-11-26T21:25:10.557545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBNC'. [2025-11-26T21:25:10.557994] [INFO ] [FORECASTER] Starting predict_future for FBNC [2025-11-26T21:25:10.558819] [DEBUG] [LOCAL ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt [2025-11-26T21:25:10.558891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:10.558936] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:10.558974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:10.559042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:10.618004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:10.618964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:10.619069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:10.619119] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:10.734982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:10.735167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:10.735221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:10.735261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:10.738755] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=73.97%) [2025-11-26T21:25:10.739095] [INFO ] [FORECASTER] Completed predict_future for FBNC [2025-11-26T21:25:10.739249] [INFO ] [sig ] FBNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:10.883993] [INFO ] [LOCAL ] Saved forecast: FBNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FBNC.txt [2025-11-26T21:25:10.884163] [INFO ] [sig ] [1182/3599] Completed FBNC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:10.884230] [INFO ] [sig ] [1183/3599] Forecasting FBP... [2025-11-26T21:25:10.884278] [INFO ] [sig ] Generating forecast for: FBP [2025-11-26T21:25:10.884327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-11-26T21:25:10.894949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBP'. [2025-11-26T21:25:10.895287] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-11-26T21:25:10.896085] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-11-26T21:25:10.896156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:10.896202] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:10.896242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:10.896311] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:10.952984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:10.953603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:10.953716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:10.953765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:11.072006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:11.072145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:11.072195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:11.072236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:11.075456] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-11-26T21:25:11.075771] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-11-26T21:25:11.075914] [INFO ] [sig ] FBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:11.216802] [INFO ] [LOCAL ] Saved forecast: FBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FBP.txt [2025-11-26T21:25:11.216987] [INFO ] [sig ] [1183/3599] Completed FBP in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:11.217041] [INFO ] [sig ] [1184/3599] Forecasting FC... [2025-11-26T21:25:11.217085] [INFO ] [sig ] Generating forecast for: FC [2025-11-26T21:25:11.217129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-11-26T21:25:11.228274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FC'. [2025-11-26T21:25:11.228677] [INFO ] [FORECASTER] Starting predict_future for FC [2025-11-26T21:25:11.229707] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-11-26T21:25:11.229778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:11.229825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:11.229880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:11.229967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:11.291353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:11.292288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:11.292396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:11.292446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:11.418403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:11.418590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:11.418660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:11.418707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:11.422233] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=86.25%) [2025-11-26T21:25:11.422541] [INFO ] [FORECASTER] Completed predict_future for FC [2025-11-26T21:25:11.422715] [INFO ] [sig ] FC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:11.564688] [INFO ] [LOCAL ] Saved forecast: FC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FC.txt [2025-11-26T21:25:11.564872] [INFO ] [sig ] [1184/3599] Completed FC in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 14.0m [2025-11-26T21:25:11.564936] [INFO ] [sig ] [1185/3599] Forecasting FCAL... [2025-11-26T21:25:11.564990] [INFO ] [sig ] Generating forecast for: FCAL [2025-11-26T21:25:11.565034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'. [2025-11-26T21:25:11.576179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCAL'. [2025-11-26T21:25:11.576606] [INFO ] [FORECASTER] Starting predict_future for FCAL [2025-11-26T21:25:11.577470] [DEBUG] [LOCAL ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt [2025-11-26T21:25:11.577543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:11.577589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:11.577630] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:11.577724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:11.636760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:11.637726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:11.637837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:11.637891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:11.747031] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:11.747227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:11.747280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:11.747315] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:11.750848] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=83.88%) [2025-11-26T21:25:11.751184] [INFO ] [FORECASTER] Completed predict_future for FCAL [2025-11-26T21:25:11.751344] [INFO ] [sig ] FCAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:11.894769] [INFO ] [LOCAL ] Saved forecast: FCAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCAL.txt [2025-11-26T21:25:11.894959] [INFO ] [sig ] [1185/3599] Completed FCAL in 0.3s | 2.88 sym/s | Total: 6.8m | ETA: 13.9m [2025-11-26T21:25:11.895017] [INFO ] [sig ] [1186/3599] Forecasting FCBC... [2025-11-26T21:25:11.895060] [INFO ] [sig ] Generating forecast for: FCBC [2025-11-26T21:25:11.895103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'. [2025-11-26T21:25:11.905794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCBC'. [2025-11-26T21:25:11.906172] [INFO ] [FORECASTER] Starting predict_future for FCBC [2025-11-26T21:25:11.907129] [DEBUG] [LOCAL ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt [2025-11-26T21:25:11.907199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:11.907243] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:11.907282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:11.907349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:11.965084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:11.965936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:11.966036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:11.966083] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:12.087529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:12.087751] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:25:12.087807] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:12.087850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:12.091266] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=62.20%) [2025-11-26T21:25:12.091560] [INFO ] [FORECASTER] Completed predict_future for FCBC [2025-11-26T21:25:12.091741] [INFO ] [sig ] FCBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:12.230443] [INFO ] [LOCAL ] Saved forecast: FCBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCBC.txt [2025-11-26T21:25:12.230604] [INFO ] [sig ] [1186/3599] Completed FCBC in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:12.230678] [INFO ] [sig ] [1187/3599] Forecasting FCCO... [2025-11-26T21:25:12.230723] [INFO ] [sig ] Generating forecast for: FCCO [2025-11-26T21:25:12.230765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'. [2025-11-26T21:25:12.241386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCCO'. [2025-11-26T21:25:12.241794] [INFO ] [FORECASTER] Starting predict_future for FCCO [2025-11-26T21:25:12.242577] [DEBUG] [LOCAL ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt [2025-11-26T21:25:12.242672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:12.242724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:12.242763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:12.242832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:12.301795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:12.302582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:12.302706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:12.302758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:12.424624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:12.424825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:12.424878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:12.424921] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:12.428348] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=70.83%) [2025-11-26T21:25:12.428668] [INFO ] [FORECASTER] Completed predict_future for FCCO [2025-11-26T21:25:12.428814] [INFO ] [sig ] FCCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:12.569906] [INFO ] [LOCAL ] Saved forecast: FCCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCCO.txt [2025-11-26T21:25:12.570151] [INFO ] [sig ] [1187/3599] Completed FCCO in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:12.570230] [INFO ] [sig ] [1188/3599] Forecasting FCEL... [2025-11-26T21:25:12.570308] [INFO ] [sig ] Generating forecast for: FCEL [2025-11-26T21:25:12.570352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'. [2025-11-26T21:25:12.581436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCEL'. [2025-11-26T21:25:12.581868] [INFO ] [FORECASTER] Starting predict_future for FCEL [2025-11-26T21:25:12.582748] [DEBUG] [LOCAL ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt [2025-11-26T21:25:12.582831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:12.582886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:12.582926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:12.582996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:12.641293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:12.642256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:12.642371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:12.642426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:12.758498] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:12.758704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:12.758761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:12.758824] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:12.762428] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=63.53%) [2025-11-26T21:25:12.762772] [INFO ] [FORECASTER] Completed predict_future for FCEL [2025-11-26T21:25:12.762933] [INFO ] [sig ] FCEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:12.915986] [INFO ] [LOCAL ] Saved forecast: FCEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCEL.txt [2025-11-26T21:25:12.916226] [INFO ] [sig ] [1188/3599] Completed FCEL in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:12.916289] [INFO ] [sig ] [1189/3599] Forecasting FCF... [2025-11-26T21:25:12.916337] [INFO ] [sig ] Generating forecast for: FCF [2025-11-26T21:25:12.916415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-11-26T21:25:12.928507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCF'. [2025-11-26T21:25:12.928917] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-11-26T21:25:12.929787] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-11-26T21:25:12.929858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:12.929904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:12.929944] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:12.930014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:12.990015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:12.990870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:12.990975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:12.991024] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:13.111766] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:13.111945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:13.111998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:13.112035] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:13.115491] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-11-26T21:25:13.115818] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-11-26T21:25:13.115972] [INFO ] [sig ] FCF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:13.256910] [INFO ] [LOCAL ] Saved forecast: FCF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCF.txt [2025-11-26T21:25:13.257043] [INFO ] [sig ] [1189/3599] Completed FCF in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:13.257094] [INFO ] [sig ] [1190/3599] Forecasting FCFS... [2025-11-26T21:25:13.257138] [INFO ] [sig ] Generating forecast for: FCFS [2025-11-26T21:25:13.257185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'. [2025-11-26T21:25:13.268510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCFS'. [2025-11-26T21:25:13.268849] [INFO ] [FORECASTER] Starting predict_future for FCFS [2025-11-26T21:25:13.269671] [DEBUG] [LOCAL ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt [2025-11-26T21:25:13.269744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:13.269793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:13.269836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:13.269906] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:13.328577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:13.329291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:13.329413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:13.329465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:13.447462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:13.447616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:13.447701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:13.447746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:13.451137] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-11-26T21:25:13.451444] [INFO ] [FORECASTER] Completed predict_future for FCFS [2025-11-26T21:25:13.451598] [INFO ] [sig ] FCFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:13.593897] [INFO ] [LOCAL ] Saved forecast: FCFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCFS.txt [2025-11-26T21:25:13.594045] [INFO ] [sig ] [1190/3599] Completed FCFS in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:13.594102] [INFO ] [sig ] [1191/3599] Forecasting FCN... [2025-11-26T21:25:13.594146] [INFO ] [sig ] Generating forecast for: FCN [2025-11-26T21:25:13.594191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-11-26T21:25:13.605127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCN'. [2025-11-26T21:25:13.605440] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-11-26T21:25:13.606247] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-11-26T21:25:13.606320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:13.606367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:13.606407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:13.606477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:13.666415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:13.667084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:13.667188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:13.667238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:13.789274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:13.789521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:13.789581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:13.789624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:13.793476] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=4.38%) [2025-11-26T21:25:13.793809] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-11-26T21:25:13.793964] [INFO ] [sig ] FCN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:13.936829] [INFO ] [LOCAL ] Saved forecast: FCN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCN.txt [2025-11-26T21:25:13.936988] [INFO ] [sig ] [1191/3599] Completed FCN in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:13.937053] [INFO ] [sig ] [1192/3599] Forecasting FCNCA... [2025-11-26T21:25:13.937108] [INFO ] [sig ] Generating forecast for: FCNCA [2025-11-26T21:25:13.937177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'. [2025-11-26T21:25:13.948455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'. [2025-11-26T21:25:13.948773] [INFO ] [FORECASTER] Starting predict_future for FCNCA [2025-11-26T21:25:13.949591] [DEBUG] [LOCAL ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt [2025-11-26T21:25:13.949686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:13.949733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:13.949786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:13.949859] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:14.012050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:14.012956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:14.013062] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:14.013112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:14.129375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:14.129540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:14.129593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:14.129636] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:14.133090] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=87.89%) [2025-11-26T21:25:14.133392] [INFO ] [FORECASTER] Completed predict_future for FCNCA [2025-11-26T21:25:14.133541] [INFO ] [sig ] FCNCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:14.278001] [INFO ] [LOCAL ] Saved forecast: FCNCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCNCA.txt [2025-11-26T21:25:14.278162] [INFO ] [sig ] [1192/3599] Completed FCNCA in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:14.278219] [INFO ] [sig ] [1193/3599] Forecasting FCNCO... [2025-11-26T21:25:14.278265] [INFO ] [sig ] Generating forecast for: FCNCO [2025-11-26T21:25:14.278307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'. [2025-11-26T21:25:14.289925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'. [2025-11-26T21:25:14.290368] [INFO ] [FORECASTER] Starting predict_future for FCNCO [2025-11-26T21:25:14.291296] [DEBUG] [LOCAL ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt [2025-11-26T21:25:14.291388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:14.291454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:14.291501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:14.291574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:14.351588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:14.352428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:14.352534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:14.352583] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:14.454110] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:14.454325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:14.454394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:14.454436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:14.458177] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=3.86%) [2025-11-26T21:25:14.458489] [INFO ] [FORECASTER] Completed predict_future for FCNCO [2025-11-26T21:25:14.458658] [INFO ] [sig ] FCNCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:14.597031] [INFO ] [LOCAL ] Saved forecast: FCNCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FCNCO.txt [2025-11-26T21:25:14.597192] [INFO ] [sig ] [1193/3599] Completed FCNCO in 0.3s | 2.88 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:14.597247] [INFO ] [sig ] [1194/3599] Forecasting FCNCP... [2025-11-26T21:25:14.597294] [INFO ] [sig ] Generating forecast for: FCNCP [2025-11-26T21:25:14.597335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'. [2025-11-26T21:25:14.607775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'. [2025-11-26T21:25:14.608161] [INFO ] [FORECASTER] Starting predict_future for FCNCP [2025-11-26T21:25:14.608992] [DEBUG] [LOCAL ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt [2025-11-26T21:25:14.609064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:14.609109] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:14.609149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:14.609217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:14.665472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:14.666198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:14.666299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:14.666343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:14.765337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:14.765520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:14.765573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:14.765616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:14.769104] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-11-26T21:25:14.769418] [INFO ] [FORECASTER] Completed predict_future for FCNCP [2025-11-26T21:25:14.769566] [INFO ] [sig ] FCNCP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:14.910032] [INFO ] [LOCAL ] Saved forecast: FCNCP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCNCP.txt [2025-11-26T21:25:14.910193] [INFO ] [sig ] [1194/3599] Completed FCNCP in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:14.910249] [INFO ] [sig ] [1195/3599] Forecasting FCTE... [2025-11-26T21:25:14.910295] [INFO ] [sig ] Generating forecast for: FCTE [2025-11-26T21:25:14.910359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'. [2025-11-26T21:25:14.920784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCTE'. [2025-11-26T21:25:14.921102] [INFO ] [FORECASTER] Starting predict_future for FCTE [2025-11-26T21:25:14.921914] [DEBUG] [LOCAL ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt [2025-11-26T21:25:14.921985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:14.922029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:14.922067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:14.922135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:14.979453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:14.980141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:14.980240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:14.980287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:15.099523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:15.099710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:15.099763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:15.099804] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:15.103234] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=69.83%) [2025-11-26T21:25:15.103536] [INFO ] [FORECASTER] Completed predict_future for FCTE [2025-11-26T21:25:15.103702] [INFO ] [sig ] FCTE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:15.246394] [INFO ] [LOCAL ] Saved forecast: FCTE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCTE.txt [2025-11-26T21:25:15.246566] [INFO ] [sig ] [1195/3599] Completed FCTE in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:15.246622] [INFO ] [sig ] [1196/3599] Forecasting FCX... [2025-11-26T21:25:15.246722] [INFO ] [sig ] Generating forecast for: FCX [2025-11-26T21:25:15.246768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-11-26T21:25:15.257313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCX'. [2025-11-26T21:25:15.257721] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-11-26T21:25:15.258509] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-11-26T21:25:15.258579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:15.258624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:15.258687] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:15.258759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:15.316497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:15.317421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:15.317548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:15.317595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:15.446860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:15.447052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:15.447119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:15.447168] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:15.451146] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=62.08%) [2025-11-26T21:25:15.451465] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-11-26T21:25:15.451630] [INFO ] [sig ] FCX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:15.594851] [INFO ] [LOCAL ] Saved forecast: FCX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FCX.txt [2025-11-26T21:25:15.595043] [INFO ] [sig ] [1196/3599] Completed FCX in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:15.595104] [INFO ] [sig ] [1197/3599] Forecasting FDBC... [2025-11-26T21:25:15.595150] [INFO ] [sig ] Generating forecast for: FDBC [2025-11-26T21:25:15.595219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'. [2025-11-26T21:25:15.604480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDBC'. [2025-11-26T21:25:15.604790] [INFO ] [FORECASTER] Starting predict_future for FDBC [2025-11-26T21:25:15.605590] [DEBUG] [LOCAL ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt [2025-11-26T21:25:15.605687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:15.605737] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:15.605780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:15.605851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:15.665993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:15.666856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:15.666958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:15.667007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:15.767926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:15.768123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:15.768184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:15.768228] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:15.771956] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=34.48%) [2025-11-26T21:25:15.772281] [INFO ] [FORECASTER] Completed predict_future for FDBC [2025-11-26T21:25:15.772450] [INFO ] [sig ] FDBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:15.917849] [INFO ] [LOCAL ] Saved forecast: FDBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FDBC.txt [2025-11-26T21:25:15.918021] [INFO ] [sig ] [1197/3599] Completed FDBC in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:15.918078] [INFO ] [sig ] [1198/3599] Forecasting FDIF... [2025-11-26T21:25:15.918173] [INFO ] [sig ] Generating forecast for: FDIF [2025-11-26T21:25:15.918218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'. [2025-11-26T21:25:15.929039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIF'. [2025-11-26T21:25:15.929454] [INFO ] [FORECASTER] Starting predict_future for FDIF [2025-11-26T21:25:15.930305] [DEBUG] [LOCAL ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt [2025-11-26T21:25:15.930379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:15.930426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:15.930468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:15.930538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:15.995518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:15.996394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:15.996500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:15.996549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:16.118825] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:16.119029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:16.119084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:16.119128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:16.122743] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-11-26T21:25:16.123054] [INFO ] [FORECASTER] Completed predict_future for FDIF [2025-11-26T21:25:16.123210] [INFO ] [sig ] FDIF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:16.263172] [INFO ] [LOCAL ] Saved forecast: FDIF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDIF.txt [2025-11-26T21:25:16.263341] [INFO ] [sig ] [1198/3599] Completed FDIF in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:16.263399] [INFO ] [sig ] [1199/3599] Forecasting FDIG... [2025-11-26T21:25:16.263444] [INFO ] [sig ] Generating forecast for: FDIG [2025-11-26T21:25:16.263511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'. [2025-11-26T21:25:16.274706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIG'. [2025-11-26T21:25:16.275077] [INFO ] [FORECASTER] Starting predict_future for FDIG [2025-11-26T21:25:16.275924] [DEBUG] [LOCAL ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt [2025-11-26T21:25:16.275997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:16.276043] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:16.276083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:16.276150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:16.334052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:16.334832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:16.334932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:16.334998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:16.454725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:16.454937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:16.454993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:16.455057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:16.458710] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=92.12%) [2025-11-26T21:25:16.459048] [INFO ] [FORECASTER] Completed predict_future for FDIG [2025-11-26T21:25:16.459213] [INFO ] [sig ] FDIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:16.603605] [INFO ] [LOCAL ] Saved forecast: FDIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDIG.txt [2025-11-26T21:25:16.603821] [INFO ] [sig ] [1199/3599] Completed FDIG in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:16.603885] [INFO ] [sig ] [1200/3599] Forecasting FDP... [2025-11-26T21:25:16.603956] [INFO ] [sig ] Generating forecast for: FDP [2025-11-26T21:25:16.603995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-11-26T21:25:16.616989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDP'. [2025-11-26T21:25:16.617577] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-11-26T21:25:16.618568] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-11-26T21:25:16.618668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:16.618722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:16.618764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:16.618837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:16.677128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:16.678434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:16.678579] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:16.678630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:16.806063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:16.806348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:16.806447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:16.806510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:16.810628] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=45.76%) [2025-11-26T21:25:16.810997] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-11-26T21:25:16.811167] [INFO ] [sig ] FDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:16.954241] [INFO ] [LOCAL ] Saved forecast: FDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FDP.txt [2025-11-26T21:25:16.954523] [INFO ] [sig ] [1200/3599] Completed FDP in 0.4s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:16.954590] [INFO ] [sig ] [1201/3599] Forecasting FDTX... [2025-11-26T21:25:16.954686] [INFO ] [sig ] Generating forecast for: FDTX [2025-11-26T21:25:16.954741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'. [2025-11-26T21:25:16.967287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDTX'. [2025-11-26T21:25:16.967871] [INFO ] [FORECASTER] Starting predict_future for FDTX [2025-11-26T21:25:16.968927] [DEBUG] [LOCAL ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt [2025-11-26T21:25:16.968999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:16.969039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:16.969141] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:16.969218] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:17.027479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:17.028622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:17.028768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:17.028846] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:17.149191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:17.149386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:17.149450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:17.149540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:17.153188] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=51.13%) [2025-11-26T21:25:17.153511] [INFO ] [FORECASTER] Completed predict_future for FDTX [2025-11-26T21:25:17.153692] [INFO ] [sig ] FDTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:17.299293] [INFO ] [LOCAL ] Saved forecast: FDTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDTX.txt [2025-11-26T21:25:17.299504] [INFO ] [sig ] [1201/3599] Completed FDTX in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.9m [2025-11-26T21:25:17.299560] [INFO ] [sig ] [1202/3599] Forecasting FDUS... [2025-11-26T21:25:17.299608] [INFO ] [sig ] Generating forecast for: FDUS [2025-11-26T21:25:17.299726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'. [2025-11-26T21:25:17.310764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDUS'. [2025-11-26T21:25:17.311134] [INFO ] [FORECASTER] Starting predict_future for FDUS [2025-11-26T21:25:17.312015] [DEBUG] [LOCAL ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt [2025-11-26T21:25:17.312097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:17.312169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:17.312237] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:17.312341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:17.372541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:17.373606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:17.373752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:17.373820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:17.497005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:17.497236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:17.497310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:17.497359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:17.501054] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=69.31%) [2025-11-26T21:25:17.501398] [INFO ] [FORECASTER] Completed predict_future for FDUS [2025-11-26T21:25:17.501562] [INFO ] [sig ] FDUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:17.644156] [INFO ] [LOCAL ] Saved forecast: FDUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDUS.txt [2025-11-26T21:25:17.644322] [INFO ] [sig ] [1202/3599] Completed FDUS in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.8m [2025-11-26T21:25:17.644379] [INFO ] [sig ] [1203/3599] Forecasting FDX... [2025-11-26T21:25:17.644424] [INFO ] [sig ] Generating forecast for: FDX [2025-11-26T21:25:17.644473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-11-26T21:25:17.654751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDX'. [2025-11-26T21:25:17.655077] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-11-26T21:25:17.655889] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-11-26T21:25:17.655960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:17.656005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:17.656047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:17.656128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:17.714119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:17.714825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:17.714924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:17.714972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:17.843578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:17.843747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:17.843801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:17.843843] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:17.847213] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=86.67%) [2025-11-26T21:25:17.847543] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-11-26T21:25:17.847709] [INFO ] [sig ] FDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:17.990762] [INFO ] [LOCAL ] Saved forecast: FDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FDX.txt [2025-11-26T21:25:17.990932] [INFO ] [sig ] [1203/3599] Completed FDX in 0.3s | 2.89 sym/s | Total: 6.9m | ETA: 13.8m [2025-11-26T21:25:17.990996] [INFO ] [sig ] [1204/3599] Forecasting FE... [2025-11-26T21:25:17.991060] [INFO ] [sig ] Generating forecast for: FE [2025-11-26T21:25:17.991105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-11-26T21:25:18.001581] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FE'. [2025-11-26T21:25:18.001932] [INFO ] [FORECASTER] Starting predict_future for FE [2025-11-26T21:25:18.002770] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-11-26T21:25:18.002839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:18.002885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:18.002923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:18.002989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:18.061539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:18.062258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:18.062364] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:18.062409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:18.182246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:18.182423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:18.182478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:18.182520] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:18.186069] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=3.08%) [2025-11-26T21:25:18.186406] [INFO ] [FORECASTER] Completed predict_future for FE [2025-11-26T21:25:18.186560] [INFO ] [sig ] FE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:18.327398] [INFO ] [LOCAL ] Saved forecast: FE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FE.txt [2025-11-26T21:25:18.327579] [INFO ] [sig ] [1204/3599] Completed FE in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:18.327634] [INFO ] [sig ] [1205/3599] Forecasting FEIM... [2025-11-26T21:25:18.327696] [INFO ] [sig ] Generating forecast for: FEIM [2025-11-26T21:25:18.327757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'. [2025-11-26T21:25:18.338062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEIM'. [2025-11-26T21:25:18.338375] [INFO ] [FORECASTER] Starting predict_future for FEIM [2025-11-26T21:25:18.339239] [DEBUG] [LOCAL ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt [2025-11-26T21:25:18.339327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:18.339383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:18.339434] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:18.339526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:18.398107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:18.398793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:18.398892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:18.398941] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:18.516235] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:18.516422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:18.516478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:18.516516] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:18.519993] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=79.14%) [2025-11-26T21:25:18.520297] [INFO ] [FORECASTER] Completed predict_future for FEIM [2025-11-26T21:25:18.520445] [INFO ] [sig ] FEIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:18.662728] [INFO ] [LOCAL ] Saved forecast: FEIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FEIM.txt [2025-11-26T21:25:18.662885] [INFO ] [sig ] [1205/3599] Completed FEIM in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:18.662941] [INFO ] [sig ] [1206/3599] Forecasting FELE... [2025-11-26T21:25:18.662982] [INFO ] [sig ] Generating forecast for: FELE [2025-11-26T21:25:18.663023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'. [2025-11-26T21:25:18.673317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FELE'. [2025-11-26T21:25:18.673697] [INFO ] [FORECASTER] Starting predict_future for FELE [2025-11-26T21:25:18.674525] [DEBUG] [LOCAL ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt [2025-11-26T21:25:18.674604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:18.674699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:18.674763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:18.674868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:18.732925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:18.733872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:18.733994] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:18.734063] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:18.850986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:18.851177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:18.851259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:18.851328] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:18.854832] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: UP (p=61.87%) [2025-11-26T21:25:18.855165] [INFO ] [FORECASTER] Completed predict_future for FELE [2025-11-26T21:25:18.855341] [INFO ] [sig ] FELE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:19.002884] [INFO ] [LOCAL ] Saved forecast: FELE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FELE.txt [2025-11-26T21:25:19.003090] [INFO ] [sig ] [1206/3599] Completed FELE in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:19.003169] [INFO ] [sig ] [1207/3599] Forecasting FEM... [2025-11-26T21:25:19.003231] [INFO ] [sig ] Generating forecast for: FEM [2025-11-26T21:25:19.003294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'. [2025-11-26T21:25:19.013518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEM'. [2025-11-26T21:25:19.013898] [INFO ] [FORECASTER] Starting predict_future for FEM [2025-11-26T21:25:19.014791] [DEBUG] [LOCAL ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt [2025-11-26T21:25:19.014863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:19.014909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:19.014947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:19.015020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:19.076274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:19.077087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:19.077188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:19.077234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:19.194913] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:19.195078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:19.195130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:19.195171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:19.198609] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=78.94%) [2025-11-26T21:25:19.198926] [INFO ] [FORECASTER] Completed predict_future for FEM [2025-11-26T21:25:19.199075] [INFO ] [sig ] FEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:19.339046] [INFO ] [LOCAL ] Saved forecast: FEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FEM.txt [2025-11-26T21:25:19.339202] [INFO ] [sig ] [1207/3599] Completed FEM in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:19.339281] [INFO ] [sig ] [1208/3599] Forecasting FEMS... [2025-11-26T21:25:19.339337] [INFO ] [sig ] Generating forecast for: FEMS [2025-11-26T21:25:19.339388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'. [2025-11-26T21:25:19.350258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEMS'. [2025-11-26T21:25:19.350624] [INFO ] [FORECASTER] Starting predict_future for FEMS [2025-11-26T21:25:19.351484] [DEBUG] [LOCAL ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt [2025-11-26T21:25:19.351557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:19.351604] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:19.351666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:19.351750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:19.409001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:19.409702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:19.409797] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:19.409842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:19.527918] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:19.528084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:19.528137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:19.528173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:19.531749] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=48.50%) [2025-11-26T21:25:19.532072] [INFO ] [FORECASTER] Completed predict_future for FEMS [2025-11-26T21:25:19.532221] [INFO ] [sig ] FEMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:19.678096] [INFO ] [LOCAL ] Saved forecast: FEMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FEMS.txt [2025-11-26T21:25:19.678332] [INFO ] [sig ] [1208/3599] Completed FEMS in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:19.678399] [INFO ] [sig ] [1209/3599] Forecasting FENC... [2025-11-26T21:25:19.678445] [INFO ] [sig ] Generating forecast for: FENC [2025-11-26T21:25:19.678483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FENC' from 'https://tdm.silogroup.org/data/derivative_storage/FENC.csv'. [2025-11-26T21:25:19.690182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FENC'. [2025-11-26T21:25:19.690682] [INFO ] [FORECASTER] Starting predict_future for FENC [2025-11-26T21:25:19.691629] [DEBUG] [LOCAL ] No optimal features file found for FENC: ./output/feature-sets/FENC.txt [2025-11-26T21:25:19.691725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:19.691774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:19.691814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:19.691885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:19.763258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:19.764272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:19.764377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:19.764429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:19.879676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:19.879804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:19.879855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:19.879897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:19.883090] [DEBUG] [FORECASTER] FENC: Forecast T+1@11:T+2@11: UP (p=66.95%) [2025-11-26T21:25:19.883398] [INFO ] [FORECASTER] Completed predict_future for FENC [2025-11-26T21:25:19.883561] [INFO ] [sig ] FENC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:20.023306] [INFO ] [LOCAL ] Saved forecast: FENC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FENC.txt [2025-11-26T21:25:20.023448] [INFO ] [sig ] [1209/3599] Completed FENC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:20.023504] [INFO ] [sig ] [1210/3599] Forecasting FEP... [2025-11-26T21:25:20.023547] [INFO ] [sig ] Generating forecast for: FEP [2025-11-26T21:25:20.023588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'. [2025-11-26T21:25:20.035212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEP'. [2025-11-26T21:25:20.035630] [INFO ] [FORECASTER] Starting predict_future for FEP [2025-11-26T21:25:20.036483] [DEBUG] [LOCAL ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt [2025-11-26T21:25:20.036554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:20.036600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:20.036656] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:20.036727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:20.093958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:20.094747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:20.094849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:20.094894] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:20.213305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:20.213484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:20.213543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:20.213585] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:20.217129] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=29.18%) [2025-11-26T21:25:20.217473] [INFO ] [FORECASTER] Completed predict_future for FEP [2025-11-26T21:25:20.217634] [INFO ] [sig ] FEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:20.359452] [INFO ] [LOCAL ] Saved forecast: FEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FEP.txt [2025-11-26T21:25:20.359616] [INFO ] [sig ] [1210/3599] Completed FEP in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:20.359693] [INFO ] [sig ] [1211/3599] Forecasting FEPI... [2025-11-26T21:25:20.359738] [INFO ] [sig ] Generating forecast for: FEPI [2025-11-26T21:25:20.359779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'. [2025-11-26T21:25:20.371042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEPI'. [2025-11-26T21:25:20.371400] [INFO ] [FORECASTER] Starting predict_future for FEPI [2025-11-26T21:25:20.372239] [DEBUG] [LOCAL ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt [2025-11-26T21:25:20.372312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:20.372360] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:20.372401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:20.372472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:20.429383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:20.430036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:20.430135] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:20.430182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:20.549729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:20.549861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:20.549911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:20.549952] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:20.553172] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=77.66%) [2025-11-26T21:25:20.553465] [INFO ] [FORECASTER] Completed predict_future for FEPI [2025-11-26T21:25:20.553616] [INFO ] [sig ] FEPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:20.694781] [INFO ] [LOCAL ] Saved forecast: FEPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FEPI.txt [2025-11-26T21:25:20.694928] [INFO ] [sig ] [1211/3599] Completed FEPI in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:20.694985] [INFO ] [sig ] [1212/3599] Forecasting FERG... [2025-11-26T21:25:20.695027] [INFO ] [sig ] Generating forecast for: FERG [2025-11-26T21:25:20.695069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-11-26T21:25:20.706055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FERG'. [2025-11-26T21:25:20.706413] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-11-26T21:25:20.707315] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-11-26T21:25:20.707390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:20.707462] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:20.707509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:20.707579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:20.767479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:20.768254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:20.768358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:20.768416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:20.910773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:20.910978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:20.911039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:20.911094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:20.914683] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=70.18%) [2025-11-26T21:25:20.915005] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-11-26T21:25:20.915176] [INFO ] [sig ] FERG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:21.058314] [INFO ] [LOCAL ] Saved forecast: FERG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FERG.txt [2025-11-26T21:25:21.058462] [INFO ] [sig ] [1212/3599] Completed FERG in 0.4s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:21.058517] [INFO ] [sig ] [1213/3599] Forecasting FEX... [2025-11-26T21:25:21.058560] [INFO ] [sig ] Generating forecast for: FEX [2025-11-26T21:25:21.058602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'. [2025-11-26T21:25:21.068816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEX'. [2025-11-26T21:25:21.069111] [INFO ] [FORECASTER] Starting predict_future for FEX [2025-11-26T21:25:21.069909] [DEBUG] [LOCAL ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt [2025-11-26T21:25:21.069979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:21.070025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:21.070064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:21.070132] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:21.126531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:21.127158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:21.127255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:21.127303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:21.235735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:21.235860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:21.235907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:21.235942] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:21.239119] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=5.81%) [2025-11-26T21:25:21.239408] [INFO ] [FORECASTER] Completed predict_future for FEX [2025-11-26T21:25:21.239552] [INFO ] [sig ] FEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:21.378720] [INFO ] [LOCAL ] Saved forecast: FEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FEX.txt [2025-11-26T21:25:21.378857] [INFO ] [sig ] [1213/3599] Completed FEX in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:21.378915] [INFO ] [sig ] [1214/3599] Forecasting FF... [2025-11-26T21:25:21.378959] [INFO ] [sig ] Generating forecast for: FF [2025-11-26T21:25:21.379002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-11-26T21:25:21.390253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FF'. [2025-11-26T21:25:21.390624] [INFO ] [FORECASTER] Starting predict_future for FF [2025-11-26T21:25:21.391471] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-11-26T21:25:21.391546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:21.391592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:21.391631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:21.391721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:21.448769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:21.449453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:21.449552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:21.449599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:21.570131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:21.570296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:21.570348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:21.570393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:21.573905] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=17.87%) [2025-11-26T21:25:21.574286] [INFO ] [FORECASTER] Completed predict_future for FF [2025-11-26T21:25:21.574447] [INFO ] [sig ] FF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:21.716068] [INFO ] [LOCAL ] Saved forecast: FF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FF.txt [2025-11-26T21:25:21.716230] [INFO ] [sig ] [1214/3599] Completed FF in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:21.716285] [INFO ] [sig ] [1215/3599] Forecasting FFA... [2025-11-26T21:25:21.716332] [INFO ] [sig ] Generating forecast for: FFA [2025-11-26T21:25:21.716372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-11-26T21:25:21.727046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFA'. [2025-11-26T21:25:21.727408] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-11-26T21:25:21.728266] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-11-26T21:25:21.728336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:21.728382] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:21.728420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:21.728495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:21.785901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:21.786775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:21.786893] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:21.786966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:21.912437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:21.912596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:21.912691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:21.912760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:21.916428] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=99.04%) [2025-11-26T21:25:21.916805] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-11-26T21:25:21.916962] [INFO ] [sig ] FFA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:22.058340] [INFO ] [LOCAL ] Saved forecast: FFA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FFA.txt [2025-11-26T21:25:22.058505] [INFO ] [sig ] [1215/3599] Completed FFA in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:22.058561] [INFO ] [sig ] [1216/3599] Forecasting FFBC... [2025-11-26T21:25:22.058602] [INFO ] [sig ] Generating forecast for: FFBC [2025-11-26T21:25:22.058682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'. [2025-11-26T21:25:22.068704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFBC'. [2025-11-26T21:25:22.069033] [INFO ] [FORECASTER] Starting predict_future for FFBC [2025-11-26T21:25:22.069850] [DEBUG] [LOCAL ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt [2025-11-26T21:25:22.069919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:22.069978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:22.070019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:22.070085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:22.126459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:22.127212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:22.127310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:22.127357] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:22.244839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:22.245022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:22.245077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:22.245119] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:22.248542] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=76.65%) [2025-11-26T21:25:22.248871] [INFO ] [FORECASTER] Completed predict_future for FFBC [2025-11-26T21:25:22.249021] [INFO ] [sig ] FFBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:22.387907] [INFO ] [LOCAL ] Saved forecast: FFBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FFBC.txt [2025-11-26T21:25:22.388069] [INFO ] [sig ] [1216/3599] Completed FFBC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:22.388124] [INFO ] [sig ] [1217/3599] Forecasting FFC... [2025-11-26T21:25:22.388166] [INFO ] [sig ] Generating forecast for: FFC [2025-11-26T21:25:22.388205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-11-26T21:25:22.398508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFC'. [2025-11-26T21:25:22.398867] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-11-26T21:25:22.399720] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-11-26T21:25:22.399791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:22.399837] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:22.399875] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:22.399942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:22.457072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:22.457852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:22.457956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:22.458004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:22.577518] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:22.577717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:22.577773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:22.577815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:22.581242] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=74.62%) [2025-11-26T21:25:22.581543] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-11-26T21:25:22.581708] [INFO ] [sig ] FFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:22.725575] [INFO ] [LOCAL ] Saved forecast: FFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FFC.txt [2025-11-26T21:25:22.725828] [INFO ] [sig ] [1217/3599] Completed FFC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.8m [2025-11-26T21:25:22.725913] [INFO ] [sig ] [1218/3599] Forecasting FFIC... [2025-11-26T21:25:22.726005] [INFO ] [sig ] Generating forecast for: FFIC [2025-11-26T21:25:22.726065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'. [2025-11-26T21:25:22.736387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIC'. [2025-11-26T21:25:22.736796] [INFO ] [FORECASTER] Starting predict_future for FFIC [2025-11-26T21:25:22.737707] [DEBUG] [LOCAL ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt [2025-11-26T21:25:22.737783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:22.737852] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:22.737918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:22.738023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:22.796506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:22.797270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:22.797387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:22.797471] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:22.915623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:22.915843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:22.915919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:22.915988] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:22.919557] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=47.79%) [2025-11-26T21:25:22.919922] [INFO ] [FORECASTER] Completed predict_future for FFIC [2025-11-26T21:25:22.920108] [INFO ] [sig ] FFIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:23.059398] [INFO ] [LOCAL ] Saved forecast: FFIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FFIC.txt [2025-11-26T21:25:23.059568] [INFO ] [sig ] [1218/3599] Completed FFIC in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.7m [2025-11-26T21:25:23.059676] [INFO ] [sig ] [1219/3599] Forecasting FFIN... [2025-11-26T21:25:23.059744] [INFO ] [sig ] Generating forecast for: FFIN [2025-11-26T21:25:23.059831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'. [2025-11-26T21:25:23.070033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIN'. [2025-11-26T21:25:23.070397] [INFO ] [FORECASTER] Starting predict_future for FFIN [2025-11-26T21:25:23.071280] [DEBUG] [LOCAL ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt [2025-11-26T21:25:23.071355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:23.071403] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:23.071454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:23.071524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:23.130540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:23.131310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:23.131409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:23.131455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:23.244808] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:23.244984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:23.245035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:23.245074] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:23.248509] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=26.78%) [2025-11-26T21:25:23.248945] [INFO ] [FORECASTER] Completed predict_future for FFIN [2025-11-26T21:25:23.249101] [INFO ] [sig ] FFIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:23.388011] [INFO ] [LOCAL ] Saved forecast: FFIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FFIN.txt [2025-11-26T21:25:23.388181] [INFO ] [sig ] [1219/3599] Completed FFIN in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.7m [2025-11-26T21:25:23.388244] [INFO ] [sig ] [1220/3599] Forecasting FFWM... [2025-11-26T21:25:23.388288] [INFO ] [sig ] Generating forecast for: FFWM [2025-11-26T21:25:23.388349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-11-26T21:25:23.398572] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFWM'. [2025-11-26T21:25:23.398905] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-11-26T21:25:23.399712] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-11-26T21:25:23.399782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:23.399828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:23.399867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:23.399934] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:23.458207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:23.458950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:23.459050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:23.459098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:23.575969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:23.576145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:23.576199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:23.576239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:23.579794] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=31.77%) [2025-11-26T21:25:23.580099] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-11-26T21:25:23.580248] [INFO ] [sig ] FFWM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:23.724412] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FFWM.txt [2025-11-26T21:25:23.724567] [INFO ] [sig ] [1220/3599] Completed FFWM in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.7m [2025-11-26T21:25:23.724621] [INFO ] [sig ] [1221/3599] Forecasting FG... [2025-11-26T21:25:23.724680] [INFO ] [sig ] Generating forecast for: FG [2025-11-26T21:25:23.724725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-11-26T21:25:23.734827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FG'. [2025-11-26T21:25:23.735145] [INFO ] [FORECASTER] Starting predict_future for FG [2025-11-26T21:25:23.735953] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-11-26T21:25:23.736022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:23.736066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:23.736105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:23.736172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:23.794456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:23.795155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:23.795253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:23.795300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:23.913456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:23.913658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:23.913712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:23.913753] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:23.917120] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=0.39%) [2025-11-26T21:25:23.917413] [INFO ] [FORECASTER] Completed predict_future for FG [2025-11-26T21:25:23.917583] [INFO ] [sig ] FG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:24.058808] [INFO ] [LOCAL ] Saved forecast: FG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FG.txt [2025-11-26T21:25:24.058958] [INFO ] [sig ] [1221/3599] Completed FG in 0.3s | 2.89 sym/s | Total: 7.0m | ETA: 13.7m [2025-11-26T21:25:24.059015] [INFO ] [sig ] [1222/3599] Forecasting FGEN... [2025-11-26T21:25:24.059052] [INFO ] [sig ] Generating forecast for: FGEN [2025-11-26T21:25:24.059093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'. [2025-11-26T21:25:24.069470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FGEN'. [2025-11-26T21:25:24.069829] [INFO ] [FORECASTER] Starting predict_future for FGEN [2025-11-26T21:25:24.070685] [DEBUG] [LOCAL ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt [2025-11-26T21:25:24.070755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:24.070801] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:24.070840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:24.070908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:24.130390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:24.131127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:24.131229] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:24.131276] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:24.252685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:24.252856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:24.252908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:24.252947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:24.256388] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=14.81%) [2025-11-26T21:25:24.256702] [INFO ] [FORECASTER] Completed predict_future for FGEN [2025-11-26T21:25:24.256848] [INFO ] [sig ] FGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:24.409657] [INFO ] [LOCAL ] Saved forecast: FGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FGEN.txt [2025-11-26T21:25:24.409867] [INFO ] [sig ] [1222/3599] Completed FGEN in 0.4s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:24.409972] [INFO ] [sig ] [1223/3599] Forecasting FHB... [2025-11-26T21:25:24.410037] [INFO ] [sig ] Generating forecast for: FHB [2025-11-26T21:25:24.410113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'. [2025-11-26T21:25:24.420944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHB'. [2025-11-26T21:25:24.421318] [INFO ] [FORECASTER] Starting predict_future for FHB [2025-11-26T21:25:24.422239] [DEBUG] [LOCAL ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt [2025-11-26T21:25:24.422319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:24.422404] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:24.422475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:24.422583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:24.483167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:24.484099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:24.484207] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:24.484258] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:24.606196] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:24.606386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:24.606444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:24.606529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:24.610087] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=0.89%) [2025-11-26T21:25:24.610395] [INFO ] [FORECASTER] Completed predict_future for FHB [2025-11-26T21:25:24.610545] [INFO ] [sig ] FHB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:24.749622] [INFO ] [LOCAL ] Saved forecast: FHB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FHB.txt [2025-11-26T21:25:24.749794] [INFO ] [sig ] [1223/3599] Completed FHB in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:24.749852] [INFO ] [sig ] [1224/3599] Forecasting FHI... [2025-11-26T21:25:24.749893] [INFO ] [sig ] Generating forecast for: FHI [2025-11-26T21:25:24.749967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-11-26T21:25:24.760216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHI'. [2025-11-26T21:25:24.760575] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-11-26T21:25:24.761442] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-11-26T21:25:24.761516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:24.761562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:24.761601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:24.761694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:24.820739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:24.821394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:24.821491] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:24.821534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:24.943168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:24.943307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:24.943381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:24.943449] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:24.947011] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=38.15%) [2025-11-26T21:25:24.947348] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-11-26T21:25:24.947547] [INFO ] [sig ] FHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:25.086997] [INFO ] [LOCAL ] Saved forecast: FHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FHI.txt [2025-11-26T21:25:25.087158] [INFO ] [sig ] [1224/3599] Completed FHI in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:25.087249] [INFO ] [sig ] [1225/3599] Forecasting FHN... [2025-11-26T21:25:25.087341] [INFO ] [sig ] Generating forecast for: FHN [2025-11-26T21:25:25.087401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-11-26T21:25:25.098215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHN'. [2025-11-26T21:25:25.098552] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-11-26T21:25:25.099412] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-11-26T21:25:25.099491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:25.099560] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:25.099625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:25.099750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:25.158986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:25.159778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:25.159904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:25.159977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:25.281031] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:25.281204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:25.281270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:25.281307] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:25.284900] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=58.04%) [2025-11-26T21:25:25.285211] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-11-26T21:25:25.285362] [INFO ] [sig ] FHN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:25.429878] [INFO ] [LOCAL ] Saved forecast: FHN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FHN.txt [2025-11-26T21:25:25.430026] [INFO ] [sig ] [1225/3599] Completed FHN in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:25.430081] [INFO ] [sig ] [1226/3599] Forecasting FHTX... [2025-11-26T21:25:25.430131] [INFO ] [sig ] Generating forecast for: FHTX [2025-11-26T21:25:25.430172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'. [2025-11-26T21:25:25.440373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHTX'. [2025-11-26T21:25:25.440734] [INFO ] [FORECASTER] Starting predict_future for FHTX [2025-11-26T21:25:25.441587] [DEBUG] [LOCAL ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt [2025-11-26T21:25:25.441783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:25.441839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:25.441880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:25.441949] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:25.503019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:25.503772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:25.503871] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:25.503918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:25.628968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:25.629128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:25.629181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:25.629223] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:25.632610] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=77.73%) [2025-11-26T21:25:25.632942] [INFO ] [FORECASTER] Completed predict_future for FHTX [2025-11-26T21:25:25.633106] [INFO ] [sig ] FHTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:25.777694] [INFO ] [LOCAL ] Saved forecast: FHTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FHTX.txt [2025-11-26T21:25:25.777860] [INFO ] [sig ] [1226/3599] Completed FHTX in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:25.777917] [INFO ] [sig ] [1227/3599] Forecasting FIBK... [2025-11-26T21:25:25.777960] [INFO ] [sig ] Generating forecast for: FIBK [2025-11-26T21:25:25.778001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'. [2025-11-26T21:25:25.788340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIBK'. [2025-11-26T21:25:25.788719] [INFO ] [FORECASTER] Starting predict_future for FIBK [2025-11-26T21:25:25.789548] [DEBUG] [LOCAL ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt [2025-11-26T21:25:25.789630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:25.789715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:25.789790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:25.789884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:25.851486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:25.852292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:25.852392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:25.852437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:25.969090] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:25.969232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:25.969284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:25.969326] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:25.972712] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=25.10%) [2025-11-26T21:25:25.973020] [INFO ] [FORECASTER] Completed predict_future for FIBK [2025-11-26T21:25:25.973166] [INFO ] [sig ] FIBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:26.111846] [INFO ] [LOCAL ] Saved forecast: FIBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIBK.txt [2025-11-26T21:25:26.111993] [INFO ] [sig ] [1227/3599] Completed FIBK in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:26.112048] [INFO ] [sig ] [1228/3599] Forecasting FICO... [2025-11-26T21:25:26.112088] [INFO ] [sig ] Generating forecast for: FICO [2025-11-26T21:25:26.112134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-11-26T21:25:26.122271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICO'. [2025-11-26T21:25:26.122593] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-11-26T21:25:26.123412] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-11-26T21:25:26.123482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:26.123526] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:26.123574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:26.123678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:26.181177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:26.181903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:26.182000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:26.182044] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:26.298724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:26.298866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:26.298917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:26.298963] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:26.302302] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=80.40%) [2025-11-26T21:25:26.302622] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-11-26T21:25:26.302798] [INFO ] [sig ] FICO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:26.447401] [INFO ] [LOCAL ] Saved forecast: FICO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FICO.txt [2025-11-26T21:25:26.447759] [INFO ] [sig ] [1228/3599] Completed FICO in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:26.447821] [INFO ] [sig ] [1229/3599] Forecasting FICS... [2025-11-26T21:25:26.447873] [INFO ] [sig ] Generating forecast for: FICS [2025-11-26T21:25:26.447914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'. [2025-11-26T21:25:26.458128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICS'. [2025-11-26T21:25:26.458487] [INFO ] [FORECASTER] Starting predict_future for FICS [2025-11-26T21:25:26.459352] [DEBUG] [LOCAL ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt [2025-11-26T21:25:26.459423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:26.459468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:26.459508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:26.459659] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:26.517199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:26.518015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:26.518114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:26.518160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:26.642827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:26.643007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:26.643060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:26.643099] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:26.646511] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=36.30%) [2025-11-26T21:25:26.646833] [INFO ] [FORECASTER] Completed predict_future for FICS [2025-11-26T21:25:26.646981] [INFO ] [sig ] FICS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:26.786986] [INFO ] [LOCAL ] Saved forecast: FICS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FICS.txt [2025-11-26T21:25:26.787143] [INFO ] [sig ] [1229/3599] Completed FICS in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:26.787198] [INFO ] [sig ] [1230/3599] Forecasting FID... [2025-11-26T21:25:26.787240] [INFO ] [sig ] Generating forecast for: FID [2025-11-26T21:25:26.787313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'. [2025-11-26T21:25:26.797745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FID'. [2025-11-26T21:25:26.798086] [INFO ] [FORECASTER] Starting predict_future for FID [2025-11-26T21:25:26.798958] [DEBUG] [LOCAL ] No optimal features file found for FID: ./output/feature-sets/FID.txt [2025-11-26T21:25:26.799030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:26.799075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:26.799114] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:26.799190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:26.856432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:26.857268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:26.857368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:26.857412] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:26.973059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:26.973223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:26.973276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:26.973315] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:26.976762] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=62.17%) [2025-11-26T21:25:26.977067] [INFO ] [FORECASTER] Completed predict_future for FID [2025-11-26T21:25:26.977216] [INFO ] [sig ] FID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:27.115575] [INFO ] [LOCAL ] Saved forecast: FID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FID.txt [2025-11-26T21:25:27.115739] [INFO ] [sig ] [1230/3599] Completed FID in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:27.115794] [INFO ] [sig ] [1231/3599] Forecasting FIGS... [2025-11-26T21:25:27.115836] [INFO ] [sig ] Generating forecast for: FIGS [2025-11-26T21:25:27.115912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-11-26T21:25:27.125883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIGS'. [2025-11-26T21:25:27.126208] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-11-26T21:25:27.127022] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-11-26T21:25:27.127093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:27.127138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:27.127178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:27.127245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:27.185991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:27.186843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:27.186947] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:27.187001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:27.314001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:27.314178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:27.314231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:27.314274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:27.317863] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=26.22%) [2025-11-26T21:25:27.318182] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-11-26T21:25:27.318335] [INFO ] [sig ] FIGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:27.460717] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIGS.txt [2025-11-26T21:25:27.460866] [INFO ] [sig ] [1231/3599] Completed FIGS in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:27.460919] [INFO ] [sig ] [1232/3599] Forecasting FIHL... [2025-11-26T21:25:27.460958] [INFO ] [sig ] Generating forecast for: FIHL [2025-11-26T21:25:27.461016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-11-26T21:25:27.471615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIHL'. [2025-11-26T21:25:27.471992] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-11-26T21:25:27.472841] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-11-26T21:25:27.472920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:27.472991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:27.473051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:27.473159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:27.530381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:27.531082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:27.531183] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:27.531249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:27.651164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:27.651324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:27.651408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:27.651475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:27.654929] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=17.10%) [2025-11-26T21:25:27.655271] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-11-26T21:25:27.655447] [INFO ] [sig ] FIHL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:27.793812] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIHL.txt [2025-11-26T21:25:27.793985] [INFO ] [sig ] [1232/3599] Completed FIHL in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:27.794074] [INFO ] [sig ] [1233/3599] Forecasting FINS... [2025-11-26T21:25:27.794149] [INFO ] [sig ] Generating forecast for: FINS [2025-11-26T21:25:27.794187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-11-26T21:25:27.804328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINS'. [2025-11-26T21:25:27.804618] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-11-26T21:25:27.805429] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-11-26T21:25:27.805500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:27.805546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:27.805593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:27.805681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:27.863297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:27.864081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:27.864181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:27.864227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:27.987595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:27.987750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:27.987803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:27.987844] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:27.991233] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-11-26T21:25:27.991529] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-11-26T21:25:27.991694] [INFO ] [sig ] FINS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:28.131426] [INFO ] [LOCAL ] Saved forecast: FINS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FINS.txt [2025-11-26T21:25:28.131577] [INFO ] [sig ] [1233/3599] Completed FINS in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:28.131657] [INFO ] [sig ] [1234/3599] Forecasting FINX... [2025-11-26T21:25:28.131726] [INFO ] [sig ] Generating forecast for: FINX [2025-11-26T21:25:28.131765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'. [2025-11-26T21:25:28.141869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINX'. [2025-11-26T21:25:28.142181] [INFO ] [FORECASTER] Starting predict_future for FINX [2025-11-26T21:25:28.142994] [DEBUG] [LOCAL ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt [2025-11-26T21:25:28.143063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:28.143108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:28.143148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:28.143216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:28.200321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:28.201096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:28.201205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:28.201268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:28.324132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:28.324337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:28.324395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:28.324467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:28.328176] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=20.97%) [2025-11-26T21:25:28.328528] [INFO ] [FORECASTER] Completed predict_future for FINX [2025-11-26T21:25:28.328712] [INFO ] [sig ] FINX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:28.473343] [INFO ] [LOCAL ] Saved forecast: FINX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FINX.txt [2025-11-26T21:25:28.473510] [INFO ] [sig ] [1234/3599] Completed FINX in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.7m [2025-11-26T21:25:28.473569] [INFO ] [sig ] [1235/3599] Forecasting FIP... [2025-11-26T21:25:28.473611] [INFO ] [sig ] Generating forecast for: FIP [2025-11-26T21:25:28.473717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'. [2025-11-26T21:25:28.484600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIP'. [2025-11-26T21:25:28.484967] [INFO ] [FORECASTER] Starting predict_future for FIP [2025-11-26T21:25:28.485857] [DEBUG] [LOCAL ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt [2025-11-26T21:25:28.485927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:28.485989] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:28.486048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:28.486162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:28.545568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:28.546314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:28.546423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:28.546472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:28.667418] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:28.667623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:28.667703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:28.667760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:28.671304] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=15.88%) [2025-11-26T21:25:28.671628] [INFO ] [FORECASTER] Completed predict_future for FIP [2025-11-26T21:25:28.671801] [INFO ] [sig ] FIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:28.813761] [INFO ] [LOCAL ] Saved forecast: FIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIP.txt [2025-11-26T21:25:28.813905] [INFO ] [sig ] [1235/3599] Completed FIP in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.6m [2025-11-26T21:25:28.813961] [INFO ] [sig ] [1236/3599] Forecasting FIS... [2025-11-26T21:25:28.814000] [INFO ] [sig ] Generating forecast for: FIS [2025-11-26T21:25:28.814092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-11-26T21:25:28.824057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIS'. [2025-11-26T21:25:28.824430] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-11-26T21:25:28.825337] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-11-26T21:25:28.825414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:28.825481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:28.825550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:28.825680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:28.885708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:28.886536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:28.886670] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:28.886746] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:29.006588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:29.006766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:29.006820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:29.006862] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:29.010375] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=31.29%) [2025-11-26T21:25:29.010710] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-11-26T21:25:29.010863] [INFO ] [sig ] FIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:29.152053] [INFO ] [LOCAL ] Saved forecast: FIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIS.txt [2025-11-26T21:25:29.152218] [INFO ] [sig ] [1236/3599] Completed FIS in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.6m [2025-11-26T21:25:29.152275] [INFO ] [sig ] [1237/3599] Forecasting FISI... [2025-11-26T21:25:29.152319] [INFO ] [sig ] Generating forecast for: FISI [2025-11-26T21:25:29.152386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'. [2025-11-26T21:25:29.162884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FISI'. [2025-11-26T21:25:29.163235] [INFO ] [FORECASTER] Starting predict_future for FISI [2025-11-26T21:25:29.164110] [DEBUG] [LOCAL ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt [2025-11-26T21:25:29.164184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:29.164232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:29.164274] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:29.164342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:29.224576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:29.225315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:29.225414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:29.225466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:29.345543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:29.345749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:29.345803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:29.345846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:29.349260] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: UP (p=51.20%) [2025-11-26T21:25:29.349559] [INFO ] [FORECASTER] Completed predict_future for FISI [2025-11-26T21:25:29.349744] [INFO ] [sig ] FISI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:29.490567] [INFO ] [LOCAL ] Saved forecast: FISI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FISI.txt [2025-11-26T21:25:29.490733] [INFO ] [sig ] [1237/3599] Completed FISI in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.6m [2025-11-26T21:25:29.490797] [INFO ] [sig ] [1238/3599] Forecasting FITB... [2025-11-26T21:25:29.490836] [INFO ] [sig ] Generating forecast for: FITB [2025-11-26T21:25:29.490895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'. [2025-11-26T21:25:29.500958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITB'. [2025-11-26T21:25:29.501270] [INFO ] [FORECASTER] Starting predict_future for FITB [2025-11-26T21:25:29.502082] [DEBUG] [LOCAL ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt [2025-11-26T21:25:29.502152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:29.502202] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:29.502241] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:29.502325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:29.560678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:29.561446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:29.561545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:29.561595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:29.682407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:29.682571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:29.682625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:29.682687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:29.686189] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-11-26T21:25:29.686486] [INFO ] [FORECASTER] Completed predict_future for FITB [2025-11-26T21:25:29.686632] [INFO ] [sig ] FITB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:29.828832] [INFO ] [LOCAL ] Saved forecast: FITB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FITB.txt [2025-11-26T21:25:29.828985] [INFO ] [sig ] [1238/3599] Completed FITB in 0.3s | 2.89 sym/s | Total: 7.1m | ETA: 13.6m [2025-11-26T21:25:29.829041] [INFO ] [sig ] [1239/3599] Forecasting FITBI... [2025-11-26T21:25:29.829082] [INFO ] [sig ] Generating forecast for: FITBI [2025-11-26T21:25:29.829150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'. [2025-11-26T21:25:29.839077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBI'. [2025-11-26T21:25:29.839403] [INFO ] [FORECASTER] Starting predict_future for FITBI [2025-11-26T21:25:29.840228] [DEBUG] [LOCAL ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt [2025-11-26T21:25:29.840298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:29.840355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:29.840408] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:29.840495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:29.899008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:29.899832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:29.899939] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:29.899995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:30.020311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:30.020467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:30.020518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:30.020560] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:30.023954] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=69.66%) [2025-11-26T21:25:30.024254] [INFO ] [FORECASTER] Completed predict_future for FITBI [2025-11-26T21:25:30.024401] [INFO ] [sig ] FITBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:30.170568] [INFO ] [LOCAL ] Saved forecast: FITBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FITBI.txt [2025-11-26T21:25:30.170808] [INFO ] [sig ] [1239/3599] Completed FITBI in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:30.170883] [INFO ] [sig ] [1240/3599] Forecasting FITBO... [2025-11-26T21:25:30.170921] [INFO ] [sig ] Generating forecast for: FITBO [2025-11-26T21:25:30.170966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'. [2025-11-26T21:25:30.181865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBO'. [2025-11-26T21:25:30.182226] [INFO ] [FORECASTER] Starting predict_future for FITBO [2025-11-26T21:25:30.183082] [DEBUG] [LOCAL ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt [2025-11-26T21:25:30.183166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:30.183223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:30.183275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:30.183360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:30.241952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:30.242668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:30.242772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:30.242830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:30.368391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:30.368580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:30.368638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:30.368712] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:30.372310] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: DOWN (p=23.13%) [2025-11-26T21:25:30.372675] [INFO ] [FORECASTER] Completed predict_future for FITBO [2025-11-26T21:25:30.372834] [INFO ] [sig ] FITBO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:30.515481] [INFO ] [LOCAL ] Saved forecast: FITBO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FITBO.txt [2025-11-26T21:25:30.515688] [INFO ] [sig ] [1240/3599] Completed FITBO in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:30.515771] [INFO ] [sig ] [1241/3599] Forecasting FITBP... [2025-11-26T21:25:30.515838] [INFO ] [sig ] Generating forecast for: FITBP [2025-11-26T21:25:30.515897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBP' from 'https://tdm.silogroup.org/data/derivative_storage/FITBP.csv'. [2025-11-26T21:25:30.526704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBP'. [2025-11-26T21:25:30.527196] [INFO ] [FORECASTER] Starting predict_future for FITBP [2025-11-26T21:25:30.528110] [DEBUG] [LOCAL ] No optimal features file found for FITBP: ./output/feature-sets/FITBP.txt [2025-11-26T21:25:30.528187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:30.528235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:30.528276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:30.528347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:30.587598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:30.588540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:30.588669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:30.588720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:30.689028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:30.689203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:30.689256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:30.689292] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:30.692772] [DEBUG] [FORECASTER] FITBP: Forecast T+1@11:T+2@11: UP (p=70.39%) [2025-11-26T21:25:30.693099] [INFO ] [FORECASTER] Completed predict_future for FITBP [2025-11-26T21:25:30.693260] [INFO ] [sig ] FITBP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:30.837008] [INFO ] [LOCAL ] Saved forecast: FITBP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FITBP.txt [2025-11-26T21:25:30.837198] [INFO ] [sig ] [1241/3599] Completed FITBP in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:30.837277] [INFO ] [sig ] [1242/3599] Forecasting FIVE... [2025-11-26T21:25:30.837316] [INFO ] [sig ] Generating forecast for: FIVE [2025-11-26T21:25:30.837360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'. [2025-11-26T21:25:30.849000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVE'. [2025-11-26T21:25:30.849513] [INFO ] [FORECASTER] Starting predict_future for FIVE [2025-11-26T21:25:30.850440] [DEBUG] [LOCAL ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt [2025-11-26T21:25:30.850518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:30.850566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:30.850608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:30.850746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:30.910242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:30.911181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:30.911291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:30.911335] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:31.035932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:31.036104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:31.036157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:31.036198] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:31.039759] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=83.19%) [2025-11-26T21:25:31.040082] [INFO ] [FORECASTER] Completed predict_future for FIVE [2025-11-26T21:25:31.040245] [INFO ] [sig ] FIVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:31.188259] [INFO ] [LOCAL ] Saved forecast: FIVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIVE.txt [2025-11-26T21:25:31.188426] [INFO ] [sig ] [1242/3599] Completed FIVE in 0.4s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:31.188481] [INFO ] [sig ] [1243/3599] Forecasting FIVN... [2025-11-26T21:25:31.188525] [INFO ] [sig ] Generating forecast for: FIVN [2025-11-26T21:25:31.188589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'. [2025-11-26T21:25:31.199264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVN'. [2025-11-26T21:25:31.199658] [INFO ] [FORECASTER] Starting predict_future for FIVN [2025-11-26T21:25:31.200464] [DEBUG] [LOCAL ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt [2025-11-26T21:25:31.200536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:31.200581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:31.200621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:31.200784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:31.258205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:31.259123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:31.259230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:31.259277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:31.382305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:31.382503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:31.382558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:31.382603] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:31.386052] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-11-26T21:25:31.386377] [INFO ] [FORECASTER] Completed predict_future for FIVN [2025-11-26T21:25:31.386530] [INFO ] [sig ] FIVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:31.528550] [INFO ] [LOCAL ] Saved forecast: FIVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIVN.txt [2025-11-26T21:25:31.528776] [INFO ] [sig ] [1243/3599] Completed FIVN in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:31.528839] [INFO ] [sig ] [1244/3599] Forecasting FIX... [2025-11-26T21:25:31.528908] [INFO ] [sig ] Generating forecast for: FIX [2025-11-26T21:25:31.528961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-11-26T21:25:31.540058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIX'. [2025-11-26T21:25:31.540461] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-11-26T21:25:31.541312] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-11-26T21:25:31.541385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:31.541442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:31.541495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:31.541584] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:31.598419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:31.599185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:31.599291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:31.599350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:31.717316] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:31.717515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:31.717570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:31.717613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:31.721073] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=85.56%) [2025-11-26T21:25:31.721391] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-11-26T21:25:31.721554] [INFO ] [sig ] FIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:31.861413] [INFO ] [LOCAL ] Saved forecast: FIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIX.txt [2025-11-26T21:25:31.861599] [INFO ] [sig ] [1244/3599] Completed FIX in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:31.861710] [INFO ] [sig ] [1245/3599] Forecasting FIXD... [2025-11-26T21:25:31.861769] [INFO ] [sig ] Generating forecast for: FIXD [2025-11-26T21:25:31.861823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'. [2025-11-26T21:25:31.872080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIXD'. [2025-11-26T21:25:31.872444] [INFO ] [FORECASTER] Starting predict_future for FIXD [2025-11-26T21:25:31.873291] [DEBUG] [LOCAL ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt [2025-11-26T21:25:31.873366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:31.873421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:31.873472] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:31.873558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:31.931758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:31.932727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:31.932841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:31.932899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:32.057169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:32.057362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:32.057415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:32.057490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:32.061090] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-11-26T21:25:32.061459] [INFO ] [FORECASTER] Completed predict_future for FIXD [2025-11-26T21:25:32.061663] [INFO ] [sig ] FIXD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:32.206355] [INFO ] [LOCAL ] Saved forecast: FIXD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FIXD.txt [2025-11-26T21:25:32.206533] [INFO ] [sig ] [1245/3599] Completed FIXD in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:32.206672] [INFO ] [sig ] [1246/3599] Forecasting FIZZ... [2025-11-26T21:25:32.206720] [INFO ] [sig ] Generating forecast for: FIZZ [2025-11-26T21:25:32.206773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'. [2025-11-26T21:25:32.218300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'. [2025-11-26T21:25:32.218682] [INFO ] [FORECASTER] Starting predict_future for FIZZ [2025-11-26T21:25:32.219526] [DEBUG] [LOCAL ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt [2025-11-26T21:25:32.219599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:32.219666] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:32.219710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:32.219785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:32.277879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:32.278861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:32.278970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:32.279018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:32.400902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:32.401094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:32.401148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:32.401191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:32.405671] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=27.54%) [2025-11-26T21:25:32.406067] [INFO ] [FORECASTER] Completed predict_future for FIZZ [2025-11-26T21:25:32.406255] [INFO ] [sig ] FIZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:32.547202] [INFO ] [LOCAL ] Saved forecast: FIZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FIZZ.txt [2025-11-26T21:25:32.547366] [INFO ] [sig ] [1246/3599] Completed FIZZ in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:32.547421] [INFO ] [sig ] [1247/3599] Forecasting FJP... [2025-11-26T21:25:32.547490] [INFO ] [sig ] Generating forecast for: FJP [2025-11-26T21:25:32.547535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'. [2025-11-26T21:25:32.558846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FJP'. [2025-11-26T21:25:32.559290] [INFO ] [FORECASTER] Starting predict_future for FJP [2025-11-26T21:25:32.560318] [DEBUG] [LOCAL ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt [2025-11-26T21:25:32.560389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:32.560436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:32.560482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:32.560576] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:32.617308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:32.618360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:32.618487] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:32.618546] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:32.729241] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:32.729461] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:25:32.729518] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:32.729570] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:32.733172] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-11-26T21:25:32.733510] [INFO ] [FORECASTER] Completed predict_future for FJP [2025-11-26T21:25:32.733703] [INFO ] [sig ] FJP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:32.874606] [INFO ] [LOCAL ] Saved forecast: FJP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FJP.txt [2025-11-26T21:25:32.874835] [INFO ] [sig ] [1247/3599] Completed FJP in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:32.874895] [INFO ] [sig ] [1248/3599] Forecasting FLEX... [2025-11-26T21:25:32.874953] [INFO ] [sig ] Generating forecast for: FLEX [2025-11-26T21:25:32.875008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'. [2025-11-26T21:25:32.885699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLEX'. [2025-11-26T21:25:32.886124] [INFO ] [FORECASTER] Starting predict_future for FLEX [2025-11-26T21:25:32.886984] [DEBUG] [LOCAL ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt [2025-11-26T21:25:32.887057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:32.887114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:32.887164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:32.887255] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:32.945574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:32.946508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:32.946616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:32.946697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:33.073528] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:33.074214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:33.074272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:33.074321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:33.077835] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-11-26T21:25:33.078155] [INFO ] [FORECASTER] Completed predict_future for FLEX [2025-11-26T21:25:33.078320] [INFO ] [sig ] FLEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:33.219117] [INFO ] [LOCAL ] Saved forecast: FLEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLEX.txt [2025-11-26T21:25:33.219285] [INFO ] [sig ] [1248/3599] Completed FLEX in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:33.219352] [INFO ] [sig ] [1249/3599] Forecasting FLGC... [2025-11-26T21:25:33.219403] [INFO ] [sig ] Generating forecast for: FLGC [2025-11-26T21:25:33.219455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'. [2025-11-26T21:25:33.230258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLGC'. [2025-11-26T21:25:33.230628] [INFO ] [FORECASTER] Starting predict_future for FLGC [2025-11-26T21:25:33.231495] [DEBUG] [LOCAL ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt [2025-11-26T21:25:33.231567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:33.231612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:33.231675] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:33.231749] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:33.289856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:33.290675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:33.290774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:33.290819] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:33.406952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:33.407139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:33.407192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:33.407236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:33.410724] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=49.23%) [2025-11-26T21:25:33.411025] [INFO ] [FORECASTER] Completed predict_future for FLGC [2025-11-26T21:25:33.411173] [INFO ] [sig ] FLGC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:33.552857] [INFO ] [LOCAL ] Saved forecast: FLGC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLGC.txt [2025-11-26T21:25:33.553033] [INFO ] [sig ] [1249/3599] Completed FLGC in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:33.553087] [INFO ] [sig ] [1250/3599] Forecasting FLL... [2025-11-26T21:25:33.553153] [INFO ] [sig ] Generating forecast for: FLL [2025-11-26T21:25:33.553204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'. [2025-11-26T21:25:33.564310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLL'. [2025-11-26T21:25:33.564741] [INFO ] [FORECASTER] Starting predict_future for FLL [2025-11-26T21:25:33.565561] [DEBUG] [LOCAL ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt [2025-11-26T21:25:33.565634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:33.565709] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:33.565755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:33.565828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:33.626353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:33.627283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:33.627388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:33.627453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:33.748917] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:33.749113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:33.749169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:33.749210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:33.752893] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-11-26T21:25:33.753243] [INFO ] [FORECASTER] Completed predict_future for FLL [2025-11-26T21:25:33.753410] [INFO ] [sig ] FLL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:33.898476] [INFO ] [LOCAL ] Saved forecast: FLL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLL.txt [2025-11-26T21:25:33.898669] [INFO ] [sig ] [1250/3599] Completed FLL in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:33.898768] [INFO ] [sig ] [1251/3599] Forecasting FLNC... [2025-11-26T21:25:33.898827] [INFO ] [sig ] Generating forecast for: FLNC [2025-11-26T21:25:33.898885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'. [2025-11-26T21:25:33.910045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNC'. [2025-11-26T21:25:33.910515] [INFO ] [FORECASTER] Starting predict_future for FLNC [2025-11-26T21:25:33.911480] [DEBUG] [LOCAL ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt [2025-11-26T21:25:33.911574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:33.911633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:33.911716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:33.911820] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:33.969520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:33.970428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:33.970541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:33.970603] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:34.096443] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:34.096656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:34.096727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:34.096787] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:34.100349] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=62.32%) [2025-11-26T21:25:34.100705] [INFO ] [FORECASTER] Completed predict_future for FLNC [2025-11-26T21:25:34.100874] [INFO ] [sig ] FLNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:34.242421] [INFO ] [LOCAL ] Saved forecast: FLNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLNC.txt [2025-11-26T21:25:34.242629] [INFO ] [sig ] [1251/3599] Completed FLNC in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.6m [2025-11-26T21:25:34.242755] [INFO ] [sig ] [1252/3599] Forecasting FLNG... [2025-11-26T21:25:34.242806] [INFO ] [sig ] Generating forecast for: FLNG [2025-11-26T21:25:34.242845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-11-26T21:25:34.253847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNG'. [2025-11-26T21:25:34.254267] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-11-26T21:25:34.255110] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-11-26T21:25:34.255181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:34.255227] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:34.255266] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:34.255335] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:34.319758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:34.320738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:34.320859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:34.320921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:34.435083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:34.435278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:34.435348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:34.435407] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:34.438927] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=18.66%) [2025-11-26T21:25:34.439247] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-11-26T21:25:34.439414] [INFO ] [sig ] FLNG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:34.579391] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLNG.txt [2025-11-26T21:25:34.579634] [INFO ] [sig ] [1252/3599] Completed FLNG in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T21:25:34.579740] [INFO ] [sig ] [1253/3599] Forecasting FLO... [2025-11-26T21:25:34.579802] [INFO ] [sig ] Generating forecast for: FLO [2025-11-26T21:25:34.579874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-11-26T21:25:34.591168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLO'. [2025-11-26T21:25:34.591548] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-11-26T21:25:34.592422] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-11-26T21:25:34.592503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:34.592564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:34.592619] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:34.592743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:34.649066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:34.649978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:34.650081] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:34.650128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:34.770430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:34.770631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:34.770703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:34.770747] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:34.774301] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=3.20%) [2025-11-26T21:25:34.774670] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-11-26T21:25:34.774836] [INFO ] [sig ] FLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:34.919268] [INFO ] [LOCAL ] Saved forecast: FLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLO.txt [2025-11-26T21:25:34.919421] [INFO ] [sig ] [1253/3599] Completed FLO in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T21:25:34.919477] [INFO ] [sig ] [1254/3599] Forecasting FLS... [2025-11-26T21:25:34.919520] [INFO ] [sig ] Generating forecast for: FLS [2025-11-26T21:25:34.919561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-11-26T21:25:34.930206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLS'. [2025-11-26T21:25:34.930532] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-11-26T21:25:34.931360] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-11-26T21:25:34.931432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:34.931478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:34.931519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:34.931589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:34.991741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:34.992417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:34.992516] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:34.992576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:35.120838] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:35.121044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:35.121097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:35.121140] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:35.124775] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=19.27%) [2025-11-26T21:25:35.125085] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-11-26T21:25:35.125242] [INFO ] [sig ] FLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:35.270520] [INFO ] [LOCAL ] Saved forecast: FLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLS.txt [2025-11-26T21:25:35.270748] [INFO ] [sig ] [1254/3599] Completed FLS in 0.4s | 2.89 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T21:25:35.270831] [INFO ] [sig ] [1255/3599] Forecasting FLUX... [2025-11-26T21:25:35.270902] [INFO ] [sig ] Generating forecast for: FLUX [2025-11-26T21:25:35.270951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'. [2025-11-26T21:25:35.281971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLUX'. [2025-11-26T21:25:35.282389] [INFO ] [FORECASTER] Starting predict_future for FLUX [2025-11-26T21:25:35.283240] [DEBUG] [LOCAL ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt [2025-11-26T21:25:35.283313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:35.283360] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:35.283401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:35.283471] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:35.344933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:35.345862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:35.345966] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:35.346014] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:35.468715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:35.468911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:35.468965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:35.469006] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:35.472510] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-11-26T21:25:35.472843] [INFO ] [FORECASTER] Completed predict_future for FLUX [2025-11-26T21:25:35.472996] [INFO ] [sig ] FLUX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:35.617170] [INFO ] [LOCAL ] Saved forecast: FLUX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLUX.txt [2025-11-26T21:25:35.617348] [INFO ] [sig ] [1255/3599] Completed FLUX in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T21:25:35.617454] [INFO ] [sig ] [1256/3599] Forecasting FLWS... [2025-11-26T21:25:35.617513] [INFO ] [sig ] Generating forecast for: FLWS [2025-11-26T21:25:35.617559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'. [2025-11-26T21:25:35.630089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLWS'. [2025-11-26T21:25:35.630590] [INFO ] [FORECASTER] Starting predict_future for FLWS [2025-11-26T21:25:35.631524] [DEBUG] [LOCAL ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt [2025-11-26T21:25:35.631599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:35.631658] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:35.631701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:35.631783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:35.692739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:35.693935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:35.694063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:35.694114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:35.816999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:35.817274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:35.817335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:35.817382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:35.821354] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-11-26T21:25:35.821729] [INFO ] [FORECASTER] Completed predict_future for FLWS [2025-11-26T21:25:35.821924] [INFO ] [sig ] FLWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:35.965020] [INFO ] [LOCAL ] Saved forecast: FLWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FLWS.txt [2025-11-26T21:25:35.965264] [INFO ] [sig ] [1256/3599] Completed FLWS in 0.3s | 2.89 sym/s | Total: 7.2m | ETA: 13.5m [2025-11-26T21:25:35.965326] [INFO ] [sig ] [1257/3599] Forecasting FLXS... [2025-11-26T21:25:35.965417] [INFO ] [sig ] Generating forecast for: FLXS [2025-11-26T21:25:35.965466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'. [2025-11-26T21:25:35.978142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLXS'. [2025-11-26T21:25:35.978734] [INFO ] [FORECASTER] Starting predict_future for FLXS [2025-11-26T21:25:35.979676] [DEBUG] [LOCAL ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt [2025-11-26T21:25:35.979747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:35.979796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:35.979837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:35.979908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:36.039680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:36.040872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:36.040998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:36.041050] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:36.160083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:36.160369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:36.160435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:36.160482] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:36.164457] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=12.57%) [2025-11-26T21:25:36.164843] [INFO ] [FORECASTER] Completed predict_future for FLXS [2025-11-26T21:25:36.165017] [INFO ] [sig ] FLXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:36.310906] [INFO ] [LOCAL ] Saved forecast: FLXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLXS.txt [2025-11-26T21:25:36.311528] [INFO ] [sig ] [1257/3599] Completed FLXS in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:36.311598] [INFO ] [sig ] [1258/3599] Forecasting FLYE... [2025-11-26T21:25:36.311670] [INFO ] [sig ] Generating forecast for: FLYE [2025-11-26T21:25:36.311722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'. [2025-11-26T21:25:36.324529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLYE'. [2025-11-26T21:25:36.324999] [INFO ] [FORECASTER] Starting predict_future for FLYE [2025-11-26T21:25:36.325877] [DEBUG] [LOCAL ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt [2025-11-26T21:25:36.325951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:36.325999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:36.326041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:36.326111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:36.383699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:36.384622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:36.384769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:36.384813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:36.504425] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:36.504635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:36.504732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:36.504777] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:36.508280] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=6.21%) [2025-11-26T21:25:36.508587] [INFO ] [FORECASTER] Completed predict_future for FLYE [2025-11-26T21:25:36.508770] [INFO ] [sig ] FLYE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:36.648856] [INFO ] [LOCAL ] Saved forecast: FLYE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FLYE.txt [2025-11-26T21:25:36.649061] [INFO ] [sig ] [1258/3599] Completed FLYE in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:36.649119] [INFO ] [sig ] [1259/3599] Forecasting FMAO... [2025-11-26T21:25:36.649182] [INFO ] [sig ] Generating forecast for: FMAO [2025-11-26T21:25:36.649224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'. [2025-11-26T21:25:36.659676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMAO'. [2025-11-26T21:25:36.660107] [INFO ] [FORECASTER] Starting predict_future for FMAO [2025-11-26T21:25:36.660960] [DEBUG] [LOCAL ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt [2025-11-26T21:25:36.661030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:36.661075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:36.661113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:36.661179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:36.717868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:36.718780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:36.718882] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:36.718929] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:36.828527] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:36.828744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:36.828821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:36.828881] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:36.832399] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=76.02%) [2025-11-26T21:25:36.832945] [INFO ] [FORECASTER] Completed predict_future for FMAO [2025-11-26T21:25:36.833284] [INFO ] [sig ] FMAO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:36.972258] [INFO ] [LOCAL ] Saved forecast: FMAO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMAO.txt [2025-11-26T21:25:36.972413] [INFO ] [sig ] [1259/3599] Completed FMAO in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:36.972493] [INFO ] [sig ] [1260/3599] Forecasting FMB... [2025-11-26T21:25:36.972546] [INFO ] [sig ] Generating forecast for: FMB [2025-11-26T21:25:36.972590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'. [2025-11-26T21:25:36.982914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMB'. [2025-11-26T21:25:36.983261] [INFO ] [FORECASTER] Starting predict_future for FMB [2025-11-26T21:25:36.984100] [DEBUG] [LOCAL ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt [2025-11-26T21:25:36.984172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:36.984218] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:36.984259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:36.984330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:37.045065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:37.045938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:37.046051] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:37.046122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:37.164501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:37.164727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:37.164806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:37.164875] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:37.168419] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=96.91%) [2025-11-26T21:25:37.168797] [INFO ] [FORECASTER] Completed predict_future for FMB [2025-11-26T21:25:37.168997] [INFO ] [sig ] FMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:37.311248] [INFO ] [LOCAL ] Saved forecast: FMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMB.txt [2025-11-26T21:25:37.311436] [INFO ] [sig ] [1260/3599] Completed FMB in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:37.311532] [INFO ] [sig ] [1261/3599] Forecasting FMBH... [2025-11-26T21:25:37.311587] [INFO ] [sig ] Generating forecast for: FMBH [2025-11-26T21:25:37.311637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'. [2025-11-26T21:25:37.322015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMBH'. [2025-11-26T21:25:37.322344] [INFO ] [FORECASTER] Starting predict_future for FMBH [2025-11-26T21:25:37.323222] [DEBUG] [LOCAL ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt [2025-11-26T21:25:37.323294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:37.323340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:37.323381] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:37.323453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:37.384135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:37.384900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:37.385001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:37.385052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:37.507466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:37.507665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:37.507733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:37.507770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:37.511470] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=55.17%) [2025-11-26T21:25:37.511844] [INFO ] [FORECASTER] Completed predict_future for FMBH [2025-11-26T21:25:37.511998] [INFO ] [sig ] FMBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:37.653579] [INFO ] [LOCAL ] Saved forecast: FMBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMBH.txt [2025-11-26T21:25:37.653781] [INFO ] [sig ] [1261/3599] Completed FMBH in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:37.653843] [INFO ] [sig ] [1262/3599] Forecasting FMC... [2025-11-26T21:25:37.653894] [INFO ] [sig ] Generating forecast for: FMC [2025-11-26T21:25:37.653938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-11-26T21:25:37.664170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMC'. [2025-11-26T21:25:37.664523] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-11-26T21:25:37.665388] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-11-26T21:25:37.665460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:37.665521] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:37.665563] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:37.665633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:37.723262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:37.724035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:37.724134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:37.724184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:37.847381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:37.847579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:37.847632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:37.847692] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:37.851174] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-11-26T21:25:37.851484] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-11-26T21:25:37.851665] [INFO ] [sig ] FMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:37.992244] [INFO ] [LOCAL ] Saved forecast: FMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMC.txt [2025-11-26T21:25:37.992407] [INFO ] [sig ] [1262/3599] Completed FMC in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:37.992463] [INFO ] [sig ] [1263/3599] Forecasting FMN... [2025-11-26T21:25:37.992523] [INFO ] [sig ] Generating forecast for: FMN [2025-11-26T21:25:37.992571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-11-26T21:25:38.004753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMN'. [2025-11-26T21:25:38.005457] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-11-26T21:25:38.006475] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-11-26T21:25:38.006552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:38.006600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:38.006662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:38.006740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:38.065762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:38.067051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:38.067194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:38.067244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:38.186338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:38.186582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:38.186659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:38.186711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:38.190467] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=39.40%) [2025-11-26T21:25:38.190839] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-11-26T21:25:38.191009] [INFO ] [sig ] FMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:38.340212] [INFO ] [LOCAL ] Saved forecast: FMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FMN.txt [2025-11-26T21:25:38.340421] [INFO ] [sig ] [1263/3599] Completed FMN in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:38.340506] [INFO ] [sig ] [1264/3599] Forecasting FMNB... [2025-11-26T21:25:38.340546] [INFO ] [sig ] Generating forecast for: FMNB [2025-11-26T21:25:38.340585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'. [2025-11-26T21:25:38.352294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMNB'. [2025-11-26T21:25:38.352840] [INFO ] [FORECASTER] Starting predict_future for FMNB [2025-11-26T21:25:38.353752] [DEBUG] [LOCAL ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt [2025-11-26T21:25:38.353825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:38.353873] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:38.353913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:38.353984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:38.413468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:38.414417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:38.414524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:38.414574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:38.530747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:38.530936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:38.530991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:38.531030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:38.534546] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=45.85%) [2025-11-26T21:25:38.534878] [INFO ] [FORECASTER] Completed predict_future for FMNB [2025-11-26T21:25:38.535031] [INFO ] [sig ] FMNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:38.682093] [INFO ] [LOCAL ] Saved forecast: FMNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FMNB.txt [2025-11-26T21:25:38.682264] [INFO ] [sig ] [1264/3599] Completed FMNB in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:38.682322] [INFO ] [sig ] [1265/3599] Forecasting FMS... [2025-11-26T21:25:38.682364] [INFO ] [sig ] Generating forecast for: FMS [2025-11-26T21:25:38.682435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-11-26T21:25:38.693023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMS'. [2025-11-26T21:25:38.693363] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-11-26T21:25:38.694183] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-11-26T21:25:38.694253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:38.694299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:38.694338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:38.694407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:38.753416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:38.754419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:38.754517] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:38.754563] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:38.881994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:38.882318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:38.882394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:38.882447] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:38.886946] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=60.50%) [2025-11-26T21:25:38.887341] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-11-26T21:25:38.887589] [INFO ] [sig ] FMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:39.060808] [INFO ] [LOCAL ] Saved forecast: FMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FMS.txt [2025-11-26T21:25:39.061077] [INFO ] [sig ] [1265/3599] Completed FMS in 0.4s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:39.061172] [INFO ] [sig ] [1266/3599] Forecasting FMX... [2025-11-26T21:25:39.061227] [INFO ] [sig ] Generating forecast for: FMX [2025-11-26T21:25:39.061278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-11-26T21:25:39.074294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMX'. [2025-11-26T21:25:39.075025] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-11-26T21:25:39.076023] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-11-26T21:25:39.076098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:39.076150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:39.076192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:39.076379] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:39.135837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:39.137111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:39.137234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:39.137297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:39.266680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:39.266964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:39.267054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:39.267101] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:39.271296] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=20.78%) [2025-11-26T21:25:39.271692] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-11-26T21:25:39.271871] [INFO ] [sig ] FMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:39.416620] [INFO ] [LOCAL ] Saved forecast: FMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FMX.txt [2025-11-26T21:25:39.416945] [INFO ] [sig ] [1266/3599] Completed FMX in 0.4s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:39.417004] [INFO ] [sig ] [1267/3599] Forecasting FNB... [2025-11-26T21:25:39.417057] [INFO ] [sig ] Generating forecast for: FNB [2025-11-26T21:25:39.417120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-11-26T21:25:39.429909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNB'. [2025-11-26T21:25:39.430494] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-11-26T21:25:39.431535] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-11-26T21:25:39.431612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:39.431699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:39.431756] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:39.431843] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:39.491272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:39.492496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:39.492629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:39.492720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:39.616408] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:39.616747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:39.616818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:39.616865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:39.621149] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=7.90%) [2025-11-26T21:25:39.621564] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-11-26T21:25:39.621768] [INFO ] [sig ] FNB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:39.770855] [INFO ] [LOCAL ] Saved forecast: FNB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNB.txt [2025-11-26T21:25:39.771087] [INFO ] [sig ] [1267/3599] Completed FNB in 0.4s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:39.771181] [INFO ] [sig ] [1268/3599] Forecasting FND... [2025-11-26T21:25:39.771221] [INFO ] [sig ] Generating forecast for: FND [2025-11-26T21:25:39.771278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-11-26T21:25:39.784186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FND'. [2025-11-26T21:25:39.784715] [INFO ] [FORECASTER] Starting predict_future for FND [2025-11-26T21:25:39.785631] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-11-26T21:25:39.785728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:39.785778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:39.785823] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:39.785895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:39.846258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:39.847525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:39.847671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:39.847725] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:39.966115] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:39.966400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:39.966461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:39.966502] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:39.970864] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=36.24%) [2025-11-26T21:25:39.971407] [INFO ] [FORECASTER] Completed predict_future for FND [2025-11-26T21:25:39.971721] [INFO ] [sig ] FND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:40.116525] [INFO ] [LOCAL ] Saved forecast: FND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FND.txt [2025-11-26T21:25:40.116773] [INFO ] [sig ] [1268/3599] Completed FND in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.5m [2025-11-26T21:25:40.116869] [INFO ] [sig ] [1269/3599] Forecasting FNF... [2025-11-26T21:25:40.116919] [INFO ] [sig ] Generating forecast for: FNF [2025-11-26T21:25:40.116965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-11-26T21:25:40.132812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNF'. [2025-11-26T21:25:40.133359] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-11-26T21:25:40.134466] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-11-26T21:25:40.134549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:40.134612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:40.134694] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:40.134792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:40.198158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:40.198990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:40.199094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:40.199144] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:40.322444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:40.322636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:40.322707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:40.322772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:40.326353] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=18.38%) [2025-11-26T21:25:40.326681] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-11-26T21:25:40.326851] [INFO ] [sig ] FNF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:40.470148] [INFO ] [LOCAL ] Saved forecast: FNF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNF.txt [2025-11-26T21:25:40.470336] [INFO ] [sig ] [1269/3599] Completed FNF in 0.4s | 2.89 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T21:25:40.470412] [INFO ] [sig ] [1270/3599] Forecasting FNLC... [2025-11-26T21:25:40.470494] [INFO ] [sig ] Generating forecast for: FNLC [2025-11-26T21:25:40.470554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'. [2025-11-26T21:25:40.481510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNLC'. [2025-11-26T21:25:40.481909] [INFO ] [FORECASTER] Starting predict_future for FNLC [2025-11-26T21:25:40.482753] [DEBUG] [LOCAL ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt [2025-11-26T21:25:40.482835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:40.482913] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:40.482972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:40.483043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:40.545112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:40.545908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:40.546007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:40.546059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:40.654492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:40.654705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:40.654763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:40.654803] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:40.658459] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=12.28%) [2025-11-26T21:25:40.658798] [INFO ] [FORECASTER] Completed predict_future for FNLC [2025-11-26T21:25:40.658983] [INFO ] [sig ] FNLC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:40.799510] [INFO ] [LOCAL ] Saved forecast: FNLC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNLC.txt [2025-11-26T21:25:40.799691] [INFO ] [sig ] [1270/3599] Completed FNLC in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T21:25:40.799753] [INFO ] [sig ] [1271/3599] Forecasting FNX... [2025-11-26T21:25:40.799825] [INFO ] [sig ] Generating forecast for: FNX [2025-11-26T21:25:40.799882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'. [2025-11-26T21:25:40.811315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNX'. [2025-11-26T21:25:40.811694] [INFO ] [FORECASTER] Starting predict_future for FNX [2025-11-26T21:25:40.812593] [DEBUG] [LOCAL ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt [2025-11-26T21:25:40.812683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:40.812731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:40.812769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:40.812846] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:40.871505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:40.872281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:40.872382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:40.872426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:40.992616] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:40.992819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:40.992872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:40.992912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:40.996359] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=46.25%) [2025-11-26T21:25:40.996693] [INFO ] [FORECASTER] Completed predict_future for FNX [2025-11-26T21:25:40.996837] [INFO ] [sig ] FNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:41.136515] [INFO ] [LOCAL ] Saved forecast: FNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FNX.txt [2025-11-26T21:25:41.136859] [INFO ] [sig ] [1271/3599] Completed FNX in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T21:25:41.136941] [INFO ] [sig ] [1272/3599] Forecasting FNY... [2025-11-26T21:25:41.136988] [INFO ] [sig ] Generating forecast for: FNY [2025-11-26T21:25:41.137028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'. [2025-11-26T21:25:41.147578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNY'. [2025-11-26T21:25:41.147954] [INFO ] [FORECASTER] Starting predict_future for FNY [2025-11-26T21:25:41.148792] [DEBUG] [LOCAL ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt [2025-11-26T21:25:41.148862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:41.148909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:41.148945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:41.149011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:41.206087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:41.206832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:41.206936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:41.206984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:41.320819] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:41.321004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:41.321058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:41.321100] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:41.324511] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=61.05%) [2025-11-26T21:25:41.324839] [INFO ] [FORECASTER] Completed predict_future for FNY [2025-11-26T21:25:41.324989] [INFO ] [sig ] FNY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:41.465730] [INFO ] [LOCAL ] Saved forecast: FNY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FNY.txt [2025-11-26T21:25:41.465906] [INFO ] [sig ] [1272/3599] Completed FNY in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T21:25:41.465960] [INFO ] [sig ] [1273/3599] Forecasting FOA... [2025-11-26T21:25:41.466021] [INFO ] [sig ] Generating forecast for: FOA [2025-11-26T21:25:41.466061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-11-26T21:25:41.476282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOA'. [2025-11-26T21:25:41.476603] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-11-26T21:25:41.477421] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-11-26T21:25:41.477520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:41.477565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:41.477601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:41.477699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:41.535810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:41.536539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:41.536638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:41.536699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:41.658377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:41.658570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:41.658622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:41.658682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:41.662133] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-11-26T21:25:41.662431] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-11-26T21:25:41.662578] [INFO ] [sig ] FOA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:41.803211] [INFO ] [LOCAL ] Saved forecast: FOA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOA.txt [2025-11-26T21:25:41.803367] [INFO ] [sig ] [1273/3599] Completed FOA in 0.3s | 2.89 sym/s | Total: 7.3m | ETA: 13.4m [2025-11-26T21:25:41.803423] [INFO ] [sig ] [1274/3599] Forecasting FOF... [2025-11-26T21:25:41.803460] [INFO ] [sig ] Generating forecast for: FOF [2025-11-26T21:25:41.803524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-11-26T21:25:41.813877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOF'. [2025-11-26T21:25:41.814218] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-11-26T21:25:41.815030] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-11-26T21:25:41.815100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:41.815145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:41.815184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:41.815253] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:41.873629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:41.874516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:41.874621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:41.874688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:41.990878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:41.991063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:41.991115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:41.991156] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:41.994612] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=53.41%) [2025-11-26T21:25:41.994948] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-11-26T21:25:41.995094] [INFO ] [sig ] FOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:42.134926] [INFO ] [LOCAL ] Saved forecast: FOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FOF.txt [2025-11-26T21:25:42.135088] [INFO ] [sig ] [1274/3599] Completed FOF in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:42.135143] [INFO ] [sig ] [1275/3599] Forecasting FOLD... [2025-11-26T21:25:42.135208] [INFO ] [sig ] Generating forecast for: FOLD [2025-11-26T21:25:42.135256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'. [2025-11-26T21:25:42.145367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOLD'. [2025-11-26T21:25:42.145720] [INFO ] [FORECASTER] Starting predict_future for FOLD [2025-11-26T21:25:42.146524] [DEBUG] [LOCAL ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt [2025-11-26T21:25:42.146608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:42.146673] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:42.146716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:42.146786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:42.203827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:42.204619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:42.204744] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:42.204791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:42.320823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:42.321009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:42.321068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:42.321125] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:42.324557] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=98.27%) [2025-11-26T21:25:42.324887] [INFO ] [FORECASTER] Completed predict_future for FOLD [2025-11-26T21:25:42.325048] [INFO ] [sig ] FOLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:42.464941] [INFO ] [LOCAL ] Saved forecast: FOLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FOLD.txt [2025-11-26T21:25:42.465129] [INFO ] [sig ] [1275/3599] Completed FOLD in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:42.465194] [INFO ] [sig ] [1276/3599] Forecasting FORM... [2025-11-26T21:25:42.465246] [INFO ] [sig ] Generating forecast for: FORM [2025-11-26T21:25:42.465322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'. [2025-11-26T21:25:42.475635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FORM'. [2025-11-26T21:25:42.476020] [INFO ] [FORECASTER] Starting predict_future for FORM [2025-11-26T21:25:42.476861] [DEBUG] [LOCAL ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt [2025-11-26T21:25:42.476934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:42.476990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:42.477041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:42.477127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:42.536033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:42.536816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:42.536940] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:42.537005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:42.658992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:42.659179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:42.659241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:42.659295] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:42.662916] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=8.76%) [2025-11-26T21:25:42.663251] [INFO ] [FORECASTER] Completed predict_future for FORM [2025-11-26T21:25:42.663413] [INFO ] [sig ] FORM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:42.804128] [INFO ] [LOCAL ] Saved forecast: FORM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FORM.txt [2025-11-26T21:25:42.804295] [INFO ] [sig ] [1276/3599] Completed FORM in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:42.804357] [INFO ] [sig ] [1277/3599] Forecasting FOSL... [2025-11-26T21:25:42.804429] [INFO ] [sig ] Generating forecast for: FOSL [2025-11-26T21:25:42.804486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'. [2025-11-26T21:25:42.815184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOSL'. [2025-11-26T21:25:42.815537] [INFO ] [FORECASTER] Starting predict_future for FOSL [2025-11-26T21:25:42.816380] [DEBUG] [LOCAL ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt [2025-11-26T21:25:42.816453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:42.816499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:42.816543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:42.816636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:42.878506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:42.879390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:42.879494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:42.879542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:42.998384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:42.998558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:42.998611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:42.998673] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:43.002212] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=15.10%) [2025-11-26T21:25:43.002518] [INFO ] [FORECASTER] Completed predict_future for FOSL [2025-11-26T21:25:43.002714] [INFO ] [sig ] FOSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:43.143496] [INFO ] [LOCAL ] Saved forecast: FOSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOSL.txt [2025-11-26T21:25:43.143767] [INFO ] [sig ] [1277/3599] Completed FOSL in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:43.143830] [INFO ] [sig ] [1278/3599] Forecasting FOX... [2025-11-26T21:25:43.143876] [INFO ] [sig ] Generating forecast for: FOX [2025-11-26T21:25:43.143921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'. [2025-11-26T21:25:43.154468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOX'. [2025-11-26T21:25:43.154855] [INFO ] [FORECASTER] Starting predict_future for FOX [2025-11-26T21:25:43.155708] [DEBUG] [LOCAL ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt [2025-11-26T21:25:43.155777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:43.155825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:43.155865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:43.155933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:43.212369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:43.213053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:43.213152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:43.213201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:43.334850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:43.335031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:43.335086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:43.335126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:43.338544] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=8.17%) [2025-11-26T21:25:43.338861] [INFO ] [FORECASTER] Completed predict_future for FOX [2025-11-26T21:25:43.339013] [INFO ] [sig ] FOX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:43.478707] [INFO ] [LOCAL ] Saved forecast: FOX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOX.txt [2025-11-26T21:25:43.478899] [INFO ] [sig ] [1278/3599] Completed FOX in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:43.478964] [INFO ] [sig ] [1279/3599] Forecasting FOXA... [2025-11-26T21:25:43.479044] [INFO ] [sig ] Generating forecast for: FOXA [2025-11-26T21:25:43.479090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'. [2025-11-26T21:25:43.490599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXA'. [2025-11-26T21:25:43.491024] [INFO ] [FORECASTER] Starting predict_future for FOXA [2025-11-26T21:25:43.491896] [DEBUG] [LOCAL ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt [2025-11-26T21:25:43.491971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:43.492031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:43.492076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:43.492145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:43.549824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:43.550521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:43.550619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:43.550693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:43.670272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:43.670466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:43.670527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:43.670563] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:43.674058] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=58.49%) [2025-11-26T21:25:43.674379] [INFO ] [FORECASTER] Completed predict_future for FOXA [2025-11-26T21:25:43.674540] [INFO ] [sig ] FOXA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:43.818457] [INFO ] [LOCAL ] Saved forecast: FOXA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FOXA.txt [2025-11-26T21:25:43.818625] [INFO ] [sig ] [1279/3599] Completed FOXA in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:43.818720] [INFO ] [sig ] [1280/3599] Forecasting FOXF... [2025-11-26T21:25:43.818759] [INFO ] [sig ] Generating forecast for: FOXF [2025-11-26T21:25:43.818799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'. [2025-11-26T21:25:43.829319] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXF'. [2025-11-26T21:25:43.829678] [INFO ] [FORECASTER] Starting predict_future for FOXF [2025-11-26T21:25:43.830512] [DEBUG] [LOCAL ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt [2025-11-26T21:25:43.830583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:43.830628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:43.830689] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:43.830757] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:43.887868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:43.888532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:43.888663] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:43.888713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:44.009700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:44.009869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:44.009920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:44.009965] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:44.013361] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: DOWN (p=7.01%) [2025-11-26T21:25:44.013712] [INFO ] [FORECASTER] Completed predict_future for FOXF [2025-11-26T21:25:44.013861] [INFO ] [sig ] FOXF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:44.152919] [INFO ] [LOCAL ] Saved forecast: FOXF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FOXF.txt [2025-11-26T21:25:44.153079] [INFO ] [sig ] [1280/3599] Completed FOXF in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:44.153163] [INFO ] [sig ] [1281/3599] Forecasting FPF... [2025-11-26T21:25:44.153205] [INFO ] [sig ] Generating forecast for: FPF [2025-11-26T21:25:44.153256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-11-26T21:25:44.163830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPF'. [2025-11-26T21:25:44.164170] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-11-26T21:25:44.164985] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-11-26T21:25:44.165054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:44.165099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:44.165137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:44.165203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:44.222322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:44.223026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:44.223136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:44.223181] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:44.340292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:44.340484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:44.340557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:44.340628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:44.344305] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=94.88%) [2025-11-26T21:25:44.344635] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-11-26T21:25:44.344822] [INFO ] [sig ] FPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:44.489829] [INFO ] [LOCAL ] Saved forecast: FPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPF.txt [2025-11-26T21:25:44.490015] [INFO ] [sig ] [1281/3599] Completed FPF in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:44.490081] [INFO ] [sig ] [1282/3599] Forecasting FPH... [2025-11-26T21:25:44.490125] [INFO ] [sig ] Generating forecast for: FPH [2025-11-26T21:25:44.490185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-11-26T21:25:44.500501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPH'. [2025-11-26T21:25:44.500907] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-11-26T21:25:44.501748] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-11-26T21:25:44.501819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:44.501875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:44.501923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:44.502019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:44.559355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:44.560111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:44.560216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:44.560273] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:44.682226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:44.682411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:44.682505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:44.682550] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:44.686065] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=62.83%) [2025-11-26T21:25:44.686366] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-11-26T21:25:44.686516] [INFO ] [sig ] FPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:44.828370] [INFO ] [LOCAL ] Saved forecast: FPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPH.txt [2025-11-26T21:25:44.828531] [INFO ] [sig ] [1282/3599] Completed FPH in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:44.828587] [INFO ] [sig ] [1283/3599] Forecasting FPI... [2025-11-26T21:25:44.828670] [INFO ] [sig ] Generating forecast for: FPI [2025-11-26T21:25:44.828717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-11-26T21:25:44.839322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPI'. [2025-11-26T21:25:44.839674] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-11-26T21:25:44.840450] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-11-26T21:25:44.840520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:44.840566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:44.840605] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:44.840694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:44.898323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:44.898994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:44.899089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:44.899136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:45.016711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:45.016895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:45.016948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:45.016990] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:45.020598] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=68.41%) [2025-11-26T21:25:45.020922] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-11-26T21:25:45.021074] [INFO ] [sig ] FPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:45.162112] [INFO ] [LOCAL ] Saved forecast: FPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPI.txt [2025-11-26T21:25:45.162266] [INFO ] [sig ] [1283/3599] Completed FPI in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:45.162343] [INFO ] [sig ] [1284/3599] Forecasting FPXI... [2025-11-26T21:25:45.162388] [INFO ] [sig ] Generating forecast for: FPXI [2025-11-26T21:25:45.162431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'. [2025-11-26T21:25:45.173750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPXI'. [2025-11-26T21:25:45.174178] [INFO ] [FORECASTER] Starting predict_future for FPXI [2025-11-26T21:25:45.175078] [DEBUG] [LOCAL ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt [2025-11-26T21:25:45.175150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:45.175208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:45.175259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:45.175346] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:45.235816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:45.236709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:45.236814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:45.236861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:45.346293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:45.346461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:45.346530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:45.346573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:45.350173] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=93.51%) [2025-11-26T21:25:45.350517] [INFO ] [FORECASTER] Completed predict_future for FPXI [2025-11-26T21:25:45.350701] [INFO ] [sig ] FPXI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:45.495184] [INFO ] [LOCAL ] Saved forecast: FPXI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FPXI.txt [2025-11-26T21:25:45.495369] [INFO ] [sig ] [1284/3599] Completed FPXI in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.4m [2025-11-26T21:25:45.495448] [INFO ] [sig ] [1285/3599] Forecasting FRA... [2025-11-26T21:25:45.495495] [INFO ] [sig ] Generating forecast for: FRA [2025-11-26T21:25:45.495538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-11-26T21:25:45.506628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRA'. [2025-11-26T21:25:45.507030] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-11-26T21:25:45.507946] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-11-26T21:25:45.508036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:45.508095] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:45.508142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:45.508213] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:45.573359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:45.574386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:45.574499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:45.574551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:45.700929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:45.701100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:45.701155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:45.701197] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:45.704825] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=69.80%) [2025-11-26T21:25:45.705170] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-11-26T21:25:45.705347] [INFO ] [sig ] FRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:45.847718] [INFO ] [LOCAL ] Saved forecast: FRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRA.txt [2025-11-26T21:25:45.847907] [INFO ] [sig ] [1285/3599] Completed FRA in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:45.847964] [INFO ] [sig ] [1286/3599] Forecasting FRBA... [2025-11-26T21:25:45.848026] [INFO ] [sig ] Generating forecast for: FRBA [2025-11-26T21:25:45.848066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'. [2025-11-26T21:25:45.858706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRBA'. [2025-11-26T21:25:45.859050] [INFO ] [FORECASTER] Starting predict_future for FRBA [2025-11-26T21:25:45.859880] [DEBUG] [LOCAL ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt [2025-11-26T21:25:45.859951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:45.860052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:45.860095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:45.860169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:45.918677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:45.919459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:45.919559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:45.919605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:46.039147] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:46.039344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:46.039398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:46.039441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:46.043016] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=95.42%) [2025-11-26T21:25:46.043338] [INFO ] [FORECASTER] Completed predict_future for FRBA [2025-11-26T21:25:46.043530] [INFO ] [sig ] FRBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:46.184798] [INFO ] [LOCAL ] Saved forecast: FRBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRBA.txt [2025-11-26T21:25:46.184980] [INFO ] [sig ] [1286/3599] Completed FRBA in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:46.185039] [INFO ] [sig ] [1287/3599] Forecasting FRGE... [2025-11-26T21:25:46.185080] [INFO ] [sig ] Generating forecast for: FRGE [2025-11-26T21:25:46.185141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-11-26T21:25:46.195460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRGE'. [2025-11-26T21:25:46.195831] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-11-26T21:25:46.196689] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-11-26T21:25:46.196758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:46.196805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:46.196841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:46.196909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:46.254123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:46.254920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:46.255022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:46.255068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:46.379806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:46.379978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:46.380031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:46.380072] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:46.383476] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=67.11%) [2025-11-26T21:25:46.383798] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-11-26T21:25:46.383950] [INFO ] [sig ] FRGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:46.525924] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRGE.txt [2025-11-26T21:25:46.526088] [INFO ] [sig ] [1287/3599] Completed FRGE in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:46.526144] [INFO ] [sig ] [1288/3599] Forecasting FRHC... [2025-11-26T21:25:46.526181] [INFO ] [sig ] Generating forecast for: FRHC [2025-11-26T21:25:46.526224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'. [2025-11-26T21:25:46.536888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRHC'. [2025-11-26T21:25:46.537253] [INFO ] [FORECASTER] Starting predict_future for FRHC [2025-11-26T21:25:46.538099] [DEBUG] [LOCAL ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt [2025-11-26T21:25:46.538173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:46.538220] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:46.538260] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:46.538331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:46.597408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:46.598307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:46.598424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:46.598472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:46.714193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:46.714387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:46.714441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:46.714485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:46.717960] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=40.07%) [2025-11-26T21:25:46.718277] [INFO ] [FORECASTER] Completed predict_future for FRHC [2025-11-26T21:25:46.718431] [INFO ] [sig ] FRHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:46.855980] [INFO ] [LOCAL ] Saved forecast: FRHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRHC.txt [2025-11-26T21:25:46.856139] [INFO ] [sig ] [1288/3599] Completed FRHC in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:46.856195] [INFO ] [sig ] [1289/3599] Forecasting FRME... [2025-11-26T21:25:46.856239] [INFO ] [sig ] Generating forecast for: FRME [2025-11-26T21:25:46.856281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'. [2025-11-26T21:25:46.866318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRME'. [2025-11-26T21:25:46.866666] [INFO ] [FORECASTER] Starting predict_future for FRME [2025-11-26T21:25:46.867482] [DEBUG] [LOCAL ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt [2025-11-26T21:25:46.867555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:46.867602] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:46.867661] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:46.867734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:46.924426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:46.925121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:46.925224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:46.925288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:47.045123] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:47.045289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:47.045347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:47.045392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:47.049200] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=49.51%) [2025-11-26T21:25:47.049540] [INFO ] [FORECASTER] Completed predict_future for FRME [2025-11-26T21:25:47.049736] [INFO ] [sig ] FRME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:47.199552] [INFO ] [LOCAL ] Saved forecast: FRME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRME.txt [2025-11-26T21:25:47.199757] [INFO ] [sig ] [1289/3599] Completed FRME in 0.3s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:47.199831] [INFO ] [sig ] [1290/3599] Forecasting FRO... [2025-11-26T21:25:47.199897] [INFO ] [sig ] Generating forecast for: FRO [2025-11-26T21:25:47.199943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-11-26T21:25:47.216962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRO'. [2025-11-26T21:25:47.217810] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-11-26T21:25:47.219171] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-11-26T21:25:47.219269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:47.219338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:47.219402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:47.219514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:47.281759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:47.283155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:47.283317] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:47.283373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:47.411108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:47.411401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:47.411463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:47.411500] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:47.415674] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=11.32%) [2025-11-26T21:25:47.416066] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-11-26T21:25:47.416250] [INFO ] [sig ] FRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:47.565543] [INFO ] [LOCAL ] Saved forecast: FRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRO.txt [2025-11-26T21:25:47.565869] [INFO ] [sig ] [1290/3599] Completed FRO in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:47.565972] [INFO ] [sig ] [1291/3599] Forecasting FROG... [2025-11-26T21:25:47.566022] [INFO ] [sig ] Generating forecast for: FROG [2025-11-26T21:25:47.566069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'. [2025-11-26T21:25:47.578740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FROG'. [2025-11-26T21:25:47.579373] [INFO ] [FORECASTER] Starting predict_future for FROG [2025-11-26T21:25:47.580304] [DEBUG] [LOCAL ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt [2025-11-26T21:25:47.580377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:47.580425] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:47.580466] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:47.580543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:47.639048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:47.640192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:47.640307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:47.640355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:47.763357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:47.763658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:47.763716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:47.763764] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:47.768040] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=58.14%) [2025-11-26T21:25:47.768535] [INFO ] [FORECASTER] Completed predict_future for FROG [2025-11-26T21:25:47.768813] [INFO ] [sig ] FROG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:47.924989] [INFO ] [LOCAL ] Saved forecast: FROG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FROG.txt [2025-11-26T21:25:47.925246] [INFO ] [sig ] [1291/3599] Completed FROG in 0.4s | 2.89 sym/s | Total: 7.4m | ETA: 13.3m [2025-11-26T21:25:47.925332] [INFO ] [sig ] [1292/3599] Forecasting FRPH... [2025-11-26T21:25:47.925384] [INFO ] [sig ] Generating forecast for: FRPH [2025-11-26T21:25:47.925431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'. [2025-11-26T21:25:47.939302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRPH'. [2025-11-26T21:25:47.939906] [INFO ] [FORECASTER] Starting predict_future for FRPH [2025-11-26T21:25:47.940983] [DEBUG] [LOCAL ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt [2025-11-26T21:25:47.941060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:47.941114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:47.941158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:47.941243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:48.003117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:48.004417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:48.004544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:48.004596] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:48.128104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:48.128291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:48.128346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:48.128388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:48.131882] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=1.22%) [2025-11-26T21:25:48.132185] [INFO ] [FORECASTER] Completed predict_future for FRPH [2025-11-26T21:25:48.132337] [INFO ] [sig ] FRPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:48.271767] [INFO ] [LOCAL ] Saved forecast: FRPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FRPH.txt [2025-11-26T21:25:48.271926] [INFO ] [sig ] [1292/3599] Completed FRPH in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:48.271978] [INFO ] [sig ] [1293/3599] Forecasting FRSH... [2025-11-26T21:25:48.272024] [INFO ] [sig ] Generating forecast for: FRSH [2025-11-26T21:25:48.272093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'. [2025-11-26T21:25:48.283435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSH'. [2025-11-26T21:25:48.283834] [INFO ] [FORECASTER] Starting predict_future for FRSH [2025-11-26T21:25:48.284738] [DEBUG] [LOCAL ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt [2025-11-26T21:25:48.284817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:48.284882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:48.284926] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:48.285008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:48.345835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:48.346546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:48.346672] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:48.346721] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:48.471197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:48.471372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:48.471425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:48.471506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:48.474987] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=82.85%) [2025-11-26T21:25:48.475290] [INFO ] [FORECASTER] Completed predict_future for FRSH [2025-11-26T21:25:48.475440] [INFO ] [sig ] FRSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:48.615335] [INFO ] [LOCAL ] Saved forecast: FRSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRSH.txt [2025-11-26T21:25:48.615498] [INFO ] [sig ] [1293/3599] Completed FRSH in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:48.615554] [INFO ] [sig ] [1294/3599] Forecasting FRSX... [2025-11-26T21:25:48.615598] [INFO ] [sig ] Generating forecast for: FRSX [2025-11-26T21:25:48.615680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'. [2025-11-26T21:25:48.626450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSX'. [2025-11-26T21:25:48.626845] [INFO ] [FORECASTER] Starting predict_future for FRSX [2025-11-26T21:25:48.627724] [DEBUG] [LOCAL ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt [2025-11-26T21:25:48.627793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:48.627861] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:48.627904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:48.627981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:48.685201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:48.686021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:48.686133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:48.686179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:48.802684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:48.802857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:48.802909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:48.802947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:48.806333] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=96.59%) [2025-11-26T21:25:48.806668] [INFO ] [FORECASTER] Completed predict_future for FRSX [2025-11-26T21:25:48.806825] [INFO ] [sig ] FRSX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:48.948063] [INFO ] [LOCAL ] Saved forecast: FRSX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FRSX.txt [2025-11-26T21:25:48.948217] [INFO ] [sig ] [1294/3599] Completed FRSX in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:48.948281] [INFO ] [sig ] [1295/3599] Forecasting FSBC... [2025-11-26T21:25:48.948324] [INFO ] [sig ] Generating forecast for: FSBC [2025-11-26T21:25:48.948409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'. [2025-11-26T21:25:48.958853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSBC'. [2025-11-26T21:25:48.959181] [INFO ] [FORECASTER] Starting predict_future for FSBC [2025-11-26T21:25:48.960007] [DEBUG] [LOCAL ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt [2025-11-26T21:25:48.960075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:48.960120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:48.960167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:48.960248] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:49.016790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:49.017580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:49.017718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:49.017768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:49.141150] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:49.141310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:49.141362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:49.141408] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:49.144853] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=5.56%) [2025-11-26T21:25:49.145165] [INFO ] [FORECASTER] Completed predict_future for FSBC [2025-11-26T21:25:49.145311] [INFO ] [sig ] FSBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:49.285278] [INFO ] [LOCAL ] Saved forecast: FSBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSBC.txt [2025-11-26T21:25:49.285431] [INFO ] [sig ] [1295/3599] Completed FSBC in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:49.285489] [INFO ] [sig ] [1296/3599] Forecasting FSCO... [2025-11-26T21:25:49.285529] [INFO ] [sig ] Generating forecast for: FSCO [2025-11-26T21:25:49.285572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-11-26T21:25:49.295944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSCO'. [2025-11-26T21:25:49.296312] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-11-26T21:25:49.297181] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-11-26T21:25:49.297251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:49.297296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:49.297345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:49.297450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:49.354728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:49.355436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:49.355533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:49.355574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:49.470053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:49.470232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:49.470284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:49.470324] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:49.473742] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=50.84%) [2025-11-26T21:25:49.474051] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-11-26T21:25:49.474205] [INFO ] [sig ] FSCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:49.617820] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FSCO.txt [2025-11-26T21:25:49.618004] [INFO ] [sig ] [1296/3599] Completed FSCO in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:49.618064] [INFO ] [sig ] [1297/3599] Forecasting FSK... [2025-11-26T21:25:49.618110] [INFO ] [sig ] Generating forecast for: FSK [2025-11-26T21:25:49.618186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-11-26T21:25:49.629672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSK'. [2025-11-26T21:25:49.630021] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-11-26T21:25:49.630870] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-11-26T21:25:49.630939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:49.630983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:49.631044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:49.631117] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:49.688801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:49.689546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:49.689661] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:49.689711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:49.806907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:49.807082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:49.807134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:49.807174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:49.810581] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=69.15%) [2025-11-26T21:25:49.810904] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-11-26T21:25:49.811051] [INFO ] [sig ] FSK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:49.951091] [INFO ] [LOCAL ] Saved forecast: FSK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FSK.txt [2025-11-26T21:25:49.951245] [INFO ] [sig ] [1297/3599] Completed FSK in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:49.951299] [INFO ] [sig ] [1298/3599] Forecasting FSLY... [2025-11-26T21:25:49.951342] [INFO ] [sig ] Generating forecast for: FSLY [2025-11-26T21:25:49.951382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-11-26T21:25:49.961623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSLY'. [2025-11-26T21:25:49.961974] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-11-26T21:25:49.962840] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-11-26T21:25:49.962909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:49.962954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:49.962993] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:49.963066] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:50.020211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:50.020900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:50.020995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:50.021036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:50.140218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:50.140385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:50.140435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:50.140476] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:50.143903] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=24.86%) [2025-11-26T21:25:50.144244] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-11-26T21:25:50.144389] [INFO ] [sig ] FSLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:50.284431] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSLY.txt [2025-11-26T21:25:50.284594] [INFO ] [sig ] [1298/3599] Completed FSLY in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:50.284660] [INFO ] [sig ] [1299/3599] Forecasting FSM... [2025-11-26T21:25:50.284707] [INFO ] [sig ] Generating forecast for: FSM [2025-11-26T21:25:50.284749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-11-26T21:25:50.296074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSM'. [2025-11-26T21:25:50.296465] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-11-26T21:25:50.297382] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-11-26T21:25:50.297472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:50.297518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:50.297550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:50.297634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:50.355007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:50.355869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:50.355975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:50.356025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:50.484589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:50.484829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:50.484887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:50.484931] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:50.488955] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-11-26T21:25:50.489285] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-11-26T21:25:50.489450] [INFO ] [sig ] FSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:50.639030] [INFO ] [LOCAL ] Saved forecast: FSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSM.txt [2025-11-26T21:25:50.639237] [INFO ] [sig ] [1299/3599] Completed FSM in 0.4s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:50.639308] [INFO ] [sig ] [1300/3599] Forecasting FSS... [2025-11-26T21:25:50.639389] [INFO ] [sig ] Generating forecast for: FSS [2025-11-26T21:25:50.639429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-11-26T21:25:50.653616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSS'. [2025-11-26T21:25:50.654176] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-11-26T21:25:50.655218] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-11-26T21:25:50.655295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:50.655342] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:50.655384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:50.655452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:50.732020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:50.733380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:50.733542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:50.733612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:50.894811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:50.895027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:50.895105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:50.895157] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:50.899384] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=12.83%) [2025-11-26T21:25:50.899914] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-11-26T21:25:50.900129] [INFO ] [sig ] FSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:51.097815] [INFO ] [LOCAL ] Saved forecast: FSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FSS.txt [2025-11-26T21:25:51.098085] [INFO ] [sig ] [1300/3599] Completed FSS in 0.5s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:51.098205] [INFO ] [sig ] [1301/3599] Forecasting FTA... [2025-11-26T21:25:51.098281] [INFO ] [sig ] Generating forecast for: FTA [2025-11-26T21:25:51.098366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'. [2025-11-26T21:25:51.111938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTA'. [2025-11-26T21:25:51.112480] [INFO ] [FORECASTER] Starting predict_future for FTA [2025-11-26T21:25:51.113469] [DEBUG] [LOCAL ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt [2025-11-26T21:25:51.113557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:51.113618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:51.113695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:51.113771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:51.180741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:51.181739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:51.181860] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:51.181937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:51.323811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:51.324056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:51.324149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:51.324232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:51.334080] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=0.54%) [2025-11-26T21:25:51.334813] [INFO ] [FORECASTER] Completed predict_future for FTA [2025-11-26T21:25:51.335093] [INFO ] [sig ] FTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:51.480130] [INFO ] [LOCAL ] Saved forecast: FTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTA.txt [2025-11-26T21:25:51.480326] [INFO ] [sig ] [1301/3599] Completed FTA in 0.4s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:51.480384] [INFO ] [sig ] [1302/3599] Forecasting FTAI... [2025-11-26T21:25:51.480451] [INFO ] [sig ] Generating forecast for: FTAI [2025-11-26T21:25:51.480500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'. [2025-11-26T21:25:51.492605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTAI'. [2025-11-26T21:25:51.493066] [INFO ] [FORECASTER] Starting predict_future for FTAI [2025-11-26T21:25:51.493992] [DEBUG] [LOCAL ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt [2025-11-26T21:25:51.494067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:51.494131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:51.494190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:51.494291] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:51.554227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:51.555419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:51.555544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:51.555600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:51.682934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:51.683115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:51.683180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:51.683234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:51.686751] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=42.70%) [2025-11-26T21:25:51.687076] [INFO ] [FORECASTER] Completed predict_future for FTAI [2025-11-26T21:25:51.687237] [INFO ] [sig ] FTAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:51.834236] [INFO ] [LOCAL ] Saved forecast: FTAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTAI.txt [2025-11-26T21:25:51.834448] [INFO ] [sig ] [1302/3599] Completed FTAI in 0.4s | 2.89 sym/s | Total: 7.5m | ETA: 13.3m [2025-11-26T21:25:51.834515] [INFO ] [sig ] [1303/3599] Forecasting FTC... [2025-11-26T21:25:51.834585] [INFO ] [sig ] Generating forecast for: FTC [2025-11-26T21:25:51.834634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'. [2025-11-26T21:25:51.845585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTC'. [2025-11-26T21:25:51.845991] [INFO ] [FORECASTER] Starting predict_future for FTC [2025-11-26T21:25:51.846864] [DEBUG] [LOCAL ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt [2025-11-26T21:25:51.846943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:51.847013] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:51.847076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:51.847178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:51.906847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:51.907706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:51.907824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:51.907896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:52.032899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:52.033056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:52.033109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:52.033154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:52.036588] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=33.72%) [2025-11-26T21:25:52.036910] [INFO ] [FORECASTER] Completed predict_future for FTC [2025-11-26T21:25:52.037057] [INFO ] [sig ] FTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:52.178266] [INFO ] [LOCAL ] Saved forecast: FTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTC.txt [2025-11-26T21:25:52.178456] [INFO ] [sig ] [1303/3599] Completed FTC in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T21:25:52.178516] [INFO ] [sig ] [1304/3599] Forecasting FTCI... [2025-11-26T21:25:52.178560] [INFO ] [sig ] Generating forecast for: FTCI [2025-11-26T21:25:52.178625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'. [2025-11-26T21:25:52.189215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCI'. [2025-11-26T21:25:52.189587] [INFO ] [FORECASTER] Starting predict_future for FTCI [2025-11-26T21:25:52.190417] [DEBUG] [LOCAL ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt [2025-11-26T21:25:52.190492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:52.190549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:52.190598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:52.190704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:52.248287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:52.249171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:52.249291] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:52.249345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:52.373807] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:52.373996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:52.374052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:52.374096] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:52.377691] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=33.58%) [2025-11-26T21:25:52.378018] [INFO ] [FORECASTER] Completed predict_future for FTCI [2025-11-26T21:25:52.378182] [INFO ] [sig ] FTCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:52.517831] [INFO ] [LOCAL ] Saved forecast: FTCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTCI.txt [2025-11-26T21:25:52.517977] [INFO ] [sig ] [1304/3599] Completed FTCI in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T21:25:52.518034] [INFO ] [sig ] [1305/3599] Forecasting FTCS... [2025-11-26T21:25:52.518079] [INFO ] [sig ] Generating forecast for: FTCS [2025-11-26T21:25:52.518148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'. [2025-11-26T21:25:52.531397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCS'. [2025-11-26T21:25:52.531939] [INFO ] [FORECASTER] Starting predict_future for FTCS [2025-11-26T21:25:52.532945] [DEBUG] [LOCAL ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt [2025-11-26T21:25:52.533021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:52.533072] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:52.533115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:52.533195] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:52.592335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:52.593554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:52.593698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:52.593754] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:52.714583] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:52.714867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:52.714932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:52.714970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:52.719135] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-11-26T21:25:52.719488] [INFO ] [FORECASTER] Completed predict_future for FTCS [2025-11-26T21:25:52.719674] [INFO ] [sig ] FTCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:52.865733] [INFO ] [LOCAL ] Saved forecast: FTCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTCS.txt [2025-11-26T21:25:52.865956] [INFO ] [sig ] [1305/3599] Completed FTCS in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T21:25:52.866037] [INFO ] [sig ] [1306/3599] Forecasting FTEK... [2025-11-26T21:25:52.866082] [INFO ] [sig ] Generating forecast for: FTEK [2025-11-26T21:25:52.866124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'. [2025-11-26T21:25:52.877073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTEK'. [2025-11-26T21:25:52.877401] [INFO ] [FORECASTER] Starting predict_future for FTEK [2025-11-26T21:25:52.878319] [DEBUG] [LOCAL ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt [2025-11-26T21:25:52.878392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:52.878437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:52.878477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:52.878545] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:52.936196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:52.937159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:52.937268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:52.937314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:53.051100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:53.051290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:53.051345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:53.051385] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:53.054893] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=89.63%) [2025-11-26T21:25:53.055193] [INFO ] [FORECASTER] Completed predict_future for FTEK [2025-11-26T21:25:53.055341] [INFO ] [sig ] FTEK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:53.194147] [INFO ] [LOCAL ] Saved forecast: FTEK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTEK.txt [2025-11-26T21:25:53.194366] [INFO ] [sig ] [1306/3599] Completed FTEK in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T21:25:53.194467] [INFO ] [sig ] [1307/3599] Forecasting FTGC... [2025-11-26T21:25:53.194538] [INFO ] [sig ] Generating forecast for: FTGC [2025-11-26T21:25:53.194596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'. [2025-11-26T21:25:53.208258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGC'. [2025-11-26T21:25:53.208735] [INFO ] [FORECASTER] Starting predict_future for FTGC [2025-11-26T21:25:53.209548] [DEBUG] [LOCAL ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt [2025-11-26T21:25:53.209620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:53.209688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:53.209732] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:53.209801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:53.267373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:53.268132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:53.268249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:53.268306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:53.385585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:53.385797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:53.385853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:53.385896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:53.389306] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-11-26T21:25:53.389602] [INFO ] [FORECASTER] Completed predict_future for FTGC [2025-11-26T21:25:53.389772] [INFO ] [sig ] FTGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:53.532124] [INFO ] [LOCAL ] Saved forecast: FTGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTGC.txt [2025-11-26T21:25:53.532294] [INFO ] [sig ] [1307/3599] Completed FTGC in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T21:25:53.532348] [INFO ] [sig ] [1308/3599] Forecasting FTGS... [2025-11-26T21:25:53.532391] [INFO ] [sig ] Generating forecast for: FTGS [2025-11-26T21:25:53.532430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'. [2025-11-26T21:25:53.543538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGS'. [2025-11-26T21:25:53.543916] [INFO ] [FORECASTER] Starting predict_future for FTGS [2025-11-26T21:25:53.544824] [DEBUG] [LOCAL ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt [2025-11-26T21:25:53.544899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:53.544947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:53.544987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:53.545082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:53.603972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:53.604690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:53.604791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:53.604841] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:53.726150] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:53.726305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:53.726360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:53.726403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:53.729880] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-11-26T21:25:53.730199] [INFO ] [FORECASTER] Completed predict_future for FTGS [2025-11-26T21:25:53.730360] [INFO ] [sig ] FTGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:53.873336] [INFO ] [LOCAL ] Saved forecast: FTGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTGS.txt [2025-11-26T21:25:53.873482] [INFO ] [sig ] [1308/3599] Completed FTGS in 0.3s | 2.89 sym/s | Total: 7.5m | ETA: 13.2m [2025-11-26T21:25:53.873536] [INFO ] [sig ] [1309/3599] Forecasting FTHI... [2025-11-26T21:25:53.873579] [INFO ] [sig ] Generating forecast for: FTHI [2025-11-26T21:25:53.873620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'. [2025-11-26T21:25:53.883965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHI'. [2025-11-26T21:25:53.884281] [INFO ] [FORECASTER] Starting predict_future for FTHI [2025-11-26T21:25:53.885109] [DEBUG] [LOCAL ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt [2025-11-26T21:25:53.885179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:53.885237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:53.885284] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:53.885363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:53.943408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:53.944107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:53.944206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:53.944255] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:54.059700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:54.059849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:54.059900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:54.059948] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:54.063440] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-11-26T21:25:54.063783] [INFO ] [FORECASTER] Completed predict_future for FTHI [2025-11-26T21:25:54.063933] [INFO ] [sig ] FTHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:54.252615] [INFO ] [LOCAL ] Saved forecast: FTHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTHI.txt [2025-11-26T21:25:54.252801] [INFO ] [sig ] [1309/3599] Completed FTHI in 0.4s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:54.252859] [INFO ] [sig ] [1310/3599] Forecasting FTHM... [2025-11-26T21:25:54.252941] [INFO ] [sig ] Generating forecast for: FTHM [2025-11-26T21:25:54.253004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'. [2025-11-26T21:25:54.263418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHM'. [2025-11-26T21:25:54.263775] [INFO ] [FORECASTER] Starting predict_future for FTHM [2025-11-26T21:25:54.264606] [DEBUG] [LOCAL ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt [2025-11-26T21:25:54.264719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:54.264783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:54.264837] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:54.264932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:54.324136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:54.324827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:54.324932] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:54.324994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:54.444858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:54.445015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:54.445084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:54.445143] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:54.448600] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=17.66%) [2025-11-26T21:25:54.449047] [INFO ] [FORECASTER] Completed predict_future for FTHM [2025-11-26T21:25:54.449215] [INFO ] [sig ] FTHM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:54.589508] [INFO ] [LOCAL ] Saved forecast: FTHM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTHM.txt [2025-11-26T21:25:54.589719] [INFO ] [sig ] [1310/3599] Completed FTHM in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:54.589779] [INFO ] [sig ] [1311/3599] Forecasting FTHY... [2025-11-26T21:25:54.589848] [INFO ] [sig ] Generating forecast for: FTHY [2025-11-26T21:25:54.589899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-11-26T21:25:54.600124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHY'. [2025-11-26T21:25:54.600429] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-11-26T21:25:54.601245] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-11-26T21:25:54.601316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:54.601361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:54.601401] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:54.601467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:54.660041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:54.660725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:54.660818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:54.660859] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:54.775621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:54.775781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:54.775837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:54.775877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:54.779245] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=87.67%) [2025-11-26T21:25:54.779544] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-11-26T21:25:54.779706] [INFO ] [sig ] FTHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:54.920940] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTHY.txt [2025-11-26T21:25:54.921120] [INFO ] [sig ] [1311/3599] Completed FTHY in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:54.921198] [INFO ] [sig ] [1312/3599] Forecasting FTI... [2025-11-26T21:25:54.921238] [INFO ] [sig ] Generating forecast for: FTI [2025-11-26T21:25:54.921279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-11-26T21:25:54.931894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTI'. [2025-11-26T21:25:54.932192] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-11-26T21:25:54.933056] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-11-26T21:25:54.933126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:54.933172] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:54.933211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:54.933282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:54.992177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:54.992834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:54.992930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:54.992976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:55.114461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:55.114598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:55.114671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:55.114713] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:55.118306] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=7.00%) [2025-11-26T21:25:55.118669] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-11-26T21:25:55.118836] [INFO ] [sig ] FTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:55.260637] [INFO ] [LOCAL ] Saved forecast: FTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTI.txt [2025-11-26T21:25:55.260800] [INFO ] [sig ] [1312/3599] Completed FTI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:55.260852] [INFO ] [sig ] [1313/3599] Forecasting FTK... [2025-11-26T21:25:55.260893] [INFO ] [sig ] Generating forecast for: FTK [2025-11-26T21:25:55.260929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-11-26T21:25:55.270945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTK'. [2025-11-26T21:25:55.271262] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-11-26T21:25:55.272065] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-11-26T21:25:55.272134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:55.272232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:55.272271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:55.272338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:55.330570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:55.331249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:55.331344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:55.331394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:55.449816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:55.449952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:55.450005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:55.450050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:55.453443] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=33.44%) [2025-11-26T21:25:55.453763] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-11-26T21:25:55.453927] [INFO ] [sig ] FTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:55.594982] [INFO ] [LOCAL ] Saved forecast: FTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTK.txt [2025-11-26T21:25:55.595143] [INFO ] [sig ] [1313/3599] Completed FTK in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:55.595198] [INFO ] [sig ] [1314/3599] Forecasting FTLF... [2025-11-26T21:25:55.595239] [INFO ] [sig ] Generating forecast for: FTLF [2025-11-26T21:25:55.595278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'. [2025-11-26T21:25:55.605491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTLF'. [2025-11-26T21:25:55.605850] [INFO ] [FORECASTER] Starting predict_future for FTLF [2025-11-26T21:25:55.606664] [DEBUG] [LOCAL ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt [2025-11-26T21:25:55.606731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:55.606776] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:55.606816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:55.606882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:55.664732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:55.665438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:55.665536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:55.665586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:55.773839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:55.774000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:55.774052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:55.774091] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:55.780576] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=70.45%) [2025-11-26T21:25:55.781004] [INFO ] [FORECASTER] Completed predict_future for FTLF [2025-11-26T21:25:55.781169] [INFO ] [sig ] FTLF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:55.920850] [INFO ] [LOCAL ] Saved forecast: FTLF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTLF.txt [2025-11-26T21:25:55.920997] [INFO ] [sig ] [1314/3599] Completed FTLF in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:55.921051] [INFO ] [sig ] [1315/3599] Forecasting FTQI... [2025-11-26T21:25:55.921091] [INFO ] [sig ] Generating forecast for: FTQI [2025-11-26T21:25:55.921129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'. [2025-11-26T21:25:55.931383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTQI'. [2025-11-26T21:25:55.931699] [INFO ] [FORECASTER] Starting predict_future for FTQI [2025-11-26T21:25:55.932488] [DEBUG] [LOCAL ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt [2025-11-26T21:25:55.932557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:55.932603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:55.932662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:55.932741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:55.990373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:55.991030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:55.991126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:55.991167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:56.106232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:56.106395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:56.106450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:56.106489] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:56.109859] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=51.75%) [2025-11-26T21:25:56.110177] [INFO ] [FORECASTER] Completed predict_future for FTQI [2025-11-26T21:25:56.110340] [INFO ] [sig ] FTQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:56.249786] [INFO ] [LOCAL ] Saved forecast: FTQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTQI.txt [2025-11-26T21:25:56.249919] [INFO ] [sig ] [1315/3599] Completed FTQI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:56.249972] [INFO ] [sig ] [1316/3599] Forecasting FTRE... [2025-11-26T21:25:56.250013] [INFO ] [sig ] Generating forecast for: FTRE [2025-11-26T21:25:56.250052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'. [2025-11-26T21:25:56.260526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRE'. [2025-11-26T21:25:56.260856] [INFO ] [FORECASTER] Starting predict_future for FTRE [2025-11-26T21:25:56.261719] [DEBUG] [LOCAL ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt [2025-11-26T21:25:56.261790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:56.261833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:56.261873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:56.261939] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:56.319661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:56.320318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:56.320415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:56.320465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:56.441627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:56.441794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:56.441848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:56.441890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:56.445181] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=1.19%) [2025-11-26T21:25:56.445477] [INFO ] [FORECASTER] Completed predict_future for FTRE [2025-11-26T21:25:56.445657] [INFO ] [sig ] FTRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:56.589307] [INFO ] [LOCAL ] Saved forecast: FTRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTRE.txt [2025-11-26T21:25:56.589449] [INFO ] [sig ] [1316/3599] Completed FTRE in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:56.589497] [INFO ] [sig ] [1317/3599] Forecasting FTRI... [2025-11-26T21:25:56.589544] [INFO ] [sig ] Generating forecast for: FTRI [2025-11-26T21:25:56.589583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'. [2025-11-26T21:25:56.599633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRI'. [2025-11-26T21:25:56.599954] [INFO ] [FORECASTER] Starting predict_future for FTRI [2025-11-26T21:25:56.600760] [DEBUG] [LOCAL ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt [2025-11-26T21:25:56.600828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:56.600872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:56.600911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:56.600978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:56.657891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:56.658538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:56.658630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:56.658693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:56.777169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:56.777335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:56.777387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:56.777448] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:56.780769] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=65.25%) [2025-11-26T21:25:56.781068] [INFO ] [FORECASTER] Completed predict_future for FTRI [2025-11-26T21:25:56.781216] [INFO ] [sig ] FTRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:56.923834] [INFO ] [LOCAL ] Saved forecast: FTRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTRI.txt [2025-11-26T21:25:56.923991] [INFO ] [sig ] [1317/3599] Completed FTRI in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:56.924043] [INFO ] [sig ] [1318/3599] Forecasting FTS... [2025-11-26T21:25:56.924083] [INFO ] [sig ] Generating forecast for: FTS [2025-11-26T21:25:56.924122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-11-26T21:25:56.934193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTS'. [2025-11-26T21:25:56.934506] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-11-26T21:25:56.935321] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-11-26T21:25:56.935391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:56.935436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:56.935474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:56.935542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:56.993149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:56.993848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:56.993945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:56.993993] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:57.118158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:57.118346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:57.118405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:57.118441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:57.121877] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-11-26T21:25:57.122172] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-11-26T21:25:57.122340] [INFO ] [sig ] FTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:57.266318] [INFO ] [LOCAL ] Saved forecast: FTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTS.txt [2025-11-26T21:25:57.266492] [INFO ] [sig ] [1318/3599] Completed FTS in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:57.266548] [INFO ] [sig ] [1319/3599] Forecasting FTSL... [2025-11-26T21:25:57.266588] [INFO ] [sig ] Generating forecast for: FTSL [2025-11-26T21:25:57.266630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'. [2025-11-26T21:25:57.277162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSL'. [2025-11-26T21:25:57.277570] [INFO ] [FORECASTER] Starting predict_future for FTSL [2025-11-26T21:25:57.278457] [DEBUG] [LOCAL ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt [2025-11-26T21:25:57.278532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:57.278582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:57.278656] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:57.278758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:57.336742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:57.337567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:57.337724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:57.337792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:57.453615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:57.453784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:57.453837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:57.453879] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:57.457279] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=88.59%) [2025-11-26T21:25:57.457618] [INFO ] [FORECASTER] Completed predict_future for FTSL [2025-11-26T21:25:57.457787] [INFO ] [sig ] FTSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:57.596719] [INFO ] [LOCAL ] Saved forecast: FTSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTSL.txt [2025-11-26T21:25:57.596873] [INFO ] [sig ] [1319/3599] Completed FTSL in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.2m [2025-11-26T21:25:57.596927] [INFO ] [sig ] [1320/3599] Forecasting FTSM... [2025-11-26T21:25:57.596967] [INFO ] [sig ] Generating forecast for: FTSM [2025-11-26T21:25:57.597031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'. [2025-11-26T21:25:57.607087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSM'. [2025-11-26T21:25:57.607416] [INFO ] [FORECASTER] Starting predict_future for FTSM [2025-11-26T21:25:57.608231] [DEBUG] [LOCAL ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt [2025-11-26T21:25:57.608302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:57.608348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:57.608387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:57.608458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:57.665137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:57.666052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:57.666154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:57.666204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:57.766960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:57.767124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:57.767188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:57.767244] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:57.770808] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.12%) [2025-11-26T21:25:57.771116] [INFO ] [FORECASTER] Completed predict_future for FTSM [2025-11-26T21:25:57.771276] [INFO ] [sig ] FTSM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:57.912495] [INFO ] [LOCAL ] Saved forecast: FTSM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTSM.txt [2025-11-26T21:25:57.912679] [INFO ] [sig ] [1320/3599] Completed FTSM in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:57.912735] [INFO ] [sig ] [1321/3599] Forecasting FTXG... [2025-11-26T21:25:57.912778] [INFO ] [sig ] Generating forecast for: FTXG [2025-11-26T21:25:57.912874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'. [2025-11-26T21:25:57.923000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXG'. [2025-11-26T21:25:57.923356] [INFO ] [FORECASTER] Starting predict_future for FTXG [2025-11-26T21:25:57.924161] [DEBUG] [LOCAL ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt [2025-11-26T21:25:57.924231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:57.924289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:57.924330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:57.924398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:57.980831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:57.981539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:57.981636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:57.981703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:58.089291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:58.089475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:58.089536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:58.089571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:58.093020] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=98.62%) [2025-11-26T21:25:58.093345] [INFO ] [FORECASTER] Completed predict_future for FTXG [2025-11-26T21:25:58.093509] [INFO ] [sig ] FTXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:58.236352] [INFO ] [LOCAL ] Saved forecast: FTXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTXG.txt [2025-11-26T21:25:58.236507] [INFO ] [sig ] [1321/3599] Completed FTXG in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:58.236563] [INFO ] [sig ] [1322/3599] Forecasting FTXL... [2025-11-26T21:25:58.236608] [INFO ] [sig ] Generating forecast for: FTXL [2025-11-26T21:25:58.236665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'. [2025-11-26T21:25:58.246895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXL'. [2025-11-26T21:25:58.247227] [INFO ] [FORECASTER] Starting predict_future for FTXL [2025-11-26T21:25:58.248060] [DEBUG] [LOCAL ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt [2025-11-26T21:25:58.248129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:58.248174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:58.248213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:58.248280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:58.305597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:58.306377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:58.306475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:58.306525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:58.428941] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:58.429109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:58.429162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:58.429204] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:58.432682] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-11-26T21:25:58.432997] [INFO ] [FORECASTER] Completed predict_future for FTXL [2025-11-26T21:25:58.433147] [INFO ] [sig ] FTXL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:58.575773] [INFO ] [LOCAL ] Saved forecast: FTXL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FTXL.txt [2025-11-26T21:25:58.575931] [INFO ] [sig ] [1322/3599] Completed FTXL in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:58.575984] [INFO ] [sig ] [1323/3599] Forecasting FTXN... [2025-11-26T21:25:58.576029] [INFO ] [sig ] Generating forecast for: FTXN [2025-11-26T21:25:58.576091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'. [2025-11-26T21:25:58.585792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXN'. [2025-11-26T21:25:58.586091] [INFO ] [FORECASTER] Starting predict_future for FTXN [2025-11-26T21:25:58.586892] [DEBUG] [LOCAL ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt [2025-11-26T21:25:58.586962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:58.587006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:58.587046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:58.587113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:58.644657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:58.645461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:58.645560] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:58.645609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:58.761665] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:58.761834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:58.761887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:58.761929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:58.765280] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=8.94%) [2025-11-26T21:25:58.765577] [INFO ] [FORECASTER] Completed predict_future for FTXN [2025-11-26T21:25:58.765746] [INFO ] [sig ] FTXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:58.905229] [INFO ] [LOCAL ] Saved forecast: FTXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTXN.txt [2025-11-26T21:25:58.905399] [INFO ] [sig ] [1323/3599] Completed FTXN in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:58.905471] [INFO ] [sig ] [1324/3599] Forecasting FTXO... [2025-11-26T21:25:58.905506] [INFO ] [sig ] Generating forecast for: FTXO [2025-11-26T21:25:58.905544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'. [2025-11-26T21:25:58.915362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXO'. [2025-11-26T21:25:58.915707] [INFO ] [FORECASTER] Starting predict_future for FTXO [2025-11-26T21:25:58.916480] [DEBUG] [LOCAL ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt [2025-11-26T21:25:58.916550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:58.916594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:58.916633] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:58.916722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:58.973116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:58.973996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:58.974098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:58.974145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:59.091590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:59.091789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:59.091846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:59.091887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:59.095225] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=16.54%) [2025-11-26T21:25:59.095520] [INFO ] [FORECASTER] Completed predict_future for FTXO [2025-11-26T21:25:59.095680] [INFO ] [sig ] FTXO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:59.235424] [INFO ] [LOCAL ] Saved forecast: FTXO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FTXO.txt [2025-11-26T21:25:59.235591] [INFO ] [sig ] [1324/3599] Completed FTXO in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:59.235674] [INFO ] [sig ] [1325/3599] Forecasting FUBO... [2025-11-26T21:25:59.235719] [INFO ] [sig ] Generating forecast for: FUBO [2025-11-26T21:25:59.235786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-11-26T21:25:59.246597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUBO'. [2025-11-26T21:25:59.246934] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-11-26T21:25:59.247779] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-11-26T21:25:59.247847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:59.247903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:59.247952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:59.248035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:59.304216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:59.305036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:59.305143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:59.305193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:59.427676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:59.427893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:59.427948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:59.427990] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:59.431983] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=77.33%) [2025-11-26T21:25:59.432508] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-11-26T21:25:59.432738] [INFO ] [sig ] FUBO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:25:59.575909] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FUBO.txt [2025-11-26T21:25:59.576075] [INFO ] [sig ] [1325/3599] Completed FUBO in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:59.576129] [INFO ] [sig ] [1326/3599] Forecasting FUL... [2025-11-26T21:25:59.576187] [INFO ] [sig ] Generating forecast for: FUL [2025-11-26T21:25:59.576258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-11-26T21:25:59.587318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUL'. [2025-11-26T21:25:59.587798] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-11-26T21:25:59.588662] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-11-26T21:25:59.588733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:59.588779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:59.588820] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:59.588889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:59.646830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:59.647741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:59.647841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:59.647889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:25:59.769991] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:25:59.770186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:25:59.770239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:25:59.770287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:25:59.773741] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=2.41%) [2025-11-26T21:25:59.774053] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-11-26T21:25:59.774222] [INFO ] [sig ] FUL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:25:59.916437] [INFO ] [LOCAL ] Saved forecast: FUL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FUL.txt [2025-11-26T21:25:59.916602] [INFO ] [sig ] [1326/3599] Completed FUL in 0.3s | 2.89 sym/s | Total: 7.6m | ETA: 13.1m [2025-11-26T21:25:59.916694] [INFO ] [sig ] [1327/3599] Forecasting FULC... [2025-11-26T21:25:59.916744] [INFO ] [sig ] Generating forecast for: FULC [2025-11-26T21:25:59.916786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'. [2025-11-26T21:25:59.927130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FULC'. [2025-11-26T21:25:59.927478] [INFO ] [FORECASTER] Starting predict_future for FULC [2025-11-26T21:25:59.928292] [DEBUG] [LOCAL ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt [2025-11-26T21:25:59.928379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:25:59.928433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:25:59.928477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:25:59.928544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:25:59.985557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:25:59.986198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:25:59.986293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:25:59.986344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:00.111874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:00.112023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:00.112076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:00.112116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:00.115499] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=19.04%) [2025-11-26T21:26:00.115839] [INFO ] [FORECASTER] Completed predict_future for FULC [2025-11-26T21:26:00.116007] [INFO ] [sig ] FULC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:00.255977] [INFO ] [LOCAL ] Saved forecast: FULC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FULC.txt [2025-11-26T21:26:00.256178] [INFO ] [sig ] [1327/3599] Completed FULC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:00.256278] [INFO ] [sig ] [1328/3599] Forecasting FUN... [2025-11-26T21:26:00.256337] [INFO ] [sig ] Generating forecast for: FUN [2025-11-26T21:26:00.256392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-11-26T21:26:00.267107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUN'. [2025-11-26T21:26:00.267483] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-11-26T21:26:00.268308] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-11-26T21:26:00.268378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:00.268416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:00.268448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:00.268510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:00.324823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:00.325517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:00.325609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:00.325671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:00.446543] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:00.446769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:00.446851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:00.446891] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:00.450581] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=46.70%) [2025-11-26T21:26:00.450925] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-11-26T21:26:00.451103] [INFO ] [sig ] FUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:00.593943] [INFO ] [LOCAL ] Saved forecast: FUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FUN.txt [2025-11-26T21:26:00.594110] [INFO ] [sig ] [1328/3599] Completed FUN in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:00.594179] [INFO ] [sig ] [1329/3599] Forecasting FUNC... [2025-11-26T21:26:00.594249] [INFO ] [sig ] Generating forecast for: FUNC [2025-11-26T21:26:00.594296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'. [2025-11-26T21:26:00.605412] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUNC'. [2025-11-26T21:26:00.605811] [INFO ] [FORECASTER] Starting predict_future for FUNC [2025-11-26T21:26:00.606633] [DEBUG] [LOCAL ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt [2025-11-26T21:26:00.606727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:00.606775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:00.606816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:00.606886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:00.667382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:00.668124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:00.668228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:00.668278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:00.791574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:00.791772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:00.791827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:00.791870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:00.795379] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: UP (p=51.88%) [2025-11-26T21:26:00.795715] [INFO ] [FORECASTER] Completed predict_future for FUNC [2025-11-26T21:26:00.795866] [INFO ] [sig ] FUNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:00.935942] [INFO ] [LOCAL ] Saved forecast: FUNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FUNC.txt [2025-11-26T21:26:00.936087] [INFO ] [sig ] [1329/3599] Completed FUNC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:00.936141] [INFO ] [sig ] [1330/3599] Forecasting FUND... [2025-11-26T21:26:00.936185] [INFO ] [sig ] Generating forecast for: FUND [2025-11-26T21:26:00.936258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'. [2025-11-26T21:26:00.947040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUND'. [2025-11-26T21:26:00.947396] [INFO ] [FORECASTER] Starting predict_future for FUND [2025-11-26T21:26:00.948276] [DEBUG] [LOCAL ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt [2025-11-26T21:26:00.948349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:00.948393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:00.948432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:00.948499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:01.004847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:01.005617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:01.005747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:01.005795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:01.119071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:01.119269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:01.119322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:01.119366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:01.122741] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-11-26T21:26:01.123036] [INFO ] [FORECASTER] Completed predict_future for FUND [2025-11-26T21:26:01.123181] [INFO ] [sig ] FUND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:01.261908] [INFO ] [LOCAL ] Saved forecast: FUND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FUND.txt [2025-11-26T21:26:01.262079] [INFO ] [sig ] [1330/3599] Completed FUND in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:01.262155] [INFO ] [sig ] [1331/3599] Forecasting FVCB... [2025-11-26T21:26:01.262209] [INFO ] [sig ] Generating forecast for: FVCB [2025-11-26T21:26:01.262251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'. [2025-11-26T21:26:01.273910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FVCB'. [2025-11-26T21:26:01.274342] [INFO ] [FORECASTER] Starting predict_future for FVCB [2025-11-26T21:26:01.275197] [DEBUG] [LOCAL ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt [2025-11-26T21:26:01.275272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:01.275332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:01.275381] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:01.275453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:01.336289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:01.337206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:01.337314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:01.337365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:01.457253] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:01.457465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:01.457524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:01.457586] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:01.461253] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=30.20%) [2025-11-26T21:26:01.461570] [INFO ] [FORECASTER] Completed predict_future for FVCB [2025-11-26T21:26:01.461740] [INFO ] [sig ] FVCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:01.602933] [INFO ] [LOCAL ] Saved forecast: FVCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FVCB.txt [2025-11-26T21:26:01.603114] [INFO ] [sig ] [1331/3599] Completed FVCB in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:01.603181] [INFO ] [sig ] [1332/3599] Forecasting FWONA... [2025-11-26T21:26:01.603248] [INFO ] [sig ] Generating forecast for: FWONA [2025-11-26T21:26:01.603285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'. [2025-11-26T21:26:01.614110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONA'. [2025-11-26T21:26:01.614538] [INFO ] [FORECASTER] Starting predict_future for FWONA [2025-11-26T21:26:01.615424] [DEBUG] [LOCAL ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt [2025-11-26T21:26:01.615497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:01.615558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:01.615600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:01.615685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:01.673845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:01.674801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:01.674913] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:01.674961] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:01.794751] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:01.794956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:01.795010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:01.795054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:01.798789] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-11-26T21:26:01.799124] [INFO ] [FORECASTER] Completed predict_future for FWONA [2025-11-26T21:26:01.799286] [INFO ] [sig ] FWONA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:01.941629] [INFO ] [LOCAL ] Saved forecast: FWONA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FWONA.txt [2025-11-26T21:26:01.941846] [INFO ] [sig ] [1332/3599] Completed FWONA in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:01.941907] [INFO ] [sig ] [1333/3599] Forecasting FWONK... [2025-11-26T21:26:01.941954] [INFO ] [sig ] Generating forecast for: FWONK [2025-11-26T21:26:01.941996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'. [2025-11-26T21:26:01.952927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONK'. [2025-11-26T21:26:01.953357] [INFO ] [FORECASTER] Starting predict_future for FWONK [2025-11-26T21:26:01.954317] [DEBUG] [LOCAL ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt [2025-11-26T21:26:01.954393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:01.954464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:01.954525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:01.954616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:02.015703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:02.016614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:02.016755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:02.016808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:02.136736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:02.136914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:02.136969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:02.137030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:02.140468] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-11-26T21:26:02.140810] [INFO ] [FORECASTER] Completed predict_future for FWONK [2025-11-26T21:26:02.140968] [INFO ] [sig ] FWONK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:02.279615] [INFO ] [LOCAL ] Saved forecast: FWONK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FWONK.txt [2025-11-26T21:26:02.279815] [INFO ] [sig ] [1333/3599] Completed FWONK in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:02.279871] [INFO ] [sig ] [1334/3599] Forecasting FWRD... [2025-11-26T21:26:02.279914] [INFO ] [sig ] Generating forecast for: FWRD [2025-11-26T21:26:02.279955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'. [2025-11-26T21:26:02.290697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRD'. [2025-11-26T21:26:02.291042] [INFO ] [FORECASTER] Starting predict_future for FWRD [2025-11-26T21:26:02.291865] [DEBUG] [LOCAL ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt [2025-11-26T21:26:02.291935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:02.291980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:02.292018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:02.292086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:02.347894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:02.348571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:02.348687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:02.348738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:02.469093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:02.469261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:02.469312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:02.469353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:02.472721] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-11-26T21:26:02.473019] [INFO ] [FORECASTER] Completed predict_future for FWRD [2025-11-26T21:26:02.473163] [INFO ] [sig ] FWRD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:02.611204] [INFO ] [LOCAL ] Saved forecast: FWRD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FWRD.txt [2025-11-26T21:26:02.611357] [INFO ] [sig ] [1334/3599] Completed FWRD in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:02.611412] [INFO ] [sig ] [1335/3599] Forecasting FWRG... [2025-11-26T21:26:02.611455] [INFO ] [sig ] Generating forecast for: FWRG [2025-11-26T21:26:02.611496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'. [2025-11-26T21:26:02.621827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRG'. [2025-11-26T21:26:02.622132] [INFO ] [FORECASTER] Starting predict_future for FWRG [2025-11-26T21:26:02.622947] [DEBUG] [LOCAL ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt [2025-11-26T21:26:02.623021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:02.623065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:02.623103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:02.623169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:02.678953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:02.679665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:02.679761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:02.679808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:02.800615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:02.800835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:02.800891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:02.800934] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:02.804448] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-11-26T21:26:02.804851] [INFO ] [FORECASTER] Completed predict_future for FWRG [2025-11-26T21:26:02.805015] [INFO ] [sig ] FWRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:02.943375] [INFO ] [LOCAL ] Saved forecast: FWRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/FWRG.txt [2025-11-26T21:26:02.943539] [INFO ] [sig ] [1335/3599] Completed FWRG in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.1m [2025-11-26T21:26:02.943603] [INFO ] [sig ] [1336/3599] Forecasting FYC... [2025-11-26T21:26:02.943691] [INFO ] [sig ] Generating forecast for: FYC [2025-11-26T21:26:02.943728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'. [2025-11-26T21:26:02.958570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYC'. [2025-11-26T21:26:02.959162] [INFO ] [FORECASTER] Starting predict_future for FYC [2025-11-26T21:26:02.960378] [DEBUG] [LOCAL ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt [2025-11-26T21:26:02.960475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:02.960549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:02.960615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:02.960753] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:03.024170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:03.025082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:03.025186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:03.025234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:03.146487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:03.146692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:03.146747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:03.146789] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:03.150244] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=36.82%) [2025-11-26T21:26:03.150584] [INFO ] [FORECASTER] Completed predict_future for FYC [2025-11-26T21:26:03.150758] [INFO ] [sig ] FYC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:03.291518] [INFO ] [LOCAL ] Saved forecast: FYC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FYC.txt [2025-11-26T21:26:03.291717] [INFO ] [sig ] [1336/3599] Completed FYC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:03.291783] [INFO ] [sig ] [1337/3599] Forecasting FYX... [2025-11-26T21:26:03.291825] [INFO ] [sig ] Generating forecast for: FYX [2025-11-26T21:26:03.291899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'. [2025-11-26T21:26:03.302208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYX'. [2025-11-26T21:26:03.302527] [INFO ] [FORECASTER] Starting predict_future for FYX [2025-11-26T21:26:03.303334] [DEBUG] [LOCAL ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt [2025-11-26T21:26:03.303403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:03.303449] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:03.303489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:03.303555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:03.360985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:03.362052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:03.362153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:03.362200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:03.485586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:03.485766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:03.485818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:03.485859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:03.489226] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=48.77%) [2025-11-26T21:26:03.489537] [INFO ] [FORECASTER] Completed predict_future for FYX [2025-11-26T21:26:03.489699] [INFO ] [sig ] FYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:03.628859] [INFO ] [LOCAL ] Saved forecast: FYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/FYX.txt [2025-11-26T21:26:03.629014] [INFO ] [sig ] [1337/3599] Completed FYX in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:03.629072] [INFO ] [sig ] [1338/3599] Forecasting G... [2025-11-26T21:26:03.629115] [INFO ] [sig ] Generating forecast for: G [2025-11-26T21:26:03.629171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-11-26T21:26:03.639279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'G'. [2025-11-26T21:26:03.639591] [INFO ] [FORECASTER] Starting predict_future for G [2025-11-26T21:26:03.640433] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-11-26T21:26:03.640506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:03.640552] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:03.640593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:03.640681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:03.698139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:03.698810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:03.698908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:03.698954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:03.821574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:03.821745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:03.821805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:03.821840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:03.825187] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=20.64%) [2025-11-26T21:26:03.825487] [INFO ] [FORECASTER] Completed predict_future for G [2025-11-26T21:26:03.825632] [INFO ] [sig ] G: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:03.964084] [INFO ] [LOCAL ] Saved forecast: G 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/G.txt [2025-11-26T21:26:03.964227] [INFO ] [sig ] [1338/3599] Completed G in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:03.964280] [INFO ] [sig ] [1339/3599] Forecasting GAB... [2025-11-26T21:26:03.964329] [INFO ] [sig ] Generating forecast for: GAB [2025-11-26T21:26:03.964369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-11-26T21:26:03.974309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAB'. [2025-11-26T21:26:03.974609] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-11-26T21:26:03.975397] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-11-26T21:26:03.975469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:03.975514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:03.975556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:03.975623] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:04.032391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:04.033081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:04.033178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:04.033225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:04.153184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:04.153354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:04.153406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:04.153470] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:04.156839] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=63.56%) [2025-11-26T21:26:04.157139] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-11-26T21:26:04.157280] [INFO ] [sig ] GAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:04.298894] [INFO ] [LOCAL ] Saved forecast: GAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GAB.txt [2025-11-26T21:26:04.299047] [INFO ] [sig ] [1339/3599] Completed GAB in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:04.299102] [INFO ] [sig ] [1340/3599] Forecasting GABC... [2025-11-26T21:26:04.299165] [INFO ] [sig ] Generating forecast for: GABC [2025-11-26T21:26:04.299207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'. [2025-11-26T21:26:04.309241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GABC'. [2025-11-26T21:26:04.309562] [INFO ] [FORECASTER] Starting predict_future for GABC [2025-11-26T21:26:04.310348] [DEBUG] [LOCAL ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt [2025-11-26T21:26:04.310433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:04.310487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:04.310533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:04.310603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:04.368095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:04.368751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:04.368845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:04.368891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:04.484280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:04.484433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:04.484485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:04.484524] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:04.487935] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-11-26T21:26:04.488237] [INFO ] [FORECASTER] Completed predict_future for GABC [2025-11-26T21:26:04.488382] [INFO ] [sig ] GABC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:04.627932] [INFO ] [LOCAL ] Saved forecast: GABC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GABC.txt [2025-11-26T21:26:04.628111] [INFO ] [sig ] [1340/3599] Completed GABC in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:04.628170] [INFO ] [sig ] [1341/3599] Forecasting GAIA... [2025-11-26T21:26:04.628232] [INFO ] [sig ] Generating forecast for: GAIA [2025-11-26T21:26:04.628288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'. [2025-11-26T21:26:04.638342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIA'. [2025-11-26T21:26:04.638725] [INFO ] [FORECASTER] Starting predict_future for GAIA [2025-11-26T21:26:04.639511] [DEBUG] [LOCAL ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt [2025-11-26T21:26:04.639589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:04.639633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:04.639697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:04.639765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:04.698201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:04.698874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:04.698973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:04.699036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:04.816867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:04.817039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:04.817089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:04.817124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:04.820630] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=81.41%) [2025-11-26T21:26:04.820957] [INFO ] [FORECASTER] Completed predict_future for GAIA [2025-11-26T21:26:04.821116] [INFO ] [sig ] GAIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:04.961129] [INFO ] [LOCAL ] Saved forecast: GAIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GAIA.txt [2025-11-26T21:26:04.961276] [INFO ] [sig ] [1341/3599] Completed GAIA in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:04.961334] [INFO ] [sig ] [1342/3599] Forecasting GAIN... [2025-11-26T21:26:04.961376] [INFO ] [sig ] Generating forecast for: GAIN [2025-11-26T21:26:04.961444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'. [2025-11-26T21:26:04.971980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIN'. [2025-11-26T21:26:04.972282] [INFO ] [FORECASTER] Starting predict_future for GAIN [2025-11-26T21:26:04.973091] [DEBUG] [LOCAL ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt [2025-11-26T21:26:04.973161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:04.973205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:04.973245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:04.973315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:05.030832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:05.031491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:05.031588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:05.031636] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:05.146804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:05.146966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:05.147017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:05.147058] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:05.150412] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=29.09%) [2025-11-26T21:26:05.150745] [INFO ] [FORECASTER] Completed predict_future for GAIN [2025-11-26T21:26:05.150897] [INFO ] [sig ] GAIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:05.289997] [INFO ] [LOCAL ] Saved forecast: GAIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAIN.txt [2025-11-26T21:26:05.290147] [INFO ] [sig ] [1342/3599] Completed GAIN in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:05.290205] [INFO ] [sig ] [1343/3599] Forecasting GAM... [2025-11-26T21:26:05.290247] [INFO ] [sig ] Generating forecast for: GAM [2025-11-26T21:26:05.290308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-11-26T21:26:05.300447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAM'. [2025-11-26T21:26:05.300817] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-11-26T21:26:05.301615] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-11-26T21:26:05.301707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:05.301757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:05.301807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:05.301879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:05.358564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:05.359244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:05.359339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:05.359389] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:05.473333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:05.473482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:05.473537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:05.473580] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:05.477089] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=39.74%) [2025-11-26T21:26:05.477398] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-11-26T21:26:05.477577] [INFO ] [sig ] GAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:05.617816] [INFO ] [LOCAL ] Saved forecast: GAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAM.txt [2025-11-26T21:26:05.617967] [INFO ] [sig ] [1343/3599] Completed GAM in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:05.618026] [INFO ] [sig ] [1344/3599] Forecasting GAMB... [2025-11-26T21:26:05.618075] [INFO ] [sig ] Generating forecast for: GAMB [2025-11-26T21:26:05.618137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'. [2025-11-26T21:26:05.628145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAMB'. [2025-11-26T21:26:05.628438] [INFO ] [FORECASTER] Starting predict_future for GAMB [2025-11-26T21:26:05.629241] [DEBUG] [LOCAL ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt [2025-11-26T21:26:05.629311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:05.629355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:05.629395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:05.629465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:05.686514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:05.687155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:05.687249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:05.687295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:05.806966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:05.807142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:05.807193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:05.807233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:05.810596] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=46.62%) [2025-11-26T21:26:05.810910] [INFO ] [FORECASTER] Completed predict_future for GAMB [2025-11-26T21:26:05.811062] [INFO ] [sig ] GAMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:05.950258] [INFO ] [LOCAL ] Saved forecast: GAMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAMB.txt [2025-11-26T21:26:05.950428] [INFO ] [sig ] [1344/3599] Completed GAMB in 0.3s | 2.89 sym/s | Total: 7.7m | ETA: 13.0m [2025-11-26T21:26:05.950519] [INFO ] [sig ] [1345/3599] Forecasting GANX... [2025-11-26T21:26:05.950609] [INFO ] [sig ] Generating forecast for: GANX [2025-11-26T21:26:05.950693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'. [2025-11-26T21:26:05.961059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GANX'. [2025-11-26T21:26:05.961379] [INFO ] [FORECASTER] Starting predict_future for GANX [2025-11-26T21:26:05.962227] [DEBUG] [LOCAL ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt [2025-11-26T21:26:05.962308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:05.962371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:05.962427] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:05.962529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:06.020422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:06.021095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:06.021190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:06.021230] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:06.139495] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:06.139688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:06.139742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:06.139781] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:06.143134] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: UP (p=90.81%) [2025-11-26T21:26:06.143433] [INFO ] [FORECASTER] Completed predict_future for GANX [2025-11-26T21:26:06.143582] [INFO ] [sig ] GANX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:06.282236] [INFO ] [LOCAL ] Saved forecast: GANX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GANX.txt [2025-11-26T21:26:06.282412] [INFO ] [sig ] [1345/3599] Completed GANX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:06.282467] [INFO ] [sig ] [1346/3599] Forecasting GASS... [2025-11-26T21:26:06.282533] [INFO ] [sig ] Generating forecast for: GASS [2025-11-26T21:26:06.282581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'. [2025-11-26T21:26:06.293189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GASS'. [2025-11-26T21:26:06.293537] [INFO ] [FORECASTER] Starting predict_future for GASS [2025-11-26T21:26:06.294388] [DEBUG] [LOCAL ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt [2025-11-26T21:26:06.294462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:06.294510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:06.294551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:06.294620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:06.353711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:06.354501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:06.354602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:06.354674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:06.472026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:06.472180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:06.472229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:06.472269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:06.475565] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-11-26T21:26:06.475882] [INFO ] [FORECASTER] Completed predict_future for GASS [2025-11-26T21:26:06.476033] [INFO ] [sig ] GASS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:06.615390] [INFO ] [LOCAL ] Saved forecast: GASS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GASS.txt [2025-11-26T21:26:06.615543] [INFO ] [sig ] [1346/3599] Completed GASS in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:06.615600] [INFO ] [sig ] [1347/3599] Forecasting GATX... [2025-11-26T21:26:06.615679] [INFO ] [sig ] Generating forecast for: GATX [2025-11-26T21:26:06.615750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-11-26T21:26:06.626009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GATX'. [2025-11-26T21:26:06.626353] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-11-26T21:26:06.627210] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-11-26T21:26:06.627282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:06.627329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:06.627371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:06.627472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:06.685795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:06.686511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:06.686612] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:06.686689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:06.805531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:06.805724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:06.805777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:06.805817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:06.809166] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=6.18%) [2025-11-26T21:26:06.809467] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-11-26T21:26:06.809610] [INFO ] [sig ] GATX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:06.949961] [INFO ] [LOCAL ] Saved forecast: GATX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GATX.txt [2025-11-26T21:26:06.950120] [INFO ] [sig ] [1347/3599] Completed GATX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:06.950175] [INFO ] [sig ] [1348/3599] Forecasting GAUZ... [2025-11-26T21:26:06.950226] [INFO ] [sig ] Generating forecast for: GAUZ [2025-11-26T21:26:06.950267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'. [2025-11-26T21:26:06.961275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'. [2025-11-26T21:26:06.961669] [INFO ] [FORECASTER] Starting predict_future for GAUZ [2025-11-26T21:26:06.962491] [DEBUG] [LOCAL ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt [2025-11-26T21:26:06.962572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:06.962633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:06.962712] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:06.962807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:07.022131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:07.023018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:07.023134] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:07.023199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:07.145379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:07.145580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:07.145659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:07.145707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:07.149201] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-11-26T21:26:07.149501] [INFO ] [FORECASTER] Completed predict_future for GAUZ [2025-11-26T21:26:07.149665] [INFO ] [sig ] GAUZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:07.289212] [INFO ] [LOCAL ] Saved forecast: GAUZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GAUZ.txt [2025-11-26T21:26:07.289408] [INFO ] [sig ] [1348/3599] Completed GAUZ in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:07.289472] [INFO ] [sig ] [1349/3599] Forecasting GBAB... [2025-11-26T21:26:07.289516] [INFO ] [sig ] Generating forecast for: GBAB [2025-11-26T21:26:07.289576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-11-26T21:26:07.299750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBAB'. [2025-11-26T21:26:07.300067] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-11-26T21:26:07.300868] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-11-26T21:26:07.300939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:07.300994] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:07.301044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:07.301123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:07.357466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:07.358209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:07.358307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:07.358363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:07.476532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:07.476728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:07.476781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:07.476821] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:07.480240] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-11-26T21:26:07.480562] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-11-26T21:26:07.480728] [INFO ] [sig ] GBAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:07.619506] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBAB.txt [2025-11-26T21:26:07.619695] [INFO ] [sig ] [1349/3599] Completed GBAB in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:07.619754] [INFO ] [sig ] [1350/3599] Forecasting GBCI... [2025-11-26T21:26:07.619790] [INFO ] [sig ] Generating forecast for: GBCI [2025-11-26T21:26:07.619852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-11-26T21:26:07.629796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBCI'. [2025-11-26T21:26:07.630122] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-11-26T21:26:07.630919] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-11-26T21:26:07.630988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:07.631044] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:07.631092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:07.631177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:07.687395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:07.688169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:07.688270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:07.688314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:07.806748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:07.806930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:07.806981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:07.807021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:07.810531] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=28.06%) [2025-11-26T21:26:07.810856] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-11-26T21:26:07.811013] [INFO ] [sig ] GBCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:07.950983] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBCI.txt [2025-11-26T21:26:07.951150] [INFO ] [sig ] [1350/3599] Completed GBCI in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:07.951229] [INFO ] [sig ] [1351/3599] Forecasting GBDC... [2025-11-26T21:26:07.951279] [INFO ] [sig ] Generating forecast for: GBDC [2025-11-26T21:26:07.951327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'. [2025-11-26T21:26:07.961544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBDC'. [2025-11-26T21:26:07.961911] [INFO ] [FORECASTER] Starting predict_future for GBDC [2025-11-26T21:26:07.962714] [DEBUG] [LOCAL ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt [2025-11-26T21:26:07.962782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:07.962827] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:07.962867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:07.962934] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:08.019780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:08.020520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:08.020621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:08.020687] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:08.139003] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:08.139176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:08.139229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:08.139269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:08.142608] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=8.02%) [2025-11-26T21:26:08.142930] [INFO ] [FORECASTER] Completed predict_future for GBDC [2025-11-26T21:26:08.143074] [INFO ] [sig ] GBDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:08.286030] [INFO ] [LOCAL ] Saved forecast: GBDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBDC.txt [2025-11-26T21:26:08.286197] [INFO ] [sig ] [1351/3599] Completed GBDC in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:08.286254] [INFO ] [sig ] [1352/3599] Forecasting GBTG... [2025-11-26T21:26:08.286297] [INFO ] [sig ] Generating forecast for: GBTG [2025-11-26T21:26:08.286363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-11-26T21:26:08.296260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBTG'. [2025-11-26T21:26:08.296595] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-11-26T21:26:08.297389] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-11-26T21:26:08.297476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:08.297538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:08.297578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:08.297658] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:08.353899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:08.354624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:08.354739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:08.354796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:08.474705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:08.474890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:08.474943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:08.474983] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:08.478347] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=32.33%) [2025-11-26T21:26:08.478682] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-11-26T21:26:08.478836] [INFO ] [sig ] GBTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:08.621308] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBTG.txt [2025-11-26T21:26:08.621490] [INFO ] [sig ] [1352/3599] Completed GBTG in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 13.0m [2025-11-26T21:26:08.621545] [INFO ] [sig ] [1353/3599] Forecasting GBX... [2025-11-26T21:26:08.621620] [INFO ] [sig ] Generating forecast for: GBX [2025-11-26T21:26:08.621696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-11-26T21:26:08.632188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBX'. [2025-11-26T21:26:08.632678] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-11-26T21:26:08.633514] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-11-26T21:26:08.633592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:08.633681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:08.633745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:08.633847] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:08.689727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:08.690626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:08.690755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:08.690810] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:08.802465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:08.802668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:08.802740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:08.802795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:08.806237] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=47.78%) [2025-11-26T21:26:08.806601] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-11-26T21:26:08.806788] [INFO ] [sig ] GBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:08.945134] [INFO ] [LOCAL ] Saved forecast: GBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GBX.txt [2025-11-26T21:26:08.945327] [INFO ] [sig ] [1353/3599] Completed GBX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:08.945389] [INFO ] [sig ] [1354/3599] Forecasting GCMG... [2025-11-26T21:26:08.945430] [INFO ] [sig ] Generating forecast for: GCMG [2025-11-26T21:26:08.945495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'. [2025-11-26T21:26:08.955935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCMG'. [2025-11-26T21:26:08.956294] [INFO ] [FORECASTER] Starting predict_future for GCMG [2025-11-26T21:26:08.957099] [DEBUG] [LOCAL ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt [2025-11-26T21:26:08.957168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:08.957214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:08.957254] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:08.957335] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:09.014246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:09.015136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:09.015240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:09.015287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:09.137924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:09.138114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:09.138166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:09.138208] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:09.141579] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=76.54%) [2025-11-26T21:26:09.141903] [INFO ] [FORECASTER] Completed predict_future for GCMG [2025-11-26T21:26:09.142053] [INFO ] [sig ] GCMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:09.281859] [INFO ] [LOCAL ] Saved forecast: GCMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GCMG.txt [2025-11-26T21:26:09.282039] [INFO ] [sig ] [1354/3599] Completed GCMG in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:09.282094] [INFO ] [sig ] [1355/3599] Forecasting GCO... [2025-11-26T21:26:09.282169] [INFO ] [sig ] Generating forecast for: GCO [2025-11-26T21:26:09.282212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-11-26T21:26:09.292570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCO'. [2025-11-26T21:26:09.292987] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-11-26T21:26:09.293826] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-11-26T21:26:09.293897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:09.293942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:09.293982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:09.294044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:09.350094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:09.350955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:09.351058] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:09.351104] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:09.470890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:09.471079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:09.471133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:09.471174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:09.474536] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=76.47%) [2025-11-26T21:26:09.474865] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-11-26T21:26:09.475012] [INFO ] [sig ] GCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:09.618397] [INFO ] [LOCAL ] Saved forecast: GCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GCO.txt [2025-11-26T21:26:09.618604] [INFO ] [sig ] [1355/3599] Completed GCO in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:09.618691] [INFO ] [sig ] [1356/3599] Forecasting GD... [2025-11-26T21:26:09.618738] [INFO ] [sig ] Generating forecast for: GD [2025-11-26T21:26:09.618824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-11-26T21:26:09.629102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GD'. [2025-11-26T21:26:09.629465] [INFO ] [FORECASTER] Starting predict_future for GD [2025-11-26T21:26:09.630265] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-11-26T21:26:09.630348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:09.630394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:09.630433] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:09.630501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:09.688315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:09.689197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:09.689299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:09.689346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:09.808002] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:09.808188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:09.808242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:09.808284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:09.811741] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=92.23%) [2025-11-26T21:26:09.812041] [INFO ] [FORECASTER] Completed predict_future for GD [2025-11-26T21:26:09.812183] [INFO ] [sig ] GD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:09.954112] [INFO ] [LOCAL ] Saved forecast: GD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GD.txt [2025-11-26T21:26:09.954266] [INFO ] [sig ] [1356/3599] Completed GD in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:09.954322] [INFO ] [sig ] [1357/3599] Forecasting GDC... [2025-11-26T21:26:09.954360] [INFO ] [sig ] Generating forecast for: GDC [2025-11-26T21:26:09.954423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'. [2025-11-26T21:26:09.965156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDC'. [2025-11-26T21:26:09.965511] [INFO ] [FORECASTER] Starting predict_future for GDC [2025-11-26T21:26:09.966355] [DEBUG] [LOCAL ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt [2025-11-26T21:26:09.966428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:09.966474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:09.966516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:09.966585] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:10.026270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:10.027149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:10.027251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:10.027294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:10.146877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:10.147058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:10.147111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:10.147151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:10.150561] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=25.85%) [2025-11-26T21:26:10.150873] [INFO ] [FORECASTER] Completed predict_future for GDC [2025-11-26T21:26:10.151013] [INFO ] [sig ] GDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:10.292151] [INFO ] [LOCAL ] Saved forecast: GDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GDC.txt [2025-11-26T21:26:10.292307] [INFO ] [sig ] [1357/3599] Completed GDC in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:10.292360] [INFO ] [sig ] [1358/3599] Forecasting GDDY... [2025-11-26T21:26:10.292426] [INFO ] [sig ] Generating forecast for: GDDY [2025-11-26T21:26:10.292471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-11-26T21:26:10.304140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDDY'. [2025-11-26T21:26:10.304555] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-11-26T21:26:10.305403] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-11-26T21:26:10.305475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:10.305522] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:10.305563] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:10.305637] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:10.364050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:10.364848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:10.364951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:10.365000] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:10.490736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:10.490908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:10.490959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:10.491001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:10.494342] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=90.99%) [2025-11-26T21:26:10.494635] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-11-26T21:26:10.494799] [INFO ] [sig ] GDDY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:10.650147] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDDY.txt [2025-11-26T21:26:10.650346] [INFO ] [sig ] [1358/3599] Completed GDDY in 0.4s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:10.650403] [INFO ] [sig ] [1359/3599] Forecasting GDEN... [2025-11-26T21:26:10.650447] [INFO ] [sig ] Generating forecast for: GDEN [2025-11-26T21:26:10.650488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'. [2025-11-26T21:26:10.661352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDEN'. [2025-11-26T21:26:10.661821] [INFO ] [FORECASTER] Starting predict_future for GDEN [2025-11-26T21:26:10.662625] [DEBUG] [LOCAL ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt [2025-11-26T21:26:10.662721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:10.662767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:10.662808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:10.662877] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:10.722746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:10.723669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:10.723774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:10.723820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:10.846818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:10.847010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:10.847063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:10.847106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:10.850677] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-11-26T21:26:10.850980] [INFO ] [FORECASTER] Completed predict_future for GDEN [2025-11-26T21:26:10.851126] [INFO ] [sig ] GDEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:10.990309] [INFO ] [LOCAL ] Saved forecast: GDEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDEN.txt [2025-11-26T21:26:10.990484] [INFO ] [sig ] [1359/3599] Completed GDEN in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:10.990549] [INFO ] [sig ] [1360/3599] Forecasting GDHG... [2025-11-26T21:26:10.990620] [INFO ] [sig ] Generating forecast for: GDHG [2025-11-26T21:26:10.990685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'. [2025-11-26T21:26:11.000964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDHG'. [2025-11-26T21:26:11.001335] [INFO ] [FORECASTER] Starting predict_future for GDHG [2025-11-26T21:26:11.002148] [DEBUG] [LOCAL ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt [2025-11-26T21:26:11.002217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:11.002262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:11.002302] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:11.002372] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:11.063994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:11.064805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:11.064911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:11.064959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:11.179285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:11.179485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:11.179539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:11.179589] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:11.183019] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=86.93%) [2025-11-26T21:26:11.183314] [INFO ] [FORECASTER] Completed predict_future for GDHG [2025-11-26T21:26:11.183460] [INFO ] [sig ] GDHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:11.324470] [INFO ] [LOCAL ] Saved forecast: GDHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDHG.txt [2025-11-26T21:26:11.324636] [INFO ] [sig ] [1360/3599] Completed GDHG in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:11.324712] [INFO ] [sig ] [1361/3599] Forecasting GDRX... [2025-11-26T21:26:11.324776] [INFO ] [sig ] Generating forecast for: GDRX [2025-11-26T21:26:11.324821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'. [2025-11-26T21:26:11.337525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDRX'. [2025-11-26T21:26:11.338231] [INFO ] [FORECASTER] Starting predict_future for GDRX [2025-11-26T21:26:11.339348] [DEBUG] [LOCAL ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt [2025-11-26T21:26:11.339433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:11.339482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:11.339522] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:11.339596] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:11.399010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:11.400184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:11.400309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:11.400355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:11.527254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:11.527473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:11.527534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:11.527579] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:11.531143] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-11-26T21:26:11.531464] [INFO ] [FORECASTER] Completed predict_future for GDRX [2025-11-26T21:26:11.531613] [INFO ] [sig ] GDRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:11.674143] [INFO ] [LOCAL ] Saved forecast: GDRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GDRX.txt [2025-11-26T21:26:11.674334] [INFO ] [sig ] [1361/3599] Completed GDRX in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:11.674413] [INFO ] [sig ] [1362/3599] Forecasting GDS... [2025-11-26T21:26:11.674466] [INFO ] [sig ] Generating forecast for: GDS [2025-11-26T21:26:11.674508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'. [2025-11-26T21:26:11.685204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDS'. [2025-11-26T21:26:11.685493] [INFO ] [FORECASTER] Starting predict_future for GDS [2025-11-26T21:26:11.686303] [DEBUG] [LOCAL ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt [2025-11-26T21:26:11.686374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:11.686419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:11.686458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:11.686528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:11.744614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:11.745575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:11.745701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:11.745751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:11.866588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:11.866798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:11.866853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:11.866894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:11.870296] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=49.07%) [2025-11-26T21:26:11.870593] [INFO ] [FORECASTER] Completed predict_future for GDS [2025-11-26T21:26:11.870757] [INFO ] [sig ] GDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:12.013551] [INFO ] [LOCAL ] Saved forecast: GDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GDS.txt [2025-11-26T21:26:12.013762] [INFO ] [sig ] [1362/3599] Completed GDS in 0.3s | 2.89 sym/s | Total: 7.8m | ETA: 12.9m [2025-11-26T21:26:12.013829] [INFO ] [sig ] [1363/3599] Forecasting GDYN... [2025-11-26T21:26:12.013889] [INFO ] [sig ] Generating forecast for: GDYN [2025-11-26T21:26:12.013932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'. [2025-11-26T21:26:12.024727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDYN'. [2025-11-26T21:26:12.025039] [INFO ] [FORECASTER] Starting predict_future for GDYN [2025-11-26T21:26:12.025875] [DEBUG] [LOCAL ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt [2025-11-26T21:26:12.025945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:12.025991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:12.026042] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:12.026122] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:12.083485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:12.084164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:12.084264] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:12.084315] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:12.204946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:12.205137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:12.205209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:12.205254] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:12.208699] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=32.95%) [2025-11-26T21:26:12.209015] [INFO ] [FORECASTER] Completed predict_future for GDYN [2025-11-26T21:26:12.209163] [INFO ] [sig ] GDYN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:12.350087] [INFO ] [LOCAL ] Saved forecast: GDYN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GDYN.txt [2025-11-26T21:26:12.350279] [INFO ] [sig ] [1363/3599] Completed GDYN in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:12.350344] [INFO ] [sig ] [1364/3599] Forecasting GE... [2025-11-26T21:26:12.350386] [INFO ] [sig ] Generating forecast for: GE [2025-11-26T21:26:12.350526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-11-26T21:26:12.361202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GE'. [2025-11-26T21:26:12.361597] [INFO ] [FORECASTER] Starting predict_future for GE [2025-11-26T21:26:12.362410] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-11-26T21:26:12.362482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:12.362547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:12.362597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:12.362700] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:12.419569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:12.420502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:12.420605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:12.420672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:12.541908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:12.542090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:12.542142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:12.542185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:12.545668] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:26:12.545972] [INFO ] [FORECASTER] Completed predict_future for GE [2025-11-26T21:26:12.546126] [INFO ] [sig ] GE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:12.684571] [INFO ] [LOCAL ] Saved forecast: GE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GE.txt [2025-11-26T21:26:12.684746] [INFO ] [sig ] [1364/3599] Completed GE in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:12.684808] [INFO ] [sig ] [1365/3599] Forecasting GECC... [2025-11-26T21:26:12.684852] [INFO ] [sig ] Generating forecast for: GECC [2025-11-26T21:26:12.684899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'. [2025-11-26T21:26:12.696862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GECC'. [2025-11-26T21:26:12.697293] [INFO ] [FORECASTER] Starting predict_future for GECC [2025-11-26T21:26:12.698165] [DEBUG] [LOCAL ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt [2025-11-26T21:26:12.698240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:12.698287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:12.698330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:12.698400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:12.757951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:12.758889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:12.759001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:12.759051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:12.881412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:12.881610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:12.881708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:12.881768] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:12.885801] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=52.54%) [2025-11-26T21:26:12.886199] [INFO ] [FORECASTER] Completed predict_future for GECC [2025-11-26T21:26:12.886388] [INFO ] [sig ] GECC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:13.032804] [INFO ] [LOCAL ] Saved forecast: GECC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GECC.txt [2025-11-26T21:26:13.032991] [INFO ] [sig ] [1365/3599] Completed GECC in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:13.033051] [INFO ] [sig ] [1366/3599] Forecasting GEF... [2025-11-26T21:26:13.033089] [INFO ] [sig ] Generating forecast for: GEF [2025-11-26T21:26:13.033131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-11-26T21:26:13.044906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEF'. [2025-11-26T21:26:13.045302] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-11-26T21:26:13.046165] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-11-26T21:26:13.046238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:13.046285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:13.046326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:13.046395] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:13.107216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:13.108203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:13.108331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:13.108386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:13.236201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:13.236395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:13.236463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:13.236504] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:13.240382] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=8.40%) [2025-11-26T21:26:13.240716] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-11-26T21:26:13.240866] [INFO ] [sig ] GEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:13.390818] [INFO ] [LOCAL ] Saved forecast: GEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GEF.txt [2025-11-26T21:26:13.391009] [INFO ] [sig ] [1366/3599] Completed GEF in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:13.391089] [INFO ] [sig ] [1367/3599] Forecasting GEHC... [2025-11-26T21:26:13.391137] [INFO ] [sig ] Generating forecast for: GEHC [2025-11-26T21:26:13.391178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'. [2025-11-26T21:26:13.402634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEHC'. [2025-11-26T21:26:13.403106] [INFO ] [FORECASTER] Starting predict_future for GEHC [2025-11-26T21:26:13.403977] [DEBUG] [LOCAL ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt [2025-11-26T21:26:13.404051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:13.404113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:13.404158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:13.404230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:13.463346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:13.464210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:13.464316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:13.464366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:13.591393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:13.591592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:13.591665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:13.591711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:13.595305] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-11-26T21:26:13.595720] [INFO ] [FORECASTER] Completed predict_future for GEHC [2025-11-26T21:26:13.595892] [INFO ] [sig ] GEHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:13.744631] [INFO ] [LOCAL ] Saved forecast: GEHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GEHC.txt [2025-11-26T21:26:13.744887] [INFO ] [sig ] [1367/3599] Completed GEHC in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:13.744954] [INFO ] [sig ] [1368/3599] Forecasting GEL... [2025-11-26T21:26:13.745001] [INFO ] [sig ] Generating forecast for: GEL [2025-11-26T21:26:13.745046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-11-26T21:26:13.755901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEL'. [2025-11-26T21:26:13.756244] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-11-26T21:26:13.757125] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-11-26T21:26:13.757197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:13.757245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:13.757286] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:13.757358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:13.818392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:13.819242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:13.819347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:13.819396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:13.950908] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:13.951130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:13.951195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:13.951239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:13.955140] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=90.61%) [2025-11-26T21:26:13.955473] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-11-26T21:26:13.955626] [INFO ] [sig ] GEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:14.106312] [INFO ] [LOCAL ] Saved forecast: GEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GEL.txt [2025-11-26T21:26:14.106491] [INFO ] [sig ] [1368/3599] Completed GEL in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:14.106550] [INFO ] [sig ] [1369/3599] Forecasting GEN... [2025-11-26T21:26:14.106596] [INFO ] [sig ] Generating forecast for: GEN [2025-11-26T21:26:14.106677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'. [2025-11-26T21:26:14.117275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEN'. [2025-11-26T21:26:14.117741] [INFO ] [FORECASTER] Starting predict_future for GEN [2025-11-26T21:26:14.118539] [DEBUG] [LOCAL ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt [2025-11-26T21:26:14.118615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:14.118690] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:14.118734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:14.118806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:14.178981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:14.179907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:14.180031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:14.180097] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:14.305978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:14.306166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:14.306220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:14.306261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:14.309671] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=8.46%) [2025-11-26T21:26:14.310028] [INFO ] [FORECASTER] Completed predict_future for GEN [2025-11-26T21:26:14.310199] [INFO ] [sig ] GEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:14.454910] [INFO ] [LOCAL ] Saved forecast: GEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GEN.txt [2025-11-26T21:26:14.455099] [INFO ] [sig ] [1369/3599] Completed GEN in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.9m [2025-11-26T21:26:14.455206] [INFO ] [sig ] [1370/3599] Forecasting GENI... [2025-11-26T21:26:14.455282] [INFO ] [sig ] Generating forecast for: GENI [2025-11-26T21:26:14.455355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-11-26T21:26:14.465971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENI'. [2025-11-26T21:26:14.466308] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-11-26T21:26:14.467178] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-11-26T21:26:14.467250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:14.467297] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:14.467338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:14.467409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:14.526034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:14.526850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:14.526960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:14.527023] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:14.648438] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:14.648628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:14.648718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:14.648765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:14.652269] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=10.89%) [2025-11-26T21:26:14.652602] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-11-26T21:26:14.652788] [INFO ] [sig ] GENI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:14.796900] [INFO ] [LOCAL ] Saved forecast: GENI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GENI.txt [2025-11-26T21:26:14.797088] [INFO ] [sig ] [1370/3599] Completed GENI in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:14.797146] [INFO ] [sig ] [1371/3599] Forecasting GENK... [2025-11-26T21:26:14.797201] [INFO ] [sig ] Generating forecast for: GENK [2025-11-26T21:26:14.797246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'. [2025-11-26T21:26:14.808162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENK'. [2025-11-26T21:26:14.808570] [INFO ] [FORECASTER] Starting predict_future for GENK [2025-11-26T21:26:14.809412] [DEBUG] [LOCAL ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt [2025-11-26T21:26:14.809485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:14.809537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:14.809610] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:14.809721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:14.869032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:14.870040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:14.870144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:14.870192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:14.993356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:14.993537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:14.993589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:14.993631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:14.997170] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=64.43%) [2025-11-26T21:26:14.997745] [INFO ] [FORECASTER] Completed predict_future for GENK [2025-11-26T21:26:14.998306] [INFO ] [sig ] GENK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:15.145505] [INFO ] [LOCAL ] Saved forecast: GENK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GENK.txt [2025-11-26T21:26:15.145736] [INFO ] [sig ] [1371/3599] Completed GENK in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:15.145814] [INFO ] [sig ] [1372/3599] Forecasting GEOS... [2025-11-26T21:26:15.145853] [INFO ] [sig ] Generating forecast for: GEOS [2025-11-26T21:26:15.145890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'. [2025-11-26T21:26:15.156583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEOS'. [2025-11-26T21:26:15.156943] [INFO ] [FORECASTER] Starting predict_future for GEOS [2025-11-26T21:26:15.157803] [DEBUG] [LOCAL ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt [2025-11-26T21:26:15.157874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:15.157920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:15.157960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:15.158028] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:15.215157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:15.216100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:15.216202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:15.216257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:15.340927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:15.341101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:15.341165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:15.341206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:15.344766] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-11-26T21:26:15.345092] [INFO ] [FORECASTER] Completed predict_future for GEOS [2025-11-26T21:26:15.345241] [INFO ] [sig ] GEOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:15.490510] [INFO ] [LOCAL ] Saved forecast: GEOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GEOS.txt [2025-11-26T21:26:15.490760] [INFO ] [sig ] [1372/3599] Completed GEOS in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:15.490860] [INFO ] [sig ] [1373/3599] Forecasting GERN... [2025-11-26T21:26:15.490924] [INFO ] [sig ] Generating forecast for: GERN [2025-11-26T21:26:15.490985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'. [2025-11-26T21:26:15.502126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GERN'. [2025-11-26T21:26:15.502478] [INFO ] [FORECASTER] Starting predict_future for GERN [2025-11-26T21:26:15.503329] [DEBUG] [LOCAL ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt [2025-11-26T21:26:15.503410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:15.503471] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:15.503528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:15.503626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:15.562693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:15.563500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:15.563613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:15.563711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:15.688464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:15.688695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:15.688763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:15.688808] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:15.692498] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=10.83%) [2025-11-26T21:26:15.692867] [INFO ] [FORECASTER] Completed predict_future for GERN [2025-11-26T21:26:15.693035] [INFO ] [sig ] GERN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:15.839450] [INFO ] [LOCAL ] Saved forecast: GERN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GERN.txt [2025-11-26T21:26:15.839682] [INFO ] [sig ] [1373/3599] Completed GERN in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:15.839765] [INFO ] [sig ] [1374/3599] Forecasting GES... [2025-11-26T21:26:15.839813] [INFO ] [sig ] Generating forecast for: GES [2025-11-26T21:26:15.839857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-11-26T21:26:15.850730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GES'. [2025-11-26T21:26:15.851107] [INFO ] [FORECASTER] Starting predict_future for GES [2025-11-26T21:26:15.851923] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-11-26T21:26:15.851993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:15.852037] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:15.852076] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:15.852142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:15.910290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:15.911268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:15.911371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:15.911419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:16.037952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:16.038309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:16.038365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:16.038440] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:16.042120] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-11-26T21:26:16.042509] [INFO ] [FORECASTER] Completed predict_future for GES [2025-11-26T21:26:16.042698] [INFO ] [sig ] GES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:16.190498] [INFO ] [LOCAL ] Saved forecast: GES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GES.txt [2025-11-26T21:26:16.190693] [INFO ] [sig ] [1374/3599] Completed GES in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:16.190751] [INFO ] [sig ] [1375/3599] Forecasting GEVO... [2025-11-26T21:26:16.190792] [INFO ] [sig ] Generating forecast for: GEVO [2025-11-26T21:26:16.190888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'. [2025-11-26T21:26:16.202762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEVO'. [2025-11-26T21:26:16.203295] [INFO ] [FORECASTER] Starting predict_future for GEVO [2025-11-26T21:26:16.204144] [DEBUG] [LOCAL ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt [2025-11-26T21:26:16.204216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:16.204254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:16.204296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:16.204366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:16.264724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:16.265552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:16.265694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:16.265756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:16.385558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:16.385768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:16.385823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:16.385864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:16.389278] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=3.66%) [2025-11-26T21:26:16.389584] [INFO ] [FORECASTER] Completed predict_future for GEVO [2025-11-26T21:26:16.389752] [INFO ] [sig ] GEVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:16.545670] [INFO ] [LOCAL ] Saved forecast: GEVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GEVO.txt [2025-11-26T21:26:16.545835] [INFO ] [sig ] [1375/3599] Completed GEVO in 0.4s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:16.545890] [INFO ] [sig ] [1376/3599] Forecasting GFF... [2025-11-26T21:26:16.545934] [INFO ] [sig ] Generating forecast for: GFF [2025-11-26T21:26:16.545999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-11-26T21:26:16.556856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFF'. [2025-11-26T21:26:16.557207] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-11-26T21:26:16.558136] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-11-26T21:26:16.558209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:16.558256] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:16.558297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:16.558365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:16.617309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:16.618247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:16.618353] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:16.618417] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:16.732816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:16.732999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:16.733054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:16.733094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:16.736451] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=53.86%) [2025-11-26T21:26:16.736770] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-11-26T21:26:16.736924] [INFO ] [sig ] GFF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:16.878354] [INFO ] [LOCAL ] Saved forecast: GFF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GFF.txt [2025-11-26T21:26:16.878576] [INFO ] [sig ] [1376/3599] Completed GFF in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:16.878672] [INFO ] [sig ] [1377/3599] Forecasting GFL... [2025-11-26T21:26:16.878767] [INFO ] [sig ] Generating forecast for: GFL [2025-11-26T21:26:16.878812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-11-26T21:26:16.889194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFL'. [2025-11-26T21:26:16.889591] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-11-26T21:26:16.890407] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-11-26T21:26:16.890479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:16.890524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:16.890565] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:16.890634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:16.947934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:16.948954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:16.949064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:16.949113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:17.072552] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:17.072766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:17.072826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:17.072870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:17.076357] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=40.80%) [2025-11-26T21:26:17.076679] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-11-26T21:26:17.076838] [INFO ] [sig ] GFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:17.215772] [INFO ] [LOCAL ] Saved forecast: GFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GFL.txt [2025-11-26T21:26:17.215960] [INFO ] [sig ] [1377/3599] Completed GFL in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:17.216014] [INFO ] [sig ] [1378/3599] Forecasting GFS... [2025-11-26T21:26:17.216058] [INFO ] [sig ] Generating forecast for: GFS [2025-11-26T21:26:17.216122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'. [2025-11-26T21:26:17.226500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFS'. [2025-11-26T21:26:17.226971] [INFO ] [FORECASTER] Starting predict_future for GFS [2025-11-26T21:26:17.227834] [DEBUG] [LOCAL ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt [2025-11-26T21:26:17.227903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:17.227949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:17.227987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:17.228071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:17.287216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:17.289436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:17.289537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:17.289584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:17.409894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:17.410080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:17.410135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:17.410177] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:17.413627] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=46.88%) [2025-11-26T21:26:17.413944] [INFO ] [FORECASTER] Completed predict_future for GFS [2025-11-26T21:26:17.414099] [INFO ] [sig ] GFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:17.555559] [INFO ] [LOCAL ] Saved forecast: GFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GFS.txt [2025-11-26T21:26:17.555755] [INFO ] [sig ] [1378/3599] Completed GFS in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:17.555836] [INFO ] [sig ] [1379/3599] Forecasting GGAL... [2025-11-26T21:26:17.555885] [INFO ] [sig ] Generating forecast for: GGAL [2025-11-26T21:26:17.555925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'. [2025-11-26T21:26:17.567854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGAL'. [2025-11-26T21:26:17.568261] [INFO ] [FORECASTER] Starting predict_future for GGAL [2025-11-26T21:26:17.569103] [DEBUG] [LOCAL ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt [2025-11-26T21:26:17.569177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:17.569226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:17.569269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:17.569338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:17.628479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:17.629418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:17.629533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:17.629582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:17.751100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:17.751289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:17.751346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:17.751389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:17.754929] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=2.46%) [2025-11-26T21:26:17.755231] [INFO ] [FORECASTER] Completed predict_future for GGAL [2025-11-26T21:26:17.755377] [INFO ] [sig ] GGAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:17.900453] [INFO ] [LOCAL ] Saved forecast: GGAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GGAL.txt [2025-11-26T21:26:17.900632] [INFO ] [sig ] [1379/3599] Completed GGAL in 0.3s | 2.89 sym/s | Total: 7.9m | ETA: 12.8m [2025-11-26T21:26:17.900706] [INFO ] [sig ] [1380/3599] Forecasting GGB... [2025-11-26T21:26:17.900748] [INFO ] [sig ] Generating forecast for: GGB [2025-11-26T21:26:17.900788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-11-26T21:26:17.911972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGB'. [2025-11-26T21:26:17.912342] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-11-26T21:26:17.913254] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-11-26T21:26:17.913327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:17.913373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:17.913413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:17.913488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:17.971265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:17.971928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:17.972026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:17.972076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:18.095587] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:18.095765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:18.095820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:18.095865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:18.099453] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=69.74%) [2025-11-26T21:26:18.099801] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-11-26T21:26:18.099960] [INFO ] [sig ] GGB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:18.244182] [INFO ] [LOCAL ] Saved forecast: GGB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GGB.txt [2025-11-26T21:26:18.244353] [INFO ] [sig ] [1380/3599] Completed GGB in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:18.244413] [INFO ] [sig ] [1381/3599] Forecasting GGG... [2025-11-26T21:26:18.244455] [INFO ] [sig ] Generating forecast for: GGG [2025-11-26T21:26:18.244497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-11-26T21:26:18.255512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGG'. [2025-11-26T21:26:18.255875] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-11-26T21:26:18.256659] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-11-26T21:26:18.256730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:18.256778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:18.256818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:18.256885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:18.315326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:18.316182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:18.316283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:18.316329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:18.435938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:18.436130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:18.436185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:18.436226] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:18.439632] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=21.73%) [2025-11-26T21:26:18.439986] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-11-26T21:26:18.440131] [INFO ] [sig ] GGG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:18.580093] [INFO ] [LOCAL ] Saved forecast: GGG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GGG.txt [2025-11-26T21:26:18.580270] [INFO ] [sig ] [1381/3599] Completed GGG in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:18.580325] [INFO ] [sig ] [1382/3599] Forecasting GGLL... [2025-11-26T21:26:18.580367] [INFO ] [sig ] Generating forecast for: GGLL [2025-11-26T21:26:18.580407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'. [2025-11-26T21:26:18.591430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLL'. [2025-11-26T21:26:18.591779] [INFO ] [FORECASTER] Starting predict_future for GGLL [2025-11-26T21:26:18.592540] [DEBUG] [LOCAL ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt [2025-11-26T21:26:18.592611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:18.592677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:18.592719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:18.592792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:18.649087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:18.649900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:18.650001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:18.650047] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:18.765350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:18.765546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:18.765600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:18.765660] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:18.772107] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-11-26T21:26:18.772414] [INFO ] [FORECASTER] Completed predict_future for GGLL [2025-11-26T21:26:18.772555] [INFO ] [sig ] GGLL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:18.921803] [INFO ] [LOCAL ] Saved forecast: GGLL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GGLL.txt [2025-11-26T21:26:18.922038] [INFO ] [sig ] [1382/3599] Completed GGLL in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:18.922129] [INFO ] [sig ] [1383/3599] Forecasting GGLS... [2025-11-26T21:26:18.922220] [INFO ] [sig ] Generating forecast for: GGLS [2025-11-26T21:26:18.922292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'. [2025-11-26T21:26:18.936454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLS'. [2025-11-26T21:26:18.936966] [INFO ] [FORECASTER] Starting predict_future for GGLS [2025-11-26T21:26:18.937867] [DEBUG] [LOCAL ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt [2025-11-26T21:26:18.937939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:18.937986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:18.938027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:18.938113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:19.000240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:19.001129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:19.001256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:19.001306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:19.124915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:19.125098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:19.125153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:19.125195] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:19.128578] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=51.52%) [2025-11-26T21:26:19.128945] [INFO ] [FORECASTER] Completed predict_future for GGLS [2025-11-26T21:26:19.129090] [INFO ] [sig ] GGLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:19.266917] [INFO ] [LOCAL ] Saved forecast: GGLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GGLS.txt [2025-11-26T21:26:19.267088] [INFO ] [sig ] [1383/3599] Completed GGLS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:19.267143] [INFO ] [sig ] [1384/3599] Forecasting GH... [2025-11-26T21:26:19.267183] [INFO ] [sig ] Generating forecast for: GH [2025-11-26T21:26:19.267243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'. [2025-11-26T21:26:19.278093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GH'. [2025-11-26T21:26:19.278410] [INFO ] [FORECASTER] Starting predict_future for GH [2025-11-26T21:26:19.279254] [DEBUG] [LOCAL ] No optimal features file found for GH: ./output/feature-sets/GH.txt [2025-11-26T21:26:19.279325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:19.279371] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:19.279409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:19.279477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:19.338060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:19.338929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:19.339057] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:19.339109] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:19.463713] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:19.463932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:19.463984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:19.464026] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:19.467598] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=91.39%) [2025-11-26T21:26:19.467984] [INFO ] [FORECASTER] Completed predict_future for GH [2025-11-26T21:26:19.468154] [INFO ] [sig ] GH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:19.611865] [INFO ] [LOCAL ] Saved forecast: GH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GH.txt [2025-11-26T21:26:19.612073] [INFO ] [sig ] [1384/3599] Completed GH in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:19.612129] [INFO ] [sig ] [1385/3599] Forecasting GHI... [2025-11-26T21:26:19.612172] [INFO ] [sig ] Generating forecast for: GHI [2025-11-26T21:26:19.612322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-11-26T21:26:19.623704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHI'. [2025-11-26T21:26:19.624142] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-11-26T21:26:19.624992] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-11-26T21:26:19.625064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:19.625110] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:19.625151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:19.625221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:19.681992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:19.682966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:19.683089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:19.683136] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:19.796748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:19.796937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:19.796990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:19.797031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:19.800392] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=23.49%) [2025-11-26T21:26:19.800726] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-11-26T21:26:19.800867] [INFO ] [sig ] GHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:19.945491] [INFO ] [LOCAL ] Saved forecast: GHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GHI.txt [2025-11-26T21:26:19.945731] [INFO ] [sig ] [1385/3599] Completed GHI in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:19.945856] [INFO ] [sig ] [1386/3599] Forecasting GHM... [2025-11-26T21:26:19.945915] [INFO ] [sig ] Generating forecast for: GHM [2025-11-26T21:26:19.945955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-11-26T21:26:19.957425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHM'. [2025-11-26T21:26:19.957938] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-11-26T21:26:19.958780] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-11-26T21:26:19.958853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:19.958899] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:19.958950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:19.959043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:20.019476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:20.020416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:20.020554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:20.020607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:20.144183] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:20.144377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:20.144432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:20.144477] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:20.148137] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=74.11%) [2025-11-26T21:26:20.148440] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-11-26T21:26:20.148579] [INFO ] [sig ] GHM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:20.287735] [INFO ] [LOCAL ] Saved forecast: GHM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GHM.txt [2025-11-26T21:26:20.287887] [INFO ] [sig ] [1386/3599] Completed GHM in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.8m [2025-11-26T21:26:20.287941] [INFO ] [sig ] [1387/3599] Forecasting GHRS... [2025-11-26T21:26:20.288024] [INFO ] [sig ] Generating forecast for: GHRS [2025-11-26T21:26:20.288112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'. [2025-11-26T21:26:20.298447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHRS'. [2025-11-26T21:26:20.298790] [INFO ] [FORECASTER] Starting predict_future for GHRS [2025-11-26T21:26:20.299595] [DEBUG] [LOCAL ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt [2025-11-26T21:26:20.299687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:20.299753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:20.299838] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:20.299931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:20.358181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:20.358929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:20.359027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:20.359087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:20.481173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:20.481344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:20.481406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:20.481465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:20.485228] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=62.13%) [2025-11-26T21:26:20.485551] [INFO ] [FORECASTER] Completed predict_future for GHRS [2025-11-26T21:26:20.485750] [INFO ] [sig ] GHRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:20.637260] [INFO ] [LOCAL ] Saved forecast: GHRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GHRS.txt [2025-11-26T21:26:20.637545] [INFO ] [sig ] [1387/3599] Completed GHRS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:20.637726] [INFO ] [sig ] [1388/3599] Forecasting GHY... [2025-11-26T21:26:20.637811] [INFO ] [sig ] Generating forecast for: GHY [2025-11-26T21:26:20.637888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-11-26T21:26:20.652689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHY'. [2025-11-26T21:26:20.653183] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-11-26T21:26:20.654312] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-11-26T21:26:20.654400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:20.654481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:20.654550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:20.654688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:20.715925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:20.716891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:20.717007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:20.717058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:20.834108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:20.834277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:20.834331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:20.834373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:20.837844] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=28.15%) [2025-11-26T21:26:20.838171] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-11-26T21:26:20.838326] [INFO ] [sig ] GHY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:20.978670] [INFO ] [LOCAL ] Saved forecast: GHY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GHY.txt [2025-11-26T21:26:20.978840] [INFO ] [sig ] [1388/3599] Completed GHY in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:20.978920] [INFO ] [sig ] [1389/3599] Forecasting GIB... [2025-11-26T21:26:20.978975] [INFO ] [sig ] Generating forecast for: GIB [2025-11-26T21:26:20.979018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-11-26T21:26:20.990617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIB'. [2025-11-26T21:26:20.991015] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-11-26T21:26:20.991894] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-11-26T21:26:20.991966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:20.992013] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:20.992055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:20.992139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:21.050441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:21.051288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:21.051391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:21.051441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:21.165548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:21.165756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:21.165813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:21.165853] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:21.169452] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=84.67%) [2025-11-26T21:26:21.169791] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-11-26T21:26:21.169941] [INFO ] [sig ] GIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:21.308925] [INFO ] [LOCAL ] Saved forecast: GIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIB.txt [2025-11-26T21:26:21.309095] [INFO ] [sig ] [1389/3599] Completed GIB in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:21.309152] [INFO ] [sig ] [1390/3599] Forecasting GIFI... [2025-11-26T21:26:21.309196] [INFO ] [sig ] Generating forecast for: GIFI [2025-11-26T21:26:21.309259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'. [2025-11-26T21:26:21.320072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIFI'. [2025-11-26T21:26:21.320474] [INFO ] [FORECASTER] Starting predict_future for GIFI [2025-11-26T21:26:21.321315] [DEBUG] [LOCAL ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt [2025-11-26T21:26:21.321388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:21.321434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:21.321473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:21.321541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:21.377386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:21.378157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:21.378256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:21.378311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:21.493612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:21.493814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:21.493868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:21.493910] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:21.497287] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=72.84%) [2025-11-26T21:26:21.497599] [INFO ] [FORECASTER] Completed predict_future for GIFI [2025-11-26T21:26:21.497761] [INFO ] [sig ] GIFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:21.638959] [INFO ] [LOCAL ] Saved forecast: GIFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIFI.txt [2025-11-26T21:26:21.639133] [INFO ] [sig ] [1390/3599] Completed GIFI in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:21.639190] [INFO ] [sig ] [1391/3599] Forecasting GIII... [2025-11-26T21:26:21.639231] [INFO ] [sig ] Generating forecast for: GIII [2025-11-26T21:26:21.639273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'. [2025-11-26T21:26:21.649975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIII'. [2025-11-26T21:26:21.650372] [INFO ] [FORECASTER] Starting predict_future for GIII [2025-11-26T21:26:21.651174] [DEBUG] [LOCAL ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt [2025-11-26T21:26:21.651243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:21.651312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:21.651362] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:21.651455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:21.708019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:21.708902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:21.709000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:21.709057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:21.825926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:21.826111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:21.826163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:21.826204] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:21.829585] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=73.86%) [2025-11-26T21:26:21.829904] [INFO ] [FORECASTER] Completed predict_future for GIII [2025-11-26T21:26:21.830239] [INFO ] [sig ] GIII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:21.967711] [INFO ] [LOCAL ] Saved forecast: GIII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIII.txt [2025-11-26T21:26:21.967861] [INFO ] [sig ] [1391/3599] Completed GIII in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:21.967969] [INFO ] [sig ] [1392/3599] Forecasting GIL... [2025-11-26T21:26:21.968024] [INFO ] [sig ] Generating forecast for: GIL [2025-11-26T21:26:21.968066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-11-26T21:26:21.978018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIL'. [2025-11-26T21:26:21.978316] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-11-26T21:26:21.979106] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-11-26T21:26:21.979174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:21.979230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:21.979282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:21.979366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:22.035814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:22.036443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:22.036537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:22.036591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:22.156376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:22.156557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:22.156608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:22.156669] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:22.160019] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T21:26:22.160316] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-11-26T21:26:22.160465] [INFO ] [sig ] GIL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:22.299229] [INFO ] [LOCAL ] Saved forecast: GIL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GIL.txt [2025-11-26T21:26:22.299372] [INFO ] [sig ] [1392/3599] Completed GIL in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:22.299442] [INFO ] [sig ] [1393/3599] Forecasting GILD... [2025-11-26T21:26:22.299549] [INFO ] [sig ] Generating forecast for: GILD [2025-11-26T21:26:22.299595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'. [2025-11-26T21:26:22.309590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GILD'. [2025-11-26T21:26:22.309971] [INFO ] [FORECASTER] Starting predict_future for GILD [2025-11-26T21:26:22.310763] [DEBUG] [LOCAL ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt [2025-11-26T21:26:22.310832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:22.310878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:22.310941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:22.311030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:22.367987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:22.368729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:22.368826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:22.368872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:22.487100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:22.487284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:22.487337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:22.487403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:22.490772] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=3.21%) [2025-11-26T21:26:22.491084] [INFO ] [FORECASTER] Completed predict_future for GILD [2025-11-26T21:26:22.491232] [INFO ] [sig ] GILD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:22.631343] [INFO ] [LOCAL ] Saved forecast: GILD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GILD.txt [2025-11-26T21:26:22.631494] [INFO ] [sig ] [1393/3599] Completed GILD in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:22.631546] [INFO ] [sig ] [1394/3599] Forecasting GIS... [2025-11-26T21:26:22.631604] [INFO ] [sig ] Generating forecast for: GIS [2025-11-26T21:26:22.631688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-11-26T21:26:22.643089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIS'. [2025-11-26T21:26:22.643491] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-11-26T21:26:22.644369] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-11-26T21:26:22.644441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:22.644487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:22.644527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:22.644595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:22.705727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:22.706625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:22.706749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:22.706799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:22.829893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:22.830061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:22.830116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:22.830160] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:22.833883] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-11-26T21:26:22.834184] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-11-26T21:26:22.834333] [INFO ] [sig ] GIS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:22.973692] [INFO ] [LOCAL ] Saved forecast: GIS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GIS.txt [2025-11-26T21:26:22.973836] [INFO ] [sig ] [1394/3599] Completed GIS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:22.973898] [INFO ] [sig ] [1395/3599] Forecasting GKOS... [2025-11-26T21:26:22.973960] [INFO ] [sig ] Generating forecast for: GKOS [2025-11-26T21:26:22.974000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-11-26T21:26:22.984084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GKOS'. [2025-11-26T21:26:22.984386] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-11-26T21:26:22.985197] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-11-26T21:26:22.985266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:22.985310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:22.985348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:22.985413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:23.041074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:23.041723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:23.041819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:23.041865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:23.160017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:23.160181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:23.160232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:23.160273] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:23.163572] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=54.05%) [2025-11-26T21:26:23.163887] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-11-26T21:26:23.164024] [INFO ] [sig ] GKOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:23.304748] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GKOS.txt [2025-11-26T21:26:23.304905] [INFO ] [sig ] [1395/3599] Completed GKOS in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:23.304978] [INFO ] [sig ] [1396/3599] Forecasting GL... [2025-11-26T21:26:23.305024] [INFO ] [sig ] Generating forecast for: GL [2025-11-26T21:26:23.305066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-11-26T21:26:23.315274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GL'. [2025-11-26T21:26:23.315582] [INFO ] [FORECASTER] Starting predict_future for GL [2025-11-26T21:26:23.316381] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-11-26T21:26:23.316451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:23.316496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:23.316535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:23.316602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:23.372805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:23.373505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:23.373600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:23.373657] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:23.498358] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:23.498517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:23.498568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:23.498606] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:23.501917] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=89.11%) [2025-11-26T21:26:23.502231] [INFO ] [FORECASTER] Completed predict_future for GL [2025-11-26T21:26:23.502372] [INFO ] [sig ] GL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:23.642860] [INFO ] [LOCAL ] Saved forecast: GL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GL.txt [2025-11-26T21:26:23.643085] [INFO ] [sig ] [1396/3599] Completed GL in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:23.643176] [INFO ] [sig ] [1397/3599] Forecasting GLAD... [2025-11-26T21:26:23.643221] [INFO ] [sig ] Generating forecast for: GLAD [2025-11-26T21:26:23.643260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'. [2025-11-26T21:26:23.654527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLAD'. [2025-11-26T21:26:23.654960] [INFO ] [FORECASTER] Starting predict_future for GLAD [2025-11-26T21:26:23.655892] [DEBUG] [LOCAL ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt [2025-11-26T21:26:23.655968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:23.656029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:23.656082] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:23.656173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:23.714946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:23.715640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:23.715761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:23.715823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:23.832368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:23.832561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:23.832616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:23.832687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:23.836149] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=68.39%) [2025-11-26T21:26:23.836452] [INFO ] [FORECASTER] Completed predict_future for GLAD [2025-11-26T21:26:23.836594] [INFO ] [sig ] GLAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:23.977322] [INFO ] [LOCAL ] Saved forecast: GLAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLAD.txt [2025-11-26T21:26:23.977625] [INFO ] [sig ] [1397/3599] Completed GLAD in 0.3s | 2.89 sym/s | Total: 8.0m | ETA: 12.7m [2025-11-26T21:26:23.977713] [INFO ] [sig ] [1398/3599] Forecasting GLBE... [2025-11-26T21:26:23.977759] [INFO ] [sig ] Generating forecast for: GLBE [2025-11-26T21:26:23.977851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'. [2025-11-26T21:26:23.988187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBE'. [2025-11-26T21:26:23.988512] [INFO ] [FORECASTER] Starting predict_future for GLBE [2025-11-26T21:26:23.989313] [DEBUG] [LOCAL ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt [2025-11-26T21:26:23.989384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:23.989442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:23.989495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:23.989583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:24.048273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:24.048954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:24.049050] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:24.049099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:24.173728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:24.173955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:24.174029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:24.174111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:24.178041] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-11-26T21:26:24.178351] [INFO ] [FORECASTER] Completed predict_future for GLBE [2025-11-26T21:26:24.178499] [INFO ] [sig ] GLBE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:24.318887] [INFO ] [LOCAL ] Saved forecast: GLBE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLBE.txt [2025-11-26T21:26:24.319057] [INFO ] [sig ] [1398/3599] Completed GLBE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.7m [2025-11-26T21:26:24.319126] [INFO ] [sig ] [1399/3599] Forecasting GLBS... [2025-11-26T21:26:24.319174] [INFO ] [sig ] Generating forecast for: GLBS [2025-11-26T21:26:24.319215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'. [2025-11-26T21:26:24.329730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBS'. [2025-11-26T21:26:24.330076] [INFO ] [FORECASTER] Starting predict_future for GLBS [2025-11-26T21:26:24.330929] [DEBUG] [LOCAL ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt [2025-11-26T21:26:24.331016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:24.331063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:24.331103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:24.331170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:24.389810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:24.390506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:24.390605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:24.390672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:24.504985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:24.505209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:24.505280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:24.505339] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:24.509106] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=48.65%) [2025-11-26T21:26:24.509592] [INFO ] [FORECASTER] Completed predict_future for GLBS [2025-11-26T21:26:24.509811] [INFO ] [sig ] GLBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:24.654068] [INFO ] [LOCAL ] Saved forecast: GLBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLBS.txt [2025-11-26T21:26:24.654263] [INFO ] [sig ] [1399/3599] Completed GLBS in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.7m [2025-11-26T21:26:24.654324] [INFO ] [sig ] [1400/3599] Forecasting GLDD... [2025-11-26T21:26:24.654403] [INFO ] [sig ] Generating forecast for: GLDD [2025-11-26T21:26:24.654442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'. [2025-11-26T21:26:24.665049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLDD'. [2025-11-26T21:26:24.665341] [INFO ] [FORECASTER] Starting predict_future for GLDD [2025-11-26T21:26:24.666149] [DEBUG] [LOCAL ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt [2025-11-26T21:26:24.666219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:24.666264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:24.666303] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:24.666370] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:24.722482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:24.723129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:24.723222] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:24.723279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:24.842211] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:24.842344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:24.842394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:24.842433] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:24.845588] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=23.03%) [2025-11-26T21:26:24.845887] [INFO ] [FORECASTER] Completed predict_future for GLDD [2025-11-26T21:26:24.846023] [INFO ] [sig ] GLDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:24.983565] [INFO ] [LOCAL ] Saved forecast: GLDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLDD.txt [2025-11-26T21:26:24.983720] [INFO ] [sig ] [1400/3599] Completed GLDD in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.7m [2025-11-26T21:26:24.983775] [INFO ] [sig ] [1401/3599] Forecasting GLNG... [2025-11-26T21:26:24.983813] [INFO ] [sig ] Generating forecast for: GLNG [2025-11-26T21:26:24.983854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'. [2025-11-26T21:26:24.993925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLNG'. [2025-11-26T21:26:24.994215] [INFO ] [FORECASTER] Starting predict_future for GLNG [2025-11-26T21:26:24.994987] [DEBUG] [LOCAL ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt [2025-11-26T21:26:24.995057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:24.995101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:24.995140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:24.995208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:25.053300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:25.053954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:25.054053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:25.054099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:25.171485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:25.171688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:25.171745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:25.171787] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:25.175126] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=95.89%) [2025-11-26T21:26:25.175423] [INFO ] [FORECASTER] Completed predict_future for GLNG [2025-11-26T21:26:25.175564] [INFO ] [sig ] GLNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:25.321094] [INFO ] [LOCAL ] Saved forecast: GLNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLNG.txt [2025-11-26T21:26:25.321261] [INFO ] [sig ] [1401/3599] Completed GLNG in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.7m [2025-11-26T21:26:25.321312] [INFO ] [sig ] [1402/3599] Forecasting GLOB... [2025-11-26T21:26:25.321352] [INFO ] [sig ] Generating forecast for: GLOB [2025-11-26T21:26:25.321395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-11-26T21:26:25.332126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLOB'. [2025-11-26T21:26:25.332555] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-11-26T21:26:25.333365] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-11-26T21:26:25.333434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:25.333478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:25.333532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:25.333601] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:25.391701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:25.392612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:25.392730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:25.392777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:25.511992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:25.512180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:25.512234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:25.512277] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:25.515667] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=92.73%) [2025-11-26T21:26:25.515966] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-11-26T21:26:25.516108] [INFO ] [sig ] GLOB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:25.655461] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLOB.txt [2025-11-26T21:26:25.655592] [INFO ] [sig ] [1402/3599] Completed GLOB in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.7m [2025-11-26T21:26:25.655665] [INFO ] [sig ] [1403/3599] Forecasting GLP... [2025-11-26T21:26:25.655715] [INFO ] [sig ] Generating forecast for: GLP [2025-11-26T21:26:25.655758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-11-26T21:26:25.665903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLP'. [2025-11-26T21:26:25.666171] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-11-26T21:26:25.667307] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-11-26T21:26:25.667378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:25.667423] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:25.667479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:25.667546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:25.724603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:25.725237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:25.725336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:25.725383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:25.842872] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:25.843053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:25.843104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:25.843146] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:25.846440] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=9.49%) [2025-11-26T21:26:25.846748] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-11-26T21:26:25.846887] [INFO ] [sig ] GLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:25.985016] [INFO ] [LOCAL ] Saved forecast: GLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLP.txt [2025-11-26T21:26:25.985149] [INFO ] [sig ] [1403/3599] Completed GLP in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:25.985206] [INFO ] [sig ] [1404/3599] Forecasting GLPG... [2025-11-26T21:26:25.985249] [INFO ] [sig ] Generating forecast for: GLPG [2025-11-26T21:26:25.985295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'. [2025-11-26T21:26:25.996359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPG'. [2025-11-26T21:26:25.996667] [INFO ] [FORECASTER] Starting predict_future for GLPG [2025-11-26T21:26:25.997463] [DEBUG] [LOCAL ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt [2025-11-26T21:26:25.997533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:25.997580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:25.997621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:25.997726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:26.057251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:26.058140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:26.058242] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:26.058291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:26.180220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:26.180379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:26.180431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:26.180472] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:26.183764] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=56.42%) [2025-11-26T21:26:26.184051] [INFO ] [FORECASTER] Completed predict_future for GLPG [2025-11-26T21:26:26.184189] [INFO ] [sig ] GLPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:26.323029] [INFO ] [LOCAL ] Saved forecast: GLPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLPG.txt [2025-11-26T21:26:26.323173] [INFO ] [sig ] [1404/3599] Completed GLPG in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:26.323235] [INFO ] [sig ] [1405/3599] Forecasting GLPI... [2025-11-26T21:26:26.323282] [INFO ] [sig ] Generating forecast for: GLPI [2025-11-26T21:26:26.323350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'. [2025-11-26T21:26:26.336240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPI'. [2025-11-26T21:26:26.336763] [INFO ] [FORECASTER] Starting predict_future for GLPI [2025-11-26T21:26:26.337824] [DEBUG] [LOCAL ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt [2025-11-26T21:26:26.337902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:26.337955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:26.337999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:26.338102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:26.398167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:26.399235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:26.399358] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:26.399421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:26.519043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:26.519333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:26.519406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:26.519459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:26.523358] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-11-26T21:26:26.523707] [INFO ] [FORECASTER] Completed predict_future for GLPI [2025-11-26T21:26:26.523864] [INFO ] [sig ] GLPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:26.668687] [INFO ] [LOCAL ] Saved forecast: GLPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLPI.txt [2025-11-26T21:26:26.668931] [INFO ] [sig ] [1405/3599] Completed GLPI in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:26.669029] [INFO ] [sig ] [1406/3599] Forecasting GLRE... [2025-11-26T21:26:26.669084] [INFO ] [sig ] Generating forecast for: GLRE [2025-11-26T21:26:26.669145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'. [2025-11-26T21:26:26.683028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLRE'. [2025-11-26T21:26:26.683613] [INFO ] [FORECASTER] Starting predict_future for GLRE [2025-11-26T21:26:26.684513] [DEBUG] [LOCAL ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt [2025-11-26T21:26:26.684587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:26.684636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:26.684699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:26.684775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:26.744131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:26.745507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:26.745639] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:26.745716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:26.869391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:26.869761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:26.869828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:26.869875] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:26.873854] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=98.58%) [2025-11-26T21:26:26.874195] [INFO ] [FORECASTER] Completed predict_future for GLRE [2025-11-26T21:26:26.874358] [INFO ] [sig ] GLRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:27.021207] [INFO ] [LOCAL ] Saved forecast: GLRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GLRE.txt [2025-11-26T21:26:27.021452] [INFO ] [sig ] [1406/3599] Completed GLRE in 0.4s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:27.021509] [INFO ] [sig ] [1407/3599] Forecasting GLSI... [2025-11-26T21:26:27.021550] [INFO ] [sig ] Generating forecast for: GLSI [2025-11-26T21:26:27.021622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'. [2025-11-26T21:26:27.033177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLSI'. [2025-11-26T21:26:27.033674] [INFO ] [FORECASTER] Starting predict_future for GLSI [2025-11-26T21:26:27.034628] [DEBUG] [LOCAL ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt [2025-11-26T21:26:27.034725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:27.034774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:27.034816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:27.034887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:27.092675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:27.093703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:27.093834] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:27.093900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:27.213159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:27.213369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:27.213423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:27.213464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:27.216914] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-11-26T21:26:27.217225] [INFO ] [FORECASTER] Completed predict_future for GLSI [2025-11-26T21:26:27.217370] [INFO ] [sig ] GLSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:27.356291] [INFO ] [LOCAL ] Saved forecast: GLSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLSI.txt [2025-11-26T21:26:27.356457] [INFO ] [sig ] [1407/3599] Completed GLSI in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:27.356513] [INFO ] [sig ] [1408/3599] Forecasting GLTO... [2025-11-26T21:26:27.356556] [INFO ] [sig ] Generating forecast for: GLTO [2025-11-26T21:26:27.356598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'. [2025-11-26T21:26:27.366711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLTO'. [2025-11-26T21:26:27.367020] [INFO ] [FORECASTER] Starting predict_future for GLTO [2025-11-26T21:26:27.367839] [DEBUG] [LOCAL ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt [2025-11-26T21:26:27.367911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:27.367967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:27.368015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:27.368098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:27.424695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:27.425321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:27.425414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:27.425455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:27.534754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:27.534913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:27.534966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:27.535011] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:27.538294] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=49.76%) [2025-11-26T21:26:27.538581] [INFO ] [FORECASTER] Completed predict_future for GLTO [2025-11-26T21:26:27.538739] [INFO ] [sig ] GLTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:27.679306] [INFO ] [LOCAL ] Saved forecast: GLTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLTO.txt [2025-11-26T21:26:27.679478] [INFO ] [sig ] [1408/3599] Completed GLTO in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:27.679545] [INFO ] [sig ] [1409/3599] Forecasting GLUE... [2025-11-26T21:26:27.679590] [INFO ] [sig ] Generating forecast for: GLUE [2025-11-26T21:26:27.679656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'. [2025-11-26T21:26:27.690911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLUE'. [2025-11-26T21:26:27.691278] [INFO ] [FORECASTER] Starting predict_future for GLUE [2025-11-26T21:26:27.692117] [DEBUG] [LOCAL ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt [2025-11-26T21:26:27.692187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:27.692233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:27.692272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:27.692363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:27.750910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:27.751612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:27.751736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:27.751793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:27.873251] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:27.873436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:27.873493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:27.873576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:27.877081] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=40.08%) [2025-11-26T21:26:27.877378] [INFO ] [FORECASTER] Completed predict_future for GLUE [2025-11-26T21:26:27.877540] [INFO ] [sig ] GLUE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:28.022864] [INFO ] [LOCAL ] Saved forecast: GLUE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GLUE.txt [2025-11-26T21:26:28.023030] [INFO ] [sig ] [1409/3599] Completed GLUE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:28.023087] [INFO ] [sig ] [1410/3599] Forecasting GMAB... [2025-11-26T21:26:28.023133] [INFO ] [sig ] Generating forecast for: GMAB [2025-11-26T21:26:28.023174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'. [2025-11-26T21:26:28.034148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMAB'. [2025-11-26T21:26:28.034545] [INFO ] [FORECASTER] Starting predict_future for GMAB [2025-11-26T21:26:28.035361] [DEBUG] [LOCAL ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt [2025-11-26T21:26:28.035432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:28.035477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:28.035517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:28.035584] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:28.091264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:28.091903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:28.092000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:28.092046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:28.214809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:28.214970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:28.215022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:28.215058] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:28.218327] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=56.62%) [2025-11-26T21:26:28.218618] [INFO ] [FORECASTER] Completed predict_future for GMAB [2025-11-26T21:26:28.218783] [INFO ] [sig ] GMAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:28.357877] [INFO ] [LOCAL ] Saved forecast: GMAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GMAB.txt [2025-11-26T21:26:28.358024] [INFO ] [sig ] [1410/3599] Completed GMAB in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:28.358076] [INFO ] [sig ] [1411/3599] Forecasting GME... [2025-11-26T21:26:28.358122] [INFO ] [sig ] Generating forecast for: GME [2025-11-26T21:26:28.358162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-11-26T21:26:28.369371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GME'. [2025-11-26T21:26:28.369791] [INFO ] [FORECASTER] Starting predict_future for GME [2025-11-26T21:26:28.370627] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-11-26T21:26:28.370722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:28.370769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:28.370808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:28.370877] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:28.426874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:28.427534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:28.427636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:28.427714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:28.545408] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:28.545590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:28.545658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:28.545701] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:28.549145] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=5.01%) [2025-11-26T21:26:28.549450] [INFO ] [FORECASTER] Completed predict_future for GME [2025-11-26T21:26:28.549591] [INFO ] [sig ] GME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:28.688877] [INFO ] [LOCAL ] Saved forecast: GME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GME.txt [2025-11-26T21:26:28.689067] [INFO ] [sig ] [1411/3599] Completed GME in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:28.689138] [INFO ] [sig ] [1412/3599] Forecasting GMED... [2025-11-26T21:26:28.689180] [INFO ] [sig ] Generating forecast for: GMED [2025-11-26T21:26:28.689242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-11-26T21:26:28.699941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMED'. [2025-11-26T21:26:28.700263] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-11-26T21:26:28.701083] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-11-26T21:26:28.701154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:28.701200] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:28.701241] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:28.701310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:28.757586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:28.758372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:28.758472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:28.758518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:28.880841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:28.881067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:28.881123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:28.881203] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:28.884745] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=30.26%) [2025-11-26T21:26:28.885051] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-11-26T21:26:28.885198] [INFO ] [sig ] GMED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:29.030844] [INFO ] [LOCAL ] Saved forecast: GMED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GMED.txt [2025-11-26T21:26:29.031062] [INFO ] [sig ] [1412/3599] Completed GMED in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:29.031128] [INFO ] [sig ] [1413/3599] Forecasting GMM... [2025-11-26T21:26:29.031171] [INFO ] [sig ] Generating forecast for: GMM [2025-11-26T21:26:29.031238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'. [2025-11-26T21:26:29.042177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMM'. [2025-11-26T21:26:29.042590] [INFO ] [FORECASTER] Starting predict_future for GMM [2025-11-26T21:26:29.043403] [DEBUG] [LOCAL ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt [2025-11-26T21:26:29.043473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:29.043518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:29.043557] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:29.043666] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:29.100971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:29.101888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:29.101995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:29.102046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:29.210774] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:29.210976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:29.211030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:29.211073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:29.214479] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=13.49%) [2025-11-26T21:26:29.214792] [INFO ] [FORECASTER] Completed predict_future for GMM [2025-11-26T21:26:29.214936] [INFO ] [sig ] GMM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:29.352931] [INFO ] [LOCAL ] Saved forecast: GMM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GMM.txt [2025-11-26T21:26:29.353112] [INFO ] [sig ] [1413/3599] Completed GMM in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:29.353183] [INFO ] [sig ] [1414/3599] Forecasting GMRE... [2025-11-26T21:26:29.353225] [INFO ] [sig ] Generating forecast for: GMRE [2025-11-26T21:26:29.353286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-11-26T21:26:29.363692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMRE'. [2025-11-26T21:26:29.364012] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-11-26T21:26:29.364847] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-11-26T21:26:29.364917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:29.364962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:29.365003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:29.365075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:29.421705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:29.422348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:29.422444] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:29.422490] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:29.542457] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:29.542654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:29.542710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:29.542745] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:29.546048] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-11-26T21:26:29.546338] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-11-26T21:26:29.546477] [INFO ] [sig ] GMRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:29.688792] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GMRE.txt [2025-11-26T21:26:29.688992] [INFO ] [sig ] [1414/3599] Completed GMRE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:29.689052] [INFO ] [sig ] [1415/3599] Forecasting GNE... [2025-11-26T21:26:29.689113] [INFO ] [sig ] Generating forecast for: GNE [2025-11-26T21:26:29.689153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-11-26T21:26:29.700139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNE'. [2025-11-26T21:26:29.700528] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-11-26T21:26:29.701319] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-11-26T21:26:29.701403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:29.701452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:29.701492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:29.701562] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:29.764844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:29.765783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:29.765895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:29.765945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:29.882455] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:29.882620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:29.882690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:29.882731] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:29.886030] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=77.42%) [2025-11-26T21:26:29.886320] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-11-26T21:26:29.886457] [INFO ] [sig ] GNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:30.027055] [INFO ] [LOCAL ] Saved forecast: GNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNE.txt [2025-11-26T21:26:30.027235] [INFO ] [sig ] [1415/3599] Completed GNE in 0.3s | 2.89 sym/s | Total: 8.1m | ETA: 12.6m [2025-11-26T21:26:30.027289] [INFO ] [sig ] [1416/3599] Forecasting GNL... [2025-11-26T21:26:30.027363] [INFO ] [sig ] Generating forecast for: GNL [2025-11-26T21:26:30.027406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-11-26T21:26:30.038611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNL'. [2025-11-26T21:26:30.038997] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-11-26T21:26:30.039817] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-11-26T21:26:30.039887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:30.039932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:30.039972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:30.040043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:30.097489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:30.098210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:30.098310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:30.098350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:30.218859] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:30.219031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:30.219095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:30.219135] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:30.222554] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=60.28%) [2025-11-26T21:26:30.222894] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-11-26T21:26:30.223056] [INFO ] [sig ] GNL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:30.362263] [INFO ] [LOCAL ] Saved forecast: GNL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNL.txt [2025-11-26T21:26:30.362446] [INFO ] [sig ] [1416/3599] Completed GNL in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.6m [2025-11-26T21:26:30.362503] [INFO ] [sig ] [1417/3599] Forecasting GNLN... [2025-11-26T21:26:30.362547] [INFO ] [sig ] Generating forecast for: GNLN [2025-11-26T21:26:30.362589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'. [2025-11-26T21:26:30.372935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLN'. [2025-11-26T21:26:30.373301] [INFO ] [FORECASTER] Starting predict_future for GNLN [2025-11-26T21:26:30.374119] [DEBUG] [LOCAL ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt [2025-11-26T21:26:30.374192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:30.374239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:30.374273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:30.374351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:30.430524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:30.431290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:30.431389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:30.431434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:30.537823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:30.537975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:30.538026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:30.538067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:30.541420] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=9.69%) [2025-11-26T21:26:30.541735] [INFO ] [FORECASTER] Completed predict_future for GNLN [2025-11-26T21:26:30.541876] [INFO ] [sig ] GNLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:30.681393] [INFO ] [LOCAL ] Saved forecast: GNLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNLN.txt [2025-11-26T21:26:30.681545] [INFO ] [sig ] [1417/3599] Completed GNLN in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.6m [2025-11-26T21:26:30.681609] [INFO ] [sig ] [1418/3599] Forecasting GNLX... [2025-11-26T21:26:30.681678] [INFO ] [sig ] Generating forecast for: GNLX [2025-11-26T21:26:30.681743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'. [2025-11-26T21:26:30.692043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLX'. [2025-11-26T21:26:30.692370] [INFO ] [FORECASTER] Starting predict_future for GNLX [2025-11-26T21:26:30.693210] [DEBUG] [LOCAL ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt [2025-11-26T21:26:30.693282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:30.693327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:30.693367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:30.693437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:30.750568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:30.751280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:30.751376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:30.751423] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:30.867620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:30.867795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:30.867849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:30.867891] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:30.871136] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=24.27%) [2025-11-26T21:26:30.871431] [INFO ] [FORECASTER] Completed predict_future for GNLX [2025-11-26T21:26:30.871587] [INFO ] [sig ] GNLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:31.010120] [INFO ] [LOCAL ] Saved forecast: GNLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNLX.txt [2025-11-26T21:26:31.010289] [INFO ] [sig ] [1418/3599] Completed GNLX in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.6m [2025-11-26T21:26:31.010372] [INFO ] [sig ] [1419/3599] Forecasting GNMA... [2025-11-26T21:26:31.010407] [INFO ] [sig ] Generating forecast for: GNMA [2025-11-26T21:26:31.010441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'. [2025-11-26T21:26:31.020517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNMA'. [2025-11-26T21:26:31.020893] [INFO ] [FORECASTER] Starting predict_future for GNMA [2025-11-26T21:26:31.021691] [DEBUG] [LOCAL ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt [2025-11-26T21:26:31.021761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:31.021808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:31.021848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:31.021918] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:31.077764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:31.078403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:31.078501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:31.078548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:31.194887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:31.195103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:31.195161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:31.195204] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:31.198827] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=60.78%) [2025-11-26T21:26:31.199144] [INFO ] [FORECASTER] Completed predict_future for GNMA [2025-11-26T21:26:31.199289] [INFO ] [sig ] GNMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:31.339174] [INFO ] [LOCAL ] Saved forecast: GNMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNMA.txt [2025-11-26T21:26:31.339353] [INFO ] [sig ] [1419/3599] Completed GNMA in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.6m [2025-11-26T21:26:31.339408] [INFO ] [sig ] [1420/3599] Forecasting GNOM... [2025-11-26T21:26:31.339470] [INFO ] [sig ] Generating forecast for: GNOM [2025-11-26T21:26:31.339507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'. [2025-11-26T21:26:31.350162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNOM'. [2025-11-26T21:26:31.350520] [INFO ] [FORECASTER] Starting predict_future for GNOM [2025-11-26T21:26:31.351392] [DEBUG] [LOCAL ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt [2025-11-26T21:26:31.351467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:31.351513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:31.351555] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:31.351624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:31.408548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:31.409438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:31.409540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:31.409586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:31.522244] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:31.522415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:31.522476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:31.522515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:31.525877] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-11-26T21:26:31.526195] [INFO ] [FORECASTER] Completed predict_future for GNOM [2025-11-26T21:26:31.526334] [INFO ] [sig ] GNOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:31.665551] [INFO ] [LOCAL ] Saved forecast: GNOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNOM.txt [2025-11-26T21:26:31.665717] [INFO ] [sig ] [1420/3599] Completed GNOM in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:31.665772] [INFO ] [sig ] [1421/3599] Forecasting GNPX... [2025-11-26T21:26:31.665830] [INFO ] [sig ] Generating forecast for: GNPX [2025-11-26T21:26:31.665873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'. [2025-11-26T21:26:31.680892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNPX'. [2025-11-26T21:26:31.681691] [INFO ] [FORECASTER] Starting predict_future for GNPX [2025-11-26T21:26:31.682858] [DEBUG] [LOCAL ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt [2025-11-26T21:26:31.682938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:31.682987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:31.683022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:31.683098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:31.750922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:31.752249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:31.752389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:31.752456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:31.889006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:31.889309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:31.889376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:31.889416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:31.893496] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=71.95%) [2025-11-26T21:26:31.893896] [INFO ] [FORECASTER] Completed predict_future for GNPX [2025-11-26T21:26:31.894072] [INFO ] [sig ] GNPX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:32.068407] [INFO ] [LOCAL ] Saved forecast: GNPX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNPX.txt [2025-11-26T21:26:32.068825] [INFO ] [sig ] [1421/3599] Completed GNPX in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:32.068926] [INFO ] [sig ] [1422/3599] Forecasting GNRC... [2025-11-26T21:26:32.068995] [INFO ] [sig ] Generating forecast for: GNRC [2025-11-26T21:26:32.069063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-11-26T21:26:32.084861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNRC'. [2025-11-26T21:26:32.085549] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-11-26T21:26:32.086865] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-11-26T21:26:32.086959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:32.087033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:32.087098] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:32.087210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:32.153622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:32.155155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:32.155321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:32.155383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:32.295996] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:32.296307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:32.296383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:32.296421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:32.300686] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-11-26T21:26:32.301156] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-11-26T21:26:32.301343] [INFO ] [sig ] GNRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:32.451526] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNRC.txt [2025-11-26T21:26:32.451756] [INFO ] [sig ] [1422/3599] Completed GNRC in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:32.451819] [INFO ] [sig ] [1423/3599] Forecasting GNSS... [2025-11-26T21:26:32.451866] [INFO ] [sig ] Generating forecast for: GNSS [2025-11-26T21:26:32.451945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'. [2025-11-26T21:26:32.462802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNSS'. [2025-11-26T21:26:32.463145] [INFO ] [FORECASTER] Starting predict_future for GNSS [2025-11-26T21:26:32.463964] [DEBUG] [LOCAL ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt [2025-11-26T21:26:32.464041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:32.464095] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:32.464143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:32.464226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:32.522827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:32.523812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:32.523928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:32.523977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:32.650008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:32.650279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:32.650345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:32.650392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:32.654514] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-11-26T21:26:32.654909] [INFO ] [FORECASTER] Completed predict_future for GNSS [2025-11-26T21:26:32.655083] [INFO ] [sig ] GNSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:32.804653] [INFO ] [LOCAL ] Saved forecast: GNSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GNSS.txt [2025-11-26T21:26:32.804940] [INFO ] [sig ] [1423/3599] Completed GNSS in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:32.805057] [INFO ] [sig ] [1424/3599] Forecasting GNTX... [2025-11-26T21:26:32.805103] [INFO ] [sig ] Generating forecast for: GNTX [2025-11-26T21:26:32.805151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'. [2025-11-26T21:26:32.817784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNTX'. [2025-11-26T21:26:32.818278] [INFO ] [FORECASTER] Starting predict_future for GNTX [2025-11-26T21:26:32.819191] [DEBUG] [LOCAL ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt [2025-11-26T21:26:32.819268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:32.819349] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:32.819392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:32.819465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:32.879339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:32.880822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:32.880955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:32.881008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:33.008146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:33.008435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:33.008497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:33.008537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:33.012974] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=51.93%) [2025-11-26T21:26:33.013481] [INFO ] [FORECASTER] Completed predict_future for GNTX [2025-11-26T21:26:33.013691] [INFO ] [sig ] GNTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:33.159098] [INFO ] [LOCAL ] Saved forecast: GNTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GNTX.txt [2025-11-26T21:26:33.159351] [INFO ] [sig ] [1424/3599] Completed GNTX in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:33.159452] [INFO ] [sig ] [1425/3599] Forecasting GO... [2025-11-26T21:26:33.159504] [INFO ] [sig ] Generating forecast for: GO [2025-11-26T21:26:33.159545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'. [2025-11-26T21:26:33.172001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GO'. [2025-11-26T21:26:33.172441] [INFO ] [FORECASTER] Starting predict_future for GO [2025-11-26T21:26:33.173290] [DEBUG] [LOCAL ] No optimal features file found for GO: ./output/feature-sets/GO.txt [2025-11-26T21:26:33.173361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:33.173407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:33.173448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:33.173513] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:33.229981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:33.230754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:33.230857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:33.230903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:33.349273] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:33.349468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:33.349520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:33.349562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:33.353002] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=53.30%) [2025-11-26T21:26:33.353300] [INFO ] [FORECASTER] Completed predict_future for GO [2025-11-26T21:26:33.353445] [INFO ] [sig ] GO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:33.491458] [INFO ] [LOCAL ] Saved forecast: GO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GO.txt [2025-11-26T21:26:33.491613] [INFO ] [sig ] [1425/3599] Completed GO in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:33.491684] [INFO ] [sig ] [1426/3599] Forecasting GOCO... [2025-11-26T21:26:33.491727] [INFO ] [sig ] Generating forecast for: GOCO [2025-11-26T21:26:33.491788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'. [2025-11-26T21:26:33.502073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOCO'. [2025-11-26T21:26:33.502423] [INFO ] [FORECASTER] Starting predict_future for GOCO [2025-11-26T21:26:33.503223] [DEBUG] [LOCAL ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt [2025-11-26T21:26:33.503292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:33.503379] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:33.503457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:33.503557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:33.559966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:33.560618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:33.560745] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:33.560809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:33.677883] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:33.678068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:33.678133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:33.678183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:33.681574] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=0.33%) [2025-11-26T21:26:33.681896] [INFO ] [FORECASTER] Completed predict_future for GOCO [2025-11-26T21:26:33.682042] [INFO ] [sig ] GOCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:33.825364] [INFO ] [LOCAL ] Saved forecast: GOCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOCO.txt [2025-11-26T21:26:33.825581] [INFO ] [sig ] [1426/3599] Completed GOCO in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:33.825705] [INFO ] [sig ] [1427/3599] Forecasting GOF... [2025-11-26T21:26:33.825774] [INFO ] [sig ] Generating forecast for: GOF [2025-11-26T21:26:33.825836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-11-26T21:26:33.838758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOF'. [2025-11-26T21:26:33.839164] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-11-26T21:26:33.840062] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-11-26T21:26:33.840134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:33.840182] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:33.840222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:33.840292] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:33.904769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:33.905727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:33.905857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:33.905919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:34.041212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:34.041452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:34.041509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:34.041546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:34.045165] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=69.12%) [2025-11-26T21:26:34.045482] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-11-26T21:26:34.045628] [INFO ] [sig ] GOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:34.196200] [INFO ] [LOCAL ] Saved forecast: GOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOF.txt [2025-11-26T21:26:34.196383] [INFO ] [sig ] [1427/3599] Completed GOF in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:34.196446] [INFO ] [sig ] [1428/3599] Forecasting GOGO... [2025-11-26T21:26:34.196490] [INFO ] [sig ] Generating forecast for: GOGO [2025-11-26T21:26:34.196552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'. [2025-11-26T21:26:34.208099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOGO'. [2025-11-26T21:26:34.208485] [INFO ] [FORECASTER] Starting predict_future for GOGO [2025-11-26T21:26:34.209416] [DEBUG] [LOCAL ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt [2025-11-26T21:26:34.209491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:34.209554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:34.209611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:34.209733] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:34.277219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:34.278273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:34.278390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:34.278439] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:34.403947] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:34.404119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:34.404171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:34.404213] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:34.407758] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-11-26T21:26:34.408070] [INFO ] [FORECASTER] Completed predict_future for GOGO [2025-11-26T21:26:34.408222] [INFO ] [sig ] GOGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:34.557573] [INFO ] [LOCAL ] Saved forecast: GOGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOGO.txt [2025-11-26T21:26:34.557782] [INFO ] [sig ] [1428/3599] Completed GOGO in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:34.557839] [INFO ] [sig ] [1429/3599] Forecasting GOLF... [2025-11-26T21:26:34.557882] [INFO ] [sig ] Generating forecast for: GOLF [2025-11-26T21:26:34.557947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-11-26T21:26:34.571031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOLF'. [2025-11-26T21:26:34.571759] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-11-26T21:26:34.572831] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-11-26T21:26:34.572917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:34.572977] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:34.573020] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:34.573104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:34.634599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:34.635855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:34.635982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:34.636034] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:34.757530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:34.757838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:34.757902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:34.757946] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:34.762194] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=48.48%) [2025-11-26T21:26:34.762691] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-11-26T21:26:34.762898] [INFO ] [sig ] GOLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:34.912544] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOLF.txt [2025-11-26T21:26:34.912869] [INFO ] [sig ] [1429/3599] Completed GOLF in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:34.912950] [INFO ] [sig ] [1430/3599] Forecasting GOOD... [2025-11-26T21:26:34.912999] [INFO ] [sig ] Generating forecast for: GOOD [2025-11-26T21:26:34.913043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'. [2025-11-26T21:26:34.930006] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOD'. [2025-11-26T21:26:34.930683] [INFO ] [FORECASTER] Starting predict_future for GOOD [2025-11-26T21:26:34.931897] [DEBUG] [LOCAL ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt [2025-11-26T21:26:34.931990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:34.932067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:34.932171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:34.932290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:34.994549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:34.995565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:34.995714] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:34.995768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:35.113940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:35.114150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:35.114205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:35.114241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:35.117804] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=89.02%) [2025-11-26T21:26:35.118135] [INFO ] [FORECASTER] Completed predict_future for GOOD [2025-11-26T21:26:35.118300] [INFO ] [sig ] GOOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:35.258818] [INFO ] [LOCAL ] Saved forecast: GOOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOOD.txt [2025-11-26T21:26:35.258980] [INFO ] [sig ] [1430/3599] Completed GOOD in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:35.259036] [INFO ] [sig ] [1431/3599] Forecasting GOOG... [2025-11-26T21:26:35.259111] [INFO ] [sig ] Generating forecast for: GOOG [2025-11-26T21:26:35.259176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'. [2025-11-26T21:26:35.269876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOG'. [2025-11-26T21:26:35.270239] [INFO ] [FORECASTER] Starting predict_future for GOOG [2025-11-26T21:26:35.271105] [DEBUG] [LOCAL ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt [2025-11-26T21:26:35.271191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:35.271252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:35.271309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:35.271406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:35.330979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:35.331782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:35.331892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:35.331958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:35.456303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:35.456467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:35.456519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:35.456559] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:35.459919] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=57.70%) [2025-11-26T21:26:35.460216] [INFO ] [FORECASTER] Completed predict_future for GOOG [2025-11-26T21:26:35.460376] [INFO ] [sig ] GOOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:35.600217] [INFO ] [LOCAL ] Saved forecast: GOOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOOG.txt [2025-11-26T21:26:35.600354] [INFO ] [sig ] [1431/3599] Completed GOOG in 0.3s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:35.600407] [INFO ] [sig ] [1432/3599] Forecasting GOOGL... [2025-11-26T21:26:35.600454] [INFO ] [sig ] Generating forecast for: GOOGL [2025-11-26T21:26:35.600494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'. [2025-11-26T21:26:35.610730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'. [2025-11-26T21:26:35.611019] [INFO ] [FORECASTER] Starting predict_future for GOOGL [2025-11-26T21:26:35.611830] [DEBUG] [LOCAL ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt [2025-11-26T21:26:35.611899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:35.611943] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:35.611983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:35.612049] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:35.669074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:35.669752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:35.669844] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:35.669884] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:35.799618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:35.799945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:35.800016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:35.800066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:35.804744] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=99.26%) [2025-11-26T21:26:35.805287] [INFO ] [FORECASTER] Completed predict_future for GOOGL [2025-11-26T21:26:35.805486] [INFO ] [sig ] GOOGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:35.960376] [INFO ] [LOCAL ] Saved forecast: GOOGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GOOGL.txt [2025-11-26T21:26:35.960681] [INFO ] [sig ] [1432/3599] Completed GOOGL in 0.4s | 2.89 sym/s | Total: 8.2m | ETA: 12.5m [2025-11-26T21:26:35.960813] [INFO ] [sig ] [1433/3599] Forecasting GOOS... [2025-11-26T21:26:35.960866] [INFO ] [sig ] Generating forecast for: GOOS [2025-11-26T21:26:35.960918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-11-26T21:26:35.973807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOS'. [2025-11-26T21:26:35.974435] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-11-26T21:26:35.975428] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-11-26T21:26:35.975505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:35.975556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:35.975599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:35.975692] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:36.035977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:36.037135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:36.037254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:36.037305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:36.159894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:36.160165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:36.160257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:36.160306] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:36.164096] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-11-26T21:26:36.164433] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-11-26T21:26:36.164597] [INFO ] [sig ] GOOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:36.309049] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOOS.txt [2025-11-26T21:26:36.309290] [INFO ] [sig ] [1433/3599] Completed GOOS in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.5m [2025-11-26T21:26:36.309378] [INFO ] [sig ] [1434/3599] Forecasting GOSS... [2025-11-26T21:26:36.309418] [INFO ] [sig ] Generating forecast for: GOSS [2025-11-26T21:26:36.309459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'. [2025-11-26T21:26:36.321693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOSS'. [2025-11-26T21:26:36.322207] [INFO ] [FORECASTER] Starting predict_future for GOSS [2025-11-26T21:26:36.323086] [DEBUG] [LOCAL ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt [2025-11-26T21:26:36.323159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:36.323207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:36.323248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:36.323320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:36.382210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:36.383424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:36.383545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:36.383595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:36.506301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:36.506585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:36.506667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:36.506722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:36.510704] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=43.37%) [2025-11-26T21:26:36.511131] [INFO ] [FORECASTER] Completed predict_future for GOSS [2025-11-26T21:26:36.511300] [INFO ] [sig ] GOSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:36.654530] [INFO ] [LOCAL ] Saved forecast: GOSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOSS.txt [2025-11-26T21:26:36.654784] [INFO ] [sig ] [1434/3599] Completed GOSS in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.5m [2025-11-26T21:26:36.654873] [INFO ] [sig ] [1435/3599] Forecasting GOVI... [2025-11-26T21:26:36.654916] [INFO ] [sig ] Generating forecast for: GOVI [2025-11-26T21:26:36.654964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'. [2025-11-26T21:26:36.666706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOVI'. [2025-11-26T21:26:36.667223] [INFO ] [FORECASTER] Starting predict_future for GOVI [2025-11-26T21:26:36.668210] [DEBUG] [LOCAL ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt [2025-11-26T21:26:36.668285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:36.668333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:36.668377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:36.668452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:36.728157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:36.729365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:36.729490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:36.729542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:36.849830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:36.850134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:36.850220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:36.850289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:36.854743] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=5.44%) [2025-11-26T21:26:36.855244] [INFO ] [FORECASTER] Completed predict_future for GOVI [2025-11-26T21:26:36.855435] [INFO ] [sig ] GOVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:37.008822] [INFO ] [LOCAL ] Saved forecast: GOVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GOVI.txt [2025-11-26T21:26:37.009159] [INFO ] [sig ] [1435/3599] Completed GOVI in 0.4s | 2.89 sym/s | Total: 8.3m | ETA: 12.5m [2025-11-26T21:26:37.009226] [INFO ] [sig ] [1436/3599] Forecasting GPC... [2025-11-26T21:26:37.009274] [INFO ] [sig ] Generating forecast for: GPC [2025-11-26T21:26:37.009320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-11-26T21:26:37.023832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPC'. [2025-11-26T21:26:37.024208] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-11-26T21:26:37.025052] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-11-26T21:26:37.025123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:37.025160] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:37.025198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:37.025273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:37.083188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:37.084130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:37.084238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:37.084290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:37.205085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:37.205272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:37.205331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:37.205367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:37.208736] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=96.52%) [2025-11-26T21:26:37.209037] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-11-26T21:26:37.209178] [INFO ] [sig ] GPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:37.350444] [INFO ] [LOCAL ] Saved forecast: GPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPC.txt [2025-11-26T21:26:37.350661] [INFO ] [sig ] [1436/3599] Completed GPC in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.5m [2025-11-26T21:26:37.350719] [INFO ] [sig ] [1437/3599] Forecasting GPI... [2025-11-26T21:26:37.350785] [INFO ] [sig ] Generating forecast for: GPI [2025-11-26T21:26:37.350826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-11-26T21:26:37.360964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPI'. [2025-11-26T21:26:37.361342] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-11-26T21:26:37.362142] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-11-26T21:26:37.362212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:37.362274] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:37.362314] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:37.362383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:37.419424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:37.420316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:37.420433] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:37.420505] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:37.539162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:37.539350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:37.539426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:37.539500] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:37.543121] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=81.43%) [2025-11-26T21:26:37.543488] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-11-26T21:26:37.543709] [INFO ] [sig ] GPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:37.687198] [INFO ] [LOCAL ] Saved forecast: GPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPI.txt [2025-11-26T21:26:37.687375] [INFO ] [sig ] [1437/3599] Completed GPI in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.5m [2025-11-26T21:26:37.687470] [INFO ] [sig ] [1438/3599] Forecasting GPIQ... [2025-11-26T21:26:37.687573] [INFO ] [sig ] Generating forecast for: GPIQ [2025-11-26T21:26:37.687662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'. [2025-11-26T21:26:37.697969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'. [2025-11-26T21:26:37.698322] [INFO ] [FORECASTER] Starting predict_future for GPIQ [2025-11-26T21:26:37.699201] [DEBUG] [LOCAL ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt [2025-11-26T21:26:37.699276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:37.699343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:37.699409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:37.699516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:37.760359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:37.761167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:37.761281] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:37.761351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:37.881423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:37.881565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:37.881632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:37.881720] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:37.884989] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=96.71%) [2025-11-26T21:26:37.885329] [INFO ] [FORECASTER] Completed predict_future for GPIQ [2025-11-26T21:26:37.885495] [INFO ] [sig ] GPIQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:38.025010] [INFO ] [LOCAL ] Saved forecast: GPIQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPIQ.txt [2025-11-26T21:26:38.025212] [INFO ] [sig ] [1438/3599] Completed GPIQ in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:38.025319] [INFO ] [sig ] [1439/3599] Forecasting GPIX... [2025-11-26T21:26:38.025389] [INFO ] [sig ] Generating forecast for: GPIX [2025-11-26T21:26:38.025460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'. [2025-11-26T21:26:38.035884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIX'. [2025-11-26T21:26:38.036195] [INFO ] [FORECASTER] Starting predict_future for GPIX [2025-11-26T21:26:38.036988] [DEBUG] [LOCAL ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt [2025-11-26T21:26:38.037058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:38.037102] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:38.037142] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:38.037214] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:38.093594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:38.094228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:38.094330] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:38.094375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:38.211761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:38.211914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:38.211965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:38.212005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:38.215707] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=59.65%) [2025-11-26T21:26:38.216006] [INFO ] [FORECASTER] Completed predict_future for GPIX [2025-11-26T21:26:38.216146] [INFO ] [sig ] GPIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:38.356989] [INFO ] [LOCAL ] Saved forecast: GPIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPIX.txt [2025-11-26T21:26:38.357122] [INFO ] [sig ] [1439/3599] Completed GPIX in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:38.357175] [INFO ] [sig ] [1440/3599] Forecasting GPJA... [2025-11-26T21:26:38.357215] [INFO ] [sig ] Generating forecast for: GPJA [2025-11-26T21:26:38.357255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-11-26T21:26:38.367205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPJA'. [2025-11-26T21:26:38.367549] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-11-26T21:26:38.368473] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-11-26T21:26:38.368543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:38.368588] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:38.368627] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:38.368724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:38.425871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:38.426481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:38.426574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:38.426619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:38.537659] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:38.537807] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:26:38.537858] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:38.537897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:38.541163] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=87.88%) [2025-11-26T21:26:38.541459] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-11-26T21:26:38.541601] [INFO ] [sig ] GPJA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:38.728260] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPJA.txt [2025-11-26T21:26:38.728445] [INFO ] [sig ] [1440/3599] Completed GPJA in 0.4s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:38.728501] [INFO ] [sig ] [1441/3599] Forecasting GPK... [2025-11-26T21:26:38.728572] [INFO ] [sig ] Generating forecast for: GPK [2025-11-26T21:26:38.728620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-11-26T21:26:38.738757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPK'. [2025-11-26T21:26:38.739041] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-11-26T21:26:38.739849] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-11-26T21:26:38.739918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:38.739963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:38.740002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:38.740070] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:38.796899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:38.797567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:38.797678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:38.797728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:38.916588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:38.916725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:38.916776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:38.916818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:38.920030] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=46.28%) [2025-11-26T21:26:38.920324] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-11-26T21:26:38.920463] [INFO ] [sig ] GPK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:39.060288] [INFO ] [LOCAL ] Saved forecast: GPK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPK.txt [2025-11-26T21:26:39.060433] [INFO ] [sig ] [1441/3599] Completed GPK in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:39.060486] [INFO ] [sig ] [1442/3599] Forecasting GPN... [2025-11-26T21:26:39.060526] [INFO ] [sig ] Generating forecast for: GPN [2025-11-26T21:26:39.060572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-11-26T21:26:39.070830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPN'. [2025-11-26T21:26:39.071119] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-11-26T21:26:39.071906] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-11-26T21:26:39.071974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:39.072019] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:39.072058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:39.072124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:39.128697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:39.129311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:39.129403] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:39.129449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:39.249047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:39.249194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:39.249244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:39.249284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:39.252544] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=33.53%) [2025-11-26T21:26:39.252861] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-11-26T21:26:39.253008] [INFO ] [sig ] GPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:39.393436] [INFO ] [LOCAL ] Saved forecast: GPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPN.txt [2025-11-26T21:26:39.393567] [INFO ] [sig ] [1442/3599] Completed GPN in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:39.393619] [INFO ] [sig ] [1443/3599] Forecasting GPRE... [2025-11-26T21:26:39.393686] [INFO ] [sig ] Generating forecast for: GPRE [2025-11-26T21:26:39.393730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'. [2025-11-26T21:26:39.404003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRE'. [2025-11-26T21:26:39.404307] [INFO ] [FORECASTER] Starting predict_future for GPRE [2025-11-26T21:26:39.405096] [DEBUG] [LOCAL ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt [2025-11-26T21:26:39.405166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:39.405212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:39.405252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:39.405315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:39.462415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:39.463054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:39.463147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:39.463186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:39.581413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:39.581545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:39.581594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:39.581632] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:39.584970] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=65.87%) [2025-11-26T21:26:39.585282] [INFO ] [FORECASTER] Completed predict_future for GPRE [2025-11-26T21:26:39.585450] [INFO ] [sig ] GPRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:39.729624] [INFO ] [LOCAL ] Saved forecast: GPRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GPRE.txt [2025-11-26T21:26:39.729802] [INFO ] [sig ] [1443/3599] Completed GPRE in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:39.729856] [INFO ] [sig ] [1444/3599] Forecasting GPRK... [2025-11-26T21:26:39.729920] [INFO ] [sig ] Generating forecast for: GPRK [2025-11-26T21:26:39.729967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-11-26T21:26:39.740059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRK'. [2025-11-26T21:26:39.740343] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-11-26T21:26:39.741151] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-11-26T21:26:39.741220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:39.741265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:39.741310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:39.741399] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:39.800499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:39.801181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:39.801277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:39.801327] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:39.919283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:39.919430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:39.919495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:39.919572] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:39.922857] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-11-26T21:26:39.923167] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-11-26T21:26:39.923331] [INFO ] [sig ] GPRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:40.066058] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPRK.txt [2025-11-26T21:26:40.066220] [INFO ] [sig ] [1444/3599] Completed GPRK in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:40.066292] [INFO ] [sig ] [1445/3599] Forecasting GPRO... [2025-11-26T21:26:40.066378] [INFO ] [sig ] Generating forecast for: GPRO [2025-11-26T21:26:40.066441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'. [2025-11-26T21:26:40.076421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRO'. [2025-11-26T21:26:40.076754] [INFO ] [FORECASTER] Starting predict_future for GPRO [2025-11-26T21:26:40.077565] [DEBUG] [LOCAL ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt [2025-11-26T21:26:40.077667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:40.077734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:40.077792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:40.077888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:40.135955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:40.136614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:40.136739] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:40.136790] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:40.258420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:40.258561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:40.258615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:40.258672] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:40.261924] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-11-26T21:26:40.262228] [INFO ] [FORECASTER] Completed predict_future for GPRO [2025-11-26T21:26:40.262373] [INFO ] [sig ] GPRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:40.401980] [INFO ] [LOCAL ] Saved forecast: GPRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GPRO.txt [2025-11-26T21:26:40.402129] [INFO ] [sig ] [1445/3599] Completed GPRO in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:40.402182] [INFO ] [sig ] [1446/3599] Forecasting GRAB... [2025-11-26T21:26:40.402223] [INFO ] [sig ] Generating forecast for: GRAB [2025-11-26T21:26:40.402264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'. [2025-11-26T21:26:40.411883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAB'. [2025-11-26T21:26:40.412176] [INFO ] [FORECASTER] Starting predict_future for GRAB [2025-11-26T21:26:40.412966] [DEBUG] [LOCAL ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt [2025-11-26T21:26:40.413036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:40.413080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:40.413120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:40.413185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:40.473753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:40.474600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:40.474725] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:40.474801] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:40.591889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:40.592044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:40.592096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:40.592137] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:40.595462] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-11-26T21:26:40.595785] [INFO ] [FORECASTER] Completed predict_future for GRAB [2025-11-26T21:26:40.595938] [INFO ] [sig ] GRAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:40.734759] [INFO ] [LOCAL ] Saved forecast: GRAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRAB.txt [2025-11-26T21:26:40.734908] [INFO ] [sig ] [1446/3599] Completed GRAB in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:40.734961] [INFO ] [sig ] [1447/3599] Forecasting GRAL... [2025-11-26T21:26:40.735003] [INFO ] [sig ] Generating forecast for: GRAL [2025-11-26T21:26:40.735067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'. [2025-11-26T21:26:40.745225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAL'. [2025-11-26T21:26:40.745516] [INFO ] [FORECASTER] Starting predict_future for GRAL [2025-11-26T21:26:40.746298] [DEBUG] [LOCAL ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt [2025-11-26T21:26:40.746372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:40.746416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:40.746455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:40.746522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:40.803202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:40.803855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:40.803948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:40.803989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:40.922978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:40.923103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:40.923146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:40.923187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:40.926394] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=66.41%) [2025-11-26T21:26:40.926706] [INFO ] [FORECASTER] Completed predict_future for GRAL [2025-11-26T21:26:40.926858] [INFO ] [sig ] GRAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:41.066144] [INFO ] [LOCAL ] Saved forecast: GRAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRAL.txt [2025-11-26T21:26:41.066286] [INFO ] [sig ] [1447/3599] Completed GRAL in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:41.066338] [INFO ] [sig ] [1448/3599] Forecasting GRBK... [2025-11-26T21:26:41.066402] [INFO ] [sig ] Generating forecast for: GRBK [2025-11-26T21:26:41.066439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-11-26T21:26:41.076299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRBK'. [2025-11-26T21:26:41.076590] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-11-26T21:26:41.077408] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-11-26T21:26:41.077503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:41.077548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:41.077598] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:41.077686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:41.134028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:41.134666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:41.134758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:41.134803] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:41.252161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:41.252300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:41.252349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:41.252390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:41.255563] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=6.71%) [2025-11-26T21:26:41.255881] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-11-26T21:26:41.256017] [INFO ] [sig ] GRBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:41.394324] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRBK.txt [2025-11-26T21:26:41.394454] [INFO ] [sig ] [1448/3599] Completed GRBK in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:41.394507] [INFO ] [sig ] [1449/3599] Forecasting GRC... [2025-11-26T21:26:41.394546] [INFO ] [sig ] Generating forecast for: GRC [2025-11-26T21:26:41.394585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-11-26T21:26:41.404228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRC'. [2025-11-26T21:26:41.404514] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-11-26T21:26:41.405300] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-11-26T21:26:41.405369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:41.405414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:41.405452] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:41.405522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:41.462185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:41.462819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:41.462911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:41.462951] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:41.582022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:41.582178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:41.582230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:41.582270] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:41.585603] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=99.35%) [2025-11-26T21:26:41.585920] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-11-26T21:26:41.586063] [INFO ] [sig ] GRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:41.727460] [INFO ] [LOCAL ] Saved forecast: GRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRC.txt [2025-11-26T21:26:41.727605] [INFO ] [sig ] [1449/3599] Completed GRC in 0.3s | 2.89 sym/s | Total: 8.3m | ETA: 12.4m [2025-11-26T21:26:41.727672] [INFO ] [sig ] [1450/3599] Forecasting GREE... [2025-11-26T21:26:41.727723] [INFO ] [sig ] Generating forecast for: GREE [2025-11-26T21:26:41.727764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'. [2025-11-26T21:26:41.737915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GREE'. [2025-11-26T21:26:41.738224] [INFO ] [FORECASTER] Starting predict_future for GREE [2025-11-26T21:26:41.739032] [DEBUG] [LOCAL ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt [2025-11-26T21:26:41.739101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:41.739145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:41.739184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:41.739250] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:41.798549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:41.799479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:41.799584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:41.799639] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:41.934353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:41.934546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:41.934600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:41.934657] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:41.938182] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=77.39%) [2025-11-26T21:26:41.938526] [INFO ] [FORECASTER] Completed predict_future for GREE [2025-11-26T21:26:41.938695] [INFO ] [sig ] GREE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:42.083065] [INFO ] [LOCAL ] Saved forecast: GREE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GREE.txt [2025-11-26T21:26:42.083239] [INFO ] [sig ] [1450/3599] Completed GREE in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.4m [2025-11-26T21:26:42.083314] [INFO ] [sig ] [1451/3599] Forecasting GRFS... [2025-11-26T21:26:42.083401] [INFO ] [sig ] Generating forecast for: GRFS [2025-11-26T21:26:42.083444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'. [2025-11-26T21:26:42.094281] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRFS'. [2025-11-26T21:26:42.094673] [INFO ] [FORECASTER] Starting predict_future for GRFS [2025-11-26T21:26:42.095469] [DEBUG] [LOCAL ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt [2025-11-26T21:26:42.095541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:42.095587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:42.095629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:42.095726] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:42.155469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:42.156332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:42.156434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:42.156483] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:42.280224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:42.280417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:42.280470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:42.280514] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:42.284040] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=73.85%) [2025-11-26T21:26:42.284363] [INFO ] [FORECASTER] Completed predict_future for GRFS [2025-11-26T21:26:42.284531] [INFO ] [sig ] GRFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:42.442086] [INFO ] [LOCAL ] Saved forecast: GRFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRFS.txt [2025-11-26T21:26:42.442276] [INFO ] [sig ] [1451/3599] Completed GRFS in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.4m [2025-11-26T21:26:42.442339] [INFO ] [sig ] [1452/3599] Forecasting GRI... [2025-11-26T21:26:42.442404] [INFO ] [sig ] Generating forecast for: GRI [2025-11-26T21:26:42.442452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'. [2025-11-26T21:26:42.452601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRI'. [2025-11-26T21:26:42.452939] [INFO ] [FORECASTER] Starting predict_future for GRI [2025-11-26T21:26:42.453745] [DEBUG] [LOCAL ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt [2025-11-26T21:26:42.453813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:42.453858] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:42.453897] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:42.453966] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:42.510945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:42.511671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:42.511766] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:42.511807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:42.628709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:42.628904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:42.628960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:42.629000] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:42.632451] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=24.54%) [2025-11-26T21:26:42.632780] [INFO ] [FORECASTER] Completed predict_future for GRI [2025-11-26T21:26:42.632928] [INFO ] [sig ] GRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:42.777308] [INFO ] [LOCAL ] Saved forecast: GRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRI.txt [2025-11-26T21:26:42.777538] [INFO ] [sig ] [1452/3599] Completed GRI in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.4m [2025-11-26T21:26:42.777598] [INFO ] [sig ] [1453/3599] Forecasting GRID... [2025-11-26T21:26:42.777655] [INFO ] [sig ] Generating forecast for: GRID [2025-11-26T21:26:42.777704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'. [2025-11-26T21:26:42.788830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRID'. [2025-11-26T21:26:42.789167] [INFO ] [FORECASTER] Starting predict_future for GRID [2025-11-26T21:26:42.789975] [DEBUG] [LOCAL ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt [2025-11-26T21:26:42.790044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:42.790089] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:42.790128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:42.790208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:42.846461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:42.847088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:42.847180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:42.847226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:42.968249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:42.968391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:42.968443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:42.968484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:42.971746] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-11-26T21:26:42.972034] [INFO ] [FORECASTER] Completed predict_future for GRID [2025-11-26T21:26:42.972173] [INFO ] [sig ] GRID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:43.110285] [INFO ] [LOCAL ] Saved forecast: GRID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRID.txt [2025-11-26T21:26:43.110431] [INFO ] [sig ] [1453/3599] Completed GRID in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.4m [2025-11-26T21:26:43.110486] [INFO ] [sig ] [1454/3599] Forecasting GRMN... [2025-11-26T21:26:43.110528] [INFO ] [sig ] Generating forecast for: GRMN [2025-11-26T21:26:43.110588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-11-26T21:26:43.120504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRMN'. [2025-11-26T21:26:43.120819] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-11-26T21:26:43.121572] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-11-26T21:26:43.121772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:43.121827] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:43.121868] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:43.121937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:43.178347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:43.178978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:43.179071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:43.179113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:43.296557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:43.296730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:43.296780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:43.296825] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:43.300140] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=94.36%) [2025-11-26T21:26:43.300440] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-11-26T21:26:43.300581] [INFO ] [sig ] GRMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:43.438846] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRMN.txt [2025-11-26T21:26:43.439013] [INFO ] [sig ] [1454/3599] Completed GRMN in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.4m [2025-11-26T21:26:43.439077] [INFO ] [sig ] [1455/3599] Forecasting GRND... [2025-11-26T21:26:43.439152] [INFO ] [sig ] Generating forecast for: GRND [2025-11-26T21:26:43.439200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-11-26T21:26:43.449209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRND'. [2025-11-26T21:26:43.449523] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-11-26T21:26:43.450503] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-11-26T21:26:43.450573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:43.450623] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:43.450695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:43.450778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:43.507949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:43.508837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:43.508935] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:43.508981] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:43.634813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:43.635032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:43.635104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:43.635159] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:43.638987] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=5.10%) [2025-11-26T21:26:43.639303] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-11-26T21:26:43.639465] [INFO ] [sig ] GRND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:43.821908] [INFO ] [LOCAL ] Saved forecast: GRND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRND.txt [2025-11-26T21:26:43.822106] [INFO ] [sig ] [1455/3599] Completed GRND in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:43.822165] [INFO ] [sig ] [1456/3599] Forecasting GRPN... [2025-11-26T21:26:43.822208] [INFO ] [sig ] Generating forecast for: GRPN [2025-11-26T21:26:43.822274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'. [2025-11-26T21:26:43.834299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRPN'. [2025-11-26T21:26:43.834790] [INFO ] [FORECASTER] Starting predict_future for GRPN [2025-11-26T21:26:43.835728] [DEBUG] [LOCAL ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt [2025-11-26T21:26:43.835812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:43.835870] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:43.835920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:43.836011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:43.907301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:43.908625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:43.908803] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:43.908878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:44.069426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:44.069706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:44.069798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:44.069873] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:44.076008] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=11.66%) [2025-11-26T21:26:44.076687] [INFO ] [FORECASTER] Completed predict_future for GRPN [2025-11-26T21:26:44.076944] [INFO ] [sig ] GRPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:44.307184] [INFO ] [LOCAL ] Saved forecast: GRPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRPN.txt [2025-11-26T21:26:44.307472] [INFO ] [sig ] [1456/3599] Completed GRPN in 0.5s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:44.307598] [INFO ] [sig ] [1457/3599] Forecasting GRVY... [2025-11-26T21:26:44.307702] [INFO ] [sig ] Generating forecast for: GRVY [2025-11-26T21:26:44.307779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'. [2025-11-26T21:26:44.323513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRVY'. [2025-11-26T21:26:44.324090] [INFO ] [FORECASTER] Starting predict_future for GRVY [2025-11-26T21:26:44.325284] [DEBUG] [LOCAL ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt [2025-11-26T21:26:44.325382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:44.325454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:44.325521] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:44.325636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:44.398265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:44.399557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:44.399740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:44.399820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:44.526638] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:44.526858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:44.526915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:44.526958] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:44.530697] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=18.61%) [2025-11-26T21:26:44.531109] [INFO ] [FORECASTER] Completed predict_future for GRVY [2025-11-26T21:26:44.531279] [INFO ] [sig ] GRVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:44.683636] [INFO ] [LOCAL ] Saved forecast: GRVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GRVY.txt [2025-11-26T21:26:44.683859] [INFO ] [sig ] [1457/3599] Completed GRVY in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:44.684129] [INFO ] [sig ] [1458/3599] Forecasting GRWG... [2025-11-26T21:26:44.684172] [INFO ] [sig ] Generating forecast for: GRWG [2025-11-26T21:26:44.684217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'. [2025-11-26T21:26:44.695908] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRWG'. [2025-11-26T21:26:44.696317] [INFO ] [FORECASTER] Starting predict_future for GRWG [2025-11-26T21:26:44.697207] [DEBUG] [LOCAL ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt [2025-11-26T21:26:44.697291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:44.697355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:44.697418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:44.697755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:44.760083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:44.761123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:44.761254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:44.761318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:44.882387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:44.882567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:44.882662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:44.882725] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:44.886279] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=84.33%) [2025-11-26T21:26:44.886607] [INFO ] [FORECASTER] Completed predict_future for GRWG [2025-11-26T21:26:44.886792] [INFO ] [sig ] GRWG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:45.026631] [INFO ] [LOCAL ] Saved forecast: GRWG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRWG.txt [2025-11-26T21:26:45.026838] [INFO ] [sig ] [1458/3599] Completed GRWG in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:45.026929] [INFO ] [sig ] [1459/3599] Forecasting GRX... [2025-11-26T21:26:45.026991] [INFO ] [sig ] Generating forecast for: GRX [2025-11-26T21:26:45.027037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-11-26T21:26:45.037386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRX'. [2025-11-26T21:26:45.037824] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-11-26T21:26:45.038677] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-11-26T21:26:45.038752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:45.038800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:45.038843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:45.038912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:45.097614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:45.098556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:45.098685] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:45.098736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:45.208950] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:45.209173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:45.209228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:45.209271] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:45.212855] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=78.43%) [2025-11-26T21:26:45.213167] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-11-26T21:26:45.213317] [INFO ] [sig ] GRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:45.353682] [INFO ] [LOCAL ] Saved forecast: GRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GRX.txt [2025-11-26T21:26:45.353851] [INFO ] [sig ] [1459/3599] Completed GRX in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:45.353904] [INFO ] [sig ] [1460/3599] Forecasting GS... [2025-11-26T21:26:45.353976] [INFO ] [sig ] Generating forecast for: GS [2025-11-26T21:26:45.354042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-11-26T21:26:45.365738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GS'. [2025-11-26T21:26:45.366146] [INFO ] [FORECASTER] Starting predict_future for GS [2025-11-26T21:26:45.367046] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-11-26T21:26:45.367119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:45.367167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:45.367209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:45.367283] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:45.426712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:45.427508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:45.427611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:45.427683] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:45.554256] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:45.554402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:45.554453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:45.554489] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:45.558021] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=34.88%) [2025-11-26T21:26:45.558341] [INFO ] [FORECASTER] Completed predict_future for GS [2025-11-26T21:26:45.558490] [INFO ] [sig ] GS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:45.704578] [INFO ] [LOCAL ] Saved forecast: GS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GS.txt [2025-11-26T21:26:45.704753] [INFO ] [sig ] [1460/3599] Completed GS in 0.4s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:45.704808] [INFO ] [sig ] [1461/3599] Forecasting GSBC... [2025-11-26T21:26:45.704851] [INFO ] [sig ] Generating forecast for: GSBC [2025-11-26T21:26:45.704907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'. [2025-11-26T21:26:45.715218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBC'. [2025-11-26T21:26:45.715571] [INFO ] [FORECASTER] Starting predict_future for GSBC [2025-11-26T21:26:45.716475] [DEBUG] [LOCAL ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt [2025-11-26T21:26:45.716559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:45.716605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:45.716668] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:45.716738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:45.773674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:45.774317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:45.774416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:45.774462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:45.890420] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:45.890566] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:26:45.890619] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:45.890699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:45.894177] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=97.65%) [2025-11-26T21:26:45.894472] [INFO ] [FORECASTER] Completed predict_future for GSBC [2025-11-26T21:26:45.894613] [INFO ] [sig ] GSBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:46.036747] [INFO ] [LOCAL ] Saved forecast: GSBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSBC.txt [2025-11-26T21:26:46.036904] [INFO ] [sig ] [1461/3599] Completed GSBC in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:46.036963] [INFO ] [sig ] [1462/3599] Forecasting GSBD... [2025-11-26T21:26:46.037007] [INFO ] [sig ] Generating forecast for: GSBD [2025-11-26T21:26:46.037067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-11-26T21:26:46.047194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBD'. [2025-11-26T21:26:46.047548] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-11-26T21:26:46.048383] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-11-26T21:26:46.048456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:46.048504] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:46.048544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:46.048618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:46.106293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:46.107124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:46.107223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:46.107269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:46.225932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:46.226123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:46.226174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:46.226221] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:46.229679] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=93.29%) [2025-11-26T21:26:46.229979] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-11-26T21:26:46.230137] [INFO ] [sig ] GSBD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:46.372481] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSBD.txt [2025-11-26T21:26:46.372631] [INFO ] [sig ] [1462/3599] Completed GSBD in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:46.372712] [INFO ] [sig ] [1463/3599] Forecasting GSHD... [2025-11-26T21:26:46.372767] [INFO ] [sig ] Generating forecast for: GSHD [2025-11-26T21:26:46.372814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'. [2025-11-26T21:26:46.383123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSHD'. [2025-11-26T21:26:46.383475] [INFO ] [FORECASTER] Starting predict_future for GSHD [2025-11-26T21:26:46.384333] [DEBUG] [LOCAL ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt [2025-11-26T21:26:46.384414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:46.384475] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:46.384533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:46.384631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:46.443619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:46.444306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:46.444418] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:46.444474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:46.564260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:46.564406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:46.564461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:46.564502] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:46.567934] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=89.25%) [2025-11-26T21:26:46.568226] [INFO ] [FORECASTER] Completed predict_future for GSHD [2025-11-26T21:26:46.568392] [INFO ] [sig ] GSHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:46.706922] [INFO ] [LOCAL ] Saved forecast: GSHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSHD.txt [2025-11-26T21:26:46.707061] [INFO ] [sig ] [1463/3599] Completed GSHD in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:46.707114] [INFO ] [sig ] [1464/3599] Forecasting GSK... [2025-11-26T21:26:46.707150] [INFO ] [sig ] Generating forecast for: GSK [2025-11-26T21:26:46.707208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-11-26T21:26:46.717083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSK'. [2025-11-26T21:26:46.717378] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-11-26T21:26:46.718217] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-11-26T21:26:46.718287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:46.718332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:46.718371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:46.718442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:46.774986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:46.775666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:46.775759] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:46.775804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:46.900344] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:46.900501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:46.900552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:46.900592] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:46.903893] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=90.31%) [2025-11-26T21:26:46.904184] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-11-26T21:26:46.904328] [INFO ] [sig ] GSK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:47.043392] [INFO ] [LOCAL ] Saved forecast: GSK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSK.txt [2025-11-26T21:26:47.043538] [INFO ] [sig ] [1464/3599] Completed GSK in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:47.043597] [INFO ] [sig ] [1465/3599] Forecasting GSL... [2025-11-26T21:26:47.043667] [INFO ] [sig ] Generating forecast for: GSL [2025-11-26T21:26:47.043711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-11-26T21:26:47.054005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSL'. [2025-11-26T21:26:47.054312] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-11-26T21:26:47.055117] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-11-26T21:26:47.055185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:47.055230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:47.055269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:47.055335] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:47.114262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:47.114972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:47.115070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:47.115112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:47.233735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:47.233899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:47.233951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:47.233998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:47.237402] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=75.11%) [2025-11-26T21:26:47.237767] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-11-26T21:26:47.237916] [INFO ] [sig ] GSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:47.377694] [INFO ] [LOCAL ] Saved forecast: GSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GSL.txt [2025-11-26T21:26:47.377827] [INFO ] [sig ] [1465/3599] Completed GSL in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:47.377884] [INFO ] [sig ] [1466/3599] Forecasting GSM... [2025-11-26T21:26:47.377925] [INFO ] [sig ] Generating forecast for: GSM [2025-11-26T21:26:47.377966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'. [2025-11-26T21:26:47.387961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSM'. [2025-11-26T21:26:47.388265] [INFO ] [FORECASTER] Starting predict_future for GSM [2025-11-26T21:26:47.389093] [DEBUG] [LOCAL ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt [2025-11-26T21:26:47.389163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:47.389208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:47.389246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:47.389313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:47.449517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:47.450208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:47.450303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:47.450349] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:47.572024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:47.572184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:47.572235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:47.572277] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:47.575560] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-11-26T21:26:47.575867] [INFO ] [FORECASTER] Completed predict_future for GSM [2025-11-26T21:26:47.576027] [INFO ] [sig ] GSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:47.715579] [INFO ] [LOCAL ] Saved forecast: GSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GSM.txt [2025-11-26T21:26:47.715740] [INFO ] [sig ] [1466/3599] Completed GSM in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:47.715793] [INFO ] [sig ] [1467/3599] Forecasting GTES... [2025-11-26T21:26:47.715836] [INFO ] [sig ] Generating forecast for: GTES [2025-11-26T21:26:47.715894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-11-26T21:26:47.726536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTES'. [2025-11-26T21:26:47.726854] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-11-26T21:26:47.727722] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-11-26T21:26:47.727791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:47.727836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:47.727875] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:47.727942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:47.784304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:47.784944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:47.785036] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:47.785085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:47.900461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:47.900617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:47.900685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:47.900725] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:47.904034] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=83.11%) [2025-11-26T21:26:47.904326] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-11-26T21:26:47.904459] [INFO ] [sig ] GTES: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:48.045000] [INFO ] [LOCAL ] Saved forecast: GTES 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTES.txt [2025-11-26T21:26:48.045146] [INFO ] [sig ] [1467/3599] Completed GTES in 0.3s | 2.89 sym/s | Total: 8.4m | ETA: 12.3m [2025-11-26T21:26:48.045202] [INFO ] [sig ] [1468/3599] Forecasting GTLB... [2025-11-26T21:26:48.045245] [INFO ] [sig ] Generating forecast for: GTLB [2025-11-26T21:26:48.045304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'. [2025-11-26T21:26:48.055328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLB'. [2025-11-26T21:26:48.055664] [INFO ] [FORECASTER] Starting predict_future for GTLB [2025-11-26T21:26:48.056488] [DEBUG] [LOCAL ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt [2025-11-26T21:26:48.056560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:48.056615] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:48.056686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:48.056775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:48.114942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:48.115609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:48.115728] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:48.115782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:48.232600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:48.232777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:48.232858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:48.232912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:48.236226] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-11-26T21:26:48.236538] [INFO ] [FORECASTER] Completed predict_future for GTLB [2025-11-26T21:26:48.236704] [INFO ] [sig ] GTLB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:48.378720] [INFO ] [LOCAL ] Saved forecast: GTLB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTLB.txt [2025-11-26T21:26:48.378862] [INFO ] [sig ] [1468/3599] Completed GTLB in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.3m [2025-11-26T21:26:48.378926] [INFO ] [sig ] [1469/3599] Forecasting GTLS... [2025-11-26T21:26:48.379006] [INFO ] [sig ] Generating forecast for: GTLS [2025-11-26T21:26:48.379062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-11-26T21:26:48.389202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLS'. [2025-11-26T21:26:48.389538] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-11-26T21:26:48.390361] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-11-26T21:26:48.390432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:48.390481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:48.390525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:48.390595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:48.449012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:48.449698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:48.449791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:48.449844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:48.572088] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:48.572228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:48.572280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:48.572324] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:48.575579] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T21:26:48.575893] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-11-26T21:26:48.576031] [INFO ] [sig ] GTLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:48.716422] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GTLS.txt [2025-11-26T21:26:48.716555] [INFO ] [sig ] [1469/3599] Completed GTLS in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.3m [2025-11-26T21:26:48.716624] [INFO ] [sig ] [1470/3599] Forecasting GTN... [2025-11-26T21:26:48.716712] [INFO ] [sig ] Generating forecast for: GTN [2025-11-26T21:26:48.716759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-11-26T21:26:48.726722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTN'. [2025-11-26T21:26:48.727079] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-11-26T21:26:48.727952] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-11-26T21:26:48.728024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:48.728071] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:48.728112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:48.728182] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:48.786333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:48.787047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:48.787158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:48.787210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:48.911706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:48.911866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:48.911916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:48.911951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:48.915217] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-11-26T21:26:48.915510] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-11-26T21:26:48.915733] [INFO ] [sig ] GTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:49.055457] [INFO ] [LOCAL ] Saved forecast: GTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTN.txt [2025-11-26T21:26:49.055629] [INFO ] [sig ] [1470/3599] Completed GTN in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.3m [2025-11-26T21:26:49.055702] [INFO ] [sig ] [1471/3599] Forecasting GTX... [2025-11-26T21:26:49.055758] [INFO ] [sig ] Generating forecast for: GTX [2025-11-26T21:26:49.055799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'. [2025-11-26T21:26:49.065750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTX'. [2025-11-26T21:26:49.066087] [INFO ] [FORECASTER] Starting predict_future for GTX [2025-11-26T21:26:49.066906] [DEBUG] [LOCAL ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt [2025-11-26T21:26:49.066975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:49.067020] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:49.067059] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:49.067128] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:49.124099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:49.125084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:49.125186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:49.125232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:49.243344] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:49.243474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:49.243525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:49.243563] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:49.246751] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-11-26T21:26:49.247040] [INFO ] [FORECASTER] Completed predict_future for GTX [2025-11-26T21:26:49.247180] [INFO ] [sig ] GTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:49.388624] [INFO ] [LOCAL ] Saved forecast: GTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GTX.txt [2025-11-26T21:26:49.388872] [INFO ] [sig ] [1471/3599] Completed GTX in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.3m [2025-11-26T21:26:49.388922] [INFO ] [sig ] [1472/3599] Forecasting GTY... [2025-11-26T21:26:49.388967] [INFO ] [sig ] Generating forecast for: GTY [2025-11-26T21:26:49.389010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-11-26T21:26:49.399362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTY'. [2025-11-26T21:26:49.399732] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-11-26T21:26:49.400532] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-11-26T21:26:49.400601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:49.400681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:49.400726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:49.400794] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:49.457297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:49.457944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:49.458038] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:49.458084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:49.578902] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:49.579062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:49.579113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:49.579149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:49.582436] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=62.30%) [2025-11-26T21:26:49.582746] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-11-26T21:26:49.582883] [INFO ] [sig ] GTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:49.721937] [INFO ] [LOCAL ] Saved forecast: GTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GTY.txt [2025-11-26T21:26:49.722064] [INFO ] [sig ] [1472/3599] Completed GTY in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:49.722116] [INFO ] [sig ] [1473/3599] Forecasting GUG... [2025-11-26T21:26:49.722158] [INFO ] [sig ] Generating forecast for: GUG [2025-11-26T21:26:49.722199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-11-26T21:26:49.732360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GUG'. [2025-11-26T21:26:49.732673] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-11-26T21:26:49.733425] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-11-26T21:26:49.733494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:49.733544] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:49.733585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:49.733673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:49.790431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:49.791076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:49.791168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:49.791213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:49.906832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:49.906980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:49.907031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:49.907072] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:49.910306] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=97.45%) [2025-11-26T21:26:49.910593] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-11-26T21:26:49.910754] [INFO ] [sig ] GUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:50.050887] [INFO ] [LOCAL ] Saved forecast: GUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GUG.txt [2025-11-26T21:26:50.051025] [INFO ] [sig ] [1473/3599] Completed GUG in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:50.051077] [INFO ] [sig ] [1474/3599] Forecasting GVA... [2025-11-26T21:26:50.051115] [INFO ] [sig ] Generating forecast for: GVA [2025-11-26T21:26:50.051157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-11-26T21:26:50.061343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GVA'. [2025-11-26T21:26:50.061661] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-11-26T21:26:50.062417] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-11-26T21:26:50.062490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:50.062538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:50.062578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:50.062669] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:50.119351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:50.119973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:50.120066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:50.120112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:50.241564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:50.241728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:50.241780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:50.241820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:50.245044] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=97.11%) [2025-11-26T21:26:50.245329] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-11-26T21:26:50.245467] [INFO ] [sig ] GVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:50.383973] [INFO ] [LOCAL ] Saved forecast: GVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GVA.txt [2025-11-26T21:26:50.384135] [INFO ] [sig ] [1474/3599] Completed GVA in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:50.384215] [INFO ] [sig ] [1475/3599] Forecasting GWH... [2025-11-26T21:26:50.384259] [INFO ] [sig ] Generating forecast for: GWH [2025-11-26T21:26:50.384300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-11-26T21:26:50.394550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWH'. [2025-11-26T21:26:50.395027] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-11-26T21:26:50.395863] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-11-26T21:26:50.395933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:50.395979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:50.396018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:50.396085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:50.453080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:50.453980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:50.454080] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:50.454127] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:50.573906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:50.574031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:50.574083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:50.574124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:50.577265] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=70.52%) [2025-11-26T21:26:50.577570] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-11-26T21:26:50.577727] [INFO ] [sig ] GWH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:50.717867] [INFO ] [LOCAL ] Saved forecast: GWH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/GWH.txt [2025-11-26T21:26:50.718006] [INFO ] [sig ] [1475/3599] Completed GWH in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:50.718059] [INFO ] [sig ] [1476/3599] Forecasting GWRS... [2025-11-26T21:26:50.718108] [INFO ] [sig ] Generating forecast for: GWRS [2025-11-26T21:26:50.718161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'. [2025-11-26T21:26:50.728191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWRS'. [2025-11-26T21:26:50.728462] [INFO ] [FORECASTER] Starting predict_future for GWRS [2025-11-26T21:26:50.729237] [DEBUG] [LOCAL ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt [2025-11-26T21:26:50.729307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:50.729352] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:50.729392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:50.729460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:50.786406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:50.787021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:50.787113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:50.787159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:50.901355] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:50.901508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:50.901561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:50.901601] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:50.904827] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=36.21%) [2025-11-26T21:26:50.905109] [INFO ] [FORECASTER] Completed predict_future for GWRS [2025-11-26T21:26:50.905244] [INFO ] [sig ] GWRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:51.045518] [INFO ] [LOCAL ] Saved forecast: GWRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GWRS.txt [2025-11-26T21:26:51.045667] [INFO ] [sig ] [1476/3599] Completed GWRS in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:51.045724] [INFO ] [sig ] [1477/3599] Forecasting GXAI... [2025-11-26T21:26:51.045760] [INFO ] [sig ] Generating forecast for: GXAI [2025-11-26T21:26:51.045806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'. [2025-11-26T21:26:51.056900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GXAI'. [2025-11-26T21:26:51.057229] [INFO ] [FORECASTER] Starting predict_future for GXAI [2025-11-26T21:26:51.058110] [DEBUG] [LOCAL ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt [2025-11-26T21:26:51.058180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:51.058224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:51.058262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:51.058329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:51.114371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:51.115094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:51.115192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:51.115237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:51.228812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:51.228987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:51.229040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:51.229080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:51.232459] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=46.53%) [2025-11-26T21:26:51.232916] [INFO ] [FORECASTER] Completed predict_future for GXAI [2025-11-26T21:26:51.233062] [INFO ] [sig ] GXAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:51.370929] [INFO ] [LOCAL ] Saved forecast: GXAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GXAI.txt [2025-11-26T21:26:51.371065] [INFO ] [sig ] [1477/3599] Completed GXAI in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:51.371117] [INFO ] [sig ] [1478/3599] Forecasting GYRE... [2025-11-26T21:26:51.371164] [INFO ] [sig ] Generating forecast for: GYRE [2025-11-26T21:26:51.371202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'. [2025-11-26T21:26:51.381297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GYRE'. [2025-11-26T21:26:51.381602] [INFO ] [FORECASTER] Starting predict_future for GYRE [2025-11-26T21:26:51.382406] [DEBUG] [LOCAL ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt [2025-11-26T21:26:51.382475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:51.382525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:51.382572] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:51.382676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:51.439246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:51.439916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:51.440011] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:51.440056] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:51.558823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:51.558983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:51.559033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:51.559071] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:51.562304] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=12.35%) [2025-11-26T21:26:51.562607] [INFO ] [FORECASTER] Completed predict_future for GYRE [2025-11-26T21:26:51.562782] [INFO ] [sig ] GYRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:51.702625] [INFO ] [LOCAL ] Saved forecast: GYRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/GYRE.txt [2025-11-26T21:26:51.702781] [INFO ] [sig ] [1478/3599] Completed GYRE in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:51.702834] [INFO ] [sig ] [1479/3599] Forecasting H... [2025-11-26T21:26:51.702875] [INFO ] [sig ] Generating forecast for: H [2025-11-26T21:26:51.702921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-11-26T21:26:51.713076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'H'. [2025-11-26T21:26:51.713390] [INFO ] [FORECASTER] Starting predict_future for H [2025-11-26T21:26:51.714182] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-11-26T21:26:51.714251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:51.714296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:51.714335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:51.714403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:51.771005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:51.771688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:51.771784] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:51.771831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:51.889013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:51.889193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:51.889246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:51.889303] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:51.892712] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=25.52%) [2025-11-26T21:26:51.893006] [INFO ] [FORECASTER] Completed predict_future for H [2025-11-26T21:26:51.893154] [INFO ] [sig ] H: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:52.032241] [INFO ] [LOCAL ] Saved forecast: H 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/H.txt [2025-11-26T21:26:52.032397] [INFO ] [sig ] [1479/3599] Completed H in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:52.032451] [INFO ] [sig ] [1480/3599] Forecasting HAE... [2025-11-26T21:26:52.032502] [INFO ] [sig ] Generating forecast for: HAE [2025-11-26T21:26:52.032551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-11-26T21:26:52.043562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAE'. [2025-11-26T21:26:52.043942] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-11-26T21:26:52.044755] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-11-26T21:26:52.044825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:52.044870] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:52.044908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:52.044977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:52.101250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:52.101892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:52.101985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:52.102027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:52.220137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:52.220318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:52.220373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:52.220414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:52.223715] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-11-26T21:26:52.224000] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-11-26T21:26:52.224138] [INFO ] [sig ] HAE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:52.362301] [INFO ] [LOCAL ] Saved forecast: HAE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HAE.txt [2025-11-26T21:26:52.362439] [INFO ] [sig ] [1480/3599] Completed HAE in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:52.362491] [INFO ] [sig ] [1481/3599] Forecasting HAFC... [2025-11-26T21:26:52.362536] [INFO ] [sig ] Generating forecast for: HAFC [2025-11-26T21:26:52.362580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'. [2025-11-26T21:26:52.372687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAFC'. [2025-11-26T21:26:52.372982] [INFO ] [FORECASTER] Starting predict_future for HAFC [2025-11-26T21:26:52.373764] [DEBUG] [LOCAL ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt [2025-11-26T21:26:52.373831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:52.373876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:52.373915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:52.373982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:52.431171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:52.431843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:52.431937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:52.431980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:52.563954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:52.564138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:52.564191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:52.564231] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:52.567586] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-11-26T21:26:52.567889] [INFO ] [FORECASTER] Completed predict_future for HAFC [2025-11-26T21:26:52.568033] [INFO ] [sig ] HAFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:52.710137] [INFO ] [LOCAL ] Saved forecast: HAFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HAFC.txt [2025-11-26T21:26:52.710269] [INFO ] [sig ] [1481/3599] Completed HAFC in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:52.710323] [INFO ] [sig ] [1482/3599] Forecasting HAIN... [2025-11-26T21:26:52.710364] [INFO ] [sig ] Generating forecast for: HAIN [2025-11-26T21:26:52.710406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'. [2025-11-26T21:26:52.720361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAIN'. [2025-11-26T21:26:52.720678] [INFO ] [FORECASTER] Starting predict_future for HAIN [2025-11-26T21:26:52.721436] [DEBUG] [LOCAL ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt [2025-11-26T21:26:52.721506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:52.721550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:52.721590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:52.721680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:52.779135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:52.779817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:52.779909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:52.779954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:52.898362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:52.898520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:52.898573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:52.898614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:52.901909] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:26:52.902195] [INFO ] [FORECASTER] Completed predict_future for HAIN [2025-11-26T21:26:52.902347] [INFO ] [sig ] HAIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:53.040703] [INFO ] [LOCAL ] Saved forecast: HAIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HAIN.txt [2025-11-26T21:26:53.040844] [INFO ] [sig ] [1482/3599] Completed HAIN in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:53.040896] [INFO ] [sig ] [1483/3599] Forecasting HAL... [2025-11-26T21:26:53.040941] [INFO ] [sig ] Generating forecast for: HAL [2025-11-26T21:26:53.040980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-11-26T21:26:53.050897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAL'. [2025-11-26T21:26:53.051202] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-11-26T21:26:53.051985] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-11-26T21:26:53.052054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:53.052099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:53.052139] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:53.052221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:53.108867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:53.109486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:53.109578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:53.109624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:53.226067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:53.226217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:53.226268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:53.226308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:53.229538] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=69.25%) [2025-11-26T21:26:53.229843] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-11-26T21:26:53.229985] [INFO ] [sig ] HAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:53.371165] [INFO ] [LOCAL ] Saved forecast: HAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HAL.txt [2025-11-26T21:26:53.371303] [INFO ] [sig ] [1483/3599] Completed HAL in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:53.371356] [INFO ] [sig ] [1484/3599] Forecasting HALO... [2025-11-26T21:26:53.371397] [INFO ] [sig ] Generating forecast for: HALO [2025-11-26T21:26:53.371462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'. [2025-11-26T21:26:53.381459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HALO'. [2025-11-26T21:26:53.381784] [INFO ] [FORECASTER] Starting predict_future for HALO [2025-11-26T21:26:53.382552] [DEBUG] [LOCAL ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt [2025-11-26T21:26:53.382625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:53.382694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:53.382735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:53.382804] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:53.439912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:53.440515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:53.440609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:53.440676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:53.563565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:53.563788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:53.563842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:53.563878] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:53.567247] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=91.03%) [2025-11-26T21:26:53.568145] [INFO ] [FORECASTER] Completed predict_future for HALO [2025-11-26T21:26:53.568689] [INFO ] [sig ] HALO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:53.707153] [INFO ] [LOCAL ] Saved forecast: HALO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HALO.txt [2025-11-26T21:26:53.707325] [INFO ] [sig ] [1484/3599] Completed HALO in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:53.707418] [INFO ] [sig ] [1485/3599] Forecasting HAS... [2025-11-26T21:26:53.707499] [INFO ] [sig ] Generating forecast for: HAS [2025-11-26T21:26:53.707576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'. [2025-11-26T21:26:53.717663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAS'. [2025-11-26T21:26:53.718012] [INFO ] [FORECASTER] Starting predict_future for HAS [2025-11-26T21:26:53.718919] [DEBUG] [LOCAL ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt [2025-11-26T21:26:53.719029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:53.719080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:53.719121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:53.719192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:53.777397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:53.778104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:53.778202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:53.778259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:53.898078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:53.898260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:53.898314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:53.898355] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:53.901718] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=31.36%) [2025-11-26T21:26:53.902009] [INFO ] [FORECASTER] Completed predict_future for HAS [2025-11-26T21:26:53.902151] [INFO ] [sig ] HAS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:54.041902] [INFO ] [LOCAL ] Saved forecast: HAS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HAS.txt [2025-11-26T21:26:54.042096] [INFO ] [sig ] [1485/3599] Completed HAS in 0.3s | 2.89 sym/s | Total: 8.5m | ETA: 12.2m [2025-11-26T21:26:54.042173] [INFO ] [sig ] [1486/3599] Forecasting HASI... [2025-11-26T21:26:54.042218] [INFO ] [sig ] Generating forecast for: HASI [2025-11-26T21:26:54.042259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-11-26T21:26:54.052631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HASI'. [2025-11-26T21:26:54.053012] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-11-26T21:26:54.053822] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-11-26T21:26:54.053890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:54.053936] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:54.053976] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:54.054048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:54.110489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:54.111196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:54.111293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:54.111339] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:54.234169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:54.234346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:54.234399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:54.234437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:54.238046] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=8.35%) [2025-11-26T21:26:54.238338] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-11-26T21:26:54.238482] [INFO ] [sig ] HASI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:54.383243] [INFO ] [LOCAL ] Saved forecast: HASI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HASI.txt [2025-11-26T21:26:54.383442] [INFO ] [sig ] [1486/3599] Completed HASI in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 12.2m [2025-11-26T21:26:54.383494] [INFO ] [sig ] [1487/3599] Forecasting HBAN... [2025-11-26T21:26:54.383552] [INFO ] [sig ] Generating forecast for: HBAN [2025-11-26T21:26:54.383673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'. [2025-11-26T21:26:54.395370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBAN'. [2025-11-26T21:26:54.395744] [INFO ] [FORECASTER] Starting predict_future for HBAN [2025-11-26T21:26:54.396542] [DEBUG] [LOCAL ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt [2025-11-26T21:26:54.396614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:54.396684] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:54.396728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:54.396797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:54.456279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:54.457165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:54.457267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:54.457314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:54.579148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:54.579340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:54.579393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:54.579435] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:54.582808] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-11-26T21:26:54.583102] [INFO ] [FORECASTER] Completed predict_future for HBAN [2025-11-26T21:26:54.583248] [INFO ] [sig ] HBAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:54.722959] [INFO ] [LOCAL ] Saved forecast: HBAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HBAN.txt [2025-11-26T21:26:54.723122] [INFO ] [sig ] [1487/3599] Completed HBAN in 0.3s | 2.89 sym/s | Total: 8.6m | ETA: 12.2m [2025-11-26T21:26:54.723197] [INFO ] [sig ] [1488/3599] Forecasting HBANL... [2025-11-26T21:26:54.723244] [INFO ] [sig ] Generating forecast for: HBANL [2025-11-26T21:26:54.723286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'. [2025-11-26T21:26:54.733557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANL'. [2025-11-26T21:26:54.733918] [INFO ] [FORECASTER] Starting predict_future for HBANL [2025-11-26T21:26:54.734706] [DEBUG] [LOCAL ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt [2025-11-26T21:26:54.734773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:54.734818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:54.734857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:54.734924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:54.792967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:54.793708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:54.793809] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:54.793857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:54.906349] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:54.906541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:54.906595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:54.906633] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:54.909995] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=38.23%) [2025-11-26T21:26:54.910283] [INFO ] [FORECASTER] Completed predict_future for HBANL [2025-11-26T21:26:54.910422] [INFO ] [sig ] HBANL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:55.050601] [INFO ] [LOCAL ] Saved forecast: HBANL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBANL.txt [2025-11-26T21:26:55.050787] [INFO ] [sig ] [1488/3599] Completed HBANL in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.2m [2025-11-26T21:26:55.050842] [INFO ] [sig ] [1489/3599] Forecasting HBANP... [2025-11-26T21:26:55.050878] [INFO ] [sig ] Generating forecast for: HBANP [2025-11-26T21:26:55.050941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'. [2025-11-26T21:26:55.060840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANP'. [2025-11-26T21:26:55.061198] [INFO ] [FORECASTER] Starting predict_future for HBANP [2025-11-26T21:26:55.062026] [DEBUG] [LOCAL ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt [2025-11-26T21:26:55.062096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:55.062141] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:55.062180] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:55.062247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:55.120583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:55.121352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:55.121452] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:55.121494] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:55.238339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:55.238518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:55.238570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:55.238609] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:55.242003] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=15.74%) [2025-11-26T21:26:55.242285] [INFO ] [FORECASTER] Completed predict_future for HBANP [2025-11-26T21:26:55.242422] [INFO ] [sig ] HBANP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:55.383913] [INFO ] [LOCAL ] Saved forecast: HBANP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBANP.txt [2025-11-26T21:26:55.384064] [INFO ] [sig ] [1489/3599] Completed HBANP in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:55.384116] [INFO ] [sig ] [1490/3599] Forecasting HBB... [2025-11-26T21:26:55.384156] [INFO ] [sig ] Generating forecast for: HBB [2025-11-26T21:26:55.384198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-11-26T21:26:55.394747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBB'. [2025-11-26T21:26:55.395138] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-11-26T21:26:55.395962] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-11-26T21:26:55.396031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:55.396075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:55.396114] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:55.396182] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:55.453094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:55.453765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:55.453859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:55.453905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:55.569945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:55.570122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:55.570173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:55.570214] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:55.573505] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=76.96%) [2025-11-26T21:26:55.573844] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-11-26T21:26:55.573986] [INFO ] [sig ] HBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:55.713951] [INFO ] [LOCAL ] Saved forecast: HBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HBB.txt [2025-11-26T21:26:55.714118] [INFO ] [sig ] [1490/3599] Completed HBB in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:55.714170] [INFO ] [sig ] [1491/3599] Forecasting HBCP... [2025-11-26T21:26:55.714235] [INFO ] [sig ] Generating forecast for: HBCP [2025-11-26T21:26:55.714278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'. [2025-11-26T21:26:55.724922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBCP'. [2025-11-26T21:26:55.725295] [INFO ] [FORECASTER] Starting predict_future for HBCP [2025-11-26T21:26:55.726152] [DEBUG] [LOCAL ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt [2025-11-26T21:26:55.726223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:55.726270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:55.726312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:55.726383] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:55.785596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:55.786251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:55.786349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:55.786398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:55.901517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:55.901726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:55.901781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:55.901825] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:55.905177] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=45.75%) [2025-11-26T21:26:55.905462] [INFO ] [FORECASTER] Completed predict_future for HBCP [2025-11-26T21:26:55.905600] [INFO ] [sig ] HBCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:56.045891] [INFO ] [LOCAL ] Saved forecast: HBCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBCP.txt [2025-11-26T21:26:56.046074] [INFO ] [sig ] [1491/3599] Completed HBCP in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:56.046129] [INFO ] [sig ] [1492/3599] Forecasting HBI... [2025-11-26T21:26:56.046168] [INFO ] [sig ] Generating forecast for: HBI [2025-11-26T21:26:56.046239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-11-26T21:26:56.059811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBI'. [2025-11-26T21:26:56.060357] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-11-26T21:26:56.061482] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-11-26T21:26:56.061588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:56.061675] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:56.061733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:56.061828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:56.132808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:56.133736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:56.133837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:56.133887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:56.255174] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:56.255391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:56.255445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:56.255480] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:56.258909] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-11-26T21:26:56.259196] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-11-26T21:26:56.259336] [INFO ] [sig ] HBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:56.401576] [INFO ] [LOCAL ] Saved forecast: HBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBI.txt [2025-11-26T21:26:56.401772] [INFO ] [sig ] [1492/3599] Completed HBI in 0.4s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:56.401827] [INFO ] [sig ] [1493/3599] Forecasting HBM... [2025-11-26T21:26:56.401869] [INFO ] [sig ] Generating forecast for: HBM [2025-11-26T21:26:56.401921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-11-26T21:26:56.413032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBM'. [2025-11-26T21:26:56.413366] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-11-26T21:26:56.414207] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-11-26T21:26:56.414279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:56.414326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:56.414367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:56.414437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:56.474083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:56.474812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:56.474912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:56.474964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:56.599393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:56.599657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:56.599722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:56.599766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:56.603231] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=33.46%) [2025-11-26T21:26:56.603526] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-11-26T21:26:56.603692] [INFO ] [sig ] HBM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:56.746142] [INFO ] [LOCAL ] Saved forecast: HBM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HBM.txt [2025-11-26T21:26:56.746299] [INFO ] [sig ] [1493/3599] Completed HBM in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:56.746354] [INFO ] [sig ] [1494/3599] Forecasting HBNC... [2025-11-26T21:26:56.746404] [INFO ] [sig ] Generating forecast for: HBNC [2025-11-26T21:26:56.746462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'. [2025-11-26T21:26:56.757924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBNC'. [2025-11-26T21:26:56.758254] [INFO ] [FORECASTER] Starting predict_future for HBNC [2025-11-26T21:26:56.759045] [DEBUG] [LOCAL ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt [2025-11-26T21:26:56.759120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:56.759166] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:56.759207] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:56.759274] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:56.818096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:56.818820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:56.818916] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:56.818964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:56.935534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:56.935739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:56.935793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:56.935829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:56.939156] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=69.01%) [2025-11-26T21:26:56.939442] [INFO ] [FORECASTER] Completed predict_future for HBNC [2025-11-26T21:26:56.939579] [INFO ] [sig ] HBNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:57.078984] [INFO ] [LOCAL ] Saved forecast: HBNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HBNC.txt [2025-11-26T21:26:57.079140] [INFO ] [sig ] [1494/3599] Completed HBNC in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:57.079191] [INFO ] [sig ] [1495/3599] Forecasting HCA... [2025-11-26T21:26:57.079230] [INFO ] [sig ] Generating forecast for: HCA [2025-11-26T21:26:57.079272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-11-26T21:26:57.089408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCA'. [2025-11-26T21:26:57.089738] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-11-26T21:26:57.090502] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-11-26T21:26:57.090572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:57.090619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:57.090692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:57.090780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:57.150524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:57.151301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:57.151401] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:57.151445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:57.269871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:57.270040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:57.270100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:57.270143] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:57.273457] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=42.89%) [2025-11-26T21:26:57.273764] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-11-26T21:26:57.273906] [INFO ] [sig ] HCA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:57.414190] [INFO ] [LOCAL ] Saved forecast: HCA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCA.txt [2025-11-26T21:26:57.414339] [INFO ] [sig ] [1495/3599] Completed HCA in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:57.414392] [INFO ] [sig ] [1496/3599] Forecasting HCC... [2025-11-26T21:26:57.414435] [INFO ] [sig ] Generating forecast for: HCC [2025-11-26T21:26:57.414476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-11-26T21:26:57.424769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCC'. [2025-11-26T21:26:57.425069] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-11-26T21:26:57.425856] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-11-26T21:26:57.425926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:57.425986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:57.426026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:57.426094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:57.483745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:57.484408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:57.484505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:57.484553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:57.606770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:57.606947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:57.607000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:57.607047] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:57.610503] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=5.49%) [2025-11-26T21:26:57.610821] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-11-26T21:26:57.610966] [INFO ] [sig ] HCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:57.750855] [INFO ] [LOCAL ] Saved forecast: HCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCC.txt [2025-11-26T21:26:57.751003] [INFO ] [sig ] [1496/3599] Completed HCC in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:57.751056] [INFO ] [sig ] [1497/3599] Forecasting HCI... [2025-11-26T21:26:57.751097] [INFO ] [sig ] Generating forecast for: HCI [2025-11-26T21:26:57.751147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-11-26T21:26:57.761702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCI'. [2025-11-26T21:26:57.762040] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-11-26T21:26:57.762826] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-11-26T21:26:57.762895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:57.762940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:57.762978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:57.763046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:57.820699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:57.821357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:57.821453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:57.821500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:57.938716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:57.938907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:57.938960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:57.939000] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:57.942377] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=20.63%) [2025-11-26T21:26:57.942682] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-11-26T21:26:57.942820] [INFO ] [sig ] HCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:58.082752] [INFO ] [LOCAL ] Saved forecast: HCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCI.txt [2025-11-26T21:26:58.082920] [INFO ] [sig ] [1497/3599] Completed HCI in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:58.082974] [INFO ] [sig ] [1498/3599] Forecasting HCM... [2025-11-26T21:26:58.083013] [INFO ] [sig ] Generating forecast for: HCM [2025-11-26T21:26:58.083054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'. [2025-11-26T21:26:58.094242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCM'. [2025-11-26T21:26:58.094583] [INFO ] [FORECASTER] Starting predict_future for HCM [2025-11-26T21:26:58.095360] [DEBUG] [LOCAL ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt [2025-11-26T21:26:58.095430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:58.095474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:58.095514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:58.095583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:58.153314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:58.153980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:58.154073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:58.154118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:58.277037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:58.277215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:58.277267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:58.277310] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:58.280674] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-11-26T21:26:58.280962] [INFO ] [FORECASTER] Completed predict_future for HCM [2025-11-26T21:26:58.281101] [INFO ] [sig ] HCM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:58.422239] [INFO ] [LOCAL ] Saved forecast: HCM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HCM.txt [2025-11-26T21:26:58.422386] [INFO ] [sig ] [1498/3599] Completed HCM in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:58.422439] [INFO ] [sig ] [1499/3599] Forecasting HCSG... [2025-11-26T21:26:58.422481] [INFO ] [sig ] Generating forecast for: HCSG [2025-11-26T21:26:58.422546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'. [2025-11-26T21:26:58.432747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCSG'. [2025-11-26T21:26:58.433058] [INFO ] [FORECASTER] Starting predict_future for HCSG [2025-11-26T21:26:58.433834] [DEBUG] [LOCAL ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt [2025-11-26T21:26:58.433903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:58.433948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:58.433987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:58.434055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:58.491792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:58.492440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:58.492533] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:58.492575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:58.615886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:58.616035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:58.616089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:58.616129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:58.619668] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=58.47%) [2025-11-26T21:26:58.619997] [INFO ] [FORECASTER] Completed predict_future for HCSG [2025-11-26T21:26:58.620151] [INFO ] [sig ] HCSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:58.758554] [INFO ] [LOCAL ] Saved forecast: HCSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HCSG.txt [2025-11-26T21:26:58.758730] [INFO ] [sig ] [1499/3599] Completed HCSG in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:58.758817] [INFO ] [sig ] [1500/3599] Forecasting HCTI... [2025-11-26T21:26:58.758876] [INFO ] [sig ] Generating forecast for: HCTI [2025-11-26T21:26:58.758953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'. [2025-11-26T21:26:58.768970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCTI'. [2025-11-26T21:26:58.769354] [INFO ] [FORECASTER] Starting predict_future for HCTI [2025-11-26T21:26:58.770190] [DEBUG] [LOCAL ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt [2025-11-26T21:26:58.770260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:58.770314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:58.770362] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:58.770444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:58.827207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:58.828179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:58.828292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:58.828350] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:58.936979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:58.937139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:58.937201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:58.937251] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:58.940607] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=89.42%) [2025-11-26T21:26:58.940933] [INFO ] [FORECASTER] Completed predict_future for HCTI [2025-11-26T21:26:58.941091] [INFO ] [sig ] HCTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:59.079381] [INFO ] [LOCAL ] Saved forecast: HCTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HCTI.txt [2025-11-26T21:26:59.079533] [INFO ] [sig ] [1500/3599] Completed HCTI in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:59.079596] [INFO ] [sig ] [1501/3599] Forecasting HD... [2025-11-26T21:26:59.079660] [INFO ] [sig ] Generating forecast for: HD [2025-11-26T21:26:59.079731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-11-26T21:26:59.089921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HD'. [2025-11-26T21:26:59.090233] [INFO ] [FORECASTER] Starting predict_future for HD [2025-11-26T21:26:59.091046] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-11-26T21:26:59.091115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:59.091161] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:59.091200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:59.091285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:59.148327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:59.149074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:59.149168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:59.149215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:59.266882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:59.267033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:59.267083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:59.267124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:59.270465] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=70.93%) [2025-11-26T21:26:59.270800] [INFO ] [FORECASTER] Completed predict_future for HD [2025-11-26T21:26:59.270950] [INFO ] [sig ] HD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:26:59.416892] [INFO ] [LOCAL ] Saved forecast: HD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HD.txt [2025-11-26T21:26:59.417124] [INFO ] [sig ] [1501/3599] Completed HD in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:59.417179] [INFO ] [sig ] [1502/3599] Forecasting HDB... [2025-11-26T21:26:59.417263] [INFO ] [sig ] Generating forecast for: HDB [2025-11-26T21:26:59.417304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-11-26T21:26:59.428105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDB'. [2025-11-26T21:26:59.428467] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-11-26T21:26:59.429337] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-11-26T21:26:59.429409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:59.429456] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:59.429497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:59.429566] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:59.486692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:59.487318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:59.487423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:59.487487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:59.610131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:59.610272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:59.610330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:59.610368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:59.613698] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=26.52%) [2025-11-26T21:26:59.614011] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-11-26T21:26:59.614153] [INFO ] [sig ] HDB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:26:59.754023] [INFO ] [LOCAL ] Saved forecast: HDB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HDB.txt [2025-11-26T21:26:59.754166] [INFO ] [sig ] [1502/3599] Completed HDB in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 12.1m [2025-11-26T21:26:59.754217] [INFO ] [sig ] [1503/3599] Forecasting HDSN... [2025-11-26T21:26:59.754256] [INFO ] [sig ] Generating forecast for: HDSN [2025-11-26T21:26:59.754293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'. [2025-11-26T21:26:59.764291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDSN'. [2025-11-26T21:26:59.764575] [INFO ] [FORECASTER] Starting predict_future for HDSN [2025-11-26T21:26:59.765350] [DEBUG] [LOCAL ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt [2025-11-26T21:26:59.765421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:26:59.765466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:26:59.765505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:26:59.765575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:26:59.822960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:26:59.823914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:26:59.824019] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:26:59.824066] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:26:59.939899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:26:59.940076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:26:59.940127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:26:59.940200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:26:59.943585] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=41.22%) [2025-11-26T21:26:59.943926] [INFO ] [FORECASTER] Completed predict_future for HDSN [2025-11-26T21:26:59.944071] [INFO ] [sig ] HDSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:00.088597] [INFO ] [LOCAL ] Saved forecast: HDSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HDSN.txt [2025-11-26T21:27:00.088810] [INFO ] [sig ] [1503/3599] Completed HDSN in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.1m [2025-11-26T21:27:00.088876] [INFO ] [sig ] [1504/3599] Forecasting HE... [2025-11-26T21:27:00.088916] [INFO ] [sig ] Generating forecast for: HE [2025-11-26T21:27:00.088958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-11-26T21:27:00.099197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HE'. [2025-11-26T21:27:00.099529] [INFO ] [FORECASTER] Starting predict_future for HE [2025-11-26T21:27:00.100377] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-11-26T21:27:00.100457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:00.100527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:00.100593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:00.100721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:00.160579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:00.161316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:00.161431] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:00.161507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:00.282479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:00.282660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:00.282743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:00.282823] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:00.286214] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=8.65%) [2025-11-26T21:27:00.286535] [INFO ] [FORECASTER] Completed predict_future for HE [2025-11-26T21:27:00.286726] [INFO ] [sig ] HE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:00.427883] [INFO ] [LOCAL ] Saved forecast: HE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HE.txt [2025-11-26T21:27:00.428030] [INFO ] [sig ] [1504/3599] Completed HE in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.1m [2025-11-26T21:27:00.428105] [INFO ] [sig ] [1505/3599] Forecasting HEI... [2025-11-26T21:27:00.428194] [INFO ] [sig ] Generating forecast for: HEI [2025-11-26T21:27:00.428257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-11-26T21:27:00.438942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEI'. [2025-11-26T21:27:00.439291] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-11-26T21:27:00.440169] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-11-26T21:27:00.440241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:00.440286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:00.440327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:00.440395] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:00.498921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:00.499615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:00.499742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:00.499818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:00.620299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:00.620445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:00.620494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:00.620534] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:00.623813] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=32.76%) [2025-11-26T21:27:00.624115] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-11-26T21:27:00.624263] [INFO ] [sig ] HEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:00.764077] [INFO ] [LOCAL ] Saved forecast: HEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HEI.txt [2025-11-26T21:27:00.764219] [INFO ] [sig ] [1505/3599] Completed HEI in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.1m [2025-11-26T21:27:00.764271] [INFO ] [sig ] [1506/3599] Forecasting HEPS... [2025-11-26T21:27:00.764311] [INFO ] [sig ] Generating forecast for: HEPS [2025-11-26T21:27:00.764388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'. [2025-11-26T21:27:00.775279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEPS'. [2025-11-26T21:27:00.775753] [INFO ] [FORECASTER] Starting predict_future for HEPS [2025-11-26T21:27:00.776565] [DEBUG] [LOCAL ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt [2025-11-26T21:27:00.776636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:00.776710] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:00.776751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:00.776818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:00.834917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:00.835881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:00.835993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:00.836042] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:00.956142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:00.956332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:00.956385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:00.956427] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:00.959800] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=60.35%) [2025-11-26T21:27:00.960100] [INFO ] [FORECASTER] Completed predict_future for HEPS [2025-11-26T21:27:00.960240] [INFO ] [sig ] HEPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:01.104090] [INFO ] [LOCAL ] Saved forecast: HEPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HEPS.txt [2025-11-26T21:27:01.104267] [INFO ] [sig ] [1506/3599] Completed HEPS in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:01.104322] [INFO ] [sig ] [1507/3599] Forecasting HEQ... [2025-11-26T21:27:01.104398] [INFO ] [sig ] Generating forecast for: HEQ [2025-11-26T21:27:01.104441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-11-26T21:27:01.115613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEQ'. [2025-11-26T21:27:01.116071] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-11-26T21:27:01.116884] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-11-26T21:27:01.116953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:01.116999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:01.117053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:01.117124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:01.173588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:01.174422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:01.174523] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:01.174570] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:01.286575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:01.286729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:01.286786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:01.286829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:01.290250] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=81.37%) [2025-11-26T21:27:01.290570] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-11-26T21:27:01.290741] [INFO ] [sig ] HEQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:01.430795] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HEQ.txt [2025-11-26T21:27:01.430964] [INFO ] [sig ] [1507/3599] Completed HEQ in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:01.431019] [INFO ] [sig ] [1508/3599] Forecasting HESM... [2025-11-26T21:27:01.431084] [INFO ] [sig ] Generating forecast for: HESM [2025-11-26T21:27:01.431127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-11-26T21:27:01.441213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HESM'. [2025-11-26T21:27:01.441568] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-11-26T21:27:01.442357] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-11-26T21:27:01.442427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:01.442471] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:01.442509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:01.442575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:01.501169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:01.502000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:01.502101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:01.502149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:01.625886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:01.626039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:01.626091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:01.626133] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:01.629594] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=48.18%) [2025-11-26T21:27:01.629907] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-11-26T21:27:01.630049] [INFO ] [sig ] HESM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:01.769149] [INFO ] [LOCAL ] Saved forecast: HESM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HESM.txt [2025-11-26T21:27:01.769324] [INFO ] [sig ] [1508/3599] Completed HESM in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:01.769385] [INFO ] [sig ] [1509/3599] Forecasting HFFG... [2025-11-26T21:27:01.769423] [INFO ] [sig ] Generating forecast for: HFFG [2025-11-26T21:27:01.769465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'. [2025-11-26T21:27:01.779709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFFG'. [2025-11-26T21:27:01.780084] [INFO ] [FORECASTER] Starting predict_future for HFFG [2025-11-26T21:27:01.781034] [DEBUG] [LOCAL ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt [2025-11-26T21:27:01.781103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:01.781147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:01.781186] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:01.781256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:01.842090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:01.843024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:01.843133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:01.843181] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:01.957341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:01.957558] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:27:01.957613] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:01.957673] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:01.961090] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=55.01%) [2025-11-26T21:27:01.961440] [INFO ] [FORECASTER] Completed predict_future for HFFG [2025-11-26T21:27:01.961593] [INFO ] [sig ] HFFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:02.100569] [INFO ] [LOCAL ] Saved forecast: HFFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HFFG.txt [2025-11-26T21:27:02.100741] [INFO ] [sig ] [1509/3599] Completed HFFG in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:02.100795] [INFO ] [sig ] [1510/3599] Forecasting HFRO... [2025-11-26T21:27:02.100837] [INFO ] [sig ] Generating forecast for: HFRO [2025-11-26T21:27:02.100897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-11-26T21:27:02.110552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFRO'. [2025-11-26T21:27:02.110877] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-11-26T21:27:02.111667] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-11-26T21:27:02.111735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:02.111779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:02.111819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:02.111885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:02.168905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:02.169604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:02.169720] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:02.169769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:02.288400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:02.288559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:02.288611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:02.288670] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:02.292064] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=60.31%) [2025-11-26T21:27:02.292362] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-11-26T21:27:02.292506] [INFO ] [sig ] HFRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:02.433042] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HFRO.txt [2025-11-26T21:27:02.433185] [INFO ] [sig ] [1510/3599] Completed HFRO in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:02.433238] [INFO ] [sig ] [1511/3599] Forecasting HFWA... [2025-11-26T21:27:02.433284] [INFO ] [sig ] Generating forecast for: HFWA [2025-11-26T21:27:02.433331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'. [2025-11-26T21:27:02.443553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFWA'. [2025-11-26T21:27:02.443875] [INFO ] [FORECASTER] Starting predict_future for HFWA [2025-11-26T21:27:02.444688] [DEBUG] [LOCAL ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt [2025-11-26T21:27:02.444758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:02.444814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:02.444863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:02.444946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:02.502037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:02.502735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:02.502832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:02.502887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:02.620013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:02.620178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:02.620230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:02.620270] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:02.623631] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=44.10%) [2025-11-26T21:27:02.623970] [INFO ] [FORECASTER] Completed predict_future for HFWA [2025-11-26T21:27:02.624127] [INFO ] [sig ] HFWA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:02.763889] [INFO ] [LOCAL ] Saved forecast: HFWA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HFWA.txt [2025-11-26T21:27:02.764056] [INFO ] [sig ] [1511/3599] Completed HFWA in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:02.764120] [INFO ] [sig ] [1512/3599] Forecasting HG... [2025-11-26T21:27:02.764209] [INFO ] [sig ] Generating forecast for: HG [2025-11-26T21:27:02.764263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'. [2025-11-26T21:27:02.774664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HG'. [2025-11-26T21:27:02.774960] [INFO ] [FORECASTER] Starting predict_future for HG [2025-11-26T21:27:02.775757] [DEBUG] [LOCAL ] No optimal features file found for HG: ./output/feature-sets/HG.txt [2025-11-26T21:27:02.775831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:02.775876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:02.775915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:02.775981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:02.837440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:02.838198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:02.838295] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:02.838344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:02.955246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:02.955432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:02.955487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:02.955530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:02.959011] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: UP (p=89.78%) [2025-11-26T21:27:02.959312] [INFO ] [FORECASTER] Completed predict_future for HG [2025-11-26T21:27:02.959458] [INFO ] [sig ] HG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:03.100588] [INFO ] [LOCAL ] Saved forecast: HG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HG.txt [2025-11-26T21:27:03.100772] [INFO ] [sig ] [1512/3599] Completed HG in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:03.100829] [INFO ] [sig ] [1513/3599] Forecasting HGBL... [2025-11-26T21:27:03.100872] [INFO ] [sig ] Generating forecast for: HGBL [2025-11-26T21:27:03.100911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'. [2025-11-26T21:27:03.111372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGBL'. [2025-11-26T21:27:03.111765] [INFO ] [FORECASTER] Starting predict_future for HGBL [2025-11-26T21:27:03.112589] [DEBUG] [LOCAL ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt [2025-11-26T21:27:03.112687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:03.112755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:03.112813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:03.112911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:03.171737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:03.172484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:03.172602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:03.172676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:03.284092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:03.284279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:03.284331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:03.284371] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:03.287791] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=83.83%) [2025-11-26T21:27:03.288096] [INFO ] [FORECASTER] Completed predict_future for HGBL [2025-11-26T21:27:03.288237] [INFO ] [sig ] HGBL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:03.428114] [INFO ] [LOCAL ] Saved forecast: HGBL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HGBL.txt [2025-11-26T21:27:03.428259] [INFO ] [sig ] [1513/3599] Completed HGBL in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:03.428310] [INFO ] [sig ] [1514/3599] Forecasting HGLB... [2025-11-26T21:27:03.428371] [INFO ] [sig ] Generating forecast for: HGLB [2025-11-26T21:27:03.428417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-11-26T21:27:03.438404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGLB'. [2025-11-26T21:27:03.438747] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-11-26T21:27:03.439531] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-11-26T21:27:03.439602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:03.439668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:03.439714] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:03.439781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:03.496533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:03.497219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:03.497315] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:03.497362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:03.618188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:03.618339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:03.618392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:03.618439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:03.621870] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=8.68%) [2025-11-26T21:27:03.622166] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-11-26T21:27:03.622318] [INFO ] [sig ] HGLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:03.762086] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HGLB.txt [2025-11-26T21:27:03.762227] [INFO ] [sig ] [1514/3599] Completed HGLB in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:03.762275] [INFO ] [sig ] [1515/3599] Forecasting HGTY... [2025-11-26T21:27:03.762317] [INFO ] [sig ] Generating forecast for: HGTY [2025-11-26T21:27:03.762358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-11-26T21:27:03.772225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGTY'. [2025-11-26T21:27:03.772540] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-11-26T21:27:03.773341] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-11-26T21:27:03.773413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:03.773458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:03.773497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:03.773569] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:03.830832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:03.831509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:03.831607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:03.831667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:03.952557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:03.952768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:03.952832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:03.952880] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:03.956493] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-11-26T21:27:03.956821] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-11-26T21:27:03.956969] [INFO ] [sig ] HGTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:04.097864] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HGTY.txt [2025-11-26T21:27:04.098045] [INFO ] [sig ] [1515/3599] Completed HGTY in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:04.098099] [INFO ] [sig ] [1516/3599] Forecasting HI... [2025-11-26T21:27:04.098159] [INFO ] [sig ] Generating forecast for: HI [2025-11-26T21:27:04.098196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-11-26T21:27:04.108369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HI'. [2025-11-26T21:27:04.108708] [INFO ] [FORECASTER] Starting predict_future for HI [2025-11-26T21:27:04.109540] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-11-26T21:27:04.109613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:04.109681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:04.109724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:04.109793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:04.167842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:04.168499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:04.168596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:04.168661] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:04.286716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:04.286892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:04.286944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:04.286985] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:04.290286] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=54.68%) [2025-11-26T21:27:04.290572] [INFO ] [FORECASTER] Completed predict_future for HI [2025-11-26T21:27:04.290729] [INFO ] [sig ] HI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:04.429184] [INFO ] [LOCAL ] Saved forecast: HI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HI.txt [2025-11-26T21:27:04.429321] [INFO ] [sig ] [1516/3599] Completed HI in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:04.429373] [INFO ] [sig ] [1517/3599] Forecasting HIFS... [2025-11-26T21:27:04.429411] [INFO ] [sig ] Generating forecast for: HIFS [2025-11-26T21:27:04.429452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'. [2025-11-26T21:27:04.439428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIFS'. [2025-11-26T21:27:04.439792] [INFO ] [FORECASTER] Starting predict_future for HIFS [2025-11-26T21:27:04.440570] [DEBUG] [LOCAL ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt [2025-11-26T21:27:04.440657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:04.440718] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:04.440769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:04.440859] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:04.498083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:04.498763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:04.498857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:04.498911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:04.613391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:04.613583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:04.613654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:04.613700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:04.617048] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=3.67%) [2025-11-26T21:27:04.617360] [INFO ] [FORECASTER] Completed predict_future for HIFS [2025-11-26T21:27:04.617521] [INFO ] [sig ] HIFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:04.757066] [INFO ] [LOCAL ] Saved forecast: HIFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIFS.txt [2025-11-26T21:27:04.757247] [INFO ] [sig ] [1517/3599] Completed HIFS in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:04.757306] [INFO ] [sig ] [1518/3599] Forecasting HIG... [2025-11-26T21:27:04.757345] [INFO ] [sig ] Generating forecast for: HIG [2025-11-26T21:27:04.757414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-11-26T21:27:04.767713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIG'. [2025-11-26T21:27:04.768039] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-11-26T21:27:04.768879] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-11-26T21:27:04.768948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:04.768993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:04.769033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:04.769102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:04.825775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:04.826670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:04.826776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:04.826823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:04.946091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:04.946262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:04.946315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:04.946359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:04.949743] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=77.18%) [2025-11-26T21:27:04.950067] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-11-26T21:27:04.950213] [INFO ] [sig ] HIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:05.091954] [INFO ] [LOCAL ] Saved forecast: HIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIG.txt [2025-11-26T21:27:05.092151] [INFO ] [sig ] [1518/3599] Completed HIG in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:05.092222] [INFO ] [sig ] [1519/3599] Forecasting HII... [2025-11-26T21:27:05.092280] [INFO ] [sig ] Generating forecast for: HII [2025-11-26T21:27:05.092327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-11-26T21:27:05.105722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HII'. [2025-11-26T21:27:05.106152] [INFO ] [FORECASTER] Starting predict_future for HII [2025-11-26T21:27:05.107220] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-11-26T21:27:05.107300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:05.107351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:05.107397] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:05.107528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:05.169686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:05.170521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:05.170622] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:05.170688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:05.292233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:05.292389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:05.292439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:05.292481] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:05.295862] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-11-26T21:27:05.296158] [INFO ] [FORECASTER] Completed predict_future for HII [2025-11-26T21:27:05.296297] [INFO ] [sig ] HII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:05.435329] [INFO ] [LOCAL ] Saved forecast: HII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HII.txt [2025-11-26T21:27:05.435473] [INFO ] [sig ] [1519/3599] Completed HII in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:05.435528] [INFO ] [sig ] [1520/3599] Forecasting HIMS... [2025-11-26T21:27:05.435571] [INFO ] [sig ] Generating forecast for: HIMS [2025-11-26T21:27:05.435665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-11-26T21:27:05.445905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMS'. [2025-11-26T21:27:05.446245] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-11-26T21:27:05.447062] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-11-26T21:27:05.447132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:05.447192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:05.447234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:05.447304] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:05.503762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:05.504450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:05.504547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:05.504599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:05.620716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:05.620907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:05.620961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:05.621003] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:05.624363] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=67.41%) [2025-11-26T21:27:05.624699] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-11-26T21:27:05.624850] [INFO ] [sig ] HIMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:05.766963] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIMS.txt [2025-11-26T21:27:05.767119] [INFO ] [sig ] [1520/3599] Completed HIMS in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 12.0m [2025-11-26T21:27:05.767172] [INFO ] [sig ] [1521/3599] Forecasting HIMX... [2025-11-26T21:27:05.767214] [INFO ] [sig ] Generating forecast for: HIMX [2025-11-26T21:27:05.767254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'. [2025-11-26T21:27:05.777937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMX'. [2025-11-26T21:27:05.778270] [INFO ] [FORECASTER] Starting predict_future for HIMX [2025-11-26T21:27:05.779109] [DEBUG] [LOCAL ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt [2025-11-26T21:27:05.779181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:05.779228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:05.779268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:05.779337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:05.839499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:05.840250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:05.840351] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:05.840399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:05.965470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:05.965666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:05.965724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:05.965769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:05.969271] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: UP (p=61.54%) [2025-11-26T21:27:05.969592] [INFO ] [FORECASTER] Completed predict_future for HIMX [2025-11-26T21:27:05.969772] [INFO ] [sig ] HIMX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:06.113244] [INFO ] [LOCAL ] Saved forecast: HIMX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIMX.txt [2025-11-26T21:27:06.113415] [INFO ] [sig ] [1521/3599] Completed HIMX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 12.0m [2025-11-26T21:27:06.113486] [INFO ] [sig ] [1522/3599] Forecasting HIO... [2025-11-26T21:27:06.113547] [INFO ] [sig ] Generating forecast for: HIO [2025-11-26T21:27:06.113609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-11-26T21:27:06.124077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIO'. [2025-11-26T21:27:06.124495] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-11-26T21:27:06.125434] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-11-26T21:27:06.125520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:06.125583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:06.125659] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:06.125762] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:06.183984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:06.184878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:06.184985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:06.185038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:06.308995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:06.309173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:06.309226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:06.309266] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:06.312744] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-11-26T21:27:06.313085] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-11-26T21:27:06.313237] [INFO ] [sig ] HIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:06.456545] [INFO ] [LOCAL ] Saved forecast: HIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIO.txt [2025-11-26T21:27:06.456730] [INFO ] [sig ] [1522/3599] Completed HIO in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:06.456790] [INFO ] [sig ] [1523/3599] Forecasting HIPO... [2025-11-26T21:27:06.456832] [INFO ] [sig ] Generating forecast for: HIPO [2025-11-26T21:27:06.456896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-11-26T21:27:06.467035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIPO'. [2025-11-26T21:27:06.467360] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-11-26T21:27:06.468210] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-11-26T21:27:06.468282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:06.468329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:06.468379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:06.468468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:06.527318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:06.528236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:06.528339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:06.528399] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:06.656406] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:06.656620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:06.656702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:06.656749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:06.660452] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=90.87%) [2025-11-26T21:27:06.660799] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-11-26T21:27:06.660951] [INFO ] [sig ] HIPO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:06.804812] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HIPO.txt [2025-11-26T21:27:06.805010] [INFO ] [sig ] [1523/3599] Completed HIPO in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:06.805126] [INFO ] [sig ] [1524/3599] Forecasting HITI... [2025-11-26T21:27:06.805210] [INFO ] [sig ] Generating forecast for: HITI [2025-11-26T21:27:06.805264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'. [2025-11-26T21:27:06.815718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HITI'. [2025-11-26T21:27:06.816121] [INFO ] [FORECASTER] Starting predict_future for HITI [2025-11-26T21:27:06.816966] [DEBUG] [LOCAL ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt [2025-11-26T21:27:06.817039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:06.817086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:06.817127] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:06.817198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:06.877188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:06.878091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:06.878203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:06.878261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:07.001189] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:07.001386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:07.001448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:07.001493] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:07.004920] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-11-26T21:27:07.005224] [INFO ] [FORECASTER] Completed predict_future for HITI [2025-11-26T21:27:07.005372] [INFO ] [sig ] HITI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:07.149629] [INFO ] [LOCAL ] Saved forecast: HITI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HITI.txt [2025-11-26T21:27:07.149830] [INFO ] [sig ] [1524/3599] Completed HITI in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:07.149887] [INFO ] [sig ] [1525/3599] Forecasting HIVE... [2025-11-26T21:27:07.149959] [INFO ] [sig ] Generating forecast for: HIVE [2025-11-26T21:27:07.150007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'. [2025-11-26T21:27:07.161900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIVE'. [2025-11-26T21:27:07.162349] [INFO ] [FORECASTER] Starting predict_future for HIVE [2025-11-26T21:27:07.163219] [DEBUG] [LOCAL ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt [2025-11-26T21:27:07.163299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:07.163346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:07.163387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:07.163456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:07.222214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:07.223142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:07.223248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:07.223298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:07.341826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:07.342013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:07.342067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:07.342110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:07.345407] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=11.63%) [2025-11-26T21:27:07.345736] [INFO ] [FORECASTER] Completed predict_future for HIVE [2025-11-26T21:27:07.345941] [INFO ] [sig ] HIVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:07.485383] [INFO ] [LOCAL ] Saved forecast: HIVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIVE.txt [2025-11-26T21:27:07.485556] [INFO ] [sig ] [1525/3599] Completed HIVE in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:07.485613] [INFO ] [sig ] [1526/3599] Forecasting HIX... [2025-11-26T21:27:07.485703] [INFO ] [sig ] Generating forecast for: HIX [2025-11-26T21:27:07.485755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-11-26T21:27:07.496634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIX'. [2025-11-26T21:27:07.496971] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-11-26T21:27:07.497840] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-11-26T21:27:07.497914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:07.497960] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:07.498000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:07.498069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:07.555594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:07.556375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:07.556475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:07.556521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:07.670470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:07.670673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:07.670727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:07.670769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:07.674252] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=7.93%) [2025-11-26T21:27:07.674581] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-11-26T21:27:07.674753] [INFO ] [sig ] HIX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:07.817801] [INFO ] [LOCAL ] Saved forecast: HIX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HIX.txt [2025-11-26T21:27:07.817975] [INFO ] [sig ] [1526/3599] Completed HIX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:07.818030] [INFO ] [sig ] [1527/3599] Forecasting HL... [2025-11-26T21:27:07.818069] [INFO ] [sig ] Generating forecast for: HL [2025-11-26T21:27:07.818110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-11-26T21:27:07.828163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HL'. [2025-11-26T21:27:07.828461] [INFO ] [FORECASTER] Starting predict_future for HL [2025-11-26T21:27:07.829333] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-11-26T21:27:07.829406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:07.829451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:07.829491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:07.829558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:07.887905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:07.888729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:07.888828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:07.888876] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:08.009500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:08.009684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:08.009775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:08.009820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:08.013119] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=79.67%) [2025-11-26T21:27:08.013407] [INFO ] [FORECASTER] Completed predict_future for HL [2025-11-26T21:27:08.013541] [INFO ] [sig ] HL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:08.152879] [INFO ] [LOCAL ] Saved forecast: HL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HL.txt [2025-11-26T21:27:08.153021] [INFO ] [sig ] [1527/3599] Completed HL in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:08.153073] [INFO ] [sig ] [1528/3599] Forecasting HLAL... [2025-11-26T21:27:08.153137] [INFO ] [sig ] Generating forecast for: HLAL [2025-11-26T21:27:08.153172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'. [2025-11-26T21:27:08.163437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLAL'. [2025-11-26T21:27:08.163778] [INFO ] [FORECASTER] Starting predict_future for HLAL [2025-11-26T21:27:08.164584] [DEBUG] [LOCAL ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt [2025-11-26T21:27:08.164673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:08.164720] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:08.164760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:08.164827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:08.221897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:08.222798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:08.222910] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:08.222959] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:08.342658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:08.342835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:08.342893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:08.342929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:08.346332] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=20.36%) [2025-11-26T21:27:08.346637] [INFO ] [FORECASTER] Completed predict_future for HLAL [2025-11-26T21:27:08.346800] [INFO ] [sig ] HLAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:08.486602] [INFO ] [LOCAL ] Saved forecast: HLAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLAL.txt [2025-11-26T21:27:08.486758] [INFO ] [sig ] [1528/3599] Completed HLAL in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:08.486821] [INFO ] [sig ] [1529/3599] Forecasting HLF... [2025-11-26T21:27:08.486857] [INFO ] [sig ] Generating forecast for: HLF [2025-11-26T21:27:08.486901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-11-26T21:27:08.496687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLF'. [2025-11-26T21:27:08.496974] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-11-26T21:27:08.497941] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-11-26T21:27:08.498015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:08.498071] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:08.498122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:08.498206] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:08.557705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:08.558424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:08.558536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:08.558585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:08.680964] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:08.681119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:08.681169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:08.681216] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:08.684583] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-11-26T21:27:08.684922] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-11-26T21:27:08.685079] [INFO ] [sig ] HLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:08.829214] [INFO ] [LOCAL ] Saved forecast: HLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLF.txt [2025-11-26T21:27:08.829362] [INFO ] [sig ] [1529/3599] Completed HLF in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:08.829416] [INFO ] [sig ] [1530/3599] Forecasting HLI... [2025-11-26T21:27:08.829455] [INFO ] [sig ] Generating forecast for: HLI [2025-11-26T21:27:08.829496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-11-26T21:27:08.839798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLI'. [2025-11-26T21:27:08.840131] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-11-26T21:27:08.840938] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-11-26T21:27:08.841007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:08.841052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:08.841091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:08.841159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:08.899473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:08.900181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:08.900292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:08.900342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:09.011935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:09.012087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:09.012137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:09.012175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:09.015396] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=77.86%) [2025-11-26T21:27:09.015719] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-11-26T21:27:09.015868] [INFO ] [sig ] HLI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:09.156104] [INFO ] [LOCAL ] Saved forecast: HLI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLI.txt [2025-11-26T21:27:09.156245] [INFO ] [sig ] [1530/3599] Completed HLI in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:09.156298] [INFO ] [sig ] [1531/3599] Forecasting HLIO... [2025-11-26T21:27:09.156346] [INFO ] [sig ] Generating forecast for: HLIO [2025-11-26T21:27:09.156406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-11-26T21:27:09.166629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLIO'. [2025-11-26T21:27:09.166988] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-11-26T21:27:09.167956] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-11-26T21:27:09.168032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:09.168080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:09.168135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:09.168208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:09.227480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:09.228519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:09.228623] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:09.228706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:09.348449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:09.348631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:09.348703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:09.348746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:09.352053] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-11-26T21:27:09.352340] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-11-26T21:27:09.352477] [INFO ] [sig ] HLIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:09.491783] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLIO.txt [2025-11-26T21:27:09.491938] [INFO ] [sig ] [1531/3599] Completed HLIO in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:09.491992] [INFO ] [sig ] [1532/3599] Forecasting HLLY... [2025-11-26T21:27:09.492036] [INFO ] [sig ] Generating forecast for: HLLY [2025-11-26T21:27:09.492105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-11-26T21:27:09.502132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLLY'. [2025-11-26T21:27:09.502448] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-11-26T21:27:09.503229] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-11-26T21:27:09.503300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:09.503346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:09.503385] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:09.503454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:09.560500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:09.561157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:09.561253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:09.561298] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:09.679905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:09.680128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:09.680186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:09.680235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:09.683749] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=94.68%) [2025-11-26T21:27:09.684058] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-11-26T21:27:09.684200] [INFO ] [sig ] HLLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:09.824517] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLLY.txt [2025-11-26T21:27:09.824695] [INFO ] [sig ] [1532/3599] Completed HLLY in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:09.824746] [INFO ] [sig ] [1533/3599] Forecasting HLMN... [2025-11-26T21:27:09.824807] [INFO ] [sig ] Generating forecast for: HLMN [2025-11-26T21:27:09.824853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'. [2025-11-26T21:27:09.834874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLMN'. [2025-11-26T21:27:09.835196] [INFO ] [FORECASTER] Starting predict_future for HLMN [2025-11-26T21:27:09.836045] [DEBUG] [LOCAL ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt [2025-11-26T21:27:09.836114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:09.836159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:09.836209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:09.836300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:09.894655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:09.895353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:09.895451] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:09.895497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:10.014779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:10.014945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:10.014997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:10.015043] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:10.018420] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=4.14%) [2025-11-26T21:27:10.018747] [INFO ] [FORECASTER] Completed predict_future for HLMN [2025-11-26T21:27:10.018895] [INFO ] [sig ] HLMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:10.158310] [INFO ] [LOCAL ] Saved forecast: HLMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLMN.txt [2025-11-26T21:27:10.158454] [INFO ] [sig ] [1533/3599] Completed HLMN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:10.158513] [INFO ] [sig ] [1534/3599] Forecasting HLN... [2025-11-26T21:27:10.158590] [INFO ] [sig ] Generating forecast for: HLN [2025-11-26T21:27:10.158672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-11-26T21:27:10.168906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLN'. [2025-11-26T21:27:10.169200] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-11-26T21:27:10.170027] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-11-26T21:27:10.170097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:10.170143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:10.170188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:10.170254] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:10.226000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:10.226637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:10.226748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:10.226791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:10.343722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:10.343920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:10.343972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:10.344013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:10.347467] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=74.91%) [2025-11-26T21:27:10.347846] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-11-26T21:27:10.347999] [INFO ] [sig ] HLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:10.490472] [INFO ] [LOCAL ] Saved forecast: HLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HLN.txt [2025-11-26T21:27:10.490673] [INFO ] [sig ] [1534/3599] Completed HLN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:10.490729] [INFO ] [sig ] [1535/3599] Forecasting HLNE... [2025-11-26T21:27:10.490790] [INFO ] [sig ] Generating forecast for: HLNE [2025-11-26T21:27:10.490845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'. [2025-11-26T21:27:10.501333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLNE'. [2025-11-26T21:27:10.501636] [INFO ] [FORECASTER] Starting predict_future for HLNE [2025-11-26T21:27:10.502427] [DEBUG] [LOCAL ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt [2025-11-26T21:27:10.502496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:10.502538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:10.502577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:10.502659] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:10.558524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:10.559169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:10.559262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:10.559308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:10.675704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:10.675894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:10.675950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:10.675997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:10.679475] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-11-26T21:27:10.679803] [INFO ] [FORECASTER] Completed predict_future for HLNE [2025-11-26T21:27:10.679957] [INFO ] [sig ] HLNE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:10.820546] [INFO ] [LOCAL ] Saved forecast: HLNE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLNE.txt [2025-11-26T21:27:10.820750] [INFO ] [sig ] [1535/3599] Completed HLNE in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:10.820809] [INFO ] [sig ] [1536/3599] Forecasting HLX... [2025-11-26T21:27:10.820878] [INFO ] [sig ] Generating forecast for: HLX [2025-11-26T21:27:10.820932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-11-26T21:27:10.831753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLX'. [2025-11-26T21:27:10.832155] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-11-26T21:27:10.833031] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-11-26T21:27:10.833113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:10.833185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:10.833252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:10.833361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:10.891869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:10.892610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:10.892749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:10.892826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:11.011170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:11.011342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:11.011431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:11.011492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:11.014978] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=8.38%) [2025-11-26T21:27:11.015325] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-11-26T21:27:11.015491] [INFO ] [sig ] HLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:11.155044] [INFO ] [LOCAL ] Saved forecast: HLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HLX.txt [2025-11-26T21:27:11.155241] [INFO ] [sig ] [1536/3599] Completed HLX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:11.155334] [INFO ] [sig ] [1537/3599] Forecasting HMC... [2025-11-26T21:27:11.155390] [INFO ] [sig ] Generating forecast for: HMC [2025-11-26T21:27:11.155439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-11-26T21:27:11.165509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMC'. [2025-11-26T21:27:11.165869] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-11-26T21:27:11.166745] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-11-26T21:27:11.166823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:11.166884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:11.166943] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:11.167042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:11.229498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:11.230442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:11.230556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:11.230618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:11.353304] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:11.353489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:11.353543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:11.353585] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:11.357824] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-11-26T21:27:11.358230] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-11-26T21:27:11.358430] [INFO ] [sig ] HMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:11.504854] [INFO ] [LOCAL ] Saved forecast: HMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HMC.txt [2025-11-26T21:27:11.505037] [INFO ] [sig ] [1537/3599] Completed HMC in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:11.505120] [INFO ] [sig ] [1538/3599] Forecasting HMN... [2025-11-26T21:27:11.505188] [INFO ] [sig ] Generating forecast for: HMN [2025-11-26T21:27:11.505284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-11-26T21:27:11.515434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMN'. [2025-11-26T21:27:11.515807] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-11-26T21:27:11.516631] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-11-26T21:27:11.516728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:11.516775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:11.516816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:11.516884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:11.574779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:11.575449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:11.575556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:11.575618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:11.694507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:11.694726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:11.694799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:11.694859] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:11.698419] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=65.21%) [2025-11-26T21:27:11.698760] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-11-26T21:27:11.698918] [INFO ] [sig ] HMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:11.838762] [INFO ] [LOCAL ] Saved forecast: HMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HMN.txt [2025-11-26T21:27:11.838918] [INFO ] [sig ] [1538/3599] Completed HMN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.9m [2025-11-26T21:27:11.838974] [INFO ] [sig ] [1539/3599] Forecasting HMY... [2025-11-26T21:27:11.839019] [INFO ] [sig ] Generating forecast for: HMY [2025-11-26T21:27:11.839060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-11-26T21:27:11.849099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMY'. [2025-11-26T21:27:11.849457] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-11-26T21:27:11.850310] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-11-26T21:27:11.850395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:11.850458] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:11.850518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:11.850617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:11.908856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:11.909529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:11.909628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:11.909701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:12.037179] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:12.037372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:12.037437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:12.037485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:12.041021] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=18.03%) [2025-11-26T21:27:12.041337] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-11-26T21:27:12.041492] [INFO ] [sig ] HMY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:12.182266] [INFO ] [LOCAL ] Saved forecast: HMY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HMY.txt [2025-11-26T21:27:12.182440] [INFO ] [sig ] [1539/3599] Completed HMY in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:12.182510] [INFO ] [sig ] [1540/3599] Forecasting HNDL... [2025-11-26T21:27:12.182569] [INFO ] [sig ] Generating forecast for: HNDL [2025-11-26T21:27:12.182681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'. [2025-11-26T21:27:12.193054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNDL'. [2025-11-26T21:27:12.193396] [INFO ] [FORECASTER] Starting predict_future for HNDL [2025-11-26T21:27:12.194418] [DEBUG] [LOCAL ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt [2025-11-26T21:27:12.194491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:12.194537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:12.194577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:12.194677] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:12.252736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:12.253398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:12.253492] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:12.253542] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:12.372048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:12.372200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:12.372253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:12.372293] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:12.375583] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=4.18%) [2025-11-26T21:27:12.375923] [INFO ] [FORECASTER] Completed predict_future for HNDL [2025-11-26T21:27:12.376068] [INFO ] [sig ] HNDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:12.519546] [INFO ] [LOCAL ] Saved forecast: HNDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HNDL.txt [2025-11-26T21:27:12.519764] [INFO ] [sig ] [1540/3599] Completed HNDL in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:12.519826] [INFO ] [sig ] [1541/3599] Forecasting HNI... [2025-11-26T21:27:12.519869] [INFO ] [sig ] Generating forecast for: HNI [2025-11-26T21:27:12.519912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-11-26T21:27:12.530512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNI'. [2025-11-26T21:27:12.530936] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-11-26T21:27:12.531815] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-11-26T21:27:12.531892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:12.531947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:12.531998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:12.532085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:12.589596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:12.590515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:12.590629] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:12.590706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:12.712058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:12.712258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:12.712316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:12.712367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:12.715845] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=35.85%) [2025-11-26T21:27:12.716173] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-11-26T21:27:12.716331] [INFO ] [sig ] HNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:12.857571] [INFO ] [LOCAL ] Saved forecast: HNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HNI.txt [2025-11-26T21:27:12.857746] [INFO ] [sig ] [1541/3599] Completed HNI in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:12.857812] [INFO ] [sig ] [1542/3599] Forecasting HNRG... [2025-11-26T21:27:12.857866] [INFO ] [sig ] Generating forecast for: HNRG [2025-11-26T21:27:12.857945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'. [2025-11-26T21:27:12.868118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNRG'. [2025-11-26T21:27:12.868447] [INFO ] [FORECASTER] Starting predict_future for HNRG [2025-11-26T21:27:12.869256] [DEBUG] [LOCAL ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt [2025-11-26T21:27:12.869329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:12.869375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:12.869414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:12.869495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:12.927933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:12.928594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:12.928707] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:12.928758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:13.046405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:13.046555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:13.046611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:13.046667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:13.049994] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-11-26T21:27:13.050301] [INFO ] [FORECASTER] Completed predict_future for HNRG [2025-11-26T21:27:13.050446] [INFO ] [sig ] HNRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:13.193430] [INFO ] [LOCAL ] Saved forecast: HNRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HNRG.txt [2025-11-26T21:27:13.193581] [INFO ] [sig ] [1542/3599] Completed HNRG in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:13.193634] [INFO ] [sig ] [1543/3599] Forecasting HOG... [2025-11-26T21:27:13.193699] [INFO ] [sig ] Generating forecast for: HOG [2025-11-26T21:27:13.193737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-11-26T21:27:13.203705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOG'. [2025-11-26T21:27:13.203998] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-11-26T21:27:13.204802] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-11-26T21:27:13.204870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:13.204914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:13.204951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:13.205020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:13.263605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:13.264288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:13.264397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:13.264447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:13.382287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:13.382450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:13.382500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:13.382541] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:13.386011] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=93.70%) [2025-11-26T21:27:13.386310] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-11-26T21:27:13.386454] [INFO ] [sig ] HOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:13.534158] [INFO ] [LOCAL ] Saved forecast: HOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOG.txt [2025-11-26T21:27:13.534339] [INFO ] [sig ] [1543/3599] Completed HOG in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:13.534395] [INFO ] [sig ] [1544/3599] Forecasting HOLO... [2025-11-26T21:27:13.534434] [INFO ] [sig ] Generating forecast for: HOLO [2025-11-26T21:27:13.534501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'. [2025-11-26T21:27:13.544706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLO'. [2025-11-26T21:27:13.545002] [INFO ] [FORECASTER] Starting predict_future for HOLO [2025-11-26T21:27:13.545829] [DEBUG] [LOCAL ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt [2025-11-26T21:27:13.545920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:13.545983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:13.546038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:13.546135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:13.604250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:13.604919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:13.605016] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:13.605068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:13.722830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:13.722987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:13.723068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:13.723139] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:13.726588] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-11-26T21:27:13.726928] [INFO ] [FORECASTER] Completed predict_future for HOLO [2025-11-26T21:27:13.727099] [INFO ] [sig ] HOLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:13.869275] [INFO ] [LOCAL ] Saved forecast: HOLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOLO.txt [2025-11-26T21:27:13.869440] [INFO ] [sig ] [1544/3599] Completed HOLO in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:13.869515] [INFO ] [sig ] [1545/3599] Forecasting HOLX... [2025-11-26T21:27:13.869603] [INFO ] [sig ] Generating forecast for: HOLX [2025-11-26T21:27:13.869687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'. [2025-11-26T21:27:13.879621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLX'. [2025-11-26T21:27:13.879985] [INFO ] [FORECASTER] Starting predict_future for HOLX [2025-11-26T21:27:13.880804] [DEBUG] [LOCAL ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt [2025-11-26T21:27:13.880882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:13.880945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:13.881003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:13.881104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:13.938861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:13.939590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:13.939716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:13.939788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:14.058852] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:14.059011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:14.059093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:14.059170] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:14.062443] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-11-26T21:27:14.062776] [INFO ] [FORECASTER] Completed predict_future for HOLX [2025-11-26T21:27:14.062934] [INFO ] [sig ] HOLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:14.202952] [INFO ] [LOCAL ] Saved forecast: HOLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOLX.txt [2025-11-26T21:27:14.203113] [INFO ] [sig ] [1545/3599] Completed HOLX in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:14.203206] [INFO ] [sig ] [1546/3599] Forecasting HOMB... [2025-11-26T21:27:14.203269] [INFO ] [sig ] Generating forecast for: HOMB [2025-11-26T21:27:14.203330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-11-26T21:27:14.213324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOMB'. [2025-11-26T21:27:14.213630] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-11-26T21:27:14.214441] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-11-26T21:27:14.214510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:14.214554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:14.214592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:14.214678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:14.272298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:14.272982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:14.273076] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:14.273116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:14.387531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:14.387710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:14.387764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:14.387805] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:14.391172] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=10.94%) [2025-11-26T21:27:14.391465] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-11-26T21:27:14.391607] [INFO ] [sig ] HOMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:14.541611] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOMB.txt [2025-11-26T21:27:14.541887] [INFO ] [sig ] [1546/3599] Completed HOMB in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:14.541967] [INFO ] [sig ] [1547/3599] Forecasting HON... [2025-11-26T21:27:14.542038] [INFO ] [sig ] Generating forecast for: HON [2025-11-26T21:27:14.542101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'. [2025-11-26T21:27:14.554672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HON'. [2025-11-26T21:27:14.555060] [INFO ] [FORECASTER] Starting predict_future for HON [2025-11-26T21:27:14.555856] [DEBUG] [LOCAL ] No optimal features file found for HON: ./output/feature-sets/HON.txt [2025-11-26T21:27:14.555927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:14.555974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:14.556017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:14.556085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:14.612847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:14.613498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:14.613590] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:14.613636] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:14.736507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:14.736872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:14.736933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:14.736976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:14.740462] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: UP (p=98.35%) [2025-11-26T21:27:14.740778] [INFO ] [FORECASTER] Completed predict_future for HON [2025-11-26T21:27:14.740929] [INFO ] [sig ] HON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:14.879448] [INFO ] [LOCAL ] Saved forecast: HON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HON.txt [2025-11-26T21:27:14.879609] [INFO ] [sig ] [1547/3599] Completed HON in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:14.879689] [INFO ] [sig ] [1548/3599] Forecasting HOOD... [2025-11-26T21:27:14.879758] [INFO ] [sig ] Generating forecast for: HOOD [2025-11-26T21:27:14.879796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'. [2025-11-26T21:27:14.890737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOOD'. [2025-11-26T21:27:14.891132] [INFO ] [FORECASTER] Starting predict_future for HOOD [2025-11-26T21:27:14.891971] [DEBUG] [LOCAL ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt [2025-11-26T21:27:14.892041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:14.892090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:14.892128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:14.892196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:14.949166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:14.949857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:14.949954] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:14.949999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:15.067906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:15.068075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:15.068126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:15.068168] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:15.071493] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=66.94%) [2025-11-26T21:27:15.071811] [INFO ] [FORECASTER] Completed predict_future for HOOD [2025-11-26T21:27:15.071958] [INFO ] [sig ] HOOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:15.210340] [INFO ] [LOCAL ] Saved forecast: HOOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOOD.txt [2025-11-26T21:27:15.210486] [INFO ] [sig ] [1548/3599] Completed HOOD in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:15.210538] [INFO ] [sig ] [1549/3599] Forecasting HOPE... [2025-11-26T21:27:15.210581] [INFO ] [sig ] Generating forecast for: HOPE [2025-11-26T21:27:15.210621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'. [2025-11-26T21:27:15.220736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOPE'. [2025-11-26T21:27:15.221053] [INFO ] [FORECASTER] Starting predict_future for HOPE [2025-11-26T21:27:15.221854] [DEBUG] [LOCAL ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt [2025-11-26T21:27:15.221923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:15.221968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:15.222007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:15.222074] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:15.279269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:15.279930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:15.280027] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:15.280069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:15.390399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:15.390570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:15.390624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:15.390685] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:15.394107] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-11-26T21:27:15.394416] [INFO ] [FORECASTER] Completed predict_future for HOPE [2025-11-26T21:27:15.394560] [INFO ] [sig ] HOPE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:15.533342] [INFO ] [LOCAL ] Saved forecast: HOPE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HOPE.txt [2025-11-26T21:27:15.533487] [INFO ] [sig ] [1549/3599] Completed HOPE in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:15.533543] [INFO ] [sig ] [1550/3599] Forecasting HOTH... [2025-11-26T21:27:15.533606] [INFO ] [sig ] Generating forecast for: HOTH [2025-11-26T21:27:15.533666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'. [2025-11-26T21:27:15.547157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOTH'. [2025-11-26T21:27:15.547509] [INFO ] [FORECASTER] Starting predict_future for HOTH [2025-11-26T21:27:15.548376] [DEBUG] [LOCAL ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt [2025-11-26T21:27:15.548446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:15.548492] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:15.548532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:15.548602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:15.605544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:15.606443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:15.606548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:15.606593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:15.723089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:15.723269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:15.723320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:15.723361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:15.726702] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: UP (p=65.60%) [2025-11-26T21:27:15.726989] [INFO ] [FORECASTER] Completed predict_future for HOTH [2025-11-26T21:27:15.727131] [INFO ] [sig ] HOTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:15.865290] [INFO ] [LOCAL ] Saved forecast: HOTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOTH.txt [2025-11-26T21:27:15.865438] [INFO ] [sig ] [1550/3599] Completed HOTH in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:15.865492] [INFO ] [sig ] [1551/3599] Forecasting HOUS... [2025-11-26T21:27:15.865536] [INFO ] [sig ] Generating forecast for: HOUS [2025-11-26T21:27:15.865578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-11-26T21:27:15.875756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOUS'. [2025-11-26T21:27:15.876068] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-11-26T21:27:15.876861] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-11-26T21:27:15.876929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:15.876974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:15.877013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:15.877081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:15.933320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:15.934008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:15.934103] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:15.934152] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:16.056030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:16.056198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:16.056269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:16.056313] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:16.059627] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=70.26%) [2025-11-26T21:27:16.059934] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-11-26T21:27:16.060073] [INFO ] [sig ] HOUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:16.199188] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HOUS.txt [2025-11-26T21:27:16.199337] [INFO ] [sig ] [1551/3599] Completed HOUS in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:16.199390] [INFO ] [sig ] [1552/3599] Forecasting HP... [2025-11-26T21:27:16.199434] [INFO ] [sig ] Generating forecast for: HP [2025-11-26T21:27:16.199476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-11-26T21:27:16.209596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HP'. [2025-11-26T21:27:16.209939] [INFO ] [FORECASTER] Starting predict_future for HP [2025-11-26T21:27:16.210741] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-11-26T21:27:16.210810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:16.210855] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:16.210894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:16.210962] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:16.267223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:16.267898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:16.267990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:16.268037] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:16.382861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:16.383031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:16.383082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:16.383122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:16.386406] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=94.24%) [2025-11-26T21:27:16.386719] [INFO ] [FORECASTER] Completed predict_future for HP [2025-11-26T21:27:16.386859] [INFO ] [sig ] HP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:16.524612] [INFO ] [LOCAL ] Saved forecast: HP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HP.txt [2025-11-26T21:27:16.524775] [INFO ] [sig ] [1552/3599] Completed HP in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:16.524829] [INFO ] [sig ] [1553/3599] Forecasting HPE... [2025-11-26T21:27:16.524878] [INFO ] [sig ] Generating forecast for: HPE [2025-11-26T21:27:16.524949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-11-26T21:27:16.535070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPE'. [2025-11-26T21:27:16.535401] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-11-26T21:27:16.536202] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-11-26T21:27:16.536272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:16.536317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:16.536356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:16.536428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:16.595420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:16.596239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:16.596333] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:16.596379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:16.713761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:16.713956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:16.714010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:16.714051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:16.717360] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=96.41%) [2025-11-26T21:27:16.717682] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-11-26T21:27:16.717824] [INFO ] [sig ] HPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:16.856024] [INFO ] [LOCAL ] Saved forecast: HPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPE.txt [2025-11-26T21:27:16.856171] [INFO ] [sig ] [1553/3599] Completed HPE in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:16.856225] [INFO ] [sig ] [1554/3599] Forecasting HPF... [2025-11-26T21:27:16.856267] [INFO ] [sig ] Generating forecast for: HPF [2025-11-26T21:27:16.856330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-11-26T21:27:16.867519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPF'. [2025-11-26T21:27:16.867921] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-11-26T21:27:16.868751] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-11-26T21:27:16.868821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:16.868867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:16.868908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:16.868978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:16.924434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:16.925115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:16.925213] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:16.925259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:17.042824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:17.043013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:17.043066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:17.043112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:17.046471] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=90.88%) [2025-11-26T21:27:17.046790] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-11-26T21:27:17.046929] [INFO ] [sig ] HPF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:17.186769] [INFO ] [LOCAL ] Saved forecast: HPF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPF.txt [2025-11-26T21:27:17.186960] [INFO ] [sig ] [1554/3599] Completed HPF in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:17.187014] [INFO ] [sig ] [1555/3599] Forecasting HPI... [2025-11-26T21:27:17.187084] [INFO ] [sig ] Generating forecast for: HPI [2025-11-26T21:27:17.187128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-11-26T21:27:17.198311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPI'. [2025-11-26T21:27:17.198716] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-11-26T21:27:17.199536] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-11-26T21:27:17.199610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:17.199690] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:17.199734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:17.199805] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:17.256769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:17.257707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:17.257812] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:17.257863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:17.376555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:17.376771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:17.376824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:17.376865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:17.380321] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=29.13%) [2025-11-26T21:27:17.380622] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-11-26T21:27:17.380789] [INFO ] [sig ] HPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:17.521287] [INFO ] [LOCAL ] Saved forecast: HPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HPI.txt [2025-11-26T21:27:17.521459] [INFO ] [sig ] [1555/3599] Completed HPI in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.8m [2025-11-26T21:27:17.521514] [INFO ] [sig ] [1556/3599] Forecasting HPK... [2025-11-26T21:27:17.521556] [INFO ] [sig ] Generating forecast for: HPK [2025-11-26T21:27:17.521600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'. [2025-11-26T21:27:17.531782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPK'. [2025-11-26T21:27:17.532093] [INFO ] [FORECASTER] Starting predict_future for HPK [2025-11-26T21:27:17.532922] [DEBUG] [LOCAL ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt [2025-11-26T21:27:17.532992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:17.533039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:17.533080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:17.533150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:17.591122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:17.591966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:17.592066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:17.592109] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:17.715573] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:17.715837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:17.715917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:17.715964] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:17.721326] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=1.57%) [2025-11-26T21:27:17.721912] [INFO ] [FORECASTER] Completed predict_future for HPK [2025-11-26T21:27:17.722145] [INFO ] [sig ] HPK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:17.870624] [INFO ] [LOCAL ] Saved forecast: HPK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HPK.txt [2025-11-26T21:27:17.870815] [INFO ] [sig ] [1556/3599] Completed HPK in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.7m [2025-11-26T21:27:17.870871] [INFO ] [sig ] [1557/3599] Forecasting HPP... [2025-11-26T21:27:17.870913] [INFO ] [sig ] Generating forecast for: HPP [2025-11-26T21:27:17.870980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-11-26T21:27:17.881846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPP'. [2025-11-26T21:27:17.882177] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-11-26T21:27:17.882995] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-11-26T21:27:17.883066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:17.883113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:17.883159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:17.883229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:17.942139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:17.942937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:17.943038] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:17.943086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:18.060749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:18.060923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:18.060977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:18.061021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:18.064436] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: UP (p=94.62%) [2025-11-26T21:27:18.064890] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-11-26T21:27:18.065038] [INFO ] [sig ] HPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:18.204711] [INFO ] [LOCAL ] Saved forecast: HPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPP.txt [2025-11-26T21:27:18.204860] [INFO ] [sig ] [1557/3599] Completed HPP in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:18.204910] [INFO ] [sig ] [1558/3599] Forecasting HPQ... [2025-11-26T21:27:18.204954] [INFO ] [sig ] Generating forecast for: HPQ [2025-11-26T21:27:18.205018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-11-26T21:27:18.215308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPQ'. [2025-11-26T21:27:18.215630] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-11-26T21:27:18.216413] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-11-26T21:27:18.216484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:18.216530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:18.216574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:18.216669] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:18.273032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:18.273694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:18.273789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:18.273836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:18.397140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:18.397346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:18.397403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:18.397476] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:18.400883] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=92.05%) [2025-11-26T21:27:18.401177] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-11-26T21:27:18.401319] [INFO ] [sig ] HPQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:18.541854] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPQ.txt [2025-11-26T21:27:18.542017] [INFO ] [sig ] [1558/3599] Completed HPQ in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:18.542081] [INFO ] [sig ] [1559/3599] Forecasting HPS... [2025-11-26T21:27:18.542160] [INFO ] [sig ] Generating forecast for: HPS [2025-11-26T21:27:18.542211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-11-26T21:27:18.553512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPS'. [2025-11-26T21:27:18.553924] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-11-26T21:27:18.554729] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-11-26T21:27:18.554797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:18.554842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:18.554883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:18.554952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:18.612134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:18.613055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:18.613161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:18.613210] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:18.730395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:18.730578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:18.730631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:18.730699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:18.734079] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=57.42%) [2025-11-26T21:27:18.734388] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-11-26T21:27:18.734539] [INFO ] [sig ] HPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:18.877731] [INFO ] [LOCAL ] Saved forecast: HPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HPS.txt [2025-11-26T21:27:18.877902] [INFO ] [sig ] [1559/3599] Completed HPS in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:18.877983] [INFO ] [sig ] [1560/3599] Forecasting HQI... [2025-11-26T21:27:18.878029] [INFO ] [sig ] Generating forecast for: HQI [2025-11-26T21:27:18.878073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'. [2025-11-26T21:27:18.888505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQI'. [2025-11-26T21:27:18.888878] [INFO ] [FORECASTER] Starting predict_future for HQI [2025-11-26T21:27:18.889703] [DEBUG] [LOCAL ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt [2025-11-26T21:27:18.889772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:18.889819] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:18.889860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:18.889931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:18.948266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:18.949183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:18.949285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:18.949332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:19.049716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:19.049911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:19.049966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:19.050010] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:19.053406] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=46.43%) [2025-11-26T21:27:19.053731] [INFO ] [FORECASTER] Completed predict_future for HQI [2025-11-26T21:27:19.053877] [INFO ] [sig ] HQI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:19.194592] [INFO ] [LOCAL ] Saved forecast: HQI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HQI.txt [2025-11-26T21:27:19.194768] [INFO ] [sig ] [1560/3599] Completed HQI in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:19.194825] [INFO ] [sig ] [1561/3599] Forecasting HQL... [2025-11-26T21:27:19.194889] [INFO ] [sig ] Generating forecast for: HQL [2025-11-26T21:27:19.194928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-11-26T21:27:19.205730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQL'. [2025-11-26T21:27:19.206090] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-11-26T21:27:19.206920] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-11-26T21:27:19.206991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:19.207040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:19.207079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:19.207150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:19.265752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:19.266478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:19.266580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:19.266629] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:19.388803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:19.389018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:19.389076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:19.389118] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:19.392705] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-11-26T21:27:19.393062] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-11-26T21:27:19.393224] [INFO ] [sig ] HQL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:19.535668] [INFO ] [LOCAL ] Saved forecast: HQL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HQL.txt [2025-11-26T21:27:19.535847] [INFO ] [sig ] [1561/3599] Completed HQL in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:19.535907] [INFO ] [sig ] [1562/3599] Forecasting HQY... [2025-11-26T21:27:19.535945] [INFO ] [sig ] Generating forecast for: HQY [2025-11-26T21:27:19.535988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'. [2025-11-26T21:27:19.546452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQY'. [2025-11-26T21:27:19.546802] [INFO ] [FORECASTER] Starting predict_future for HQY [2025-11-26T21:27:19.547630] [DEBUG] [LOCAL ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt [2025-11-26T21:27:19.547719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:19.547765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:19.547804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:19.547871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:19.609111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:19.610270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:19.610376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:19.610425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:19.734317] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:19.734512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:19.734566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:19.734628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:19.738174] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=23.31%) [2025-11-26T21:27:19.738479] [INFO ] [FORECASTER] Completed predict_future for HQY [2025-11-26T21:27:19.738622] [INFO ] [sig ] HQY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:19.895477] [INFO ] [LOCAL ] Saved forecast: HQY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HQY.txt [2025-11-26T21:27:19.895687] [INFO ] [sig ] [1562/3599] Completed HQY in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:19.895747] [INFO ] [sig ] [1563/3599] Forecasting HRB... [2025-11-26T21:27:19.895813] [INFO ] [sig ] Generating forecast for: HRB [2025-11-26T21:27:19.895850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-11-26T21:27:19.907070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRB'. [2025-11-26T21:27:19.907467] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-11-26T21:27:19.908446] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-11-26T21:27:19.908535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:19.908605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:19.908685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:19.908776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:19.967843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:19.968849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:19.968953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:19.968996] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:20.089286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:20.089494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:20.089550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:20.089591] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:20.093020] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=38.13%) [2025-11-26T21:27:20.093335] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-11-26T21:27:20.093490] [INFO ] [sig ] HRB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:20.235814] [INFO ] [LOCAL ] Saved forecast: HRB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRB.txt [2025-11-26T21:27:20.235977] [INFO ] [sig ] [1563/3599] Completed HRB in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:20.236032] [INFO ] [sig ] [1564/3599] Forecasting HRL... [2025-11-26T21:27:20.236099] [INFO ] [sig ] Generating forecast for: HRL [2025-11-26T21:27:20.236148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-11-26T21:27:20.246448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRL'. [2025-11-26T21:27:20.246902] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-11-26T21:27:20.247739] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-11-26T21:27:20.247811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:20.247856] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:20.247894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:20.247961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:20.305437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:20.306322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:20.306423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:20.306471] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:20.429416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:20.429610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:20.429679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:20.429723] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:20.433120] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=29.24%) [2025-11-26T21:27:20.433416] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-11-26T21:27:20.433556] [INFO ] [sig ] HRL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:20.572911] [INFO ] [LOCAL ] Saved forecast: HRL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRL.txt [2025-11-26T21:27:20.573076] [INFO ] [sig ] [1564/3599] Completed HRL in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:20.573130] [INFO ] [sig ] [1565/3599] Forecasting HRMY... [2025-11-26T21:27:20.573173] [INFO ] [sig ] Generating forecast for: HRMY [2025-11-26T21:27:20.573214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'. [2025-11-26T21:27:20.583560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRMY'. [2025-11-26T21:27:20.583916] [INFO ] [FORECASTER] Starting predict_future for HRMY [2025-11-26T21:27:20.584703] [DEBUG] [LOCAL ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt [2025-11-26T21:27:20.584771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:20.584815] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:20.584854] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:20.584922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:20.643391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:20.644271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:20.644373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:20.644422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:20.763692] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:20.763889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:20.763944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:20.763988] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:20.767569] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=45.65%) [2025-11-26T21:27:20.767885] [INFO ] [FORECASTER] Completed predict_future for HRMY [2025-11-26T21:27:20.768031] [INFO ] [sig ] HRMY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:20.911520] [INFO ] [LOCAL ] Saved forecast: HRMY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRMY.txt [2025-11-26T21:27:20.911705] [INFO ] [sig ] [1565/3599] Completed HRMY in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:20.911790] [INFO ] [sig ] [1566/3599] Forecasting HRTG... [2025-11-26T21:27:20.911850] [INFO ] [sig ] Generating forecast for: HRTG [2025-11-26T21:27:20.911914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-11-26T21:27:20.923089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTG'. [2025-11-26T21:27:20.923462] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-11-26T21:27:20.924270] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-11-26T21:27:20.924340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:20.924387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:20.924426] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:20.924508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:20.980451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:20.981223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:20.981321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:20.981368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:21.100130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:21.100314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:21.100367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:21.100409] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:21.103995] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-11-26T21:27:21.104291] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-11-26T21:27:21.104437] [INFO ] [sig ] HRTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:21.250988] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRTG.txt [2025-11-26T21:27:21.251156] [INFO ] [sig ] [1566/3599] Completed HRTG in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:21.251212] [INFO ] [sig ] [1567/3599] Forecasting HRTX... [2025-11-26T21:27:21.251280] [INFO ] [sig ] Generating forecast for: HRTX [2025-11-26T21:27:21.251326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'. [2025-11-26T21:27:21.262903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTX'. [2025-11-26T21:27:21.263252] [INFO ] [FORECASTER] Starting predict_future for HRTX [2025-11-26T21:27:21.264061] [DEBUG] [LOCAL ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt [2025-11-26T21:27:21.264131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:21.264176] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:21.264216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:21.264285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:21.320607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:21.321236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:21.321329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:21.321375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:21.439181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:21.439368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:21.439422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:21.439465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:21.442750] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=48.55%) [2025-11-26T21:27:21.443037] [INFO ] [FORECASTER] Completed predict_future for HRTX [2025-11-26T21:27:21.443180] [INFO ] [sig ] HRTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:21.583081] [INFO ] [LOCAL ] Saved forecast: HRTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HRTX.txt [2025-11-26T21:27:21.583249] [INFO ] [sig ] [1567/3599] Completed HRTX in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:21.583315] [INFO ] [sig ] [1568/3599] Forecasting HSAI... [2025-11-26T21:27:21.583366] [INFO ] [sig ] Generating forecast for: HSAI [2025-11-26T21:27:21.583410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'. [2025-11-26T21:27:21.595092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSAI'. [2025-11-26T21:27:21.595413] [INFO ] [FORECASTER] Starting predict_future for HSAI [2025-11-26T21:27:21.596206] [DEBUG] [LOCAL ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt [2025-11-26T21:27:21.596307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:21.596365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:21.596405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:21.596475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:21.654062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:21.654757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:21.654854] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:21.654901] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:21.773828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:21.774012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:21.774068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:21.774111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:21.777477] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: DOWN (p=9.79%) [2025-11-26T21:27:21.777791] [INFO ] [FORECASTER] Completed predict_future for HSAI [2025-11-26T21:27:21.777932] [INFO ] [sig ] HSAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:21.919178] [INFO ] [LOCAL ] Saved forecast: HSAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HSAI.txt [2025-11-26T21:27:21.919368] [INFO ] [sig ] [1568/3599] Completed HSAI in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:21.919447] [INFO ] [sig ] [1569/3599] Forecasting HSBC... [2025-11-26T21:27:21.919486] [INFO ] [sig ] Generating forecast for: HSBC [2025-11-26T21:27:21.919531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-11-26T21:27:21.930834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSBC'. [2025-11-26T21:27:21.931268] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-11-26T21:27:21.932081] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-11-26T21:27:21.932153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:21.932201] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:21.932242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:21.932313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:21.988992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:21.989666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:21.989766] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:21.989815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:22.116076] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:22.116266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:22.116319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:22.116364] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:22.120917] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-11-26T21:27:22.121388] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-11-26T21:27:22.121570] [INFO ] [sig ] HSBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:22.278549] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSBC.txt [2025-11-26T21:27:22.278758] [INFO ] [sig ] [1569/3599] Completed HSBC in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:22.278816] [INFO ] [sig ] [1570/3599] Forecasting HSCS... [2025-11-26T21:27:22.278862] [INFO ] [sig ] Generating forecast for: HSCS [2025-11-26T21:27:22.278933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'. [2025-11-26T21:27:22.292950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSCS'. [2025-11-26T21:27:22.293716] [INFO ] [FORECASTER] Starting predict_future for HSCS [2025-11-26T21:27:22.294792] [DEBUG] [LOCAL ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt [2025-11-26T21:27:22.294886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:22.294947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:22.294992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:22.295068] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:22.357031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:22.358255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:22.358376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:22.358428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:22.474812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:22.475088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:22.475150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:22.475196] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:22.479198] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=47.39%) [2025-11-26T21:27:22.479580] [INFO ] [FORECASTER] Completed predict_future for HSCS [2025-11-26T21:27:22.479800] [INFO ] [sig ] HSCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:22.622609] [INFO ] [LOCAL ] Saved forecast: HSCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HSCS.txt [2025-11-26T21:27:22.622883] [INFO ] [sig ] [1570/3599] Completed HSCS in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:22.622945] [INFO ] [sig ] [1571/3599] Forecasting HSHP... [2025-11-26T21:27:22.622997] [INFO ] [sig ] Generating forecast for: HSHP [2025-11-26T21:27:22.623036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-11-26T21:27:22.635434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSHP'. [2025-11-26T21:27:22.635862] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-11-26T21:27:22.636766] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-11-26T21:27:22.636837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:22.636884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:22.636928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:22.636996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:22.695008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:22.695821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:22.695927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:22.695975] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:22.816706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:22.816892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:22.816949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:22.816992] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:22.820427] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-11-26T21:27:22.820739] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-11-26T21:27:22.820880] [INFO ] [sig ] HSHP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:23.003232] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSHP.txt [2025-11-26T21:27:23.003487] [INFO ] [sig ] [1571/3599] Completed HSHP in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:23.003545] [INFO ] [sig ] [1572/3599] Forecasting HSIC... [2025-11-26T21:27:23.003587] [INFO ] [sig ] Generating forecast for: HSIC [2025-11-26T21:27:23.003627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'. [2025-11-26T21:27:23.013906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSIC'. [2025-11-26T21:27:23.014236] [INFO ] [FORECASTER] Starting predict_future for HSIC [2025-11-26T21:27:23.015039] [DEBUG] [LOCAL ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt [2025-11-26T21:27:23.015109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:23.015154] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:23.015195] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:23.015264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:23.072233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:23.072944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:23.073037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:23.073078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:23.191547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:23.191746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:23.191802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:23.191837] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:23.195160] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=45.19%) [2025-11-26T21:27:23.195451] [INFO ] [FORECASTER] Completed predict_future for HSIC [2025-11-26T21:27:23.195593] [INFO ] [sig ] HSIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:23.336160] [INFO ] [LOCAL ] Saved forecast: HSIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HSIC.txt [2025-11-26T21:27:23.336313] [INFO ] [sig ] [1572/3599] Completed HSIC in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.7m [2025-11-26T21:27:23.336366] [INFO ] [sig ] [1573/3599] Forecasting HSII... [2025-11-26T21:27:23.336414] [INFO ] [sig ] Generating forecast for: HSII [2025-11-26T21:27:23.336471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'. [2025-11-26T21:27:23.349121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSII'. [2025-11-26T21:27:23.349730] [INFO ] [FORECASTER] Starting predict_future for HSII [2025-11-26T21:27:23.350689] [DEBUG] [LOCAL ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt [2025-11-26T21:27:23.350763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:23.350822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:23.350867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:23.350986] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:23.413218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:23.414704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:23.414849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:23.414914] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:23.537939] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:23.538224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:23.538289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:23.538335] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:23.542512] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=92.47%) [2025-11-26T21:27:23.542916] [INFO ] [FORECASTER] Completed predict_future for HSII [2025-11-26T21:27:23.543083] [INFO ] [sig ] HSII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:23.689818] [INFO ] [LOCAL ] Saved forecast: HSII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSII.txt [2025-11-26T21:27:23.690064] [INFO ] [sig ] [1573/3599] Completed HSII in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T21:27:23.690157] [INFO ] [sig ] [1574/3599] Forecasting HSTM... [2025-11-26T21:27:23.690212] [INFO ] [sig ] Generating forecast for: HSTM [2025-11-26T21:27:23.690252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'. [2025-11-26T21:27:23.702814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSTM'. [2025-11-26T21:27:23.703420] [INFO ] [FORECASTER] Starting predict_future for HSTM [2025-11-26T21:27:23.704376] [DEBUG] [LOCAL ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt [2025-11-26T21:27:23.704449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:23.704497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:23.704540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:23.704612] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:23.761536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:23.762692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:23.762809] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:23.762859] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:23.894171] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:23.894388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:23.894445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:23.894487] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:23.898897] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=94.41%) [2025-11-26T21:27:23.899268] [INFO ] [FORECASTER] Completed predict_future for HSTM [2025-11-26T21:27:23.899461] [INFO ] [sig ] HSTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:24.046766] [INFO ] [LOCAL ] Saved forecast: HSTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSTM.txt [2025-11-26T21:27:24.046961] [INFO ] [sig ] [1574/3599] Completed HSTM in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.6m [2025-11-26T21:27:24.047018] [INFO ] [sig ] [1575/3599] Forecasting HSY... [2025-11-26T21:27:24.047094] [INFO ] [sig ] Generating forecast for: HSY [2025-11-26T21:27:24.047133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-11-26T21:27:24.059490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSY'. [2025-11-26T21:27:24.059950] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-11-26T21:27:24.060815] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-11-26T21:27:24.060887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:24.060933] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:24.060974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:24.061056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:24.120434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:24.121326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:24.121426] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:24.121475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:24.241857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:24.242065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:24.242119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:24.242159] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:24.245608] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=57.85%) [2025-11-26T21:27:24.245925] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-11-26T21:27:24.246071] [INFO ] [sig ] HSY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:24.392719] [INFO ] [LOCAL ] Saved forecast: HSY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HSY.txt [2025-11-26T21:27:24.392889] [INFO ] [sig ] [1575/3599] Completed HSY in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:24.392943] [INFO ] [sig ] [1576/3599] Forecasting HTBK... [2025-11-26T21:27:24.392986] [INFO ] [sig ] Generating forecast for: HTBK [2025-11-26T21:27:24.393054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'. [2025-11-26T21:27:24.403455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTBK'. [2025-11-26T21:27:24.403772] [INFO ] [FORECASTER] Starting predict_future for HTBK [2025-11-26T21:27:24.404534] [DEBUG] [LOCAL ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt [2025-11-26T21:27:24.404603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:24.404668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:24.404711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:24.404780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:24.463495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:24.464254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:24.464360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:24.464409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:24.584329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:24.584508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:24.584560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:24.584603] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:24.588059] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=46.46%) [2025-11-26T21:27:24.588386] [INFO ] [FORECASTER] Completed predict_future for HTBK [2025-11-26T21:27:24.588532] [INFO ] [sig ] HTBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:24.729175] [INFO ] [LOCAL ] Saved forecast: HTBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTBK.txt [2025-11-26T21:27:24.729368] [INFO ] [sig ] [1576/3599] Completed HTBK in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:24.729433] [INFO ] [sig ] [1577/3599] Forecasting HTGC... [2025-11-26T21:27:24.729480] [INFO ] [sig ] Generating forecast for: HTGC [2025-11-26T21:27:24.729555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-11-26T21:27:24.741090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTGC'. [2025-11-26T21:27:24.741481] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-11-26T21:27:24.742283] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-11-26T21:27:24.742357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:24.742402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:24.742442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:24.742510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:24.800659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:24.801397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:24.801500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:24.801546] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:24.921745] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:24.921926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:24.921979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:24.922020] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:24.925396] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=77.92%) [2025-11-26T21:27:24.925704] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-11-26T21:27:24.925841] [INFO ] [sig ] HTGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:25.066502] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HTGC.txt [2025-11-26T21:27:25.066675] [INFO ] [sig ] [1577/3599] Completed HTGC in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:25.066730] [INFO ] [sig ] [1578/3599] Forecasting HTH... [2025-11-26T21:27:25.066771] [INFO ] [sig ] Generating forecast for: HTH [2025-11-26T21:27:25.066836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-11-26T21:27:25.076957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTH'. [2025-11-26T21:27:25.077271] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-11-26T21:27:25.078083] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-11-26T21:27:25.078153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:25.078199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:25.078238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:25.078306] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:25.136033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:25.136862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:25.136961] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:25.137008] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:25.253306] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:25.253482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:25.253533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:25.253573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:25.256930] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-11-26T21:27:25.257216] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-11-26T21:27:25.257355] [INFO ] [sig ] HTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:25.398071] [INFO ] [LOCAL ] Saved forecast: HTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTH.txt [2025-11-26T21:27:25.398224] [INFO ] [sig ] [1578/3599] Completed HTH in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:25.398282] [INFO ] [sig ] [1579/3599] Forecasting HTLD... [2025-11-26T21:27:25.398334] [INFO ] [sig ] Generating forecast for: HTLD [2025-11-26T21:27:25.398409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'. [2025-11-26T21:27:25.409792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTLD'. [2025-11-26T21:27:25.410235] [INFO ] [FORECASTER] Starting predict_future for HTLD [2025-11-26T21:27:25.411067] [DEBUG] [LOCAL ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt [2025-11-26T21:27:25.411151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:25.411197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:25.411236] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:25.411301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:25.469089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:25.470062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:25.470169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:25.470216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:25.588589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:25.588768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:25.588822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:25.588861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:25.592237] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=6.87%) [2025-11-26T21:27:25.592523] [INFO ] [FORECASTER] Completed predict_future for HTLD [2025-11-26T21:27:25.592681] [INFO ] [sig ] HTLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:25.731788] [INFO ] [LOCAL ] Saved forecast: HTLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTLD.txt [2025-11-26T21:27:25.731955] [INFO ] [sig ] [1579/3599] Completed HTLD in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:25.732016] [INFO ] [sig ] [1580/3599] Forecasting HTOO... [2025-11-26T21:27:25.732059] [INFO ] [sig ] Generating forecast for: HTOO [2025-11-26T21:27:25.732099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'. [2025-11-26T21:27:25.742540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTOO'. [2025-11-26T21:27:25.742958] [INFO ] [FORECASTER] Starting predict_future for HTOO [2025-11-26T21:27:25.743838] [DEBUG] [LOCAL ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt [2025-11-26T21:27:25.743908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:25.743954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:25.743993] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:25.744061] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:25.802705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:25.803514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:25.803619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:25.803689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:25.920767] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:25.920963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:25.921014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:25.921056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:25.924379] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=3.70%) [2025-11-26T21:27:25.924691] [INFO ] [FORECASTER] Completed predict_future for HTOO [2025-11-26T21:27:25.924833] [INFO ] [sig ] HTOO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:26.069247] [INFO ] [LOCAL ] Saved forecast: HTOO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTOO.txt [2025-11-26T21:27:26.069405] [INFO ] [sig ] [1580/3599] Completed HTOO in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:26.069458] [INFO ] [sig ] [1581/3599] Forecasting HTZ... [2025-11-26T21:27:26.069500] [INFO ] [sig ] Generating forecast for: HTZ [2025-11-26T21:27:26.069543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'. [2025-11-26T21:27:26.080018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTZ'. [2025-11-26T21:27:26.080326] [INFO ] [FORECASTER] Starting predict_future for HTZ [2025-11-26T21:27:26.081166] [DEBUG] [LOCAL ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt [2025-11-26T21:27:26.081237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:26.081284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:26.081325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:26.081396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:26.139329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:26.140071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:26.140171] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:26.140219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:26.262770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:26.262953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:26.263004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:26.263046] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:26.266327] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T21:27:26.266611] [INFO ] [FORECASTER] Completed predict_future for HTZ [2025-11-26T21:27:26.266765] [INFO ] [sig ] HTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:26.408442] [INFO ] [LOCAL ] Saved forecast: HTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HTZ.txt [2025-11-26T21:27:26.408606] [INFO ] [sig ] [1581/3599] Completed HTZ in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:26.408677] [INFO ] [sig ] [1582/3599] Forecasting HUBB... [2025-11-26T21:27:26.408722] [INFO ] [sig ] Generating forecast for: HUBB [2025-11-26T21:27:26.408785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-11-26T21:27:26.421553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBB'. [2025-11-26T21:27:26.422085] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-11-26T21:27:26.423071] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-11-26T21:27:26.423156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:26.423212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:26.423252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:26.423325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:26.481369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:26.482423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:26.482543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:26.482592] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:26.603969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:26.604237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:26.604296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:26.604338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:26.608300] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-11-26T21:27:26.608639] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-11-26T21:27:26.608828] [INFO ] [sig ] HUBB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:26.753211] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUBB.txt [2025-11-26T21:27:26.753474] [INFO ] [sig ] [1582/3599] Completed HUBB in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:26.753581] [INFO ] [sig ] [1583/3599] Forecasting HUBG... [2025-11-26T21:27:26.753668] [INFO ] [sig ] Generating forecast for: HUBG [2025-11-26T21:27:26.753721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'. [2025-11-26T21:27:26.766200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBG'. [2025-11-26T21:27:26.766830] [INFO ] [FORECASTER] Starting predict_future for HUBG [2025-11-26T21:27:26.767931] [DEBUG] [LOCAL ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt [2025-11-26T21:27:26.768007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:26.768057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:26.768101] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:26.768174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:26.826985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:26.828297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:26.828430] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:26.828492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:26.952099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:26.952309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:26.952376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:26.952430] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:26.956075] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=21.30%) [2025-11-26T21:27:26.956392] [INFO ] [FORECASTER] Completed predict_future for HUBG [2025-11-26T21:27:26.956548] [INFO ] [sig ] HUBG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:27.099195] [INFO ] [LOCAL ] Saved forecast: HUBG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HUBG.txt [2025-11-26T21:27:27.099369] [INFO ] [sig ] [1583/3599] Completed HUBG in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:27.099426] [INFO ] [sig ] [1584/3599] Forecasting HUBS... [2025-11-26T21:27:27.099469] [INFO ] [sig ] Generating forecast for: HUBS [2025-11-26T21:27:27.099532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-11-26T21:27:27.110273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBS'. [2025-11-26T21:27:27.110628] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-11-26T21:27:27.111439] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-11-26T21:27:27.111509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:27.111554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:27.111592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:27.111676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:27.169152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:27.169888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:27.169986] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:27.170031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:27.289401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:27.289582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:27.289633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:27.289691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:27.293011] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=62.38%) [2025-11-26T21:27:27.293296] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-11-26T21:27:27.293454] [INFO ] [sig ] HUBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:27.433077] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUBS.txt [2025-11-26T21:27:27.433227] [INFO ] [sig ] [1584/3599] Completed HUBS in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:27.433281] [INFO ] [sig ] [1585/3599] Forecasting HUM... [2025-11-26T21:27:27.433322] [INFO ] [sig ] Generating forecast for: HUM [2025-11-26T21:27:27.433370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-11-26T21:27:27.443828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUM'. [2025-11-26T21:27:27.444128] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-11-26T21:27:27.444928] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-11-26T21:27:27.444999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:27.445082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:27.445128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:27.445198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:27.503341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:27.504355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:27.504459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:27.504505] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:27.623654] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:27.623863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:27.623920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:27.623962] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:27.627414] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=68.09%) [2025-11-26T21:27:27.627787] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-11-26T21:27:27.627938] [INFO ] [sig ] HUM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:27.769782] [INFO ] [LOCAL ] Saved forecast: HUM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUM.txt [2025-11-26T21:27:27.769973] [INFO ] [sig ] [1585/3599] Completed HUM in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:27.770038] [INFO ] [sig ] [1586/3599] Forecasting HUMA... [2025-11-26T21:27:27.770073] [INFO ] [sig ] Generating forecast for: HUMA [2025-11-26T21:27:27.770135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'. [2025-11-26T21:27:27.780613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUMA'. [2025-11-26T21:27:27.780956] [INFO ] [FORECASTER] Starting predict_future for HUMA [2025-11-26T21:27:27.781744] [DEBUG] [LOCAL ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt [2025-11-26T21:27:27.781813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:27.781859] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:27.781899] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:27.781967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:27.839620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:27.840532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:27.840638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:27.840850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:27.963403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:27.963593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:27.963684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:27.963732] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:27.967082] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=33.04%) [2025-11-26T21:27:27.967378] [INFO ] [FORECASTER] Completed predict_future for HUMA [2025-11-26T21:27:27.967553] [INFO ] [sig ] HUMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:28.109772] [INFO ] [LOCAL ] Saved forecast: HUMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HUMA.txt [2025-11-26T21:27:28.109960] [INFO ] [sig ] [1586/3599] Completed HUMA in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:28.110015] [INFO ] [sig ] [1587/3599] Forecasting HUN... [2025-11-26T21:27:28.110059] [INFO ] [sig ] Generating forecast for: HUN [2025-11-26T21:27:28.110102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-11-26T21:27:28.121460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUN'. [2025-11-26T21:27:28.121929] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-11-26T21:27:28.122808] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-11-26T21:27:28.122881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:28.122930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:28.122970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:28.123039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:28.180382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:28.181352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:28.181467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:28.181514] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:28.299043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:28.299225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:28.299278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:28.299321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:28.302628] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=84.91%) [2025-11-26T21:27:28.302934] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-11-26T21:27:28.303073] [INFO ] [sig ] HUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:28.442346] [INFO ] [LOCAL ] Saved forecast: HUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUN.txt [2025-11-26T21:27:28.442491] [INFO ] [sig ] [1587/3599] Completed HUN in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:28.442544] [INFO ] [sig ] [1588/3599] Forecasting HURC... [2025-11-26T21:27:28.442587] [INFO ] [sig ] Generating forecast for: HURC [2025-11-26T21:27:28.442628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'. [2025-11-26T21:27:28.452985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURC'. [2025-11-26T21:27:28.453337] [INFO ] [FORECASTER] Starting predict_future for HURC [2025-11-26T21:27:28.454131] [DEBUG] [LOCAL ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt [2025-11-26T21:27:28.454202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:28.454249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:28.454288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:28.454361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:28.511822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:28.512473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:28.512589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:28.512639] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:28.623620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:28.623793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:28.623844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:28.623888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:28.627175] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T21:27:28.627490] [INFO ] [FORECASTER] Completed predict_future for HURC [2025-11-26T21:27:28.627631] [INFO ] [sig ] HURC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:28.767985] [INFO ] [LOCAL ] Saved forecast: HURC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HURC.txt [2025-11-26T21:27:28.768146] [INFO ] [sig ] [1588/3599] Completed HURC in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:28.768201] [INFO ] [sig ] [1589/3599] Forecasting HURN... [2025-11-26T21:27:28.768245] [INFO ] [sig ] Generating forecast for: HURN [2025-11-26T21:27:28.768315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'. [2025-11-26T21:27:28.778845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURN'. [2025-11-26T21:27:28.779167] [INFO ] [FORECASTER] Starting predict_future for HURN [2025-11-26T21:27:28.779959] [DEBUG] [LOCAL ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt [2025-11-26T21:27:28.780030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:28.780076] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:28.780120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:28.780190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:28.836437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:28.837100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:28.837197] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:28.837244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:28.966480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:28.966682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:28.966736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:28.966778] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:28.970152] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=21.22%) [2025-11-26T21:27:28.970446] [INFO ] [FORECASTER] Completed predict_future for HURN [2025-11-26T21:27:28.970587] [INFO ] [sig ] HURN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:29.111300] [INFO ] [LOCAL ] Saved forecast: HURN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HURN.txt [2025-11-26T21:27:29.111457] [INFO ] [sig ] [1589/3599] Completed HURN in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.6m [2025-11-26T21:27:29.111510] [INFO ] [sig ] [1590/3599] Forecasting HUYA... [2025-11-26T21:27:29.111550] [INFO ] [sig ] Generating forecast for: HUYA [2025-11-26T21:27:29.111822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-11-26T21:27:29.123606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUYA'. [2025-11-26T21:27:29.124254] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-11-26T21:27:29.125149] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-11-26T21:27:29.125228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:29.125314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:29.125380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:29.125487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:29.183391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:29.184212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:29.184329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:29.184398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:29.307166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:29.307346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:29.307398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:29.307459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:29.310889] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=93.39%) [2025-11-26T21:27:29.311189] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-11-26T21:27:29.311332] [INFO ] [sig ] HUYA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:29.450083] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HUYA.txt [2025-11-26T21:27:29.450248] [INFO ] [sig ] [1590/3599] Completed HUYA in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T21:27:29.450308] [INFO ] [sig ] [1591/3599] Forecasting HWC... [2025-11-26T21:27:29.450345] [INFO ] [sig ] Generating forecast for: HWC [2025-11-26T21:27:29.450410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'. [2025-11-26T21:27:29.460254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWC'. [2025-11-26T21:27:29.460567] [INFO ] [FORECASTER] Starting predict_future for HWC [2025-11-26T21:27:29.461357] [DEBUG] [LOCAL ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt [2025-11-26T21:27:29.461429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:29.461479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:29.461513] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:29.461581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:29.518399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:29.519233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:29.519331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:29.519386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:29.642177] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:29.642361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:29.642422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:29.642471] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:29.645861] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=49.12%) [2025-11-26T21:27:29.646152] [INFO ] [FORECASTER] Completed predict_future for HWC [2025-11-26T21:27:29.646295] [INFO ] [sig ] HWC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:29.801266] [INFO ] [LOCAL ] Saved forecast: HWC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HWC.txt [2025-11-26T21:27:29.801452] [INFO ] [sig ] [1591/3599] Completed HWC in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.5m [2025-11-26T21:27:29.801526] [INFO ] [sig ] [1592/3599] Forecasting HWH... [2025-11-26T21:27:29.801572] [INFO ] [sig ] Generating forecast for: HWH [2025-11-26T21:27:29.801615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'. [2025-11-26T21:27:29.812468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWH'. [2025-11-26T21:27:29.812814] [INFO ] [FORECASTER] Starting predict_future for HWH [2025-11-26T21:27:29.813608] [DEBUG] [LOCAL ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt [2025-11-26T21:27:29.813698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:29.813754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:29.813794] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:29.813861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:29.871053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:29.871745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:29.871840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:29.871881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:29.993300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:29.993488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:29.993575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:29.993660] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:29.997030] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=17.03%) [2025-11-26T21:27:29.997353] [INFO ] [FORECASTER] Completed predict_future for HWH [2025-11-26T21:27:29.997549] [INFO ] [sig ] HWH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:30.137187] [INFO ] [LOCAL ] Saved forecast: HWH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HWH.txt [2025-11-26T21:27:30.137362] [INFO ] [sig ] [1592/3599] Completed HWH in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:30.137480] [INFO ] [sig ] [1593/3599] Forecasting HWKN... [2025-11-26T21:27:30.137575] [INFO ] [sig ] Generating forecast for: HWKN [2025-11-26T21:27:30.137688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'. [2025-11-26T21:27:30.148591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWKN'. [2025-11-26T21:27:30.148983] [INFO ] [FORECASTER] Starting predict_future for HWKN [2025-11-26T21:27:30.149894] [DEBUG] [LOCAL ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt [2025-11-26T21:27:30.149967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:30.150031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:30.150089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:30.150169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:30.209208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:30.209936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:30.210032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:30.210074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:30.326873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:30.327092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:30.327187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:30.327273] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:30.330874] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=63.31%) [2025-11-26T21:27:30.331259] [INFO ] [FORECASTER] Completed predict_future for HWKN [2025-11-26T21:27:30.331464] [INFO ] [sig ] HWKN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:30.471475] [INFO ] [LOCAL ] Saved forecast: HWKN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HWKN.txt [2025-11-26T21:27:30.471671] [INFO ] [sig ] [1593/3599] Completed HWKN in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:30.471727] [INFO ] [sig ] [1594/3599] Forecasting HXL... [2025-11-26T21:27:30.471807] [INFO ] [sig ] Generating forecast for: HXL [2025-11-26T21:27:30.471868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-11-26T21:27:30.482804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HXL'. [2025-11-26T21:27:30.483227] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-11-26T21:27:30.484052] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-11-26T21:27:30.484123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:30.484167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:30.484206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:30.484274] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:30.542276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:30.543226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:30.543331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:30.543381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:30.672363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:30.672580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:30.672634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:30.672705] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:30.676182] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=80.90%) [2025-11-26T21:27:30.676500] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-11-26T21:27:30.676671] [INFO ] [sig ] HXL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:30.817498] [INFO ] [LOCAL ] Saved forecast: HXL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HXL.txt [2025-11-26T21:27:30.817675] [INFO ] [sig ] [1594/3599] Completed HXL in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:30.817764] [INFO ] [sig ] [1595/3599] Forecasting HY... [2025-11-26T21:27:30.817808] [INFO ] [sig ] Generating forecast for: HY [2025-11-26T21:27:30.817850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-11-26T21:27:30.828270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HY'. [2025-11-26T21:27:30.828598] [INFO ] [FORECASTER] Starting predict_future for HY [2025-11-26T21:27:30.829439] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-11-26T21:27:30.829514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:30.829560] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:30.829593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:30.829683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:30.887802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:30.888491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:30.888606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:30.888681] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:31.012972] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:31.013169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:31.013221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:31.013261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:31.017406] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=61.04%) [2025-11-26T21:27:31.017750] [INFO ] [FORECASTER] Completed predict_future for HY [2025-11-26T21:27:31.017896] [INFO ] [sig ] HY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:31.165664] [INFO ] [LOCAL ] Saved forecast: HY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HY.txt [2025-11-26T21:27:31.165848] [INFO ] [sig ] [1595/3599] Completed HY in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:31.165925] [INFO ] [sig ] [1596/3599] Forecasting HYFM... [2025-11-26T21:27:31.165977] [INFO ] [sig ] Generating forecast for: HYFM [2025-11-26T21:27:31.166017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'. [2025-11-26T21:27:31.178149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYFM'. [2025-11-26T21:27:31.178574] [INFO ] [FORECASTER] Starting predict_future for HYFM [2025-11-26T21:27:31.179385] [DEBUG] [LOCAL ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt [2025-11-26T21:27:31.179457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:31.179502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:31.179543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:31.179613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:31.240004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:31.240968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:31.241095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:31.241153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:31.375860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:31.376070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:31.376124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:31.376165] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:31.380098] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=33.32%) [2025-11-26T21:27:31.380525] [INFO ] [FORECASTER] Completed predict_future for HYFM [2025-11-26T21:27:31.380726] [INFO ] [sig ] HYFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:31.533021] [INFO ] [LOCAL ] Saved forecast: HYFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HYFM.txt [2025-11-26T21:27:31.533238] [INFO ] [sig ] [1596/3599] Completed HYFM in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:31.533316] [INFO ] [sig ] [1597/3599] Forecasting HYI... [2025-11-26T21:27:31.533402] [INFO ] [sig ] Generating forecast for: HYI [2025-11-26T21:27:31.533442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-11-26T21:27:31.545366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYI'. [2025-11-26T21:27:31.545871] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-11-26T21:27:31.547002] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-11-26T21:27:31.547094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:31.547170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:31.547234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:31.547334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:31.619858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:31.621101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:31.621242] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:31.621313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:31.792961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:31.793199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:31.793292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:31.793386] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:31.798969] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=85.47%) [2025-11-26T21:27:31.799566] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-11-26T21:27:31.799838] [INFO ] [sig ] HYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:32.016665] [INFO ] [LOCAL ] Saved forecast: HYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYI.txt [2025-11-26T21:27:32.016862] [INFO ] [sig ] [1597/3599] Completed HYI in 0.5s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:32.016920] [INFO ] [sig ] [1598/3599] Forecasting HYLS... [2025-11-26T21:27:32.016964] [INFO ] [sig ] Generating forecast for: HYLS [2025-11-26T21:27:32.017032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'. [2025-11-26T21:27:32.029693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYLS'. [2025-11-26T21:27:32.030111] [INFO ] [FORECASTER] Starting predict_future for HYLS [2025-11-26T21:27:32.031051] [DEBUG] [LOCAL ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt [2025-11-26T21:27:32.031137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:32.031195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:32.031245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:32.031334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:32.092137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:32.093115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:32.093222] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:32.093270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:32.218091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:32.218298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:32.218379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:32.218445] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:32.222070] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=1.83%) [2025-11-26T21:27:32.222492] [INFO ] [FORECASTER] Completed predict_future for HYLS [2025-11-26T21:27:32.222708] [INFO ] [sig ] HYLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:32.369859] [INFO ] [LOCAL ] Saved forecast: HYLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HYLS.txt [2025-11-26T21:27:32.370031] [INFO ] [sig ] [1598/3599] Completed HYLS in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:32.370091] [INFO ] [sig ] [1599/3599] Forecasting HYMC... [2025-11-26T21:27:32.370146] [INFO ] [sig ] Generating forecast for: HYMC [2025-11-26T21:27:32.370211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'. [2025-11-26T21:27:32.380611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYMC'. [2025-11-26T21:27:32.380932] [INFO ] [FORECASTER] Starting predict_future for HYMC [2025-11-26T21:27:32.381727] [DEBUG] [LOCAL ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt [2025-11-26T21:27:32.381796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:32.381840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:32.381878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:32.381945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:32.441593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:32.442496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:32.442604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:32.442672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:32.561511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:32.561699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:32.561752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:32.561793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:32.565090] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=93.25%) [2025-11-26T21:27:32.565376] [INFO ] [FORECASTER] Completed predict_future for HYMC [2025-11-26T21:27:32.565514] [INFO ] [sig ] HYMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:32.705950] [INFO ] [LOCAL ] Saved forecast: HYMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYMC.txt [2025-11-26T21:27:32.706109] [INFO ] [sig ] [1599/3599] Completed HYMC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:32.706185] [INFO ] [sig ] [1600/3599] Forecasting HYXF... [2025-11-26T21:27:32.706247] [INFO ] [sig ] Generating forecast for: HYXF [2025-11-26T21:27:32.706312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'. [2025-11-26T21:27:32.717039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYXF'. [2025-11-26T21:27:32.717448] [INFO ] [FORECASTER] Starting predict_future for HYXF [2025-11-26T21:27:32.718273] [DEBUG] [LOCAL ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt [2025-11-26T21:27:32.718344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:32.718390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:32.718429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:32.718511] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:32.774587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:32.775249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:32.775342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:32.775387] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:32.876965] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:32.877130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:32.877181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:32.877222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:32.880495] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-11-26T21:27:32.880807] [INFO ] [FORECASTER] Completed predict_future for HYXF [2025-11-26T21:27:32.880947] [INFO ] [sig ] HYXF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:33.018575] [INFO ] [LOCAL ] Saved forecast: HYXF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYXF.txt [2025-11-26T21:27:33.018781] [INFO ] [sig ] [1600/3599] Completed HYXF in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:33.018834] [INFO ] [sig ] [1601/3599] Forecasting HYZD... [2025-11-26T21:27:33.018878] [INFO ] [sig ] Generating forecast for: HYZD [2025-11-26T21:27:33.018920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'. [2025-11-26T21:27:33.028934] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYZD'. [2025-11-26T21:27:33.029211] [INFO ] [FORECASTER] Starting predict_future for HYZD [2025-11-26T21:27:33.029997] [DEBUG] [LOCAL ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt [2025-11-26T21:27:33.030067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:33.030111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:33.030151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:33.030231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:33.086282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:33.086910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:33.087002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:33.087047] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:33.202967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:33.203127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:33.203177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:33.203219] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:33.206510] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=80.33%) [2025-11-26T21:27:33.206820] [INFO ] [FORECASTER] Completed predict_future for HYZD [2025-11-26T21:27:33.206960] [INFO ] [sig ] HYZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:33.345115] [INFO ] [LOCAL ] Saved forecast: HYZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/HYZD.txt [2025-11-26T21:27:33.345256] [INFO ] [sig ] [1601/3599] Completed HYZD in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:33.345309] [INFO ] [sig ] [1602/3599] Forecasting HZO... [2025-11-26T21:27:33.345351] [INFO ] [sig ] Generating forecast for: HZO [2025-11-26T21:27:33.345396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-11-26T21:27:33.355928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HZO'. [2025-11-26T21:27:33.356229] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-11-26T21:27:33.357024] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-11-26T21:27:33.357093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:33.357138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:33.357177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:33.357245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:33.413673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:33.414296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:33.414390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:33.414435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:33.530370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:33.530520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:33.530569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:33.530614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:33.533842] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=33.69%) [2025-11-26T21:27:33.534129] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-11-26T21:27:33.534270] [INFO ] [sig ] HZO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:33.672712] [INFO ] [LOCAL ] Saved forecast: HZO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/HZO.txt [2025-11-26T21:27:33.672871] [INFO ] [sig ] [1602/3599] Completed HZO in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:33.672924] [INFO ] [sig ] [1603/3599] Forecasting IAC... [2025-11-26T21:27:33.672960] [INFO ] [sig ] Generating forecast for: IAC [2025-11-26T21:27:33.673023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'. [2025-11-26T21:27:33.684198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAC'. [2025-11-26T21:27:33.684579] [INFO ] [FORECASTER] Starting predict_future for IAC [2025-11-26T21:27:33.685437] [DEBUG] [LOCAL ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt [2025-11-26T21:27:33.685525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:33.685582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:33.685624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:33.685717] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:33.743492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:33.744257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:33.744356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:33.744398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:33.863779] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:33.863967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:33.864019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:33.864060] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:33.867404] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=8.92%) [2025-11-26T21:27:33.867729] [INFO ] [FORECASTER] Completed predict_future for IAC [2025-11-26T21:27:33.867875] [INFO ] [sig ] IAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:34.007403] [INFO ] [LOCAL ] Saved forecast: IAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IAC.txt [2025-11-26T21:27:34.007624] [INFO ] [sig ] [1603/3599] Completed IAC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:34.007732] [INFO ] [sig ] [1604/3599] Forecasting IAE... [2025-11-26T21:27:34.007772] [INFO ] [sig ] Generating forecast for: IAE [2025-11-26T21:27:34.007825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-11-26T21:27:34.018301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAE'. [2025-11-26T21:27:34.018624] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-11-26T21:27:34.019423] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-11-26T21:27:34.019493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:34.019542] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:34.019581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:34.019668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:34.075709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:34.076318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:34.076412] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:34.076458] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:34.188591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:34.188761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:34.188813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:34.188854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:34.192145] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=99.59%) [2025-11-26T21:27:34.192442] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-11-26T21:27:34.192593] [INFO ] [sig ] IAE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:34.332655] [INFO ] [LOCAL ] Saved forecast: IAE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IAE.txt [2025-11-26T21:27:34.332798] [INFO ] [sig ] [1604/3599] Completed IAE in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:34.332872] [INFO ] [sig ] [1605/3599] Forecasting IAG... [2025-11-26T21:27:34.332920] [INFO ] [sig ] Generating forecast for: IAG [2025-11-26T21:27:34.332960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-11-26T21:27:34.343106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAG'. [2025-11-26T21:27:34.343407] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-11-26T21:27:34.344195] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-11-26T21:27:34.344264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:34.344308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:34.344347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:34.344415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:34.400590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:34.401329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:34.401422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:34.401469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:34.522735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:34.522883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:34.522933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:34.522974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:34.526203] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-11-26T21:27:34.526495] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-11-26T21:27:34.526636] [INFO ] [sig ] IAG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:34.665653] [INFO ] [LOCAL ] Saved forecast: IAG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IAG.txt [2025-11-26T21:27:34.665791] [INFO ] [sig ] [1605/3599] Completed IAG in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:34.665844] [INFO ] [sig ] [1606/3599] Forecasting IAS... [2025-11-26T21:27:34.665883] [INFO ] [sig ] Generating forecast for: IAS [2025-11-26T21:27:34.665940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'. [2025-11-26T21:27:34.675706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAS'. [2025-11-26T21:27:34.675992] [INFO ] [FORECASTER] Starting predict_future for IAS [2025-11-26T21:27:34.676776] [DEBUG] [LOCAL ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt [2025-11-26T21:27:34.676845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:34.676889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:34.676927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:34.676993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:34.733618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:34.734285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:34.734381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:34.734421] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:34.850888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:34.851013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:34.851066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:34.851108] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:34.854411] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-11-26T21:27:34.854730] [INFO ] [FORECASTER] Completed predict_future for IAS [2025-11-26T21:27:34.854872] [INFO ] [sig ] IAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:34.993542] [INFO ] [LOCAL ] Saved forecast: IAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IAS.txt [2025-11-26T21:27:34.993725] [INFO ] [sig ] [1606/3599] Completed IAS in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:34.993810] [INFO ] [sig ] [1607/3599] Forecasting IBB... [2025-11-26T21:27:34.993861] [INFO ] [sig ] Generating forecast for: IBB [2025-11-26T21:27:34.993902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'. [2025-11-26T21:27:35.004987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBB'. [2025-11-26T21:27:35.005292] [INFO ] [FORECASTER] Starting predict_future for IBB [2025-11-26T21:27:35.006085] [DEBUG] [LOCAL ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt [2025-11-26T21:27:35.006158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:35.006204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:35.006243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:35.006314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:35.062496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:35.063110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:35.063208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:35.063257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:35.182604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:35.182780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:35.182834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:35.182876] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:35.186166] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: DOWN (p=23.32%) [2025-11-26T21:27:35.186451] [INFO ] [FORECASTER] Completed predict_future for IBB [2025-11-26T21:27:35.186596] [INFO ] [sig ] IBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:35.324665] [INFO ] [LOCAL ] Saved forecast: IBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBB.txt [2025-11-26T21:27:35.324814] [INFO ] [sig ] [1607/3599] Completed IBB in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.5m [2025-11-26T21:27:35.324873] [INFO ] [sig ] [1608/3599] Forecasting IBBQ... [2025-11-26T21:27:35.324942] [INFO ] [sig ] Generating forecast for: IBBQ [2025-11-26T21:27:35.324988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'. [2025-11-26T21:27:35.341157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'. [2025-11-26T21:27:35.341765] [INFO ] [FORECASTER] Starting predict_future for IBBQ [2025-11-26T21:27:35.342627] [DEBUG] [LOCAL ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt [2025-11-26T21:27:35.342720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:35.342770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:35.342810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:35.342882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:35.401271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:35.402232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:35.402357] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:35.402409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:35.511033] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:35.511321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:35.511401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:35.511463] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:35.516119] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=21.92%) [2025-11-26T21:27:35.516504] [INFO ] [FORECASTER] Completed predict_future for IBBQ [2025-11-26T21:27:35.516692] [INFO ] [sig ] IBBQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:35.658465] [INFO ] [LOCAL ] Saved forecast: IBBQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBBQ.txt [2025-11-26T21:27:35.658729] [INFO ] [sig ] [1608/3599] Completed IBBQ in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T21:27:35.658788] [INFO ] [sig ] [1609/3599] Forecasting IBCP... [2025-11-26T21:27:35.658836] [INFO ] [sig ] Generating forecast for: IBCP [2025-11-26T21:27:35.658880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'. [2025-11-26T21:27:35.670480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBCP'. [2025-11-26T21:27:35.670857] [INFO ] [FORECASTER] Starting predict_future for IBCP [2025-11-26T21:27:35.671704] [DEBUG] [LOCAL ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt [2025-11-26T21:27:35.671773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:35.671820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:35.671860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:35.671928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:35.728935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:35.729606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:35.729727] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:35.729778] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:35.843328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:35.843555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:35.843622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:35.843691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:35.847291] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-11-26T21:27:35.847659] [INFO ] [FORECASTER] Completed predict_future for IBCP [2025-11-26T21:27:35.847820] [INFO ] [sig ] IBCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:35.986018] [INFO ] [LOCAL ] Saved forecast: IBCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBCP.txt [2025-11-26T21:27:35.986228] [INFO ] [sig ] [1609/3599] Completed IBCP in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.4m [2025-11-26T21:27:35.986289] [INFO ] [sig ] [1610/3599] Forecasting IBEX... [2025-11-26T21:27:35.986333] [INFO ] [sig ] Generating forecast for: IBEX [2025-11-26T21:27:35.986378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'. [2025-11-26T21:27:35.997015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBEX'. [2025-11-26T21:27:35.997401] [INFO ] [FORECASTER] Starting predict_future for IBEX [2025-11-26T21:27:35.998260] [DEBUG] [LOCAL ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt [2025-11-26T21:27:35.998332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:35.998378] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:35.998417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:35.998486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:36.055564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:36.056532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:36.056636] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:36.056710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:36.179798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:36.180004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:36.180081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:36.180124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:36.183491] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=7.09%) [2025-11-26T21:27:36.183807] [INFO ] [FORECASTER] Completed predict_future for IBEX [2025-11-26T21:27:36.183951] [INFO ] [sig ] IBEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:36.327096] [INFO ] [LOCAL ] Saved forecast: IBEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBEX.txt [2025-11-26T21:27:36.327297] [INFO ] [sig ] [1610/3599] Completed IBEX in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:36.327388] [INFO ] [sig ] [1611/3599] Forecasting IBM... [2025-11-26T21:27:36.327435] [INFO ] [sig ] Generating forecast for: IBM [2025-11-26T21:27:36.327485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-11-26T21:27:36.338038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBM'. [2025-11-26T21:27:36.338506] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-11-26T21:27:36.339349] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-11-26T21:27:36.339420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:36.339465] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:36.339504] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:36.339580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:36.395629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:36.396543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:36.396670] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:36.396721] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:36.515768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:36.515972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:36.516027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:36.516069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:36.519502] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=88.64%) [2025-11-26T21:27:36.519837] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-11-26T21:27:36.519985] [INFO ] [sig ] IBM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:36.658753] [INFO ] [LOCAL ] Saved forecast: IBM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBM.txt [2025-11-26T21:27:36.658932] [INFO ] [sig ] [1611/3599] Completed IBM in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:36.658988] [INFO ] [sig ] [1612/3599] Forecasting IBN... [2025-11-26T21:27:36.659054] [INFO ] [sig ] Generating forecast for: IBN [2025-11-26T21:27:36.659095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-11-26T21:27:36.670017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBN'. [2025-11-26T21:27:36.670410] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-11-26T21:27:36.671229] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-11-26T21:27:36.671300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:36.671345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:36.671385] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:36.671451] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:36.728278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:36.729229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:36.729336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:36.729382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:36.850470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:36.850695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:36.850752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:36.850798] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:36.854157] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=33.87%) [2025-11-26T21:27:36.854462] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-11-26T21:27:36.854605] [INFO ] [sig ] IBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:36.994704] [INFO ] [LOCAL ] Saved forecast: IBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBN.txt [2025-11-26T21:27:36.994901] [INFO ] [sig ] [1612/3599] Completed IBN in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:36.994977] [INFO ] [sig ] [1613/3599] Forecasting IBOC... [2025-11-26T21:27:36.995018] [INFO ] [sig ] Generating forecast for: IBOC [2025-11-26T21:27:36.995055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'. [2025-11-26T21:27:37.005422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBOC'. [2025-11-26T21:27:37.005847] [INFO ] [FORECASTER] Starting predict_future for IBOC [2025-11-26T21:27:37.006671] [DEBUG] [LOCAL ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt [2025-11-26T21:27:37.006739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:37.006786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:37.006826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:37.006898] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:37.063428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:37.064297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:37.064396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:37.064444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:37.183576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:37.183772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:37.183826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:37.183861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:37.187231] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: UP (p=62.58%) [2025-11-26T21:27:37.187540] [INFO ] [FORECASTER] Completed predict_future for IBOC [2025-11-26T21:27:37.187709] [INFO ] [sig ] IBOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:37.326619] [INFO ] [LOCAL ] Saved forecast: IBOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBOC.txt [2025-11-26T21:27:37.326775] [INFO ] [sig ] [1613/3599] Completed IBOC in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:37.326828] [INFO ] [sig ] [1614/3599] Forecasting IBP... [2025-11-26T21:27:37.326874] [INFO ] [sig ] Generating forecast for: IBP [2025-11-26T21:27:37.326915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-11-26T21:27:37.336937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBP'. [2025-11-26T21:27:37.337226] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-11-26T21:27:37.338166] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-11-26T21:27:37.338238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:37.338296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:37.338335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:37.338402] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:37.397989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:37.398633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:37.398745] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:37.398791] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:37.517782] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:37.517943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:37.517996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:37.518041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:37.521401] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=4.57%) [2025-11-26T21:27:37.521725] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-11-26T21:27:37.521874] [INFO ] [sig ] IBP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:37.660844] [INFO ] [LOCAL ] Saved forecast: IBP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBP.txt [2025-11-26T21:27:37.660980] [INFO ] [sig ] [1614/3599] Completed IBP in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:37.661033] [INFO ] [sig ] [1615/3599] Forecasting IBRX... [2025-11-26T21:27:37.661073] [INFO ] [sig ] Generating forecast for: IBRX [2025-11-26T21:27:37.661112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'. [2025-11-26T21:27:37.670959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBRX'. [2025-11-26T21:27:37.671262] [INFO ] [FORECASTER] Starting predict_future for IBRX [2025-11-26T21:27:37.672061] [DEBUG] [LOCAL ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt [2025-11-26T21:27:37.672129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:37.672174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:37.672213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:37.672279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:37.729470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:37.730173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:37.730268] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:37.730316] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:37.847190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:37.847311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:37.847361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:37.847402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:37.850790] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=79.04%) [2025-11-26T21:27:37.851079] [INFO ] [FORECASTER] Completed predict_future for IBRX [2025-11-26T21:27:37.851219] [INFO ] [sig ] IBRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:37.989751] [INFO ] [LOCAL ] Saved forecast: IBRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBRX.txt [2025-11-26T21:27:37.989899] [INFO ] [sig ] [1615/3599] Completed IBRX in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:37.989951] [INFO ] [sig ] [1616/3599] Forecasting IBTF... [2025-11-26T21:27:37.989991] [INFO ] [sig ] Generating forecast for: IBTF [2025-11-26T21:27:37.990033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'. [2025-11-26T21:27:38.000433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTF'. [2025-11-26T21:27:38.000775] [INFO ] [FORECASTER] Starting predict_future for IBTF [2025-11-26T21:27:38.001664] [DEBUG] [LOCAL ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt [2025-11-26T21:27:38.001733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:38.001779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:38.001816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:38.001882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:38.059159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:38.059811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:38.059922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:38.059967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:38.167806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:38.167946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:38.167999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:38.168039] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:38.171331] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: DOWN (p=10.47%) [2025-11-26T21:27:38.171632] [INFO ] [FORECASTER] Completed predict_future for IBTF [2025-11-26T21:27:38.171800] [INFO ] [sig ] IBTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:38.311063] [INFO ] [LOCAL ] Saved forecast: IBTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTF.txt [2025-11-26T21:27:38.311209] [INFO ] [sig ] [1616/3599] Completed IBTF in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:38.311262] [INFO ] [sig ] [1617/3599] Forecasting IBTG... [2025-11-26T21:27:38.311303] [INFO ] [sig ] Generating forecast for: IBTG [2025-11-26T21:27:38.311341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'. [2025-11-26T21:27:38.321250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTG'. [2025-11-26T21:27:38.321558] [INFO ] [FORECASTER] Starting predict_future for IBTG [2025-11-26T21:27:38.322353] [DEBUG] [LOCAL ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt [2025-11-26T21:27:38.322424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:38.322470] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:38.322509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:38.322574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:38.378619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:38.379252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:38.379346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:38.379395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:38.500836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:38.500998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:38.501049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:38.501088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:38.504326] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=61.20%) [2025-11-26T21:27:38.504620] [INFO ] [FORECASTER] Completed predict_future for IBTG [2025-11-26T21:27:38.504786] [INFO ] [sig ] IBTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:38.642852] [INFO ] [LOCAL ] Saved forecast: IBTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTG.txt [2025-11-26T21:27:38.642985] [INFO ] [sig ] [1617/3599] Completed IBTG in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:38.643046] [INFO ] [sig ] [1618/3599] Forecasting IBTH... [2025-11-26T21:27:38.643091] [INFO ] [sig ] Generating forecast for: IBTH [2025-11-26T21:27:38.643147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'. [2025-11-26T21:27:38.652919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTH'. [2025-11-26T21:27:38.653209] [INFO ] [FORECASTER] Starting predict_future for IBTH [2025-11-26T21:27:38.654013] [DEBUG] [LOCAL ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt [2025-11-26T21:27:38.654082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:38.654129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:38.654169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:38.654237] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:38.710738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:38.711359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:38.711452] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:38.711492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:38.827482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:38.827628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:38.827694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:38.827733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:38.830963] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=20.27%) [2025-11-26T21:27:38.831247] [INFO ] [FORECASTER] Completed predict_future for IBTH [2025-11-26T21:27:38.831393] [INFO ] [sig ] IBTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:38.971578] [INFO ] [LOCAL ] Saved forecast: IBTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTH.txt [2025-11-26T21:27:38.971774] [INFO ] [sig ] [1618/3599] Completed IBTH in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:38.971844] [INFO ] [sig ] [1619/3599] Forecasting IBTI... [2025-11-26T21:27:38.971884] [INFO ] [sig ] Generating forecast for: IBTI [2025-11-26T21:27:38.971919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'. [2025-11-26T21:27:38.981775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTI'. [2025-11-26T21:27:38.982062] [INFO ] [FORECASTER] Starting predict_future for IBTI [2025-11-26T21:27:38.982847] [DEBUG] [LOCAL ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt [2025-11-26T21:27:38.982915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:38.982981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:38.983024] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:38.983091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:39.039862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:39.040563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:39.040675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:39.040724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:39.163752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:39.163925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:39.163976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:39.164014] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:39.167779] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: UP (p=91.97%) [2025-11-26T21:27:39.168316] [INFO ] [FORECASTER] Completed predict_future for IBTI [2025-11-26T21:27:39.168515] [INFO ] [sig ] IBTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:39.308633] [INFO ] [LOCAL ] Saved forecast: IBTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTI.txt [2025-11-26T21:27:39.308822] [INFO ] [sig ] [1619/3599] Completed IBTI in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:39.308876] [INFO ] [sig ] [1620/3599] Forecasting IBTJ... [2025-11-26T21:27:39.308917] [INFO ] [sig ] Generating forecast for: IBTJ [2025-11-26T21:27:39.308978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'. [2025-11-26T21:27:39.318963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'. [2025-11-26T21:27:39.319295] [INFO ] [FORECASTER] Starting predict_future for IBTJ [2025-11-26T21:27:39.320121] [DEBUG] [LOCAL ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt [2025-11-26T21:27:39.320191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:39.320245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:39.320288] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:39.320367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:39.376452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:39.377329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:39.377447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:39.377497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:39.496701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:39.496903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:39.496969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:39.497021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:39.500408] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=20.49%) [2025-11-26T21:27:39.500729] [INFO ] [FORECASTER] Completed predict_future for IBTJ [2025-11-26T21:27:39.500878] [INFO ] [sig ] IBTJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:39.638222] [INFO ] [LOCAL ] Saved forecast: IBTJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTJ.txt [2025-11-26T21:27:39.638383] [INFO ] [sig ] [1620/3599] Completed IBTJ in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:39.638441] [INFO ] [sig ] [1621/3599] Forecasting IBTK... [2025-11-26T21:27:39.638494] [INFO ] [sig ] Generating forecast for: IBTK [2025-11-26T21:27:39.638565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'. [2025-11-26T21:27:39.648700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTK'. [2025-11-26T21:27:39.649018] [INFO ] [FORECASTER] Starting predict_future for IBTK [2025-11-26T21:27:39.649829] [DEBUG] [LOCAL ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt [2025-11-26T21:27:39.649897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:39.649941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:39.649994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:39.650081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:39.705985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:39.706626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:39.706737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:39.706794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:39.826093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:39.826255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:39.826307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:39.826367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:39.829712] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=21.90%) [2025-11-26T21:27:39.830013] [INFO ] [FORECASTER] Completed predict_future for IBTK [2025-11-26T21:27:39.830162] [INFO ] [sig ] IBTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:39.968536] [INFO ] [LOCAL ] Saved forecast: IBTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IBTK.txt [2025-11-26T21:27:39.968701] [INFO ] [sig ] [1621/3599] Completed IBTK in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:39.968797] [INFO ] [sig ] [1622/3599] Forecasting IBTL... [2025-11-26T21:27:39.968847] [INFO ] [sig ] Generating forecast for: IBTL [2025-11-26T21:27:39.968896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'. [2025-11-26T21:27:39.978766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTL'. [2025-11-26T21:27:39.979080] [INFO ] [FORECASTER] Starting predict_future for IBTL [2025-11-26T21:27:39.979878] [DEBUG] [LOCAL ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt [2025-11-26T21:27:39.979947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:39.979992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:39.980031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:39.980102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:40.038154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:40.038910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:40.039007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:40.039057] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:40.156624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:40.156784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:40.156836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:40.156878] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:40.160155] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=76.13%) [2025-11-26T21:27:40.160455] [INFO ] [FORECASTER] Completed predict_future for IBTL [2025-11-26T21:27:40.160593] [INFO ] [sig ] IBTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:40.299241] [INFO ] [LOCAL ] Saved forecast: IBTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTL.txt [2025-11-26T21:27:40.299387] [INFO ] [sig ] [1622/3599] Completed IBTL in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:40.299451] [INFO ] [sig ] [1623/3599] Forecasting IBTO... [2025-11-26T21:27:40.299489] [INFO ] [sig ] Generating forecast for: IBTO [2025-11-26T21:27:40.299549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'. [2025-11-26T21:27:40.309338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTO'. [2025-11-26T21:27:40.309663] [INFO ] [FORECASTER] Starting predict_future for IBTO [2025-11-26T21:27:40.310430] [DEBUG] [LOCAL ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt [2025-11-26T21:27:40.310506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:40.310555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:40.310589] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:40.310681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:40.366849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:40.367484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:40.367609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:40.367688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:40.491982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:40.492127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:40.492179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:40.492221] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:40.495423] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=84.09%) [2025-11-26T21:27:40.495736] [INFO ] [FORECASTER] Completed predict_future for IBTO [2025-11-26T21:27:40.495874] [INFO ] [sig ] IBTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:40.634379] [INFO ] [LOCAL ] Saved forecast: IBTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IBTO.txt [2025-11-26T21:27:40.634527] [INFO ] [sig ] [1623/3599] Completed IBTO in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.4m [2025-11-26T21:27:40.634591] [INFO ] [sig ] [1624/3599] Forecasting ICE... [2025-11-26T21:27:40.634637] [INFO ] [sig ] Generating forecast for: ICE [2025-11-26T21:27:40.634714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-11-26T21:27:40.645369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICE'. [2025-11-26T21:27:40.645686] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-11-26T21:27:40.646455] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-11-26T21:27:40.646526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:40.646571] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:40.646610] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:40.646701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:40.703052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:40.703727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:40.703820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:40.703870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:40.821026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:40.821219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:40.821269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:40.821311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:40.824615] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-11-26T21:27:40.824927] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-11-26T21:27:40.825074] [INFO ] [sig ] ICE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:40.963763] [INFO ] [LOCAL ] Saved forecast: ICE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICE.txt [2025-11-26T21:27:40.963921] [INFO ] [sig ] [1624/3599] Completed ICE in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T21:27:40.963983] [INFO ] [sig ] [1625/3599] Forecasting ICFI... [2025-11-26T21:27:40.964024] [INFO ] [sig ] Generating forecast for: ICFI [2025-11-26T21:27:40.964080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'. [2025-11-26T21:27:40.974186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICFI'. [2025-11-26T21:27:40.974496] [INFO ] [FORECASTER] Starting predict_future for ICFI [2025-11-26T21:27:40.975303] [DEBUG] [LOCAL ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt [2025-11-26T21:27:40.975373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:40.975429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:40.975470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:40.975536] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:41.034275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:41.035084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:41.035185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:41.035238] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:41.156131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:41.156279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:41.156333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:41.156371] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:41.159742] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=77.32%) [2025-11-26T21:27:41.160025] [INFO ] [FORECASTER] Completed predict_future for ICFI [2025-11-26T21:27:41.160165] [INFO ] [sig ] ICFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:41.298365] [INFO ] [LOCAL ] Saved forecast: ICFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICFI.txt [2025-11-26T21:27:41.298521] [INFO ] [sig ] [1625/3599] Completed ICFI in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T21:27:41.298582] [INFO ] [sig ] [1626/3599] Forecasting ICL... [2025-11-26T21:27:41.298620] [INFO ] [sig ] Generating forecast for: ICL [2025-11-26T21:27:41.298699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-11-26T21:27:41.308731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICL'. [2025-11-26T21:27:41.309085] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-11-26T21:27:41.309882] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-11-26T21:27:41.309952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:41.310035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:41.310083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:41.310155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:41.368004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:41.368708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:41.368825] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:41.368875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:41.493705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:41.493869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:41.493922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:41.493963] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:41.497343] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=63.63%) [2025-11-26T21:27:41.497686] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-11-26T21:27:41.497836] [INFO ] [sig ] ICL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:41.637689] [INFO ] [LOCAL ] Saved forecast: ICL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICL.txt [2025-11-26T21:27:41.637852] [INFO ] [sig ] [1626/3599] Completed ICL in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T21:27:41.637911] [INFO ] [sig ] [1627/3599] Forecasting ICLN... [2025-11-26T21:27:41.637954] [INFO ] [sig ] Generating forecast for: ICLN [2025-11-26T21:27:41.638014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'. [2025-11-26T21:27:41.648172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICLN'. [2025-11-26T21:27:41.648499] [INFO ] [FORECASTER] Starting predict_future for ICLN [2025-11-26T21:27:41.649298] [DEBUG] [LOCAL ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt [2025-11-26T21:27:41.649368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:41.649413] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:41.649451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:41.649519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:41.705790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:41.706502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:41.706600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:41.706662] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:41.826942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:41.827118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:41.827169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:41.827210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:41.830578] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-11-26T21:27:41.830901] [INFO ] [FORECASTER] Completed predict_future for ICLN [2025-11-26T21:27:41.831041] [INFO ] [sig ] ICLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:41.969325] [INFO ] [LOCAL ] Saved forecast: ICLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICLN.txt [2025-11-26T21:27:41.969473] [INFO ] [sig ] [1627/3599] Completed ICLN in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.3m [2025-11-26T21:27:41.969530] [INFO ] [sig ] [1628/3599] Forecasting ICMB... [2025-11-26T21:27:41.969572] [INFO ] [sig ] Generating forecast for: ICMB [2025-11-26T21:27:41.969612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'. [2025-11-26T21:27:41.979836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICMB'. [2025-11-26T21:27:41.980175] [INFO ] [FORECASTER] Starting predict_future for ICMB [2025-11-26T21:27:41.980969] [DEBUG] [LOCAL ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt [2025-11-26T21:27:41.981038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:41.981083] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:41.981123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:41.981190] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:42.037681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:42.038459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:42.038556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:42.038601] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:42.149336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:42.149656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:42.149711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:42.149752] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:42.153135] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=0.70%) [2025-11-26T21:27:42.153444] [INFO ] [FORECASTER] Completed predict_future for ICMB [2025-11-26T21:27:42.153586] [INFO ] [sig ] ICMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:42.291431] [INFO ] [LOCAL ] Saved forecast: ICMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ICMB.txt [2025-11-26T21:27:42.291578] [INFO ] [sig ] [1628/3599] Completed ICMB in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:42.291632] [INFO ] [sig ] [1629/3599] Forecasting ICOP... [2025-11-26T21:27:42.291701] [INFO ] [sig ] Generating forecast for: ICOP [2025-11-26T21:27:42.291753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'. [2025-11-26T21:27:42.302574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICOP'. [2025-11-26T21:27:42.302965] [INFO ] [FORECASTER] Starting predict_future for ICOP [2025-11-26T21:27:42.303767] [DEBUG] [LOCAL ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt [2025-11-26T21:27:42.303836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:42.303881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:42.303920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:42.303986] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:42.359639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:42.360321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:42.360416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:42.360456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:42.470058] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:42.470218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:42.470269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:42.470305] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:42.473563] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=51.75%) [2025-11-26T21:27:42.473876] [INFO ] [FORECASTER] Completed predict_future for ICOP [2025-11-26T21:27:42.474016] [INFO ] [sig ] ICOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:42.612744] [INFO ] [LOCAL ] Saved forecast: ICOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICOP.txt [2025-11-26T21:27:42.612931] [INFO ] [sig ] [1629/3599] Completed ICOP in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:42.613027] [INFO ] [sig ] [1630/3599] Forecasting ICUI... [2025-11-26T21:27:42.613072] [INFO ] [sig ] Generating forecast for: ICUI [2025-11-26T21:27:42.613114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'. [2025-11-26T21:27:42.624518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICUI'. [2025-11-26T21:27:42.624953] [INFO ] [FORECASTER] Starting predict_future for ICUI [2025-11-26T21:27:42.625764] [DEBUG] [LOCAL ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt [2025-11-26T21:27:42.625834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:42.625880] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:42.625919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:42.625987] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:42.681974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:42.682575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:42.682689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:42.682743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:42.796987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:42.797110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:42.797160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:42.797201] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:42.800381] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: UP (p=50.31%) [2025-11-26T21:27:42.800682] [INFO ] [FORECASTER] Completed predict_future for ICUI [2025-11-26T21:27:42.800819] [INFO ] [sig ] ICUI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:42.939106] [INFO ] [LOCAL ] Saved forecast: ICUI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ICUI.txt [2025-11-26T21:27:42.939236] [INFO ] [sig ] [1630/3599] Completed ICUI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:42.939290] [INFO ] [sig ] [1631/3599] Forecasting IDA... [2025-11-26T21:27:42.939327] [INFO ] [sig ] Generating forecast for: IDA [2025-11-26T21:27:42.939372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-11-26T21:27:42.950790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDA'. [2025-11-26T21:27:42.951172] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-11-26T21:27:42.952023] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-11-26T21:27:42.952091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:42.952136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:42.952174] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:42.952241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:43.008359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:43.009270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:43.009374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:43.009420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:43.126328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:43.126521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:43.126575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:43.126616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:43.130107] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=58.16%) [2025-11-26T21:27:43.130413] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-11-26T21:27:43.130568] [INFO ] [sig ] IDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:43.267573] [INFO ] [LOCAL ] Saved forecast: IDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IDA.txt [2025-11-26T21:27:43.267737] [INFO ] [sig ] [1631/3599] Completed IDA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:43.267801] [INFO ] [sig ] [1632/3599] Forecasting IDAI... [2025-11-26T21:27:43.267842] [INFO ] [sig ] Generating forecast for: IDAI [2025-11-26T21:27:43.267884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'. [2025-11-26T21:27:43.278387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDAI'. [2025-11-26T21:27:43.278747] [INFO ] [FORECASTER] Starting predict_future for IDAI [2025-11-26T21:27:43.279531] [DEBUG] [LOCAL ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt [2025-11-26T21:27:43.279599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:43.279663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:43.279704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:43.279776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:43.336290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:43.336936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:43.337031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:43.337076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:43.454922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:43.455080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:43.455131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:43.455190] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:43.458486] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=0.21%) [2025-11-26T21:27:43.458819] [INFO ] [FORECASTER] Completed predict_future for IDAI [2025-11-26T21:27:43.458976] [INFO ] [sig ] IDAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:43.597226] [INFO ] [LOCAL ] Saved forecast: IDAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDAI.txt [2025-11-26T21:27:43.597360] [INFO ] [sig ] [1632/3599] Completed IDAI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:43.597418] [INFO ] [sig ] [1633/3599] Forecasting IDCC... [2025-11-26T21:27:43.597471] [INFO ] [sig ] Generating forecast for: IDCC [2025-11-26T21:27:43.597517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'. [2025-11-26T21:27:43.608552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDCC'. [2025-11-26T21:27:43.608940] [INFO ] [FORECASTER] Starting predict_future for IDCC [2025-11-26T21:27:43.609774] [DEBUG] [LOCAL ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt [2025-11-26T21:27:43.609843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:43.609889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:43.609928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:43.609996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:43.666289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:43.666932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:43.667030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:43.667075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:43.783029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:43.783180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:43.783232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:43.783274] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:43.786473] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=62.99%) [2025-11-26T21:27:43.786787] [INFO ] [FORECASTER] Completed predict_future for IDCC [2025-11-26T21:27:43.786929] [INFO ] [sig ] IDCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:43.924903] [INFO ] [LOCAL ] Saved forecast: IDCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IDCC.txt [2025-11-26T21:27:43.925044] [INFO ] [sig ] [1633/3599] Completed IDCC in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:43.925097] [INFO ] [sig ] [1634/3599] Forecasting IDE... [2025-11-26T21:27:43.925163] [INFO ] [sig ] Generating forecast for: IDE [2025-11-26T21:27:43.925214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-11-26T21:27:43.935102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDE'. [2025-11-26T21:27:43.935412] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-11-26T21:27:43.936212] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-11-26T21:27:43.936282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:43.936327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:43.936374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:43.936442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:43.992308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:43.992936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:43.993031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:43.993077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:44.108403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:44.108532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:44.108575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:44.108617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:44.111846] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-11-26T21:27:44.112128] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-11-26T21:27:44.112270] [INFO ] [sig ] IDE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:44.250848] [INFO ] [LOCAL ] Saved forecast: IDE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IDE.txt [2025-11-26T21:27:44.250995] [INFO ] [sig ] [1634/3599] Completed IDE in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:44.251048] [INFO ] [sig ] [1635/3599] Forecasting IDN... [2025-11-26T21:27:44.251092] [INFO ] [sig ] Generating forecast for: IDN [2025-11-26T21:27:44.251133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'. [2025-11-26T21:27:44.262270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDN'. [2025-11-26T21:27:44.262696] [INFO ] [FORECASTER] Starting predict_future for IDN [2025-11-26T21:27:44.263601] [DEBUG] [LOCAL ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt [2025-11-26T21:27:44.263697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:44.263769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:44.263836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:44.263945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:44.323788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:44.324472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:44.324580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:44.324665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:44.444979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:44.445127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:44.445194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:44.445250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:44.448562] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=48.99%) [2025-11-26T21:27:44.448940] [INFO ] [FORECASTER] Completed predict_future for IDN [2025-11-26T21:27:44.449098] [INFO ] [sig ] IDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:44.589630] [INFO ] [LOCAL ] Saved forecast: IDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDN.txt [2025-11-26T21:27:44.589816] [INFO ] [sig ] [1635/3599] Completed IDN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:44.589899] [INFO ] [sig ] [1636/3599] Forecasting IDXX... [2025-11-26T21:27:44.589958] [INFO ] [sig ] Generating forecast for: IDXX [2025-11-26T21:27:44.590040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'. [2025-11-26T21:27:44.600216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDXX'. [2025-11-26T21:27:44.600561] [INFO ] [FORECASTER] Starting predict_future for IDXX [2025-11-26T21:27:44.601392] [DEBUG] [LOCAL ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt [2025-11-26T21:27:44.601464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:44.601509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:44.601541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:44.601624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:44.657771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:44.658384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:44.658478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:44.658524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:44.778801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:44.778947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:44.778997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:44.779033] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:44.782297] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=5.29%) [2025-11-26T21:27:44.782593] [INFO ] [FORECASTER] Completed predict_future for IDXX [2025-11-26T21:27:44.782760] [INFO ] [sig ] IDXX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:44.920424] [INFO ] [LOCAL ] Saved forecast: IDXX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDXX.txt [2025-11-26T21:27:44.920572] [INFO ] [sig ] [1636/3599] Completed IDXX in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:44.920627] [INFO ] [sig ] [1637/3599] Forecasting IDYA... [2025-11-26T21:27:44.920694] [INFO ] [sig ] Generating forecast for: IDYA [2025-11-26T21:27:44.920737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'. [2025-11-26T21:27:44.930591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDYA'. [2025-11-26T21:27:44.930927] [INFO ] [FORECASTER] Starting predict_future for IDYA [2025-11-26T21:27:44.931718] [DEBUG] [LOCAL ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt [2025-11-26T21:27:44.931786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:44.931832] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:44.931877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:44.931943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:44.988261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:44.988920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:44.989015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:44.989060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:45.107536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:45.107716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:45.107777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:45.107815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:45.111163] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=5.06%) [2025-11-26T21:27:45.111450] [INFO ] [FORECASTER] Completed predict_future for IDYA [2025-11-26T21:27:45.111591] [INFO ] [sig ] IDYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:45.249740] [INFO ] [LOCAL ] Saved forecast: IDYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IDYA.txt [2025-11-26T21:27:45.249909] [INFO ] [sig ] [1637/3599] Completed IDYA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:45.249970] [INFO ] [sig ] [1638/3599] Forecasting IEF... [2025-11-26T21:27:45.250011] [INFO ] [sig ] Generating forecast for: IEF [2025-11-26T21:27:45.250070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'. [2025-11-26T21:27:45.260174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEF'. [2025-11-26T21:27:45.260471] [INFO ] [FORECASTER] Starting predict_future for IEF [2025-11-26T21:27:45.261258] [DEBUG] [LOCAL ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt [2025-11-26T21:27:45.261341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:45.261388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:45.261432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:45.261497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:45.317533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:45.318179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:45.318273] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:45.318318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:45.438415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:45.438609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:45.438683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:45.438729] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:45.442267] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=19.58%) [2025-11-26T21:27:45.442575] [INFO ] [FORECASTER] Completed predict_future for IEF [2025-11-26T21:27:45.442740] [INFO ] [sig ] IEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:45.580675] [INFO ] [LOCAL ] Saved forecast: IEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IEF.txt [2025-11-26T21:27:45.580808] [INFO ] [sig ] [1638/3599] Completed IEF in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:45.580866] [INFO ] [sig ] [1639/3599] Forecasting IEI... [2025-11-26T21:27:45.580903] [INFO ] [sig ] Generating forecast for: IEI [2025-11-26T21:27:45.580945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'. [2025-11-26T21:27:45.592535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEI'. [2025-11-26T21:27:45.592915] [INFO ] [FORECASTER] Starting predict_future for IEI [2025-11-26T21:27:45.593769] [DEBUG] [LOCAL ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt [2025-11-26T21:27:45.593854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:45.593916] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:45.593971] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:45.594069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:45.650265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:45.650935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:45.651047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:45.651111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:45.773734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:45.773910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:45.773979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:45.774047] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:45.777402] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=75.01%) [2025-11-26T21:27:45.777762] [INFO ] [FORECASTER] Completed predict_future for IEI [2025-11-26T21:27:45.777929] [INFO ] [sig ] IEI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:45.914682] [INFO ] [LOCAL ] Saved forecast: IEI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IEI.txt [2025-11-26T21:27:45.914826] [INFO ] [sig ] [1639/3599] Completed IEI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:45.914900] [INFO ] [sig ] [1640/3599] Forecasting IEP... [2025-11-26T21:27:45.914970] [INFO ] [sig ] Generating forecast for: IEP [2025-11-26T21:27:45.915036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'. [2025-11-26T21:27:45.925716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEP'. [2025-11-26T21:27:45.926056] [INFO ] [FORECASTER] Starting predict_future for IEP [2025-11-26T21:27:45.926947] [DEBUG] [LOCAL ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt [2025-11-26T21:27:45.927021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:45.927086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:45.927154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:45.927265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:45.983324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:45.984006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:45.984109] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:45.984182] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:46.107765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:46.107935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:46.108019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:46.108089] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:46.111732] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=52.02%) [2025-11-26T21:27:46.112067] [INFO ] [FORECASTER] Completed predict_future for IEP [2025-11-26T21:27:46.112265] [INFO ] [sig ] IEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:46.253864] [INFO ] [LOCAL ] Saved forecast: IEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IEP.txt [2025-11-26T21:27:46.254016] [INFO ] [sig ] [1640/3599] Completed IEP in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.3m [2025-11-26T21:27:46.254069] [INFO ] [sig ] [1641/3599] Forecasting IESC... [2025-11-26T21:27:46.254118] [INFO ] [sig ] Generating forecast for: IESC [2025-11-26T21:27:46.254160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'. [2025-11-26T21:27:46.264792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IESC'. [2025-11-26T21:27:46.265089] [INFO ] [FORECASTER] Starting predict_future for IESC [2025-11-26T21:27:46.265875] [DEBUG] [LOCAL ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt [2025-11-26T21:27:46.265945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:46.265991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:46.266030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:46.266102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:46.322093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:46.322721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:46.322816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:46.322870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:46.438854] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:46.438992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:46.439045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:46.439086] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:46.442349] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=8.23%) [2025-11-26T21:27:46.442634] [INFO ] [FORECASTER] Completed predict_future for IESC [2025-11-26T21:27:46.442803] [INFO ] [sig ] IESC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:46.588132] [INFO ] [LOCAL ] Saved forecast: IESC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IESC.txt [2025-11-26T21:27:46.588337] [INFO ] [sig ] [1641/3599] Completed IESC in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:27:46.588396] [INFO ] [sig ] [1642/3599] Forecasting IEX... [2025-11-26T21:27:46.588437] [INFO ] [sig ] Generating forecast for: IEX [2025-11-26T21:27:46.588475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-11-26T21:27:46.599499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEX'. [2025-11-26T21:27:46.599827] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-11-26T21:27:46.600584] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-11-26T21:27:46.600673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:46.600728] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:46.600767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:46.600840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:46.656598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:46.657222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:46.657326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:46.657373] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:46.770378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:46.770514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:46.770563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:46.770609] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:46.773851] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=3.92%) [2025-11-26T21:27:46.774138] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-11-26T21:27:46.774277] [INFO ] [sig ] IEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:46.914016] [INFO ] [LOCAL ] Saved forecast: IEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IEX.txt [2025-11-26T21:27:46.914204] [INFO ] [sig ] [1642/3599] Completed IEX in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:27:46.914260] [INFO ] [sig ] [1643/3599] Forecasting IFF... [2025-11-26T21:27:46.914304] [INFO ] [sig ] Generating forecast for: IFF [2025-11-26T21:27:46.914344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-11-26T21:27:46.924388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFF'. [2025-11-26T21:27:46.924814] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-11-26T21:27:46.925583] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-11-26T21:27:46.925677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:46.925722] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:46.925763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:46.925828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:46.983045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:46.983921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:46.984017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:46.984068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:47.103677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:47.103830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:47.103882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:47.103927] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:47.107173] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=45.63%) [2025-11-26T21:27:47.107526] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-11-26T21:27:47.107694] [INFO ] [sig ] IFF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:47.249701] [INFO ] [LOCAL ] Saved forecast: IFF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IFF.txt [2025-11-26T21:27:47.249874] [INFO ] [sig ] [1643/3599] Completed IFF in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:27:47.249935] [INFO ] [sig ] [1644/3599] Forecasting IFN... [2025-11-26T21:27:47.249970] [INFO ] [sig ] Generating forecast for: IFN [2025-11-26T21:27:47.250014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-11-26T21:27:47.260689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFN'. [2025-11-26T21:27:47.260995] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-11-26T21:27:47.261798] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-11-26T21:27:47.261867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:47.261912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:47.261951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:47.262017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:47.318505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:47.319130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:47.319233] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:47.319276] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:47.432297] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:47.432420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:47.432471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:47.432512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:47.435698] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=16.66%) [2025-11-26T21:27:47.435984] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-11-26T21:27:47.436122] [INFO ] [sig ] IFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:47.574316] [INFO ] [LOCAL ] Saved forecast: IFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IFN.txt [2025-11-26T21:27:47.574448] [INFO ] [sig ] [1644/3599] Completed IFN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:27:47.574504] [INFO ] [sig ] [1645/3599] Forecasting IFRX... [2025-11-26T21:27:47.574546] [INFO ] [sig ] Generating forecast for: IFRX [2025-11-26T21:27:47.574587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'. [2025-11-26T21:27:47.585977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFRX'. [2025-11-26T21:27:47.586341] [INFO ] [FORECASTER] Starting predict_future for IFRX [2025-11-26T21:27:47.587188] [DEBUG] [LOCAL ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt [2025-11-26T21:27:47.587259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:47.587306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:47.587345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:47.587413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:47.643878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:47.644800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:47.644907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:47.644954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:47.765181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:47.765385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:47.765459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:47.765503] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:47.768840] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: UP (p=62.42%) [2025-11-26T21:27:47.769128] [INFO ] [FORECASTER] Completed predict_future for IFRX [2025-11-26T21:27:47.769268] [INFO ] [sig ] IFRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:47.910132] [INFO ] [LOCAL ] Saved forecast: IFRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IFRX.txt [2025-11-26T21:27:47.910315] [INFO ] [sig ] [1645/3599] Completed IFRX in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 11.2m [2025-11-26T21:27:47.910379] [INFO ] [sig ] [1646/3599] Forecasting IFS... [2025-11-26T21:27:47.910439] [INFO ] [sig ] Generating forecast for: IFS [2025-11-26T21:27:47.910484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-11-26T21:27:47.920627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFS'. [2025-11-26T21:27:47.921077] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-11-26T21:27:47.921891] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-11-26T21:27:47.921961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:47.922006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:47.922045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:47.922114] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:47.978813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:47.979616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:47.979732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:47.979780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:48.108423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:48.108620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:48.108696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:48.108739] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:48.112076] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=10.95%) [2025-11-26T21:27:48.112376] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-11-26T21:27:48.112520] [INFO ] [sig ] IFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:48.250746] [INFO ] [LOCAL ] Saved forecast: IFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IFS.txt [2025-11-26T21:27:48.250906] [INFO ] [sig ] [1646/3599] Completed IFS in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:48.250960] [INFO ] [sig ] [1647/3599] Forecasting IGA... [2025-11-26T21:27:48.250997] [INFO ] [sig ] Generating forecast for: IGA [2025-11-26T21:27:48.251059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-11-26T21:27:48.262085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGA'. [2025-11-26T21:27:48.262501] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-11-26T21:27:48.263329] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-11-26T21:27:48.263400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:48.263446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:48.263486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:48.263554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:48.320229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:48.320926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:48.321023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:48.321070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:48.440706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:48.440840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:48.440895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:48.440937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:48.444063] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-11-26T21:27:48.444349] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-11-26T21:27:48.444491] [INFO ] [sig ] IGA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:48.585581] [INFO ] [LOCAL ] Saved forecast: IGA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IGA.txt [2025-11-26T21:27:48.585739] [INFO ] [sig ] [1647/3599] Completed IGA in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:48.585801] [INFO ] [sig ] [1648/3599] Forecasting IGD... [2025-11-26T21:27:48.585865] [INFO ] [sig ] Generating forecast for: IGD [2025-11-26T21:27:48.585913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-11-26T21:27:48.595859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGD'. [2025-11-26T21:27:48.596140] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-11-26T21:27:48.596946] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-11-26T21:27:48.597016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:48.597061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:48.597099] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:48.597167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:48.653102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:48.653732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:48.653827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:48.653872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:48.767524] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:48.767661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:48.767713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:48.767753] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:48.770847] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=23.57%) [2025-11-26T21:27:48.771139] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-11-26T21:27:48.771277] [INFO ] [sig ] IGD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:48.908778] [INFO ] [LOCAL ] Saved forecast: IGD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IGD.txt [2025-11-26T21:27:48.908911] [INFO ] [sig ] [1648/3599] Completed IGD in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:48.908971] [INFO ] [sig ] [1649/3599] Forecasting IGF... [2025-11-26T21:27:48.909012] [INFO ] [sig ] Generating forecast for: IGF [2025-11-26T21:27:48.909052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'. [2025-11-26T21:27:48.919269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGF'. [2025-11-26T21:27:48.919556] [INFO ] [FORECASTER] Starting predict_future for IGF [2025-11-26T21:27:48.920346] [DEBUG] [LOCAL ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt [2025-11-26T21:27:48.920415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:48.920472] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:48.920512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:48.920579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:48.976203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:48.976835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:48.976928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:48.976973] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:49.095371] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:49.095503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:49.095553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:49.095593] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:49.098904] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=85.93%) [2025-11-26T21:27:49.099191] [INFO ] [FORECASTER] Completed predict_future for IGF [2025-11-26T21:27:49.099339] [INFO ] [sig ] IGF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:49.237122] [INFO ] [LOCAL ] Saved forecast: IGF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGF.txt [2025-11-26T21:27:49.237251] [INFO ] [sig ] [1649/3599] Completed IGF in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:49.237303] [INFO ] [sig ] [1650/3599] Forecasting IGI... [2025-11-26T21:27:49.237344] [INFO ] [sig ] Generating forecast for: IGI [2025-11-26T21:27:49.237385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-11-26T21:27:49.247792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGI'. [2025-11-26T21:27:49.248126] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-11-26T21:27:49.248998] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-11-26T21:27:49.249069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:49.249116] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:49.249156] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:49.249225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:49.308158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:49.308874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:49.308971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:49.309019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:49.409227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:49.409395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:49.409450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:49.409490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:49.413047] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-11-26T21:27:49.413376] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-11-26T21:27:49.413535] [INFO ] [sig ] IGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:49.550943] [INFO ] [LOCAL ] Saved forecast: IGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGI.txt [2025-11-26T21:27:49.551075] [INFO ] [sig ] [1650/3599] Completed IGI in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:49.551130] [INFO ] [sig ] [1651/3599] Forecasting IGIB... [2025-11-26T21:27:49.551172] [INFO ] [sig ] Generating forecast for: IGIB [2025-11-26T21:27:49.551212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'. [2025-11-26T21:27:49.562354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIB'. [2025-11-26T21:27:49.562677] [INFO ] [FORECASTER] Starting predict_future for IGIB [2025-11-26T21:27:49.563468] [DEBUG] [LOCAL ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt [2025-11-26T21:27:49.563537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:49.563583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:49.563621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:49.563715] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:49.619309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:49.619944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:49.620038] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:49.620082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:49.739381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:49.739507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:49.739551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:49.739595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:49.742831] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=58.84%) [2025-11-26T21:27:49.743120] [INFO ] [FORECASTER] Completed predict_future for IGIB [2025-11-26T21:27:49.743266] [INFO ] [sig ] IGIB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:49.880335] [INFO ] [LOCAL ] Saved forecast: IGIB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGIB.txt [2025-11-26T21:27:49.880468] [INFO ] [sig ] [1651/3599] Completed IGIB in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:49.880523] [INFO ] [sig ] [1652/3599] Forecasting IGIC... [2025-11-26T21:27:49.880564] [INFO ] [sig ] Generating forecast for: IGIC [2025-11-26T21:27:49.880625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'. [2025-11-26T21:27:49.890598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIC'. [2025-11-26T21:27:49.890915] [INFO ] [FORECASTER] Starting predict_future for IGIC [2025-11-26T21:27:49.891721] [DEBUG] [LOCAL ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt [2025-11-26T21:27:49.891790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:49.891835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:49.891874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:49.891944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:49.948502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:49.949246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:49.949346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:49.949388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:50.068892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:50.069081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:50.069135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:50.069176] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:50.072580] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=12.46%) [2025-11-26T21:27:50.072890] [INFO ] [FORECASTER] Completed predict_future for IGIC [2025-11-26T21:27:50.073036] [INFO ] [sig ] IGIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:50.211161] [INFO ] [LOCAL ] Saved forecast: IGIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IGIC.txt [2025-11-26T21:27:50.211291] [INFO ] [sig ] [1652/3599] Completed IGIC in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:50.211344] [INFO ] [sig ] [1653/3599] Forecasting IGSB... [2025-11-26T21:27:50.211395] [INFO ] [sig ] Generating forecast for: IGSB [2025-11-26T21:27:50.211459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'. [2025-11-26T21:27:50.222345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGSB'. [2025-11-26T21:27:50.222742] [INFO ] [FORECASTER] Starting predict_future for IGSB [2025-11-26T21:27:50.223549] [DEBUG] [LOCAL ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt [2025-11-26T21:27:50.223621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:50.223693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:50.223734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:50.223801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:50.279745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:50.280375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:50.280472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:50.280519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:50.397393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:50.397516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:50.397564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:50.397604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:50.400725] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-11-26T21:27:50.401014] [INFO ] [FORECASTER] Completed predict_future for IGSB [2025-11-26T21:27:50.401152] [INFO ] [sig ] IGSB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:50.539319] [INFO ] [LOCAL ] Saved forecast: IGSB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IGSB.txt [2025-11-26T21:27:50.539451] [INFO ] [sig ] [1653/3599] Completed IGSB in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:50.539504] [INFO ] [sig ] [1654/3599] Forecasting IHG... [2025-11-26T21:27:50.539546] [INFO ] [sig ] Generating forecast for: IHG [2025-11-26T21:27:50.539586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-11-26T21:27:50.550141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHG'. [2025-11-26T21:27:50.550422] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-11-26T21:27:50.551209] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-11-26T21:27:50.551279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:50.551323] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:50.551362] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:50.551429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:50.607026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:50.607668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:50.607761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:50.607807] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:50.725192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:50.725323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:50.725371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:50.725411] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:50.728621] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-11-26T21:27:50.728983] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-11-26T21:27:50.729141] [INFO ] [sig ] IHG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:50.867353] [INFO ] [LOCAL ] Saved forecast: IHG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IHG.txt [2025-11-26T21:27:50.867501] [INFO ] [sig ] [1654/3599] Completed IHG in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:50.867655] [INFO ] [sig ] [1655/3599] Forecasting IHS... [2025-11-26T21:27:50.867704] [INFO ] [sig ] Generating forecast for: IHS [2025-11-26T21:27:50.867745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-11-26T21:27:50.877751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHS'. [2025-11-26T21:27:50.878043] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-11-26T21:27:50.878856] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-11-26T21:27:50.878929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:50.878973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:50.879012] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:50.879083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:50.934736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:50.935352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:50.935449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:50.935489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:51.054100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:51.054267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:51.054317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:51.054363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:51.057778] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=78.35%) [2025-11-26T21:27:51.058099] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-11-26T21:27:51.058243] [INFO ] [sig ] IHS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:51.196113] [INFO ] [LOCAL ] Saved forecast: IHS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IHS.txt [2025-11-26T21:27:51.196249] [INFO ] [sig ] [1655/3599] Completed IHS in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:51.196313] [INFO ] [sig ] [1656/3599] Forecasting IIF... [2025-11-26T21:27:51.196364] [INFO ] [sig ] Generating forecast for: IIF [2025-11-26T21:27:51.196417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-11-26T21:27:51.206816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIF'. [2025-11-26T21:27:51.207160] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-11-26T21:27:51.207991] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-11-26T21:27:51.208060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:51.208106] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:51.208144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:51.208210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:51.264148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:51.264855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:51.264955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:51.265000] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:51.377702] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:51.377856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:51.377906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:51.377965] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:51.381256] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=81.72%) [2025-11-26T21:27:51.381547] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-11-26T21:27:51.381711] [INFO ] [sig ] IIF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:51.519830] [INFO ] [LOCAL ] Saved forecast: IIF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IIF.txt [2025-11-26T21:27:51.519976] [INFO ] [sig ] [1656/3599] Completed IIF in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.2m [2025-11-26T21:27:51.520026] [INFO ] [sig ] [1657/3599] Forecasting III... [2025-11-26T21:27:51.520067] [INFO ] [sig ] Generating forecast for: III [2025-11-26T21:27:51.520108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'. [2025-11-26T21:27:51.529876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'III'. [2025-11-26T21:27:51.530169] [INFO ] [FORECASTER] Starting predict_future for III [2025-11-26T21:27:51.530966] [DEBUG] [LOCAL ] No optimal features file found for III: ./output/feature-sets/III.txt [2025-11-26T21:27:51.531035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:51.531079] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:51.531117] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:51.531183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:51.587143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:51.587800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:51.587895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:51.587934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:51.702540] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:51.702678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:51.702724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:51.702765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:51.705945] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=70.55%) [2025-11-26T21:27:51.706229] [INFO ] [FORECASTER] Completed predict_future for III [2025-11-26T21:27:51.706372] [INFO ] [sig ] III: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:51.845654] [INFO ] [LOCAL ] Saved forecast: III 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/III.txt [2025-11-26T21:27:51.845785] [INFO ] [sig ] [1657/3599] Completed III in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:51.845839] [INFO ] [sig ] [1658/3599] Forecasting IIIN... [2025-11-26T21:27:51.845878] [INFO ] [sig ] Generating forecast for: IIIN [2025-11-26T21:27:51.845915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-11-26T21:27:51.855774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIIN'. [2025-11-26T21:27:51.856064] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-11-26T21:27:51.856858] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-11-26T21:27:51.856927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:51.856972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:51.857011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:51.857083] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:51.912926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:51.913578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:51.913688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:51.913750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:52.030778] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:52.030940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:52.030991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:52.031033] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:52.034316] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=85.91%) [2025-11-26T21:27:52.034609] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-11-26T21:27:52.034780] [INFO ] [sig ] IIIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:52.173297] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IIIN.txt [2025-11-26T21:27:52.173440] [INFO ] [sig ] [1658/3599] Completed IIIN in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:52.173494] [INFO ] [sig ] [1659/3599] Forecasting IIM... [2025-11-26T21:27:52.173534] [INFO ] [sig ] Generating forecast for: IIM [2025-11-26T21:27:52.173570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-11-26T21:27:52.183628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIM'. [2025-11-26T21:27:52.183959] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-11-26T21:27:52.184777] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-11-26T21:27:52.184854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:52.184898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:52.184936] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:52.185002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:52.241263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:52.241929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:52.242029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:52.242077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:52.360635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:52.360839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:52.360893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:52.360933] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:52.364347] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-11-26T21:27:52.364674] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-11-26T21:27:52.364817] [INFO ] [sig ] IIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:52.503197] [INFO ] [LOCAL ] Saved forecast: IIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IIM.txt [2025-11-26T21:27:52.503390] [INFO ] [sig ] [1659/3599] Completed IIM in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:52.503446] [INFO ] [sig ] [1660/3599] Forecasting ILMN... [2025-11-26T21:27:52.503489] [INFO ] [sig ] Generating forecast for: ILMN [2025-11-26T21:27:52.503552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'. [2025-11-26T21:27:52.514313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ILMN'. [2025-11-26T21:27:52.514723] [INFO ] [FORECASTER] Starting predict_future for ILMN [2025-11-26T21:27:52.515535] [DEBUG] [LOCAL ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt [2025-11-26T21:27:52.515617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:52.515705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:52.515763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:52.515881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:52.574075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:52.575059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:52.575188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:52.575251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:52.700013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:52.700200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:52.700255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:52.700298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:52.703839] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=71.08%) [2025-11-26T21:27:52.704151] [INFO ] [FORECASTER] Completed predict_future for ILMN [2025-11-26T21:27:52.704296] [INFO ] [sig ] ILMN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:52.843927] [INFO ] [LOCAL ] Saved forecast: ILMN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ILMN.txt [2025-11-26T21:27:52.844084] [INFO ] [sig ] [1660/3599] Completed ILMN in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:52.844138] [INFO ] [sig ] [1661/3599] Forecasting IMAX... [2025-11-26T21:27:52.844182] [INFO ] [sig ] Generating forecast for: IMAX [2025-11-26T21:27:52.844224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-11-26T21:27:52.854945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMAX'. [2025-11-26T21:27:52.855254] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-11-26T21:27:52.856073] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-11-26T21:27:52.856140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:52.856206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:52.856265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:52.856334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:52.913744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:52.914551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:52.914677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:52.914729] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:53.032609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:53.032793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:53.032846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:53.032889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:53.036310] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=47.65%) [2025-11-26T21:27:53.036616] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-11-26T21:27:53.036791] [INFO ] [sig ] IMAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:53.179402] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMAX.txt [2025-11-26T21:27:53.179561] [INFO ] [sig ] [1661/3599] Completed IMAX in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:53.179615] [INFO ] [sig ] [1662/3599] Forecasting IMKTA... [2025-11-26T21:27:53.179675] [INFO ] [sig ] Generating forecast for: IMKTA [2025-11-26T21:27:53.179716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'. [2025-11-26T21:27:53.189505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'. [2025-11-26T21:27:53.189829] [INFO ] [FORECASTER] Starting predict_future for IMKTA [2025-11-26T21:27:53.190663] [DEBUG] [LOCAL ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt [2025-11-26T21:27:53.190734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:53.190780] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:53.190822] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:53.190894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:53.249919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:53.250674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:53.250782] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:53.250832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:53.367137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:53.367279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:53.367329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:53.367370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:53.370740] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=25.86%) [2025-11-26T21:27:53.371041] [INFO ] [FORECASTER] Completed predict_future for IMKTA [2025-11-26T21:27:53.371185] [INFO ] [sig ] IMKTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:53.512394] [INFO ] [LOCAL ] Saved forecast: IMKTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMKTA.txt [2025-11-26T21:27:53.512542] [INFO ] [sig ] [1662/3599] Completed IMKTA in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:53.512596] [INFO ] [sig ] [1663/3599] Forecasting IMMP... [2025-11-26T21:27:53.512656] [INFO ] [sig ] Generating forecast for: IMMP [2025-11-26T21:27:53.512698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'. [2025-11-26T21:27:53.522801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMP'. [2025-11-26T21:27:53.523097] [INFO ] [FORECASTER] Starting predict_future for IMMP [2025-11-26T21:27:53.523890] [DEBUG] [LOCAL ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt [2025-11-26T21:27:53.523958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:53.524007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:53.524046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:53.524113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:53.582008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:53.582690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:53.582786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:53.582828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:53.698095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:53.698254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:53.698307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:53.698354] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:53.701616] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-11-26T21:27:53.701937] [INFO ] [FORECASTER] Completed predict_future for IMMP [2025-11-26T21:27:53.702084] [INFO ] [sig ] IMMP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:53.844471] [INFO ] [LOCAL ] Saved forecast: IMMP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMMP.txt [2025-11-26T21:27:53.844636] [INFO ] [sig ] [1663/3599] Completed IMMP in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 11.1m [2025-11-26T21:27:53.844706] [INFO ] [sig ] [1664/3599] Forecasting IMMX... [2025-11-26T21:27:53.844755] [INFO ] [sig ] Generating forecast for: IMMX [2025-11-26T21:27:53.844823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'. [2025-11-26T21:27:53.855079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMX'. [2025-11-26T21:27:53.855410] [INFO ] [FORECASTER] Starting predict_future for IMMX [2025-11-26T21:27:53.856261] [DEBUG] [LOCAL ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt [2025-11-26T21:27:53.856339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:53.856401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:53.856460] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:53.856556] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:53.912636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:53.913315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:53.913424] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:53.913489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:54.030794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:54.030951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:54.031003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:54.031043] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:54.034503] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=39.28%) [2025-11-26T21:27:54.034818] [INFO ] [FORECASTER] Completed predict_future for IMMX [2025-11-26T21:27:54.034959] [INFO ] [sig ] IMMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:54.176266] [INFO ] [LOCAL ] Saved forecast: IMMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMMX.txt [2025-11-26T21:27:54.176419] [INFO ] [sig ] [1664/3599] Completed IMMX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:54.176473] [INFO ] [sig ] [1665/3599] Forecasting IMNM... [2025-11-26T21:27:54.176513] [INFO ] [sig ] Generating forecast for: IMNM [2025-11-26T21:27:54.176555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'. [2025-11-26T21:27:54.188182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNM'. [2025-11-26T21:27:54.188533] [INFO ] [FORECASTER] Starting predict_future for IMNM [2025-11-26T21:27:54.189542] [DEBUG] [LOCAL ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt [2025-11-26T21:27:54.189633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:54.189719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:54.189782] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:54.189864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:54.249996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:54.250892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:54.250990] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:54.251036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:54.375250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:54.375427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:54.375480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:54.375523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:54.379042] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=97.39%) [2025-11-26T21:27:54.379347] [INFO ] [FORECASTER] Completed predict_future for IMNM [2025-11-26T21:27:54.379492] [INFO ] [sig ] IMNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:54.518900] [INFO ] [LOCAL ] Saved forecast: IMNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMNM.txt [2025-11-26T21:27:54.519081] [INFO ] [sig ] [1665/3599] Completed IMNM in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:54.519148] [INFO ] [sig ] [1666/3599] Forecasting IMNN... [2025-11-26T21:27:54.519197] [INFO ] [sig ] Generating forecast for: IMNN [2025-11-26T21:27:54.519236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'. [2025-11-26T21:27:54.529469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNN'. [2025-11-26T21:27:54.529812] [INFO ] [FORECASTER] Starting predict_future for IMNN [2025-11-26T21:27:54.530670] [DEBUG] [LOCAL ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt [2025-11-26T21:27:54.530746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:54.530815] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:54.530879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:54.530990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:54.590901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:54.591764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:54.591878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:54.591955] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:54.712250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:54.712426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:54.712507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:54.712574] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:54.716063] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=17.52%) [2025-11-26T21:27:54.716369] [INFO ] [FORECASTER] Completed predict_future for IMNN [2025-11-26T21:27:54.716514] [INFO ] [sig ] IMNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:54.859173] [INFO ] [LOCAL ] Saved forecast: IMNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMNN.txt [2025-11-26T21:27:54.859372] [INFO ] [sig ] [1666/3599] Completed IMNN in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:54.859452] [INFO ] [sig ] [1667/3599] Forecasting IMOS... [2025-11-26T21:27:54.859540] [INFO ] [sig ] Generating forecast for: IMOS [2025-11-26T21:27:54.859593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'. [2025-11-26T21:27:54.870557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMOS'. [2025-11-26T21:27:54.870976] [INFO ] [FORECASTER] Starting predict_future for IMOS [2025-11-26T21:27:54.871845] [DEBUG] [LOCAL ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt [2025-11-26T21:27:54.871916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:54.871964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:54.872006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:54.872075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:54.930943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:54.931622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:54.931743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:54.931794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:55.049377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:55.049560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:55.049615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:55.049677] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:55.053084] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=55.12%) [2025-11-26T21:27:55.053380] [INFO ] [FORECASTER] Completed predict_future for IMOS [2025-11-26T21:27:55.053521] [INFO ] [sig ] IMOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:55.194053] [INFO ] [LOCAL ] Saved forecast: IMOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMOS.txt [2025-11-26T21:27:55.194219] [INFO ] [sig ] [1667/3599] Completed IMOS in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:55.194307] [INFO ] [sig ] [1668/3599] Forecasting IMPP... [2025-11-26T21:27:55.194369] [INFO ] [sig ] Generating forecast for: IMPP [2025-11-26T21:27:55.194467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'. [2025-11-26T21:27:55.204713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMPP'. [2025-11-26T21:27:55.205005] [INFO ] [FORECASTER] Starting predict_future for IMPP [2025-11-26T21:27:55.205808] [DEBUG] [LOCAL ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt [2025-11-26T21:27:55.205878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:55.205924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:55.205963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:55.206036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:55.262666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:55.263328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:55.263423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:55.263470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:55.380992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:55.381153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:55.381200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:55.381244] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:55.384603] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-11-26T21:27:55.384940] [INFO ] [FORECASTER] Completed predict_future for IMPP [2025-11-26T21:27:55.385085] [INFO ] [sig ] IMPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:55.524661] [INFO ] [LOCAL ] Saved forecast: IMPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMPP.txt [2025-11-26T21:27:55.524804] [INFO ] [sig ] [1668/3599] Completed IMPP in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:55.524861] [INFO ] [sig ] [1669/3599] Forecasting IMRX... [2025-11-26T21:27:55.524911] [INFO ] [sig ] Generating forecast for: IMRX [2025-11-26T21:27:55.524953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'. [2025-11-26T21:27:55.535318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMRX'. [2025-11-26T21:27:55.535694] [INFO ] [FORECASTER] Starting predict_future for IMRX [2025-11-26T21:27:55.536517] [DEBUG] [LOCAL ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt [2025-11-26T21:27:55.536595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:55.536668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:55.536729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:55.536806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:55.595253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:55.595936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:55.596037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:55.596089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:55.715451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:55.715623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:55.715716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:55.715775] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:55.719398] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=67.58%) [2025-11-26T21:27:55.719782] [INFO ] [FORECASTER] Completed predict_future for IMRX [2025-11-26T21:27:55.719967] [INFO ] [sig ] IMRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:55.862499] [INFO ] [LOCAL ] Saved forecast: IMRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMRX.txt [2025-11-26T21:27:55.862673] [INFO ] [sig ] [1669/3599] Completed IMRX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:55.862736] [INFO ] [sig ] [1670/3599] Forecasting IMTX... [2025-11-26T21:27:55.862781] [INFO ] [sig ] Generating forecast for: IMTX [2025-11-26T21:27:55.862844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'. [2025-11-26T21:27:55.873480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMTX'. [2025-11-26T21:27:55.873825] [INFO ] [FORECASTER] Starting predict_future for IMTX [2025-11-26T21:27:55.874616] [DEBUG] [LOCAL ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt [2025-11-26T21:27:55.874719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:55.874765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:55.874804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:55.874870] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:55.931565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:55.932330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:55.932434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:55.932480] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:56.052211] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:56.052393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:56.052443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:56.052484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:56.055830] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T21:27:56.056116] [INFO ] [FORECASTER] Completed predict_future for IMTX [2025-11-26T21:27:56.056282] [INFO ] [sig ] IMTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:56.194517] [INFO ] [LOCAL ] Saved forecast: IMTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IMTX.txt [2025-11-26T21:27:56.194680] [INFO ] [sig ] [1670/3599] Completed IMTX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:56.194734] [INFO ] [sig ] [1671/3599] Forecasting IMXI... [2025-11-26T21:27:56.194775] [INFO ] [sig ] Generating forecast for: IMXI [2025-11-26T21:27:56.194817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'. [2025-11-26T21:27:56.205125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMXI'. [2025-11-26T21:27:56.205478] [INFO ] [FORECASTER] Starting predict_future for IMXI [2025-11-26T21:27:56.206273] [DEBUG] [LOCAL ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt [2025-11-26T21:27:56.206343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:56.206388] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:56.206427] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:56.206507] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:56.264190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:56.264968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:56.265067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:56.265116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:56.384867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:56.385018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:56.385076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:56.385112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:56.388411] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=74.13%) [2025-11-26T21:27:56.388722] [INFO ] [FORECASTER] Completed predict_future for IMXI [2025-11-26T21:27:56.388862] [INFO ] [sig ] IMXI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:56.533012] [INFO ] [LOCAL ] Saved forecast: IMXI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IMXI.txt [2025-11-26T21:27:56.533173] [INFO ] [sig ] [1671/3599] Completed IMXI in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:56.533227] [INFO ] [sig ] [1672/3599] Forecasting INAB... [2025-11-26T21:27:56.533269] [INFO ] [sig ] Generating forecast for: INAB [2025-11-26T21:27:56.533311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'. [2025-11-26T21:27:56.544088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INAB'. [2025-11-26T21:27:56.544455] [INFO ] [FORECASTER] Starting predict_future for INAB [2025-11-26T21:27:56.545267] [DEBUG] [LOCAL ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt [2025-11-26T21:27:56.545337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:56.545382] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:56.545423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:56.545491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:56.603108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:56.603828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:56.603934] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:56.603982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:56.718264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:56.718449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:56.718502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:56.718546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:56.721886] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: DOWN (p=36.48%) [2025-11-26T21:27:56.722192] [INFO ] [FORECASTER] Completed predict_future for INAB [2025-11-26T21:27:56.722330] [INFO ] [sig ] INAB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:56.868705] [INFO ] [LOCAL ] Saved forecast: INAB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INAB.txt [2025-11-26T21:27:56.868897] [INFO ] [sig ] [1672/3599] Completed INAB in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:56.868953] [INFO ] [sig ] [1673/3599] Forecasting INBK... [2025-11-26T21:27:56.868996] [INFO ] [sig ] Generating forecast for: INBK [2025-11-26T21:27:56.869039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'. [2025-11-26T21:27:56.879226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBK'. [2025-11-26T21:27:56.879533] [INFO ] [FORECASTER] Starting predict_future for INBK [2025-11-26T21:27:56.880335] [DEBUG] [LOCAL ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt [2025-11-26T21:27:56.880427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:56.880474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:56.880514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:56.880582] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:56.939756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:56.940600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:56.940737] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:56.940789] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:57.059329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:57.059526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:57.059580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:57.059618] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:57.063163] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: DOWN (p=27.60%) [2025-11-26T21:27:57.063461] [INFO ] [FORECASTER] Completed predict_future for INBK [2025-11-26T21:27:57.063615] [INFO ] [sig ] INBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:57.201995] [INFO ] [LOCAL ] Saved forecast: INBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INBK.txt [2025-11-26T21:27:57.202150] [INFO ] [sig ] [1673/3599] Completed INBK in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.1m [2025-11-26T21:27:57.202205] [INFO ] [sig ] [1674/3599] Forecasting INBX... [2025-11-26T21:27:57.202246] [INFO ] [sig ] Generating forecast for: INBX [2025-11-26T21:27:57.202288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'. [2025-11-26T21:27:57.212741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBX'. [2025-11-26T21:27:57.213063] [INFO ] [FORECASTER] Starting predict_future for INBX [2025-11-26T21:27:57.213852] [DEBUG] [LOCAL ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt [2025-11-26T21:27:57.213921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:57.213967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:57.214006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:57.214077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:57.272325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:57.273020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:57.273136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:57.273199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:57.391337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:57.391517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:57.391569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:57.391611] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:57.394949] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=49.45%) [2025-11-26T21:27:57.395239] [INFO ] [FORECASTER] Completed predict_future for INBX [2025-11-26T21:27:57.395386] [INFO ] [sig ] INBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:57.538103] [INFO ] [LOCAL ] Saved forecast: INBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INBX.txt [2025-11-26T21:27:57.538275] [INFO ] [sig ] [1674/3599] Completed INBX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:57.538332] [INFO ] [sig ] [1675/3599] Forecasting INCY... [2025-11-26T21:27:57.538405] [INFO ] [sig ] Generating forecast for: INCY [2025-11-26T21:27:57.538452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'. [2025-11-26T21:27:57.549324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INCY'. [2025-11-26T21:27:57.549715] [INFO ] [FORECASTER] Starting predict_future for INCY [2025-11-26T21:27:57.550516] [DEBUG] [LOCAL ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt [2025-11-26T21:27:57.550597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:57.550679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:57.550739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:57.550840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:57.608397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:57.609089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:57.609185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:57.609234] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:57.732815] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:57.733013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:57.733070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:57.733111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:57.736680] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=50.92%) [2025-11-26T21:27:57.736990] [INFO ] [FORECASTER] Completed predict_future for INCY [2025-11-26T21:27:57.737142] [INFO ] [sig ] INCY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:57.877676] [INFO ] [LOCAL ] Saved forecast: INCY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INCY.txt [2025-11-26T21:27:57.877840] [INFO ] [sig ] [1675/3599] Completed INCY in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:57.877895] [INFO ] [sig ] [1676/3599] Forecasting INDB... [2025-11-26T21:27:57.877960] [INFO ] [sig ] Generating forecast for: INDB [2025-11-26T21:27:57.878009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'. [2025-11-26T21:27:57.888335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDB'. [2025-11-26T21:27:57.888756] [INFO ] [FORECASTER] Starting predict_future for INDB [2025-11-26T21:27:57.889559] [DEBUG] [LOCAL ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt [2025-11-26T21:27:57.889630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:57.889708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:57.889757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:57.889838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:57.946068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:57.946721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:57.946813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:57.946853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:58.063305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:58.063480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:58.063530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:58.063566] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:58.066920] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-11-26T21:27:58.067222] [INFO ] [FORECASTER] Completed predict_future for INDB [2025-11-26T21:27:58.067373] [INFO ] [sig ] INDB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:58.206549] [INFO ] [LOCAL ] Saved forecast: INDB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INDB.txt [2025-11-26T21:27:58.206726] [INFO ] [sig ] [1676/3599] Completed INDB in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:58.206796] [INFO ] [sig ] [1677/3599] Forecasting INDI... [2025-11-26T21:27:58.206866] [INFO ] [sig ] Generating forecast for: INDI [2025-11-26T21:27:58.206943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'. [2025-11-26T21:27:58.217693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDI'. [2025-11-26T21:27:58.217996] [INFO ] [FORECASTER] Starting predict_future for INDI [2025-11-26T21:27:58.218828] [DEBUG] [LOCAL ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt [2025-11-26T21:27:58.218901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:58.218947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:58.218986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:58.219056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:58.278031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:58.278778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:58.278873] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:58.278922] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:58.403186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:58.403387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:58.403445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:58.403485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:58.407017] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-11-26T21:27:58.407320] [INFO ] [FORECASTER] Completed predict_future for INDI [2025-11-26T21:27:58.407493] [INFO ] [sig ] INDI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:58.550446] [INFO ] [LOCAL ] Saved forecast: INDI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INDI.txt [2025-11-26T21:27:58.550631] [INFO ] [sig ] [1677/3599] Completed INDI in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:58.550702] [INFO ] [sig ] [1678/3599] Forecasting INDP... [2025-11-26T21:27:58.550745] [INFO ] [sig ] Generating forecast for: INDP [2025-11-26T21:27:58.550807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'. [2025-11-26T21:27:58.561292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDP'. [2025-11-26T21:27:58.561732] [INFO ] [FORECASTER] Starting predict_future for INDP [2025-11-26T21:27:58.562539] [DEBUG] [LOCAL ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt [2025-11-26T21:27:58.562611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:58.562681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:58.562722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:58.562789] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:58.621742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:58.622706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:58.622816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:58.622863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:58.741041] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:58.741222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:58.741274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:58.741316] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:58.744668] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-11-26T21:27:58.744976] [INFO ] [FORECASTER] Completed predict_future for INDP [2025-11-26T21:27:58.745115] [INFO ] [sig ] INDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:58.883935] [INFO ] [LOCAL ] Saved forecast: INDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INDP.txt [2025-11-26T21:27:58.884077] [INFO ] [sig ] [1678/3599] Completed INDP in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:58.884134] [INFO ] [sig ] [1679/3599] Forecasting INDY... [2025-11-26T21:27:58.884178] [INFO ] [sig ] Generating forecast for: INDY [2025-11-26T21:27:58.884221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'. [2025-11-26T21:27:58.894415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDY'. [2025-11-26T21:27:58.894736] [INFO ] [FORECASTER] Starting predict_future for INDY [2025-11-26T21:27:58.895489] [DEBUG] [LOCAL ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt [2025-11-26T21:27:58.895558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:58.895603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:58.895668] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:58.895739] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:58.953244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:58.953878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:58.953972] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:58.954013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:59.074750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:59.074931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:59.074982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:59.075025] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:59.078356] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=3.82%) [2025-11-26T21:27:59.078667] [INFO ] [FORECASTER] Completed predict_future for INDY [2025-11-26T21:27:59.078810] [INFO ] [sig ] INDY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:59.223362] [INFO ] [LOCAL ] Saved forecast: INDY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INDY.txt [2025-11-26T21:27:59.223534] [INFO ] [sig ] [1679/3599] Completed INDY in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:59.223589] [INFO ] [sig ] [1680/3599] Forecasting INFY... [2025-11-26T21:27:59.223630] [INFO ] [sig ] Generating forecast for: INFY [2025-11-26T21:27:59.223689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-11-26T21:27:59.234862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INFY'. [2025-11-26T21:27:59.235254] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-11-26T21:27:59.236086] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-11-26T21:27:59.236165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:59.236226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:59.236283] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:59.236380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:59.293573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:59.294359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:59.294470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:59.294532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:59.410572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:59.410800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:59.410871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:59.410935] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:59.414394] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=38.68%) [2025-11-26T21:27:59.414719] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-11-26T21:27:59.414875] [INFO ] [sig ] INFY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:27:59.553026] [INFO ] [LOCAL ] Saved forecast: INFY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INFY.txt [2025-11-26T21:27:59.553214] [INFO ] [sig ] [1680/3599] Completed INFY in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:59.553287] [INFO ] [sig ] [1681/3599] Forecasting ING... [2025-11-26T21:27:59.553347] [INFO ] [sig ] Generating forecast for: ING [2025-11-26T21:27:59.553427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-11-26T21:27:59.564351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ING'. [2025-11-26T21:27:59.564730] [INFO ] [FORECASTER] Starting predict_future for ING [2025-11-26T21:27:59.565544] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-11-26T21:27:59.565625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:59.565707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:59.565764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:59.565858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:59.622699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:59.623479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:59.623589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:59.623671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:27:59.745836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:27:59.746026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:27:59.746079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:27:59.746120] [INFO ] [FORECASTER] Training complete [2025-11-26T21:27:59.749499] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=58.66%) [2025-11-26T21:27:59.749805] [INFO ] [FORECASTER] Completed predict_future for ING [2025-11-26T21:27:59.749944] [INFO ] [sig ] ING: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:27:59.887466] [INFO ] [LOCAL ] Saved forecast: ING 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ING.txt [2025-11-26T21:27:59.887624] [INFO ] [sig ] [1681/3599] Completed ING in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 11.0m [2025-11-26T21:27:59.887699] [INFO ] [sig ] [1682/3599] Forecasting INGN... [2025-11-26T21:27:59.887763] [INFO ] [sig ] Generating forecast for: INGN [2025-11-26T21:27:59.887808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'. [2025-11-26T21:27:59.898001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INGN'. [2025-11-26T21:27:59.898376] [INFO ] [FORECASTER] Starting predict_future for INGN [2025-11-26T21:27:59.899177] [DEBUG] [LOCAL ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt [2025-11-26T21:27:59.899246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:27:59.899290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:27:59.899332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:27:59.899394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:27:59.958354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:27:59.959305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:27:59.959413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:27:59.959464] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:00.075750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:00.075928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:00.075982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:00.076022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:00.079473] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=90.70%) [2025-11-26T21:28:00.079796] [INFO ] [FORECASTER] Completed predict_future for INGN [2025-11-26T21:28:00.079959] [INFO ] [sig ] INGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:00.220168] [INFO ] [LOCAL ] Saved forecast: INGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INGN.txt [2025-11-26T21:28:00.220321] [INFO ] [sig ] [1682/3599] Completed INGN in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:00.220373] [INFO ] [sig ] [1683/3599] Forecasting INM... [2025-11-26T21:28:00.220415] [INFO ] [sig ] Generating forecast for: INM [2025-11-26T21:28:00.220464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'. [2025-11-26T21:28:00.230831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INM'. [2025-11-26T21:28:00.231189] [INFO ] [FORECASTER] Starting predict_future for INM [2025-11-26T21:28:00.231974] [DEBUG] [LOCAL ] No optimal features file found for INM: ./output/feature-sets/INM.txt [2025-11-26T21:28:00.232043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:00.232087] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:00.232129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:00.232199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:00.289099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:00.289839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:00.289937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:00.289988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:00.407357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:00.407524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:00.407576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:00.407618] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:00.410903] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=49.61%) [2025-11-26T21:28:00.411192] [INFO ] [FORECASTER] Completed predict_future for INM [2025-11-26T21:28:00.411329] [INFO ] [sig ] INM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:00.550310] [INFO ] [LOCAL ] Saved forecast: INM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INM.txt [2025-11-26T21:28:00.550460] [INFO ] [sig ] [1683/3599] Completed INM in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:00.550514] [INFO ] [sig ] [1684/3599] Forecasting INMB... [2025-11-26T21:28:00.550554] [INFO ] [sig ] Generating forecast for: INMB [2025-11-26T21:28:00.550593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'. [2025-11-26T21:28:00.560719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMB'. [2025-11-26T21:28:00.561065] [INFO ] [FORECASTER] Starting predict_future for INMB [2025-11-26T21:28:00.561894] [DEBUG] [LOCAL ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt [2025-11-26T21:28:00.561963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:00.562030] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:00.562081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:00.562165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:00.619980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:00.620634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:00.620749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:00.620796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:00.743854] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:00.744030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:00.744082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:00.744122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:00.747476] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=96.84%) [2025-11-26T21:28:00.747822] [INFO ] [FORECASTER] Completed predict_future for INMB [2025-11-26T21:28:00.747965] [INFO ] [sig ] INMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:00.886698] [INFO ] [LOCAL ] Saved forecast: INMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INMB.txt [2025-11-26T21:28:00.886857] [INFO ] [sig ] [1684/3599] Completed INMB in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:00.886910] [INFO ] [sig ] [1685/3599] Forecasting INMD... [2025-11-26T21:28:00.886974] [INFO ] [sig ] Generating forecast for: INMD [2025-11-26T21:28:00.887013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'. [2025-11-26T21:28:00.897332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMD'. [2025-11-26T21:28:00.897740] [INFO ] [FORECASTER] Starting predict_future for INMD [2025-11-26T21:28:00.898561] [DEBUG] [LOCAL ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt [2025-11-26T21:28:00.898633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:00.898700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:00.898742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:00.898812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:00.955914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:00.956725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:00.956821] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:00.956868] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:01.075445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:01.075671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:01.075723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:01.075766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:01.079206] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=34.48%) [2025-11-26T21:28:01.079497] [INFO ] [FORECASTER] Completed predict_future for INMD [2025-11-26T21:28:01.079658] [INFO ] [sig ] INMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:01.220430] [INFO ] [LOCAL ] Saved forecast: INMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INMD.txt [2025-11-26T21:28:01.220597] [INFO ] [sig ] [1685/3599] Completed INMD in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:01.220660] [INFO ] [sig ] [1686/3599] Forecasting INN... [2025-11-26T21:28:01.220705] [INFO ] [sig ] Generating forecast for: INN [2025-11-26T21:28:01.220758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-11-26T21:28:01.232706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INN'. [2025-11-26T21:28:01.233023] [INFO ] [FORECASTER] Starting predict_future for INN [2025-11-26T21:28:01.235821] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-11-26T21:28:01.235887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:01.235924] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:01.235962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:01.236026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:01.298407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:01.299268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:01.299370] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:01.299419] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:01.419026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:01.419218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:01.419283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:01.419325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:01.422814] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-11-26T21:28:01.423124] [INFO ] [FORECASTER] Completed predict_future for INN [2025-11-26T21:28:01.423297] [INFO ] [sig ] INN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:01.591030] [INFO ] [LOCAL ] Saved forecast: INN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INN.txt [2025-11-26T21:28:01.591272] [INFO ] [sig ] [1686/3599] Completed INN in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:01.591328] [INFO ] [sig ] [1687/3599] Forecasting INO... [2025-11-26T21:28:01.591373] [INFO ] [sig ] Generating forecast for: INO [2025-11-26T21:28:01.591413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'. [2025-11-26T21:28:01.602888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INO'. [2025-11-26T21:28:01.603322] [INFO ] [FORECASTER] Starting predict_future for INO [2025-11-26T21:28:01.604164] [DEBUG] [LOCAL ] No optimal features file found for INO: ./output/feature-sets/INO.txt [2025-11-26T21:28:01.604234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:01.604278] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:01.604317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:01.604389] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:01.664049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:01.664988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:01.665113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:01.665199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:01.786200] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:01.786428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:01.786498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:01.786558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:01.790142] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=32.86%) [2025-11-26T21:28:01.790477] [INFO ] [FORECASTER] Completed predict_future for INO [2025-11-26T21:28:01.790639] [INFO ] [sig ] INO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:01.938607] [INFO ] [LOCAL ] Saved forecast: INO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INO.txt [2025-11-26T21:28:01.938827] [INFO ] [sig ] [1687/3599] Completed INO in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:01.938909] [INFO ] [sig ] [1688/3599] Forecasting INOD... [2025-11-26T21:28:01.938982] [INFO ] [sig ] Generating forecast for: INOD [2025-11-26T21:28:01.939040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'. [2025-11-26T21:28:01.949433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INOD'. [2025-11-26T21:28:01.949888] [INFO ] [FORECASTER] Starting predict_future for INOD [2025-11-26T21:28:01.950780] [DEBUG] [LOCAL ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt [2025-11-26T21:28:01.950852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:01.950900] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:01.950942] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:01.951012] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:02.017931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:02.018826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:02.018933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:02.018979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:02.137933] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:02.138128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:02.138180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:02.138220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:02.141565] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=88.02%) [2025-11-26T21:28:02.141914] [INFO ] [FORECASTER] Completed predict_future for INOD [2025-11-26T21:28:02.142068] [INFO ] [sig ] INOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:02.280683] [INFO ] [LOCAL ] Saved forecast: INOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INOD.txt [2025-11-26T21:28:02.280840] [INFO ] [sig ] [1688/3599] Completed INOD in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:02.280889] [INFO ] [sig ] [1689/3599] Forecasting INSE... [2025-11-26T21:28:02.280932] [INFO ] [sig ] Generating forecast for: INSE [2025-11-26T21:28:02.280973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'. [2025-11-26T21:28:02.291738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSE'. [2025-11-26T21:28:02.292147] [INFO ] [FORECASTER] Starting predict_future for INSE [2025-11-26T21:28:02.292994] [DEBUG] [LOCAL ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt [2025-11-26T21:28:02.293065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:02.293114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:02.293164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:02.293246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:02.355461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:02.356409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:02.356515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:02.356563] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:02.485448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:02.485670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:02.485725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:02.485767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:02.489417] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=93.94%) [2025-11-26T21:28:02.489818] [INFO ] [FORECASTER] Completed predict_future for INSE [2025-11-26T21:28:02.490014] [INFO ] [sig ] INSE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:02.635049] [INFO ] [LOCAL ] Saved forecast: INSE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INSE.txt [2025-11-26T21:28:02.635252] [INFO ] [sig ] [1689/3599] Completed INSE in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:02.635320] [INFO ] [sig ] [1690/3599] Forecasting INSG... [2025-11-26T21:28:02.635364] [INFO ] [sig ] Generating forecast for: INSG [2025-11-26T21:28:02.635425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'. [2025-11-26T21:28:02.646617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSG'. [2025-11-26T21:28:02.647026] [INFO ] [FORECASTER] Starting predict_future for INSG [2025-11-26T21:28:02.647886] [DEBUG] [LOCAL ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt [2025-11-26T21:28:02.647957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:02.648003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:02.648047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:02.648138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:02.708233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:02.709169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:02.709278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:02.709326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:02.829735] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:02.829930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:02.829984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:02.830028] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:02.833509] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=31.13%) [2025-11-26T21:28:02.833827] [INFO ] [FORECASTER] Completed predict_future for INSG [2025-11-26T21:28:02.833968] [INFO ] [sig ] INSG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:02.974921] [INFO ] [LOCAL ] Saved forecast: INSG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INSG.txt [2025-11-26T21:28:02.975066] [INFO ] [sig ] [1690/3599] Completed INSG in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 11.0m [2025-11-26T21:28:02.975120] [INFO ] [sig ] [1691/3599] Forecasting INSM... [2025-11-26T21:28:02.975168] [INFO ] [sig ] Generating forecast for: INSM [2025-11-26T21:28:02.975212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'. [2025-11-26T21:28:02.986215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSM'. [2025-11-26T21:28:02.986585] [INFO ] [FORECASTER] Starting predict_future for INSM [2025-11-26T21:28:02.987459] [DEBUG] [LOCAL ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt [2025-11-26T21:28:02.987531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:02.987577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:02.987617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:02.987712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:03.047714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:03.048659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:03.048762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:03.048809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:03.169268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:03.169456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:03.169573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:03.169626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:03.173143] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=9.42%) [2025-11-26T21:28:03.173449] [INFO ] [FORECASTER] Completed predict_future for INSM [2025-11-26T21:28:03.173596] [INFO ] [sig ] INSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:03.313592] [INFO ] [LOCAL ] Saved forecast: INSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INSM.txt [2025-11-26T21:28:03.313762] [INFO ] [sig ] [1691/3599] Completed INSM in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:03.313816] [INFO ] [sig ] [1692/3599] Forecasting INSP... [2025-11-26T21:28:03.313858] [INFO ] [sig ] Generating forecast for: INSP [2025-11-26T21:28:03.313900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-11-26T21:28:03.324706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSP'. [2025-11-26T21:28:03.325023] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-11-26T21:28:03.325863] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-11-26T21:28:03.325935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:03.325982] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:03.326023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:03.326093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:03.398082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:03.398999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:03.399101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:03.399155] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:03.520446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:03.520625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:03.520751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:03.520805] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:03.524264] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=21.48%) [2025-11-26T21:28:03.524567] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-11-26T21:28:03.524730] [INFO ] [sig ] INSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:03.679011] [INFO ] [LOCAL ] Saved forecast: INSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INSP.txt [2025-11-26T21:28:03.679241] [INFO ] [sig ] [1692/3599] Completed INSP in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:03.679333] [INFO ] [sig ] [1693/3599] Forecasting INTA... [2025-11-26T21:28:03.679386] [INFO ] [sig ] Generating forecast for: INTA [2025-11-26T21:28:03.679443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'. [2025-11-26T21:28:03.693673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTA'. [2025-11-26T21:28:03.694115] [INFO ] [FORECASTER] Starting predict_future for INTA [2025-11-26T21:28:03.695171] [DEBUG] [LOCAL ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt [2025-11-26T21:28:03.695256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:03.695317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:03.695373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:03.695471] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:03.754053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:03.754996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:03.755097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:03.755149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:03.884066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:03.884289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:03.884349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:03.884397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:03.887958] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-11-26T21:28:03.888311] [INFO ] [FORECASTER] Completed predict_future for INTA [2025-11-26T21:28:03.888477] [INFO ] [sig ] INTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:04.040829] [INFO ] [LOCAL ] Saved forecast: INTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INTA.txt [2025-11-26T21:28:04.040997] [INFO ] [sig ] [1693/3599] Completed INTA in 0.4s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:04.041051] [INFO ] [sig ] [1694/3599] Forecasting INTC... [2025-11-26T21:28:04.041093] [INFO ] [sig ] Generating forecast for: INTC [2025-11-26T21:28:04.041229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'. [2025-11-26T21:28:04.051536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTC'. [2025-11-26T21:28:04.051858] [INFO ] [FORECASTER] Starting predict_future for INTC [2025-11-26T21:28:04.052818] [DEBUG] [LOCAL ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt [2025-11-26T21:28:04.052892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:04.052939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:04.052980] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:04.053049] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:04.112694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:04.113493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:04.113598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:04.113669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:04.239686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:04.239857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:04.239910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:04.239953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:04.243552] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=40.19%) [2025-11-26T21:28:04.243907] [INFO ] [FORECASTER] Completed predict_future for INTC [2025-11-26T21:28:04.244099] [INFO ] [sig ] INTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:04.389336] [INFO ] [LOCAL ] Saved forecast: INTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INTC.txt [2025-11-26T21:28:04.389491] [INFO ] [sig ] [1694/3599] Completed INTC in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:04.389544] [INFO ] [sig ] [1695/3599] Forecasting INTZ... [2025-11-26T21:28:04.389585] [INFO ] [sig ] Generating forecast for: INTZ [2025-11-26T21:28:04.389664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'. [2025-11-26T21:28:04.399815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTZ'. [2025-11-26T21:28:04.400121] [INFO ] [FORECASTER] Starting predict_future for INTZ [2025-11-26T21:28:04.400922] [DEBUG] [LOCAL ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt [2025-11-26T21:28:04.400991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:04.401047] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:04.401089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:04.401156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:04.459389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:04.460134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:04.460231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:04.460272] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:04.585553] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:04.585765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:04.585824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:04.585869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:04.589300] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=70.32%) [2025-11-26T21:28:04.589604] [INFO ] [FORECASTER] Completed predict_future for INTZ [2025-11-26T21:28:04.589796] [INFO ] [sig ] INTZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:04.732090] [INFO ] [LOCAL ] Saved forecast: INTZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INTZ.txt [2025-11-26T21:28:04.732252] [INFO ] [sig ] [1695/3599] Completed INTZ in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:04.732307] [INFO ] [sig ] [1696/3599] Forecasting INVA... [2025-11-26T21:28:04.732351] [INFO ] [sig ] Generating forecast for: INVA [2025-11-26T21:28:04.732398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'. [2025-11-26T21:28:04.742907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVA'. [2025-11-26T21:28:04.743205] [INFO ] [FORECASTER] Starting predict_future for INVA [2025-11-26T21:28:04.744026] [DEBUG] [LOCAL ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt [2025-11-26T21:28:04.744097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:04.744144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:04.744183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:04.744253] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:04.801449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:04.802180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:04.802275] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:04.802322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:04.921693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:04.921904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:04.921959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:04.921999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:04.925869] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=67.10%) [2025-11-26T21:28:04.926243] [INFO ] [FORECASTER] Completed predict_future for INVA [2025-11-26T21:28:04.926400] [INFO ] [sig ] INVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:05.070223] [INFO ] [LOCAL ] Saved forecast: INVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INVA.txt [2025-11-26T21:28:05.070414] [INFO ] [sig ] [1696/3599] Completed INVA in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:05.070464] [INFO ] [sig ] [1697/3599] Forecasting INVE... [2025-11-26T21:28:05.070511] [INFO ] [sig ] Generating forecast for: INVE [2025-11-26T21:28:05.070552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'. [2025-11-26T21:28:05.082317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVE'. [2025-11-26T21:28:05.082801] [INFO ] [FORECASTER] Starting predict_future for INVE [2025-11-26T21:28:05.083622] [DEBUG] [LOCAL ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt [2025-11-26T21:28:05.083709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:05.083755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:05.083795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:05.083862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:05.141522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:05.142492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:05.142627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:05.142706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:05.259795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:05.259997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:05.260058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:05.260132] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:05.263671] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=97.78%) [2025-11-26T21:28:05.263974] [INFO ] [FORECASTER] Completed predict_future for INVE [2025-11-26T21:28:05.264120] [INFO ] [sig ] INVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:05.404434] [INFO ] [LOCAL ] Saved forecast: INVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INVE.txt [2025-11-26T21:28:05.404606] [INFO ] [sig ] [1697/3599] Completed INVE in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:05.404678] [INFO ] [sig ] [1698/3599] Forecasting INVH... [2025-11-26T21:28:05.404721] [INFO ] [sig ] Generating forecast for: INVH [2025-11-26T21:28:05.404763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-11-26T21:28:05.414988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVH'. [2025-11-26T21:28:05.415288] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-11-26T21:28:05.416088] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-11-26T21:28:05.416157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:05.416202] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:05.416239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:05.416307] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:05.475078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:05.475989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:05.476099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:05.476155] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:05.596154] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:05.596349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:05.596401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:05.596441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:05.599924] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=98.75%) [2025-11-26T21:28:05.600226] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-11-26T21:28:05.600392] [INFO ] [sig ] INVH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:05.741259] [INFO ] [LOCAL ] Saved forecast: INVH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/INVH.txt [2025-11-26T21:28:05.741437] [INFO ] [sig ] [1698/3599] Completed INVH in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:05.741490] [INFO ] [sig ] [1699/3599] Forecasting INVZ... [2025-11-26T21:28:05.741546] [INFO ] [sig ] Generating forecast for: INVZ [2025-11-26T21:28:05.741588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'. [2025-11-26T21:28:05.751735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVZ'. [2025-11-26T21:28:05.752046] [INFO ] [FORECASTER] Starting predict_future for INVZ [2025-11-26T21:28:05.752843] [DEBUG] [LOCAL ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt [2025-11-26T21:28:05.752912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:05.752958] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:05.752995] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:05.753060] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:05.809842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:05.810690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:05.810788] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:05.810830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:05.928957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:05.929135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:05.929191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:05.929232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:05.932557] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=8.69%) [2025-11-26T21:28:05.932873] [INFO ] [FORECASTER] Completed predict_future for INVZ [2025-11-26T21:28:05.933019] [INFO ] [sig ] INVZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:06.071634] [INFO ] [LOCAL ] Saved forecast: INVZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/INVZ.txt [2025-11-26T21:28:06.071834] [INFO ] [sig ] [1699/3599] Completed INVZ in 0.3s | 2.90 sym/s | Total: 9.7m | ETA: 10.9m [2025-11-26T21:28:06.071895] [INFO ] [sig ] [1700/3599] Forecasting IONS... [2025-11-26T21:28:06.071931] [INFO ] [sig ] Generating forecast for: IONS [2025-11-26T21:28:06.071967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'. [2025-11-26T21:28:06.081873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IONS'. [2025-11-26T21:28:06.082178] [INFO ] [FORECASTER] Starting predict_future for IONS [2025-11-26T21:28:06.082966] [DEBUG] [LOCAL ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt [2025-11-26T21:28:06.083035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:06.083080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:06.083119] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:06.083185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:06.139363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:06.140222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:06.140319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:06.140363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:06.262074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:06.262247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:06.262295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:06.262337] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:06.265663] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=93.84%) [2025-11-26T21:28:06.265968] [INFO ] [FORECASTER] Completed predict_future for IONS [2025-11-26T21:28:06.266109] [INFO ] [sig ] IONS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:06.406665] [INFO ] [LOCAL ] Saved forecast: IONS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IONS.txt [2025-11-26T21:28:06.406831] [INFO ] [sig ] [1700/3599] Completed IONS in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:06.406887] [INFO ] [sig ] [1701/3599] Forecasting IOSP... [2025-11-26T21:28:06.406933] [INFO ] [sig ] Generating forecast for: IOSP [2025-11-26T21:28:06.406990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'. [2025-11-26T21:28:06.416978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IOSP'. [2025-11-26T21:28:06.417273] [INFO ] [FORECASTER] Starting predict_future for IOSP [2025-11-26T21:28:06.418101] [DEBUG] [LOCAL ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt [2025-11-26T21:28:06.418171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:06.418212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:06.418248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:06.418326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:06.476091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:06.476895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:06.476994] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:06.477043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:06.592449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:06.592590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:06.592658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:06.592700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:06.596041] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=87.66%) [2025-11-26T21:28:06.596333] [INFO ] [FORECASTER] Completed predict_future for IOSP [2025-11-26T21:28:06.596474] [INFO ] [sig ] IOSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:06.735551] [INFO ] [LOCAL ] Saved forecast: IOSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IOSP.txt [2025-11-26T21:28:06.735714] [INFO ] [sig ] [1701/3599] Completed IOSP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:06.735770] [INFO ] [sig ] [1702/3599] Forecasting IPG... [2025-11-26T21:28:06.735811] [INFO ] [sig ] Generating forecast for: IPG [2025-11-26T21:28:06.735851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-11-26T21:28:06.745807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPG'. [2025-11-26T21:28:06.746121] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-11-26T21:28:06.746919] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-11-26T21:28:06.746987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:06.747032] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:06.747070] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:06.747136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:06.805555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:06.806319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:06.806420] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:06.806471] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:06.920109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:06.920283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:06.920335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:06.920398] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:06.923698] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=56.17%) [2025-11-26T21:28:06.923988] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-11-26T21:28:06.924144] [INFO ] [sig ] IPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:07.107861] [INFO ] [LOCAL ] Saved forecast: IPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IPG.txt [2025-11-26T21:28:07.108030] [INFO ] [sig ] [1702/3599] Completed IPG in 0.4s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:07.108085] [INFO ] [sig ] [1703/3599] Forecasting IPGP... [2025-11-26T21:28:07.108122] [INFO ] [sig ] Generating forecast for: IPGP [2025-11-26T21:28:07.108162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'. [2025-11-26T21:28:07.118158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPGP'. [2025-11-26T21:28:07.118499] [INFO ] [FORECASTER] Starting predict_future for IPGP [2025-11-26T21:28:07.119427] [DEBUG] [LOCAL ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt [2025-11-26T21:28:07.119510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:07.119577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:07.119663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:07.119779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:07.179847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:07.180733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:07.180843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:07.180916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:07.300397] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:07.300571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:07.300674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:07.300748] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:07.304256] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=54.02%) [2025-11-26T21:28:07.304585] [INFO ] [FORECASTER] Completed predict_future for IPGP [2025-11-26T21:28:07.304787] [INFO ] [sig ] IPGP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:07.449445] [INFO ] [LOCAL ] Saved forecast: IPGP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IPGP.txt [2025-11-26T21:28:07.449655] [INFO ] [sig ] [1703/3599] Completed IPGP in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:07.449755] [INFO ] [sig ] [1704/3599] Forecasting IPI... [2025-11-26T21:28:07.449822] [INFO ] [sig ] Generating forecast for: IPI [2025-11-26T21:28:07.449892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-11-26T21:28:07.460271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPI'. [2025-11-26T21:28:07.460635] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-11-26T21:28:07.461495] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-11-26T21:28:07.461568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:07.461616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:07.461685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:07.461764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:07.521064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:07.521785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:07.521880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:07.521941] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:07.641706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:07.641875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:07.641927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:07.641967] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:07.645281] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=88.73%) [2025-11-26T21:28:07.645573] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-11-26T21:28:07.645741] [INFO ] [sig ] IPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:07.786265] [INFO ] [LOCAL ] Saved forecast: IPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IPI.txt [2025-11-26T21:28:07.786417] [INFO ] [sig ] [1704/3599] Completed IPI in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:07.786475] [INFO ] [sig ] [1705/3599] Forecasting IQ... [2025-11-26T21:28:07.786516] [INFO ] [sig ] Generating forecast for: IQ [2025-11-26T21:28:07.786556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'. [2025-11-26T21:28:07.796670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQ'. [2025-11-26T21:28:07.796979] [INFO ] [FORECASTER] Starting predict_future for IQ [2025-11-26T21:28:07.797826] [DEBUG] [LOCAL ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt [2025-11-26T21:28:07.797897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:07.797956] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:07.798002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:07.798094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:07.854877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:07.855512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:07.855606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:07.855667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:07.975736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:07.975913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:07.975965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:07.976005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:07.979379] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T21:28:07.979702] [INFO ] [FORECASTER] Completed predict_future for IQ [2025-11-26T21:28:07.979856] [INFO ] [sig ] IQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:08.119534] [INFO ] [LOCAL ] Saved forecast: IQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IQ.txt [2025-11-26T21:28:08.119702] [INFO ] [sig ] [1705/3599] Completed IQ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:08.119775] [INFO ] [sig ] [1706/3599] Forecasting IQI... [2025-11-26T21:28:08.119813] [INFO ] [sig ] Generating forecast for: IQI [2025-11-26T21:28:08.119855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-11-26T21:28:08.129512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQI'. [2025-11-26T21:28:08.129844] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-11-26T21:28:08.130702] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-11-26T21:28:08.130769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:08.130814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:08.130867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:08.130956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:08.188907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:08.189703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:08.189801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:08.189859] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:08.306992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:08.307166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:08.307217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:08.307256] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:08.310602] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=93.93%) [2025-11-26T21:28:08.310928] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-11-26T21:28:08.311075] [INFO ] [sig ] IQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:08.450449] [INFO ] [LOCAL ] Saved forecast: IQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IQI.txt [2025-11-26T21:28:08.450592] [INFO ] [sig ] [1706/3599] Completed IQI in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:08.450662] [INFO ] [sig ] [1707/3599] Forecasting IQQQ... [2025-11-26T21:28:08.450705] [INFO ] [sig ] Generating forecast for: IQQQ [2025-11-26T21:28:08.450771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'. [2025-11-26T21:28:08.460687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'. [2025-11-26T21:28:08.460980] [INFO ] [FORECASTER] Starting predict_future for IQQQ [2025-11-26T21:28:08.461775] [DEBUG] [LOCAL ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt [2025-11-26T21:28:08.461842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:08.461885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:08.461925] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:08.461996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:08.520365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:08.521061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:08.521155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:08.521196] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:08.637725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:08.637878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:08.637931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:08.637970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:08.641297] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-11-26T21:28:08.641597] [INFO ] [FORECASTER] Completed predict_future for IQQQ [2025-11-26T21:28:08.641768] [INFO ] [sig ] IQQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:08.780817] [INFO ] [LOCAL ] Saved forecast: IQQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IQQQ.txt [2025-11-26T21:28:08.780972] [INFO ] [sig ] [1707/3599] Completed IQQQ in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:08.781027] [INFO ] [sig ] [1708/3599] Forecasting IRDM... [2025-11-26T21:28:08.781068] [INFO ] [sig ] Generating forecast for: IRDM [2025-11-26T21:28:08.781109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'. [2025-11-26T21:28:08.791070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRDM'. [2025-11-26T21:28:08.791383] [INFO ] [FORECASTER] Starting predict_future for IRDM [2025-11-26T21:28:08.792192] [DEBUG] [LOCAL ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt [2025-11-26T21:28:08.792261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:08.792306] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:08.792345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:08.792413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:08.849491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:08.850135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:08.850228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:08.850278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:08.964831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:08.965017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:08.965063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:08.965103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:08.968494] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=11.13%) [2025-11-26T21:28:08.968841] [INFO ] [FORECASTER] Completed predict_future for IRDM [2025-11-26T21:28:08.968992] [INFO ] [sig ] IRDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:09.118184] [INFO ] [LOCAL ] Saved forecast: IRDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRDM.txt [2025-11-26T21:28:09.118413] [INFO ] [sig ] [1708/3599] Completed IRDM in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.9m [2025-11-26T21:28:09.118539] [INFO ] [sig ] [1709/3599] Forecasting IREN... [2025-11-26T21:28:09.118615] [INFO ] [sig ] Generating forecast for: IREN [2025-11-26T21:28:09.118703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'. [2025-11-26T21:28:09.129048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IREN'. [2025-11-26T21:28:09.129411] [INFO ] [FORECASTER] Starting predict_future for IREN [2025-11-26T21:28:09.130247] [DEBUG] [LOCAL ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt [2025-11-26T21:28:09.130319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:09.130373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:09.130424] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:09.130508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:09.189110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:09.190028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:09.190145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:09.190218] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:09.315373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:09.315579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:09.315685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:09.315755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:09.319224] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=77.07%) [2025-11-26T21:28:09.319576] [INFO ] [FORECASTER] Completed predict_future for IREN [2025-11-26T21:28:09.319768] [INFO ] [sig ] IREN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:09.460315] [INFO ] [LOCAL ] Saved forecast: IREN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IREN.txt [2025-11-26T21:28:09.460536] [INFO ] [sig ] [1709/3599] Completed IREN in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:09.460657] [INFO ] [sig ] [1710/3599] Forecasting IRM... [2025-11-26T21:28:09.460736] [INFO ] [sig ] Generating forecast for: IRM [2025-11-26T21:28:09.460817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-11-26T21:28:09.471130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRM'. [2025-11-26T21:28:09.471495] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-11-26T21:28:09.472372] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-11-26T21:28:09.472450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:09.472507] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:09.472558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:09.472668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:09.531969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:09.532682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:09.532779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:09.532828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:09.655301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:09.655474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:09.655525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:09.655564] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:09.659033] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=60.40%) [2025-11-26T21:28:09.659343] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-11-26T21:28:09.659505] [INFO ] [sig ] IRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:09.800016] [INFO ] [LOCAL ] Saved forecast: IRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IRM.txt [2025-11-26T21:28:09.800172] [INFO ] [sig ] [1710/3599] Completed IRM in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:09.800225] [INFO ] [sig ] [1711/3599] Forecasting IRMD... [2025-11-26T21:28:09.800267] [INFO ] [sig ] Generating forecast for: IRMD [2025-11-26T21:28:09.800326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'. [2025-11-26T21:28:09.810495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRMD'. [2025-11-26T21:28:09.810821] [INFO ] [FORECASTER] Starting predict_future for IRMD [2025-11-26T21:28:09.811660] [DEBUG] [LOCAL ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt [2025-11-26T21:28:09.811726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:09.811772] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:09.811805] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:09.811902] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:09.870766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:09.871475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:09.871571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:09.871618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:09.995512] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:09.995707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:09.995760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:09.995799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:09.999162] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=32.10%) [2025-11-26T21:28:09.999486] [INFO ] [FORECASTER] Completed predict_future for IRMD [2025-11-26T21:28:09.999625] [INFO ] [sig ] IRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:10.141070] [INFO ] [LOCAL ] Saved forecast: IRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRMD.txt [2025-11-26T21:28:10.141224] [INFO ] [sig ] [1711/3599] Completed IRMD in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:10.141277] [INFO ] [sig ] [1712/3599] Forecasting IRON... [2025-11-26T21:28:10.141350] [INFO ] [sig ] Generating forecast for: IRON [2025-11-26T21:28:10.141394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'. [2025-11-26T21:28:10.151312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRON'. [2025-11-26T21:28:10.151672] [INFO ] [FORECASTER] Starting predict_future for IRON [2025-11-26T21:28:10.152482] [DEBUG] [LOCAL ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt [2025-11-26T21:28:10.152561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:10.152606] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:10.152674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:10.152747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:10.212810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:10.213513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:10.213608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:10.213675] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:10.334384] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:10.334557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:10.334608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:10.334665] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:10.337978] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=11.46%) [2025-11-26T21:28:10.338261] [INFO ] [FORECASTER] Completed predict_future for IRON [2025-11-26T21:28:10.338410] [INFO ] [sig ] IRON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:10.479537] [INFO ] [LOCAL ] Saved forecast: IRON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRON.txt [2025-11-26T21:28:10.479699] [INFO ] [sig ] [1712/3599] Completed IRON in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:10.479755] [INFO ] [sig ] [1713/3599] Forecasting IRTC... [2025-11-26T21:28:10.479795] [INFO ] [sig ] Generating forecast for: IRTC [2025-11-26T21:28:10.479833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'. [2025-11-26T21:28:10.491003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRTC'. [2025-11-26T21:28:10.491410] [INFO ] [FORECASTER] Starting predict_future for IRTC [2025-11-26T21:28:10.492421] [DEBUG] [LOCAL ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt [2025-11-26T21:28:10.492504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:10.492565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:10.492618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:10.492738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:10.551290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:10.551965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:10.552061] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:10.552106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:10.674508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:10.674695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:10.674749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:10.674845] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:10.678274] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=52.89%) [2025-11-26T21:28:10.678568] [INFO ] [FORECASTER] Completed predict_future for IRTC [2025-11-26T21:28:10.678729] [INFO ] [sig ] IRTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:10.820665] [INFO ] [LOCAL ] Saved forecast: IRTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IRTC.txt [2025-11-26T21:28:10.820812] [INFO ] [sig ] [1713/3599] Completed IRTC in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:10.820867] [INFO ] [sig ] [1714/3599] Forecasting IRWD... [2025-11-26T21:28:10.820913] [INFO ] [sig ] Generating forecast for: IRWD [2025-11-26T21:28:10.820950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'. [2025-11-26T21:28:10.830820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRWD'. [2025-11-26T21:28:10.831101] [INFO ] [FORECASTER] Starting predict_future for IRWD [2025-11-26T21:28:10.831888] [DEBUG] [LOCAL ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt [2025-11-26T21:28:10.831957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:10.832002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:10.832040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:10.832106] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:10.888831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:10.889494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:10.889587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:10.889633] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:11.009485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:11.009705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:11.009759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:11.009801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:11.013087] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=4.94%) [2025-11-26T21:28:11.013376] [INFO ] [FORECASTER] Completed predict_future for IRWD [2025-11-26T21:28:11.013513] [INFO ] [sig ] IRWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:11.153552] [INFO ] [LOCAL ] Saved forecast: IRWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IRWD.txt [2025-11-26T21:28:11.153716] [INFO ] [sig ] [1714/3599] Completed IRWD in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:11.153773] [INFO ] [sig ] [1715/3599] Forecasting ISD... [2025-11-26T21:28:11.153816] [INFO ] [sig ] Generating forecast for: ISD [2025-11-26T21:28:11.153880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-11-26T21:28:11.163917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISD'. [2025-11-26T21:28:11.164221] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-11-26T21:28:11.165020] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-11-26T21:28:11.165087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:11.165131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:11.165172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:11.165244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:11.221958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:11.222683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:11.222774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:11.222820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:11.338166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:11.338323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:11.338376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:11.338422] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:11.341713] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-11-26T21:28:11.341999] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-11-26T21:28:11.342136] [INFO ] [sig ] ISD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:11.483489] [INFO ] [LOCAL ] Saved forecast: ISD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ISD.txt [2025-11-26T21:28:11.483695] [INFO ] [sig ] [1715/3599] Completed ISD in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:11.483794] [INFO ] [sig ] [1716/3599] Forecasting ISPO... [2025-11-26T21:28:11.483841] [INFO ] [sig ] Generating forecast for: ISPO [2025-11-26T21:28:11.483883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'. [2025-11-26T21:28:11.493966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISPO'. [2025-11-26T21:28:11.494281] [INFO ] [FORECASTER] Starting predict_future for ISPO [2025-11-26T21:28:11.495115] [DEBUG] [LOCAL ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt [2025-11-26T21:28:11.495228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:11.495276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:11.495315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:11.495382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:11.556470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:11.557242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:11.557339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:11.557395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:11.663914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:11.664068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:11.664121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:11.664163] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:11.667608] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=55.53%) [2025-11-26T21:28:11.667952] [INFO ] [FORECASTER] Completed predict_future for ISPO [2025-11-26T21:28:11.668125] [INFO ] [sig ] ISPO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:11.810662] [INFO ] [LOCAL ] Saved forecast: ISPO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ISPO.txt [2025-11-26T21:28:11.810818] [INFO ] [sig ] [1716/3599] Completed ISPO in 0.3s | 2.90 sym/s | Total: 9.8m | ETA: 10.8m [2025-11-26T21:28:11.810871] [INFO ] [sig ] [1717/3599] Forecasting ISRG... [2025-11-26T21:28:11.810912] [INFO ] [sig ] Generating forecast for: ISRG [2025-11-26T21:28:11.810948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'. [2025-11-26T21:28:11.822117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISRG'. [2025-11-26T21:28:11.822422] [INFO ] [FORECASTER] Starting predict_future for ISRG [2025-11-26T21:28:11.823480] [DEBUG] [LOCAL ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt [2025-11-26T21:28:11.823552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:11.823598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:11.823658] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:11.823730] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:11.883342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:11.884143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:11.884249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:11.884303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:12.004716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:12.004883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:12.004947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:12.004999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:12.008394] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=33.26%) [2025-11-26T21:28:12.008743] [INFO ] [FORECASTER] Completed predict_future for ISRG [2025-11-26T21:28:12.008897] [INFO ] [sig ] ISRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:12.151405] [INFO ] [LOCAL ] Saved forecast: ISRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ISRG.txt [2025-11-26T21:28:12.151575] [INFO ] [sig ] [1717/3599] Completed ISRG in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:12.151629] [INFO ] [sig ] [1718/3599] Forecasting ISSC... [2025-11-26T21:28:12.151730] [INFO ] [sig ] Generating forecast for: ISSC [2025-11-26T21:28:12.151801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'. [2025-11-26T21:28:12.161980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISSC'. [2025-11-26T21:28:12.162284] [INFO ] [FORECASTER] Starting predict_future for ISSC [2025-11-26T21:28:12.163120] [DEBUG] [LOCAL ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt [2025-11-26T21:28:12.163204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:12.163273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:12.163320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:12.163400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:12.220693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:12.221394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:12.221489] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:12.221535] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:12.339497] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:12.339685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:12.339738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:12.339779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:12.343117] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=46.95%) [2025-11-26T21:28:12.343411] [INFO ] [FORECASTER] Completed predict_future for ISSC [2025-11-26T21:28:12.343556] [INFO ] [sig ] ISSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:12.484785] [INFO ] [LOCAL ] Saved forecast: ISSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ISSC.txt [2025-11-26T21:28:12.484938] [INFO ] [sig ] [1718/3599] Completed ISSC in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:12.484997] [INFO ] [sig ] [1719/3599] Forecasting ISTB... [2025-11-26T21:28:12.485050] [INFO ] [sig ] Generating forecast for: ISTB [2025-11-26T21:28:12.485115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'. [2025-11-26T21:28:12.494985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISTB'. [2025-11-26T21:28:12.495282] [INFO ] [FORECASTER] Starting predict_future for ISTB [2025-11-26T21:28:12.496069] [DEBUG] [LOCAL ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt [2025-11-26T21:28:12.496150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:12.496204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:12.496248] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:12.496314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:12.553455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:12.554129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:12.554226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:12.554275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:12.672911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:12.673119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:12.673175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:12.673210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:12.676544] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=99.07%) [2025-11-26T21:28:12.676847] [INFO ] [FORECASTER] Completed predict_future for ISTB [2025-11-26T21:28:12.676993] [INFO ] [sig ] ISTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:12.816832] [INFO ] [LOCAL ] Saved forecast: ISTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ISTB.txt [2025-11-26T21:28:12.817000] [INFO ] [sig ] [1719/3599] Completed ISTB in 0.3s | 2.90 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:12.817064] [INFO ] [sig ] [1720/3599] Forecasting ITIC... [2025-11-26T21:28:12.817114] [INFO ] [sig ] Generating forecast for: ITIC [2025-11-26T21:28:12.817182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'. [2025-11-26T21:28:12.827052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITIC'. [2025-11-26T21:28:12.827372] [INFO ] [FORECASTER] Starting predict_future for ITIC [2025-11-26T21:28:12.828244] [DEBUG] [LOCAL ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt [2025-11-26T21:28:12.828315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:12.828361] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:12.828409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:12.828491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:12.885813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:12.886528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:12.886628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:12.886697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:12.991310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:12.991462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:12.991512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:12.991551] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:12.994819] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=1.00%) [2025-11-26T21:28:12.995104] [INFO ] [FORECASTER] Completed predict_future for ITIC [2025-11-26T21:28:12.995239] [INFO ] [sig ] ITIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:13.133773] [INFO ] [LOCAL ] Saved forecast: ITIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ITIC.txt [2025-11-26T21:28:13.133926] [INFO ] [sig ] [1720/3599] Completed ITIC in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:13.133981] [INFO ] [sig ] [1721/3599] Forecasting ITRI... [2025-11-26T21:28:13.134029] [INFO ] [sig ] Generating forecast for: ITRI [2025-11-26T21:28:13.134075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'. [2025-11-26T21:28:13.144300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRI'. [2025-11-26T21:28:13.144586] [INFO ] [FORECASTER] Starting predict_future for ITRI [2025-11-26T21:28:13.145367] [DEBUG] [LOCAL ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt [2025-11-26T21:28:13.145436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:13.145481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:13.145520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:13.145587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:13.202469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:13.203142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:13.203236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:13.203277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:13.323604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:13.323787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:13.323849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:13.323888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:13.327206] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: DOWN (p=2.34%) [2025-11-26T21:28:13.327552] [INFO ] [FORECASTER] Completed predict_future for ITRI [2025-11-26T21:28:13.327719] [INFO ] [sig ] ITRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:13.469040] [INFO ] [LOCAL ] Saved forecast: ITRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ITRI.txt [2025-11-26T21:28:13.469184] [INFO ] [sig ] [1721/3599] Completed ITRI in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:13.469237] [INFO ] [sig ] [1722/3599] Forecasting ITRN... [2025-11-26T21:28:13.469277] [INFO ] [sig ] Generating forecast for: ITRN [2025-11-26T21:28:13.469316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'. [2025-11-26T21:28:13.479308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRN'. [2025-11-26T21:28:13.479595] [INFO ] [FORECASTER] Starting predict_future for ITRN [2025-11-26T21:28:13.480380] [DEBUG] [LOCAL ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt [2025-11-26T21:28:13.480454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:13.480499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:13.480541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:13.480608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:13.538728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:13.539429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:13.539538] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:13.539600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:13.659435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:13.659610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:13.659703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:13.659762] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:13.663145] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:28:13.663493] [INFO ] [FORECASTER] Completed predict_future for ITRN [2025-11-26T21:28:13.663688] [INFO ] [sig ] ITRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:13.804131] [INFO ] [LOCAL ] Saved forecast: ITRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ITRN.txt [2025-11-26T21:28:13.804298] [INFO ] [sig ] [1722/3599] Completed ITRN in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:13.804412] [INFO ] [sig ] [1723/3599] Forecasting ITUB... [2025-11-26T21:28:13.804495] [INFO ] [sig ] Generating forecast for: ITUB [2025-11-26T21:28:13.804554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-11-26T21:28:13.814552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITUB'. [2025-11-26T21:28:13.814942] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-11-26T21:28:13.815829] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-11-26T21:28:13.815902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:13.815957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:13.816020] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:13.816107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:13.873424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:13.874111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:13.874215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:13.874278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:13.997574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:13.997764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:13.997833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:13.997894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:14.001301] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=77.52%) [2025-11-26T21:28:14.001612] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-11-26T21:28:14.001784] [INFO ] [sig ] ITUB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:14.144020] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ITUB.txt [2025-11-26T21:28:14.144169] [INFO ] [sig ] [1723/3599] Completed ITUB in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:14.144222] [INFO ] [sig ] [1724/3599] Forecasting IUS... [2025-11-26T21:28:14.144262] [INFO ] [sig ] Generating forecast for: IUS [2025-11-26T21:28:14.144302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'. [2025-11-26T21:28:14.154217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUS'. [2025-11-26T21:28:14.154612] [INFO ] [FORECASTER] Starting predict_future for IUS [2025-11-26T21:28:14.155476] [DEBUG] [LOCAL ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt [2025-11-26T21:28:14.155554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:14.155625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:14.155705] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:14.155813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:14.215760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:14.216429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:14.216540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:14.216593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:14.335083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:14.335254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:14.335306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:14.335342] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:14.338781] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=4.44%) [2025-11-26T21:28:14.339088] [INFO ] [FORECASTER] Completed predict_future for IUS [2025-11-26T21:28:14.339225] [INFO ] [sig ] IUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:14.479317] [INFO ] [LOCAL ] Saved forecast: IUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IUS.txt [2025-11-26T21:28:14.479473] [INFO ] [sig ] [1724/3599] Completed IUS in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:14.479536] [INFO ] [sig ] [1725/3599] Forecasting IUSB... [2025-11-26T21:28:14.479586] [INFO ] [sig ] Generating forecast for: IUSB [2025-11-26T21:28:14.479680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'. [2025-11-26T21:28:14.489858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSB'. [2025-11-26T21:28:14.490163] [INFO ] [FORECASTER] Starting predict_future for IUSB [2025-11-26T21:28:14.490954] [DEBUG] [LOCAL ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt [2025-11-26T21:28:14.491022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:14.491066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:14.491109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:14.491183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:14.547531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:14.548243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:14.548337] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:14.548377] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:14.669723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:14.669883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:14.669933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:14.669974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:14.673237] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=28.30%) [2025-11-26T21:28:14.673535] [INFO ] [FORECASTER] Completed predict_future for IUSB [2025-11-26T21:28:14.673692] [INFO ] [sig ] IUSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:14.814234] [INFO ] [LOCAL ] Saved forecast: IUSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IUSB.txt [2025-11-26T21:28:14.814382] [INFO ] [sig ] [1725/3599] Completed IUSB in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.8m [2025-11-26T21:28:14.814432] [INFO ] [sig ] [1726/3599] Forecasting IUSG... [2025-11-26T21:28:14.814510] [INFO ] [sig ] Generating forecast for: IUSG [2025-11-26T21:28:14.814559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'. [2025-11-26T21:28:14.824972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSG'. [2025-11-26T21:28:14.825320] [INFO ] [FORECASTER] Starting predict_future for IUSG [2025-11-26T21:28:14.826168] [DEBUG] [LOCAL ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt [2025-11-26T21:28:14.826248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:14.826311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:14.826370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:14.826474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:14.883862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:14.884534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:14.884664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:14.884729] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:15.007313] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:15.007495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:15.007580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:15.007636] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:15.011122] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=86.95%) [2025-11-26T21:28:15.011440] [INFO ] [FORECASTER] Completed predict_future for IUSG [2025-11-26T21:28:15.011595] [INFO ] [sig ] IUSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:15.154852] [INFO ] [LOCAL ] Saved forecast: IUSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IUSG.txt [2025-11-26T21:28:15.155026] [INFO ] [sig ] [1726/3599] Completed IUSG in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:15.155109] [INFO ] [sig ] [1727/3599] Forecasting IVAL... [2025-11-26T21:28:15.155205] [INFO ] [sig ] Generating forecast for: IVAL [2025-11-26T21:28:15.155256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'. [2025-11-26T21:28:15.165826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVAL'. [2025-11-26T21:28:15.166196] [INFO ] [FORECASTER] Starting predict_future for IVAL [2025-11-26T21:28:15.167079] [DEBUG] [LOCAL ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt [2025-11-26T21:28:15.167160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:15.167222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:15.167281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:15.167378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:15.224882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:15.225579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:15.225706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:15.225757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:15.338653] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:15.338818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:15.338869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:15.338905] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:15.342219] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=18.63%) [2025-11-26T21:28:15.342506] [INFO ] [FORECASTER] Completed predict_future for IVAL [2025-11-26T21:28:15.342670] [INFO ] [sig ] IVAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:15.483556] [INFO ] [LOCAL ] Saved forecast: IVAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IVAL.txt [2025-11-26T21:28:15.483716] [INFO ] [sig ] [1727/3599] Completed IVAL in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:15.483772] [INFO ] [sig ] [1728/3599] Forecasting IVZ... [2025-11-26T21:28:15.483834] [INFO ] [sig ] Generating forecast for: IVZ [2025-11-26T21:28:15.483880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-11-26T21:28:15.494310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVZ'. [2025-11-26T21:28:15.494631] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-11-26T21:28:15.495433] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-11-26T21:28:15.495509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:15.495567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:15.495615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:15.495707] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:15.552518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:15.553280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:15.553376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:15.553427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:15.675182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:15.675364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:15.675416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:15.675458] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:15.678947] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=15.79%) [2025-11-26T21:28:15.679263] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-11-26T21:28:15.679412] [INFO ] [sig ] IVZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:15.819033] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IVZ.txt [2025-11-26T21:28:15.819187] [INFO ] [sig ] [1728/3599] Completed IVZ in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:15.819241] [INFO ] [sig ] [1729/3599] Forecasting IX... [2025-11-26T21:28:15.819307] [INFO ] [sig ] Generating forecast for: IX [2025-11-26T21:28:15.819354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-11-26T21:28:15.829361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IX'. [2025-11-26T21:28:15.829773] [INFO ] [FORECASTER] Starting predict_future for IX [2025-11-26T21:28:15.830582] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-11-26T21:28:15.830681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:15.830745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:15.830804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:15.830892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:15.887621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:15.888347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:15.888455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:15.888520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:16.008310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:16.008496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:16.008566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:16.008625] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:16.011966] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=0.81%) [2025-11-26T21:28:16.012266] [INFO ] [FORECASTER] Completed predict_future for IX [2025-11-26T21:28:16.012427] [INFO ] [sig ] IX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:16.151631] [INFO ] [LOCAL ] Saved forecast: IX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IX.txt [2025-11-26T21:28:16.151813] [INFO ] [sig ] [1729/3599] Completed IX in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:16.151884] [INFO ] [sig ] [1730/3599] Forecasting IXUS... [2025-11-26T21:28:16.151945] [INFO ] [sig ] Generating forecast for: IXUS [2025-11-26T21:28:16.152004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'. [2025-11-26T21:28:16.162217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IXUS'. [2025-11-26T21:28:16.162568] [INFO ] [FORECASTER] Starting predict_future for IXUS [2025-11-26T21:28:16.163417] [DEBUG] [LOCAL ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt [2025-11-26T21:28:16.163489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:16.163564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:16.163619] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:16.163723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:16.221405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:16.222096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:16.222199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:16.222245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:16.345609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:16.345774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:16.345827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:16.345867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:16.349357] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=35.49%) [2025-11-26T21:28:16.349676] [INFO ] [FORECASTER] Completed predict_future for IXUS [2025-11-26T21:28:16.349815] [INFO ] [sig ] IXUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:16.492696] [INFO ] [LOCAL ] Saved forecast: IXUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/IXUS.txt [2025-11-26T21:28:16.492852] [INFO ] [sig ] [1730/3599] Completed IXUS in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:16.492915] [INFO ] [sig ] [1731/3599] Forecasting IZEA... [2025-11-26T21:28:16.492973] [INFO ] [sig ] Generating forecast for: IZEA [2025-11-26T21:28:16.493012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'. [2025-11-26T21:28:16.503227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IZEA'. [2025-11-26T21:28:16.503566] [INFO ] [FORECASTER] Starting predict_future for IZEA [2025-11-26T21:28:16.504426] [DEBUG] [LOCAL ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt [2025-11-26T21:28:16.504499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:16.504547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:16.504589] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:16.504680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:16.564329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:16.565103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:16.565204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:16.565253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:16.678487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:16.678665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:16.678729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:16.678770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:16.682053] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=65.38%) [2025-11-26T21:28:16.682344] [INFO ] [FORECASTER] Completed predict_future for IZEA [2025-11-26T21:28:16.682479] [INFO ] [sig ] IZEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:16.822386] [INFO ] [LOCAL ] Saved forecast: IZEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/IZEA.txt [2025-11-26T21:28:16.822565] [INFO ] [sig ] [1731/3599] Completed IZEA in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:16.822626] [INFO ] [sig ] [1732/3599] Forecasting J... [2025-11-26T21:28:16.822715] [INFO ] [sig ] Generating forecast for: J [2025-11-26T21:28:16.822757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-11-26T21:28:16.833105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'J'. [2025-11-26T21:28:16.833464] [INFO ] [FORECASTER] Starting predict_future for J [2025-11-26T21:28:16.834360] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-11-26T21:28:16.834440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:16.834511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:16.834576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:16.834701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:16.892575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:16.893329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:16.893442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:16.893512] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:17.010194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:17.010372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:17.010451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:17.010519] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:17.013942] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=66.57%) [2025-11-26T21:28:17.014267] [INFO ] [FORECASTER] Completed predict_future for J [2025-11-26T21:28:17.014444] [INFO ] [sig ] J: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:17.158888] [INFO ] [LOCAL ] Saved forecast: J 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/J.txt [2025-11-26T21:28:17.159066] [INFO ] [sig ] [1732/3599] Completed J in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:17.159145] [INFO ] [sig ] [1733/3599] Forecasting JACK... [2025-11-26T21:28:17.159254] [INFO ] [sig ] Generating forecast for: JACK [2025-11-26T21:28:17.159321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'. [2025-11-26T21:28:17.169471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JACK'. [2025-11-26T21:28:17.169812] [INFO ] [FORECASTER] Starting predict_future for JACK [2025-11-26T21:28:17.170672] [DEBUG] [LOCAL ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt [2025-11-26T21:28:17.170750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:17.170819] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:17.170884] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:17.170994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:17.228291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:17.229208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:17.229319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:17.229394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:17.351926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:17.352104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:17.352159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:17.352202] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:17.355697] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=6.81%) [2025-11-26T21:28:17.355988] [INFO ] [FORECASTER] Completed predict_future for JACK [2025-11-26T21:28:17.356133] [INFO ] [sig ] JACK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:17.498118] [INFO ] [LOCAL ] Saved forecast: JACK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JACK.txt [2025-11-26T21:28:17.498268] [INFO ] [sig ] [1733/3599] Completed JACK in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:17.498324] [INFO ] [sig ] [1734/3599] Forecasting JAGX... [2025-11-26T21:28:17.498402] [INFO ] [sig ] Generating forecast for: JAGX [2025-11-26T21:28:17.498453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'. [2025-11-26T21:28:17.508726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAGX'. [2025-11-26T21:28:17.509024] [INFO ] [FORECASTER] Starting predict_future for JAGX [2025-11-26T21:28:17.509861] [DEBUG] [LOCAL ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt [2025-11-26T21:28:17.509930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:17.509976] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:17.510016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:17.510084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:17.567267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:17.568213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:17.568316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:17.568366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:17.683139] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:17.683318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:17.683367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:17.683412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:17.686916] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=78.48%) [2025-11-26T21:28:17.687225] [INFO ] [FORECASTER] Completed predict_future for JAGX [2025-11-26T21:28:17.687377] [INFO ] [sig ] JAGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:17.829698] [INFO ] [LOCAL ] Saved forecast: JAGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JAGX.txt [2025-11-26T21:28:17.829848] [INFO ] [sig ] [1734/3599] Completed JAGX in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.7m [2025-11-26T21:28:17.829903] [INFO ] [sig ] [1735/3599] Forecasting JAKK... [2025-11-26T21:28:17.829945] [INFO ] [sig ] Generating forecast for: JAKK [2025-11-26T21:28:17.829987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'. [2025-11-26T21:28:17.840236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAKK'. [2025-11-26T21:28:17.840529] [INFO ] [FORECASTER] Starting predict_future for JAKK [2025-11-26T21:28:17.841307] [DEBUG] [LOCAL ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt [2025-11-26T21:28:17.841378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:17.841416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:17.841451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:17.841515] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:17.899463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:17.900204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:17.900305] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:17.900354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:18.023014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:18.023187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:18.023239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:18.023280] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:18.026615] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-11-26T21:28:18.026918] [INFO ] [FORECASTER] Completed predict_future for JAKK [2025-11-26T21:28:18.027059] [INFO ] [sig ] JAKK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:18.169041] [INFO ] [LOCAL ] Saved forecast: JAKK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JAKK.txt [2025-11-26T21:28:18.169194] [INFO ] [sig ] [1735/3599] Completed JAKK in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:18.169248] [INFO ] [sig ] [1736/3599] Forecasting JAMF... [2025-11-26T21:28:18.169311] [INFO ] [sig ] Generating forecast for: JAMF [2025-11-26T21:28:18.169355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'. [2025-11-26T21:28:18.180091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAMF'. [2025-11-26T21:28:18.180394] [INFO ] [FORECASTER] Starting predict_future for JAMF [2025-11-26T21:28:18.181379] [DEBUG] [LOCAL ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt [2025-11-26T21:28:18.181449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:18.181488] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:18.181528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:18.181593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:18.239372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:18.240043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:18.240137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:18.240178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:18.356687] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:18.356856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:18.356909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:18.356950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:18.360301] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=27.41%) [2025-11-26T21:28:18.360588] [INFO ] [FORECASTER] Completed predict_future for JAMF [2025-11-26T21:28:18.360747] [INFO ] [sig ] JAMF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:18.503677] [INFO ] [LOCAL ] Saved forecast: JAMF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JAMF.txt [2025-11-26T21:28:18.503824] [INFO ] [sig ] [1736/3599] Completed JAMF in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:18.503880] [INFO ] [sig ] [1737/3599] Forecasting JANX... [2025-11-26T21:28:18.503927] [INFO ] [sig ] Generating forecast for: JANX [2025-11-26T21:28:18.503978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'. [2025-11-26T21:28:18.515178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JANX'. [2025-11-26T21:28:18.515557] [INFO ] [FORECASTER] Starting predict_future for JANX [2025-11-26T21:28:18.516410] [DEBUG] [LOCAL ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt [2025-11-26T21:28:18.516491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:18.516566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:18.516635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:18.516760] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:18.575947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:18.576695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:18.576801] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:18.576863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:18.697861] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:18.698035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:18.698103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:18.698179] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:18.701549] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=96.60%) [2025-11-26T21:28:18.701882] [INFO ] [FORECASTER] Completed predict_future for JANX [2025-11-26T21:28:18.702038] [INFO ] [sig ] JANX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:18.840578] [INFO ] [LOCAL ] Saved forecast: JANX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JANX.txt [2025-11-26T21:28:18.840758] [INFO ] [sig ] [1737/3599] Completed JANX in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:18.840836] [INFO ] [sig ] [1738/3599] Forecasting JAZZ... [2025-11-26T21:28:18.840927] [INFO ] [sig ] Generating forecast for: JAZZ [2025-11-26T21:28:18.841003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'. [2025-11-26T21:28:18.851639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'. [2025-11-26T21:28:18.852032] [INFO ] [FORECASTER] Starting predict_future for JAZZ [2025-11-26T21:28:18.852935] [DEBUG] [LOCAL ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt [2025-11-26T21:28:18.853008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:18.853075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:18.853138] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:18.853243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:18.911954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:18.912728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:18.912843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:18.912911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:19.035153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:19.035346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:19.035429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:19.035499] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:19.039059] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-11-26T21:28:19.039374] [INFO ] [FORECASTER] Completed predict_future for JAZZ [2025-11-26T21:28:19.039544] [INFO ] [sig ] JAZZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:19.182392] [INFO ] [LOCAL ] Saved forecast: JAZZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JAZZ.txt [2025-11-26T21:28:19.182563] [INFO ] [sig ] [1738/3599] Completed JAZZ in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:19.182658] [INFO ] [sig ] [1739/3599] Forecasting JBGS... [2025-11-26T21:28:19.182740] [INFO ] [sig ] Generating forecast for: JBGS [2025-11-26T21:28:19.182794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-11-26T21:28:19.193032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBGS'. [2025-11-26T21:28:19.193323] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-11-26T21:28:19.194146] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-11-26T21:28:19.194216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:19.194261] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:19.194301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:19.194367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:19.253889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:19.254631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:19.254765] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:19.254814] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:19.374697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:19.374859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:19.374914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:19.374953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:19.378290] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=38.86%) [2025-11-26T21:28:19.378579] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-11-26T21:28:19.378739] [INFO ] [sig ] JBGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:19.519977] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JBGS.txt [2025-11-26T21:28:19.520130] [INFO ] [sig ] [1739/3599] Completed JBGS in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:19.520190] [INFO ] [sig ] [1740/3599] Forecasting JBI... [2025-11-26T21:28:19.520254] [INFO ] [sig ] Generating forecast for: JBI [2025-11-26T21:28:19.520298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-11-26T21:28:19.530244] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBI'. [2025-11-26T21:28:19.530555] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-11-26T21:28:19.531361] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-11-26T21:28:19.531430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:19.531474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:19.531513] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:19.531579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:19.591246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:19.591992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:19.592085] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:19.592125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:19.711585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:19.711804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:19.711858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:19.711901] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:19.715340] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=21.77%) [2025-11-26T21:28:19.715705] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-11-26T21:28:19.715869] [INFO ] [sig ] JBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:19.859202] [INFO ] [LOCAL ] Saved forecast: JBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JBI.txt [2025-11-26T21:28:19.859389] [INFO ] [sig ] [1740/3599] Completed JBI in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:19.859447] [INFO ] [sig ] [1741/3599] Forecasting JBL... [2025-11-26T21:28:19.859490] [INFO ] [sig ] Generating forecast for: JBL [2025-11-26T21:28:19.859544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-11-26T21:28:19.870068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBL'. [2025-11-26T21:28:19.870448] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-11-26T21:28:19.871240] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-11-26T21:28:19.871309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:19.871365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:19.871429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:19.871517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:19.928419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:19.929277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:19.929382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:19.929437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:20.054370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:20.054573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:20.054626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:20.054683] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:20.058862] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-11-26T21:28:20.059261] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-11-26T21:28:20.059426] [INFO ] [sig ] JBL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:20.204662] [INFO ] [LOCAL ] Saved forecast: JBL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JBL.txt [2025-11-26T21:28:20.204816] [INFO ] [sig ] [1741/3599] Completed JBL in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:20.204875] [INFO ] [sig ] [1742/3599] Forecasting JBND... [2025-11-26T21:28:20.204917] [INFO ] [sig ] Generating forecast for: JBND [2025-11-26T21:28:20.204956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-11-26T21:28:20.214939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBND'. [2025-11-26T21:28:20.215267] [INFO ] [FORECASTER] Starting predict_future for JBND [2025-11-26T21:28:20.216108] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-11-26T21:28:20.216183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:20.216266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:20.216318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:20.216386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:20.273192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:20.273985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:20.274082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:20.274123] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:20.390523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:20.390720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:20.390774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:20.390812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:20.394143] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=32.29%) [2025-11-26T21:28:20.394434] [INFO ] [FORECASTER] Completed predict_future for JBND [2025-11-26T21:28:20.394572] [INFO ] [sig ] JBND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:20.533831] [INFO ] [LOCAL ] Saved forecast: JBND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JBND.txt [2025-11-26T21:28:20.534001] [INFO ] [sig ] [1742/3599] Completed JBND in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.7m [2025-11-26T21:28:20.534061] [INFO ] [sig ] [1743/3599] Forecasting JBSS... [2025-11-26T21:28:20.534105] [INFO ] [sig ] Generating forecast for: JBSS [2025-11-26T21:28:20.534175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'. [2025-11-26T21:28:20.544191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBSS'. [2025-11-26T21:28:20.544540] [INFO ] [FORECASTER] Starting predict_future for JBSS [2025-11-26T21:28:20.545400] [DEBUG] [LOCAL ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt [2025-11-26T21:28:20.545481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:20.545544] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:20.545601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:20.545720] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:20.603923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:20.604712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:20.604823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:20.604890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:20.724389] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:20.724572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:20.724668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:20.724733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:20.728207] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=85.91%) [2025-11-26T21:28:20.728513] [INFO ] [FORECASTER] Completed predict_future for JBSS [2025-11-26T21:28:20.728694] [INFO ] [sig ] JBSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:20.869047] [INFO ] [LOCAL ] Saved forecast: JBSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JBSS.txt [2025-11-26T21:28:20.869250] [INFO ] [sig ] [1743/3599] Completed JBSS in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:20.869331] [INFO ] [sig ] [1744/3599] Forecasting JCE... [2025-11-26T21:28:20.869391] [INFO ] [sig ] Generating forecast for: JCE [2025-11-26T21:28:20.869478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-11-26T21:28:20.880368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCE'. [2025-11-26T21:28:20.880888] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-11-26T21:28:20.881734] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-11-26T21:28:20.881814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:20.881876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:20.881934] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:20.882029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:20.940281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:20.941004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:20.941112] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:20.941175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:21.059802] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:21.059990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:21.060059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:21.060116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:21.063538] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=43.96%) [2025-11-26T21:28:21.063881] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-11-26T21:28:21.064042] [INFO ] [sig ] JCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:21.203804] [INFO ] [LOCAL ] Saved forecast: JCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JCE.txt [2025-11-26T21:28:21.203980] [INFO ] [sig ] [1744/3599] Completed JCE in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:21.204055] [INFO ] [sig ] [1745/3599] Forecasting JCI... [2025-11-26T21:28:21.204114] [INFO ] [sig ] Generating forecast for: JCI [2025-11-26T21:28:21.204209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-11-26T21:28:21.214183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCI'. [2025-11-26T21:28:21.214515] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-11-26T21:28:21.215376] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-11-26T21:28:21.215450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:21.215507] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:21.215570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:21.215685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:21.276325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:21.277105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:21.277213] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:21.277275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:21.400872] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:21.401041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:21.401109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:21.401168] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:21.404622] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=8.66%) [2025-11-26T21:28:21.404950] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-11-26T21:28:21.405112] [INFO ] [sig ] JCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:21.549359] [INFO ] [LOCAL ] Saved forecast: JCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JCI.txt [2025-11-26T21:28:21.549518] [INFO ] [sig ] [1745/3599] Completed JCI in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:21.549586] [INFO ] [sig ] [1746/3599] Forecasting JD... [2025-11-26T21:28:21.549658] [INFO ] [sig ] Generating forecast for: JD [2025-11-26T21:28:21.549756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'. [2025-11-26T21:28:21.560012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JD'. [2025-11-26T21:28:21.560333] [INFO ] [FORECASTER] Starting predict_future for JD [2025-11-26T21:28:21.561213] [DEBUG] [LOCAL ] No optimal features file found for JD: ./output/feature-sets/JD.txt [2025-11-26T21:28:21.561284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:21.561331] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:21.561372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:21.561442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:21.622033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:21.622840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:21.622941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:21.622993] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:21.740356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:21.740503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:21.740554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:21.740595] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:21.743912] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=75.65%) [2025-11-26T21:28:21.744197] [INFO ] [FORECASTER] Completed predict_future for JD [2025-11-26T21:28:21.744337] [INFO ] [sig ] JD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:21.885973] [INFO ] [LOCAL ] Saved forecast: JD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JD.txt [2025-11-26T21:28:21.886167] [INFO ] [sig ] [1746/3599] Completed JD in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:21.886256] [INFO ] [sig ] [1747/3599] Forecasting JDZG... [2025-11-26T21:28:21.886325] [INFO ] [sig ] Generating forecast for: JDZG [2025-11-26T21:28:21.886425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'. [2025-11-26T21:28:21.897266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JDZG'. [2025-11-26T21:28:21.897684] [INFO ] [FORECASTER] Starting predict_future for JDZG [2025-11-26T21:28:21.898512] [DEBUG] [LOCAL ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt [2025-11-26T21:28:21.898585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:21.898670] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:21.898738] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:21.898848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:21.958515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:21.959240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:21.959341] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:21.959410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:22.078199] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:22.078385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:22.078462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:22.078530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:22.082011] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: UP (p=84.66%) [2025-11-26T21:28:22.082337] [INFO ] [FORECASTER] Completed predict_future for JDZG [2025-11-26T21:28:22.082513] [INFO ] [sig ] JDZG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:22.223151] [INFO ] [LOCAL ] Saved forecast: JDZG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JDZG.txt [2025-11-26T21:28:22.223314] [INFO ] [sig ] [1747/3599] Completed JDZG in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:22.223398] [INFO ] [sig ] [1748/3599] Forecasting JEF... [2025-11-26T21:28:22.223464] [INFO ] [sig ] Generating forecast for: JEF [2025-11-26T21:28:22.223561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-11-26T21:28:22.233748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEF'. [2025-11-26T21:28:22.234085] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-11-26T21:28:22.234935] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-11-26T21:28:22.235006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:22.235070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:22.235134] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:22.235235] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:22.291525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:22.292246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:22.292342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:22.292415] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:22.414911] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:22.415105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:22.415175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:22.415231] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:22.418744] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=33.15%) [2025-11-26T21:28:22.419069] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-11-26T21:28:22.419242] [INFO ] [sig ] JEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:22.560004] [INFO ] [LOCAL ] Saved forecast: JEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JEF.txt [2025-11-26T21:28:22.560158] [INFO ] [sig ] [1748/3599] Completed JEF in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:22.560247] [INFO ] [sig ] [1749/3599] Forecasting JELD... [2025-11-26T21:28:22.560309] [INFO ] [sig ] Generating forecast for: JELD [2025-11-26T21:28:22.560411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-11-26T21:28:22.570542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JELD'. [2025-11-26T21:28:22.570895] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-11-26T21:28:22.571753] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-11-26T21:28:22.571822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:22.571886] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:22.571953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:22.572057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:22.631062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:22.631809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:22.631922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:22.632004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:22.754063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:22.754254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:22.754335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:22.754405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:22.757824] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=74.48%) [2025-11-26T21:28:22.758160] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-11-26T21:28:22.758328] [INFO ] [sig ] JELD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:22.897963] [INFO ] [LOCAL ] Saved forecast: JELD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JELD.txt [2025-11-26T21:28:22.898144] [INFO ] [sig ] [1749/3599] Completed JELD in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:22.898227] [INFO ] [sig ] [1750/3599] Forecasting JEPQ... [2025-11-26T21:28:22.898296] [INFO ] [sig ] Generating forecast for: JEPQ [2025-11-26T21:28:22.898391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'. [2025-11-26T21:28:22.908212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'. [2025-11-26T21:28:22.908552] [INFO ] [FORECASTER] Starting predict_future for JEPQ [2025-11-26T21:28:22.909394] [DEBUG] [LOCAL ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt [2025-11-26T21:28:22.909469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:22.909534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:22.909600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:22.909735] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:22.971051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:22.971881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:22.971995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:22.972070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:23.097296] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:23.097483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:23.097566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:23.097660] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:23.101092] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=86.76%) [2025-11-26T21:28:23.101434] [INFO ] [FORECASTER] Completed predict_future for JEPQ [2025-11-26T21:28:23.101603] [INFO ] [sig ] JEPQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:23.242741] [INFO ] [LOCAL ] Saved forecast: JEPQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JEPQ.txt [2025-11-26T21:28:23.242921] [INFO ] [sig ] [1750/3599] Completed JEPQ in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:23.242997] [INFO ] [sig ] [1751/3599] Forecasting JFIN... [2025-11-26T21:28:23.243095] [INFO ] [sig ] Generating forecast for: JFIN [2025-11-26T21:28:23.243158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'. [2025-11-26T21:28:23.253294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JFIN'. [2025-11-26T21:28:23.253620] [INFO ] [FORECASTER] Starting predict_future for JFIN [2025-11-26T21:28:23.254466] [DEBUG] [LOCAL ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt [2025-11-26T21:28:23.254546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:23.254615] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:23.254700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:23.254811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:23.311565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:23.312313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:23.312410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:23.312472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:23.430267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:23.430434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:23.430514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:23.430580] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:23.434016] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: UP (p=68.98%) [2025-11-26T21:28:23.434348] [INFO ] [FORECASTER] Completed predict_future for JFIN [2025-11-26T21:28:23.434520] [INFO ] [sig ] JFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:23.574577] [INFO ] [LOCAL ] Saved forecast: JFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JFIN.txt [2025-11-26T21:28:23.574770] [INFO ] [sig ] [1751/3599] Completed JFIN in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:23.574851] [INFO ] [sig ] [1752/3599] Forecasting JGLO... [2025-11-26T21:28:23.574944] [INFO ] [sig ] Generating forecast for: JGLO [2025-11-26T21:28:23.575016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'. [2025-11-26T21:28:23.585205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JGLO'. [2025-11-26T21:28:23.585576] [INFO ] [FORECASTER] Starting predict_future for JGLO [2025-11-26T21:28:23.586417] [DEBUG] [LOCAL ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt [2025-11-26T21:28:23.586496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:23.586557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:23.586615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:23.586727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:23.644895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:23.645665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:23.645772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:23.645834] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:23.763716] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:23.763878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:23.763930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:23.763977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:23.767282] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=86.26%) [2025-11-26T21:28:23.767591] [INFO ] [FORECASTER] Completed predict_future for JGLO [2025-11-26T21:28:23.767749] [INFO ] [sig ] JGLO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:23.906211] [INFO ] [LOCAL ] Saved forecast: JGLO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JGLO.txt [2025-11-26T21:28:23.906372] [INFO ] [sig ] [1752/3599] Completed JGLO in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.6m [2025-11-26T21:28:23.906426] [INFO ] [sig ] [1753/3599] Forecasting JHG... [2025-11-26T21:28:23.906487] [INFO ] [sig ] Generating forecast for: JHG [2025-11-26T21:28:23.906537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-11-26T21:28:23.916535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHG'. [2025-11-26T21:28:23.916916] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-11-26T21:28:23.917807] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-11-26T21:28:23.917886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:23.917950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:23.918008] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:23.918102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:23.975744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:23.976421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:23.976527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:23.976589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:24.093546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:24.093756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:24.093834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:24.093894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:24.097300] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-11-26T21:28:24.097630] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-11-26T21:28:24.097805] [INFO ] [sig ] JHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:24.238251] [INFO ] [LOCAL ] Saved forecast: JHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JHG.txt [2025-11-26T21:28:24.238408] [INFO ] [sig ] [1753/3599] Completed JHG in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:24.238464] [INFO ] [sig ] [1754/3599] Forecasting JHI... [2025-11-26T21:28:24.238533] [INFO ] [sig ] Generating forecast for: JHI [2025-11-26T21:28:24.238606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-11-26T21:28:24.249065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHI'. [2025-11-26T21:28:24.249431] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-11-26T21:28:24.250290] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-11-26T21:28:24.250384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:24.250446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:24.250506] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:24.250602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:24.308481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:24.309325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:24.309436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:24.309503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:24.418582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:24.418762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:24.418831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:24.418893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:24.422274] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: DOWN (p=28.54%) [2025-11-26T21:28:24.422582] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-11-26T21:28:24.422798] [INFO ] [sig ] JHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:24.565016] [INFO ] [LOCAL ] Saved forecast: JHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JHI.txt [2025-11-26T21:28:24.565187] [INFO ] [sig ] [1754/3599] Completed JHI in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:24.565242] [INFO ] [sig ] [1755/3599] Forecasting JHX... [2025-11-26T21:28:24.565310] [INFO ] [sig ] Generating forecast for: JHX [2025-11-26T21:28:24.565364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-11-26T21:28:24.576232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHX'. [2025-11-26T21:28:24.576549] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-11-26T21:28:24.577457] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-11-26T21:28:24.577532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:24.577593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:24.577663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:24.577743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:24.634698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:24.635475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:24.635574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:24.635620] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:24.753814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:24.753997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:24.754051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:24.754094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:24.757486] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=26.15%) [2025-11-26T21:28:24.757805] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-11-26T21:28:24.757949] [INFO ] [sig ] JHX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:24.898487] [INFO ] [LOCAL ] Saved forecast: JHX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JHX.txt [2025-11-26T21:28:24.898666] [INFO ] [sig ] [1755/3599] Completed JHX in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:24.898725] [INFO ] [sig ] [1756/3599] Forecasting JILL... [2025-11-26T21:28:24.898773] [INFO ] [sig ] Generating forecast for: JILL [2025-11-26T21:28:24.898854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-11-26T21:28:24.909545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JILL'. [2025-11-26T21:28:24.909983] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-11-26T21:28:24.910848] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-11-26T21:28:24.910920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:24.910966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:24.911006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:24.911076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:24.969086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:24.969793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:24.969889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:24.969939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:25.088796] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:25.088985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:25.089038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:25.089109] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:25.092518] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=48.01%) [2025-11-26T21:28:25.092835] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-11-26T21:28:25.092979] [INFO ] [sig ] JILL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:25.233427] [INFO ] [LOCAL ] Saved forecast: JILL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JILL.txt [2025-11-26T21:28:25.233586] [INFO ] [sig ] [1756/3599] Completed JILL in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:25.233660] [INFO ] [sig ] [1757/3599] Forecasting JIVE... [2025-11-26T21:28:25.233723] [INFO ] [sig ] Generating forecast for: JIVE [2025-11-26T21:28:25.233762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'. [2025-11-26T21:28:25.245054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JIVE'. [2025-11-26T21:28:25.245476] [INFO ] [FORECASTER] Starting predict_future for JIVE [2025-11-26T21:28:25.246315] [DEBUG] [LOCAL ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt [2025-11-26T21:28:25.246396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:25.246460] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:25.246519] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:25.246616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:25.304243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:25.304973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:25.305081] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:25.305144] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:25.420814] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:25.420984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:25.421053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:25.421114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:25.424529] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=72.08%) [2025-11-26T21:28:25.424867] [INFO ] [FORECASTER] Completed predict_future for JIVE [2025-11-26T21:28:25.425026] [INFO ] [sig ] JIVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:25.564826] [INFO ] [LOCAL ] Saved forecast: JIVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JIVE.txt [2025-11-26T21:28:25.565000] [INFO ] [sig ] [1757/3599] Completed JIVE in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:25.565078] [INFO ] [sig ] [1758/3599] Forecasting JJSF... [2025-11-26T21:28:25.565140] [INFO ] [sig ] Generating forecast for: JJSF [2025-11-26T21:28:25.565225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'. [2025-11-26T21:28:25.576070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JJSF'. [2025-11-26T21:28:25.576381] [INFO ] [FORECASTER] Starting predict_future for JJSF [2025-11-26T21:28:25.577248] [DEBUG] [LOCAL ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt [2025-11-26T21:28:25.577325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:25.577390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:25.577478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:25.577587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:25.637341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:25.638155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:25.638265] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:25.638336] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:25.758304] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:25.758476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:25.758529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:25.758569] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:25.761905] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=74.01%) [2025-11-26T21:28:25.762194] [INFO ] [FORECASTER] Completed predict_future for JJSF [2025-11-26T21:28:25.762347] [INFO ] [sig ] JJSF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:25.901223] [INFO ] [LOCAL ] Saved forecast: JJSF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JJSF.txt [2025-11-26T21:28:25.901377] [INFO ] [sig ] [1758/3599] Completed JJSF in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:25.901429] [INFO ] [sig ] [1759/3599] Forecasting JKHY... [2025-11-26T21:28:25.901470] [INFO ] [sig ] Generating forecast for: JKHY [2025-11-26T21:28:25.901508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'. [2025-11-26T21:28:25.911688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKHY'. [2025-11-26T21:28:25.911983] [INFO ] [FORECASTER] Starting predict_future for JKHY [2025-11-26T21:28:25.912756] [DEBUG] [LOCAL ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt [2025-11-26T21:28:25.912824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:25.912868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:25.912906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:25.912973] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:25.971897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:25.972559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:25.972669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:25.972718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:26.089596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:26.089800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:26.089884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:26.089960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:26.093386] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=71.89%) [2025-11-26T21:28:26.093764] [INFO ] [FORECASTER] Completed predict_future for JKHY [2025-11-26T21:28:26.093936] [INFO ] [sig ] JKHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:26.236472] [INFO ] [LOCAL ] Saved forecast: JKHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JKHY.txt [2025-11-26T21:28:26.236667] [INFO ] [sig ] [1759/3599] Completed JKHY in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.6m [2025-11-26T21:28:26.236758] [INFO ] [sig ] [1760/3599] Forecasting JKS... [2025-11-26T21:28:26.236848] [INFO ] [sig ] Generating forecast for: JKS [2025-11-26T21:28:26.236915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-11-26T21:28:26.247160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKS'. [2025-11-26T21:28:26.247491] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-11-26T21:28:26.248325] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-11-26T21:28:26.248398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:26.248444] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:26.248484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:26.248554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:26.307342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:26.308064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:26.308159] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:26.308207] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:26.425737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:26.425879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:26.425931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:26.425973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:26.429387] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=67.38%) [2025-11-26T21:28:26.429714] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-11-26T21:28:26.429892] [INFO ] [sig ] JKS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:26.569932] [INFO ] [LOCAL ] Saved forecast: JKS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JKS.txt [2025-11-26T21:28:26.570110] [INFO ] [sig ] [1760/3599] Completed JKS in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:26.570165] [INFO ] [sig ] [1761/3599] Forecasting JLL... [2025-11-26T21:28:26.570212] [INFO ] [sig ] Generating forecast for: JLL [2025-11-26T21:28:26.570251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-11-26T21:28:26.580491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLL'. [2025-11-26T21:28:26.580909] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-11-26T21:28:26.581723] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-11-26T21:28:26.581792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:26.581839] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:26.581878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:26.581945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:26.639823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:26.640704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:26.640816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:26.640880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:26.769696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:26.769886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:26.769981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:26.770026] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:26.773353] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-11-26T21:28:26.773638] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-11-26T21:28:26.773795] [INFO ] [sig ] JLL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:26.914114] [INFO ] [LOCAL ] Saved forecast: JLL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JLL.txt [2025-11-26T21:28:26.914264] [INFO ] [sig ] [1761/3599] Completed JLL in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:26.914318] [INFO ] [sig ] [1762/3599] Forecasting JLS... [2025-11-26T21:28:26.914360] [INFO ] [sig ] Generating forecast for: JLS [2025-11-26T21:28:26.914403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-11-26T21:28:26.925100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLS'. [2025-11-26T21:28:26.925445] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-11-26T21:28:26.926301] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-11-26T21:28:26.926372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:26.926420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:26.926460] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:26.926530] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:26.984171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:26.985074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:26.985171] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:26.985217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:27.095290] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:27.095484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:27.095536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:27.095577] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:27.099044] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=86.24%) [2025-11-26T21:28:27.099334] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-11-26T21:28:27.099470] [INFO ] [sig ] JLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:27.240222] [INFO ] [LOCAL ] Saved forecast: JLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JLS.txt [2025-11-26T21:28:27.240372] [INFO ] [sig ] [1762/3599] Completed JLS in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:27.240425] [INFO ] [sig ] [1763/3599] Forecasting JMIA... [2025-11-26T21:28:27.240466] [INFO ] [sig ] Generating forecast for: JMIA [2025-11-26T21:28:27.240507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-11-26T21:28:27.254563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMIA'. [2025-11-26T21:28:27.255054] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-11-26T21:28:27.256128] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-11-26T21:28:27.256211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:27.256275] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:27.256328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:27.256425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:27.314200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:27.314961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:27.315059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:27.315105] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:27.440250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:27.440446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:27.440523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:27.440592] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:27.444068] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=28.44%) [2025-11-26T21:28:27.444385] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-11-26T21:28:27.444559] [INFO ] [sig ] JMIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:27.584906] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JMIA.txt [2025-11-26T21:28:27.585054] [INFO ] [sig ] [1763/3599] Completed JMIA in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:27.585108] [INFO ] [sig ] [1764/3599] Forecasting JMSB... [2025-11-26T21:28:27.585148] [INFO ] [sig ] Generating forecast for: JMSB [2025-11-26T21:28:27.585189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'. [2025-11-26T21:28:27.596261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMSB'. [2025-11-26T21:28:27.596636] [INFO ] [FORECASTER] Starting predict_future for JMSB [2025-11-26T21:28:27.597600] [DEBUG] [LOCAL ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt [2025-11-26T21:28:27.597696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:27.597744] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:27.597784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:27.597851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:27.653670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:27.654329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:27.654422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:27.654468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:27.755079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:27.755226] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:28:27.755275] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:27.755312] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:27.758520] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=44.07%) [2025-11-26T21:28:27.758852] [INFO ] [FORECASTER] Completed predict_future for JMSB [2025-11-26T21:28:27.759000] [INFO ] [sig ] JMSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:27.896203] [INFO ] [LOCAL ] Saved forecast: JMSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JMSB.txt [2025-11-26T21:28:27.896376] [INFO ] [sig ] [1764/3599] Completed JMSB in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:27.896429] [INFO ] [sig ] [1765/3599] Forecasting JNJ... [2025-11-26T21:28:27.896469] [INFO ] [sig ] Generating forecast for: JNJ [2025-11-26T21:28:27.896534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-11-26T21:28:27.909758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JNJ'. [2025-11-26T21:28:27.910411] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-11-26T21:28:27.911400] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-11-26T21:28:27.911476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:27.911546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:27.911591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:27.911683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:27.969501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:27.970779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:27.970911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:27.970960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:28.096907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:28.097232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:28.097295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:28.097342] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:28.101870] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-11-26T21:28:28.102341] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-11-26T21:28:28.102525] [INFO ] [sig ] JNJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:28.244527] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JNJ.txt [2025-11-26T21:28:28.244716] [INFO ] [sig ] [1765/3599] Completed JNJ in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:28.244775] [INFO ] [sig ] [1766/3599] Forecasting JOBY... [2025-11-26T21:28:28.244846] [INFO ] [sig ] Generating forecast for: JOBY [2025-11-26T21:28:28.244897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-11-26T21:28:28.255755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOBY'. [2025-11-26T21:28:28.256066] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-11-26T21:28:28.256875] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-11-26T21:28:28.256945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:28.256991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:28.257029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:28.257095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:28.313858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:28.314594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:28.314712] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:28.314760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:28.431501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:28.431697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:28.431755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:28.431797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:28.435236] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=74.98%) [2025-11-26T21:28:28.435534] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-11-26T21:28:28.435700] [INFO ] [sig ] JOBY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:28.580296] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JOBY.txt [2025-11-26T21:28:28.580467] [INFO ] [sig ] [1766/3599] Completed JOBY in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:28.580523] [INFO ] [sig ] [1767/3599] Forecasting JOE... [2025-11-26T21:28:28.580565] [INFO ] [sig ] Generating forecast for: JOE [2025-11-26T21:28:28.580605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-11-26T21:28:28.591133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOE'. [2025-11-26T21:28:28.591442] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-11-26T21:28:28.592238] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-11-26T21:28:28.592307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:28.592352] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:28.592392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:28.592465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:28.649752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:28.650597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:28.650724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:28.650774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:28.770416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:28.770613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:28.770695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:28.770740] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:28.774181] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-11-26T21:28:28.774478] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-11-26T21:28:28.774622] [INFO ] [sig ] JOE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:28.917230] [INFO ] [LOCAL ] Saved forecast: JOE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JOE.txt [2025-11-26T21:28:28.917396] [INFO ] [sig ] [1767/3599] Completed JOE in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:28.917466] [INFO ] [sig ] [1768/3599] Forecasting JOF... [2025-11-26T21:28:28.917513] [INFO ] [sig ] Generating forecast for: JOF [2025-11-26T21:28:28.917557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-11-26T21:28:28.928574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOF'. [2025-11-26T21:28:28.928962] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-11-26T21:28:28.929773] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-11-26T21:28:28.929846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:28.929894] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:28.929935] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:28.930005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:28.992404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:28.993782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:28.993925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:28.994004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:29.114444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:29.114631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:29.114699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:29.114743] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:29.118107] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=6.26%) [2025-11-26T21:28:29.118396] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-11-26T21:28:29.118533] [INFO ] [sig ] JOF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:29.259580] [INFO ] [LOCAL ] Saved forecast: JOF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JOF.txt [2025-11-26T21:28:29.259753] [INFO ] [sig ] [1768/3599] Completed JOF in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:29.259812] [INFO ] [sig ] [1769/3599] Forecasting JPC... [2025-11-26T21:28:29.259863] [INFO ] [sig ] Generating forecast for: JPC [2025-11-26T21:28:29.259904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-11-26T21:28:29.269812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPC'. [2025-11-26T21:28:29.270116] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-11-26T21:28:29.270896] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-11-26T21:28:29.270966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:29.271011] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:29.271049] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:29.271118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:29.327250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:29.327960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:29.328053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:29.328097] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:29.444584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:29.444774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:29.444826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:29.444867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:29.448162] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=14.67%) [2025-11-26T21:28:29.448446] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-11-26T21:28:29.448592] [INFO ] [sig ] JPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:29.587298] [INFO ] [LOCAL ] Saved forecast: JPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JPC.txt [2025-11-26T21:28:29.587460] [INFO ] [sig ] [1769/3599] Completed JPC in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:29.587514] [INFO ] [sig ] [1770/3599] Forecasting JPEF... [2025-11-26T21:28:29.587550] [INFO ] [sig ] Generating forecast for: JPEF [2025-11-26T21:28:29.587591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'. [2025-11-26T21:28:29.597615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPEF'. [2025-11-26T21:28:29.597987] [INFO ] [FORECASTER] Starting predict_future for JPEF [2025-11-26T21:28:29.598765] [DEBUG] [LOCAL ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt [2025-11-26T21:28:29.598833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:29.598877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:29.598915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:29.598983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:29.655938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:29.656709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:29.656805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:29.656850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:29.775028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:29.775223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:29.775276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:29.775317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:29.778657] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=42.60%) [2025-11-26T21:28:29.778950] [INFO ] [FORECASTER] Completed predict_future for JPEF [2025-11-26T21:28:29.779091] [INFO ] [sig ] JPEF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:29.921607] [INFO ] [LOCAL ] Saved forecast: JPEF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JPEF.txt [2025-11-26T21:28:29.921856] [INFO ] [sig ] [1770/3599] Completed JPEF in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.5m [2025-11-26T21:28:29.921911] [INFO ] [sig ] [1771/3599] Forecasting JPM... [2025-11-26T21:28:29.921950] [INFO ] [sig ] Generating forecast for: JPM [2025-11-26T21:28:29.921993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-11-26T21:28:29.933630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPM'. [2025-11-26T21:28:29.934126] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-11-26T21:28:29.934954] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-11-26T21:28:29.935025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:29.935070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:29.935109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:29.935177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:29.994613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:29.995593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:29.995723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:29.995774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:30.119749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:30.119926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:30.119976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:30.120017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:30.123300] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=85.00%) [2025-11-26T21:28:30.123589] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-11-26T21:28:30.123747] [INFO ] [sig ] JPM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:30.262634] [INFO ] [LOCAL ] Saved forecast: JPM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JPM.txt [2025-11-26T21:28:30.262802] [INFO ] [sig ] [1771/3599] Completed JPM in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:28:30.262855] [INFO ] [sig ] [1772/3599] Forecasting JQC... [2025-11-26T21:28:30.262898] [INFO ] [sig ] Generating forecast for: JQC [2025-11-26T21:28:30.262940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-11-26T21:28:30.274389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JQC'. [2025-11-26T21:28:30.274765] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-11-26T21:28:30.275552] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-11-26T21:28:30.275622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:30.275694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:30.275734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:30.275802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:30.331841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:30.332635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:30.332755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:30.332796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:30.456688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:30.456898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:30.456953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:30.457015] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:30.460392] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=16.09%) [2025-11-26T21:28:30.460706] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-11-26T21:28:30.460848] [INFO ] [sig ] JQC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:30.598984] [INFO ] [LOCAL ] Saved forecast: JQC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JQC.txt [2025-11-26T21:28:30.599140] [INFO ] [sig ] [1772/3599] Completed JQC in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:28:30.599194] [INFO ] [sig ] [1773/3599] Forecasting JRI... [2025-11-26T21:28:30.599239] [INFO ] [sig ] Generating forecast for: JRI [2025-11-26T21:28:30.599281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-11-26T21:28:30.610539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRI'. [2025-11-26T21:28:30.610931] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-11-26T21:28:30.611753] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-11-26T21:28:30.611828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:30.611882] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:30.611927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:30.612005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:30.668567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:30.669260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:30.669353] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:30.669398] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:30.785695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:30.785860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:30.785914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:30.785955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:30.789224] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:28:30.789512] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-11-26T21:28:30.789670] [INFO ] [sig ] JRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:30.929343] [INFO ] [LOCAL ] Saved forecast: JRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JRI.txt [2025-11-26T21:28:30.929501] [INFO ] [sig ] [1773/3599] Completed JRI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:28:30.929556] [INFO ] [sig ] [1774/3599] Forecasting JRS... [2025-11-26T21:28:30.929598] [INFO ] [sig ] Generating forecast for: JRS [2025-11-26T21:28:30.929656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-11-26T21:28:30.939824] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRS'. [2025-11-26T21:28:30.940112] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-11-26T21:28:30.940900] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-11-26T21:28:30.940969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:30.941014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:30.941049] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:30.941118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:30.997656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:30.998480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:30.998577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:30.998661] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:31.113791] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:31.113978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:31.114023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:31.114064] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:31.117357] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=41.74%) [2025-11-26T21:28:31.117676] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-11-26T21:28:31.117814] [INFO ] [sig ] JRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:31.255766] [INFO ] [LOCAL ] Saved forecast: JRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JRS.txt [2025-11-26T21:28:31.255947] [INFO ] [sig ] [1774/3599] Completed JRS in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:28:31.256003] [INFO ] [sig ] [1775/3599] Forecasting JSM... [2025-11-26T21:28:31.256044] [INFO ] [sig ] Generating forecast for: JSM [2025-11-26T21:28:31.256107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'. [2025-11-26T21:28:31.266842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSM'. [2025-11-26T21:28:31.267264] [INFO ] [FORECASTER] Starting predict_future for JSM [2025-11-26T21:28:31.268085] [DEBUG] [LOCAL ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt [2025-11-26T21:28:31.268155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:31.268200] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:31.268238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:31.268305] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:31.324570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:31.325192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:31.325285] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:31.325330] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:31.437170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:31.437305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:31.437355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:31.437397] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:31.440574] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=26.56%) [2025-11-26T21:28:31.440872] [INFO ] [FORECASTER] Completed predict_future for JSM [2025-11-26T21:28:31.441006] [INFO ] [sig ] JSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:31.581188] [INFO ] [LOCAL ] Saved forecast: JSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JSM.txt [2025-11-26T21:28:31.581321] [INFO ] [sig ] [1775/3599] Completed JSM in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:28:31.581374] [INFO ] [sig ] [1776/3599] Forecasting JSMD... [2025-11-26T21:28:31.581416] [INFO ] [sig ] Generating forecast for: JSMD [2025-11-26T21:28:31.581458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'. [2025-11-26T21:28:31.592444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSMD'. [2025-11-26T21:28:31.592879] [INFO ] [FORECASTER] Starting predict_future for JSMD [2025-11-26T21:28:31.593743] [DEBUG] [LOCAL ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt [2025-11-26T21:28:31.593815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:31.593862] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:31.593905] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:31.593988] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:31.652750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:31.653467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:31.653566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:31.653612] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:31.777691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:31.777850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:31.777912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:31.777962] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:31.781738] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=11.79%) [2025-11-26T21:28:31.782036] [INFO ] [FORECASTER] Completed predict_future for JSMD [2025-11-26T21:28:31.782178] [INFO ] [sig ] JSMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:31.921380] [INFO ] [LOCAL ] Saved forecast: JSMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JSMD.txt [2025-11-26T21:28:31.921535] [INFO ] [sig ] [1776/3599] Completed JSMD in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.5m [2025-11-26T21:28:31.921589] [INFO ] [sig ] [1777/3599] Forecasting JSML... [2025-11-26T21:28:31.921668] [INFO ] [sig ] Generating forecast for: JSML [2025-11-26T21:28:31.921734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'. [2025-11-26T21:28:31.931950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSML'. [2025-11-26T21:28:31.932287] [INFO ] [FORECASTER] Starting predict_future for JSML [2025-11-26T21:28:31.933147] [DEBUG] [LOCAL ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt [2025-11-26T21:28:31.933218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:31.933263] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:31.933304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:31.933375] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:31.991069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:31.991746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:31.991838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:31.991887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:32.106517] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:32.106727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:32.106782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:32.106822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:32.111103] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-11-26T21:28:32.111544] [INFO ] [FORECASTER] Completed predict_future for JSML [2025-11-26T21:28:32.111736] [INFO ] [sig ] JSML: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:32.252958] [INFO ] [LOCAL ] Saved forecast: JSML 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JSML.txt [2025-11-26T21:28:32.253148] [INFO ] [sig ] [1777/3599] Completed JSML in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:32.253204] [INFO ] [sig ] [1778/3599] Forecasting JTAI... [2025-11-26T21:28:32.253247] [INFO ] [sig ] Generating forecast for: JTAI [2025-11-26T21:28:32.253288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'. [2025-11-26T21:28:32.263490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTAI'. [2025-11-26T21:28:32.263927] [INFO ] [FORECASTER] Starting predict_future for JTAI [2025-11-26T21:28:32.264774] [DEBUG] [LOCAL ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt [2025-11-26T21:28:32.264843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:32.264888] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:32.264928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:32.264997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:32.321330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:32.322212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:32.322317] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:32.322363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:32.441249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:32.441444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:32.441498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:32.441540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:32.444976] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=73.33%) [2025-11-26T21:28:32.445306] [INFO ] [FORECASTER] Completed predict_future for JTAI [2025-11-26T21:28:32.445451] [INFO ] [sig ] JTAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:32.590628] [INFO ] [LOCAL ] Saved forecast: JTAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JTAI.txt [2025-11-26T21:28:32.590839] [INFO ] [sig ] [1778/3599] Completed JTAI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:32.590896] [INFO ] [sig ] [1779/3599] Forecasting JTEK... [2025-11-26T21:28:32.590939] [INFO ] [sig ] Generating forecast for: JTEK [2025-11-26T21:28:32.590980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'. [2025-11-26T21:28:32.601475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTEK'. [2025-11-26T21:28:32.601921] [INFO ] [FORECASTER] Starting predict_future for JTEK [2025-11-26T21:28:32.602717] [DEBUG] [LOCAL ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt [2025-11-26T21:28:32.602785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:32.602831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:32.602869] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:32.602936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:32.660324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:32.661200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:32.661296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:32.661343] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:32.787905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:32.788131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:32.788204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:32.788264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:32.793037] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=90.42%) [2025-11-26T21:28:32.793432] [INFO ] [FORECASTER] Completed predict_future for JTEK [2025-11-26T21:28:32.793628] [INFO ] [sig ] JTEK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:32.936268] [INFO ] [LOCAL ] Saved forecast: JTEK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JTEK.txt [2025-11-26T21:28:32.936463] [INFO ] [sig ] [1779/3599] Completed JTEK in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:32.936541] [INFO ] [sig ] [1780/3599] Forecasting JVA... [2025-11-26T21:28:32.936593] [INFO ] [sig ] Generating forecast for: JVA [2025-11-26T21:28:32.936633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'. [2025-11-26T21:28:32.948041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JVA'. [2025-11-26T21:28:32.948394] [INFO ] [FORECASTER] Starting predict_future for JVA [2025-11-26T21:28:32.949180] [DEBUG] [LOCAL ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt [2025-11-26T21:28:32.949250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:32.949295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:32.949335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:32.949403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:33.005507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:33.006163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:33.006255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:33.006301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:33.124787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:33.124957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:33.125011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:33.125054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:33.128487] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=50.11%) [2025-11-26T21:28:33.128809] [INFO ] [FORECASTER] Completed predict_future for JVA [2025-11-26T21:28:33.128953] [INFO ] [sig ] JVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:33.270975] [INFO ] [LOCAL ] Saved forecast: JVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/JVA.txt [2025-11-26T21:28:33.271141] [INFO ] [sig ] [1780/3599] Completed JVA in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:33.271193] [INFO ] [sig ] [1781/3599] Forecasting JXN... [2025-11-26T21:28:33.271247] [INFO ] [sig ] Generating forecast for: JXN [2025-11-26T21:28:33.271290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-11-26T21:28:33.282635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JXN'. [2025-11-26T21:28:33.283180] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-11-26T21:28:33.284065] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-11-26T21:28:33.284144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:33.284192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:33.284234] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:33.284305] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:33.343627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:33.344559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:33.344692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:33.344741] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:33.469321] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:33.469530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:33.469584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:33.469619] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:33.473263] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=7.64%) [2025-11-26T21:28:33.473597] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-11-26T21:28:33.473776] [INFO ] [sig ] JXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:33.624945] [INFO ] [LOCAL ] Saved forecast: JXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/JXN.txt [2025-11-26T21:28:33.625213] [INFO ] [sig ] [1781/3599] Completed JXN in 0.4s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:33.625291] [INFO ] [sig ] [1782/3599] Forecasting K... [2025-11-26T21:28:33.625375] [INFO ] [sig ] Generating forecast for: K [2025-11-26T21:28:33.625432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-11-26T21:28:33.637779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'K'. [2025-11-26T21:28:33.638172] [INFO ] [FORECASTER] Starting predict_future for K [2025-11-26T21:28:33.638977] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-11-26T21:28:33.639046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:33.639090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:33.639130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:33.639198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:33.698586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:33.699503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:33.699619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:33.699692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:33.823391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:33.823566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:33.823621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:33.823682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:33.827030] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T21:28:33.827314] [INFO ] [FORECASTER] Completed predict_future for K [2025-11-26T21:28:33.827466] [INFO ] [sig ] K: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:33.965454] [INFO ] [LOCAL ] Saved forecast: K 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/K.txt [2025-11-26T21:28:33.965618] [INFO ] [sig ] [1782/3599] Completed K in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:33.965695] [INFO ] [sig ] [1783/3599] Forecasting KAI... [2025-11-26T21:28:33.965739] [INFO ] [sig ] Generating forecast for: KAI [2025-11-26T21:28:33.965779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-11-26T21:28:33.976140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KAI'. [2025-11-26T21:28:33.976425] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-11-26T21:28:33.977207] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-11-26T21:28:33.977277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:33.977321] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:33.977361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:33.977450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:34.033174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:34.033809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:34.033903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:34.033950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:34.151142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:34.151296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:34.151346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:34.151392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:34.154752] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=96.01%) [2025-11-26T21:28:34.155061] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-11-26T21:28:34.155201] [INFO ] [sig ] KAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:34.299322] [INFO ] [LOCAL ] Saved forecast: KAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KAI.txt [2025-11-26T21:28:34.299527] [INFO ] [sig ] [1783/3599] Completed KAI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:34.299579] [INFO ] [sig ] [1784/3599] Forecasting KARO... [2025-11-26T21:28:34.299620] [INFO ] [sig ] Generating forecast for: KARO [2025-11-26T21:28:34.299679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'. [2025-11-26T21:28:34.310629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KARO'. [2025-11-26T21:28:34.310969] [INFO ] [FORECASTER] Starting predict_future for KARO [2025-11-26T21:28:34.311762] [DEBUG] [LOCAL ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt [2025-11-26T21:28:34.311830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:34.311867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:34.311906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:34.311981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:34.367955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:34.368568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:34.368691] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:34.368744] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:34.487508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:34.487675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:34.487730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:34.487772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:34.490991] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=68.50%) [2025-11-26T21:28:34.491275] [INFO ] [FORECASTER] Completed predict_future for KARO [2025-11-26T21:28:34.491414] [INFO ] [sig ] KARO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:34.629001] [INFO ] [LOCAL ] Saved forecast: KARO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KARO.txt [2025-11-26T21:28:34.629141] [INFO ] [sig ] [1784/3599] Completed KARO in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:34.629193] [INFO ] [sig ] [1785/3599] Forecasting KB... [2025-11-26T21:28:34.629232] [INFO ] [sig ] Generating forecast for: KB [2025-11-26T21:28:34.629279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-11-26T21:28:34.639456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KB'. [2025-11-26T21:28:34.639786] [INFO ] [FORECASTER] Starting predict_future for KB [2025-11-26T21:28:34.640533] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-11-26T21:28:34.640603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:34.640667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:34.640711] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:34.640777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:34.696673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:34.697284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:34.697377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:34.697416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:34.816164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:34.816314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:34.816392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:34.816437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:34.819908] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=5.77%) [2025-11-26T21:28:34.820200] [INFO ] [FORECASTER] Completed predict_future for KB [2025-11-26T21:28:34.820336] [INFO ] [sig ] KB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:34.961381] [INFO ] [LOCAL ] Saved forecast: KB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KB.txt [2025-11-26T21:28:34.961530] [INFO ] [sig ] [1785/3599] Completed KB in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:34.961584] [INFO ] [sig ] [1786/3599] Forecasting KBH... [2025-11-26T21:28:34.961625] [INFO ] [sig ] Generating forecast for: KBH [2025-11-26T21:28:34.961703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-11-26T21:28:34.971810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBH'. [2025-11-26T21:28:34.972117] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-11-26T21:28:34.972903] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-11-26T21:28:34.972980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:34.973024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:34.973063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:34.973129] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:35.030319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:35.030987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:35.031093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:35.031143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:35.151143] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:35.151322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:35.151374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:35.151412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:35.154805] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: UP (p=87.67%) [2025-11-26T21:28:35.155093] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-11-26T21:28:35.155231] [INFO ] [sig ] KBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:35.296507] [INFO ] [LOCAL ] Saved forecast: KBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KBH.txt [2025-11-26T21:28:35.296678] [INFO ] [sig ] [1786/3599] Completed KBH in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:35.296742] [INFO ] [sig ] [1787/3599] Forecasting KBWB... [2025-11-26T21:28:35.296788] [INFO ] [sig ] Generating forecast for: KBWB [2025-11-26T21:28:35.296838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'. [2025-11-26T21:28:35.306823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWB'. [2025-11-26T21:28:35.307106] [INFO ] [FORECASTER] Starting predict_future for KBWB [2025-11-26T21:28:35.307953] [DEBUG] [LOCAL ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt [2025-11-26T21:28:35.308036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:35.308089] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:35.308133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:35.308200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:35.364739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:35.365360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:35.365453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:35.365497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:35.487024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:35.487167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:35.487217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:35.487258] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:35.490597] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=83.72%) [2025-11-26T21:28:35.490906] [INFO ] [FORECASTER] Completed predict_future for KBWB [2025-11-26T21:28:35.491071] [INFO ] [sig ] KBWB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:35.630028] [INFO ] [LOCAL ] Saved forecast: KBWB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KBWB.txt [2025-11-26T21:28:35.630164] [INFO ] [sig ] [1787/3599] Completed KBWB in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:35.630215] [INFO ] [sig ] [1788/3599] Forecasting KBWD... [2025-11-26T21:28:35.630255] [INFO ] [sig ] Generating forecast for: KBWD [2025-11-26T21:28:35.630294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'. [2025-11-26T21:28:35.640601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWD'. [2025-11-26T21:28:35.640909] [INFO ] [FORECASTER] Starting predict_future for KBWD [2025-11-26T21:28:35.641752] [DEBUG] [LOCAL ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt [2025-11-26T21:28:35.641820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:35.641865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:35.641909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:35.642006] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:35.698457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:35.699123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:35.699219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:35.699265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:35.820395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:35.820540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:35.820589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:35.820630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:35.823875] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=87.23%) [2025-11-26T21:28:35.824169] [INFO ] [FORECASTER] Completed predict_future for KBWD [2025-11-26T21:28:35.824318] [INFO ] [sig ] KBWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:35.966837] [INFO ] [LOCAL ] Saved forecast: KBWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KBWD.txt [2025-11-26T21:28:35.966973] [INFO ] [sig ] [1788/3599] Completed KBWD in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.4m [2025-11-26T21:28:35.967025] [INFO ] [sig ] [1789/3599] Forecasting KBWP... [2025-11-26T21:28:35.967066] [INFO ] [sig ] Generating forecast for: KBWP [2025-11-26T21:28:35.967106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'. [2025-11-26T21:28:35.977547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWP'. [2025-11-26T21:28:35.977861] [INFO ] [FORECASTER] Starting predict_future for KBWP [2025-11-26T21:28:35.978625] [DEBUG] [LOCAL ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt [2025-11-26T21:28:35.978716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:35.978774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:35.978816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:35.978885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:36.035342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:36.035994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:36.036090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:36.036138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:36.151023] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:36.151157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:36.151205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:36.151241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:36.154393] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=10.97%) [2025-11-26T21:28:36.154694] [INFO ] [FORECASTER] Completed predict_future for KBWP [2025-11-26T21:28:36.154833] [INFO ] [sig ] KBWP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:36.301079] [INFO ] [LOCAL ] Saved forecast: KBWP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KBWP.txt [2025-11-26T21:28:36.301231] [INFO ] [sig ] [1789/3599] Completed KBWP in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:28:36.301285] [INFO ] [sig ] [1790/3599] Forecasting KBWY... [2025-11-26T21:28:36.301327] [INFO ] [sig ] Generating forecast for: KBWY [2025-11-26T21:28:36.301370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'. [2025-11-26T21:28:36.312743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWY'. [2025-11-26T21:28:36.313137] [INFO ] [FORECASTER] Starting predict_future for KBWY [2025-11-26T21:28:36.313978] [DEBUG] [LOCAL ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt [2025-11-26T21:28:36.314049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:36.314095] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:36.314137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:36.314203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:36.372625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:36.373516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:36.373619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:36.373684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:36.488008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:36.488181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:36.488237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:36.488279] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:36.491733] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=15.77%) [2025-11-26T21:28:36.492052] [INFO ] [FORECASTER] Completed predict_future for KBWY [2025-11-26T21:28:36.492198] [INFO ] [sig ] KBWY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:36.636354] [INFO ] [LOCAL ] Saved forecast: KBWY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KBWY.txt [2025-11-26T21:28:36.636515] [INFO ] [sig ] [1790/3599] Completed KBWY in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:28:36.636569] [INFO ] [sig ] [1791/3599] Forecasting KC... [2025-11-26T21:28:36.636612] [INFO ] [sig ] Generating forecast for: KC [2025-11-26T21:28:36.636688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'. [2025-11-26T21:28:36.646850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KC'. [2025-11-26T21:28:36.647189] [INFO ] [FORECASTER] Starting predict_future for KC [2025-11-26T21:28:36.648607] [DEBUG] [LOCAL ] No optimal features file found for KC: ./output/feature-sets/KC.txt [2025-11-26T21:28:36.648747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:36.648796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:36.648836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:36.648911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:36.706327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:36.707142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:36.707254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:36.707312] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:36.832601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:36.832794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:36.832847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:36.832888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:36.836165] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=28.84%) [2025-11-26T21:28:36.836450] [INFO ] [FORECASTER] Completed predict_future for KC [2025-11-26T21:28:36.836584] [INFO ] [sig ] KC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:36.979859] [INFO ] [LOCAL ] Saved forecast: KC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KC.txt [2025-11-26T21:28:36.980035] [INFO ] [sig ] [1791/3599] Completed KC in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:28:36.980109] [INFO ] [sig ] [1792/3599] Forecasting KD... [2025-11-26T21:28:36.980156] [INFO ] [sig ] Generating forecast for: KD [2025-11-26T21:28:36.980198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-11-26T21:28:36.990362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KD'. [2025-11-26T21:28:36.990687] [INFO ] [FORECASTER] Starting predict_future for KD [2025-11-26T21:28:36.991528] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-11-26T21:28:36.991601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:36.991670] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:36.991716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:36.991786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:37.049279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:37.050068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:37.050169] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:37.050219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:37.174761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:37.174944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:37.175009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:37.175049] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:37.178461] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=84.19%) [2025-11-26T21:28:37.178798] [INFO ] [FORECASTER] Completed predict_future for KD [2025-11-26T21:28:37.178946] [INFO ] [sig ] KD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:37.320243] [INFO ] [LOCAL ] Saved forecast: KD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KD.txt [2025-11-26T21:28:37.320416] [INFO ] [sig ] [1792/3599] Completed KD in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:28:37.320472] [INFO ] [sig ] [1793/3599] Forecasting KDP... [2025-11-26T21:28:37.320540] [INFO ] [sig ] Generating forecast for: KDP [2025-11-26T21:28:37.320589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'. [2025-11-26T21:28:37.330921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KDP'. [2025-11-26T21:28:37.331271] [INFO ] [FORECASTER] Starting predict_future for KDP [2025-11-26T21:28:37.332172] [DEBUG] [LOCAL ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt [2025-11-26T21:28:37.332245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:37.332293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:37.332377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:37.332482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:37.390884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:37.391771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:37.391891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:37.391963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:37.512571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:37.512800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:37.512883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:37.512951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:37.516505] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=99.88%) [2025-11-26T21:28:37.516892] [INFO ] [FORECASTER] Completed predict_future for KDP [2025-11-26T21:28:37.517075] [INFO ] [sig ] KDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:37.659782] [INFO ] [LOCAL ] Saved forecast: KDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KDP.txt [2025-11-26T21:28:37.659938] [INFO ] [sig ] [1793/3599] Completed KDP in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.4m [2025-11-26T21:28:37.659995] [INFO ] [sig ] [1794/3599] Forecasting KE... [2025-11-26T21:28:37.660036] [INFO ] [sig ] Generating forecast for: KE [2025-11-26T21:28:37.660079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'. [2025-11-26T21:28:37.670162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KE'. [2025-11-26T21:28:37.670463] [INFO ] [FORECASTER] Starting predict_future for KE [2025-11-26T21:28:37.671260] [DEBUG] [LOCAL ] No optimal features file found for KE: ./output/feature-sets/KE.txt [2025-11-26T21:28:37.671330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:37.671375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:37.671414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:37.671481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:37.729152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:37.729895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:37.729995] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:37.730045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:37.851733] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:37.851931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:37.851987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:37.852036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:37.855498] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=2.90%) [2025-11-26T21:28:37.855878] [INFO ] [FORECASTER] Completed predict_future for KE [2025-11-26T21:28:37.856041] [INFO ] [sig ] KE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:37.997125] [INFO ] [LOCAL ] Saved forecast: KE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KE.txt [2025-11-26T21:28:37.997282] [INFO ] [sig ] [1794/3599] Completed KE in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:37.997329] [INFO ] [sig ] [1795/3599] Forecasting KELYA... [2025-11-26T21:28:37.997373] [INFO ] [sig ] Generating forecast for: KELYA [2025-11-26T21:28:37.997413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'. [2025-11-26T21:28:38.008493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KELYA'. [2025-11-26T21:28:38.008880] [INFO ] [FORECASTER] Starting predict_future for KELYA [2025-11-26T21:28:38.009703] [DEBUG] [LOCAL ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt [2025-11-26T21:28:38.009773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:38.009820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:38.009862] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:38.009931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:38.069822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:38.070664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:38.070762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:38.070811] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:38.194538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:38.194747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:38.194805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:38.194849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:38.198467] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=56.50%) [2025-11-26T21:28:38.198787] [INFO ] [FORECASTER] Completed predict_future for KELYA [2025-11-26T21:28:38.198932] [INFO ] [sig ] KELYA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:38.345720] [INFO ] [LOCAL ] Saved forecast: KELYA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KELYA.txt [2025-11-26T21:28:38.345901] [INFO ] [sig ] [1795/3599] Completed KELYA in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:38.345953] [INFO ] [sig ] [1796/3599] Forecasting KEN... [2025-11-26T21:28:38.346022] [INFO ] [sig ] Generating forecast for: KEN [2025-11-26T21:28:38.346067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-11-26T21:28:38.356565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEN'. [2025-11-26T21:28:38.356928] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-11-26T21:28:38.357737] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-11-26T21:28:38.357804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:38.357848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:38.357886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:38.357953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:38.414795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:38.415785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:38.415890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:38.415937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:38.529154] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:38.529349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:38.529402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:38.529465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:38.532938] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=85.55%) [2025-11-26T21:28:38.533256] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-11-26T21:28:38.533403] [INFO ] [sig ] KEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:38.683469] [INFO ] [LOCAL ] Saved forecast: KEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KEN.txt [2025-11-26T21:28:38.683672] [INFO ] [sig ] [1796/3599] Completed KEN in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:38.683752] [INFO ] [sig ] [1797/3599] Forecasting KEP... [2025-11-26T21:28:38.683795] [INFO ] [sig ] Generating forecast for: KEP [2025-11-26T21:28:38.683836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-11-26T21:28:38.694182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEP'. [2025-11-26T21:28:38.694548] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-11-26T21:28:38.695384] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-11-26T21:28:38.695458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:38.695506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:38.695550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:38.695621] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:38.754506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:38.755392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:38.755495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:38.755544] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:38.871895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:38.872068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:38.872121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:38.872162] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:38.875439] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=73.91%) [2025-11-26T21:28:38.875744] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-11-26T21:28:38.875882] [INFO ] [sig ] KEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:39.016665] [INFO ] [LOCAL ] Saved forecast: KEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KEP.txt [2025-11-26T21:28:39.016852] [INFO ] [sig ] [1797/3599] Completed KEP in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:39.016909] [INFO ] [sig ] [1798/3599] Forecasting KEX... [2025-11-26T21:28:39.016954] [INFO ] [sig ] Generating forecast for: KEX [2025-11-26T21:28:39.017018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-11-26T21:28:39.027290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEX'. [2025-11-26T21:28:39.027627] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-11-26T21:28:39.028492] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-11-26T21:28:39.028565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:39.028612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:39.028674] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:39.028748] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:39.087237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:39.087994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:39.088095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:39.088161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:39.210986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:39.211162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:39.211216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:39.211259] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:39.214696] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-11-26T21:28:39.214989] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-11-26T21:28:39.215133] [INFO ] [sig ] KEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:39.354471] [INFO ] [LOCAL ] Saved forecast: KEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KEX.txt [2025-11-26T21:28:39.354622] [INFO ] [sig ] [1798/3599] Completed KEX in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:39.354695] [INFO ] [sig ] [1799/3599] Forecasting KEYS... [2025-11-26T21:28:39.354738] [INFO ] [sig ] Generating forecast for: KEYS [2025-11-26T21:28:39.354803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-11-26T21:28:39.365395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEYS'. [2025-11-26T21:28:39.365756] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-11-26T21:28:39.366552] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-11-26T21:28:39.366624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:39.366698] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:39.366743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:39.366815] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:39.425428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:39.426189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:39.426287] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:39.426335] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:39.549010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:39.549189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:39.549243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:39.549286] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:39.552883] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=57.43%) [2025-11-26T21:28:39.553182] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-11-26T21:28:39.553327] [INFO ] [sig ] KEYS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:39.703996] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KEYS.txt [2025-11-26T21:28:39.704186] [INFO ] [sig ] [1799/3599] Completed KEYS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:39.704240] [INFO ] [sig ] [1800/3599] Forecasting KFY... [2025-11-26T21:28:39.704298] [INFO ] [sig ] Generating forecast for: KFY [2025-11-26T21:28:39.704340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-11-26T21:28:39.714275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KFY'. [2025-11-26T21:28:39.714600] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-11-26T21:28:39.715396] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-11-26T21:28:39.715465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:39.715509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:39.715547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:39.715625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:39.773546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:39.774362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:39.774464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:39.774513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:39.896723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:39.896930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:39.896998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:39.897045] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:39.900788] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=87.08%) [2025-11-26T21:28:39.901171] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-11-26T21:28:39.901343] [INFO ] [sig ] KFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:40.053856] [INFO ] [LOCAL ] Saved forecast: KFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KFY.txt [2025-11-26T21:28:40.054073] [INFO ] [sig ] [1800/3599] Completed KFY in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:40.054161] [INFO ] [sig ] [1801/3599] Forecasting KGS... [2025-11-26T21:28:40.054248] [INFO ] [sig ] Generating forecast for: KGS [2025-11-26T21:28:40.054307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-11-26T21:28:40.070351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KGS'. [2025-11-26T21:28:40.070902] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-11-26T21:28:40.072099] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-11-26T21:28:40.072192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:40.072265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:40.072331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:40.072442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:40.158748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:40.160086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:40.160225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:40.160300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:40.317744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:40.317950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:40.318005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:40.318046] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:40.321752] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=15.51%) [2025-11-26T21:28:40.322175] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-11-26T21:28:40.322342] [INFO ] [sig ] KGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:40.482597] [INFO ] [LOCAL ] Saved forecast: KGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KGS.txt [2025-11-26T21:28:40.482827] [INFO ] [sig ] [1801/3599] Completed KGS in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:40.482883] [INFO ] [sig ] [1802/3599] Forecasting KHC... [2025-11-26T21:28:40.482967] [INFO ] [sig ] Generating forecast for: KHC [2025-11-26T21:28:40.483012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'. [2025-11-26T21:28:40.499042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KHC'. [2025-11-26T21:28:40.499674] [INFO ] [FORECASTER] Starting predict_future for KHC [2025-11-26T21:28:40.500956] [DEBUG] [LOCAL ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt [2025-11-26T21:28:40.501078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:40.501156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:40.501225] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:40.501334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:40.584376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:40.585728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:40.585883] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:40.585960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:40.745347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:40.745546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:40.745602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:40.745668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:40.749591] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-11-26T21:28:40.750063] [INFO ] [FORECASTER] Completed predict_future for KHC [2025-11-26T21:28:40.750263] [INFO ] [sig ] KHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:40.904115] [INFO ] [LOCAL ] Saved forecast: KHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KHC.txt [2025-11-26T21:28:40.904364] [INFO ] [sig ] [1802/3599] Completed KHC in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:40.904457] [INFO ] [sig ] [1803/3599] Forecasting KIDS... [2025-11-26T21:28:40.904498] [INFO ] [sig ] Generating forecast for: KIDS [2025-11-26T21:28:40.904536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'. [2025-11-26T21:28:40.916381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIDS'. [2025-11-26T21:28:40.916850] [INFO ] [FORECASTER] Starting predict_future for KIDS [2025-11-26T21:28:40.917787] [DEBUG] [LOCAL ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt [2025-11-26T21:28:40.917859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:40.917908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:40.917946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:40.918016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:40.979005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:40.979932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:40.980040] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:40.980088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:41.103773] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:41.103973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:41.104044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:41.104100] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:41.107733] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-11-26T21:28:41.108105] [INFO ] [FORECASTER] Completed predict_future for KIDS [2025-11-26T21:28:41.108269] [INFO ] [sig ] KIDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:41.276521] [INFO ] [LOCAL ] Saved forecast: KIDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KIDS.txt [2025-11-26T21:28:41.276786] [INFO ] [sig ] [1803/3599] Completed KIDS in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:41.276870] [INFO ] [sig ] [1804/3599] Forecasting KIM... [2025-11-26T21:28:41.276965] [INFO ] [sig ] Generating forecast for: KIM [2025-11-26T21:28:41.277032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-11-26T21:28:41.288688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIM'. [2025-11-26T21:28:41.289143] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-11-26T21:28:41.289994] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-11-26T21:28:41.290070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:41.290118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:41.290158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:41.290228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:41.357323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:41.358315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:41.358461] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:41.358537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:41.484083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:41.484272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:41.484328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:41.484373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:41.487932] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: UP (p=95.28%) [2025-11-26T21:28:41.488261] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-11-26T21:28:41.488412] [INFO ] [sig ] KIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:41.630308] [INFO ] [LOCAL ] Saved forecast: KIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KIM.txt [2025-11-26T21:28:41.630503] [INFO ] [sig ] [1804/3599] Completed KIM in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:41.630587] [INFO ] [sig ] [1805/3599] Forecasting KINS... [2025-11-26T21:28:41.630636] [INFO ] [sig ] Generating forecast for: KINS [2025-11-26T21:28:41.630703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'. [2025-11-26T21:28:41.643342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KINS'. [2025-11-26T21:28:41.643983] [INFO ] [FORECASTER] Starting predict_future for KINS [2025-11-26T21:28:41.645006] [DEBUG] [LOCAL ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt [2025-11-26T21:28:41.645085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:41.645137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:41.645186] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:41.645261] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:41.705980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:41.707112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:41.707228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:41.707279] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:41.831797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:41.831987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:41.832058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:41.832111] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:41.835558] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=51.62%) [2025-11-26T21:28:41.835882] [INFO ] [FORECASTER] Completed predict_future for KINS [2025-11-26T21:28:41.836034] [INFO ] [sig ] KINS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:41.973726] [INFO ] [LOCAL ] Saved forecast: KINS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KINS.txt [2025-11-26T21:28:41.973904] [INFO ] [sig ] [1805/3599] Completed KINS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.3m [2025-11-26T21:28:41.973958] [INFO ] [sig ] [1806/3599] Forecasting KIO... [2025-11-26T21:28:41.974034] [INFO ] [sig ] Generating forecast for: KIO [2025-11-26T21:28:41.974071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-11-26T21:28:41.985039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIO'. [2025-11-26T21:28:41.985365] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-11-26T21:28:41.986179] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-11-26T21:28:41.986248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:41.986292] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:41.986332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:41.986399] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:42.041757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:42.042538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:42.042637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:42.042703] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:42.163461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:42.163672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:42.163731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:42.163769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:42.167530] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=80.39%) [2025-11-26T21:28:42.167842] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-11-26T21:28:42.167986] [INFO ] [sig ] KIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:42.311803] [INFO ] [LOCAL ] Saved forecast: KIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KIO.txt [2025-11-26T21:28:42.311975] [INFO ] [sig ] [1806/3599] Completed KIO in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:28:42.312031] [INFO ] [sig ] [1807/3599] Forecasting KKRS... [2025-11-26T21:28:42.312100] [INFO ] [sig ] Generating forecast for: KKRS [2025-11-26T21:28:42.312153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-11-26T21:28:42.323870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KKRS'. [2025-11-26T21:28:42.324258] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-11-26T21:28:42.325129] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-11-26T21:28:42.325203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:42.325253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:42.325296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:42.325367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:42.387362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:42.388280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:42.388389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:42.388440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:42.515135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:42.515319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:42.515373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:42.515414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:42.519044] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-11-26T21:28:42.519418] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-11-26T21:28:42.519571] [INFO ] [sig ] KKRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:42.665575] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KKRS.txt [2025-11-26T21:28:42.665793] [INFO ] [sig ] [1807/3599] Completed KKRS in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:28:42.665851] [INFO ] [sig ] [1808/3599] Forecasting KLAC... [2025-11-26T21:28:42.665896] [INFO ] [sig ] Generating forecast for: KLAC [2025-11-26T21:28:42.665939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'. [2025-11-26T21:28:42.676833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLAC'. [2025-11-26T21:28:42.677218] [INFO ] [FORECASTER] Starting predict_future for KLAC [2025-11-26T21:28:42.678044] [DEBUG] [LOCAL ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt [2025-11-26T21:28:42.678115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:42.678163] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:42.678202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:42.678267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:42.734907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:42.735612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:42.735723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:42.735771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:42.858605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:42.858780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:42.858833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:42.858874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:42.862262] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=9.58%) [2025-11-26T21:28:42.862546] [INFO ] [FORECASTER] Completed predict_future for KLAC [2025-11-26T21:28:42.862701] [INFO ] [sig ] KLAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:43.006410] [INFO ] [LOCAL ] Saved forecast: KLAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KLAC.txt [2025-11-26T21:28:43.006586] [INFO ] [sig ] [1808/3599] Completed KLAC in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:28:43.006661] [INFO ] [sig ] [1809/3599] Forecasting KLIC... [2025-11-26T21:28:43.006721] [INFO ] [sig ] Generating forecast for: KLIC [2025-11-26T21:28:43.006761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'. [2025-11-26T21:28:43.019860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLIC'. [2025-11-26T21:28:43.020382] [INFO ] [FORECASTER] Starting predict_future for KLIC [2025-11-26T21:28:43.021327] [DEBUG] [LOCAL ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt [2025-11-26T21:28:43.021401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:43.021457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:43.021501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:43.021580] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:43.079012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:43.079963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:43.080094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:43.080150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:43.208444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:43.208809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:43.208882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:43.208927] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:43.212877] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=24.58%) [2025-11-26T21:28:43.213204] [INFO ] [FORECASTER] Completed predict_future for KLIC [2025-11-26T21:28:43.213360] [INFO ] [sig ] KLIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:43.362495] [INFO ] [LOCAL ] Saved forecast: KLIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KLIC.txt [2025-11-26T21:28:43.362776] [INFO ] [sig ] [1809/3599] Completed KLIC in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:28:43.362840] [INFO ] [sig ] [1810/3599] Forecasting KLXE... [2025-11-26T21:28:43.362888] [INFO ] [sig ] Generating forecast for: KLXE [2025-11-26T21:28:43.362933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'. [2025-11-26T21:28:43.375238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLXE'. [2025-11-26T21:28:43.375829] [INFO ] [FORECASTER] Starting predict_future for KLXE [2025-11-26T21:28:43.376857] [DEBUG] [LOCAL ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt [2025-11-26T21:28:43.376930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:43.376981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:43.377019] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:43.377094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:43.436171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:43.437351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:43.437508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:43.437561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:43.558086] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:43.558350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:43.558407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:43.558451] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:43.562317] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=69.23%) [2025-11-26T21:28:43.562685] [INFO ] [FORECASTER] Completed predict_future for KLXE [2025-11-26T21:28:43.562848] [INFO ] [sig ] KLXE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:43.704974] [INFO ] [LOCAL ] Saved forecast: KLXE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KLXE.txt [2025-11-26T21:28:43.705227] [INFO ] [sig ] [1810/3599] Completed KLXE in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:28:43.705318] [INFO ] [sig ] [1811/3599] Forecasting KMB... [2025-11-26T21:28:43.705371] [INFO ] [sig ] Generating forecast for: KMB [2025-11-26T21:28:43.705412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'. [2025-11-26T21:28:43.717944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMB'. [2025-11-26T21:28:43.718432] [INFO ] [FORECASTER] Starting predict_future for KMB [2025-11-26T21:28:43.719380] [DEBUG] [LOCAL ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt [2025-11-26T21:28:43.719451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:43.719497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:43.719538] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:43.719608] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:43.778987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:43.780196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:43.780326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:43.780380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:43.912781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:43.913126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:43.913224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:43.913350] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:43.917808] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=9.81%) [2025-11-26T21:28:43.918204] [INFO ] [FORECASTER] Completed predict_future for KMB [2025-11-26T21:28:43.918377] [INFO ] [sig ] KMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:44.071366] [INFO ] [LOCAL ] Saved forecast: KMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KMB.txt [2025-11-26T21:28:44.071706] [INFO ] [sig ] [1811/3599] Completed KMB in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.3m [2025-11-26T21:28:44.071775] [INFO ] [sig ] [1812/3599] Forecasting KMDA... [2025-11-26T21:28:44.071825] [INFO ] [sig ] Generating forecast for: KMDA [2025-11-26T21:28:44.071873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'. [2025-11-26T21:28:44.085590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMDA'. [2025-11-26T21:28:44.086232] [INFO ] [FORECASTER] Starting predict_future for KMDA [2025-11-26T21:28:44.087224] [DEBUG] [LOCAL ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt [2025-11-26T21:28:44.087296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:44.087345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:44.087387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:44.087484] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:44.147004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:44.148203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:44.148339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:44.148403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:44.300162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:44.300463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:44.300545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:44.300664] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:44.305636] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=52.11%) [2025-11-26T21:28:44.306168] [INFO ] [FORECASTER] Completed predict_future for KMDA [2025-11-26T21:28:44.306413] [INFO ] [sig ] KMDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:44.477688] [INFO ] [LOCAL ] Saved forecast: KMDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KMDA.txt [2025-11-26T21:28:44.477955] [INFO ] [sig ] [1812/3599] Completed KMDA in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:44.478051] [INFO ] [sig ] [1813/3599] Forecasting KMPB... [2025-11-26T21:28:44.478093] [INFO ] [sig ] Generating forecast for: KMPB [2025-11-26T21:28:44.478143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-11-26T21:28:44.492757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMPB'. [2025-11-26T21:28:44.493417] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-11-26T21:28:44.494490] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-11-26T21:28:44.494566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:44.494692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:44.494742] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:44.494818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:44.558906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:44.560208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:44.560354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:44.560404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:44.698625] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:44.698958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:44.699019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:44.699067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:44.703670] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=88.07%) [2025-11-26T21:28:44.704260] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-11-26T21:28:44.704511] [INFO ] [sig ] KMPB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:44.866152] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KMPB.txt [2025-11-26T21:28:44.866415] [INFO ] [sig ] [1813/3599] Completed KMPB in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:44.866475] [INFO ] [sig ] [1814/3599] Forecasting KMX... [2025-11-26T21:28:44.866552] [INFO ] [sig ] Generating forecast for: KMX [2025-11-26T21:28:44.866604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-11-26T21:28:44.878966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMX'. [2025-11-26T21:28:44.879460] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-11-26T21:28:44.880321] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-11-26T21:28:44.880391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:44.880435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:44.880475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:44.880541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:44.938840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:44.939783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:44.939890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:44.939942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:45.061685] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:45.061870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:45.061924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:45.061965] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:45.065310] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T21:28:45.065615] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-11-26T21:28:45.065775] [INFO ] [sig ] KMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:45.206625] [INFO ] [LOCAL ] Saved forecast: KMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KMX.txt [2025-11-26T21:28:45.206806] [INFO ] [sig ] [1814/3599] Completed KMX in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:45.206861] [INFO ] [sig ] [1815/3599] Forecasting KN... [2025-11-26T21:28:45.206901] [INFO ] [sig ] Generating forecast for: KN [2025-11-26T21:28:45.206967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-11-26T21:28:45.217210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KN'. [2025-11-26T21:28:45.217553] [INFO ] [FORECASTER] Starting predict_future for KN [2025-11-26T21:28:45.218372] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-11-26T21:28:45.218445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:45.218491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:45.218532] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:45.218622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:45.276346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:45.277027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:45.277125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:45.277179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:45.397368] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:45.397543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:45.397597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:45.397662] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:45.401020] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=50.62%) [2025-11-26T21:28:45.401321] [INFO ] [FORECASTER] Completed predict_future for KN [2025-11-26T21:28:45.401464] [INFO ] [sig ] KN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:45.539342] [INFO ] [LOCAL ] Saved forecast: KN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KN.txt [2025-11-26T21:28:45.539492] [INFO ] [sig ] [1815/3599] Completed KN in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:45.539550] [INFO ] [sig ] [1816/3599] Forecasting KNF... [2025-11-26T21:28:45.539595] [INFO ] [sig ] Generating forecast for: KNF [2025-11-26T21:28:45.539637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-11-26T21:28:45.549796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNF'. [2025-11-26T21:28:45.550111] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-11-26T21:28:45.550903] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-11-26T21:28:45.550971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:45.551016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:45.551054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:45.551119] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:45.607356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:45.608007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:45.608099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:45.608139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:45.722485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:45.722616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:45.722676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:45.722720] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:45.725898] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=46.55%) [2025-11-26T21:28:45.726181] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-11-26T21:28:45.726319] [INFO ] [sig ] KNF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:45.869317] [INFO ] [LOCAL ] Saved forecast: KNF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNF.txt [2025-11-26T21:28:45.869521] [INFO ] [sig ] [1816/3599] Completed KNF in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:45.869587] [INFO ] [sig ] [1817/3599] Forecasting KNOP... [2025-11-26T21:28:45.869636] [INFO ] [sig ] Generating forecast for: KNOP [2025-11-26T21:28:45.869721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-11-26T21:28:45.880086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNOP'. [2025-11-26T21:28:45.880392] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-11-26T21:28:45.881250] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-11-26T21:28:45.881318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:45.881363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:45.881402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:45.881470] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:45.938202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:45.939007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:45.939118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:45.939164] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:46.070037] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:46.070223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:46.070277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:46.070319] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:46.073639] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=23.04%) [2025-11-26T21:28:46.073941] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-11-26T21:28:46.074080] [INFO ] [sig ] KNOP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:46.212498] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNOP.txt [2025-11-26T21:28:46.212677] [INFO ] [sig ] [1817/3599] Completed KNOP in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:46.212731] [INFO ] [sig ] [1818/3599] Forecasting KNSA... [2025-11-26T21:28:46.212773] [INFO ] [sig ] Generating forecast for: KNSA [2025-11-26T21:28:46.212814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'. [2025-11-26T21:28:46.223948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSA'. [2025-11-26T21:28:46.224290] [INFO ] [FORECASTER] Starting predict_future for KNSA [2025-11-26T21:28:46.225152] [DEBUG] [LOCAL ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt [2025-11-26T21:28:46.225222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:46.225267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:46.225311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:46.225398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:46.287058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:46.287911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:46.288012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:46.288060] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:46.408325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:46.408484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:46.408544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:46.408592] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:46.412010] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=76.52%) [2025-11-26T21:28:46.412322] [INFO ] [FORECASTER] Completed predict_future for KNSA [2025-11-26T21:28:46.412498] [INFO ] [sig ] KNSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:46.551357] [INFO ] [LOCAL ] Saved forecast: KNSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KNSA.txt [2025-11-26T21:28:46.551530] [INFO ] [sig ] [1818/3599] Completed KNSA in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:46.551588] [INFO ] [sig ] [1819/3599] Forecasting KNSL... [2025-11-26T21:28:46.551655] [INFO ] [sig ] Generating forecast for: KNSL [2025-11-26T21:28:46.551707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-11-26T21:28:46.562256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSL'. [2025-11-26T21:28:46.562745] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-11-26T21:28:46.563745] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-11-26T21:28:46.563816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:46.563861] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:46.563901] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:46.563969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:46.620268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:46.621024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:46.621118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:46.621165] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:46.741900] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:46.742067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:46.742119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:46.742163] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:46.745442] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=23.23%) [2025-11-26T21:28:46.745756] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-11-26T21:28:46.745900] [INFO ] [sig ] KNSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:46.886886] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNSL.txt [2025-11-26T21:28:46.887051] [INFO ] [sig ] [1819/3599] Completed KNSL in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:46.887104] [INFO ] [sig ] [1820/3599] Forecasting KNTK... [2025-11-26T21:28:46.887147] [INFO ] [sig ] Generating forecast for: KNTK [2025-11-26T21:28:46.887186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-11-26T21:28:46.897311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNTK'. [2025-11-26T21:28:46.897684] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-11-26T21:28:46.898478] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-11-26T21:28:46.898547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:46.898590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:46.898628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:46.898722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:46.954104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:46.954788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:46.954880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:46.954920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:47.069821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:47.070007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:47.070085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:47.070129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:47.073455] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=57.81%) [2025-11-26T21:28:47.073768] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-11-26T21:28:47.073906] [INFO ] [sig ] KNTK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:47.211354] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KNTK.txt [2025-11-26T21:28:47.211506] [INFO ] [sig ] [1820/3599] Completed KNTK in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:47.211560] [INFO ] [sig ] [1821/3599] Forecasting KNX... [2025-11-26T21:28:47.211602] [INFO ] [sig ] Generating forecast for: KNX [2025-11-26T21:28:47.211661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-11-26T21:28:47.222293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNX'. [2025-11-26T21:28:47.222626] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-11-26T21:28:47.223448] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-11-26T21:28:47.223520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:47.223569] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:47.223620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:47.223715] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:47.279411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:47.280233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:47.280329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:47.280376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:47.399155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:47.399336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:47.399398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:47.399440] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:47.402852] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=3.23%) [2025-11-26T21:28:47.403138] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-11-26T21:28:47.403301] [INFO ] [sig ] KNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:47.544964] [INFO ] [LOCAL ] Saved forecast: KNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KNX.txt [2025-11-26T21:28:47.545120] [INFO ] [sig ] [1821/3599] Completed KNX in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:47.545171] [INFO ] [sig ] [1822/3599] Forecasting KOD... [2025-11-26T21:28:47.545210] [INFO ] [sig ] Generating forecast for: KOD [2025-11-26T21:28:47.545250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'. [2025-11-26T21:28:47.555765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOD'. [2025-11-26T21:28:47.556071] [INFO ] [FORECASTER] Starting predict_future for KOD [2025-11-26T21:28:47.556863] [DEBUG] [LOCAL ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt [2025-11-26T21:28:47.556931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:47.556975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:47.557015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:47.557091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:47.612907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:47.613540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:47.613667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:47.613717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:47.736412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:47.736583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:47.736634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:47.736695] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:47.740093] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=30.38%) [2025-11-26T21:28:47.740386] [INFO ] [FORECASTER] Completed predict_future for KOD [2025-11-26T21:28:47.740526] [INFO ] [sig ] KOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:47.878402] [INFO ] [LOCAL ] Saved forecast: KOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KOD.txt [2025-11-26T21:28:47.878561] [INFO ] [sig ] [1822/3599] Completed KOD in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 10.2m [2025-11-26T21:28:47.878614] [INFO ] [sig ] [1823/3599] Forecasting KODK... [2025-11-26T21:28:47.878669] [INFO ] [sig ] Generating forecast for: KODK [2025-11-26T21:28:47.878735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-11-26T21:28:47.888615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KODK'. [2025-11-26T21:28:47.888962] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-11-26T21:28:47.889733] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-11-26T21:28:47.889801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:47.889845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:47.889885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:47.889956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:47.947444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:47.948194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:47.948298] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:47.948353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:48.066983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:48.067177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:48.067256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:48.067324] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:48.070942] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-11-26T21:28:48.071271] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-11-26T21:28:48.071449] [INFO ] [sig ] KODK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:48.211280] [INFO ] [LOCAL ] Saved forecast: KODK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KODK.txt [2025-11-26T21:28:48.211662] [INFO ] [sig ] [1823/3599] Completed KODK in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:28:48.211767] [INFO ] [sig ] [1824/3599] Forecasting KOF... [2025-11-26T21:28:48.211834] [INFO ] [sig ] Generating forecast for: KOF [2025-11-26T21:28:48.211902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-11-26T21:28:48.222802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOF'. [2025-11-26T21:28:48.223146] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-11-26T21:28:48.224032] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-11-26T21:28:48.224105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:48.224165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:48.224207] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:48.224277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:48.283272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:48.284000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:48.284098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:48.284146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:48.404556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:48.404741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:48.404793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:48.404834] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:48.408174] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=57.91%) [2025-11-26T21:28:48.408467] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-11-26T21:28:48.408605] [INFO ] [sig ] KOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:48.546232] [INFO ] [LOCAL ] Saved forecast: KOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KOF.txt [2025-11-26T21:28:48.546384] [INFO ] [sig ] [1824/3599] Completed KOF in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:28:48.546435] [INFO ] [sig ] [1825/3599] Forecasting KOP... [2025-11-26T21:28:48.546475] [INFO ] [sig ] Generating forecast for: KOP [2025-11-26T21:28:48.546514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-11-26T21:28:48.556315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOP'. [2025-11-26T21:28:48.556603] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-11-26T21:28:48.557377] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-11-26T21:28:48.557468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:48.557514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:48.557552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:48.557617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:48.613348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:48.614052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:48.614147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:48.614187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:48.731604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:48.731808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:48.731860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:48.731902] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:48.735202] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=10.11%) [2025-11-26T21:28:48.735488] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-11-26T21:28:48.735626] [INFO ] [sig ] KOP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:48.876993] [INFO ] [LOCAL ] Saved forecast: KOP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KOP.txt [2025-11-26T21:28:48.877171] [INFO ] [sig ] [1825/3599] Completed KOP in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:28:48.877254] [INFO ] [sig ] [1826/3599] Forecasting KOPN... [2025-11-26T21:28:48.877299] [INFO ] [sig ] Generating forecast for: KOPN [2025-11-26T21:28:48.877339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'. [2025-11-26T21:28:48.887735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOPN'. [2025-11-26T21:28:48.888079] [INFO ] [FORECASTER] Starting predict_future for KOPN [2025-11-26T21:28:48.888897] [DEBUG] [LOCAL ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt [2025-11-26T21:28:48.888964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:48.889007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:48.889046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:48.889111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:48.945787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:48.946688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:48.946792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:48.946840] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:49.063755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:49.063945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:49.063998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:49.064042] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:49.067448] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=82.58%) [2025-11-26T21:28:49.067771] [INFO ] [FORECASTER] Completed predict_future for KOPN [2025-11-26T21:28:49.067915] [INFO ] [sig ] KOPN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:49.205896] [INFO ] [LOCAL ] Saved forecast: KOPN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KOPN.txt [2025-11-26T21:28:49.206054] [INFO ] [sig ] [1826/3599] Completed KOPN in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:28:49.206109] [INFO ] [sig ] [1827/3599] Forecasting KOS... [2025-11-26T21:28:49.206151] [INFO ] [sig ] Generating forecast for: KOS [2025-11-26T21:28:49.206190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-11-26T21:28:49.217135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOS'. [2025-11-26T21:28:49.217573] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-11-26T21:28:49.218494] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-11-26T21:28:49.218566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:49.218612] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:49.218678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:49.218755] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:49.279042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:49.280042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:49.280145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:49.280194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:49.400547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:49.400732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:49.400786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:49.400827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:49.404085] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-11-26T21:28:49.404371] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-11-26T21:28:49.404510] [INFO ] [sig ] KOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:49.548450] [INFO ] [LOCAL ] Saved forecast: KOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KOS.txt [2025-11-26T21:28:49.548629] [INFO ] [sig ] [1827/3599] Completed KOS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:28:49.548703] [INFO ] [sig ] [1828/3599] Forecasting KOSS... [2025-11-26T21:28:49.548765] [INFO ] [sig ] Generating forecast for: KOSS [2025-11-26T21:28:49.548813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'. [2025-11-26T21:28:49.559801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOSS'. [2025-11-26T21:28:49.560266] [INFO ] [FORECASTER] Starting predict_future for KOSS [2025-11-26T21:28:49.561112] [DEBUG] [LOCAL ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt [2025-11-26T21:28:49.561185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:49.561232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:49.561271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:49.561344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:49.618550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:49.619380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:49.619484] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:49.619530] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:49.733212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:49.733410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:49.733464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:49.733506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:49.736888] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=25.58%) [2025-11-26T21:28:49.737197] [INFO ] [FORECASTER] Completed predict_future for KOSS [2025-11-26T21:28:49.737345] [INFO ] [sig ] KOSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:49.877044] [INFO ] [LOCAL ] Saved forecast: KOSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KOSS.txt [2025-11-26T21:28:49.877218] [INFO ] [sig ] [1828/3599] Completed KOSS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.2m [2025-11-26T21:28:49.877273] [INFO ] [sig ] [1829/3599] Forecasting KPRX... [2025-11-26T21:28:49.877317] [INFO ] [sig ] Generating forecast for: KPRX [2025-11-26T21:28:49.877359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'. [2025-11-26T21:28:49.887748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPRX'. [2025-11-26T21:28:49.888125] [INFO ] [FORECASTER] Starting predict_future for KPRX [2025-11-26T21:28:49.888927] [DEBUG] [LOCAL ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt [2025-11-26T21:28:49.888997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:49.889041] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:49.889081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:49.889149] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:49.944895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:49.945747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:49.945855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:49.945902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:50.056034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:50.056206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:50.056257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:50.056304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:50.059593] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=43.35%) [2025-11-26T21:28:50.059899] [INFO ] [FORECASTER] Completed predict_future for KPRX [2025-11-26T21:28:50.060039] [INFO ] [sig ] KPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:50.197683] [INFO ] [LOCAL ] Saved forecast: KPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KPRX.txt [2025-11-26T21:28:50.197813] [INFO ] [sig ] [1829/3599] Completed KPRX in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:50.197871] [INFO ] [sig ] [1830/3599] Forecasting KPTI... [2025-11-26T21:28:50.197933] [INFO ] [sig ] Generating forecast for: KPTI [2025-11-26T21:28:50.198011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'. [2025-11-26T21:28:50.207845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPTI'. [2025-11-26T21:28:50.208124] [INFO ] [FORECASTER] Starting predict_future for KPTI [2025-11-26T21:28:50.208959] [DEBUG] [LOCAL ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt [2025-11-26T21:28:50.209027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:50.209072] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:50.209111] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:50.209179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:50.265238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:50.265857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:50.265950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:50.265995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:50.383449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:50.383578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:50.383627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:50.383697] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:50.386899] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=81.36%) [2025-11-26T21:28:50.387175] [INFO ] [FORECASTER] Completed predict_future for KPTI [2025-11-26T21:28:50.387314] [INFO ] [sig ] KPTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:50.525014] [INFO ] [LOCAL ] Saved forecast: KPTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KPTI.txt [2025-11-26T21:28:50.525140] [INFO ] [sig ] [1830/3599] Completed KPTI in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:50.525192] [INFO ] [sig ] [1831/3599] Forecasting KRC... [2025-11-26T21:28:50.525234] [INFO ] [sig ] Generating forecast for: KRC [2025-11-26T21:28:50.525275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-11-26T21:28:50.536502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRC'. [2025-11-26T21:28:50.536880] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-11-26T21:28:50.537753] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-11-26T21:28:50.537822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:50.537866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:50.537904] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:50.537969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:50.593939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:50.594635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:50.594753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:50.594798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:50.718369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:50.718568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:50.718623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:50.718702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:50.722295] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=10.51%) [2025-11-26T21:28:50.722608] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-11-26T21:28:50.722778] [INFO ] [sig ] KRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:50.866858] [INFO ] [LOCAL ] Saved forecast: KRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRC.txt [2025-11-26T21:28:50.867051] [INFO ] [sig ] [1831/3599] Completed KRC in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:50.867109] [INFO ] [sig ] [1832/3599] Forecasting KREF... [2025-11-26T21:28:50.867152] [INFO ] [sig ] Generating forecast for: KREF [2025-11-26T21:28:50.867214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-11-26T21:28:50.878145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KREF'. [2025-11-26T21:28:50.878508] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-11-26T21:28:50.879356] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-11-26T21:28:50.879445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:50.879502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:50.879550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:50.879618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:50.938325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:50.939067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:50.939166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:50.939214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:51.057701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:51.057887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:51.057942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:51.057986] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:51.061402] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-11-26T21:28:51.061732] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-11-26T21:28:51.061878] [INFO ] [sig ] KREF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:51.204894] [INFO ] [LOCAL ] Saved forecast: KREF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KREF.txt [2025-11-26T21:28:51.205069] [INFO ] [sig ] [1832/3599] Completed KREF in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:51.205123] [INFO ] [sig ] [1833/3599] Forecasting KRG... [2025-11-26T21:28:51.205165] [INFO ] [sig ] Generating forecast for: KRG [2025-11-26T21:28:51.205203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-11-26T21:28:51.215190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRG'. [2025-11-26T21:28:51.215535] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-11-26T21:28:51.216355] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-11-26T21:28:51.216425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:51.216478] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:51.216529] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:51.216616] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:51.272093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:51.272910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:51.273014] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:51.273068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:51.395739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:51.395883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:51.395945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:51.395997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:51.399520] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=5.56%) [2025-11-26T21:28:51.399854] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-11-26T21:28:51.400012] [INFO ] [sig ] KRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:51.584879] [INFO ] [LOCAL ] Saved forecast: KRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRG.txt [2025-11-26T21:28:51.585039] [INFO ] [sig ] [1833/3599] Completed KRG in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:51.585092] [INFO ] [sig ] [1834/3599] Forecasting KRMD... [2025-11-26T21:28:51.585155] [INFO ] [sig ] Generating forecast for: KRMD [2025-11-26T21:28:51.585195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'. [2025-11-26T21:28:51.595747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRMD'. [2025-11-26T21:28:51.596089] [INFO ] [FORECASTER] Starting predict_future for KRMD [2025-11-26T21:28:51.596882] [DEBUG] [LOCAL ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt [2025-11-26T21:28:51.596951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:51.596996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:51.597034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:51.597102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:51.654611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:51.655308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:51.655408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:51.655457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:51.778053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:51.778231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:51.778284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:51.778327] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:51.781748] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=2.32%) [2025-11-26T21:28:51.782042] [INFO ] [FORECASTER] Completed predict_future for KRMD [2025-11-26T21:28:51.782185] [INFO ] [sig ] KRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:51.922208] [INFO ] [LOCAL ] Saved forecast: KRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRMD.txt [2025-11-26T21:28:51.922401] [INFO ] [sig ] [1834/3599] Completed KRMD in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:51.922480] [INFO ] [sig ] [1835/3599] Forecasting KRNY... [2025-11-26T21:28:51.922523] [INFO ] [sig ] Generating forecast for: KRNY [2025-11-26T21:28:51.922567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'. [2025-11-26T21:28:51.933297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRNY'. [2025-11-26T21:28:51.933675] [INFO ] [FORECASTER] Starting predict_future for KRNY [2025-11-26T21:28:51.934459] [DEBUG] [LOCAL ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt [2025-11-26T21:28:51.934528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:51.934573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:51.934613] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:51.934713] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:51.990239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:51.990957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:51.991052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:51.991099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:52.106066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:52.106243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:52.106295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:52.106338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:52.109663] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=59.38%) [2025-11-26T21:28:52.109952] [INFO ] [FORECASTER] Completed predict_future for KRNY [2025-11-26T21:28:52.110090] [INFO ] [sig ] KRNY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:52.252742] [INFO ] [LOCAL ] Saved forecast: KRNY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRNY.txt [2025-11-26T21:28:52.252909] [INFO ] [sig ] [1835/3599] Completed KRNY in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:52.252964] [INFO ] [sig ] [1836/3599] Forecasting KRO... [2025-11-26T21:28:52.253010] [INFO ] [sig ] Generating forecast for: KRO [2025-11-26T21:28:52.253072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-11-26T21:28:52.263147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRO'. [2025-11-26T21:28:52.263483] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-11-26T21:28:52.264367] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-11-26T21:28:52.264442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:52.264499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:52.264548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:52.264630] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:52.322833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:52.323588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:52.323709] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:52.323759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:52.441813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:52.441985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:52.442038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:52.442081] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:52.445525] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=89.05%) [2025-11-26T21:28:52.445854] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-11-26T21:28:52.446002] [INFO ] [sig ] KRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:52.602782] [INFO ] [LOCAL ] Saved forecast: KRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRO.txt [2025-11-26T21:28:52.603023] [INFO ] [sig ] [1836/3599] Completed KRO in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:52.603101] [INFO ] [sig ] [1837/3599] Forecasting KROS... [2025-11-26T21:28:52.603158] [INFO ] [sig ] Generating forecast for: KROS [2025-11-26T21:28:52.603215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'. [2025-11-26T21:28:52.614983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KROS'. [2025-11-26T21:28:52.615319] [INFO ] [FORECASTER] Starting predict_future for KROS [2025-11-26T21:28:52.616108] [DEBUG] [LOCAL ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt [2025-11-26T21:28:52.616190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:52.616236] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:52.616275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:52.616341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:52.673680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:52.674368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:52.674463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:52.674508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:52.799847] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:52.800031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:52.800085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:52.800128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:52.803575] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-11-26T21:28:52.803895] [INFO ] [FORECASTER] Completed predict_future for KROS [2025-11-26T21:28:52.804057] [INFO ] [sig ] KROS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:52.951417] [INFO ] [LOCAL ] Saved forecast: KROS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KROS.txt [2025-11-26T21:28:52.951597] [INFO ] [sig ] [1837/3599] Completed KROS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:52.951690] [INFO ] [sig ] [1838/3599] Forecasting KRP... [2025-11-26T21:28:52.951737] [INFO ] [sig ] Generating forecast for: KRP [2025-11-26T21:28:52.951779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-11-26T21:28:52.963173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRP'. [2025-11-26T21:28:52.963559] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-11-26T21:28:52.964379] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-11-26T21:28:52.964452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:52.964501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:52.964543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:52.964613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:53.023284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:53.024114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:53.024216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:53.024266] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:53.145195] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:53.145333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:53.145383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:53.145423] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:53.148752] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=40.14%) [2025-11-26T21:28:53.149041] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-11-26T21:28:53.149183] [INFO ] [sig ] KRP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:53.286383] [INFO ] [LOCAL ] Saved forecast: KRP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRP.txt [2025-11-26T21:28:53.286548] [INFO ] [sig ] [1838/3599] Completed KRP in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:53.286603] [INFO ] [sig ] [1839/3599] Forecasting KRRO... [2025-11-26T21:28:53.286687] [INFO ] [sig ] Generating forecast for: KRRO [2025-11-26T21:28:53.286734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'. [2025-11-26T21:28:53.297192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRRO'. [2025-11-26T21:28:53.297621] [INFO ] [FORECASTER] Starting predict_future for KRRO [2025-11-26T21:28:53.298494] [DEBUG] [LOCAL ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt [2025-11-26T21:28:53.298571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:53.298619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:53.298682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:53.298756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:53.356430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:53.357414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:53.357534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:53.357583] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:53.479818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:53.480003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:53.480055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:53.480096] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:53.483454] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-11-26T21:28:53.483770] [INFO ] [FORECASTER] Completed predict_future for KRRO [2025-11-26T21:28:53.483911] [INFO ] [sig ] KRRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:53.625060] [INFO ] [LOCAL ] Saved forecast: KRRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRRO.txt [2025-11-26T21:28:53.625236] [INFO ] [sig ] [1839/3599] Completed KRRO in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:53.625296] [INFO ] [sig ] [1840/3599] Forecasting KRUS... [2025-11-26T21:28:53.625364] [INFO ] [sig ] Generating forecast for: KRUS [2025-11-26T21:28:53.625414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'. [2025-11-26T21:28:53.636863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRUS'. [2025-11-26T21:28:53.637304] [INFO ] [FORECASTER] Starting predict_future for KRUS [2025-11-26T21:28:53.638206] [DEBUG] [LOCAL ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt [2025-11-26T21:28:53.638279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:53.638325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:53.638379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:53.638462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:53.695822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:53.696754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:53.696856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:53.696902] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:53.811503] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:53.811707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:53.811761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:53.811799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:53.815166] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-11-26T21:28:53.815463] [INFO ] [FORECASTER] Completed predict_future for KRUS [2025-11-26T21:28:53.815607] [INFO ] [sig ] KRUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:53.953866] [INFO ] [LOCAL ] Saved forecast: KRUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KRUS.txt [2025-11-26T21:28:53.954057] [INFO ] [sig ] [1840/3599] Completed KRUS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 10.1m [2025-11-26T21:28:53.954111] [INFO ] [sig ] [1841/3599] Forecasting KRYS... [2025-11-26T21:28:53.954155] [INFO ] [sig ] Generating forecast for: KRYS [2025-11-26T21:28:53.954194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'. [2025-11-26T21:28:53.964333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRYS'. [2025-11-26T21:28:53.964681] [INFO ] [FORECASTER] Starting predict_future for KRYS [2025-11-26T21:28:53.965443] [DEBUG] [LOCAL ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt [2025-11-26T21:28:53.965512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:53.965557] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:53.965593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:53.965682] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:54.021413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:54.022168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:54.022263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:54.022310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:54.140148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:54.140337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:54.140391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:54.140434] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:54.143869] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-11-26T21:28:54.144168] [INFO ] [FORECASTER] Completed predict_future for KRYS [2025-11-26T21:28:54.144327] [INFO ] [sig ] KRYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:54.282985] [INFO ] [LOCAL ] Saved forecast: KRYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KRYS.txt [2025-11-26T21:28:54.283148] [INFO ] [sig ] [1841/3599] Completed KRYS in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:28:54.283200] [INFO ] [sig ] [1842/3599] Forecasting KSCP... [2025-11-26T21:28:54.283243] [INFO ] [sig ] Generating forecast for: KSCP [2025-11-26T21:28:54.283306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'. [2025-11-26T21:28:54.293978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSCP'. [2025-11-26T21:28:54.294370] [INFO ] [FORECASTER] Starting predict_future for KSCP [2025-11-26T21:28:54.295179] [DEBUG] [LOCAL ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt [2025-11-26T21:28:54.295250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:54.295296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:54.295335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:54.295401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:54.353064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:54.353807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:54.353907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:54.353957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:54.477749] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:54.477934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:54.477987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:54.478032] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:54.481524] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=2.68%) [2025-11-26T21:28:54.481928] [INFO ] [FORECASTER] Completed predict_future for KSCP [2025-11-26T21:28:54.482102] [INFO ] [sig ] KSCP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:54.624797] [INFO ] [LOCAL ] Saved forecast: KSCP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KSCP.txt [2025-11-26T21:28:54.624987] [INFO ] [sig ] [1842/3599] Completed KSCP in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:28:54.625067] [INFO ] [sig ] [1843/3599] Forecasting KSPI... [2025-11-26T21:28:54.625113] [INFO ] [sig ] Generating forecast for: KSPI [2025-11-26T21:28:54.625158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'. [2025-11-26T21:28:54.635511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSPI'. [2025-11-26T21:28:54.635870] [INFO ] [FORECASTER] Starting predict_future for KSPI [2025-11-26T21:28:54.636686] [DEBUG] [LOCAL ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt [2025-11-26T21:28:54.636757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:54.636814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:54.636867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:54.636959] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:54.696862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:54.697814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:54.697916] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:54.697966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:54.824912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:54.825150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:54.825210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:54.825256] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:54.828923] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=8.90%) [2025-11-26T21:28:54.829224] [INFO ] [FORECASTER] Completed predict_future for KSPI [2025-11-26T21:28:54.829373] [INFO ] [sig ] KSPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:54.973516] [INFO ] [LOCAL ] Saved forecast: KSPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KSPI.txt [2025-11-26T21:28:54.973720] [INFO ] [sig ] [1843/3599] Completed KSPI in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:28:54.973821] [INFO ] [sig ] [1844/3599] Forecasting KSS... [2025-11-26T21:28:54.973894] [INFO ] [sig ] Generating forecast for: KSS [2025-11-26T21:28:54.973942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-11-26T21:28:54.985398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSS'. [2025-11-26T21:28:54.985831] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-11-26T21:28:54.986608] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-11-26T21:28:54.986698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:54.986745] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:54.986783] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:54.986848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:55.046264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:55.047197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:55.047306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:55.047356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:55.171620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:55.171869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:55.171924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:55.171965] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:55.175316] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=82.29%) [2025-11-26T21:28:55.175626] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-11-26T21:28:55.175786] [INFO ] [sig ] KSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:55.316899] [INFO ] [LOCAL ] Saved forecast: KSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KSS.txt [2025-11-26T21:28:55.317074] [INFO ] [sig ] [1844/3599] Completed KSS in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:28:55.317128] [INFO ] [sig ] [1845/3599] Forecasting KTB... [2025-11-26T21:28:55.317173] [INFO ] [sig ] Generating forecast for: KTB [2025-11-26T21:28:55.317213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-11-26T21:28:55.328203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTB'. [2025-11-26T21:28:55.328591] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-11-26T21:28:55.329404] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-11-26T21:28:55.329476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:55.329523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:55.329576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:55.329670] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:55.388715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:55.389736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:55.389845] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:55.389892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:55.512839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:55.513053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:55.513110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:55.513147] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:55.516886] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=7.87%) [2025-11-26T21:28:55.517288] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-11-26T21:28:55.517479] [INFO ] [sig ] KTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:55.685805] [INFO ] [LOCAL ] Saved forecast: KTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KTB.txt [2025-11-26T21:28:55.686003] [INFO ] [sig ] [1845/3599] Completed KTB in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 10.1m [2025-11-26T21:28:55.686093] [INFO ] [sig ] [1846/3599] Forecasting KTCC... [2025-11-26T21:28:55.686151] [INFO ] [sig ] Generating forecast for: KTCC [2025-11-26T21:28:55.686199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'. [2025-11-26T21:28:55.697385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTCC'. [2025-11-26T21:28:55.698166] [INFO ] [FORECASTER] Starting predict_future for KTCC [2025-11-26T21:28:55.699501] [DEBUG] [LOCAL ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt [2025-11-26T21:28:55.699576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:55.699623] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:55.699686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:55.699759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:55.757907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:55.758854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:55.758956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:55.759003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:55.866935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:55.867161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:55.867216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:55.867257] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:55.870634] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T21:28:55.870944] [INFO ] [FORECASTER] Completed predict_future for KTCC [2025-11-26T21:28:55.871086] [INFO ] [sig ] KTCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:56.010783] [INFO ] [LOCAL ] Saved forecast: KTCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KTCC.txt [2025-11-26T21:28:56.010970] [INFO ] [sig ] [1846/3599] Completed KTCC in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:56.011024] [INFO ] [sig ] [1847/3599] Forecasting KTF... [2025-11-26T21:28:56.011067] [INFO ] [sig ] Generating forecast for: KTF [2025-11-26T21:28:56.011134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-11-26T21:28:56.022103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTF'. [2025-11-26T21:28:56.022494] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-11-26T21:28:56.023280] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-11-26T21:28:56.023350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:56.023395] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:56.023434] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:56.023502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:56.079481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:56.080381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:56.080490] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:56.080536] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:56.205476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:56.205680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:56.205738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:56.205782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:56.209217] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=53.66%) [2025-11-26T21:28:56.209517] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-11-26T21:28:56.209717] [INFO ] [sig ] KTF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:56.351773] [INFO ] [LOCAL ] Saved forecast: KTF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KTF.txt [2025-11-26T21:28:56.351969] [INFO ] [sig ] [1847/3599] Completed KTF in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:56.352031] [INFO ] [sig ] [1848/3599] Forecasting KURA... [2025-11-26T21:28:56.352092] [INFO ] [sig ] Generating forecast for: KURA [2025-11-26T21:28:56.352133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'. [2025-11-26T21:28:56.362182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KURA'. [2025-11-26T21:28:56.362524] [INFO ] [FORECASTER] Starting predict_future for KURA [2025-11-26T21:28:56.363410] [DEBUG] [LOCAL ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt [2025-11-26T21:28:56.363488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:56.363558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:56.363606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:56.363718] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:56.421562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:56.422489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:56.422597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:56.422667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:56.545219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:56.545396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:56.545472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:56.545531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:56.549129] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=85.57%) [2025-11-26T21:28:56.549493] [INFO ] [FORECASTER] Completed predict_future for KURA [2025-11-26T21:28:56.549685] [INFO ] [sig ] KURA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:56.693225] [INFO ] [LOCAL ] Saved forecast: KURA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KURA.txt [2025-11-26T21:28:56.693421] [INFO ] [sig ] [1848/3599] Completed KURA in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:56.693491] [INFO ] [sig ] [1849/3599] Forecasting KVHI... [2025-11-26T21:28:56.693573] [INFO ] [sig ] Generating forecast for: KVHI [2025-11-26T21:28:56.693662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'. [2025-11-26T21:28:56.704951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVHI'. [2025-11-26T21:28:56.705324] [INFO ] [FORECASTER] Starting predict_future for KVHI [2025-11-26T21:28:56.706156] [DEBUG] [LOCAL ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt [2025-11-26T21:28:56.706236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:56.706285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:56.706326] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:56.706439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:56.764357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:56.765296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:56.765410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:56.765474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:56.885436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:56.885623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:56.885723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:56.885780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:56.889309] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=52.88%) [2025-11-26T21:28:56.889630] [INFO ] [FORECASTER] Completed predict_future for KVHI [2025-11-26T21:28:56.889797] [INFO ] [sig ] KVHI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:57.028155] [INFO ] [LOCAL ] Saved forecast: KVHI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KVHI.txt [2025-11-26T21:28:57.028324] [INFO ] [sig ] [1849/3599] Completed KVHI in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:57.028379] [INFO ] [sig ] [1850/3599] Forecasting KVUE... [2025-11-26T21:28:57.028421] [INFO ] [sig ] Generating forecast for: KVUE [2025-11-26T21:28:57.028461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-11-26T21:28:57.038850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVUE'. [2025-11-26T21:28:57.039186] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-11-26T21:28:57.039979] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-11-26T21:28:57.040047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:57.040091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:57.040130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:57.040197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:57.097454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:57.098429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:57.098546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:57.098595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:57.219084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:57.219261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:57.219321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:57.219363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:57.222903] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-11-26T21:28:57.223204] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-11-26T21:28:57.223349] [INFO ] [sig ] KVUE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:57.363583] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KVUE.txt [2025-11-26T21:28:57.363767] [INFO ] [sig ] [1850/3599] Completed KVUE in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:57.363820] [INFO ] [sig ] [1851/3599] Forecasting KVYO... [2025-11-26T21:28:57.363862] [INFO ] [sig ] Generating forecast for: KVYO [2025-11-26T21:28:57.363900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-11-26T21:28:57.374275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVYO'. [2025-11-26T21:28:57.374618] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-11-26T21:28:57.375459] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-11-26T21:28:57.375533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:57.375581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:57.375625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:57.375724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:57.433884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:57.434730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:57.434828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:57.434878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:57.562743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:57.562921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:57.562970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:57.563014] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:57.566410] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=17.94%) [2025-11-26T21:28:57.566753] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-11-26T21:28:57.566903] [INFO ] [sig ] KVYO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:57.709669] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/KVYO.txt [2025-11-26T21:28:57.709866] [INFO ] [sig ] [1851/3599] Completed KVYO in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:57.709942] [INFO ] [sig ] [1852/3599] Forecasting KYN... [2025-11-26T21:28:57.710021] [INFO ] [sig ] Generating forecast for: KYN [2025-11-26T21:28:57.710072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-11-26T21:28:57.720884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYN'. [2025-11-26T21:28:57.721203] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-11-26T21:28:57.722070] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-11-26T21:28:57.722142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:57.722189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:57.722229] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:57.722298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:57.781535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:57.782322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:57.782441] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:57.782499] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:57.906866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:57.907076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:57.907133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:57.907175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:57.910802] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=80.22%) [2025-11-26T21:28:57.911120] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-11-26T21:28:57.911267] [INFO ] [sig ] KYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:58.055469] [INFO ] [LOCAL ] Saved forecast: KYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KYN.txt [2025-11-26T21:28:58.055630] [INFO ] [sig ] [1852/3599] Completed KYN in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:58.055703] [INFO ] [sig ] [1853/3599] Forecasting KYTX... [2025-11-26T21:28:58.055746] [INFO ] [sig ] Generating forecast for: KYTX [2025-11-26T21:28:58.055787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'. [2025-11-26T21:28:58.066212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYTX'. [2025-11-26T21:28:58.066513] [INFO ] [FORECASTER] Starting predict_future for KYTX [2025-11-26T21:28:58.067282] [DEBUG] [LOCAL ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt [2025-11-26T21:28:58.067351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:58.067396] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:58.067464] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:58.067537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:58.128266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:58.129170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:58.129270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:58.129317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:58.248483] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:58.248684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:58.248738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:58.248780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:58.252539] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-11-26T21:28:58.252841] [INFO ] [FORECASTER] Completed predict_future for KYTX [2025-11-26T21:28:58.252995] [INFO ] [sig ] KYTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:58.394704] [INFO ] [LOCAL ] Saved forecast: KYTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KYTX.txt [2025-11-26T21:28:58.394856] [INFO ] [sig ] [1853/3599] Completed KYTX in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:58.394909] [INFO ] [sig ] [1854/3599] Forecasting KZIA... [2025-11-26T21:28:58.394950] [INFO ] [sig ] Generating forecast for: KZIA [2025-11-26T21:28:58.394990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'. [2025-11-26T21:28:58.406327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KZIA'. [2025-11-26T21:28:58.406777] [INFO ] [FORECASTER] Starting predict_future for KZIA [2025-11-26T21:28:58.407606] [DEBUG] [LOCAL ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt [2025-11-26T21:28:58.407699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:58.407746] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:58.407784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:58.407853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:58.463774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:58.464728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:58.464839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:58.464889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:58.581325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:58.581512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:58.581576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:58.581616] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:58.585098] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=93.97%) [2025-11-26T21:28:58.585397] [INFO ] [FORECASTER] Completed predict_future for KZIA [2025-11-26T21:28:58.585550] [INFO ] [sig ] KZIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:58.726345] [INFO ] [LOCAL ] Saved forecast: KZIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/KZIA.txt [2025-11-26T21:28:58.726535] [INFO ] [sig ] [1854/3599] Completed KZIA in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:58.726590] [INFO ] [sig ] [1855/3599] Forecasting L... [2025-11-26T21:28:58.726633] [INFO ] [sig ] Generating forecast for: L [2025-11-26T21:28:58.726699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-11-26T21:28:58.737676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'L'. [2025-11-26T21:28:58.738070] [INFO ] [FORECASTER] Starting predict_future for L [2025-11-26T21:28:58.738898] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-11-26T21:28:58.738968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:58.739006] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:58.739045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:58.739112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:58.797322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:58.798270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:58.798369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:58.798409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:58.918581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:58.918782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:58.918854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:58.918899] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:58.922239] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-11-26T21:28:58.922550] [INFO ] [FORECASTER] Completed predict_future for L [2025-11-26T21:28:58.922723] [INFO ] [sig ] L: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:59.064065] [INFO ] [LOCAL ] Saved forecast: L 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/L.txt [2025-11-26T21:28:59.064242] [INFO ] [sig ] [1855/3599] Completed L in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:59.064302] [INFO ] [sig ] [1856/3599] Forecasting LAB... [2025-11-26T21:28:59.064347] [INFO ] [sig ] Generating forecast for: LAB [2025-11-26T21:28:59.064386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'. [2025-11-26T21:28:59.074676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAB'. [2025-11-26T21:28:59.075016] [INFO ] [FORECASTER] Starting predict_future for LAB [2025-11-26T21:28:59.075818] [DEBUG] [LOCAL ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt [2025-11-26T21:28:59.075886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:59.075928] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:59.075967] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:59.076033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:59.133249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:59.134151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:59.134254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:59.134302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:59.255188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:59.255381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:59.255435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:59.255476] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:59.258895] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=88.53%) [2025-11-26T21:28:59.259218] [INFO ] [FORECASTER] Completed predict_future for LAB [2025-11-26T21:28:59.259368] [INFO ] [sig ] LAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:28:59.398684] [INFO ] [LOCAL ] Saved forecast: LAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LAB.txt [2025-11-26T21:28:59.398853] [INFO ] [sig ] [1856/3599] Completed LAB in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:59.398908] [INFO ] [sig ] [1857/3599] Forecasting LAC... [2025-11-26T21:28:59.398970] [INFO ] [sig ] Generating forecast for: LAC [2025-11-26T21:28:59.399015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-11-26T21:28:59.409316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAC'. [2025-11-26T21:28:59.409781] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-11-26T21:28:59.410718] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-11-26T21:28:59.410793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:59.410872] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:59.410911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:59.410978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:59.471007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:59.471963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:59.472101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:59.472147] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:59.596579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:59.596798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:59.596858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:59.596892] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:59.600447] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=2.77%) [2025-11-26T21:28:59.600779] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-11-26T21:28:59.600926] [INFO ] [sig ] LAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:28:59.749435] [INFO ] [LOCAL ] Saved forecast: LAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LAC.txt [2025-11-26T21:28:59.749626] [INFO ] [sig ] [1857/3599] Completed LAC in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 10.0m [2025-11-26T21:28:59.749701] [INFO ] [sig ] [1858/3599] Forecasting LAES... [2025-11-26T21:28:59.749748] [INFO ] [sig ] Generating forecast for: LAES [2025-11-26T21:28:59.749821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'. [2025-11-26T21:28:59.760759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAES'. [2025-11-26T21:28:59.761160] [INFO ] [FORECASTER] Starting predict_future for LAES [2025-11-26T21:28:59.761979] [DEBUG] [LOCAL ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt [2025-11-26T21:28:59.762048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:28:59.762093] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:28:59.762133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:28:59.762199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:28:59.822214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:28:59.823161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:28:59.823267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:28:59.823315] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:28:59.935922] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:28:59.936120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:28:59.936175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:28:59.936222] [INFO ] [FORECASTER] Training complete [2025-11-26T21:28:59.939762] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-11-26T21:28:59.940107] [INFO ] [FORECASTER] Completed predict_future for LAES [2025-11-26T21:28:59.940269] [INFO ] [sig ] LAES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:00.086731] [INFO ] [LOCAL ] Saved forecast: LAES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LAES.txt [2025-11-26T21:29:00.086918] [INFO ] [sig ] [1858/3599] Completed LAES in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:29:00.086982] [INFO ] [sig ] [1859/3599] Forecasting LAKE... [2025-11-26T21:29:00.087024] [INFO ] [sig ] Generating forecast for: LAKE [2025-11-26T21:29:00.087064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'. [2025-11-26T21:29:00.098204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAKE'. [2025-11-26T21:29:00.098570] [INFO ] [FORECASTER] Starting predict_future for LAKE [2025-11-26T21:29:00.099385] [DEBUG] [LOCAL ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt [2025-11-26T21:29:00.099457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:00.099522] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:00.099565] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:00.099632] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:00.155112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:00.156005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:00.156106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:00.156153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:00.271018] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:00.271250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:00.271305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:00.271357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:00.274788] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=70.58%) [2025-11-26T21:29:00.275087] [INFO ] [FORECASTER] Completed predict_future for LAKE [2025-11-26T21:29:00.275227] [INFO ] [sig ] LAKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:00.414191] [INFO ] [LOCAL ] Saved forecast: LAKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LAKE.txt [2025-11-26T21:29:00.414338] [INFO ] [sig ] [1859/3599] Completed LAKE in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:29:00.414392] [INFO ] [sig ] [1860/3599] Forecasting LAND... [2025-11-26T21:29:00.414431] [INFO ] [sig ] Generating forecast for: LAND [2025-11-26T21:29:00.414469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'. [2025-11-26T21:29:00.424786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAND'. [2025-11-26T21:29:00.425091] [INFO ] [FORECASTER] Starting predict_future for LAND [2025-11-26T21:29:00.425894] [DEBUG] [LOCAL ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt [2025-11-26T21:29:00.425963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:00.426007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:00.426048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:00.426121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:00.483453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:00.484170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:00.484269] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:00.484313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:00.613262] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:00.613445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:00.613498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:00.613535] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:00.616856] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=36.60%) [2025-11-26T21:29:00.617183] [INFO ] [FORECASTER] Completed predict_future for LAND [2025-11-26T21:29:00.617324] [INFO ] [sig ] LAND: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:00.755212] [INFO ] [LOCAL ] Saved forecast: LAND 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LAND.txt [2025-11-26T21:29:00.755360] [INFO ] [sig ] [1860/3599] Completed LAND in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:29:00.755420] [INFO ] [sig ] [1861/3599] Forecasting LANDO... [2025-11-26T21:29:00.755461] [INFO ] [sig ] Generating forecast for: LANDO [2025-11-26T21:29:00.755500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'. [2025-11-26T21:29:00.767222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDO'. [2025-11-26T21:29:00.767718] [INFO ] [FORECASTER] Starting predict_future for LANDO [2025-11-26T21:29:00.768535] [DEBUG] [LOCAL ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt [2025-11-26T21:29:00.768605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:00.768669] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:00.768715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:00.768785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:00.825798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:00.826786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:00.826890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:00.826937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:00.933704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:00.933866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:00.933920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:00.933963] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:00.937391] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=64.40%) [2025-11-26T21:29:00.937784] [INFO ] [FORECASTER] Completed predict_future for LANDO [2025-11-26T21:29:00.937937] [INFO ] [sig ] LANDO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:01.080181] [INFO ] [LOCAL ] Saved forecast: LANDO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LANDO.txt [2025-11-26T21:29:01.080362] [INFO ] [sig ] [1861/3599] Completed LANDO in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:29:01.080417] [INFO ] [sig ] [1862/3599] Forecasting LANDP... [2025-11-26T21:29:01.080462] [INFO ] [sig ] Generating forecast for: LANDP [2025-11-26T21:29:01.080502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'. [2025-11-26T21:29:01.091289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDP'. [2025-11-26T21:29:01.091707] [INFO ] [FORECASTER] Starting predict_future for LANDP [2025-11-26T21:29:01.092508] [DEBUG] [LOCAL ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt [2025-11-26T21:29:01.092582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:01.092625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:01.092689] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:01.092759] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:01.149029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:01.149852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:01.149958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:01.150020] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:01.262190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:01.262365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:01.262409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:01.262443] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:01.265754] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=52.58%) [2025-11-26T21:29:01.266047] [INFO ] [FORECASTER] Completed predict_future for LANDP [2025-11-26T21:29:01.266177] [INFO ] [sig ] LANDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:01.404340] [INFO ] [LOCAL ] Saved forecast: LANDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LANDP.txt [2025-11-26T21:29:01.404519] [INFO ] [sig ] [1862/3599] Completed LANDP in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 10.0m [2025-11-26T21:29:01.404578] [INFO ] [sig ] [1863/3599] Forecasting LASE... [2025-11-26T21:29:01.404676] [INFO ] [sig ] Generating forecast for: LASE [2025-11-26T21:29:01.404730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'. [2025-11-26T21:29:01.415287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LASE'. [2025-11-26T21:29:01.415707] [INFO ] [FORECASTER] Starting predict_future for LASE [2025-11-26T21:29:01.416467] [DEBUG] [LOCAL ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt [2025-11-26T21:29:01.416540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:01.416586] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:01.416625] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:01.416723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:01.472576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:01.473374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:01.473472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:01.473519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:01.587060] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:01.587276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:01.587331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:01.587374] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:01.590845] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T21:29:01.591144] [INFO ] [FORECASTER] Completed predict_future for LASE [2025-11-26T21:29:01.591286] [INFO ] [sig ] LASE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:01.731268] [INFO ] [LOCAL ] Saved forecast: LASE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LASE.txt [2025-11-26T21:29:01.731461] [INFO ] [sig ] [1863/3599] Completed LASE in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:01.731517] [INFO ] [sig ] [1864/3599] Forecasting LAZ... [2025-11-26T21:29:01.731567] [INFO ] [sig ] Generating forecast for: LAZ [2025-11-26T21:29:01.731660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-11-26T21:29:01.744249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAZ'. [2025-11-26T21:29:01.744860] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-11-26T21:29:01.745799] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-11-26T21:29:01.745872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:01.745919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:01.745961] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:01.746030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:01.807175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:01.808215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:01.808324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:01.808374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:01.930837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:01.930999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:01.931054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:01.931098] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:01.934621] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=84.75%) [2025-11-26T21:29:01.934953] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-11-26T21:29:01.935105] [INFO ] [sig ] LAZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:02.080577] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LAZ.txt [2025-11-26T21:29:02.080760] [INFO ] [sig ] [1864/3599] Completed LAZ in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:02.080820] [INFO ] [sig ] [1865/3599] Forecasting LBRDA... [2025-11-26T21:29:02.080888] [INFO ] [sig ] Generating forecast for: LBRDA [2025-11-26T21:29:02.080934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'. [2025-11-26T21:29:02.091108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'. [2025-11-26T21:29:02.091384] [INFO ] [FORECASTER] Starting predict_future for LBRDA [2025-11-26T21:29:02.092205] [DEBUG] [LOCAL ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt [2025-11-26T21:29:02.092275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:02.092322] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:02.092361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:02.092429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:02.149391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:02.150367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:02.150474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:02.150523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:02.273057] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:02.273246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:02.273297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:02.273338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:02.276673] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T21:29:02.276956] [INFO ] [FORECASTER] Completed predict_future for LBRDA [2025-11-26T21:29:02.277094] [INFO ] [sig ] LBRDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:02.417575] [INFO ] [LOCAL ] Saved forecast: LBRDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LBRDA.txt [2025-11-26T21:29:02.417780] [INFO ] [sig ] [1865/3599] Completed LBRDA in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:02.417849] [INFO ] [sig ] [1866/3599] Forecasting LBRDK... [2025-11-26T21:29:02.417915] [INFO ] [sig ] Generating forecast for: LBRDK [2025-11-26T21:29:02.417973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'. [2025-11-26T21:29:02.428441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'. [2025-11-26T21:29:02.428784] [INFO ] [FORECASTER] Starting predict_future for LBRDK [2025-11-26T21:29:02.429569] [DEBUG] [LOCAL ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt [2025-11-26T21:29:02.429666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:02.429719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:02.429761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:02.429835] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:02.488858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:02.489919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:02.490031] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:02.490090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:02.610506] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:02.610686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:02.610738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:02.610799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:02.614055] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=29.95%) [2025-11-26T21:29:02.614339] [INFO ] [FORECASTER] Completed predict_future for LBRDK [2025-11-26T21:29:02.614475] [INFO ] [sig ] LBRDK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:02.757682] [INFO ] [LOCAL ] Saved forecast: LBRDK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LBRDK.txt [2025-11-26T21:29:02.757859] [INFO ] [sig ] [1866/3599] Completed LBRDK in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:02.757921] [INFO ] [sig ] [1867/3599] Forecasting LBTYA... [2025-11-26T21:29:02.757974] [INFO ] [sig ] Generating forecast for: LBTYA [2025-11-26T21:29:02.758020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'. [2025-11-26T21:29:02.770000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'. [2025-11-26T21:29:02.770451] [INFO ] [FORECASTER] Starting predict_future for LBTYA [2025-11-26T21:29:02.771286] [DEBUG] [LOCAL ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt [2025-11-26T21:29:02.771359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:02.771407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:02.771448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:02.771517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:02.831798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:02.832741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:02.832847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:02.832896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:02.961376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:02.961580] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:02.961663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:02.961706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:02.965370] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=42.57%) [2025-11-26T21:29:02.965754] [INFO ] [FORECASTER] Completed predict_future for LBTYA [2025-11-26T21:29:02.965907] [INFO ] [sig ] LBTYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:03.112566] [INFO ] [LOCAL ] Saved forecast: LBTYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LBTYA.txt [2025-11-26T21:29:03.112797] [INFO ] [sig ] [1867/3599] Completed LBTYA in 0.4s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:03.112870] [INFO ] [sig ] [1868/3599] Forecasting LBTYK... [2025-11-26T21:29:03.112963] [INFO ] [sig ] Generating forecast for: LBTYK [2025-11-26T21:29:03.113025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'. [2025-11-26T21:29:03.124083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'. [2025-11-26T21:29:03.124437] [INFO ] [FORECASTER] Starting predict_future for LBTYK [2025-11-26T21:29:03.125232] [DEBUG] [LOCAL ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt [2025-11-26T21:29:03.125304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:03.125354] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:03.125394] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:03.125463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:03.183737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:03.184491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:03.184607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:03.184674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:03.306153] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:03.306344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:03.306399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:03.306444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:03.310025] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=73.76%) [2025-11-26T21:29:03.310319] [INFO ] [FORECASTER] Completed predict_future for LBTYK [2025-11-26T21:29:03.310493] [INFO ] [sig ] LBTYK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:03.455592] [INFO ] [LOCAL ] Saved forecast: LBTYK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LBTYK.txt [2025-11-26T21:29:03.455801] [INFO ] [sig ] [1868/3599] Completed LBTYK in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:03.455857] [INFO ] [sig ] [1869/3599] Forecasting LC... [2025-11-26T21:29:03.455895] [INFO ] [sig ] Generating forecast for: LC [2025-11-26T21:29:03.455966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-11-26T21:29:03.466995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LC'. [2025-11-26T21:29:03.467319] [INFO ] [FORECASTER] Starting predict_future for LC [2025-11-26T21:29:03.468207] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-11-26T21:29:03.468279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:03.468327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:03.468368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:03.468438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:03.527144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:03.527981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:03.528086] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:03.528139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:03.653758] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:03.653944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:03.653999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:03.654041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:03.657552] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-11-26T21:29:03.657897] [INFO ] [FORECASTER] Completed predict_future for LC [2025-11-26T21:29:03.658043] [INFO ] [sig ] LC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:03.804355] [INFO ] [LOCAL ] Saved forecast: LC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LC.txt [2025-11-26T21:29:03.804527] [INFO ] [sig ] [1869/3599] Completed LC in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:03.804583] [INFO ] [sig ] [1870/3599] Forecasting LCFY... [2025-11-26T21:29:03.804625] [INFO ] [sig ] Generating forecast for: LCFY [2025-11-26T21:29:03.804737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'. [2025-11-26T21:29:03.815313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCFY'. [2025-11-26T21:29:03.815749] [INFO ] [FORECASTER] Starting predict_future for LCFY [2025-11-26T21:29:03.816600] [DEBUG] [LOCAL ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt [2025-11-26T21:29:03.816708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:03.816760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:03.816816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:03.816889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:03.876188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:03.876925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:03.877023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:03.877080] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:03.992168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:03.992362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:03.992422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:03.992465] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:03.995972] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=51.90%) [2025-11-26T21:29:03.996326] [INFO ] [FORECASTER] Completed predict_future for LCFY [2025-11-26T21:29:03.996479] [INFO ] [sig ] LCFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:04.139962] [INFO ] [LOCAL ] Saved forecast: LCFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LCFY.txt [2025-11-26T21:29:04.140138] [INFO ] [sig ] [1870/3599] Completed LCFY in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:04.140197] [INFO ] [sig ] [1871/3599] Forecasting LCID... [2025-11-26T21:29:04.140261] [INFO ] [sig ] Generating forecast for: LCID [2025-11-26T21:29:04.140309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'. [2025-11-26T21:29:04.151456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCID'. [2025-11-26T21:29:04.151828] [INFO ] [FORECASTER] Starting predict_future for LCID [2025-11-26T21:29:04.152618] [DEBUG] [LOCAL ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt [2025-11-26T21:29:04.152746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:04.152799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:04.153006] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:04.153092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:04.211145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:04.211872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:04.211971] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:04.212017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:04.338075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:04.338284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:04.338351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:04.338405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:04.341959] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=77.31%) [2025-11-26T21:29:04.342256] [INFO ] [FORECASTER] Completed predict_future for LCID [2025-11-26T21:29:04.342405] [INFO ] [sig ] LCID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:04.486888] [INFO ] [LOCAL ] Saved forecast: LCID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LCID.txt [2025-11-26T21:29:04.487088] [INFO ] [sig ] [1871/3599] Completed LCID in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:04.487153] [INFO ] [sig ] [1872/3599] Forecasting LCII... [2025-11-26T21:29:04.487219] [INFO ] [sig ] Generating forecast for: LCII [2025-11-26T21:29:04.487261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-11-26T21:29:04.498087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCII'. [2025-11-26T21:29:04.498438] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-11-26T21:29:04.499403] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-11-26T21:29:04.499489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:04.499558] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:04.499614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:04.499721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:04.558091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:04.558938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:04.559052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:04.559104] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:04.680696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:04.680900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:04.680953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:04.680994] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:04.684591] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=44.80%) [2025-11-26T21:29:04.685008] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-11-26T21:29:04.685179] [INFO ] [sig ] LCII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:04.834260] [INFO ] [LOCAL ] Saved forecast: LCII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LCII.txt [2025-11-26T21:29:04.834418] [INFO ] [sig ] [1872/3599] Completed LCII in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:04.834471] [INFO ] [sig ] [1873/3599] Forecasting LCNB... [2025-11-26T21:29:04.834511] [INFO ] [sig ] Generating forecast for: LCNB [2025-11-26T21:29:04.834573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'. [2025-11-26T21:29:04.845394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCNB'. [2025-11-26T21:29:04.845796] [INFO ] [FORECASTER] Starting predict_future for LCNB [2025-11-26T21:29:04.846585] [DEBUG] [LOCAL ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt [2025-11-26T21:29:04.846679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:04.846729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:04.846770] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:04.846840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:04.905025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:04.905857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:04.905958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:04.906009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:05.020878] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:05.021074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:05.021128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:05.021171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:05.024527] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=64.63%) [2025-11-26T21:29:05.024838] [INFO ] [FORECASTER] Completed predict_future for LCNB [2025-11-26T21:29:05.024985] [INFO ] [sig ] LCNB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:05.167814] [INFO ] [LOCAL ] Saved forecast: LCNB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LCNB.txt [2025-11-26T21:29:05.167983] [INFO ] [sig ] [1873/3599] Completed LCNB in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:05.168040] [INFO ] [sig ] [1874/3599] Forecasting LDI... [2025-11-26T21:29:05.168124] [INFO ] [sig ] Generating forecast for: LDI [2025-11-26T21:29:05.168169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-11-26T21:29:05.178716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDI'. [2025-11-26T21:29:05.179057] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-11-26T21:29:05.179875] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-11-26T21:29:05.179944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:05.179990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:05.180031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:05.180100] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:05.238909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:05.239692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:05.239792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:05.239841] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:05.361333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:05.361519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:05.361575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:05.361617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:05.365088] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=25.38%) [2025-11-26T21:29:05.365381] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-11-26T21:29:05.365524] [INFO ] [sig ] LDI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:05.508161] [INFO ] [LOCAL ] Saved forecast: LDI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LDI.txt [2025-11-26T21:29:05.508324] [INFO ] [sig ] [1874/3599] Completed LDI in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:05.508380] [INFO ] [sig ] [1875/3599] Forecasting LDOS... [2025-11-26T21:29:05.508428] [INFO ] [sig ] Generating forecast for: LDOS [2025-11-26T21:29:05.508465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-11-26T21:29:05.519154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDOS'. [2025-11-26T21:29:05.519525] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-11-26T21:29:05.520380] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-11-26T21:29:05.520452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:05.520499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:05.520539] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:05.520610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:05.578111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:05.578816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:05.578912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:05.578960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:05.695750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:05.695933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:05.695983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:05.696025] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:05.699344] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=53.62%) [2025-11-26T21:29:05.699627] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-11-26T21:29:05.699787] [INFO ] [sig ] LDOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:05.836678] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LDOS.txt [2025-11-26T21:29:05.836827] [INFO ] [sig ] [1875/3599] Completed LDOS in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.9m [2025-11-26T21:29:05.836879] [INFO ] [sig ] [1876/3599] Forecasting LDP... [2025-11-26T21:29:05.836922] [INFO ] [sig ] Generating forecast for: LDP [2025-11-26T21:29:05.836984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-11-26T21:29:05.847880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDP'. [2025-11-26T21:29:05.848225] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-11-26T21:29:05.849078] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-11-26T21:29:05.849151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:05.849199] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:05.849240] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:05.849307] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:05.908082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:05.908989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:05.909091] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:05.909140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:06.029229] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:06.029412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:06.029466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:06.029510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:06.032920] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-11-26T21:29:06.033237] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-11-26T21:29:06.033382] [INFO ] [sig ] LDP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:06.174203] [INFO ] [LOCAL ] Saved forecast: LDP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LDP.txt [2025-11-26T21:29:06.174355] [INFO ] [sig ] [1876/3599] Completed LDP in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:29:06.174433] [INFO ] [sig ] [1877/3599] Forecasting LDSF... [2025-11-26T21:29:06.174476] [INFO ] [sig ] Generating forecast for: LDSF [2025-11-26T21:29:06.174518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'. [2025-11-26T21:29:06.185449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDSF'. [2025-11-26T21:29:06.185841] [INFO ] [FORECASTER] Starting predict_future for LDSF [2025-11-26T21:29:06.186630] [DEBUG] [LOCAL ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt [2025-11-26T21:29:06.186720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:06.186766] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:06.186805] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:06.186873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:06.243394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:06.244079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:06.244175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:06.244221] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:06.355195] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:06.355358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:06.355409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:06.355471] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:06.358766] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: DOWN (p=30.75%) [2025-11-26T21:29:06.359054] [INFO ] [FORECASTER] Completed predict_future for LDSF [2025-11-26T21:29:06.359192] [INFO ] [sig ] LDSF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:06.500228] [INFO ] [LOCAL ] Saved forecast: LDSF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LDSF.txt [2025-11-26T21:29:06.500393] [INFO ] [sig ] [1877/3599] Completed LDSF in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:29:06.500445] [INFO ] [sig ] [1878/3599] Forecasting LE... [2025-11-26T21:29:06.500484] [INFO ] [sig ] Generating forecast for: LE [2025-11-26T21:29:06.500524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'. [2025-11-26T21:29:06.510472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LE'. [2025-11-26T21:29:06.510805] [INFO ] [FORECASTER] Starting predict_future for LE [2025-11-26T21:29:06.511567] [DEBUG] [LOCAL ] No optimal features file found for LE: ./output/feature-sets/LE.txt [2025-11-26T21:29:06.511653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:06.511701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:06.511740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:06.511808] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:06.567199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:06.567928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:06.568024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:06.568071] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:06.686177] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:06.686344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:06.686395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:06.686436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:06.689786] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: UP (p=83.50%) [2025-11-26T21:29:06.690076] [INFO ] [FORECASTER] Completed predict_future for LE [2025-11-26T21:29:06.690212] [INFO ] [sig ] LE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:06.828164] [INFO ] [LOCAL ] Saved forecast: LE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LE.txt [2025-11-26T21:29:06.828322] [INFO ] [sig ] [1878/3599] Completed LE in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:29:06.828400] [INFO ] [sig ] [1879/3599] Forecasting LEA... [2025-11-26T21:29:06.828448] [INFO ] [sig ] Generating forecast for: LEA [2025-11-26T21:29:06.828492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-11-26T21:29:06.838723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEA'. [2025-11-26T21:29:06.839047] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-11-26T21:29:06.839841] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-11-26T21:29:06.839911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:06.839957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:06.839996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:06.840064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:06.895326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:06.896060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:06.896157] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:06.896204] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:07.008468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:07.008678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:07.008731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:07.008766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:07.012099] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=42.46%) [2025-11-26T21:29:07.012410] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-11-26T21:29:07.012557] [INFO ] [sig ] LEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:07.150538] [INFO ] [LOCAL ] Saved forecast: LEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEA.txt [2025-11-26T21:29:07.150736] [INFO ] [sig ] [1879/3599] Completed LEA in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:29:07.150817] [INFO ] [sig ] [1880/3599] Forecasting LECO... [2025-11-26T21:29:07.150869] [INFO ] [sig ] Generating forecast for: LECO [2025-11-26T21:29:07.150914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'. [2025-11-26T21:29:07.163882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LECO'. [2025-11-26T21:29:07.164493] [INFO ] [FORECASTER] Starting predict_future for LECO [2025-11-26T21:29:07.165508] [DEBUG] [LOCAL ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt [2025-11-26T21:29:07.165587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:07.165664] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:07.165719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:07.165793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:07.229000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:07.230196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:07.230324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:07.230380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:07.356864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:07.357133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:07.357194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:07.357232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:07.361125] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=14.14%) [2025-11-26T21:29:07.361464] [INFO ] [FORECASTER] Completed predict_future for LECO [2025-11-26T21:29:07.361621] [INFO ] [sig ] LECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:07.504189] [INFO ] [LOCAL ] Saved forecast: LECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LECO.txt [2025-11-26T21:29:07.504432] [INFO ] [sig ] [1880/3599] Completed LECO in 0.4s | 2.91 sym/s | Total: 10.8m | ETA: 9.9m [2025-11-26T21:29:07.504519] [INFO ] [sig ] [1881/3599] Forecasting LEG... [2025-11-26T21:29:07.504563] [INFO ] [sig ] Generating forecast for: LEG [2025-11-26T21:29:07.504611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-11-26T21:29:07.516788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEG'. [2025-11-26T21:29:07.517413] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-11-26T21:29:07.518436] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-11-26T21:29:07.518515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:07.518565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:07.518607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:07.518724] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:07.577448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:07.578564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:07.578701] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:07.578752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:07.698400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:07.698607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:07.698682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:07.698727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:07.702292] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=54.67%) [2025-11-26T21:29:07.702607] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-11-26T21:29:07.702787] [INFO ] [sig ] LEG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:07.844562] [INFO ] [LOCAL ] Saved forecast: LEG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LEG.txt [2025-11-26T21:29:07.844764] [INFO ] [sig ] [1881/3599] Completed LEG in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:07.844835] [INFO ] [sig ] [1882/3599] Forecasting LEGH... [2025-11-26T21:29:07.844876] [INFO ] [sig ] Generating forecast for: LEGH [2025-11-26T21:29:07.844917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'. [2025-11-26T21:29:07.855332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGH'. [2025-11-26T21:29:07.855731] [INFO ] [FORECASTER] Starting predict_future for LEGH [2025-11-26T21:29:07.856524] [DEBUG] [LOCAL ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt [2025-11-26T21:29:07.856592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:07.856653] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:07.856697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:07.856764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:07.915286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:07.916171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:07.916270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:07.916316] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:08.030310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:08.030489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:08.030542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:08.030583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:08.033858] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-11-26T21:29:08.034148] [INFO ] [FORECASTER] Completed predict_future for LEGH [2025-11-26T21:29:08.034290] [INFO ] [sig ] LEGH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:08.171421] [INFO ] [LOCAL ] Saved forecast: LEGH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LEGH.txt [2025-11-26T21:29:08.171586] [INFO ] [sig ] [1882/3599] Completed LEGH in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:08.171658] [INFO ] [sig ] [1883/3599] Forecasting LEGN... [2025-11-26T21:29:08.171724] [INFO ] [sig ] Generating forecast for: LEGN [2025-11-26T21:29:08.171768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'. [2025-11-26T21:29:08.181786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGN'. [2025-11-26T21:29:08.182103] [INFO ] [FORECASTER] Starting predict_future for LEGN [2025-11-26T21:29:08.182876] [DEBUG] [LOCAL ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt [2025-11-26T21:29:08.182957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:08.183004] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:08.183043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:08.183112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:08.238799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:08.239713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:08.239816] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:08.239863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:08.357545] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:08.357743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:08.357798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:08.357841] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:08.361140] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-11-26T21:29:08.361427] [INFO ] [FORECASTER] Completed predict_future for LEGN [2025-11-26T21:29:08.361566] [INFO ] [sig ] LEGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:08.502833] [INFO ] [LOCAL ] Saved forecast: LEGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LEGN.txt [2025-11-26T21:29:08.503013] [INFO ] [sig ] [1883/3599] Completed LEGN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:08.503071] [INFO ] [sig ] [1884/3599] Forecasting LEN... [2025-11-26T21:29:08.503107] [INFO ] [sig ] Generating forecast for: LEN [2025-11-26T21:29:08.503142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-11-26T21:29:08.513424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEN'. [2025-11-26T21:29:08.513802] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-11-26T21:29:08.514571] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-11-26T21:29:08.514659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:08.514708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:08.514749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:08.514816] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:08.570291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:08.571193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:08.571297] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:08.571344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:08.690070] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:08.690260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:08.690313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:08.690353] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:08.693720] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=28.21%) [2025-11-26T21:29:08.694023] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-11-26T21:29:08.694170] [INFO ] [sig ] LEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:08.832085] [INFO ] [LOCAL ] Saved forecast: LEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEN.txt [2025-11-26T21:29:08.832251] [INFO ] [sig ] [1884/3599] Completed LEN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:08.832304] [INFO ] [sig ] [1885/3599] Forecasting LENZ... [2025-11-26T21:29:08.832368] [INFO ] [sig ] Generating forecast for: LENZ [2025-11-26T21:29:08.832413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'. [2025-11-26T21:29:08.843060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LENZ'. [2025-11-26T21:29:08.843429] [INFO ] [FORECASTER] Starting predict_future for LENZ [2025-11-26T21:29:08.844218] [DEBUG] [LOCAL ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt [2025-11-26T21:29:08.844291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:08.844332] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:08.844371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:08.844438] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:08.901304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:08.902062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:08.902163] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:08.902214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:09.033224] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:09.033419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:09.033474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:09.033516] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:09.036971] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=8.53%) [2025-11-26T21:29:09.037276] [INFO ] [FORECASTER] Completed predict_future for LENZ [2025-11-26T21:29:09.037451] [INFO ] [sig ] LENZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:09.177782] [INFO ] [LOCAL ] Saved forecast: LENZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LENZ.txt [2025-11-26T21:29:09.177942] [INFO ] [sig ] [1885/3599] Completed LENZ in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:09.177998] [INFO ] [sig ] [1886/3599] Forecasting LEO... [2025-11-26T21:29:09.178041] [INFO ] [sig ] Generating forecast for: LEO [2025-11-26T21:29:09.178099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-11-26T21:29:09.188378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEO'. [2025-11-26T21:29:09.188758] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-11-26T21:29:09.189533] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-11-26T21:29:09.189602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:09.189667] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:09.189710] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:09.189781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:09.245745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:09.246579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:09.246703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:09.246752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:09.366938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:09.367115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:09.367170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:09.367214] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:09.370611] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=45.52%) [2025-11-26T21:29:09.370931] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-11-26T21:29:09.371077] [INFO ] [sig ] LEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:09.512058] [INFO ] [LOCAL ] Saved forecast: LEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEO.txt [2025-11-26T21:29:09.512218] [INFO ] [sig ] [1886/3599] Completed LEO in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:09.512279] [INFO ] [sig ] [1887/3599] Forecasting LESL... [2025-11-26T21:29:09.512324] [INFO ] [sig ] Generating forecast for: LESL [2025-11-26T21:29:09.512386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'. [2025-11-26T21:29:09.522375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LESL'. [2025-11-26T21:29:09.522730] [INFO ] [FORECASTER] Starting predict_future for LESL [2025-11-26T21:29:09.523501] [DEBUG] [LOCAL ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt [2025-11-26T21:29:09.523571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:09.523616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:09.523677] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:09.523747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:09.582051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:09.582787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:09.582888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:09.582939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:09.703285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:09.703476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:09.703529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:09.703574] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:09.706961] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=23.67%) [2025-11-26T21:29:09.707251] [INFO ] [FORECASTER] Completed predict_future for LESL [2025-11-26T21:29:09.707392] [INFO ] [sig ] LESL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:09.847509] [INFO ] [LOCAL ] Saved forecast: LESL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LESL.txt [2025-11-26T21:29:09.847687] [INFO ] [sig ] [1887/3599] Completed LESL in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:09.847767] [INFO ] [sig ] [1888/3599] Forecasting LEVI... [2025-11-26T21:29:09.847816] [INFO ] [sig ] Generating forecast for: LEVI [2025-11-26T21:29:09.847856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-11-26T21:29:09.858125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEVI'. [2025-11-26T21:29:09.858472] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-11-26T21:29:09.859272] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-11-26T21:29:09.859353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:09.859416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:09.859478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:09.859581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:09.917927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:09.918734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:09.918847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:09.918910] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:10.041596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:10.041821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:10.041878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:10.041926] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:10.045450] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-11-26T21:29:10.045856] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-11-26T21:29:10.046015] [INFO ] [sig ] LEVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:10.196756] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LEVI.txt [2025-11-26T21:29:10.196908] [INFO ] [sig ] [1888/3599] Completed LEVI in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:10.196963] [INFO ] [sig ] [1889/3599] Forecasting LFMD... [2025-11-26T21:29:10.197008] [INFO ] [sig ] Generating forecast for: LFMD [2025-11-26T21:29:10.197074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'. [2025-11-26T21:29:10.207946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFMD'. [2025-11-26T21:29:10.208266] [INFO ] [FORECASTER] Starting predict_future for LFMD [2025-11-26T21:29:10.209080] [DEBUG] [LOCAL ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt [2025-11-26T21:29:10.209151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:10.209196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:10.209238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:10.209307] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:10.265291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:10.266031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:10.266127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:10.266175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:10.385404] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:10.385579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:10.385633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:10.385698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:10.389054] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=79.44%) [2025-11-26T21:29:10.389339] [INFO ] [FORECASTER] Completed predict_future for LFMD [2025-11-26T21:29:10.389479] [INFO ] [sig ] LFMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:10.529884] [INFO ] [LOCAL ] Saved forecast: LFMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LFMD.txt [2025-11-26T21:29:10.530048] [INFO ] [sig ] [1889/3599] Completed LFMD in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:10.530101] [INFO ] [sig ] [1890/3599] Forecasting LFUS... [2025-11-26T21:29:10.530144] [INFO ] [sig ] Generating forecast for: LFUS [2025-11-26T21:29:10.530185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'. [2025-11-26T21:29:10.540577] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFUS'. [2025-11-26T21:29:10.540938] [INFO ] [FORECASTER] Starting predict_future for LFUS [2025-11-26T21:29:10.541729] [DEBUG] [LOCAL ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt [2025-11-26T21:29:10.541809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:10.541863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:10.541909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:10.541984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:10.600708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:10.601506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:10.601599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:10.601667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:10.723265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:10.723451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:10.723537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:10.723584] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:10.726968] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-11-26T21:29:10.727257] [INFO ] [FORECASTER] Completed predict_future for LFUS [2025-11-26T21:29:10.727397] [INFO ] [sig ] LFUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:10.871486] [INFO ] [LOCAL ] Saved forecast: LFUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LFUS.txt [2025-11-26T21:29:10.871657] [INFO ] [sig ] [1890/3599] Completed LFUS in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:10.871715] [INFO ] [sig ] [1891/3599] Forecasting LFVN... [2025-11-26T21:29:10.871760] [INFO ] [sig ] Generating forecast for: LFVN [2025-11-26T21:29:10.871802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'. [2025-11-26T21:29:10.882858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFVN'. [2025-11-26T21:29:10.883167] [INFO ] [FORECASTER] Starting predict_future for LFVN [2025-11-26T21:29:10.883976] [DEBUG] [LOCAL ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt [2025-11-26T21:29:10.884046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:10.884091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:10.884132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:10.884202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:10.943218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:10.943998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:10.944096] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:10.944146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:11.060357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:11.060546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:11.060597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:11.060659] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:11.063958] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=49.78%) [2025-11-26T21:29:11.064244] [INFO ] [FORECASTER] Completed predict_future for LFVN [2025-11-26T21:29:11.064383] [INFO ] [sig ] LFVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:11.203184] [INFO ] [LOCAL ] Saved forecast: LFVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LFVN.txt [2025-11-26T21:29:11.203340] [INFO ] [sig ] [1891/3599] Completed LFVN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:11.203394] [INFO ] [sig ] [1892/3599] Forecasting LGCL... [2025-11-26T21:29:11.203437] [INFO ] [sig ] Generating forecast for: LGCL [2025-11-26T21:29:11.203478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'. [2025-11-26T21:29:11.218268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGCL'. [2025-11-26T21:29:11.218761] [INFO ] [FORECASTER] Starting predict_future for LGCL [2025-11-26T21:29:11.219764] [DEBUG] [LOCAL ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt [2025-11-26T21:29:11.219846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:11.219904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:11.219953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:11.220050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:11.282849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:11.283583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:11.283705] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:11.283756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:11.396535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:11.396757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:11.396820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:11.396864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:11.400351] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=0.63%) [2025-11-26T21:29:11.400669] [INFO ] [FORECASTER] Completed predict_future for LGCL [2025-11-26T21:29:11.400814] [INFO ] [sig ] LGCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:11.542262] [INFO ] [LOCAL ] Saved forecast: LGCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LGCL.txt [2025-11-26T21:29:11.542463] [INFO ] [sig ] [1892/3599] Completed LGCL in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:11.542520] [INFO ] [sig ] [1893/3599] Forecasting LGI... [2025-11-26T21:29:11.542566] [INFO ] [sig ] Generating forecast for: LGI [2025-11-26T21:29:11.542625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-11-26T21:29:11.553446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGI'. [2025-11-26T21:29:11.553807] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-11-26T21:29:11.554577] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-11-26T21:29:11.554667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:11.554715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:11.554755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:11.554824] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:11.611559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:11.612245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:11.612343] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:11.612383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:11.732684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:11.732881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:11.732939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:11.732979] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:11.736299] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=10.25%) [2025-11-26T21:29:11.736583] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-11-26T21:29:11.736744] [INFO ] [sig ] LGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:11.877028] [INFO ] [LOCAL ] Saved forecast: LGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LGI.txt [2025-11-26T21:29:11.877176] [INFO ] [sig ] [1893/3599] Completed LGI in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.8m [2025-11-26T21:29:11.877229] [INFO ] [sig ] [1894/3599] Forecasting LGIH... [2025-11-26T21:29:11.877270] [INFO ] [sig ] Generating forecast for: LGIH [2025-11-26T21:29:11.877334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'. [2025-11-26T21:29:11.887519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGIH'. [2025-11-26T21:29:11.887880] [INFO ] [FORECASTER] Starting predict_future for LGIH [2025-11-26T21:29:11.888662] [DEBUG] [LOCAL ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt [2025-11-26T21:29:11.888730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:11.888789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:11.888835] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:11.888903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:11.945679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:11.946362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:11.946457] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:11.946503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:12.059345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:12.059531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:12.059583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:12.059625] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:12.062960] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: DOWN (p=0.85%) [2025-11-26T21:29:12.063246] [INFO ] [FORECASTER] Completed predict_future for LGIH [2025-11-26T21:29:12.063385] [INFO ] [sig ] LGIH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:12.203701] [INFO ] [LOCAL ] Saved forecast: LGIH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LGIH.txt [2025-11-26T21:29:12.203881] [INFO ] [sig ] [1894/3599] Completed LGIH in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:29:12.203934] [INFO ] [sig ] [1895/3599] Forecasting LGND... [2025-11-26T21:29:12.203972] [INFO ] [sig ] Generating forecast for: LGND [2025-11-26T21:29:12.204014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'. [2025-11-26T21:29:12.216192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGND'. [2025-11-26T21:29:12.216546] [INFO ] [FORECASTER] Starting predict_future for LGND [2025-11-26T21:29:12.217351] [DEBUG] [LOCAL ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt [2025-11-26T21:29:12.217453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:12.217502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:12.217543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:12.217615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:12.274686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:12.275374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:12.275468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:12.275508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:12.400755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:12.401066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:12.401143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:12.401207] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:12.405182] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=77.89%) [2025-11-26T21:29:12.405682] [INFO ] [FORECASTER] Completed predict_future for LGND [2025-11-26T21:29:12.405885] [INFO ] [sig ] LGND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:12.565873] [INFO ] [LOCAL ] Saved forecast: LGND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LGND.txt [2025-11-26T21:29:12.566072] [INFO ] [sig ] [1895/3599] Completed LGND in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:29:12.566163] [INFO ] [sig ] [1896/3599] Forecasting LH... [2025-11-26T21:29:12.566289] [INFO ] [sig ] Generating forecast for: LH [2025-11-26T21:29:12.566343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-11-26T21:29:12.577544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LH'. [2025-11-26T21:29:12.577953] [INFO ] [FORECASTER] Starting predict_future for LH [2025-11-26T21:29:12.578810] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-11-26T21:29:12.578887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:12.578934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:12.578973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:12.579041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:12.637059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:12.637952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:12.638052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:12.638099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:12.755880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:12.756058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:12.756111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:12.756155] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:12.759576] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=95.47%) [2025-11-26T21:29:12.759893] [INFO ] [FORECASTER] Completed predict_future for LH [2025-11-26T21:29:12.760036] [INFO ] [sig ] LH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:12.899063] [INFO ] [LOCAL ] Saved forecast: LH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LH.txt [2025-11-26T21:29:12.899214] [INFO ] [sig ] [1896/3599] Completed LH in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:29:12.899266] [INFO ] [sig ] [1897/3599] Forecasting LHX... [2025-11-26T21:29:12.899326] [INFO ] [sig ] Generating forecast for: LHX [2025-11-26T21:29:12.899416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-11-26T21:29:12.910309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LHX'. [2025-11-26T21:29:12.910850] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-11-26T21:29:12.911680] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-11-26T21:29:12.911747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:12.911792] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:12.911827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:12.911897] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:12.968744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:12.969667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:12.969776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:12.969825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:13.088132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:13.088331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:13.088383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:13.088424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:13.091757] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=82.89%) [2025-11-26T21:29:13.092050] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-11-26T21:29:13.092194] [INFO ] [sig ] LHX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:13.232009] [INFO ] [LOCAL ] Saved forecast: LHX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LHX.txt [2025-11-26T21:29:13.232167] [INFO ] [sig ] [1897/3599] Completed LHX in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.8m [2025-11-26T21:29:13.232231] [INFO ] [sig ] [1898/3599] Forecasting LI... [2025-11-26T21:29:13.232270] [INFO ] [sig ] Generating forecast for: LI [2025-11-26T21:29:13.232341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'. [2025-11-26T21:29:13.242535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LI'. [2025-11-26T21:29:13.242905] [INFO ] [FORECASTER] Starting predict_future for LI [2025-11-26T21:29:13.243718] [DEBUG] [LOCAL ] No optimal features file found for LI: ./output/feature-sets/LI.txt [2025-11-26T21:29:13.243786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:13.243831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:13.243881] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:13.243971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:13.299897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:13.300797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:13.300901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:13.300956] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:13.421094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:13.421268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:13.421318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:13.421357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:13.424699] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: UP (p=80.81%) [2025-11-26T21:29:13.424993] [INFO ] [FORECASTER] Completed predict_future for LI [2025-11-26T21:29:13.425135] [INFO ] [sig ] LI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:13.565228] [INFO ] [LOCAL ] Saved forecast: LI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LI.txt [2025-11-26T21:29:13.565416] [INFO ] [sig ] [1898/3599] Completed LI in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:13.565471] [INFO ] [sig ] [1899/3599] Forecasting LICN... [2025-11-26T21:29:13.565512] [INFO ] [sig ] Generating forecast for: LICN [2025-11-26T21:29:13.565585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'. [2025-11-26T21:29:13.576058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LICN'. [2025-11-26T21:29:13.576434] [INFO ] [FORECASTER] Starting predict_future for LICN [2025-11-26T21:29:13.577252] [DEBUG] [LOCAL ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt [2025-11-26T21:29:13.577322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:13.577367] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:13.577413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:13.577531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:13.633513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:13.634402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:13.634508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:13.634562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:13.749308] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:13.749487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:13.749536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:13.749578] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:13.752882] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=32.23%) [2025-11-26T21:29:13.753178] [INFO ] [FORECASTER] Completed predict_future for LICN [2025-11-26T21:29:13.753325] [INFO ] [sig ] LICN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:13.894610] [INFO ] [LOCAL ] Saved forecast: LICN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LICN.txt [2025-11-26T21:29:13.894783] [INFO ] [sig ] [1899/3599] Completed LICN in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:13.894838] [INFO ] [sig ] [1900/3599] Forecasting LIF... [2025-11-26T21:29:13.894901] [INFO ] [sig ] Generating forecast for: LIF [2025-11-26T21:29:13.894951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'. [2025-11-26T21:29:13.906461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIF'. [2025-11-26T21:29:13.906916] [INFO ] [FORECASTER] Starting predict_future for LIF [2025-11-26T21:29:13.907816] [DEBUG] [LOCAL ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt [2025-11-26T21:29:13.907887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:13.907934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:13.907973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:13.908042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:13.965618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:13.966567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:13.966717] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:13.966782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:14.093328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:14.093515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:14.093581] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:14.093637] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:14.097095] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-11-26T21:29:14.097387] [INFO ] [FORECASTER] Completed predict_future for LIF [2025-11-26T21:29:14.097575] [INFO ] [sig ] LIF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:14.242101] [INFO ] [LOCAL ] Saved forecast: LIF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LIF.txt [2025-11-26T21:29:14.242312] [INFO ] [sig ] [1900/3599] Completed LIF in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:14.242411] [INFO ] [sig ] [1901/3599] Forecasting LII... [2025-11-26T21:29:14.242464] [INFO ] [sig ] Generating forecast for: LII [2025-11-26T21:29:14.242508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-11-26T21:29:14.256564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LII'. [2025-11-26T21:29:14.257092] [INFO ] [FORECASTER] Starting predict_future for LII [2025-11-26T21:29:14.258219] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-11-26T21:29:14.258305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:14.258366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:14.258424] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:14.258526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:14.325692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:14.326614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:14.326734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:14.326781] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:14.445743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:14.445932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:14.445986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:14.446044] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:14.449541] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=58.76%) [2025-11-26T21:29:14.449893] [INFO ] [FORECASTER] Completed predict_future for LII [2025-11-26T21:29:14.450042] [INFO ] [sig ] LII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:14.593332] [INFO ] [LOCAL ] Saved forecast: LII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LII.txt [2025-11-26T21:29:14.593549] [INFO ] [sig ] [1901/3599] Completed LII in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:14.593611] [INFO ] [sig ] [1902/3599] Forecasting LILA... [2025-11-26T21:29:14.593690] [INFO ] [sig ] Generating forecast for: LILA [2025-11-26T21:29:14.593734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'. [2025-11-26T21:29:14.604502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILA'. [2025-11-26T21:29:14.604927] [INFO ] [FORECASTER] Starting predict_future for LILA [2025-11-26T21:29:14.605735] [DEBUG] [LOCAL ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt [2025-11-26T21:29:14.605803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:14.605848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:14.605886] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:14.605953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:14.661949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:14.662853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:14.662958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:14.663004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:14.780882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:14.781083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:14.781136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:14.781176] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:14.784535] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=29.88%) [2025-11-26T21:29:14.784853] [INFO ] [FORECASTER] Completed predict_future for LILA [2025-11-26T21:29:14.785001] [INFO ] [sig ] LILA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:14.926730] [INFO ] [LOCAL ] Saved forecast: LILA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LILA.txt [2025-11-26T21:29:14.926933] [INFO ] [sig ] [1902/3599] Completed LILA in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:14.927013] [INFO ] [sig ] [1903/3599] Forecasting LILAK... [2025-11-26T21:29:14.927050] [INFO ] [sig ] Generating forecast for: LILAK [2025-11-26T21:29:14.927093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'. [2025-11-26T21:29:14.937468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILAK'. [2025-11-26T21:29:14.937780] [INFO ] [FORECASTER] Starting predict_future for LILAK [2025-11-26T21:29:14.938578] [DEBUG] [LOCAL ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt [2025-11-26T21:29:14.938669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:14.938720] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:14.938760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:14.938830] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:14.994776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:14.995490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:14.995591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:14.995679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:15.119325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:15.119512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:15.119566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:15.119610] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:15.123105] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=27.76%) [2025-11-26T21:29:15.123403] [INFO ] [FORECASTER] Completed predict_future for LILAK [2025-11-26T21:29:15.123547] [INFO ] [sig ] LILAK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:15.264931] [INFO ] [LOCAL ] Saved forecast: LILAK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LILAK.txt [2025-11-26T21:29:15.265077] [INFO ] [sig ] [1903/3599] Completed LILAK in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:15.265125] [INFO ] [sig ] [1904/3599] Forecasting LIN... [2025-11-26T21:29:15.265168] [INFO ] [sig ] Generating forecast for: LIN [2025-11-26T21:29:15.265213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'. [2025-11-26T21:29:15.275848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIN'. [2025-11-26T21:29:15.276166] [INFO ] [FORECASTER] Starting predict_future for LIN [2025-11-26T21:29:15.276972] [DEBUG] [LOCAL ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt [2025-11-26T21:29:15.277047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:15.277091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:15.277130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:15.277197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:15.334448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:15.335264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:15.335360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:15.335405] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:15.453508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:15.453732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:15.453789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:15.453839] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:15.457504] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=61.74%) [2025-11-26T21:29:15.457900] [INFO ] [FORECASTER] Completed predict_future for LIN [2025-11-26T21:29:15.458078] [INFO ] [sig ] LIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:15.617981] [INFO ] [LOCAL ] Saved forecast: LIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LIN.txt [2025-11-26T21:29:15.618236] [INFO ] [sig ] [1904/3599] Completed LIN in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:15.618352] [INFO ] [sig ] [1905/3599] Forecasting LINC... [2025-11-26T21:29:15.618396] [INFO ] [sig ] Generating forecast for: LINC [2025-11-26T21:29:15.618438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'. [2025-11-26T21:29:15.630805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINC'. [2025-11-26T21:29:15.631208] [INFO ] [FORECASTER] Starting predict_future for LINC [2025-11-26T21:29:15.632079] [DEBUG] [LOCAL ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt [2025-11-26T21:29:15.632156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:15.632205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:15.632269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:15.632344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:15.690600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:15.691334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:15.691453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:15.691504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:15.806610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:15.806810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:15.806865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:15.806908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:15.810421] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=95.86%) [2025-11-26T21:29:15.810745] [INFO ] [FORECASTER] Completed predict_future for LINC [2025-11-26T21:29:15.810887] [INFO ] [sig ] LINC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:15.953584] [INFO ] [LOCAL ] Saved forecast: LINC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LINC.txt [2025-11-26T21:29:15.953775] [INFO ] [sig ] [1905/3599] Completed LINC in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:15.953833] [INFO ] [sig ] [1906/3599] Forecasting LIND... [2025-11-26T21:29:15.953869] [INFO ] [sig ] Generating forecast for: LIND [2025-11-26T21:29:15.953937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'. [2025-11-26T21:29:15.965295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIND'. [2025-11-26T21:29:15.965687] [INFO ] [FORECASTER] Starting predict_future for LIND [2025-11-26T21:29:15.966591] [DEBUG] [LOCAL ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt [2025-11-26T21:29:15.966708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:15.966771] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:15.966812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:15.966881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:16.042664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:16.043566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:16.043688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:16.043739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:16.190481] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:16.190699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:16.190755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:16.190797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:16.194922] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-11-26T21:29:16.195348] [INFO ] [FORECASTER] Completed predict_future for LIND [2025-11-26T21:29:16.195516] [INFO ] [sig ] LIND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:16.339360] [INFO ] [LOCAL ] Saved forecast: LIND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LIND.txt [2025-11-26T21:29:16.339561] [INFO ] [sig ] [1906/3599] Completed LIND in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:16.339664] [INFO ] [sig ] [1907/3599] Forecasting LINE... [2025-11-26T21:29:16.339706] [INFO ] [sig ] Generating forecast for: LINE [2025-11-26T21:29:16.339743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'. [2025-11-26T21:29:16.350538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINE'. [2025-11-26T21:29:16.350896] [INFO ] [FORECASTER] Starting predict_future for LINE [2025-11-26T21:29:16.351734] [DEBUG] [LOCAL ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt [2025-11-26T21:29:16.351802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:16.351841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:16.351883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:16.351950] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:16.410025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:16.410755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:16.410852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:16.410897] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:16.532258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:16.532456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:16.532512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:16.532556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:16.535969] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=3.26%) [2025-11-26T21:29:16.536290] [INFO ] [FORECASTER] Completed predict_future for LINE [2025-11-26T21:29:16.536435] [INFO ] [sig ] LINE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:16.681221] [INFO ] [LOCAL ] Saved forecast: LINE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LINE.txt [2025-11-26T21:29:16.681416] [INFO ] [sig ] [1907/3599] Completed LINE in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:16.681471] [INFO ] [sig ] [1908/3599] Forecasting LINK... [2025-11-26T21:29:16.681550] [INFO ] [sig ] Generating forecast for: LINK [2025-11-26T21:29:16.681593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'. [2025-11-26T21:29:16.692712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINK'. [2025-11-26T21:29:16.693056] [INFO ] [FORECASTER] Starting predict_future for LINK [2025-11-26T21:29:16.693844] [DEBUG] [LOCAL ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt [2025-11-26T21:29:16.693917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:16.693963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:16.694002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:16.694071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:16.749327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:16.750122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:16.750238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:16.750286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:16.866128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:16.866313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:16.866365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:16.866407] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:16.869749] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=97.47%) [2025-11-26T21:29:16.870041] [INFO ] [FORECASTER] Completed predict_future for LINK [2025-11-26T21:29:16.870183] [INFO ] [sig ] LINK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:17.010569] [INFO ] [LOCAL ] Saved forecast: LINK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LINK.txt [2025-11-26T21:29:17.010762] [INFO ] [sig ] [1908/3599] Completed LINK in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:17.010819] [INFO ] [sig ] [1909/3599] Forecasting LITE... [2025-11-26T21:29:17.010880] [INFO ] [sig ] Generating forecast for: LITE [2025-11-26T21:29:17.010939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'. [2025-11-26T21:29:17.021696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITE'. [2025-11-26T21:29:17.022204] [INFO ] [FORECASTER] Starting predict_future for LITE [2025-11-26T21:29:17.023022] [DEBUG] [LOCAL ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt [2025-11-26T21:29:17.023094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:17.023138] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:17.023177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:17.023244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:17.079355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:17.080252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:17.080369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:17.080416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:17.204532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:17.204746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:17.204803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:17.204847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:17.208237] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=35.45%) [2025-11-26T21:29:17.208524] [INFO ] [FORECASTER] Completed predict_future for LITE [2025-11-26T21:29:17.208688] [INFO ] [sig ] LITE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:17.348384] [INFO ] [LOCAL ] Saved forecast: LITE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LITE.txt [2025-11-26T21:29:17.348538] [INFO ] [sig ] [1909/3599] Completed LITE in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:17.348595] [INFO ] [sig ] [1910/3599] Forecasting LITM... [2025-11-26T21:29:17.348659] [INFO ] [sig ] Generating forecast for: LITM [2025-11-26T21:29:17.348707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'. [2025-11-26T21:29:17.359538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITM'. [2025-11-26T21:29:17.359888] [INFO ] [FORECASTER] Starting predict_future for LITM [2025-11-26T21:29:17.360682] [DEBUG] [LOCAL ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt [2025-11-26T21:29:17.360804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:17.360852] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:17.360894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:17.360977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:17.420475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:17.421207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:17.421303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:17.421360] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:17.542103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:17.542286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:17.542338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:17.542380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:17.545677] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-11-26T21:29:17.545964] [INFO ] [FORECASTER] Completed predict_future for LITM [2025-11-26T21:29:17.546107] [INFO ] [sig ] LITM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:17.683625] [INFO ] [LOCAL ] Saved forecast: LITM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LITM.txt [2025-11-26T21:29:17.683810] [INFO ] [sig ] [1910/3599] Completed LITM in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:17.683866] [INFO ] [sig ] [1911/3599] Forecasting LIVN... [2025-11-26T21:29:17.683910] [INFO ] [sig ] Generating forecast for: LIVN [2025-11-26T21:29:17.683976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'. [2025-11-26T21:29:17.694823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIVN'. [2025-11-26T21:29:17.695152] [INFO ] [FORECASTER] Starting predict_future for LIVN [2025-11-26T21:29:17.695940] [DEBUG] [LOCAL ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt [2025-11-26T21:29:17.696011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:17.696057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:17.696096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:17.696167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:17.751764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:17.752448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:17.752545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:17.752593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:17.872426] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:17.872615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:17.872806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:17.872854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:17.876156] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=56.02%) [2025-11-26T21:29:17.876445] [INFO ] [FORECASTER] Completed predict_future for LIVN [2025-11-26T21:29:17.876587] [INFO ] [sig ] LIVN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:18.013817] [INFO ] [LOCAL ] Saved forecast: LIVN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LIVN.txt [2025-11-26T21:29:18.013987] [INFO ] [sig ] [1911/3599] Completed LIVN in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.7m [2025-11-26T21:29:18.014044] [INFO ] [sig ] [1912/3599] Forecasting LKFN... [2025-11-26T21:29:18.014087] [INFO ] [sig ] Generating forecast for: LKFN [2025-11-26T21:29:18.014160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'. [2025-11-26T21:29:18.025084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKFN'. [2025-11-26T21:29:18.025417] [INFO ] [FORECASTER] Starting predict_future for LKFN [2025-11-26T21:29:18.026227] [DEBUG] [LOCAL ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt [2025-11-26T21:29:18.026299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:18.026348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:18.026388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:18.026456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:18.085786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:18.086709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:18.086810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:18.086859] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:18.202328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:18.202519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:18.202572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:18.202678] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:18.206211] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=24.77%) [2025-11-26T21:29:18.206503] [INFO ] [FORECASTER] Completed predict_future for LKFN [2025-11-26T21:29:18.206671] [INFO ] [sig ] LKFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:18.344887] [INFO ] [LOCAL ] Saved forecast: LKFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LKFN.txt [2025-11-26T21:29:18.345059] [INFO ] [sig ] [1912/3599] Completed LKFN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:29:18.345141] [INFO ] [sig ] [1913/3599] Forecasting LKQ... [2025-11-26T21:29:18.345192] [INFO ] [sig ] Generating forecast for: LKQ [2025-11-26T21:29:18.345236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'. [2025-11-26T21:29:18.357996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKQ'. [2025-11-26T21:29:18.358492] [INFO ] [FORECASTER] Starting predict_future for LKQ [2025-11-26T21:29:18.359459] [DEBUG] [LOCAL ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt [2025-11-26T21:29:18.359539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:18.359609] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:18.359691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:18.359792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:18.416908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:18.418132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:18.418253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:18.418300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:18.534435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:18.534690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:18.534749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:18.534793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:18.538525] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=64.07%) [2025-11-26T21:29:18.538865] [INFO ] [FORECASTER] Completed predict_future for LKQ [2025-11-26T21:29:18.539018] [INFO ] [sig ] LKQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:18.679858] [INFO ] [LOCAL ] Saved forecast: LKQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LKQ.txt [2025-11-26T21:29:18.680124] [INFO ] [sig ] [1913/3599] Completed LKQ in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:29:18.680219] [INFO ] [sig ] [1914/3599] Forecasting LLY... [2025-11-26T21:29:18.680263] [INFO ] [sig ] Generating forecast for: LLY [2025-11-26T21:29:18.680300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-11-26T21:29:18.692777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLY'. [2025-11-26T21:29:18.693220] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-11-26T21:29:18.694145] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-11-26T21:29:18.694219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:18.694267] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:18.694308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:18.694380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:18.753810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:18.754964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:18.755097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:18.755161] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:18.882839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:18.883110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:18.883170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:18.883214] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:18.887155] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=85.62%) [2025-11-26T21:29:18.887523] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-11-26T21:29:18.887709] [INFO ] [sig ] LLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:19.039838] [INFO ] [LOCAL ] Saved forecast: LLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LLY.txt [2025-11-26T21:29:19.040101] [INFO ] [sig ] [1914/3599] Completed LLY in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.7m [2025-11-26T21:29:19.040193] [INFO ] [sig ] [1915/3599] Forecasting LLYVA... [2025-11-26T21:29:19.040251] [INFO ] [sig ] Generating forecast for: LLYVA [2025-11-26T21:29:19.040301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'. [2025-11-26T21:29:19.053390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'. [2025-11-26T21:29:19.054032] [INFO ] [FORECASTER] Starting predict_future for LLYVA [2025-11-26T21:29:19.055046] [DEBUG] [LOCAL ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt [2025-11-26T21:29:19.055122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:19.055171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:19.055216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:19.055288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:19.117101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:19.118359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:19.118503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:19.118574] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:19.251459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:19.251782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:19.251856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:19.251904] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:19.256107] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=93.57%) [2025-11-26T21:29:19.256521] [INFO ] [FORECASTER] Completed predict_future for LLYVA [2025-11-26T21:29:19.256723] [INFO ] [sig ] LLYVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:19.409190] [INFO ] [LOCAL ] Saved forecast: LLYVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LLYVA.txt [2025-11-26T21:29:19.409488] [INFO ] [sig ] [1915/3599] Completed LLYVA in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:19.409560] [INFO ] [sig ] [1916/3599] Forecasting LLYVK... [2025-11-26T21:29:19.409611] [INFO ] [sig ] Generating forecast for: LLYVK [2025-11-26T21:29:19.409676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'. [2025-11-26T21:29:19.422167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'. [2025-11-26T21:29:19.422589] [INFO ] [FORECASTER] Starting predict_future for LLYVK [2025-11-26T21:29:19.423482] [DEBUG] [LOCAL ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt [2025-11-26T21:29:19.423558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:19.423607] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:19.423671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:19.423763] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:19.483258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:19.484061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:19.484166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:19.484216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:19.607363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:19.607572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:19.607638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:19.607703] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:19.611094] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=5.52%) [2025-11-26T21:29:19.611422] [INFO ] [FORECASTER] Completed predict_future for LLYVK [2025-11-26T21:29:19.611572] [INFO ] [sig ] LLYVK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:19.754814] [INFO ] [LOCAL ] Saved forecast: LLYVK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LLYVK.txt [2025-11-26T21:29:19.754981] [INFO ] [sig ] [1916/3599] Completed LLYVK in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:19.755036] [INFO ] [sig ] [1917/3599] Forecasting LMB... [2025-11-26T21:29:19.755081] [INFO ] [sig ] Generating forecast for: LMB [2025-11-26T21:29:19.755123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'. [2025-11-26T21:29:19.765490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMB'. [2025-11-26T21:29:19.765851] [INFO ] [FORECASTER] Starting predict_future for LMB [2025-11-26T21:29:19.766665] [DEBUG] [LOCAL ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt [2025-11-26T21:29:19.766733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:19.766777] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:19.766815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:19.766883] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:19.828637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:19.829717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:19.829830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:19.829879] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:19.951005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:19.951194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:19.951252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:19.951294] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:19.955052] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-11-26T21:29:19.955368] [INFO ] [FORECASTER] Completed predict_future for LMB [2025-11-26T21:29:19.955512] [INFO ] [sig ] LMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:20.100190] [INFO ] [LOCAL ] Saved forecast: LMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LMB.txt [2025-11-26T21:29:20.100367] [INFO ] [sig ] [1917/3599] Completed LMB in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:20.100420] [INFO ] [sig ] [1918/3599] Forecasting LMBS... [2025-11-26T21:29:20.100462] [INFO ] [sig ] Generating forecast for: LMBS [2025-11-26T21:29:20.100502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'. [2025-11-26T21:29:20.111407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMBS'. [2025-11-26T21:29:20.111794] [INFO ] [FORECASTER] Starting predict_future for LMBS [2025-11-26T21:29:20.112601] [DEBUG] [LOCAL ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt [2025-11-26T21:29:20.112708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:20.112756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:20.112796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:20.112865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:20.172633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:20.173437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:20.173541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:20.173601] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:20.291373] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:20.291565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:20.291618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:20.291679] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:20.295004] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=90.07%) [2025-11-26T21:29:20.295298] [INFO ] [FORECASTER] Completed predict_future for LMBS [2025-11-26T21:29:20.295441] [INFO ] [sig ] LMBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:20.433969] [INFO ] [LOCAL ] Saved forecast: LMBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LMBS.txt [2025-11-26T21:29:20.434157] [INFO ] [sig ] [1918/3599] Completed LMBS in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:20.434213] [INFO ] [sig ] [1919/3599] Forecasting LMND... [2025-11-26T21:29:20.434283] [INFO ] [sig ] Generating forecast for: LMND [2025-11-26T21:29:20.434323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-11-26T21:29:20.445988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMND'. [2025-11-26T21:29:20.446379] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-11-26T21:29:20.447240] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-11-26T21:29:20.447316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:20.447363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:20.447404] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:20.447533] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:20.511449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:20.512434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:20.512547] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:20.512598] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:20.637278] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:20.637488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:20.637542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:20.637584] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:20.641418] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-11-26T21:29:20.641780] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-11-26T21:29:20.641930] [INFO ] [sig ] LMND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:20.787690] [INFO ] [LOCAL ] Saved forecast: LMND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LMND.txt [2025-11-26T21:29:20.787865] [INFO ] [sig ] [1919/3599] Completed LMND in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:20.787926] [INFO ] [sig ] [1920/3599] Forecasting LNC... [2025-11-26T21:29:20.787992] [INFO ] [sig ] Generating forecast for: LNC [2025-11-26T21:29:20.788038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-11-26T21:29:20.798770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNC'. [2025-11-26T21:29:20.799130] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-11-26T21:29:20.799949] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-11-26T21:29:20.800021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:20.800067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:20.800109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:20.800180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:20.861122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:20.862229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:20.862344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:20.862404] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:20.989092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:20.989306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:20.989357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:20.989406] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:20.993156] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=53.34%) [2025-11-26T21:29:20.993469] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-11-26T21:29:20.993618] [INFO ] [sig ] LNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:21.132599] [INFO ] [LOCAL ] Saved forecast: LNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNC.txt [2025-11-26T21:29:21.132794] [INFO ] [sig ] [1920/3599] Completed LNC in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:21.132867] [INFO ] [sig ] [1921/3599] Forecasting LND... [2025-11-26T21:29:21.132904] [INFO ] [sig ] Generating forecast for: LND [2025-11-26T21:29:21.132940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-11-26T21:29:21.143721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LND'. [2025-11-26T21:29:21.144085] [INFO ] [FORECASTER] Starting predict_future for LND [2025-11-26T21:29:21.144890] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-11-26T21:29:21.144960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:21.145008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:21.145051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:21.145121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:21.206103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:21.207176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:21.207312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:21.207363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:21.318582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:21.318785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:21.318839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:21.318881] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:21.322365] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=55.03%) [2025-11-26T21:29:21.322679] [INFO ] [FORECASTER] Completed predict_future for LND [2025-11-26T21:29:21.322819] [INFO ] [sig ] LND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:21.462258] [INFO ] [LOCAL ] Saved forecast: LND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LND.txt [2025-11-26T21:29:21.462449] [INFO ] [sig ] [1921/3599] Completed LND in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:21.462517] [INFO ] [sig ] [1922/3599] Forecasting LNG... [2025-11-26T21:29:21.462574] [INFO ] [sig ] Generating forecast for: LNG [2025-11-26T21:29:21.462666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-11-26T21:29:21.474436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNG'. [2025-11-26T21:29:21.474925] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-11-26T21:29:21.475852] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-11-26T21:29:21.475924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:21.475970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:21.476009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:21.476077] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:21.535408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:21.536353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:21.536466] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:21.536515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:21.656377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:21.656591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:21.656681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:21.656740] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:21.660388] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=98.95%) [2025-11-26T21:29:21.660745] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-11-26T21:29:21.660910] [INFO ] [sig ] LNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:21.803863] [INFO ] [LOCAL ] Saved forecast: LNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNG.txt [2025-11-26T21:29:21.804054] [INFO ] [sig ] [1922/3599] Completed LNG in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:21.804114] [INFO ] [sig ] [1923/3599] Forecasting LNKB... [2025-11-26T21:29:21.804159] [INFO ] [sig ] Generating forecast for: LNKB [2025-11-26T21:29:21.804200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'. [2025-11-26T21:29:21.815390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNKB'. [2025-11-26T21:29:21.815783] [INFO ] [FORECASTER] Starting predict_future for LNKB [2025-11-26T21:29:21.816591] [DEBUG] [LOCAL ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt [2025-11-26T21:29:21.816682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:21.816732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:21.816774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:21.816846] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:21.874803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:21.875528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:21.875627] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:21.875707] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:21.990816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:21.990999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:21.991052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:21.991094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:21.994413] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=81.08%) [2025-11-26T21:29:21.994745] [INFO ] [FORECASTER] Completed predict_future for LNKB [2025-11-26T21:29:21.994884] [INFO ] [sig ] LNKB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:22.133409] [INFO ] [LOCAL ] Saved forecast: LNKB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNKB.txt [2025-11-26T21:29:22.133571] [INFO ] [sig ] [1923/3599] Completed LNKB in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:22.133625] [INFO ] [sig ] [1924/3599] Forecasting LNN... [2025-11-26T21:29:22.133711] [INFO ] [sig ] Generating forecast for: LNN [2025-11-26T21:29:22.133754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-11-26T21:29:22.144271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNN'. [2025-11-26T21:29:22.144582] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-11-26T21:29:22.145373] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-11-26T21:29:22.145442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:22.145486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:22.145526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:22.145593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:22.203130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:22.203916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:22.204015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:22.204070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:22.328726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:22.328946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:22.328999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:22.329043] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:22.332556] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=70.31%) [2025-11-26T21:29:22.332885] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-11-26T21:29:22.333029] [INFO ] [sig ] LNN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:22.474182] [INFO ] [LOCAL ] Saved forecast: LNN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNN.txt [2025-11-26T21:29:22.474353] [INFO ] [sig ] [1924/3599] Completed LNN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:22.474413] [INFO ] [sig ] [1925/3599] Forecasting LNTH... [2025-11-26T21:29:22.474454] [INFO ] [sig ] Generating forecast for: LNTH [2025-11-26T21:29:22.474496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'. [2025-11-26T21:29:22.485431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNTH'. [2025-11-26T21:29:22.485781] [INFO ] [FORECASTER] Starting predict_future for LNTH [2025-11-26T21:29:22.486563] [DEBUG] [LOCAL ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt [2025-11-26T21:29:22.486633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:22.486702] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:22.486743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:22.486811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:22.542259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:22.543046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:22.543144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:22.543190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:22.658994] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:22.659180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:22.659253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:22.659297] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:22.662625] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=15.90%) [2025-11-26T21:29:22.662930] [INFO ] [FORECASTER] Completed predict_future for LNTH [2025-11-26T21:29:22.663073] [INFO ] [sig ] LNTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:22.800654] [INFO ] [LOCAL ] Saved forecast: LNTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LNTH.txt [2025-11-26T21:29:22.800812] [INFO ] [sig ] [1925/3599] Completed LNTH in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:22.800865] [INFO ] [sig ] [1926/3599] Forecasting LNZA... [2025-11-26T21:29:22.800908] [INFO ] [sig ] Generating forecast for: LNZA [2025-11-26T21:29:22.800974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'. [2025-11-26T21:29:22.811541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNZA'. [2025-11-26T21:29:22.811967] [INFO ] [FORECASTER] Starting predict_future for LNZA [2025-11-26T21:29:22.812819] [DEBUG] [LOCAL ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt [2025-11-26T21:29:22.812889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:22.812935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:22.812974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:22.813043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:22.868668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:22.869413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:22.869510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:22.869556] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:22.993235] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:22.993480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:22.993536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:22.993576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:22.997124] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=59.36%) [2025-11-26T21:29:22.997445] [INFO ] [FORECASTER] Completed predict_future for LNZA [2025-11-26T21:29:22.997593] [INFO ] [sig ] LNZA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:23.140915] [INFO ] [LOCAL ] Saved forecast: LNZA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LNZA.txt [2025-11-26T21:29:23.141089] [INFO ] [sig ] [1926/3599] Completed LNZA in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:23.141147] [INFO ] [sig ] [1927/3599] Forecasting LOAN... [2025-11-26T21:29:23.141190] [INFO ] [sig ] Generating forecast for: LOAN [2025-11-26T21:29:23.141253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'. [2025-11-26T21:29:23.247955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOAN'. [2025-11-26T21:29:23.248314] [INFO ] [FORECASTER] Starting predict_future for LOAN [2025-11-26T21:29:23.249196] [DEBUG] [LOCAL ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt [2025-11-26T21:29:23.249272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:23.249320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:23.249364] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:23.249452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:23.308174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:23.309152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:23.309263] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:23.309320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:23.420817] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:23.421049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:23.421132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:23.421201] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:23.426120] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-11-26T21:29:23.426579] [INFO ] [FORECASTER] Completed predict_future for LOAN [2025-11-26T21:29:23.426791] [INFO ] [sig ] LOAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:23.568032] [INFO ] [LOCAL ] Saved forecast: LOAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOAN.txt [2025-11-26T21:29:23.568191] [INFO ] [sig ] [1927/3599] Completed LOAN in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:23.568244] [INFO ] [sig ] [1928/3599] Forecasting LOB... [2025-11-26T21:29:23.568287] [INFO ] [sig ] Generating forecast for: LOB [2025-11-26T21:29:23.568328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-11-26T21:29:23.579223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOB'. [2025-11-26T21:29:23.579710] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-11-26T21:29:23.580541] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-11-26T21:29:23.580612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:23.580677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:23.580719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:23.580786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:23.639665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:23.640620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:23.640749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:23.640798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:23.770316] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:23.770516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:23.770571] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:23.770613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:23.774090] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=11.12%) [2025-11-26T21:29:23.774431] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-11-26T21:29:23.774589] [INFO ] [sig ] LOB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:23.921012] [INFO ] [LOCAL ] Saved forecast: LOB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LOB.txt [2025-11-26T21:29:23.921223] [INFO ] [sig ] [1928/3599] Completed LOB in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.6m [2025-11-26T21:29:23.921279] [INFO ] [sig ] [1929/3599] Forecasting LOCO... [2025-11-26T21:29:23.921320] [INFO ] [sig ] Generating forecast for: LOCO [2025-11-26T21:29:23.921361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'. [2025-11-26T21:29:23.932972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOCO'. [2025-11-26T21:29:23.933426] [INFO ] [FORECASTER] Starting predict_future for LOCO [2025-11-26T21:29:23.934359] [DEBUG] [LOCAL ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt [2025-11-26T21:29:23.934433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:23.934498] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:23.934542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:23.934613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:23.994010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:23.994988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:23.995096] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:23.995146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:24.121044] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:24.121278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:24.121334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:24.121379] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:24.124935] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-11-26T21:29:24.125234] [INFO ] [FORECASTER] Completed predict_future for LOCO [2025-11-26T21:29:24.125378] [INFO ] [sig ] LOCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:24.271609] [INFO ] [LOCAL ] Saved forecast: LOCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LOCO.txt [2025-11-26T21:29:24.271811] [INFO ] [sig ] [1929/3599] Completed LOCO in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:29:24.271878] [INFO ] [sig ] [1930/3599] Forecasting LOGI... [2025-11-26T21:29:24.271952] [INFO ] [sig ] Generating forecast for: LOGI [2025-11-26T21:29:24.272031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'. [2025-11-26T21:29:24.283892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOGI'. [2025-11-26T21:29:24.284367] [INFO ] [FORECASTER] Starting predict_future for LOGI [2025-11-26T21:29:24.285207] [DEBUG] [LOCAL ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt [2025-11-26T21:29:24.285279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:24.285326] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:24.285370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:24.285439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:24.344448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:24.345335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:24.345439] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:24.345486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:24.468214] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:24.468398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:24.468449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:24.468491] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:24.471875] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=66.74%) [2025-11-26T21:29:24.472162] [INFO ] [FORECASTER] Completed predict_future for LOGI [2025-11-26T21:29:24.472297] [INFO ] [sig ] LOGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:24.610274] [INFO ] [LOCAL ] Saved forecast: LOGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOGI.txt [2025-11-26T21:29:24.610424] [INFO ] [sig ] [1930/3599] Completed LOGI in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:29:24.610478] [INFO ] [sig ] [1931/3599] Forecasting LOMA... [2025-11-26T21:29:24.610520] [INFO ] [sig ] Generating forecast for: LOMA [2025-11-26T21:29:24.610560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-11-26T21:29:24.621897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOMA'. [2025-11-26T21:29:24.622342] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-11-26T21:29:24.623223] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-11-26T21:29:24.623295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:24.623340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:24.623379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:24.623447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:24.681689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:24.682591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:24.682728] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:24.682778] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:24.804524] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:24.804755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:24.804810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:24.804852] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:24.808836] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-11-26T21:29:24.809136] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-11-26T21:29:24.809281] [INFO ] [sig ] LOMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:24.952903] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOMA.txt [2025-11-26T21:29:24.953071] [INFO ] [sig ] [1931/3599] Completed LOMA in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:29:24.953127] [INFO ] [sig ] [1932/3599] Forecasting LOPE... [2025-11-26T21:29:24.953192] [INFO ] [sig ] Generating forecast for: LOPE [2025-11-26T21:29:24.953240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'. [2025-11-26T21:29:24.964249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOPE'. [2025-11-26T21:29:24.964602] [INFO ] [FORECASTER] Starting predict_future for LOPE [2025-11-26T21:29:24.965409] [DEBUG] [LOCAL ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt [2025-11-26T21:29:24.965480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:24.965527] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:24.965566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:24.965633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:25.031548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:25.032553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:25.032675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:25.032728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:25.155191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:25.155383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:25.155437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:25.155475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:25.159011] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=74.36%) [2025-11-26T21:29:25.159302] [INFO ] [FORECASTER] Completed predict_future for LOPE [2025-11-26T21:29:25.159446] [INFO ] [sig ] LOPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:25.301406] [INFO ] [LOCAL ] Saved forecast: LOPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LOPE.txt [2025-11-26T21:29:25.301574] [INFO ] [sig ] [1932/3599] Completed LOPE in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.6m [2025-11-26T21:29:25.301669] [INFO ] [sig ] [1933/3599] Forecasting LOVE... [2025-11-26T21:29:25.301739] [INFO ] [sig ] Generating forecast for: LOVE [2025-11-26T21:29:25.301785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'. [2025-11-26T21:29:25.316188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOVE'. [2025-11-26T21:29:25.316712] [INFO ] [FORECASTER] Starting predict_future for LOVE [2025-11-26T21:29:25.317837] [DEBUG] [LOCAL ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt [2025-11-26T21:29:25.317921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:25.317994] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:25.318051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:25.318144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:25.388940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:25.389954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:25.390069] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:25.390118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:25.509831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:25.510032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:25.510085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:25.510132] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:25.513524] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=28.37%) [2025-11-26T21:29:25.513853] [INFO ] [FORECASTER] Completed predict_future for LOVE [2025-11-26T21:29:25.513999] [INFO ] [sig ] LOVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:25.654591] [INFO ] [LOCAL ] Saved forecast: LOVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LOVE.txt [2025-11-26T21:29:25.654806] [INFO ] [sig ] [1933/3599] Completed LOVE in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:25.654863] [INFO ] [sig ] [1934/3599] Forecasting LPCN... [2025-11-26T21:29:25.654931] [INFO ] [sig ] Generating forecast for: LPCN [2025-11-26T21:29:25.654980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'. [2025-11-26T21:29:25.665473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPCN'. [2025-11-26T21:29:25.665912] [INFO ] [FORECASTER] Starting predict_future for LPCN [2025-11-26T21:29:25.666707] [DEBUG] [LOCAL ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt [2025-11-26T21:29:25.666777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:25.666821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:25.666861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:25.666927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:25.723505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:25.724384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:25.724485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:25.724527] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:25.834741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:25.834920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:25.834977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:25.835018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:25.838435] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=50.06%) [2025-11-26T21:29:25.838740] [INFO ] [FORECASTER] Completed predict_future for LPCN [2025-11-26T21:29:25.838896] [INFO ] [sig ] LPCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:25.978297] [INFO ] [LOCAL ] Saved forecast: LPCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPCN.txt [2025-11-26T21:29:25.978453] [INFO ] [sig ] [1934/3599] Completed LPCN in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:25.978506] [INFO ] [sig ] [1935/3599] Forecasting LPG... [2025-11-26T21:29:25.978548] [INFO ] [sig ] Generating forecast for: LPG [2025-11-26T21:29:25.978590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-11-26T21:29:25.989339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPG'. [2025-11-26T21:29:25.989659] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-11-26T21:29:25.990413] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-11-26T21:29:25.990483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:25.990528] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:25.990568] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:25.990636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:26.047197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:26.047852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:26.047944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:26.047992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:26.167787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:26.167981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:26.168035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:26.168078] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:26.171373] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=62.15%) [2025-11-26T21:29:26.171674] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-11-26T21:29:26.171813] [INFO ] [sig ] LPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:26.312181] [INFO ] [LOCAL ] Saved forecast: LPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPG.txt [2025-11-26T21:29:26.312328] [INFO ] [sig ] [1935/3599] Completed LPG in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:26.312380] [INFO ] [sig ] [1936/3599] Forecasting LPL... [2025-11-26T21:29:26.312422] [INFO ] [sig ] Generating forecast for: LPL [2025-11-26T21:29:26.312457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-11-26T21:29:26.322562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPL'. [2025-11-26T21:29:26.322893] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-11-26T21:29:26.323672] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-11-26T21:29:26.323740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:26.323785] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:26.323824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:26.323892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:26.381012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:26.381618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:26.381728] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:26.381775] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:26.500836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:26.501033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:26.501089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:26.501151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:26.504586] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=70.68%) [2025-11-26T21:29:26.504903] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-11-26T21:29:26.505047] [INFO ] [sig ] LPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:26.646136] [INFO ] [LOCAL ] Saved forecast: LPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPL.txt [2025-11-26T21:29:26.646316] [INFO ] [sig ] [1936/3599] Completed LPL in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:26.646370] [INFO ] [sig ] [1937/3599] Forecasting LPLA... [2025-11-26T21:29:26.646411] [INFO ] [sig ] Generating forecast for: LPLA [2025-11-26T21:29:26.646454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'. [2025-11-26T21:29:26.656395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPLA'. [2025-11-26T21:29:26.656716] [INFO ] [FORECASTER] Starting predict_future for LPLA [2025-11-26T21:29:26.657494] [DEBUG] [LOCAL ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt [2025-11-26T21:29:26.657563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:26.657608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:26.657672] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:26.657744] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:26.713926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:26.714538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:26.714630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:26.714692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:26.832204] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:26.832390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:26.832445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:26.832486] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:26.835805] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-11-26T21:29:26.836093] [INFO ] [FORECASTER] Completed predict_future for LPLA [2025-11-26T21:29:26.836232] [INFO ] [sig ] LPLA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:26.976170] [INFO ] [LOCAL ] Saved forecast: LPLA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPLA.txt [2025-11-26T21:29:26.976320] [INFO ] [sig ] [1937/3599] Completed LPLA in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:26.976372] [INFO ] [sig ] [1938/3599] Forecasting LPRO... [2025-11-26T21:29:26.976414] [INFO ] [sig ] Generating forecast for: LPRO [2025-11-26T21:29:26.976484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'. [2025-11-26T21:29:26.987078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPRO'. [2025-11-26T21:29:26.987523] [INFO ] [FORECASTER] Starting predict_future for LPRO [2025-11-26T21:29:26.988387] [DEBUG] [LOCAL ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt [2025-11-26T21:29:26.988457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:26.988501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:26.988540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:26.988607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:27.045217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:27.045914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:27.046028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:27.046076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:27.162942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:27.163089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:27.163141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:27.163182] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:27.166661] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-11-26T21:29:27.166944] [INFO ] [FORECASTER] Completed predict_future for LPRO [2025-11-26T21:29:27.167079] [INFO ] [sig ] LPRO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:27.314634] [INFO ] [LOCAL ] Saved forecast: LPRO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPRO.txt [2025-11-26T21:29:27.314886] [INFO ] [sig ] [1938/3599] Completed LPRO in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:27.314943] [INFO ] [sig ] [1939/3599] Forecasting LPSN... [2025-11-26T21:29:27.314989] [INFO ] [sig ] Generating forecast for: LPSN [2025-11-26T21:29:27.315029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'. [2025-11-26T21:29:27.330486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPSN'. [2025-11-26T21:29:27.331068] [INFO ] [FORECASTER] Starting predict_future for LPSN [2025-11-26T21:29:27.332248] [DEBUG] [LOCAL ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt [2025-11-26T21:29:27.332524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:27.332601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:27.332701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:27.332819] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:27.422249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:27.423202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:27.423320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:27.423401] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:27.585567] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:27.585824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:27.585900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:27.585959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:27.591867] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=28.07%) [2025-11-26T21:29:27.592551] [INFO ] [FORECASTER] Completed predict_future for LPSN [2025-11-26T21:29:27.592855] [INFO ] [sig ] LPSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:27.784951] [INFO ] [LOCAL ] Saved forecast: LPSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LPSN.txt [2025-11-26T21:29:27.785222] [INFO ] [sig ] [1939/3599] Completed LPSN in 0.5s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:27.785306] [INFO ] [sig ] [1940/3599] Forecasting LPTH... [2025-11-26T21:29:27.785367] [INFO ] [sig ] Generating forecast for: LPTH [2025-11-26T21:29:27.785424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'. [2025-11-26T21:29:27.799736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPTH'. [2025-11-26T21:29:27.800304] [INFO ] [FORECASTER] Starting predict_future for LPTH [2025-11-26T21:29:27.801533] [DEBUG] [LOCAL ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt [2025-11-26T21:29:27.801634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:27.801789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:27.801863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:27.801984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:27.883883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:27.885099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:27.885239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:27.885310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:28.031633] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:28.031867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:28.031924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:28.031960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:28.036499] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: UP (p=95.89%) [2025-11-26T21:29:28.037062] [INFO ] [FORECASTER] Completed predict_future for LPTH [2025-11-26T21:29:28.037290] [INFO ] [sig ] LPTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:28.273015] [INFO ] [LOCAL ] Saved forecast: LPTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPTH.txt [2025-11-26T21:29:28.273299] [INFO ] [sig ] [1940/3599] Completed LPTH in 0.5s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:28.273414] [INFO ] [sig ] [1941/3599] Forecasting LPX... [2025-11-26T21:29:28.273480] [INFO ] [sig ] Generating forecast for: LPX [2025-11-26T21:29:28.273551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-11-26T21:29:28.290423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPX'. [2025-11-26T21:29:28.291035] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-11-26T21:29:28.292366] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-11-26T21:29:28.292470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:28.292539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:28.292602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:28.292743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:28.362761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:28.363910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:28.364035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:28.364084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:28.492570] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:28.492772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:28.492830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:28.492873] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:28.496326] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=59.55%) [2025-11-26T21:29:28.496626] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-11-26T21:29:28.496794] [INFO ] [sig ] LPX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:28.637944] [INFO ] [LOCAL ] Saved forecast: LPX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LPX.txt [2025-11-26T21:29:28.638096] [INFO ] [sig ] [1941/3599] Completed LPX in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:28.638151] [INFO ] [sig ] [1942/3599] Forecasting LQDA... [2025-11-26T21:29:28.638197] [INFO ] [sig ] Generating forecast for: LQDA [2025-11-26T21:29:28.638258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'. [2025-11-26T21:29:28.650407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LQDA'. [2025-11-26T21:29:28.651006] [INFO ] [FORECASTER] Starting predict_future for LQDA [2025-11-26T21:29:28.652046] [DEBUG] [LOCAL ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt [2025-11-26T21:29:28.652142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:28.652200] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:28.652256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:28.652357] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:28.715000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:28.716033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:28.716168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:28.716217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:28.844015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:28.844254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:28.844332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:28.844390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:28.848238] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-11-26T21:29:28.848710] [INFO ] [FORECASTER] Completed predict_future for LQDA [2025-11-26T21:29:28.848895] [INFO ] [sig ] LQDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:28.990422] [INFO ] [LOCAL ] Saved forecast: LQDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LQDA.txt [2025-11-26T21:29:28.990610] [INFO ] [sig ] [1942/3599] Completed LQDA in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:28.990684] [INFO ] [sig ] [1943/3599] Forecasting LRCX... [2025-11-26T21:29:28.990754] [INFO ] [sig ] Generating forecast for: LRCX [2025-11-26T21:29:28.990803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'. [2025-11-26T21:29:29.001434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRCX'. [2025-11-26T21:29:29.001755] [INFO ] [FORECASTER] Starting predict_future for LRCX [2025-11-26T21:29:29.002519] [DEBUG] [LOCAL ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt [2025-11-26T21:29:29.002589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:29.002633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:29.002702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:29.002771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:29.058929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:29.059555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:29.059667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:29.059714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:29.181722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:29.181881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:29.181932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:29.181973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:29.185249] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=20.14%) [2025-11-26T21:29:29.185533] [INFO ] [FORECASTER] Completed predict_future for LRCX [2025-11-26T21:29:29.185688] [INFO ] [sig ] LRCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:29.324601] [INFO ] [LOCAL ] Saved forecast: LRCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LRCX.txt [2025-11-26T21:29:29.324773] [INFO ] [sig ] [1943/3599] Completed LRCX in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:29.324826] [INFO ] [sig ] [1944/3599] Forecasting LRGE... [2025-11-26T21:29:29.324868] [INFO ] [sig ] Generating forecast for: LRGE [2025-11-26T21:29:29.324919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'. [2025-11-26T21:29:29.335725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRGE'. [2025-11-26T21:29:29.336049] [INFO ] [FORECASTER] Starting predict_future for LRGE [2025-11-26T21:29:29.336837] [DEBUG] [LOCAL ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt [2025-11-26T21:29:29.336905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:29.336949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:29.336988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:29.337057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:29.394047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:29.394680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:29.394776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:29.394823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:29.508221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:29.508372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:29.508424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:29.508467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:29.511814] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=90.86%) [2025-11-26T21:29:29.512105] [INFO ] [FORECASTER] Completed predict_future for LRGE [2025-11-26T21:29:29.512247] [INFO ] [sig ] LRGE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:29.655326] [INFO ] [LOCAL ] Saved forecast: LRGE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LRGE.txt [2025-11-26T21:29:29.655482] [INFO ] [sig ] [1944/3599] Completed LRGE in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:29.655548] [INFO ] [sig ] [1945/3599] Forecasting LRHC... [2025-11-26T21:29:29.655594] [INFO ] [sig ] Generating forecast for: LRHC [2025-11-26T21:29:29.655680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'. [2025-11-26T21:29:29.666547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRHC'. [2025-11-26T21:29:29.666883] [INFO ] [FORECASTER] Starting predict_future for LRHC [2025-11-26T21:29:29.667723] [DEBUG] [LOCAL ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt [2025-11-26T21:29:29.667794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:29.667841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:29.667881] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:29.667951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:29.727324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:29.728044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:29.728141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:29.728190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:29.844457] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:29.844660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:29.844714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:29.844756] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:29.848256] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-11-26T21:29:29.848555] [INFO ] [FORECASTER] Completed predict_future for LRHC [2025-11-26T21:29:29.848719] [INFO ] [sig ] LRHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:29.995883] [INFO ] [LOCAL ] Saved forecast: LRHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LRHC.txt [2025-11-26T21:29:29.996086] [INFO ] [sig ] [1945/3599] Completed LRHC in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.5m [2025-11-26T21:29:29.996156] [INFO ] [sig ] [1946/3599] Forecasting LSCC... [2025-11-26T21:29:29.996227] [INFO ] [sig ] Generating forecast for: LSCC [2025-11-26T21:29:29.996292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'. [2025-11-26T21:29:30.007363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSCC'. [2025-11-26T21:29:30.007814] [INFO ] [FORECASTER] Starting predict_future for LSCC [2025-11-26T21:29:30.008786] [DEBUG] [LOCAL ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt [2025-11-26T21:29:30.008859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:30.008904] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:30.008946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:30.009027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:30.069435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:30.070293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:30.070396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:30.070444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:30.193323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:30.193517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:30.193572] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:30.193614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:30.197070] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=97.97%) [2025-11-26T21:29:30.197374] [INFO ] [FORECASTER] Completed predict_future for LSCC [2025-11-26T21:29:30.197552] [INFO ] [sig ] LSCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:30.337836] [INFO ] [LOCAL ] Saved forecast: LSCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LSCC.txt [2025-11-26T21:29:30.337998] [INFO ] [sig ] [1946/3599] Completed LSCC in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:29:30.338053] [INFO ] [sig ] [1947/3599] Forecasting LSPD... [2025-11-26T21:29:30.338097] [INFO ] [sig ] Generating forecast for: LSPD [2025-11-26T21:29:30.338162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-11-26T21:29:30.349593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSPD'. [2025-11-26T21:29:30.349986] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-11-26T21:29:30.350828] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-11-26T21:29:30.350908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:30.350971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:30.351029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:30.351126] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:30.408201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:30.408890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:30.408988] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:30.409038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:30.534855] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:30.535013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:30.535064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:30.535122] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:30.538484] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-11-26T21:29:30.538791] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-11-26T21:29:30.538929] [INFO ] [sig ] LSPD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:30.681212] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LSPD.txt [2025-11-26T21:29:30.681357] [INFO ] [sig ] [1947/3599] Completed LSPD in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:29:30.681416] [INFO ] [sig ] [1948/3599] Forecasting LTC... [2025-11-26T21:29:30.681455] [INFO ] [sig ] Generating forecast for: LTC [2025-11-26T21:29:30.681512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-11-26T21:29:30.691935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTC'. [2025-11-26T21:29:30.692249] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-11-26T21:29:30.693076] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-11-26T21:29:30.693146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:30.693191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:30.693230] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:30.693298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:30.750218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:30.750887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:30.750982] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:30.751028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:30.864121] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:30.864313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:30.864368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:30.864411] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:30.867809] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-11-26T21:29:30.868115] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-11-26T21:29:30.868263] [INFO ] [sig ] LTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:31.008498] [INFO ] [LOCAL ] Saved forecast: LTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LTC.txt [2025-11-26T21:29:31.008704] [INFO ] [sig ] [1948/3599] Completed LTC in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:29:31.008761] [INFO ] [sig ] [1949/3599] Forecasting LTH... [2025-11-26T21:29:31.008826] [INFO ] [sig ] Generating forecast for: LTH [2025-11-26T21:29:31.008865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-11-26T21:29:31.019406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTH'. [2025-11-26T21:29:31.019815] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-11-26T21:29:31.020667] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-11-26T21:29:31.020738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:31.020786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:31.020828] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:31.020896] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:31.077520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:31.078398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:31.078501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:31.078551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:31.195683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:31.195858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:31.195911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:31.195951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:31.200315] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=48.15%) [2025-11-26T21:29:31.200822] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-11-26T21:29:31.201003] [INFO ] [sig ] LTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:31.365870] [INFO ] [LOCAL ] Saved forecast: LTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LTH.txt [2025-11-26T21:29:31.366054] [INFO ] [sig ] [1949/3599] Completed LTH in 0.4s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:29:31.366112] [INFO ] [sig ] [1950/3599] Forecasting LTRN... [2025-11-26T21:29:31.366157] [INFO ] [sig ] Generating forecast for: LTRN [2025-11-26T21:29:31.366198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'. [2025-11-26T21:29:31.377051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRN'. [2025-11-26T21:29:31.377448] [INFO ] [FORECASTER] Starting predict_future for LTRN [2025-11-26T21:29:31.378296] [DEBUG] [LOCAL ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt [2025-11-26T21:29:31.378372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:31.378418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:31.378457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:31.378526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:31.435215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:31.435931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:31.436026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:31.436066] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:31.550012] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:31.550208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:31.550267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:31.550310] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:31.553757] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=67.37%) [2025-11-26T21:29:31.554037] [INFO ] [FORECASTER] Completed predict_future for LTRN [2025-11-26T21:29:31.554172] [INFO ] [sig ] LTRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:31.692885] [INFO ] [LOCAL ] Saved forecast: LTRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LTRN.txt [2025-11-26T21:29:31.693051] [INFO ] [sig ] [1950/3599] Completed LTRN in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.5m [2025-11-26T21:29:31.693106] [INFO ] [sig ] [1951/3599] Forecasting LTRX... [2025-11-26T21:29:31.693149] [INFO ] [sig ] Generating forecast for: LTRX [2025-11-26T21:29:31.693190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'. [2025-11-26T21:29:31.703554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRX'. [2025-11-26T21:29:31.703933] [INFO ] [FORECASTER] Starting predict_future for LTRX [2025-11-26T21:29:31.704752] [DEBUG] [LOCAL ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt [2025-11-26T21:29:31.704830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:31.704893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:31.704948] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:31.705053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:31.762868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:31.763796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:31.763907] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:31.763969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:31.885695] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:31.885886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:31.885956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:31.886013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:31.889435] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=32.25%) [2025-11-26T21:29:31.889757] [INFO ] [FORECASTER] Completed predict_future for LTRX [2025-11-26T21:29:31.889910] [INFO ] [sig ] LTRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:32.030149] [INFO ] [LOCAL ] Saved forecast: LTRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LTRX.txt [2025-11-26T21:29:32.030314] [INFO ] [sig ] [1951/3599] Completed LTRX in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:32.030384] [INFO ] [sig ] [1952/3599] Forecasting LUCY... [2025-11-26T21:29:32.030469] [INFO ] [sig ] Generating forecast for: LUCY [2025-11-26T21:29:32.030531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'. [2025-11-26T21:29:32.042026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUCY'. [2025-11-26T21:29:32.042448] [INFO ] [FORECASTER] Starting predict_future for LUCY [2025-11-26T21:29:32.043350] [DEBUG] [LOCAL ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt [2025-11-26T21:29:32.043422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:32.043473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:32.043513] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:32.043584] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:32.101312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:32.102216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:32.102321] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:32.102370] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:32.224207] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:32.224408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:32.224463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:32.224507] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:32.228057] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=95.65%) [2025-11-26T21:29:32.228411] [INFO ] [FORECASTER] Completed predict_future for LUCY [2025-11-26T21:29:32.228569] [INFO ] [sig ] LUCY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:32.369269] [INFO ] [LOCAL ] Saved forecast: LUCY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LUCY.txt [2025-11-26T21:29:32.369448] [INFO ] [sig ] [1952/3599] Completed LUCY in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:32.369547] [INFO ] [sig ] [1953/3599] Forecasting LUMN... [2025-11-26T21:29:32.369624] [INFO ] [sig ] Generating forecast for: LUMN [2025-11-26T21:29:32.369707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-11-26T21:29:32.380090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUMN'. [2025-11-26T21:29:32.380413] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-11-26T21:29:32.381250] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-11-26T21:29:32.381342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:32.381402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:32.381455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:32.381547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:32.438097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:32.438788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:32.438892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:32.438954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:32.561446] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:32.561629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:32.561714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:32.561770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:32.565219] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-11-26T21:29:32.565532] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-11-26T21:29:32.565718] [INFO ] [sig ] LUMN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:32.707691] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LUMN.txt [2025-11-26T21:29:32.707849] [INFO ] [sig ] [1953/3599] Completed LUMN in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:32.707902] [INFO ] [sig ] [1954/3599] Forecasting LUNG... [2025-11-26T21:29:32.707942] [INFO ] [sig ] Generating forecast for: LUNG [2025-11-26T21:29:32.708001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'. [2025-11-26T21:29:32.718038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUNG'. [2025-11-26T21:29:32.718356] [INFO ] [FORECASTER] Starting predict_future for LUNG [2025-11-26T21:29:32.719152] [DEBUG] [LOCAL ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt [2025-11-26T21:29:32.719221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:32.719270] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:32.719309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:32.719381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:32.779105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:32.779967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:32.780063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:32.780110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:32.898244] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:32.898410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:32.898468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:32.898510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:32.901847] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=67.82%) [2025-11-26T21:29:32.902145] [INFO ] [FORECASTER] Completed predict_future for LUNG [2025-11-26T21:29:32.902288] [INFO ] [sig ] LUNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:33.041285] [INFO ] [LOCAL ] Saved forecast: LUNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LUNG.txt [2025-11-26T21:29:33.041472] [INFO ] [sig ] [1954/3599] Completed LUNG in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:33.041549] [INFO ] [sig ] [1955/3599] Forecasting LVHD... [2025-11-26T21:29:33.041612] [INFO ] [sig ] Generating forecast for: LVHD [2025-11-26T21:29:33.041698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'. [2025-11-26T21:29:33.052306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVHD'. [2025-11-26T21:29:33.052692] [INFO ] [FORECASTER] Starting predict_future for LVHD [2025-11-26T21:29:33.053527] [DEBUG] [LOCAL ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt [2025-11-26T21:29:33.053608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:33.053689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:33.053749] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:33.053869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:33.110590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:33.111378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:33.111483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:33.111545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:33.225750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:33.225922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:33.225988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:33.226048] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:33.229376] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=57.77%) [2025-11-26T21:29:33.229696] [INFO ] [FORECASTER] Completed predict_future for LVHD [2025-11-26T21:29:33.229848] [INFO ] [sig ] LVHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:33.368478] [INFO ] [LOCAL ] Saved forecast: LVHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LVHD.txt [2025-11-26T21:29:33.368664] [INFO ] [sig ] [1955/3599] Completed LVHD in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:33.368762] [INFO ] [sig ] [1956/3599] Forecasting LVO... [2025-11-26T21:29:33.368824] [INFO ] [sig ] Generating forecast for: LVO [2025-11-26T21:29:33.368884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'. [2025-11-26T21:29:33.379220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVO'. [2025-11-26T21:29:33.379537] [INFO ] [FORECASTER] Starting predict_future for LVO [2025-11-26T21:29:33.380379] [DEBUG] [LOCAL ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt [2025-11-26T21:29:33.380451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:33.380497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:33.380546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:33.380632] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:33.437454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:33.438122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:33.438216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:33.438256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:33.556324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:33.556515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:33.556573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:33.556617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:33.560132] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=7.54%) [2025-11-26T21:29:33.560428] [INFO ] [FORECASTER] Completed predict_future for LVO [2025-11-26T21:29:33.560581] [INFO ] [sig ] LVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:33.701676] [INFO ] [LOCAL ] Saved forecast: LVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LVO.txt [2025-11-26T21:29:33.701832] [INFO ] [sig ] [1956/3599] Completed LVO in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:33.701882] [INFO ] [sig ] [1957/3599] Forecasting LVS... [2025-11-26T21:29:33.701918] [INFO ] [sig ] Generating forecast for: LVS [2025-11-26T21:29:33.701957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-11-26T21:29:33.712487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVS'. [2025-11-26T21:29:33.712888] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-11-26T21:29:33.713726] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-11-26T21:29:33.713797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:33.713871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:33.713935] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:33.714033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:33.771453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:33.772158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:33.772257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:33.772328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:33.893386] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:33.893550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:33.893627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:33.893715] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:33.897103] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=70.67%) [2025-11-26T21:29:33.897501] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-11-26T21:29:33.897693] [INFO ] [sig ] LVS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:34.038495] [INFO ] [LOCAL ] Saved forecast: LVS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LVS.txt [2025-11-26T21:29:34.038662] [INFO ] [sig ] [1957/3599] Completed LVS in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:34.038736] [INFO ] [sig ] [1958/3599] Forecasting LWAY... [2025-11-26T21:29:34.038823] [INFO ] [sig ] Generating forecast for: LWAY [2025-11-26T21:29:34.038882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'. [2025-11-26T21:29:34.051531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWAY'. [2025-11-26T21:29:34.052108] [INFO ] [FORECASTER] Starting predict_future for LWAY [2025-11-26T21:29:34.053050] [DEBUG] [LOCAL ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt [2025-11-26T21:29:34.053120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:34.053168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:34.053208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:34.053277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:34.110437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:34.111162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:34.111266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:34.111319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:34.236850] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:34.237061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:34.237117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:34.237161] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:34.241106] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=2.15%) [2025-11-26T21:29:34.241426] [INFO ] [FORECASTER] Completed predict_future for LWAY [2025-11-26T21:29:34.241572] [INFO ] [sig ] LWAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:34.382179] [INFO ] [LOCAL ] Saved forecast: LWAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LWAY.txt [2025-11-26T21:29:34.382372] [INFO ] [sig ] [1958/3599] Completed LWAY in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:34.382483] [INFO ] [sig ] [1959/3599] Forecasting LWLG... [2025-11-26T21:29:34.382549] [INFO ] [sig ] Generating forecast for: LWLG [2025-11-26T21:29:34.382617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'. [2025-11-26T21:29:34.393172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWLG'. [2025-11-26T21:29:34.393540] [INFO ] [FORECASTER] Starting predict_future for LWLG [2025-11-26T21:29:34.394433] [DEBUG] [LOCAL ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt [2025-11-26T21:29:34.394507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:34.394554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:34.394601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:34.394703] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:34.450454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:34.451106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:34.451212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:34.451274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:34.578181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:34.578396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:34.578473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:34.578531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:34.582106] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: UP (p=79.29%) [2025-11-26T21:29:34.582415] [INFO ] [FORECASTER] Completed predict_future for LWLG [2025-11-26T21:29:34.582571] [INFO ] [sig ] LWLG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:34.721510] [INFO ] [LOCAL ] Saved forecast: LWLG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LWLG.txt [2025-11-26T21:29:34.721719] [INFO ] [sig ] [1959/3599] Completed LWLG in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:34.721798] [INFO ] [sig ] [1960/3599] Forecasting LX... [2025-11-26T21:29:34.721858] [INFO ] [sig ] Generating forecast for: LX [2025-11-26T21:29:34.721949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'. [2025-11-26T21:29:34.732392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LX'. [2025-11-26T21:29:34.732758] [INFO ] [FORECASTER] Starting predict_future for LX [2025-11-26T21:29:34.733572] [DEBUG] [LOCAL ] No optimal features file found for LX: ./output/feature-sets/LX.txt [2025-11-26T21:29:34.733670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:34.733729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:34.733773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:34.733840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:34.790859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:34.791521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:34.791619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:34.791699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:34.912719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:34.912944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:34.913030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:34.913080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:34.916567] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=9.28%) [2025-11-26T21:29:34.916913] [INFO ] [FORECASTER] Completed predict_future for LX [2025-11-26T21:29:34.917089] [INFO ] [sig ] LX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:35.056990] [INFO ] [LOCAL ] Saved forecast: LX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LX.txt [2025-11-26T21:29:35.057159] [INFO ] [sig ] [1960/3599] Completed LX in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:35.057236] [INFO ] [sig ] [1961/3599] Forecasting LXEO... [2025-11-26T21:29:35.057322] [INFO ] [sig ] Generating forecast for: LXEO [2025-11-26T21:29:35.057456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'. [2025-11-26T21:29:35.067275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXEO'. [2025-11-26T21:29:35.067634] [INFO ] [FORECASTER] Starting predict_future for LXEO [2025-11-26T21:29:35.068529] [DEBUG] [LOCAL ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt [2025-11-26T21:29:35.068603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:35.068675] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:35.068731] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:35.068818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:35.125460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:35.126452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:35.126555] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:35.126602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:35.242474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:35.242684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:35.242739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:35.242780] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:35.246172] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=66.38%) [2025-11-26T21:29:35.246463] [INFO ] [FORECASTER] Completed predict_future for LXEO [2025-11-26T21:29:35.246614] [INFO ] [sig ] LXEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:35.386536] [INFO ] [LOCAL ] Saved forecast: LXEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LXEO.txt [2025-11-26T21:29:35.386712] [INFO ] [sig ] [1961/3599] Completed LXEO in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:35.386768] [INFO ] [sig ] [1962/3599] Forecasting LXP... [2025-11-26T21:29:35.386809] [INFO ] [sig ] Generating forecast for: LXP [2025-11-26T21:29:35.386849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-11-26T21:29:35.397914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXP'. [2025-11-26T21:29:35.398341] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-11-26T21:29:35.399204] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-11-26T21:29:35.399285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:35.399347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:35.399403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:35.399498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:35.456875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:35.457621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:35.457746] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:35.457808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:35.570700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:35.570854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:35.570920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:35.570977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:35.574342] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=73.06%) [2025-11-26T21:29:35.574671] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-11-26T21:29:35.574828] [INFO ] [sig ] LXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:35.720165] [INFO ] [LOCAL ] Saved forecast: LXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LXP.txt [2025-11-26T21:29:35.720317] [INFO ] [sig ] [1962/3599] Completed LXP in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:35.720370] [INFO ] [sig ] [1963/3599] Forecasting LYB... [2025-11-26T21:29:35.720421] [INFO ] [sig ] Generating forecast for: LYB [2025-11-26T21:29:35.720473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-11-26T21:29:35.730533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYB'. [2025-11-26T21:29:35.730841] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-11-26T21:29:35.731598] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-11-26T21:29:35.731686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:35.731732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:35.731772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:35.731840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:35.788527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:35.789188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:35.789283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:35.789324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:35.904293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:35.904463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:35.904518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:35.904553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:35.907826] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=6.54%) [2025-11-26T21:29:35.908105] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-11-26T21:29:35.908243] [INFO ] [sig ] LYB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:36.047846] [INFO ] [LOCAL ] Saved forecast: LYB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYB.txt [2025-11-26T21:29:36.048017] [INFO ] [sig ] [1963/3599] Completed LYB in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.4m [2025-11-26T21:29:36.048089] [INFO ] [sig ] [1964/3599] Forecasting LYEL... [2025-11-26T21:29:36.048149] [INFO ] [sig ] Generating forecast for: LYEL [2025-11-26T21:29:36.048238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'. [2025-11-26T21:29:36.058397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYEL'. [2025-11-26T21:29:36.058745] [INFO ] [FORECASTER] Starting predict_future for LYEL [2025-11-26T21:29:36.059565] [DEBUG] [LOCAL ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt [2025-11-26T21:29:36.059636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:36.059729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:36.059774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:36.059856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:36.118364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:36.119237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:36.119339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:36.119387] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:36.241145] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:36.241317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:36.241373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:36.241413] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:36.244871] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=24.51%) [2025-11-26T21:29:36.245181] [INFO ] [FORECASTER] Completed predict_future for LYEL [2025-11-26T21:29:36.245329] [INFO ] [sig ] LYEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:36.427901] [INFO ] [LOCAL ] Saved forecast: LYEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYEL.txt [2025-11-26T21:29:36.428073] [INFO ] [sig ] [1964/3599] Completed LYEL in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:29:36.428162] [INFO ] [sig ] [1965/3599] Forecasting LYG... [2025-11-26T21:29:36.428228] [INFO ] [sig ] Generating forecast for: LYG [2025-11-26T21:29:36.428297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-11-26T21:29:36.438559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYG'. [2025-11-26T21:29:36.438932] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-11-26T21:29:36.439784] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-11-26T21:29:36.439864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:36.439925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:36.439984] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:36.440078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:36.499060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:36.499764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:36.499867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:36.499932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:36.625387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:36.625566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:36.625617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:36.625671] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:36.629219] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-11-26T21:29:36.629663] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-11-26T21:29:36.629855] [INFO ] [sig ] LYG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:36.770631] [INFO ] [LOCAL ] Saved forecast: LYG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYG.txt [2025-11-26T21:29:36.770824] [INFO ] [sig ] [1965/3599] Completed LYG in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:29:36.770914] [INFO ] [sig ] [1966/3599] Forecasting LYRA... [2025-11-26T21:29:36.770959] [INFO ] [sig ] Generating forecast for: LYRA [2025-11-26T21:29:36.771033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'. [2025-11-26T21:29:36.781559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYRA'. [2025-11-26T21:29:36.781959] [INFO ] [FORECASTER] Starting predict_future for LYRA [2025-11-26T21:29:36.782821] [DEBUG] [LOCAL ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt [2025-11-26T21:29:36.782899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:36.782967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:36.783032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:36.783138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:36.842288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:36.843005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:36.843111] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:36.843174] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:36.967040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:36.967206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:36.967259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:36.967302] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:36.970862] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=95.36%) [2025-11-26T21:29:36.971167] [INFO ] [FORECASTER] Completed predict_future for LYRA [2025-11-26T21:29:36.971315] [INFO ] [sig ] LYRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:37.110551] [INFO ] [LOCAL ] Saved forecast: LYRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LYRA.txt [2025-11-26T21:29:37.110751] [INFO ] [sig ] [1966/3599] Completed LYRA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:29:37.110816] [INFO ] [sig ] [1967/3599] Forecasting LYTS... [2025-11-26T21:29:37.110891] [INFO ] [sig ] Generating forecast for: LYTS [2025-11-26T21:29:37.110935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'. [2025-11-26T21:29:37.121744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYTS'. [2025-11-26T21:29:37.122146] [INFO ] [FORECASTER] Starting predict_future for LYTS [2025-11-26T21:29:37.122966] [DEBUG] [LOCAL ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt [2025-11-26T21:29:37.123038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:37.123084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:37.123124] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:37.123192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:37.180392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:37.181267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:37.181370] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:37.181420] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:37.297620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:37.297798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:37.297848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:37.297894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:37.301279] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=38.95%) [2025-11-26T21:29:37.301582] [INFO ] [FORECASTER] Completed predict_future for LYTS [2025-11-26T21:29:37.301752] [INFO ] [sig ] LYTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:37.440587] [INFO ] [LOCAL ] Saved forecast: LYTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LYTS.txt [2025-11-26T21:29:37.440806] [INFO ] [sig ] [1967/3599] Completed LYTS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.4m [2025-11-26T21:29:37.440910] [INFO ] [sig ] [1968/3599] Forecasting LZ... [2025-11-26T21:29:37.440963] [INFO ] [sig ] Generating forecast for: LZ [2025-11-26T21:29:37.441013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'. [2025-11-26T21:29:37.451431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZ'. [2025-11-26T21:29:37.451813] [INFO ] [FORECASTER] Starting predict_future for LZ [2025-11-26T21:29:37.452618] [DEBUG] [LOCAL ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt [2025-11-26T21:29:37.452711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:37.452762] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:37.452805] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:37.452878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:37.514627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:37.515559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:37.515690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:37.515748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:37.638658] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:37.638840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:37.638897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:37.638940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:37.642360] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=85.88%) [2025-11-26T21:29:37.642676] [INFO ] [FORECASTER] Completed predict_future for LZ [2025-11-26T21:29:37.642819] [INFO ] [sig ] LZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:37.783304] [INFO ] [LOCAL ] Saved forecast: LZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/LZ.txt [2025-11-26T21:29:37.783456] [INFO ] [sig ] [1968/3599] Completed LZ in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:37.783512] [INFO ] [sig ] [1969/3599] Forecasting LZB... [2025-11-26T21:29:37.783556] [INFO ] [sig ] Generating forecast for: LZB [2025-11-26T21:29:37.783624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-11-26T21:29:37.794531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZB'. [2025-11-26T21:29:37.794864] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-11-26T21:29:37.795620] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-11-26T21:29:37.795715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:37.795763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:37.795807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:37.795877] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:37.855135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:37.855891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:37.855991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:37.856041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:37.980290] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:37.980470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:37.980519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:37.980565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:37.983945] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=16.91%) [2025-11-26T21:29:37.984236] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-11-26T21:29:37.984380] [INFO ] [sig ] LZB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:38.124266] [INFO ] [LOCAL ] Saved forecast: LZB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LZB.txt [2025-11-26T21:29:38.124417] [INFO ] [sig ] [1969/3599] Completed LZB in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:38.124472] [INFO ] [sig ] [1970/3599] Forecasting LZM... [2025-11-26T21:29:38.124518] [INFO ] [sig ] Generating forecast for: LZM [2025-11-26T21:29:38.124625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-11-26T21:29:38.135855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZM'. [2025-11-26T21:29:38.136163] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-11-26T21:29:38.136995] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-11-26T21:29:38.137067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:38.137116] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:38.137158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:38.137233] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:38.195699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:38.196340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:38.196436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:38.196489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:38.317656] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:38.317830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:38.317885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:38.317929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:38.321274] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T21:29:38.321574] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-11-26T21:29:38.321744] [INFO ] [sig ] LZM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:38.464022] [INFO ] [LOCAL ] Saved forecast: LZM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/LZM.txt [2025-11-26T21:29:38.464190] [INFO ] [sig ] [1970/3599] Completed LZM in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:38.464249] [INFO ] [sig ] [1971/3599] Forecasting M... [2025-11-26T21:29:38.464291] [INFO ] [sig ] Generating forecast for: M [2025-11-26T21:29:38.464334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-11-26T21:29:38.475552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'M'. [2025-11-26T21:29:38.475888] [INFO ] [FORECASTER] Starting predict_future for M [2025-11-26T21:29:38.476716] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-11-26T21:29:38.476786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:38.476833] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:38.476876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:38.476945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:38.538217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:38.539122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:38.539218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:38.539265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:38.663515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:38.663914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:38.663973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:38.664037] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:38.667452] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=71.49%) [2025-11-26T21:29:38.667772] [INFO ] [FORECASTER] Completed predict_future for M [2025-11-26T21:29:38.667917] [INFO ] [sig ] M: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:38.809366] [INFO ] [LOCAL ] Saved forecast: M 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/M.txt [2025-11-26T21:29:38.809520] [INFO ] [sig ] [1971/3599] Completed M in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:38.809574] [INFO ] [sig ] [1972/3599] Forecasting MA... [2025-11-26T21:29:38.809621] [INFO ] [sig ] Generating forecast for: MA [2025-11-26T21:29:38.809702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-11-26T21:29:38.820669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MA'. [2025-11-26T21:29:38.821033] [INFO ] [FORECASTER] Starting predict_future for MA [2025-11-26T21:29:38.821967] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-11-26T21:29:38.822053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:38.822117] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:38.822175] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:38.822271] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:38.880963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:38.881887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:38.881996] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:38.882049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:39.013818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:39.013996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:39.014050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:39.014094] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:39.017842] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=18.01%) [2025-11-26T21:29:39.018328] [INFO ] [FORECASTER] Completed predict_future for MA [2025-11-26T21:29:39.018474] [INFO ] [sig ] MA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:39.160754] [INFO ] [LOCAL ] Saved forecast: MA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MA.txt [2025-11-26T21:29:39.160946] [INFO ] [sig ] [1972/3599] Completed MA in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:39.161003] [INFO ] [sig ] [1973/3599] Forecasting MAA... [2025-11-26T21:29:39.161067] [INFO ] [sig ] Generating forecast for: MAA [2025-11-26T21:29:39.161108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-11-26T21:29:39.172793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAA'. [2025-11-26T21:29:39.173169] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-11-26T21:29:39.174067] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-11-26T21:29:39.174154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:39.174219] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:39.174263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:39.174360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:39.231841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:39.232544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:39.232665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:39.232713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:39.358935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:39.359116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:39.359171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:39.359215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:39.362741] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-11-26T21:29:39.363074] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-11-26T21:29:39.363225] [INFO ] [sig ] MAA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:39.509719] [INFO ] [LOCAL ] Saved forecast: MAA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAA.txt [2025-11-26T21:29:39.509905] [INFO ] [sig ] [1973/3599] Completed MAA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:39.509969] [INFO ] [sig ] [1974/3599] Forecasting MAC... [2025-11-26T21:29:39.510042] [INFO ] [sig ] Generating forecast for: MAC [2025-11-26T21:29:39.510090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-11-26T21:29:39.522020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAC'. [2025-11-26T21:29:39.522484] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-11-26T21:29:39.523361] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-11-26T21:29:39.523434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:39.523483] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:39.523524] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:39.523593] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:39.593523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:39.594485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:39.594597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:39.594671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:39.726935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:39.727154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:39.727211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:39.727259] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:39.730908] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=19.08%) [2025-11-26T21:29:39.731302] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-11-26T21:29:39.731461] [INFO ] [sig ] MAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:39.870912] [INFO ] [LOCAL ] Saved forecast: MAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAC.txt [2025-11-26T21:29:39.871092] [INFO ] [sig ] [1974/3599] Completed MAC in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:39.871148] [INFO ] [sig ] [1975/3599] Forecasting MAMA... [2025-11-26T21:29:39.871194] [INFO ] [sig ] Generating forecast for: MAMA [2025-11-26T21:29:39.871236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'. [2025-11-26T21:29:39.881848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAMA'. [2025-11-26T21:29:39.882185] [INFO ] [FORECASTER] Starting predict_future for MAMA [2025-11-26T21:29:39.882989] [DEBUG] [LOCAL ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt [2025-11-26T21:29:39.883058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:39.883103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:39.883144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:39.883227] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:39.939397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:39.940269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:39.940371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:39.940426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:40.067571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:40.067865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:40.067927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:40.067972] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:40.071918] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=25.81%) [2025-11-26T21:29:40.072268] [INFO ] [FORECASTER] Completed predict_future for MAMA [2025-11-26T21:29:40.072437] [INFO ] [sig ] MAMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:40.217902] [INFO ] [LOCAL ] Saved forecast: MAMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAMA.txt [2025-11-26T21:29:40.218133] [INFO ] [sig ] [1975/3599] Completed MAMA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:40.218222] [INFO ] [sig ] [1976/3599] Forecasting MAN... [2025-11-26T21:29:40.218276] [INFO ] [sig ] Generating forecast for: MAN [2025-11-26T21:29:40.218322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-11-26T21:29:40.230689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAN'. [2025-11-26T21:29:40.231203] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-11-26T21:29:40.232171] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-11-26T21:29:40.232246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:40.232298] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:40.232341] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:40.232414] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:40.291191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:40.292478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:40.292613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:40.292686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:40.416962] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:40.417241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:40.417303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:40.417348] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:40.421430] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=12.50%) [2025-11-26T21:29:40.421804] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-11-26T21:29:40.421968] [INFO ] [sig ] MAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:40.570306] [INFO ] [LOCAL ] Saved forecast: MAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAN.txt [2025-11-26T21:29:40.570620] [INFO ] [sig ] [1976/3599] Completed MAN in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:40.570723] [INFO ] [sig ] [1977/3599] Forecasting MANH... [2025-11-26T21:29:40.570772] [INFO ] [sig ] Generating forecast for: MANH [2025-11-26T21:29:40.570826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'. [2025-11-26T21:29:40.583043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MANH'. [2025-11-26T21:29:40.583637] [INFO ] [FORECASTER] Starting predict_future for MANH [2025-11-26T21:29:40.584593] [DEBUG] [LOCAL ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt [2025-11-26T21:29:40.584710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:40.584761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:40.584806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:40.584878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:40.642799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:40.643929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:40.644049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:40.644100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:40.770407] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:40.770704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:40.770772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:40.770820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:40.775125] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-11-26T21:29:40.775611] [INFO ] [FORECASTER] Completed predict_future for MANH [2025-11-26T21:29:40.775828] [INFO ] [sig ] MANH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:40.924547] [INFO ] [LOCAL ] Saved forecast: MANH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MANH.txt [2025-11-26T21:29:40.924863] [INFO ] [sig ] [1977/3599] Completed MANH in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:40.924929] [INFO ] [sig ] [1978/3599] Forecasting MARA... [2025-11-26T21:29:40.924983] [INFO ] [sig ] Generating forecast for: MARA [2025-11-26T21:29:40.925032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'. [2025-11-26T21:29:40.938378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MARA'. [2025-11-26T21:29:40.939006] [INFO ] [FORECASTER] Starting predict_future for MARA [2025-11-26T21:29:40.939981] [DEBUG] [LOCAL ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt [2025-11-26T21:29:40.940052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:40.940101] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:40.940143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:40.940223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:40.999122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:41.000309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:41.000430] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:41.000481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:41.124765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:41.125057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:41.125119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:41.125169] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:41.129723] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=86.70%) [2025-11-26T21:29:41.130294] [INFO ] [FORECASTER] Completed predict_future for MARA [2025-11-26T21:29:41.130490] [INFO ] [sig ] MARA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:41.278370] [INFO ] [LOCAL ] Saved forecast: MARA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MARA.txt [2025-11-26T21:29:41.278580] [INFO ] [sig ] [1978/3599] Completed MARA in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:41.278636] [INFO ] [sig ] [1979/3599] Forecasting MAS... [2025-11-26T21:29:41.278734] [INFO ] [sig ] Generating forecast for: MAS [2025-11-26T21:29:41.278777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-11-26T21:29:41.289981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAS'. [2025-11-26T21:29:41.290408] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-11-26T21:29:41.291227] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-11-26T21:29:41.291300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:41.291348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:41.291390] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:41.291458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:41.347748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:41.348706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:41.348819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:41.348868] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:41.464243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:41.464439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:41.464497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:41.464538] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:41.467916] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-11-26T21:29:41.468211] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-11-26T21:29:41.468355] [INFO ] [sig ] MAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:41.606391] [INFO ] [LOCAL ] Saved forecast: MAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MAS.txt [2025-11-26T21:29:41.606575] [INFO ] [sig ] [1979/3599] Completed MAS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:41.606631] [INFO ] [sig ] [1980/3599] Forecasting MASI... [2025-11-26T21:29:41.606719] [INFO ] [sig ] Generating forecast for: MASI [2025-11-26T21:29:41.606756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'. [2025-11-26T21:29:41.620017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASI'. [2025-11-26T21:29:41.620671] [INFO ] [FORECASTER] Starting predict_future for MASI [2025-11-26T21:29:41.621807] [DEBUG] [LOCAL ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt [2025-11-26T21:29:41.621892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:41.621939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:41.621979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:41.622050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:41.680999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:41.682216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:41.682356] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:41.682409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:41.805670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:41.805865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:41.805919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:41.805953] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:41.809402] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-11-26T21:29:41.809732] [INFO ] [FORECASTER] Completed predict_future for MASI [2025-11-26T21:29:41.809880] [INFO ] [sig ] MASI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:41.951612] [INFO ] [LOCAL ] Saved forecast: MASI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MASI.txt [2025-11-26T21:29:41.951851] [INFO ] [sig ] [1980/3599] Completed MASI in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.3m [2025-11-26T21:29:41.951909] [INFO ] [sig ] [1981/3599] Forecasting MASS... [2025-11-26T21:29:41.951954] [INFO ] [sig ] Generating forecast for: MASS [2025-11-26T21:29:41.952023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'. [2025-11-26T21:29:41.963177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASS'. [2025-11-26T21:29:41.963549] [INFO ] [FORECASTER] Starting predict_future for MASS [2025-11-26T21:29:41.964392] [DEBUG] [LOCAL ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt [2025-11-26T21:29:41.964464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:41.964511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:41.964553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:41.964622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:42.023659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:42.024404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:42.024507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:42.024554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:42.150542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:42.150764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:42.150821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:42.150865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:42.154452] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=10.15%) [2025-11-26T21:29:42.154820] [INFO ] [FORECASTER] Completed predict_future for MASS [2025-11-26T21:29:42.154979] [INFO ] [sig ] MASS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:42.307863] [INFO ] [LOCAL ] Saved forecast: MASS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MASS.txt [2025-11-26T21:29:42.308070] [INFO ] [sig ] [1981/3599] Completed MASS in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:29:42.308133] [INFO ] [sig ] [1982/3599] Forecasting MATX... [2025-11-26T21:29:42.308180] [INFO ] [sig ] Generating forecast for: MATX [2025-11-26T21:29:42.308247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-11-26T21:29:42.320619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MATX'. [2025-11-26T21:29:42.321189] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-11-26T21:29:42.322052] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-11-26T21:29:42.322126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:42.322174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:42.322215] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:42.322289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:42.382143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:42.383042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:42.383143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:42.383191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:42.507771] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:42.507988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:42.508070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:42.508133] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:42.511734] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=75.12%) [2025-11-26T21:29:42.512059] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-11-26T21:29:42.512205] [INFO ] [sig ] MATX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:42.673160] [INFO ] [LOCAL ] Saved forecast: MATX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MATX.txt [2025-11-26T21:29:42.673374] [INFO ] [sig ] [1982/3599] Completed MATX in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:29:42.673470] [INFO ] [sig ] [1983/3599] Forecasting MAX... [2025-11-26T21:29:42.673527] [INFO ] [sig ] Generating forecast for: MAX [2025-11-26T21:29:42.673582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-11-26T21:29:42.684585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAX'. [2025-11-26T21:29:42.685015] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-11-26T21:29:42.685871] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-11-26T21:29:42.685949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:42.686009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:42.686062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:42.686157] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:42.745069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:42.746013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:42.746128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:42.746192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:42.861997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:42.862194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:42.862262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:42.862319] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:42.865747] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=40.78%) [2025-11-26T21:29:42.866076] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-11-26T21:29:42.866238] [INFO ] [sig ] MAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:43.013552] [INFO ] [LOCAL ] Saved forecast: MAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MAX.txt [2025-11-26T21:29:43.013821] [INFO ] [sig ] [1983/3599] Completed MAX in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:29:43.013926] [INFO ] [sig ] [1984/3599] Forecasting MAXI... [2025-11-26T21:29:43.013998] [INFO ] [sig ] Generating forecast for: MAXI [2025-11-26T21:29:43.014048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'. [2025-11-26T21:29:43.027351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXI'. [2025-11-26T21:29:43.027862] [INFO ] [FORECASTER] Starting predict_future for MAXI [2025-11-26T21:29:43.028994] [DEBUG] [LOCAL ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt [2025-11-26T21:29:43.029083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:43.029144] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:43.029191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:43.029287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:43.097198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:43.098143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:43.098247] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:43.098292] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:43.215799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:43.216012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:43.216078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:43.216125] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:43.219860] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=73.34%) [2025-11-26T21:29:43.220157] [INFO ] [FORECASTER] Completed predict_future for MAXI [2025-11-26T21:29:43.220299] [INFO ] [sig ] MAXI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:43.374565] [INFO ] [LOCAL ] Saved forecast: MAXI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MAXI.txt [2025-11-26T21:29:43.374742] [INFO ] [sig ] [1984/3599] Completed MAXI in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:29:43.374798] [INFO ] [sig ] [1985/3599] Forecasting MAXN... [2025-11-26T21:29:43.374839] [INFO ] [sig ] Generating forecast for: MAXN [2025-11-26T21:29:43.374897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'. [2025-11-26T21:29:43.384747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXN'. [2025-11-26T21:29:43.385076] [INFO ] [FORECASTER] Starting predict_future for MAXN [2025-11-26T21:29:43.385891] [DEBUG] [LOCAL ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt [2025-11-26T21:29:43.385960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:43.386004] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:43.386045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:43.386112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:43.442812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:43.443776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:43.443886] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:43.443932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:43.556270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:43.556453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:43.556505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:43.556546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:43.559944] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-11-26T21:29:43.560262] [INFO ] [FORECASTER] Completed predict_future for MAXN [2025-11-26T21:29:43.560407] [INFO ] [sig ] MAXN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:43.703606] [INFO ] [LOCAL ] Saved forecast: MAXN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MAXN.txt [2025-11-26T21:29:43.703851] [INFO ] [sig ] [1985/3599] Completed MAXN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.3m [2025-11-26T21:29:43.703906] [INFO ] [sig ] [1986/3599] Forecasting MBB... [2025-11-26T21:29:43.703949] [INFO ] [sig ] Generating forecast for: MBB [2025-11-26T21:29:43.703993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'. [2025-11-26T21:29:43.714891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBB'. [2025-11-26T21:29:43.715347] [INFO ] [FORECASTER] Starting predict_future for MBB [2025-11-26T21:29:43.716429] [DEBUG] [LOCAL ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt [2025-11-26T21:29:43.716540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:43.716597] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:43.716669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:43.716769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:43.775078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:43.776050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:43.776165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:43.776212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:43.902960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:43.903160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:43.903213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:43.903255] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:43.906911] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=5.04%) [2025-11-26T21:29:43.907285] [INFO ] [FORECASTER] Completed predict_future for MBB [2025-11-26T21:29:43.907467] [INFO ] [sig ] MBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:44.056146] [INFO ] [LOCAL ] Saved forecast: MBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBB.txt [2025-11-26T21:29:44.056339] [INFO ] [sig ] [1986/3599] Completed MBB in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:44.056395] [INFO ] [sig ] [1987/3599] Forecasting MBC... [2025-11-26T21:29:44.056469] [INFO ] [sig ] Generating forecast for: MBC [2025-11-26T21:29:44.056538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-11-26T21:29:44.067772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBC'. [2025-11-26T21:29:44.068166] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-11-26T21:29:44.069143] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-11-26T21:29:44.069224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:44.069293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:44.069356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:44.069462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:44.128118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:44.129157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:44.129280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:44.129355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:44.250274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:44.250479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:44.250550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:44.250614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:44.254169] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:29:44.254509] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-11-26T21:29:44.254712] [INFO ] [sig ] MBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:44.397923] [INFO ] [LOCAL ] Saved forecast: MBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBC.txt [2025-11-26T21:29:44.398113] [INFO ] [sig ] [1987/3599] Completed MBC in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:44.398219] [INFO ] [sig ] [1988/3599] Forecasting MBCN... [2025-11-26T21:29:44.398279] [INFO ] [sig ] Generating forecast for: MBCN [2025-11-26T21:29:44.398365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'. [2025-11-26T21:29:44.407227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBCN'. [2025-11-26T21:29:44.407626] [INFO ] [FORECASTER] Starting predict_future for MBCN [2025-11-26T21:29:44.408482] [DEBUG] [LOCAL ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt [2025-11-26T21:29:44.408565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:44.408674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:44.408746] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:44.408854] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:44.466313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:44.467211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:44.467312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:44.467382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:44.561320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:44.561486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:44.561539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:44.561582] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:44.564996] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=54.32%) [2025-11-26T21:29:44.565331] [INFO ] [FORECASTER] Completed predict_future for MBCN [2025-11-26T21:29:44.565481] [INFO ] [sig ] MBCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:44.709372] [INFO ] [LOCAL ] Saved forecast: MBCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBCN.txt [2025-11-26T21:29:44.709566] [INFO ] [sig ] [1988/3599] Completed MBCN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:44.709685] [INFO ] [sig ] [1989/3599] Forecasting MBI... [2025-11-26T21:29:44.709756] [INFO ] [sig ] Generating forecast for: MBI [2025-11-26T21:29:44.709825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-11-26T21:29:44.720585] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBI'. [2025-11-26T21:29:44.720969] [INFO ] [FORECASTER] Starting predict_future for MBI [2025-11-26T21:29:44.722064] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-11-26T21:29:44.722143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:44.722212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:44.722277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:44.722384] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:44.779568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:44.780418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:44.780530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:44.780604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:44.899692] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:44.899860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:44.899938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:44.900006] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:44.903322] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=67.70%) [2025-11-26T21:29:44.903693] [INFO ] [FORECASTER] Completed predict_future for MBI [2025-11-26T21:29:44.903861] [INFO ] [sig ] MBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:45.044100] [INFO ] [LOCAL ] Saved forecast: MBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBI.txt [2025-11-26T21:29:45.044254] [INFO ] [sig ] [1989/3599] Completed MBI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:45.044336] [INFO ] [sig ] [1990/3599] Forecasting MBIN... [2025-11-26T21:29:45.044427] [INFO ] [sig ] Generating forecast for: MBIN [2025-11-26T21:29:45.044503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'. [2025-11-26T21:29:45.054983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIN'. [2025-11-26T21:29:45.055334] [INFO ] [FORECASTER] Starting predict_future for MBIN [2025-11-26T21:29:45.056208] [DEBUG] [LOCAL ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt [2025-11-26T21:29:45.056281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:45.056346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:45.056411] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:45.056520] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:45.113664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:45.114343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:45.114439] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:45.114495] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:45.229132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:45.229291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:45.229367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:45.229436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:45.232901] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-11-26T21:29:45.233227] [INFO ] [FORECASTER] Completed predict_future for MBIN [2025-11-26T21:29:45.233399] [INFO ] [sig ] MBIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:45.374437] [INFO ] [LOCAL ] Saved forecast: MBIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBIN.txt [2025-11-26T21:29:45.374610] [INFO ] [sig ] [1990/3599] Completed MBIN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:45.374732] [INFO ] [sig ] [1991/3599] Forecasting MBIO... [2025-11-26T21:29:45.374794] [INFO ] [sig ] Generating forecast for: MBIO [2025-11-26T21:29:45.374862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'. [2025-11-26T21:29:45.385327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIO'. [2025-11-26T21:29:45.385763] [INFO ] [FORECASTER] Starting predict_future for MBIO [2025-11-26T21:29:45.386579] [DEBUG] [LOCAL ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt [2025-11-26T21:29:45.386681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:45.386753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:45.386818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:45.386922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:45.443879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:45.444564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:45.444696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:45.444772] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:45.563376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:45.563536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:45.563610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:45.563699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:45.567161] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=46.37%) [2025-11-26T21:29:45.567502] [INFO ] [FORECASTER] Completed predict_future for MBIO [2025-11-26T21:29:45.567697] [INFO ] [sig ] MBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:45.712500] [INFO ] [LOCAL ] Saved forecast: MBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBIO.txt [2025-11-26T21:29:45.712754] [INFO ] [sig ] [1991/3599] Completed MBIO in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:45.712912] [INFO ] [sig ] [1992/3599] Forecasting MBLY... [2025-11-26T21:29:45.712976] [INFO ] [sig ] Generating forecast for: MBLY [2025-11-26T21:29:45.713047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'. [2025-11-26T21:29:45.724537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBLY'. [2025-11-26T21:29:45.724886] [INFO ] [FORECASTER] Starting predict_future for MBLY [2025-11-26T21:29:45.725789] [DEBUG] [LOCAL ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt [2025-11-26T21:29:45.725864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:45.725931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:45.725996] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:45.726106] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:45.782914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:45.783597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:45.783741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:45.783822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:45.902288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:45.902449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:45.902521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:45.902588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:45.905949] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=90.76%) [2025-11-26T21:29:45.906288] [INFO ] [FORECASTER] Completed predict_future for MBLY [2025-11-26T21:29:45.906461] [INFO ] [sig ] MBLY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:46.045230] [INFO ] [LOCAL ] Saved forecast: MBLY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBLY.txt [2025-11-26T21:29:46.045392] [INFO ] [sig ] [1992/3599] Completed MBLY in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:46.045467] [INFO ] [sig ] [1993/3599] Forecasting MBS... [2025-11-26T21:29:46.045535] [INFO ] [sig ] Generating forecast for: MBS [2025-11-26T21:29:46.045664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'. [2025-11-26T21:29:46.055607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBS'. [2025-11-26T21:29:46.055985] [INFO ] [FORECASTER] Starting predict_future for MBS [2025-11-26T21:29:46.056831] [DEBUG] [LOCAL ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt [2025-11-26T21:29:46.056902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:46.056948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:46.056986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:46.057054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:46.113821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:46.114624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:46.114738] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:46.114785] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:46.230279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:46.230444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:46.230497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:46.230537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:46.233900] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=40.20%) [2025-11-26T21:29:46.234196] [INFO ] [FORECASTER] Completed predict_future for MBS [2025-11-26T21:29:46.234356] [INFO ] [sig ] MBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:46.373557] [INFO ] [LOCAL ] Saved forecast: MBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MBS.txt [2025-11-26T21:29:46.373722] [INFO ] [sig ] [1993/3599] Completed MBS in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:46.373781] [INFO ] [sig ] [1994/3599] Forecasting MBWM... [2025-11-26T21:29:46.373821] [INFO ] [sig ] Generating forecast for: MBWM [2025-11-26T21:29:46.373874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'. [2025-11-26T21:29:46.383822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBWM'. [2025-11-26T21:29:46.384154] [INFO ] [FORECASTER] Starting predict_future for MBWM [2025-11-26T21:29:46.385022] [DEBUG] [LOCAL ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt [2025-11-26T21:29:46.385106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:46.385178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:46.385236] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:46.385320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:46.443209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:46.444138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:46.444240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:46.444293] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:46.557717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:46.557874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:46.557924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:46.557966] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:46.561242] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=91.98%) [2025-11-26T21:29:46.561535] [INFO ] [FORECASTER] Completed predict_future for MBWM [2025-11-26T21:29:46.561691] [INFO ] [sig ] MBWM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:46.699864] [INFO ] [LOCAL ] Saved forecast: MBWM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBWM.txt [2025-11-26T21:29:46.700015] [INFO ] [sig ] [1994/3599] Completed MBWM in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:46.700071] [INFO ] [sig ] [1995/3599] Forecasting MBX... [2025-11-26T21:29:46.700108] [INFO ] [sig ] Generating forecast for: MBX [2025-11-26T21:29:46.700149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'. [2025-11-26T21:29:46.710356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBX'. [2025-11-26T21:29:46.710735] [INFO ] [FORECASTER] Starting predict_future for MBX [2025-11-26T21:29:46.711569] [DEBUG] [LOCAL ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt [2025-11-26T21:29:46.711669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:46.711755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:46.711813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:46.711928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:46.770477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:46.771319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:46.771435] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:46.771516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:46.888489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:46.888697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:46.888788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:46.888890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:46.892255] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-11-26T21:29:46.892579] [INFO ] [FORECASTER] Completed predict_future for MBX [2025-11-26T21:29:46.892775] [INFO ] [sig ] MBX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:47.031161] [INFO ] [LOCAL ] Saved forecast: MBX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MBX.txt [2025-11-26T21:29:47.031330] [INFO ] [sig ] [1995/3599] Completed MBX in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:47.031420] [INFO ] [sig ] [1996/3599] Forecasting MC... [2025-11-26T21:29:47.031514] [INFO ] [sig ] Generating forecast for: MC [2025-11-26T21:29:47.031567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-11-26T21:29:47.041687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MC'. [2025-11-26T21:29:47.042002] [INFO ] [FORECASTER] Starting predict_future for MC [2025-11-26T21:29:47.042824] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-11-26T21:29:47.042898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:47.042965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:47.043071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:47.043197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:47.099323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:47.099990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:47.100105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:47.100185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:47.219269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:47.219429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:47.219499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:47.219565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:47.223013] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:29:47.223359] [INFO ] [FORECASTER] Completed predict_future for MC [2025-11-26T21:29:47.223541] [INFO ] [sig ] MC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:47.361555] [INFO ] [LOCAL ] Saved forecast: MC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MC.txt [2025-11-26T21:29:47.361737] [INFO ] [sig ] [1996/3599] Completed MC in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:47.361855] [INFO ] [sig ] [1997/3599] Forecasting MCBS... [2025-11-26T21:29:47.361934] [INFO ] [sig ] Generating forecast for: MCBS [2025-11-26T21:29:47.362020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'. [2025-11-26T21:29:47.372531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCBS'. [2025-11-26T21:29:47.372924] [INFO ] [FORECASTER] Starting predict_future for MCBS [2025-11-26T21:29:47.373752] [DEBUG] [LOCAL ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt [2025-11-26T21:29:47.373826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:47.373895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:47.373973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:47.374097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:47.432842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:47.433608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:47.433782] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:47.433849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:47.550069] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:47.550235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:47.550321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:47.550401] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:47.553860] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=69.34%) [2025-11-26T21:29:47.554196] [INFO ] [FORECASTER] Completed predict_future for MCBS [2025-11-26T21:29:47.554381] [INFO ] [sig ] MCBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:47.699075] [INFO ] [LOCAL ] Saved forecast: MCBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCBS.txt [2025-11-26T21:29:47.699255] [INFO ] [sig ] [1997/3599] Completed MCBS in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:47.699345] [INFO ] [sig ] [1998/3599] Forecasting MCHI... [2025-11-26T21:29:47.699440] [INFO ] [sig ] Generating forecast for: MCHI [2025-11-26T21:29:47.699519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'. [2025-11-26T21:29:47.709667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHI'. [2025-11-26T21:29:47.710009] [INFO ] [FORECASTER] Starting predict_future for MCHI [2025-11-26T21:29:47.710874] [DEBUG] [LOCAL ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt [2025-11-26T21:29:47.710953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:47.711033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:47.711107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:47.711230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:47.771338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:47.772210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:47.772316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:47.772384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:47.896262] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:47.896421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:47.896493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:47.896562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:47.900450] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-11-26T21:29:47.900813] [INFO ] [FORECASTER] Completed predict_future for MCHI [2025-11-26T21:29:47.900993] [INFO ] [sig ] MCHI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:48.044233] [INFO ] [LOCAL ] Saved forecast: MCHI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCHI.txt [2025-11-26T21:29:48.044443] [INFO ] [sig ] [1998/3599] Completed MCHI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 9.2m [2025-11-26T21:29:48.044563] [INFO ] [sig ] [1999/3599] Forecasting MCHP... [2025-11-26T21:29:48.044633] [INFO ] [sig ] Generating forecast for: MCHP [2025-11-26T21:29:48.044757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'. [2025-11-26T21:29:48.056370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHP'. [2025-11-26T21:29:48.056902] [INFO ] [FORECASTER] Starting predict_future for MCHP [2025-11-26T21:29:48.057763] [DEBUG] [LOCAL ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt [2025-11-26T21:29:48.057834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:48.057879] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:48.057933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:48.058004] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:48.114905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:48.115844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:48.115952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:48.115999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:48.239268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:48.239451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:48.239507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:48.239548] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:48.243297] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=4.15%) [2025-11-26T21:29:48.243593] [INFO ] [FORECASTER] Completed predict_future for MCHP [2025-11-26T21:29:48.243761] [INFO ] [sig ] MCHP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:48.384873] [INFO ] [LOCAL ] Saved forecast: MCHP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCHP.txt [2025-11-26T21:29:48.385036] [INFO ] [sig ] [1999/3599] Completed MCHP in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:29:48.385090] [INFO ] [sig ] [2000/3599] Forecasting MCHX... [2025-11-26T21:29:48.385132] [INFO ] [sig ] Generating forecast for: MCHX [2025-11-26T21:29:48.385178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'. [2025-11-26T21:29:48.396761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHX'. [2025-11-26T21:29:48.397198] [INFO ] [FORECASTER] Starting predict_future for MCHX [2025-11-26T21:29:48.398226] [DEBUG] [LOCAL ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt [2025-11-26T21:29:48.398309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:48.398390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:48.398470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:48.398624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:48.461514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:48.462555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:48.462696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:48.462761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:48.573505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:48.573711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:48.573772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:48.573814] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:48.577348] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:29:48.577696] [INFO ] [FORECASTER] Completed predict_future for MCHX [2025-11-26T21:29:48.577851] [INFO ] [sig ] MCHX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:48.716873] [INFO ] [LOCAL ] Saved forecast: MCHX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCHX.txt [2025-11-26T21:29:48.717064] [INFO ] [sig ] [2000/3599] Completed MCHX in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:29:48.717119] [INFO ] [sig ] [2001/3599] Forecasting MCI... [2025-11-26T21:29:48.717185] [INFO ] [sig ] Generating forecast for: MCI [2025-11-26T21:29:48.717227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-11-26T21:29:48.727344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCI'. [2025-11-26T21:29:48.727720] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-11-26T21:29:48.728517] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-11-26T21:29:48.728586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:48.728631] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:48.728692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:48.728793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:48.784099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:48.784973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:48.785073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:48.785131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:48.900667] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:48.900863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:48.900915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:48.900957] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:48.904367] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=84.59%) [2025-11-26T21:29:48.904731] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-11-26T21:29:48.904886] [INFO ] [sig ] MCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:49.049998] [INFO ] [LOCAL ] Saved forecast: MCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCI.txt [2025-11-26T21:29:49.050188] [INFO ] [sig ] [2001/3599] Completed MCI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:29:49.050242] [INFO ] [sig ] [2002/3599] Forecasting MCK... [2025-11-26T21:29:49.050285] [INFO ] [sig ] Generating forecast for: MCK [2025-11-26T21:29:49.050326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-11-26T21:29:49.060874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCK'. [2025-11-26T21:29:49.061275] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-11-26T21:29:49.062113] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-11-26T21:29:49.062183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:49.062228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:49.062267] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:49.062333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:49.121554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:49.122479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:49.122583] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:49.122632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:49.244723] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:49.244900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:49.244954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:49.245005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:49.248456] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=99.74%) [2025-11-26T21:29:49.248850] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-11-26T21:29:49.249000] [INFO ] [sig ] MCK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:49.393004] [INFO ] [LOCAL ] Saved forecast: MCK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCK.txt [2025-11-26T21:29:49.393183] [INFO ] [sig ] [2002/3599] Completed MCK in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.2m [2025-11-26T21:29:49.393264] [INFO ] [sig ] [2003/3599] Forecasting MCN... [2025-11-26T21:29:49.393304] [INFO ] [sig ] Generating forecast for: MCN [2025-11-26T21:29:49.393359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-11-26T21:29:49.403851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCN'. [2025-11-26T21:29:49.404212] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-11-26T21:29:49.405061] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-11-26T21:29:49.405140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:49.405205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:49.405264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:49.405358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:49.462506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:49.463280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:49.463388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:49.463451] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:49.583387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:49.583530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:49.583595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:49.583684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:49.586903] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=95.56%) [2025-11-26T21:29:49.587196] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-11-26T21:29:49.587347] [INFO ] [sig ] MCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:49.727781] [INFO ] [LOCAL ] Saved forecast: MCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCN.txt [2025-11-26T21:29:49.727918] [INFO ] [sig ] [2003/3599] Completed MCN in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:49.727969] [INFO ] [sig ] [2004/3599] Forecasting MCRB... [2025-11-26T21:29:49.728027] [INFO ] [sig ] Generating forecast for: MCRB [2025-11-26T21:29:49.728120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'. [2025-11-26T21:29:49.738753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRB'. [2025-11-26T21:29:49.739075] [INFO ] [FORECASTER] Starting predict_future for MCRB [2025-11-26T21:29:49.739919] [DEBUG] [LOCAL ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt [2025-11-26T21:29:49.739994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:49.740062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:49.740125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:49.740227] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:49.797223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:49.797899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:49.798005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:49.798076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:49.912470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:49.912608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:49.912692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:49.912755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:49.915991] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=88.41%) [2025-11-26T21:29:49.916309] [INFO ] [FORECASTER] Completed predict_future for MCRB [2025-11-26T21:29:49.916473] [INFO ] [sig ] MCRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:50.057689] [INFO ] [LOCAL ] Saved forecast: MCRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCRB.txt [2025-11-26T21:29:50.057851] [INFO ] [sig ] [2004/3599] Completed MCRB in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:50.057921] [INFO ] [sig ] [2005/3599] Forecasting MCRI... [2025-11-26T21:29:50.058009] [INFO ] [sig ] Generating forecast for: MCRI [2025-11-26T21:29:50.058074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'. [2025-11-26T21:29:50.068611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRI'. [2025-11-26T21:29:50.069175] [INFO ] [FORECASTER] Starting predict_future for MCRI [2025-11-26T21:29:50.070057] [DEBUG] [LOCAL ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt [2025-11-26T21:29:50.070128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:50.070174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:50.070214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:50.070280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:50.126459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:50.127142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:50.127234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:50.127274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:50.248340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:50.248483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:50.248533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:50.248572] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:50.252164] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=16.00%) [2025-11-26T21:29:50.252452] [INFO ] [FORECASTER] Completed predict_future for MCRI [2025-11-26T21:29:50.252596] [INFO ] [sig ] MCRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:50.393065] [INFO ] [LOCAL ] Saved forecast: MCRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCRI.txt [2025-11-26T21:29:50.393201] [INFO ] [sig ] [2005/3599] Completed MCRI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:50.393253] [INFO ] [sig ] [2006/3599] Forecasting MCS... [2025-11-26T21:29:50.393297] [INFO ] [sig ] Generating forecast for: MCS [2025-11-26T21:29:50.393353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-11-26T21:29:50.404019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCS'. [2025-11-26T21:29:50.404316] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-11-26T21:29:50.405094] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-11-26T21:29:50.405161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:50.405205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:50.405243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:50.405310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:50.461375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:50.462006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:50.462098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:50.462143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:50.582127] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:50.582250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:50.582298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:50.582337] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:50.585517] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=76.39%) [2025-11-26T21:29:50.585815] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-11-26T21:29:50.585967] [INFO ] [sig ] MCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:50.730142] [INFO ] [LOCAL ] Saved forecast: MCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MCS.txt [2025-11-26T21:29:50.730354] [INFO ] [sig ] [2006/3599] Completed MCS in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:50.730407] [INFO ] [sig ] [2007/3599] Forecasting MCY... [2025-11-26T21:29:50.730446] [INFO ] [sig ] Generating forecast for: MCY [2025-11-26T21:29:50.730549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-11-26T21:29:50.741714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCY'. [2025-11-26T21:29:50.742042] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-11-26T21:29:50.742875] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-11-26T21:29:50.742945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:50.742992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:50.743033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:50.743102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:50.804542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:50.805336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:50.805435] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:50.805489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:50.921631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:50.921801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:50.921857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:50.921903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:50.925104] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=12.08%) [2025-11-26T21:29:50.925392] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-11-26T21:29:50.925541] [INFO ] [sig ] MCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:51.065022] [INFO ] [LOCAL ] Saved forecast: MCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MCY.txt [2025-11-26T21:29:51.065178] [INFO ] [sig ] [2007/3599] Completed MCY in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:51.065231] [INFO ] [sig ] [2008/3599] Forecasting MD... [2025-11-26T21:29:51.065267] [INFO ] [sig ] Generating forecast for: MD [2025-11-26T21:29:51.065337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-11-26T21:29:51.076547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MD'. [2025-11-26T21:29:51.077068] [INFO ] [FORECASTER] Starting predict_future for MD [2025-11-26T21:29:51.077953] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-11-26T21:29:51.078023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:51.078070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:51.078109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:51.078177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:51.135249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:51.135904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:51.135998] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:51.136046] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:51.254592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:51.254787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:51.254846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:51.254883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:51.258091] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-11-26T21:29:51.258380] [INFO ] [FORECASTER] Completed predict_future for MD [2025-11-26T21:29:51.258532] [INFO ] [sig ] MD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:51.397871] [INFO ] [LOCAL ] Saved forecast: MD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MD.txt [2025-11-26T21:29:51.398022] [INFO ] [sig ] [2008/3599] Completed MD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:51.398098] [INFO ] [sig ] [2009/3599] Forecasting MDAI... [2025-11-26T21:29:51.398141] [INFO ] [sig ] Generating forecast for: MDAI [2025-11-26T21:29:51.398185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'. [2025-11-26T21:29:51.408246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDAI'. [2025-11-26T21:29:51.408546] [INFO ] [FORECASTER] Starting predict_future for MDAI [2025-11-26T21:29:51.409390] [DEBUG] [LOCAL ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt [2025-11-26T21:29:51.409463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:51.409514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:51.409581] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:51.409698] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:51.465847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:51.466480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:51.466589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:51.466667] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:51.583186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:51.583313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:51.583373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:51.583446] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:51.586733] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=95.31%) [2025-11-26T21:29:51.587049] [INFO ] [FORECASTER] Completed predict_future for MDAI [2025-11-26T21:29:51.587212] [INFO ] [sig ] MDAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:51.726584] [INFO ] [LOCAL ] Saved forecast: MDAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDAI.txt [2025-11-26T21:29:51.726732] [INFO ] [sig ] [2009/3599] Completed MDAI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:51.726788] [INFO ] [sig ] [2010/3599] Forecasting MDB... [2025-11-26T21:29:51.726831] [INFO ] [sig ] Generating forecast for: MDB [2025-11-26T21:29:51.726869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'. [2025-11-26T21:29:51.736964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDB'. [2025-11-26T21:29:51.737287] [INFO ] [FORECASTER] Starting predict_future for MDB [2025-11-26T21:29:51.738147] [DEBUG] [LOCAL ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt [2025-11-26T21:29:51.738216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:51.738279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:51.738337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:51.738436] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:51.795397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:51.796088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:51.796180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:51.796219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:51.920837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:51.920982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:51.921032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:51.921068] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:51.924289] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=57.38%) [2025-11-26T21:29:51.924589] [INFO ] [FORECASTER] Completed predict_future for MDB [2025-11-26T21:29:51.924747] [INFO ] [sig ] MDB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:52.066393] [INFO ] [LOCAL ] Saved forecast: MDB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDB.txt [2025-11-26T21:29:52.066541] [INFO ] [sig ] [2010/3599] Completed MDB in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:52.066609] [INFO ] [sig ] [2011/3599] Forecasting MDGL... [2025-11-26T21:29:52.066685] [INFO ] [sig ] Generating forecast for: MDGL [2025-11-26T21:29:52.066726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'. [2025-11-26T21:29:52.076815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDGL'. [2025-11-26T21:29:52.077109] [INFO ] [FORECASTER] Starting predict_future for MDGL [2025-11-26T21:29:52.077915] [DEBUG] [LOCAL ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt [2025-11-26T21:29:52.077983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:52.078027] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:52.078066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:52.078130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:52.134016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:52.134660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:52.134761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:52.134808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:52.252000] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:52.252147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:52.252197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:52.252232] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:52.255448] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=13.98%) [2025-11-26T21:29:52.255765] [INFO ] [FORECASTER] Completed predict_future for MDGL [2025-11-26T21:29:52.255902] [INFO ] [sig ] MDGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:52.393894] [INFO ] [LOCAL ] Saved forecast: MDGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MDGL.txt [2025-11-26T21:29:52.394068] [INFO ] [sig ] [2011/3599] Completed MDGL in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:52.394131] [INFO ] [sig ] [2012/3599] Forecasting MDLZ... [2025-11-26T21:29:52.394202] [INFO ] [sig ] Generating forecast for: MDLZ [2025-11-26T21:29:52.394247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'. [2025-11-26T21:29:52.404147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'. [2025-11-26T21:29:52.404437] [INFO ] [FORECASTER] Starting predict_future for MDLZ [2025-11-26T21:29:52.405213] [DEBUG] [LOCAL ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt [2025-11-26T21:29:52.405296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:52.405343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:52.405383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:52.405452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:52.461565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:52.462223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:52.462320] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:52.462366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:52.580444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:52.580578] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:52.580626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:52.580689] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:52.583865] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: DOWN (p=10.36%) [2025-11-26T21:29:52.584147] [INFO ] [FORECASTER] Completed predict_future for MDLZ [2025-11-26T21:29:52.584299] [INFO ] [sig ] MDLZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:52.723148] [INFO ] [LOCAL ] Saved forecast: MDLZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MDLZ.txt [2025-11-26T21:29:52.723308] [INFO ] [sig ] [2012/3599] Completed MDLZ in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:52.723396] [INFO ] [sig ] [2013/3599] Forecasting MDWD... [2025-11-26T21:29:52.723441] [INFO ] [sig ] Generating forecast for: MDWD [2025-11-26T21:29:52.723483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'. [2025-11-26T21:29:52.733727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDWD'. [2025-11-26T21:29:52.734130] [INFO ] [FORECASTER] Starting predict_future for MDWD [2025-11-26T21:29:52.734995] [DEBUG] [LOCAL ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt [2025-11-26T21:29:52.735067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:52.735118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:52.735155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:52.735224] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:52.791623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:52.792251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:52.792344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:52.792384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:52.905141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:52.905272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:52.905321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:52.905357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:52.908522] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=20.03%) [2025-11-26T21:29:52.908828] [INFO ] [FORECASTER] Completed predict_future for MDWD [2025-11-26T21:29:52.908966] [INFO ] [sig ] MDWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:53.047053] [INFO ] [LOCAL ] Saved forecast: MDWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MDWD.txt [2025-11-26T21:29:53.047185] [INFO ] [sig ] [2013/3599] Completed MDWD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:53.047248] [INFO ] [sig ] [2014/3599] Forecasting MDXG... [2025-11-26T21:29:53.047312] [INFO ] [sig ] Generating forecast for: MDXG [2025-11-26T21:29:53.047356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'. [2025-11-26T21:29:53.057226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXG'. [2025-11-26T21:29:53.057531] [INFO ] [FORECASTER] Starting predict_future for MDXG [2025-11-26T21:29:53.058318] [DEBUG] [LOCAL ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt [2025-11-26T21:29:53.058388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:53.058432] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:53.058470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:53.058534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:53.114613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:53.115236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:53.115332] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:53.115371] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:53.242539] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:53.242736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:53.242791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:53.242825] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:53.246184] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=78.32%) [2025-11-26T21:29:53.246499] [INFO ] [FORECASTER] Completed predict_future for MDXG [2025-11-26T21:29:53.246663] [INFO ] [sig ] MDXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:53.394209] [INFO ] [LOCAL ] Saved forecast: MDXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDXG.txt [2025-11-26T21:29:53.394446] [INFO ] [sig ] [2014/3599] Completed MDXG in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:53.394548] [INFO ] [sig ] [2015/3599] Forecasting MDXH... [2025-11-26T21:29:53.394610] [INFO ] [sig ] Generating forecast for: MDXH [2025-11-26T21:29:53.394673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'. [2025-11-26T21:29:53.407987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXH'. [2025-11-26T21:29:53.408383] [INFO ] [FORECASTER] Starting predict_future for MDXH [2025-11-26T21:29:53.409198] [DEBUG] [LOCAL ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt [2025-11-26T21:29:53.409267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:53.409312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:53.409353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:53.409419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:53.465856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:53.466742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:53.466843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:53.466889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:53.581837] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:53.582021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:53.582074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:53.582113] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:53.585492] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=57.81%) [2025-11-26T21:29:53.585820] [INFO ] [FORECASTER] Completed predict_future for MDXH [2025-11-26T21:29:53.585964] [INFO ] [sig ] MDXH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:53.723901] [INFO ] [LOCAL ] Saved forecast: MDXH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MDXH.txt [2025-11-26T21:29:53.724043] [INFO ] [sig ] [2015/3599] Completed MDXH in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:53.724123] [INFO ] [sig ] [2016/3599] Forecasting MEC... [2025-11-26T21:29:53.724169] [INFO ] [sig ] Generating forecast for: MEC [2025-11-26T21:29:53.724209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-11-26T21:29:53.734416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEC'. [2025-11-26T21:29:53.734774] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-11-26T21:29:53.735593] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-11-26T21:29:53.735693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:53.735759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:53.735816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:53.735932] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:53.796570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:53.797366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:53.797482] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:53.797532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:53.917336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:53.917493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:53.917545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:53.917587] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:53.920855] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=38.95%) [2025-11-26T21:29:53.921136] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-11-26T21:29:53.921273] [INFO ] [sig ] MEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:54.059689] [INFO ] [LOCAL ] Saved forecast: MEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEC.txt [2025-11-26T21:29:54.059846] [INFO ] [sig ] [2016/3599] Completed MEC in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 9.1m [2025-11-26T21:29:54.059909] [INFO ] [sig ] [2017/3599] Forecasting MED... [2025-11-26T21:29:54.059953] [INFO ] [sig ] Generating forecast for: MED [2025-11-26T21:29:54.060014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-11-26T21:29:54.070153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MED'. [2025-11-26T21:29:54.070461] [INFO ] [FORECASTER] Starting predict_future for MED [2025-11-26T21:29:54.071266] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-11-26T21:29:54.071335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:54.071380] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:54.071419] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:54.071491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:54.128234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:54.128880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:54.128972] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:54.129017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:54.250804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:54.250982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:54.251034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:54.251075] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:54.254754] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=17.87%) [2025-11-26T21:29:54.255068] [INFO ] [FORECASTER] Completed predict_future for MED [2025-11-26T21:29:54.255211] [INFO ] [sig ] MED: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:54.395469] [INFO ] [LOCAL ] Saved forecast: MED 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MED.txt [2025-11-26T21:29:54.395621] [INFO ] [sig ] [2017/3599] Completed MED in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:29:54.395704] [INFO ] [sig ] [2018/3599] Forecasting MEDP... [2025-11-26T21:29:54.395750] [INFO ] [sig ] Generating forecast for: MEDP [2025-11-26T21:29:54.395817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'. [2025-11-26T21:29:54.405981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEDP'. [2025-11-26T21:29:54.406291] [INFO ] [FORECASTER] Starting predict_future for MEDP [2025-11-26T21:29:54.407113] [DEBUG] [LOCAL ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt [2025-11-26T21:29:54.407185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:54.407232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:54.407290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:54.407377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:54.465473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:54.466138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:54.466236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:54.466282] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:54.587437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:54.587573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:54.587626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:54.587699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:54.591003] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-11-26T21:29:54.591305] [INFO ] [FORECASTER] Completed predict_future for MEDP [2025-11-26T21:29:54.591444] [INFO ] [sig ] MEDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:54.733296] [INFO ] [LOCAL ] Saved forecast: MEDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEDP.txt [2025-11-26T21:29:54.733447] [INFO ] [sig ] [2018/3599] Completed MEDP in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:29:54.733499] [INFO ] [sig ] [2019/3599] Forecasting MEG... [2025-11-26T21:29:54.733561] [INFO ] [sig ] Generating forecast for: MEG [2025-11-26T21:29:54.733608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-11-26T21:29:54.743543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEG'. [2025-11-26T21:29:54.743866] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-11-26T21:29:54.744668] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-11-26T21:29:54.744749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:54.744794] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:54.744836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:54.744903] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:54.801412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:54.802109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:54.802205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:54.802257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:54.921788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:54.921948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:54.922021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:54.922066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:54.925314] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-11-26T21:29:54.925604] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-11-26T21:29:54.925768] [INFO ] [sig ] MEG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:55.066944] [INFO ] [LOCAL ] Saved forecast: MEG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEG.txt [2025-11-26T21:29:55.067100] [INFO ] [sig ] [2019/3599] Completed MEG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.1m [2025-11-26T21:29:55.067154] [INFO ] [sig ] [2020/3599] Forecasting MEGI... [2025-11-26T21:29:55.067196] [INFO ] [sig ] Generating forecast for: MEGI [2025-11-26T21:29:55.067235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-11-26T21:29:55.077406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGI'. [2025-11-26T21:29:55.077750] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-11-26T21:29:55.078514] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-11-26T21:29:55.078583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:55.078628] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:55.078685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:55.078756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:55.135136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:55.135787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:55.135879] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:55.135925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:55.256851] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:55.257004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:55.257054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:55.257097] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:55.260328] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=44.79%) [2025-11-26T21:29:55.260609] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-11-26T21:29:55.260767] [INFO ] [sig ] MEGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:55.399059] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEGI.txt [2025-11-26T21:29:55.399192] [INFO ] [sig ] [2020/3599] Completed MEGI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:55.399246] [INFO ] [sig ] [2021/3599] Forecasting MEGL... [2025-11-26T21:29:55.399307] [INFO ] [sig ] Generating forecast for: MEGL [2025-11-26T21:29:55.399354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'. [2025-11-26T21:29:55.410145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGL'. [2025-11-26T21:29:55.410454] [INFO ] [FORECASTER] Starting predict_future for MEGL [2025-11-26T21:29:55.411237] [DEBUG] [LOCAL ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt [2025-11-26T21:29:55.411305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:55.411343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:55.411380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:55.411461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:55.471255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:55.471987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:55.472079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:55.472120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:55.583082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:55.583213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:55.583262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:55.583304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:55.586594] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: UP (p=53.00%) [2025-11-26T21:29:55.586915] [INFO ] [FORECASTER] Completed predict_future for MEGL [2025-11-26T21:29:55.587069] [INFO ] [sig ] MEGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:55.727625] [INFO ] [LOCAL ] Saved forecast: MEGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MEGL.txt [2025-11-26T21:29:55.727804] [INFO ] [sig ] [2021/3599] Completed MEGL in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:55.727869] [INFO ] [sig ] [2022/3599] Forecasting MEI... [2025-11-26T21:29:55.727944] [INFO ] [sig ] Generating forecast for: MEI [2025-11-26T21:29:55.727992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-11-26T21:29:55.738213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEI'. [2025-11-26T21:29:55.738540] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-11-26T21:29:55.739379] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-11-26T21:29:55.739450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:55.739495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:55.739536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:55.739606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:55.796559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:55.797235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:55.797327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:55.797368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:55.918888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:55.919042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:55.919093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:55.919139] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:55.922448] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=37.21%) [2025-11-26T21:29:55.922759] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-11-26T21:29:55.922896] [INFO ] [sig ] MEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:56.061192] [INFO ] [LOCAL ] Saved forecast: MEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEI.txt [2025-11-26T21:29:56.061340] [INFO ] [sig ] [2022/3599] Completed MEI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:56.061396] [INFO ] [sig ] [2023/3599] Forecasting MELI... [2025-11-26T21:29:56.061454] [INFO ] [sig ] Generating forecast for: MELI [2025-11-26T21:29:56.061496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'. [2025-11-26T21:29:56.071692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MELI'. [2025-11-26T21:29:56.072066] [INFO ] [FORECASTER] Starting predict_future for MELI [2025-11-26T21:29:56.072921] [DEBUG] [LOCAL ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt [2025-11-26T21:29:56.072993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:56.073053] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:56.073095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:56.073165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:56.128986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:56.129747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:56.129842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:56.129889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:56.247352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:56.247539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:56.247594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:56.247634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:56.250973] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-11-26T21:29:56.251258] [INFO ] [FORECASTER] Completed predict_future for MELI [2025-11-26T21:29:56.251398] [INFO ] [sig ] MELI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:56.389165] [INFO ] [LOCAL ] Saved forecast: MELI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MELI.txt [2025-11-26T21:29:56.389310] [INFO ] [sig ] [2023/3599] Completed MELI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:56.389364] [INFO ] [sig ] [2024/3599] Forecasting MEOH... [2025-11-26T21:29:56.389399] [INFO ] [sig ] Generating forecast for: MEOH [2025-11-26T21:29:56.389453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'. [2025-11-26T21:29:56.399834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEOH'. [2025-11-26T21:29:56.400160] [INFO ] [FORECASTER] Starting predict_future for MEOH [2025-11-26T21:29:56.401012] [DEBUG] [LOCAL ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt [2025-11-26T21:29:56.401090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:56.401159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:56.401224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:56.401331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:56.460800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:56.461606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:56.461734] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:56.461806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:56.582197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:56.582389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:56.582466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:56.582535] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:56.585929] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=7.33%) [2025-11-26T21:29:56.586243] [INFO ] [FORECASTER] Completed predict_future for MEOH [2025-11-26T21:29:56.586416] [INFO ] [sig ] MEOH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:56.723451] [INFO ] [LOCAL ] Saved forecast: MEOH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MEOH.txt [2025-11-26T21:29:56.723625] [INFO ] [sig ] [2024/3599] Completed MEOH in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:56.723758] [INFO ] [sig ] [2025/3599] Forecasting MERC... [2025-11-26T21:29:56.723835] [INFO ] [sig ] Generating forecast for: MERC [2025-11-26T21:29:56.723904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'. [2025-11-26T21:29:56.733826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MERC'. [2025-11-26T21:29:56.734191] [INFO ] [FORECASTER] Starting predict_future for MERC [2025-11-26T21:29:56.735035] [DEBUG] [LOCAL ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt [2025-11-26T21:29:56.735106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:56.735152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:56.735192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:56.735262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:56.793194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:56.794039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:56.794158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:56.794232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:56.916755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:56.916940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:56.917009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:56.917066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:56.920461] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=16.34%) [2025-11-26T21:29:56.920815] [INFO ] [FORECASTER] Completed predict_future for MERC [2025-11-26T21:29:56.920976] [INFO ] [sig ] MERC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:57.059034] [INFO ] [LOCAL ] Saved forecast: MERC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MERC.txt [2025-11-26T21:29:57.059203] [INFO ] [sig ] [2025/3599] Completed MERC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:57.059301] [INFO ] [sig ] [2026/3599] Forecasting META... [2025-11-26T21:29:57.059366] [INFO ] [sig ] Generating forecast for: META [2025-11-26T21:29:57.059427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'. [2025-11-26T21:29:57.069158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'META'. [2025-11-26T21:29:57.069482] [INFO ] [FORECASTER] Starting predict_future for META [2025-11-26T21:29:57.070304] [DEBUG] [LOCAL ] No optimal features file found for META: ./output/feature-sets/META.txt [2025-11-26T21:29:57.070385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:57.070457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:57.070528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:57.070658] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:57.130656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:57.131462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:57.131577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:57.131656] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:57.258197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:57.258377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:57.258446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:57.258524] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:57.262068] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-11-26T21:29:57.262375] [INFO ] [FORECASTER] Completed predict_future for META [2025-11-26T21:29:57.262536] [INFO ] [sig ] META: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:57.402952] [INFO ] [LOCAL ] Saved forecast: META 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/META.txt [2025-11-26T21:29:57.403137] [INFO ] [sig ] [2026/3599] Completed META in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:57.403247] [INFO ] [sig ] [2027/3599] Forecasting METC... [2025-11-26T21:29:57.403313] [INFO ] [sig ] Generating forecast for: METC [2025-11-26T21:29:57.403384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'. [2025-11-26T21:29:57.413267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METC'. [2025-11-26T21:29:57.413610] [INFO ] [FORECASTER] Starting predict_future for METC [2025-11-26T21:29:57.414437] [DEBUG] [LOCAL ] No optimal features file found for METC: ./output/feature-sets/METC.txt [2025-11-26T21:29:57.414509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:57.414554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:57.414594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:57.414694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:57.472193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:57.472960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:57.473066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:57.473111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:57.588621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:57.588799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:57.588852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:57.588893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:57.592339] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=8.83%) [2025-11-26T21:29:57.592631] [INFO ] [FORECASTER] Completed predict_future for METC [2025-11-26T21:29:57.592790] [INFO ] [sig ] METC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:57.731999] [INFO ] [LOCAL ] Saved forecast: METC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/METC.txt [2025-11-26T21:29:57.732154] [INFO ] [sig ] [2027/3599] Completed METC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:57.732206] [INFO ] [sig ] [2028/3599] Forecasting METCB... [2025-11-26T21:29:57.732273] [INFO ] [sig ] Generating forecast for: METCB [2025-11-26T21:29:57.732315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'. [2025-11-26T21:29:57.742507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METCB'. [2025-11-26T21:29:57.742857] [INFO ] [FORECASTER] Starting predict_future for METCB [2025-11-26T21:29:57.743621] [DEBUG] [LOCAL ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt [2025-11-26T21:29:57.743708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:57.743753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:57.743792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:57.743858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:57.802251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:57.803063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:57.803182] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:57.803230] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:57.930158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:57.930323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:57.930374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:57.930416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:57.933724] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=9.87%) [2025-11-26T21:29:57.934009] [INFO ] [FORECASTER] Completed predict_future for METCB [2025-11-26T21:29:57.934165] [INFO ] [sig ] METCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:58.071856] [INFO ] [LOCAL ] Saved forecast: METCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/METCB.txt [2025-11-26T21:29:58.072016] [INFO ] [sig ] [2028/3599] Completed METCB in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:58.072071] [INFO ] [sig ] [2029/3599] Forecasting METD... [2025-11-26T21:29:58.072137] [INFO ] [sig ] Generating forecast for: METD [2025-11-26T21:29:58.072193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'. [2025-11-26T21:29:58.082827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METD'. [2025-11-26T21:29:58.083192] [INFO ] [FORECASTER] Starting predict_future for METD [2025-11-26T21:29:58.084042] [DEBUG] [LOCAL ] No optimal features file found for METD: ./output/feature-sets/METD.txt [2025-11-26T21:29:58.084114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:58.084168] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:58.084218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:58.084325] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:58.140741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:58.141440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:58.141537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:58.141577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:58.260888] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:58.261059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:58.261117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:58.261171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:58.264488] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=86.48%) [2025-11-26T21:29:58.264804] [INFO ] [FORECASTER] Completed predict_future for METD [2025-11-26T21:29:58.264959] [INFO ] [sig ] METD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:58.405269] [INFO ] [LOCAL ] Saved forecast: METD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/METD.txt [2025-11-26T21:29:58.405423] [INFO ] [sig ] [2029/3599] Completed METD in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:58.405476] [INFO ] [sig ] [2030/3599] Forecasting MFA... [2025-11-26T21:29:58.405524] [INFO ] [sig ] Generating forecast for: MFA [2025-11-26T21:29:58.405588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-11-26T21:29:58.416552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFA'. [2025-11-26T21:29:58.416923] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-11-26T21:29:58.417992] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-11-26T21:29:58.418062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:58.418108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:58.418151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:58.418239] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:58.476627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:58.477380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:58.477517] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:58.477578] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:58.601630] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:58.601835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:58.601901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:58.601975] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:58.605457] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=16.13%) [2025-11-26T21:29:58.605807] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-11-26T21:29:58.605966] [INFO ] [sig ] MFA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:58.746018] [INFO ] [LOCAL ] Saved forecast: MFA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFA.txt [2025-11-26T21:29:58.746185] [INFO ] [sig ] [2030/3599] Completed MFA in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:58.746238] [INFO ] [sig ] [2031/3599] Forecasting MFC... [2025-11-26T21:29:58.746275] [INFO ] [sig ] Generating forecast for: MFC [2025-11-26T21:29:58.746316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-11-26T21:29:58.756241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFC'. [2025-11-26T21:29:58.756550] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-11-26T21:29:58.757330] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-11-26T21:29:58.757399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:58.760372] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:58.760431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:58.760513] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:58.815961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:58.816764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:58.816877] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:58.816925] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:58.933781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:58.933944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:58.933996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:58.934034] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:58.937320] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=29.78%) [2025-11-26T21:29:58.937629] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-11-26T21:29:58.937789] [INFO ] [sig ] MFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:59.075229] [INFO ] [LOCAL ] Saved forecast: MFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFC.txt [2025-11-26T21:29:59.075390] [INFO ] [sig ] [2031/3599] Completed MFC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:59.075447] [INFO ] [sig ] [2032/3599] Forecasting MFG... [2025-11-26T21:29:59.075497] [INFO ] [sig ] Generating forecast for: MFG [2025-11-26T21:29:59.075536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-11-26T21:29:59.085348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFG'. [2025-11-26T21:29:59.085677] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-11-26T21:29:59.086452] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-11-26T21:29:59.086521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:59.086565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:59.086601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:59.086688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:59.142128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:59.142779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:59.142903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:59.142953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:59.263784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:59.263950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:59.264000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:59.264046] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:59.267479] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=29.27%) [2025-11-26T21:29:59.267793] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-11-26T21:29:59.267940] [INFO ] [sig ] MFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:29:59.405025] [INFO ] [LOCAL ] Saved forecast: MFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFG.txt [2025-11-26T21:29:59.405168] [INFO ] [sig ] [2032/3599] Completed MFG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:59.405221] [INFO ] [sig ] [2033/3599] Forecasting MFI... [2025-11-26T21:29:59.405266] [INFO ] [sig ] Generating forecast for: MFI [2025-11-26T21:29:59.405320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'. [2025-11-26T21:29:59.415686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFI'. [2025-11-26T21:29:59.415995] [INFO ] [FORECASTER] Starting predict_future for MFI [2025-11-26T21:29:59.416786] [DEBUG] [LOCAL ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt [2025-11-26T21:29:59.416854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:59.416901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:59.416941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:59.417007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:59.475691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:59.476449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:59.476553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:59.476600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:59.592054] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:59.592221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:59.592273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:59.592312] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:59.595606] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=79.86%) [2025-11-26T21:29:59.595914] [INFO ] [FORECASTER] Completed predict_future for MFI [2025-11-26T21:29:59.596057] [INFO ] [sig ] MFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:29:59.734185] [INFO ] [LOCAL ] Saved forecast: MFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MFI.txt [2025-11-26T21:29:59.734338] [INFO ] [sig ] [2033/3599] Completed MFI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 9.0m [2025-11-26T21:29:59.734393] [INFO ] [sig ] [2034/3599] Forecasting MFIC... [2025-11-26T21:29:59.734436] [INFO ] [sig ] Generating forecast for: MFIC [2025-11-26T21:29:59.734474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'. [2025-11-26T21:29:59.744565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIC'. [2025-11-26T21:29:59.744995] [INFO ] [FORECASTER] Starting predict_future for MFIC [2025-11-26T21:29:59.745806] [DEBUG] [LOCAL ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt [2025-11-26T21:29:59.745874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:29:59.745919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:29:59.745982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:29:59.746054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:29:59.801540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:29:59.802218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:29:59.802310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:29:59.802359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:29:59.922631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:29:59.922834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:29:59.922887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:29:59.922930] [INFO ] [FORECASTER] Training complete [2025-11-26T21:29:59.926273] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=9.59%) [2025-11-26T21:29:59.926567] [INFO ] [FORECASTER] Completed predict_future for MFIC [2025-11-26T21:29:59.926732] [INFO ] [sig ] MFIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:00.076634] [INFO ] [LOCAL ] Saved forecast: MFIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFIC.txt [2025-11-26T21:30:00.076894] [INFO ] [sig ] [2034/3599] Completed MFIC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:30:00.076962] [INFO ] [sig ] [2035/3599] Forecasting MFIN... [2025-11-26T21:30:00.077008] [INFO ] [sig ] Generating forecast for: MFIN [2025-11-26T21:30:00.077050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'. [2025-11-26T21:30:00.087830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIN'. [2025-11-26T21:30:00.088227] [INFO ] [FORECASTER] Starting predict_future for MFIN [2025-11-26T21:30:00.089092] [DEBUG] [LOCAL ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt [2025-11-26T21:30:00.089166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:00.089214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:00.089256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:00.089327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:00.145390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:00.146044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:00.146138] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:00.146184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:00.269419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:00.269558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:00.269605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:00.269665] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:00.273022] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=62.77%) [2025-11-26T21:30:00.273360] [INFO ] [FORECASTER] Completed predict_future for MFIN [2025-11-26T21:30:00.274022] [INFO ] [sig ] MFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:00.415125] [INFO ] [LOCAL ] Saved forecast: MFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MFIN.txt [2025-11-26T21:30:00.415323] [INFO ] [sig ] [2035/3599] Completed MFIN in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:30:00.415424] [INFO ] [sig ] [2036/3599] Forecasting MFM... [2025-11-26T21:30:00.415492] [INFO ] [sig ] Generating forecast for: MFM [2025-11-26T21:30:00.415562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-11-26T21:30:00.425558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFM'. [2025-11-26T21:30:00.425936] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-11-26T21:30:00.426801] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-11-26T21:30:00.426879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:00.426948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:00.427014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:00.427120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:00.487256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:00.488124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:00.488226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:00.488269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:00.613444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:00.613679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:00.613740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:00.613792] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:00.617548] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-11-26T21:30:00.617926] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-11-26T21:30:00.618099] [INFO ] [sig ] MFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:00.758595] [INFO ] [LOCAL ] Saved forecast: MFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MFM.txt [2025-11-26T21:30:00.758828] [INFO ] [sig ] [2036/3599] Completed MFM in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 9.0m [2025-11-26T21:30:00.758891] [INFO ] [sig ] [2037/3599] Forecasting MG... [2025-11-26T21:30:00.758933] [INFO ] [sig ] Generating forecast for: MG [2025-11-26T21:30:00.758973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-11-26T21:30:00.769407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MG'. [2025-11-26T21:30:00.769762] [INFO ] [FORECASTER] Starting predict_future for MG [2025-11-26T21:30:00.770565] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-11-26T21:30:00.770638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:00.770704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:00.770755] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:00.770841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:00.827611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:00.828547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:00.828680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:00.828732] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:00.942677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:00.942864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:00.942916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:00.942969] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:00.946346] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-11-26T21:30:00.946664] [INFO ] [FORECASTER] Completed predict_future for MG [2025-11-26T21:30:00.946813] [INFO ] [sig ] MG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:01.087508] [INFO ] [LOCAL ] Saved forecast: MG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MG.txt [2025-11-26T21:30:01.087708] [INFO ] [sig ] [2037/3599] Completed MG in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:01.087763] [INFO ] [sig ] [2038/3599] Forecasting MGA... [2025-11-26T21:30:01.087806] [INFO ] [sig ] Generating forecast for: MGA [2025-11-26T21:30:01.087855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-11-26T21:30:01.102297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGA'. [2025-11-26T21:30:01.102849] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-11-26T21:30:01.104024] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-11-26T21:30:01.104115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:01.104190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:01.104260] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:01.104374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:01.172053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:01.173008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:01.173114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:01.173163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:01.302210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:01.302427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:01.302483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:01.302529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:01.306064] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=45.12%) [2025-11-26T21:30:01.306375] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-11-26T21:30:01.306519] [INFO ] [sig ] MGA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:01.449447] [INFO ] [LOCAL ] Saved forecast: MGA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGA.txt [2025-11-26T21:30:01.449690] [INFO ] [sig ] [2038/3599] Completed MGA in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:01.449750] [INFO ] [sig ] [2039/3599] Forecasting MGEE... [2025-11-26T21:30:01.449795] [INFO ] [sig ] Generating forecast for: MGEE [2025-11-26T21:30:01.449841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'. [2025-11-26T21:30:01.460960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGEE'. [2025-11-26T21:30:01.461319] [INFO ] [FORECASTER] Starting predict_future for MGEE [2025-11-26T21:30:01.462171] [DEBUG] [LOCAL ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt [2025-11-26T21:30:01.462243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:01.462290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:01.462329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:01.462399] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:01.523959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:01.524919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:01.525024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:01.525072] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:01.650461] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:01.650685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:01.650740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:01.650788] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:01.654505] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-11-26T21:30:01.654850] [INFO ] [FORECASTER] Completed predict_future for MGEE [2025-11-26T21:30:01.655003] [INFO ] [sig ] MGEE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:01.799829] [INFO ] [LOCAL ] Saved forecast: MGEE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGEE.txt [2025-11-26T21:30:01.800020] [INFO ] [sig ] [2039/3599] Completed MGEE in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:01.800079] [INFO ] [sig ] [2040/3599] Forecasting MGIC... [2025-11-26T21:30:01.800116] [INFO ] [sig ] Generating forecast for: MGIC [2025-11-26T21:30:01.800179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'. [2025-11-26T21:30:01.811347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGIC'. [2025-11-26T21:30:01.811765] [INFO ] [FORECASTER] Starting predict_future for MGIC [2025-11-26T21:30:01.812581] [DEBUG] [LOCAL ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt [2025-11-26T21:30:01.812671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:01.812724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:01.812763] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:01.812832] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:01.876060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:01.877088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:01.877203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:01.877264] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:02.018843] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:02.019071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:02.019135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:02.019180] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:02.023235] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-11-26T21:30:02.023597] [INFO ] [FORECASTER] Completed predict_future for MGIC [2025-11-26T21:30:02.023777] [INFO ] [sig ] MGIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:02.162569] [INFO ] [LOCAL ] Saved forecast: MGIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGIC.txt [2025-11-26T21:30:02.162781] [INFO ] [sig ] [2040/3599] Completed MGIC in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:02.162865] [INFO ] [sig ] [2041/3599] Forecasting MGM... [2025-11-26T21:30:02.162920] [INFO ] [sig ] Generating forecast for: MGM [2025-11-26T21:30:02.162969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-11-26T21:30:02.175918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGM'. [2025-11-26T21:30:02.176422] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-11-26T21:30:02.177294] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-11-26T21:30:02.177365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:02.177412] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:02.177493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:02.177570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:02.237504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:02.238550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:02.238676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:02.238728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:02.365077] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:02.365270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:02.365323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:02.365366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:02.368889] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=14.57%) [2025-11-26T21:30:02.369188] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-11-26T21:30:02.369334] [INFO ] [sig ] MGM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:02.518918] [INFO ] [LOCAL ] Saved forecast: MGM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGM.txt [2025-11-26T21:30:02.519114] [INFO ] [sig ] [2041/3599] Completed MGM in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:02.519172] [INFO ] [sig ] [2042/3599] Forecasting MGNI... [2025-11-26T21:30:02.519212] [INFO ] [sig ] Generating forecast for: MGNI [2025-11-26T21:30:02.519252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'. [2025-11-26T21:30:02.530757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNI'. [2025-11-26T21:30:02.531382] [INFO ] [FORECASTER] Starting predict_future for MGNI [2025-11-26T21:30:02.532454] [DEBUG] [LOCAL ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt [2025-11-26T21:30:02.532529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:02.532608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:02.532722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:02.532819] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:02.593615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:02.594593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:02.594718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:02.594779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:02.720510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:02.720729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:02.720784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:02.720826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:02.724242] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=85.17%) [2025-11-26T21:30:02.724540] [INFO ] [FORECASTER] Completed predict_future for MGNI [2025-11-26T21:30:02.724704] [INFO ] [sig ] MGNI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:02.869097] [INFO ] [LOCAL ] Saved forecast: MGNI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGNI.txt [2025-11-26T21:30:02.869283] [INFO ] [sig ] [2042/3599] Completed MGNI in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:02.869351] [INFO ] [sig ] [2043/3599] Forecasting MGNX... [2025-11-26T21:30:02.869420] [INFO ] [sig ] Generating forecast for: MGNX [2025-11-26T21:30:02.869466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'. [2025-11-26T21:30:02.880891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNX'. [2025-11-26T21:30:02.881400] [INFO ] [FORECASTER] Starting predict_future for MGNX [2025-11-26T21:30:02.882309] [DEBUG] [LOCAL ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt [2025-11-26T21:30:02.882383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:02.882430] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:02.882470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:02.882537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:02.939633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:02.940604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:02.940730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:02.940777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:03.059530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:03.059754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:03.059807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:03.059847] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:03.063263] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-11-26T21:30:03.063618] [INFO ] [FORECASTER] Completed predict_future for MGNX [2025-11-26T21:30:03.063803] [INFO ] [sig ] MGNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:03.207325] [INFO ] [LOCAL ] Saved forecast: MGNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGNX.txt [2025-11-26T21:30:03.207540] [INFO ] [sig ] [2043/3599] Completed MGNX in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:03.207598] [INFO ] [sig ] [2044/3599] Forecasting MGPI... [2025-11-26T21:30:03.207680] [INFO ] [sig ] Generating forecast for: MGPI [2025-11-26T21:30:03.207727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'. [2025-11-26T21:30:03.220892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGPI'. [2025-11-26T21:30:03.221302] [INFO ] [FORECASTER] Starting predict_future for MGPI [2025-11-26T21:30:03.222116] [DEBUG] [LOCAL ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt [2025-11-26T21:30:03.222186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:03.222232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:03.222272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:03.222338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:03.278287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:03.279212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:03.279312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:03.279360] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:03.396135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:03.396295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:03.396346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:03.396387] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:03.399739] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=10.17%) [2025-11-26T21:30:03.400025] [INFO ] [FORECASTER] Completed predict_future for MGPI [2025-11-26T21:30:03.400161] [INFO ] [sig ] MGPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:03.540931] [INFO ] [LOCAL ] Saved forecast: MGPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGPI.txt [2025-11-26T21:30:03.541098] [INFO ] [sig ] [2044/3599] Completed MGPI in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:03.541179] [INFO ] [sig ] [2045/3599] Forecasting MGRC... [2025-11-26T21:30:03.541228] [INFO ] [sig ] Generating forecast for: MGRC [2025-11-26T21:30:03.541270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'. [2025-11-26T21:30:03.552479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGRC'. [2025-11-26T21:30:03.552776] [INFO ] [FORECASTER] Starting predict_future for MGRC [2025-11-26T21:30:03.553537] [DEBUG] [LOCAL ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt [2025-11-26T21:30:03.553609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:03.553680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:03.553715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:03.553776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:03.612370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:03.613080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:03.613176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:03.613223] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:03.729812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:03.730030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:03.730084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:03.730126] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:03.733597] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=89.26%) [2025-11-26T21:30:03.733934] [INFO ] [FORECASTER] Completed predict_future for MGRC [2025-11-26T21:30:03.734082] [INFO ] [sig ] MGRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:03.873852] [INFO ] [LOCAL ] Saved forecast: MGRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGRC.txt [2025-11-26T21:30:03.874062] [INFO ] [sig ] [2045/3599] Completed MGRC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:03.874118] [INFO ] [sig ] [2046/3599] Forecasting MGRX... [2025-11-26T21:30:03.874157] [INFO ] [sig ] Generating forecast for: MGRX [2025-11-26T21:30:03.874199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRX' from 'https://tdm.silogroup.org/data/derivative_storage/MGRX.csv'. [2025-11-26T21:30:03.887817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGRX'. [2025-11-26T21:30:03.888427] [INFO ] [FORECASTER] Starting predict_future for MGRX [2025-11-26T21:30:03.889440] [DEBUG] [LOCAL ] No optimal features file found for MGRX: ./output/feature-sets/MGRX.txt [2025-11-26T21:30:03.889530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:03.889621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:03.889713] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:03.889813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:03.950336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:03.951316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:03.951425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:03.951476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:04.079627] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:04.079844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:04.079898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:04.079940] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:04.083388] [DEBUG] [FORECASTER] MGRX: Forecast T+1@11:T+2@11: UP (p=65.75%) [2025-11-26T21:30:04.083701] [INFO ] [FORECASTER] Completed predict_future for MGRX [2025-11-26T21:30:04.083845] [INFO ] [sig ] MGRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:04.228232] [INFO ] [LOCAL ] Saved forecast: MGRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGRX.txt [2025-11-26T21:30:04.228411] [INFO ] [sig ] [2046/3599] Completed MGRX in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:04.228466] [INFO ] [sig ] [2047/3599] Forecasting MGTX... [2025-11-26T21:30:04.228526] [INFO ] [sig ] Generating forecast for: MGTX [2025-11-26T21:30:04.228563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'. [2025-11-26T21:30:04.239107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGTX'. [2025-11-26T21:30:04.239452] [INFO ] [FORECASTER] Starting predict_future for MGTX [2025-11-26T21:30:04.240267] [DEBUG] [LOCAL ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt [2025-11-26T21:30:04.240351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:04.240398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:04.240438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:04.240506] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:04.297604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:04.298522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:04.298624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:04.298697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:04.417748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:04.417942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:04.418002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:04.418051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:04.421454] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=51.74%) [2025-11-26T21:30:04.421771] [INFO ] [FORECASTER] Completed predict_future for MGTX [2025-11-26T21:30:04.421914] [INFO ] [sig ] MGTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:04.562350] [INFO ] [LOCAL ] Saved forecast: MGTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MGTX.txt [2025-11-26T21:30:04.562538] [INFO ] [sig ] [2047/3599] Completed MGTX in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:04.562611] [INFO ] [sig ] [2048/3599] Forecasting MGX... [2025-11-26T21:30:04.562675] [INFO ] [sig ] Generating forecast for: MGX [2025-11-26T21:30:04.562739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'. [2025-11-26T21:30:04.573382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGX'. [2025-11-26T21:30:04.573773] [INFO ] [FORECASTER] Starting predict_future for MGX [2025-11-26T21:30:04.574543] [DEBUG] [LOCAL ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt [2025-11-26T21:30:04.574612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:04.574677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:04.574719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:04.574787] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:04.632475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:04.633486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:04.633610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:04.633683] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:04.755323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:04.755520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:04.755575] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:04.755617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:04.759008] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=46.75%) [2025-11-26T21:30:04.759323] [INFO ] [FORECASTER] Completed predict_future for MGX [2025-11-26T21:30:04.759473] [INFO ] [sig ] MGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:04.906527] [INFO ] [LOCAL ] Saved forecast: MGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGX.txt [2025-11-26T21:30:04.906728] [INFO ] [sig ] [2048/3599] Completed MGX in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:04.906811] [INFO ] [sig ] [2049/3599] Forecasting MGY... [2025-11-26T21:30:04.906862] [INFO ] [sig ] Generating forecast for: MGY [2025-11-26T21:30:04.906906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-11-26T21:30:04.924180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGY'. [2025-11-26T21:30:04.924803] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-11-26T21:30:04.925823] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-11-26T21:30:04.925906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:04.925960] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:04.925997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:04.926073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:05.000118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:05.001138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:05.001311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:05.001363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:05.120277] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:05.120466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:05.120521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:05.120565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:05.124124] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=10.08%) [2025-11-26T21:30:05.124424] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-11-26T21:30:05.124571] [INFO ] [sig ] MGY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:05.265195] [INFO ] [LOCAL ] Saved forecast: MGY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MGY.txt [2025-11-26T21:30:05.265350] [INFO ] [sig ] [2049/3599] Completed MGY in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:05.265404] [INFO ] [sig ] [2050/3599] Forecasting MHD... [2025-11-26T21:30:05.265472] [INFO ] [sig ] Generating forecast for: MHD [2025-11-26T21:30:05.265509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-11-26T21:30:05.279783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHD'. [2025-11-26T21:30:05.280467] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-11-26T21:30:05.281511] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-11-26T21:30:05.281586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:05.281636] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:05.281704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:05.281780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:05.342710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:05.343915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:05.344032] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:05.344084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:05.458163] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:05.458438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:05.458496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:05.458541] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:05.462342] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=78.07%) [2025-11-26T21:30:05.462690] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-11-26T21:30:05.462841] [INFO ] [sig ] MHD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:05.606731] [INFO ] [LOCAL ] Saved forecast: MHD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MHD.txt [2025-11-26T21:30:05.607013] [INFO ] [sig ] [2050/3599] Completed MHD in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:05.607092] [INFO ] [sig ] [2051/3599] Forecasting MHF... [2025-11-26T21:30:05.607142] [INFO ] [sig ] Generating forecast for: MHF [2025-11-26T21:30:05.607189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-11-26T21:30:05.621532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHF'. [2025-11-26T21:30:05.622076] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-11-26T21:30:05.623132] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-11-26T21:30:05.623208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:05.623269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:05.623321] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:05.623404] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:05.690247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:05.691600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:05.691774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:05.691833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:05.823821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:05.824095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:05.824156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:05.824203] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:05.828398] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=60.02%) [2025-11-26T21:30:05.828764] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-11-26T21:30:05.828930] [INFO ] [sig ] MHF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:05.979149] [INFO ] [LOCAL ] Saved forecast: MHF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MHF.txt [2025-11-26T21:30:05.979383] [INFO ] [sig ] [2051/3599] Completed MHF in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.9m [2025-11-26T21:30:05.979442] [INFO ] [sig ] [2052/3599] Forecasting MHK... [2025-11-26T21:30:05.979520] [INFO ] [sig ] Generating forecast for: MHK [2025-11-26T21:30:05.979570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-11-26T21:30:05.992339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHK'. [2025-11-26T21:30:05.992907] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-11-26T21:30:05.993840] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-11-26T21:30:05.993915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:05.993966] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:05.994011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:05.994086] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:06.055133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:06.056352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:06.056478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:06.056530] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:06.176494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:06.176715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:06.176771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:06.176814] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:06.180264] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=91.15%) [2025-11-26T21:30:06.180576] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-11-26T21:30:06.181398] [INFO ] [sig ] MHK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:06.328791] [INFO ] [LOCAL ] Saved forecast: MHK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MHK.txt [2025-11-26T21:30:06.329212] [INFO ] [sig ] [2052/3599] Completed MHK in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:30:06.329271] [INFO ] [sig ] [2053/3599] Forecasting MHN... [2025-11-26T21:30:06.329318] [INFO ] [sig ] Generating forecast for: MHN [2025-11-26T21:30:06.329356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-11-26T21:30:06.342688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHN'. [2025-11-26T21:30:06.343331] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-11-26T21:30:06.344376] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-11-26T21:30:06.344454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:06.344505] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:06.344552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:06.344628] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:06.412776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:06.414145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:06.414267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:06.414320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:06.529671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:06.529862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:06.529918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:06.529961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:06.533400] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=32.87%) [2025-11-26T21:30:06.533717] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-11-26T21:30:06.533861] [INFO ] [sig ] MHN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:06.673861] [INFO ] [LOCAL ] Saved forecast: MHN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MHN.txt [2025-11-26T21:30:06.674044] [INFO ] [sig ] [2053/3599] Completed MHN in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.9m [2025-11-26T21:30:06.674099] [INFO ] [sig ] [2054/3599] Forecasting MHO... [2025-11-26T21:30:06.674144] [INFO ] [sig ] Generating forecast for: MHO [2025-11-26T21:30:06.674184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-11-26T21:30:06.685456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHO'. [2025-11-26T21:30:06.685927] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-11-26T21:30:06.686872] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-11-26T21:30:06.686946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:06.686994] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:06.687044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:06.687133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:06.745507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:06.746490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:06.746597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:06.746708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:06.865264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:06.865475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:06.865548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:06.865591] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:06.869063] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=20.85%) [2025-11-26T21:30:06.869377] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-11-26T21:30:06.869530] [INFO ] [sig ] MHO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:07.010768] [INFO ] [LOCAL ] Saved forecast: MHO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MHO.txt [2025-11-26T21:30:07.010994] [INFO ] [sig ] [2054/3599] Completed MHO in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:07.011065] [INFO ] [sig ] [2055/3599] Forecasting MHUA... [2025-11-26T21:30:07.011194] [INFO ] [sig ] Generating forecast for: MHUA [2025-11-26T21:30:07.011262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'. [2025-11-26T21:30:07.022681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHUA'. [2025-11-26T21:30:07.023131] [INFO ] [FORECASTER] Starting predict_future for MHUA [2025-11-26T21:30:07.023980] [DEBUG] [LOCAL ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt [2025-11-26T21:30:07.024060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:07.024122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:07.024176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:07.024272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:07.080548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:07.081393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:07.081505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:07.081567] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:07.186487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:07.186711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:07.186782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:07.186840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:07.190246] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: DOWN (p=27.22%) [2025-11-26T21:30:07.190568] [INFO ] [FORECASTER] Completed predict_future for MHUA [2025-11-26T21:30:07.190746] [INFO ] [sig ] MHUA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:07.334401] [INFO ] [LOCAL ] Saved forecast: MHUA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MHUA.txt [2025-11-26T21:30:07.334575] [INFO ] [sig ] [2055/3599] Completed MHUA in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:07.334630] [INFO ] [sig ] [2056/3599] Forecasting MIDD... [2025-11-26T21:30:07.334692] [INFO ] [sig ] Generating forecast for: MIDD [2025-11-26T21:30:07.334735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'. [2025-11-26T21:30:07.345488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIDD'. [2025-11-26T21:30:07.345908] [INFO ] [FORECASTER] Starting predict_future for MIDD [2025-11-26T21:30:07.346760] [DEBUG] [LOCAL ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt [2025-11-26T21:30:07.346830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:07.346877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:07.346919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:07.346990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:07.412372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:07.413496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:07.413613] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:07.413692] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:07.541985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:07.542210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:07.542275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:07.542317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:07.545969] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-11-26T21:30:07.546427] [INFO ] [FORECASTER] Completed predict_future for MIDD [2025-11-26T21:30:07.546599] [INFO ] [sig ] MIDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:07.698117] [INFO ] [LOCAL ] Saved forecast: MIDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIDD.txt [2025-11-26T21:30:07.698308] [INFO ] [sig ] [2056/3599] Completed MIDD in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:07.698393] [INFO ] [sig ] [2057/3599] Forecasting MIGI... [2025-11-26T21:30:07.698439] [INFO ] [sig ] Generating forecast for: MIGI [2025-11-26T21:30:07.698484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'. [2025-11-26T21:30:07.709112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIGI'. [2025-11-26T21:30:07.709483] [INFO ] [FORECASTER] Starting predict_future for MIGI [2025-11-26T21:30:07.710293] [DEBUG] [LOCAL ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt [2025-11-26T21:30:07.710374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:07.710431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:07.710475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:07.710547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:07.767439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:07.768310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:07.768407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:07.768454] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:07.887614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:07.887832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:07.887888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:07.887930] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:07.891273] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=57.19%) [2025-11-26T21:30:07.891556] [INFO ] [FORECASTER] Completed predict_future for MIGI [2025-11-26T21:30:07.891712] [INFO ] [sig ] MIGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:08.031037] [INFO ] [LOCAL ] Saved forecast: MIGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIGI.txt [2025-11-26T21:30:08.031231] [INFO ] [sig ] [2057/3599] Completed MIGI in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:08.031290] [INFO ] [sig ] [2058/3599] Forecasting MILN... [2025-11-26T21:30:08.031357] [INFO ] [sig ] Generating forecast for: MILN [2025-11-26T21:30:08.031396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'. [2025-11-26T21:30:08.042858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MILN'. [2025-11-26T21:30:08.043296] [INFO ] [FORECASTER] Starting predict_future for MILN [2025-11-26T21:30:08.044125] [DEBUG] [LOCAL ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt [2025-11-26T21:30:08.044198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:08.044259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:08.044312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:08.044403] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:08.103008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:08.103984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:08.104098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:08.104172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:08.210339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:08.210535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:08.210588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:08.210630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:08.214190] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-11-26T21:30:08.214517] [INFO ] [FORECASTER] Completed predict_future for MILN [2025-11-26T21:30:08.214697] [INFO ] [sig ] MILN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:08.359350] [INFO ] [LOCAL ] Saved forecast: MILN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MILN.txt [2025-11-26T21:30:08.359547] [INFO ] [sig ] [2058/3599] Completed MILN in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:08.359635] [INFO ] [sig ] [2059/3599] Forecasting MIND... [2025-11-26T21:30:08.359705] [INFO ] [sig ] Generating forecast for: MIND [2025-11-26T21:30:08.359751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'. [2025-11-26T21:30:08.371339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIND'. [2025-11-26T21:30:08.371800] [INFO ] [FORECASTER] Starting predict_future for MIND [2025-11-26T21:30:08.372667] [DEBUG] [LOCAL ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt [2025-11-26T21:30:08.372741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:08.372788] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:08.372827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:08.372898] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:08.432788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:08.433727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:08.433832] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:08.433882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:08.558601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:08.558826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:08.558882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:08.558925] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:08.562578] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=89.72%) [2025-11-26T21:30:08.562947] [INFO ] [FORECASTER] Completed predict_future for MIND [2025-11-26T21:30:08.563118] [INFO ] [sig ] MIND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:08.714359] [INFO ] [LOCAL ] Saved forecast: MIND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIND.txt [2025-11-26T21:30:08.714589] [INFO ] [sig ] [2059/3599] Completed MIND in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:08.714680] [INFO ] [sig ] [2060/3599] Forecasting MIRA... [2025-11-26T21:30:08.714765] [INFO ] [sig ] Generating forecast for: MIRA [2025-11-26T21:30:08.714818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'. [2025-11-26T21:30:08.726674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRA'. [2025-11-26T21:30:08.727096] [INFO ] [FORECASTER] Starting predict_future for MIRA [2025-11-26T21:30:08.727990] [DEBUG] [LOCAL ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt [2025-11-26T21:30:08.728067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:08.728129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:08.728184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:08.728276] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:08.787773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:08.788762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:08.788868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:08.788934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:08.928591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:08.928817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:08.928893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:08.928946] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:08.933444] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=45.69%) [2025-11-26T21:30:08.933974] [INFO ] [FORECASTER] Completed predict_future for MIRA [2025-11-26T21:30:08.934181] [INFO ] [sig ] MIRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:09.075205] [INFO ] [LOCAL ] Saved forecast: MIRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MIRA.txt [2025-11-26T21:30:09.075391] [INFO ] [sig ] [2060/3599] Completed MIRA in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:09.075449] [INFO ] [sig ] [2061/3599] Forecasting MIRM... [2025-11-26T21:30:09.075491] [INFO ] [sig ] Generating forecast for: MIRM [2025-11-26T21:30:09.075570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'. [2025-11-26T21:30:09.086516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRM'. [2025-11-26T21:30:09.086920] [INFO ] [FORECASTER] Starting predict_future for MIRM [2025-11-26T21:30:09.087834] [DEBUG] [LOCAL ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt [2025-11-26T21:30:09.087907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:09.087957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:09.088000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:09.088071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:09.145762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:09.146686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:09.146790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:09.146839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:09.264742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:09.264929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:09.264988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:09.265031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:09.268367] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=67.87%) [2025-11-26T21:30:09.268693] [INFO ] [FORECASTER] Completed predict_future for MIRM [2025-11-26T21:30:09.268839] [INFO ] [sig ] MIRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:09.411523] [INFO ] [LOCAL ] Saved forecast: MIRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIRM.txt [2025-11-26T21:30:09.411719] [INFO ] [sig ] [2061/3599] Completed MIRM in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:09.411778] [INFO ] [sig ] [2062/3599] Forecasting MITK... [2025-11-26T21:30:09.411831] [INFO ] [sig ] Generating forecast for: MITK [2025-11-26T21:30:09.411900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'. [2025-11-26T21:30:09.422729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MITK'. [2025-11-26T21:30:09.423033] [INFO ] [FORECASTER] Starting predict_future for MITK [2025-11-26T21:30:09.423842] [DEBUG] [LOCAL ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt [2025-11-26T21:30:09.423913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:09.423971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:09.424025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:09.424116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:09.481442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:09.482157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:09.482276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:09.482329] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:09.604086] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:09.604273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:09.604327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:09.604371] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:09.607922] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=47.69%) [2025-11-26T21:30:09.608237] [INFO ] [FORECASTER] Completed predict_future for MITK [2025-11-26T21:30:09.608393] [INFO ] [sig ] MITK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:09.747173] [INFO ] [LOCAL ] Saved forecast: MITK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MITK.txt [2025-11-26T21:30:09.747338] [INFO ] [sig ] [2062/3599] Completed MITK in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:09.747399] [INFO ] [sig ] [2063/3599] Forecasting MIY... [2025-11-26T21:30:09.747484] [INFO ] [sig ] Generating forecast for: MIY [2025-11-26T21:30:09.747558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-11-26T21:30:09.758983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIY'. [2025-11-26T21:30:09.759370] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-11-26T21:30:09.760156] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-11-26T21:30:09.760229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:09.760276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:09.760331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:09.760430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:09.817845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:09.818567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:09.818687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:09.818755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:09.938278] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:09.938461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:09.938520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:09.938563] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:09.942044] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=74.95%) [2025-11-26T21:30:09.942356] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-11-26T21:30:09.942514] [INFO ] [sig ] MIY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:10.085886] [INFO ] [LOCAL ] Saved forecast: MIY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MIY.txt [2025-11-26T21:30:10.086051] [INFO ] [sig ] [2063/3599] Completed MIY in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:10.086107] [INFO ] [sig ] [2064/3599] Forecasting MKC... [2025-11-26T21:30:10.086154] [INFO ] [sig ] Generating forecast for: MKC [2025-11-26T21:30:10.086197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-11-26T21:30:10.096914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKC'. [2025-11-26T21:30:10.097220] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-11-26T21:30:10.100121] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-11-26T21:30:10.100221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:10.100271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:10.100312] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:10.100381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:10.157607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:10.158294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:10.158396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:10.158445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:10.275808] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:10.275988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:10.276042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:10.276084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:10.279470] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=93.87%) [2025-11-26T21:30:10.279783] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-11-26T21:30:10.279923] [INFO ] [sig ] MKC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:10.420753] [INFO ] [LOCAL ] Saved forecast: MKC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MKC.txt [2025-11-26T21:30:10.420930] [INFO ] [sig ] [2064/3599] Completed MKC in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:10.420988] [INFO ] [sig ] [2065/3599] Forecasting MKL... [2025-11-26T21:30:10.421055] [INFO ] [sig ] Generating forecast for: MKL [2025-11-26T21:30:10.421109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-11-26T21:30:10.432674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKL'. [2025-11-26T21:30:10.432974] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-11-26T21:30:10.433750] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-11-26T21:30:10.433822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:10.433869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:10.433911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:10.433983] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:10.490935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:10.491633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:10.491748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:10.491795] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:10.608013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:10.608204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:10.608258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:10.608328] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:10.611735] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-11-26T21:30:10.612021] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-11-26T21:30:10.612158] [INFO ] [sig ] MKL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:10.753157] [INFO ] [LOCAL ] Saved forecast: MKL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MKL.txt [2025-11-26T21:30:10.753325] [INFO ] [sig ] [2065/3599] Completed MKL in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:10.753380] [INFO ] [sig ] [2066/3599] Forecasting MKSI... [2025-11-26T21:30:10.753424] [INFO ] [sig ] Generating forecast for: MKSI [2025-11-26T21:30:10.753497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'. [2025-11-26T21:30:10.766477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKSI'. [2025-11-26T21:30:10.767146] [INFO ] [FORECASTER] Starting predict_future for MKSI [2025-11-26T21:30:10.768152] [DEBUG] [LOCAL ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt [2025-11-26T21:30:10.768228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:10.768279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:10.768318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:10.768392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:10.827576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:10.828915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:10.829049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:10.829101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:10.954213] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:10.954498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:10.954560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:10.954607] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:10.958480] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-11-26T21:30:10.958847] [INFO ] [FORECASTER] Completed predict_future for MKSI [2025-11-26T21:30:10.959032] [INFO ] [sig ] MKSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:11.100410] [INFO ] [LOCAL ] Saved forecast: MKSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MKSI.txt [2025-11-26T21:30:11.100673] [INFO ] [sig ] [2066/3599] Completed MKSI in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:11.100734] [INFO ] [sig ] [2067/3599] Forecasting MKTX... [2025-11-26T21:30:11.100781] [INFO ] [sig ] Generating forecast for: MKTX [2025-11-26T21:30:11.100825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'. [2025-11-26T21:30:11.112742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKTX'. [2025-11-26T21:30:11.113159] [INFO ] [FORECASTER] Starting predict_future for MKTX [2025-11-26T21:30:11.114069] [DEBUG] [LOCAL ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt [2025-11-26T21:30:11.114139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:11.114183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:11.114222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:11.114290] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:11.172107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:11.173278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:11.173396] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:11.173468] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:11.292147] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:11.292405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:11.292463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:11.292506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:11.296485] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=11.59%) [2025-11-26T21:30:11.296843] [INFO ] [FORECASTER] Completed predict_future for MKTX [2025-11-26T21:30:11.297002] [INFO ] [sig ] MKTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:11.441427] [INFO ] [LOCAL ] Saved forecast: MKTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MKTX.txt [2025-11-26T21:30:11.441631] [INFO ] [sig ] [2067/3599] Completed MKTX in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:11.441733] [INFO ] [sig ] [2068/3599] Forecasting MLAB... [2025-11-26T21:30:11.441784] [INFO ] [sig ] Generating forecast for: MLAB [2025-11-26T21:30:11.441823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'. [2025-11-26T21:30:11.452816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLAB'. [2025-11-26T21:30:11.453189] [INFO ] [FORECASTER] Starting predict_future for MLAB [2025-11-26T21:30:11.454057] [DEBUG] [LOCAL ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt [2025-11-26T21:30:11.454131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:11.454178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:11.454220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:11.454295] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:11.513425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:11.514285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:11.514392] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:11.514441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:11.634776] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:11.635037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:11.635101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:11.635141] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:11.639139] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: UP (p=55.69%) [2025-11-26T21:30:11.639496] [INFO ] [FORECASTER] Completed predict_future for MLAB [2025-11-26T21:30:11.639679] [INFO ] [sig ] MLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:11.789440] [INFO ] [LOCAL ] Saved forecast: MLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MLAB.txt [2025-11-26T21:30:11.789676] [INFO ] [sig ] [2068/3599] Completed MLAB in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.8m [2025-11-26T21:30:11.789736] [INFO ] [sig ] [2069/3599] Forecasting MLCO... [2025-11-26T21:30:11.789796] [INFO ] [sig ] Generating forecast for: MLCO [2025-11-26T21:30:11.789844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'. [2025-11-26T21:30:11.801162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLCO'. [2025-11-26T21:30:11.801556] [INFO ] [FORECASTER] Starting predict_future for MLCO [2025-11-26T21:30:11.802417] [DEBUG] [LOCAL ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt [2025-11-26T21:30:11.802489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:11.802535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:11.802599] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:11.802705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:11.859852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:11.860659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:11.860760] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:11.860808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:11.982757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:11.982914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:11.982977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:11.983028] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:11.986477] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=69.33%) [2025-11-26T21:30:11.986799] [INFO ] [FORECASTER] Completed predict_future for MLCO [2025-11-26T21:30:11.986951] [INFO ] [sig ] MLCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:12.126840] [INFO ] [LOCAL ] Saved forecast: MLCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MLCO.txt [2025-11-26T21:30:12.127000] [INFO ] [sig ] [2069/3599] Completed MLCO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:30:12.127054] [INFO ] [sig ] [2070/3599] Forecasting MLGO... [2025-11-26T21:30:12.127095] [INFO ] [sig ] Generating forecast for: MLGO [2025-11-26T21:30:12.127170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'. [2025-11-26T21:30:12.138584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLGO'. [2025-11-26T21:30:12.138996] [INFO ] [FORECASTER] Starting predict_future for MLGO [2025-11-26T21:30:12.139819] [DEBUG] [LOCAL ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt [2025-11-26T21:30:12.139892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:12.139939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:12.139982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:12.140051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:12.197221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:12.197975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:12.198075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:12.198123] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:12.313533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:12.313734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:12.313791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:12.313835] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:12.317214] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-11-26T21:30:12.317530] [INFO ] [FORECASTER] Completed predict_future for MLGO [2025-11-26T21:30:12.317691] [INFO ] [sig ] MLGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:12.465687] [INFO ] [LOCAL ] Saved forecast: MLGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLGO.txt [2025-11-26T21:30:12.465859] [INFO ] [sig ] [2070/3599] Completed MLGO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:30:12.465917] [INFO ] [sig ] [2071/3599] Forecasting MLI... [2025-11-26T21:30:12.465960] [INFO ] [sig ] Generating forecast for: MLI [2025-11-26T21:30:12.466019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-11-26T21:30:12.475935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLI'. [2025-11-26T21:30:12.476233] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-11-26T21:30:12.477041] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-11-26T21:30:12.477112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:12.477156] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:12.477196] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:12.477262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:12.533873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:12.534842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:12.534951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:12.534992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:12.656572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:12.656777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:12.656830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:12.656872] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:12.660205] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-11-26T21:30:12.660497] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-11-26T21:30:12.660632] [INFO ] [sig ] MLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:12.800929] [INFO ] [LOCAL ] Saved forecast: MLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLI.txt [2025-11-26T21:30:12.801088] [INFO ] [sig ] [2071/3599] Completed MLI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.8m [2025-11-26T21:30:12.801141] [INFO ] [sig ] [2072/3599] Forecasting MLKN... [2025-11-26T21:30:12.801180] [INFO ] [sig ] Generating forecast for: MLKN [2025-11-26T21:30:12.801257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'. [2025-11-26T21:30:12.811515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLKN'. [2025-11-26T21:30:12.811880] [INFO ] [FORECASTER] Starting predict_future for MLKN [2025-11-26T21:30:12.812695] [DEBUG] [LOCAL ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt [2025-11-26T21:30:12.812761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:12.812805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:12.812894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:12.812985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:12.869166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:12.869849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:12.869943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:12.869982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:12.992411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:12.992559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:12.992611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:12.992791] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:12.996304] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=37.62%) [2025-11-26T21:30:12.996610] [INFO ] [FORECASTER] Completed predict_future for MLKN [2025-11-26T21:30:12.996774] [INFO ] [sig ] MLKN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:13.135427] [INFO ] [LOCAL ] Saved forecast: MLKN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLKN.txt [2025-11-26T21:30:13.135581] [INFO ] [sig ] [2072/3599] Completed MLKN in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:13.135634] [INFO ] [sig ] [2073/3599] Forecasting MLM... [2025-11-26T21:30:13.135695] [INFO ] [sig ] Generating forecast for: MLM [2025-11-26T21:30:13.135744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-11-26T21:30:13.145808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLM'. [2025-11-26T21:30:13.146150] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-11-26T21:30:13.146996] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-11-26T21:30:13.147076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:13.147158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:13.147242] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:13.147356] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:13.205010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:13.205888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:13.206001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:13.206100] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:13.327805] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:13.327989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:13.328056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:13.328112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:13.331588] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=37.11%) [2025-11-26T21:30:13.331923] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-11-26T21:30:13.332080] [INFO ] [sig ] MLM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:13.471393] [INFO ] [LOCAL ] Saved forecast: MLM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLM.txt [2025-11-26T21:30:13.471567] [INFO ] [sig ] [2073/3599] Completed MLM in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:13.471681] [INFO ] [sig ] [2074/3599] Forecasting MLP... [2025-11-26T21:30:13.471742] [INFO ] [sig ] Generating forecast for: MLP [2025-11-26T21:30:13.471794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-11-26T21:30:13.482598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLP'. [2025-11-26T21:30:13.482945] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-11-26T21:30:13.483823] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-11-26T21:30:13.483895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:13.483947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:13.483986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:13.484056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:13.543324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:13.544138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:13.544239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:13.544288] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:13.652924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:13.653142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:13.653218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:13.653282] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:13.656870] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=10.49%) [2025-11-26T21:30:13.657209] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-11-26T21:30:13.657373] [INFO ] [sig ] MLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:13.798854] [INFO ] [LOCAL ] Saved forecast: MLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLP.txt [2025-11-26T21:30:13.799073] [INFO ] [sig ] [2074/3599] Completed MLP in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:13.799172] [INFO ] [sig ] [2075/3599] Forecasting MLTX... [2025-11-26T21:30:13.799248] [INFO ] [sig ] Generating forecast for: MLTX [2025-11-26T21:30:13.799321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'. [2025-11-26T21:30:13.810817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLTX'. [2025-11-26T21:30:13.811262] [INFO ] [FORECASTER] Starting predict_future for MLTX [2025-11-26T21:30:13.812131] [DEBUG] [LOCAL ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt [2025-11-26T21:30:13.812212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:13.812285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:13.812349] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:13.812464] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:13.870579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:13.871478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:13.871591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:13.871684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:13.992860] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:13.993079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:13.993149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:13.993206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:13.996869] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-11-26T21:30:13.997212] [INFO ] [FORECASTER] Completed predict_future for MLTX [2025-11-26T21:30:13.997386] [INFO ] [sig ] MLTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:14.139526] [INFO ] [LOCAL ] Saved forecast: MLTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MLTX.txt [2025-11-26T21:30:14.139727] [INFO ] [sig ] [2075/3599] Completed MLTX in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:14.139791] [INFO ] [sig ] [2076/3599] Forecasting MLYS... [2025-11-26T21:30:14.139908] [INFO ] [sig ] Generating forecast for: MLYS [2025-11-26T21:30:14.139955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'. [2025-11-26T21:30:14.150381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLYS'. [2025-11-26T21:30:14.150764] [INFO ] [FORECASTER] Starting predict_future for MLYS [2025-11-26T21:30:14.151553] [DEBUG] [LOCAL ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt [2025-11-26T21:30:14.151624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:14.151691] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:14.151796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:14.151869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:14.211445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:14.212521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:14.212624] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:14.212708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:14.323239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:14.323433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:14.323485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:14.323550] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:14.326951] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=66.51%) [2025-11-26T21:30:14.327248] [INFO ] [FORECASTER] Completed predict_future for MLYS [2025-11-26T21:30:14.327394] [INFO ] [sig ] MLYS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:14.467212] [INFO ] [LOCAL ] Saved forecast: MLYS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MLYS.txt [2025-11-26T21:30:14.467376] [INFO ] [sig ] [2076/3599] Completed MLYS in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:14.467466] [INFO ] [sig ] [2077/3599] Forecasting MMC... [2025-11-26T21:30:14.467537] [INFO ] [sig ] Generating forecast for: MMC [2025-11-26T21:30:14.467629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-11-26T21:30:14.477883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMC'. [2025-11-26T21:30:14.478248] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-11-26T21:30:14.479038] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-11-26T21:30:14.479108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:14.479152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:14.479192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:14.479262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:14.534882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:14.535576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:14.535694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:14.535743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:14.655970] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:14.656155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:14.656207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:14.656248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:14.659751] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=2.17%) [2025-11-26T21:30:14.660040] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-11-26T21:30:14.660179] [INFO ] [sig ] MMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:14.800002] [INFO ] [LOCAL ] Saved forecast: MMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MMC.txt [2025-11-26T21:30:14.800160] [INFO ] [sig ] [2077/3599] Completed MMC in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:14.800211] [INFO ] [sig ] [2078/3599] Forecasting MMD... [2025-11-26T21:30:14.800262] [INFO ] [sig ] Generating forecast for: MMD [2025-11-26T21:30:14.800311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-11-26T21:30:14.811040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMD'. [2025-11-26T21:30:14.811394] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-11-26T21:30:14.812217] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-11-26T21:30:14.812287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:14.812331] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:14.812370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:14.812478] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:14.868915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:14.869683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:14.869778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:14.869867] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:14.988541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:14.988762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:14.988818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:14.988861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:14.992402] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-11-26T21:30:14.992735] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-11-26T21:30:14.992879] [INFO ] [sig ] MMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:15.145782] [INFO ] [LOCAL ] Saved forecast: MMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MMD.txt [2025-11-26T21:30:15.145979] [INFO ] [sig ] [2078/3599] Completed MMD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:15.146066] [INFO ] [sig ] [2079/3599] Forecasting MMS... [2025-11-26T21:30:15.146111] [INFO ] [sig ] Generating forecast for: MMS [2025-11-26T21:30:15.146217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-11-26T21:30:15.156736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMS'. [2025-11-26T21:30:15.157103] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-11-26T21:30:15.157974] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-11-26T21:30:15.158045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:15.158113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:15.158157] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:15.158243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:15.216469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:15.217531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:15.217677] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:15.217739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:15.343855] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:15.344060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:15.344115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:15.344178] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:15.347664] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-11-26T21:30:15.347974] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-11-26T21:30:15.348130] [INFO ] [sig ] MMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:15.492443] [INFO ] [LOCAL ] Saved forecast: MMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MMS.txt [2025-11-26T21:30:15.492630] [INFO ] [sig ] [2079/3599] Completed MMS in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:15.492720] [INFO ] [sig ] [2080/3599] Forecasting MMSI... [2025-11-26T21:30:15.492759] [INFO ] [sig ] Generating forecast for: MMSI [2025-11-26T21:30:15.492819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'. [2025-11-26T21:30:15.503418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMSI'. [2025-11-26T21:30:15.503926] [INFO ] [FORECASTER] Starting predict_future for MMSI [2025-11-26T21:30:15.504795] [DEBUG] [LOCAL ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt [2025-11-26T21:30:15.504863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:15.504920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:15.504972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:15.505058] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:15.561624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:15.562576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:15.562698] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:15.562759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:15.684364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:15.684571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:15.684624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:15.684693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:15.688156] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: DOWN (p=0.45%) [2025-11-26T21:30:15.688520] [INFO ] [FORECASTER] Completed predict_future for MMSI [2025-11-26T21:30:15.688696] [INFO ] [sig ] MMSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:15.830733] [INFO ] [LOCAL ] Saved forecast: MMSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MMSI.txt [2025-11-26T21:30:15.830943] [INFO ] [sig ] [2080/3599] Completed MMSI in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:15.831047] [INFO ] [sig ] [2081/3599] Forecasting MNDO... [2025-11-26T21:30:15.831146] [INFO ] [sig ] Generating forecast for: MNDO [2025-11-26T21:30:15.831245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'. [2025-11-26T21:30:15.842314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDO'. [2025-11-26T21:30:15.842757] [INFO ] [FORECASTER] Starting predict_future for MNDO [2025-11-26T21:30:15.843594] [DEBUG] [LOCAL ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt [2025-11-26T21:30:15.843695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:15.843775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:15.843849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:15.843967] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:15.901632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:15.902569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:15.902710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:15.902792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:16.010935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:16.011128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:16.011226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:16.011301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:16.014681] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=42.08%) [2025-11-26T21:30:16.015015] [INFO ] [FORECASTER] Completed predict_future for MNDO [2025-11-26T21:30:16.015195] [INFO ] [sig ] MNDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:16.154596] [INFO ] [LOCAL ] Saved forecast: MNDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNDO.txt [2025-11-26T21:30:16.154820] [INFO ] [sig ] [2081/3599] Completed MNDO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:16.154949] [INFO ] [sig ] [2082/3599] Forecasting MNDY... [2025-11-26T21:30:16.155024] [INFO ] [sig ] Generating forecast for: MNDY [2025-11-26T21:30:16.155103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'. [2025-11-26T21:30:16.165674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDY'. [2025-11-26T21:30:16.166052] [INFO ] [FORECASTER] Starting predict_future for MNDY [2025-11-26T21:30:16.166899] [DEBUG] [LOCAL ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt [2025-11-26T21:30:16.166993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:16.167076] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:16.167154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:16.167281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:16.224875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:16.225890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:16.226009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:16.226083] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:16.348099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:16.348275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:16.348327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:16.348374] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:16.351695] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=81.08%) [2025-11-26T21:30:16.351996] [INFO ] [FORECASTER] Completed predict_future for MNDY [2025-11-26T21:30:16.352156] [INFO ] [sig ] MNDY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:16.490231] [INFO ] [LOCAL ] Saved forecast: MNDY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MNDY.txt [2025-11-26T21:30:16.490426] [INFO ] [sig ] [2082/3599] Completed MNDY in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:16.490532] [INFO ] [sig ] [2083/3599] Forecasting MNKD... [2025-11-26T21:30:16.490603] [INFO ] [sig ] Generating forecast for: MNKD [2025-11-26T21:30:16.490665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'. [2025-11-26T21:30:16.500995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNKD'. [2025-11-26T21:30:16.501357] [INFO ] [FORECASTER] Starting predict_future for MNKD [2025-11-26T21:30:16.502189] [DEBUG] [LOCAL ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt [2025-11-26T21:30:16.502267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:16.502338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:16.502403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:16.502514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:16.558543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:16.559431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:16.559544] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:16.559618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:16.682879] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:16.683103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:16.683173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:16.683248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:16.686604] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=26.02%) [2025-11-26T21:30:16.686953] [INFO ] [FORECASTER] Completed predict_future for MNKD [2025-11-26T21:30:16.687114] [INFO ] [sig ] MNKD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:16.825890] [INFO ] [LOCAL ] Saved forecast: MNKD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNKD.txt [2025-11-26T21:30:16.826082] [INFO ] [sig ] [2083/3599] Completed MNKD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:16.826154] [INFO ] [sig ] [2084/3599] Forecasting MNMD... [2025-11-26T21:30:16.826214] [INFO ] [sig ] Generating forecast for: MNMD [2025-11-26T21:30:16.826340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'. [2025-11-26T21:30:16.836826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNMD'. [2025-11-26T21:30:16.837183] [INFO ] [FORECASTER] Starting predict_future for MNMD [2025-11-26T21:30:16.838045] [DEBUG] [LOCAL ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt [2025-11-26T21:30:16.838123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:16.838183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:16.838252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:16.838351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:16.893934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:16.894617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:16.894738] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:16.894809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:17.014830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:17.015029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:17.015082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:17.015128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:17.019086] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=24.96%) [2025-11-26T21:30:17.019524] [INFO ] [FORECASTER] Completed predict_future for MNMD [2025-11-26T21:30:17.019749] [INFO ] [sig ] MNMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:17.159986] [INFO ] [LOCAL ] Saved forecast: MNMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNMD.txt [2025-11-26T21:30:17.160168] [INFO ] [sig ] [2084/3599] Completed MNMD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:17.160248] [INFO ] [sig ] [2085/3599] Forecasting MNRO... [2025-11-26T21:30:17.160301] [INFO ] [sig ] Generating forecast for: MNRO [2025-11-26T21:30:17.160373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'. [2025-11-26T21:30:17.170852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNRO'. [2025-11-26T21:30:17.171159] [INFO ] [FORECASTER] Starting predict_future for MNRO [2025-11-26T21:30:17.171951] [DEBUG] [LOCAL ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt [2025-11-26T21:30:17.172022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:17.172067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:17.172106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:17.172173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:17.229219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:17.229899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:17.229993] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:17.230038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:17.348992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:17.349183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:17.349238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:17.349281] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:17.352719] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=40.76%) [2025-11-26T21:30:17.353010] [INFO ] [FORECASTER] Completed predict_future for MNRO [2025-11-26T21:30:17.353151] [INFO ] [sig ] MNRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:17.491810] [INFO ] [LOCAL ] Saved forecast: MNRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNRO.txt [2025-11-26T21:30:17.491955] [INFO ] [sig ] [2085/3599] Completed MNRO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:17.492018] [INFO ] [sig ] [2086/3599] Forecasting MNSO... [2025-11-26T21:30:17.492062] [INFO ] [sig ] Generating forecast for: MNSO [2025-11-26T21:30:17.492104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-11-26T21:30:17.502301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNSO'. [2025-11-26T21:30:17.502623] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-11-26T21:30:17.503464] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-11-26T21:30:17.503533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:17.503577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:17.503617] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:17.503754] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:17.560626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:17.561318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:17.561419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:17.561465] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:17.680802] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:17.681007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:17.681062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:17.681103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:17.684477] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-11-26T21:30:17.684804] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-11-26T21:30:17.684956] [INFO ] [sig ] MNSO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:17.825091] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MNSO.txt [2025-11-26T21:30:17.825274] [INFO ] [sig ] [2086/3599] Completed MNSO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.7m [2025-11-26T21:30:17.825327] [INFO ] [sig ] [2087/3599] Forecasting MNTK... [2025-11-26T21:30:17.825395] [INFO ] [sig ] Generating forecast for: MNTK [2025-11-26T21:30:17.825444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'. [2025-11-26T21:30:17.835729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNTK'. [2025-11-26T21:30:17.836156] [INFO ] [FORECASTER] Starting predict_future for MNTK [2025-11-26T21:30:17.836971] [DEBUG] [LOCAL ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt [2025-11-26T21:30:17.837041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:17.837087] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:17.837139] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:17.837267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:17.893912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:17.894844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:17.894947] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:17.895006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:18.014362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:18.014559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:18.014661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:18.014718] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:18.018268] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-11-26T21:30:18.018615] [INFO ] [FORECASTER] Completed predict_future for MNTK [2025-11-26T21:30:18.018803] [INFO ] [sig ] MNTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:18.161304] [INFO ] [LOCAL ] Saved forecast: MNTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNTK.txt [2025-11-26T21:30:18.161471] [INFO ] [sig ] [2087/3599] Completed MNTK in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:30:18.161523] [INFO ] [sig ] [2088/3599] Forecasting MNY... [2025-11-26T21:30:18.161565] [INFO ] [sig ] Generating forecast for: MNY [2025-11-26T21:30:18.161719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'. [2025-11-26T21:30:18.172791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNY'. [2025-11-26T21:30:18.173157] [INFO ] [FORECASTER] Starting predict_future for MNY [2025-11-26T21:30:18.174037] [DEBUG] [LOCAL ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt [2025-11-26T21:30:18.174123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:18.174187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:18.174237] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:18.174326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:18.232153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:18.232833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:18.232928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:18.232971] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:18.349793] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:18.349973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:18.350027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:18.350070] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:18.353448] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=15.51%) [2025-11-26T21:30:18.353776] [INFO ] [FORECASTER] Completed predict_future for MNY [2025-11-26T21:30:18.353929] [INFO ] [sig ] MNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:18.494466] [INFO ] [LOCAL ] Saved forecast: MNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MNY.txt [2025-11-26T21:30:18.494616] [INFO ] [sig ] [2088/3599] Completed MNY in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.7m [2025-11-26T21:30:18.494681] [INFO ] [sig ] [2089/3599] Forecasting MOB... [2025-11-26T21:30:18.494723] [INFO ] [sig ] Generating forecast for: MOB [2025-11-26T21:30:18.494774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'. [2025-11-26T21:30:18.505294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOB'. [2025-11-26T21:30:18.505613] [INFO ] [FORECASTER] Starting predict_future for MOB [2025-11-26T21:30:18.506433] [DEBUG] [LOCAL ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt [2025-11-26T21:30:18.506507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:18.506564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:18.506614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:18.506721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:18.564296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:18.564951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:18.565047] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:18.565090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:18.684320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:18.684497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:18.684569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:18.684614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:18.688086] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-11-26T21:30:18.688381] [INFO ] [FORECASTER] Completed predict_future for MOB [2025-11-26T21:30:18.688520] [INFO ] [sig ] MOB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:18.829665] [INFO ] [LOCAL ] Saved forecast: MOB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MOB.txt [2025-11-26T21:30:18.829834] [INFO ] [sig ] [2089/3599] Completed MOB in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:18.829917] [INFO ] [sig ] [2090/3599] Forecasting MOD... [2025-11-26T21:30:18.829968] [INFO ] [sig ] Generating forecast for: MOD [2025-11-26T21:30:18.830011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-11-26T21:30:18.840475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOD'. [2025-11-26T21:30:18.840823] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-11-26T21:30:18.841587] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-11-26T21:30:18.841682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:18.841740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:18.841791] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:18.841878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:18.898240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:18.898958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:18.899053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:18.899110] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:19.021529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:19.021725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:19.021788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:19.021840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:19.025449] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=10.66%) [2025-11-26T21:30:19.025778] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-11-26T21:30:19.025933] [INFO ] [sig ] MOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:19.167088] [INFO ] [LOCAL ] Saved forecast: MOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOD.txt [2025-11-26T21:30:19.167248] [INFO ] [sig ] [2090/3599] Completed MOD in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:19.167300] [INFO ] [sig ] [2091/3599] Forecasting MODG... [2025-11-26T21:30:19.167342] [INFO ] [sig ] Generating forecast for: MODG [2025-11-26T21:30:19.167468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-11-26T21:30:19.177706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODG'. [2025-11-26T21:30:19.178028] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-11-26T21:30:19.178837] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-11-26T21:30:19.178905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:19.178949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:19.178997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:19.179067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:19.235787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:19.236459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:19.236553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:19.236599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:19.357337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:19.357529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:19.357578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:19.357624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:19.361054] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=6.68%) [2025-11-26T21:30:19.361399] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-11-26T21:30:19.361548] [INFO ] [sig ] MODG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:19.502139] [INFO ] [LOCAL ] Saved forecast: MODG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MODG.txt [2025-11-26T21:30:19.502285] [INFO ] [sig ] [2091/3599] Completed MODG in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:19.502338] [INFO ] [sig ] [2092/3599] Forecasting MODL... [2025-11-26T21:30:19.502380] [INFO ] [sig ] Generating forecast for: MODL [2025-11-26T21:30:19.502420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'. [2025-11-26T21:30:19.513469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODL'. [2025-11-26T21:30:19.513898] [INFO ] [FORECASTER] Starting predict_future for MODL [2025-11-26T21:30:19.514725] [DEBUG] [LOCAL ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt [2025-11-26T21:30:19.514795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:19.514840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:19.514877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:19.514944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:19.572415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:19.573343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:19.573449] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:19.573499] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:19.697475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:19.697688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:19.697743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:19.697786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:19.701173] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: UP (p=67.77%) [2025-11-26T21:30:19.701471] [INFO ] [FORECASTER] Completed predict_future for MODL [2025-11-26T21:30:19.701615] [INFO ] [sig ] MODL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:19.842878] [INFO ] [LOCAL ] Saved forecast: MODL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MODL.txt [2025-11-26T21:30:19.843062] [INFO ] [sig ] [2092/3599] Completed MODL in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:19.843119] [INFO ] [sig ] [2093/3599] Forecasting MOFG... [2025-11-26T21:30:19.843179] [INFO ] [sig ] Generating forecast for: MOFG [2025-11-26T21:30:19.843215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'. [2025-11-26T21:30:19.853178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOFG'. [2025-11-26T21:30:19.853561] [INFO ] [FORECASTER] Starting predict_future for MOFG [2025-11-26T21:30:19.854350] [DEBUG] [LOCAL ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt [2025-11-26T21:30:19.854420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:19.854480] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:19.854522] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:19.854590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:19.911831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:19.912753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:19.912852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:19.912899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:20.027393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:20.027607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:20.027699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:20.027755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:20.031197] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=34.37%) [2025-11-26T21:30:20.031529] [INFO ] [FORECASTER] Completed predict_future for MOFG [2025-11-26T21:30:20.031723] [INFO ] [sig ] MOFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:20.175307] [INFO ] [LOCAL ] Saved forecast: MOFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOFG.txt [2025-11-26T21:30:20.175500] [INFO ] [sig ] [2093/3599] Completed MOFG in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:20.175613] [INFO ] [sig ] [2094/3599] Forecasting MOGO... [2025-11-26T21:30:20.175703] [INFO ] [sig ] Generating forecast for: MOGO [2025-11-26T21:30:20.175770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'. [2025-11-26T21:30:20.186311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOGO'. [2025-11-26T21:30:20.186776] [INFO ] [FORECASTER] Starting predict_future for MOGO [2025-11-26T21:30:20.187637] [DEBUG] [LOCAL ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt [2025-11-26T21:30:20.187738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:20.187786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:20.187826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:20.187895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:20.246032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:20.246986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:20.247094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:20.247140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:20.366826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:20.367026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:20.367082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:20.367134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:20.370717] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-11-26T21:30:20.371028] [INFO ] [FORECASTER] Completed predict_future for MOGO [2025-11-26T21:30:20.371177] [INFO ] [sig ] MOGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:20.518700] [INFO ] [LOCAL ] Saved forecast: MOGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOGO.txt [2025-11-26T21:30:20.518894] [INFO ] [sig ] [2094/3599] Completed MOGO in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:20.518973] [INFO ] [sig ] [2095/3599] Forecasting MOH... [2025-11-26T21:30:20.519054] [INFO ] [sig ] Generating forecast for: MOH [2025-11-26T21:30:20.519117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-11-26T21:30:20.530020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOH'. [2025-11-26T21:30:20.530438] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-11-26T21:30:20.531304] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-11-26T21:30:20.531376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:20.531423] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:20.531464] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:20.531533] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:20.589975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:20.590881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:20.590985] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:20.591033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:20.713318] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:20.713515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:20.713583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:20.713632] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:20.717773] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=96.97%) [2025-11-26T21:30:20.718196] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-11-26T21:30:20.718399] [INFO ] [sig ] MOH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:20.945261] [INFO ] [LOCAL ] Saved forecast: MOH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MOH.txt [2025-11-26T21:30:20.945549] [INFO ] [sig ] [2095/3599] Completed MOH in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:20.945664] [INFO ] [sig ] [2096/3599] Forecasting MOMO... [2025-11-26T21:30:20.945746] [INFO ] [sig ] Generating forecast for: MOMO [2025-11-26T21:30:20.945822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'. [2025-11-26T21:30:20.961096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOMO'. [2025-11-26T21:30:20.961669] [INFO ] [FORECASTER] Starting predict_future for MOMO [2025-11-26T21:30:20.962844] [DEBUG] [LOCAL ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt [2025-11-26T21:30:20.962929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:20.962985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:20.963038] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:20.963139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:21.027534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:21.028741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:21.028875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:21.028939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:21.196360] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:21.196584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:21.196668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:21.196730] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:21.204038] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=8.92%) [2025-11-26T21:30:21.204563] [INFO ] [FORECASTER] Completed predict_future for MOMO [2025-11-26T21:30:21.204774] [INFO ] [sig ] MOMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:21.409237] [INFO ] [LOCAL ] Saved forecast: MOMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOMO.txt [2025-11-26T21:30:21.409531] [INFO ] [sig ] [2096/3599] Completed MOMO in 0.5s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:21.409658] [INFO ] [sig ] [2097/3599] Forecasting MORN... [2025-11-26T21:30:21.409735] [INFO ] [sig ] Generating forecast for: MORN [2025-11-26T21:30:21.409805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'. [2025-11-26T21:30:21.425057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MORN'. [2025-11-26T21:30:21.425568] [INFO ] [FORECASTER] Starting predict_future for MORN [2025-11-26T21:30:21.426847] [DEBUG] [LOCAL ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt [2025-11-26T21:30:21.426941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:21.427026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:21.427106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:21.427244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:21.505225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:21.506352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:21.506494] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:21.506553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:21.674120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:21.674354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:21.674433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:21.674499] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:21.679734] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=71.13%) [2025-11-26T21:30:21.680226] [INFO ] [FORECASTER] Completed predict_future for MORN [2025-11-26T21:30:21.680441] [INFO ] [sig ] MORN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:21.854077] [INFO ] [LOCAL ] Saved forecast: MORN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MORN.txt [2025-11-26T21:30:21.854321] [INFO ] [sig ] [2097/3599] Completed MORN in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:21.854427] [INFO ] [sig ] [2098/3599] Forecasting MOS... [2025-11-26T21:30:21.854493] [INFO ] [sig ] Generating forecast for: MOS [2025-11-26T21:30:21.854551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-11-26T21:30:21.865111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOS'. [2025-11-26T21:30:21.865479] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-11-26T21:30:21.866376] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-11-26T21:30:21.866455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:21.866502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:21.866544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:21.866673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:21.924763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:21.925900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:21.926002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:21.926052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:22.059001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:22.059187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:22.059242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:22.059285] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:22.062736] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=27.12%) [2025-11-26T21:30:22.063061] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-11-26T21:30:22.063223] [INFO ] [sig ] MOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:22.203816] [INFO ] [LOCAL ] Saved forecast: MOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MOS.txt [2025-11-26T21:30:22.203996] [INFO ] [sig ] [2098/3599] Completed MOS in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:22.204051] [INFO ] [sig ] [2099/3599] Forecasting MP... [2025-11-26T21:30:22.204120] [INFO ] [sig ] Generating forecast for: MP [2025-11-26T21:30:22.204170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-11-26T21:30:22.217598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MP'. [2025-11-26T21:30:22.218267] [INFO ] [FORECASTER] Starting predict_future for MP [2025-11-26T21:30:22.219249] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-11-26T21:30:22.219327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:22.219377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:22.219422] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:22.219495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:22.279711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:22.280960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:22.281086] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:22.281138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:22.401989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:22.402263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:22.402322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:22.402368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:22.406738] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=99.49%) [2025-11-26T21:30:22.407267] [INFO ] [FORECASTER] Completed predict_future for MP [2025-11-26T21:30:22.407503] [INFO ] [sig ] MP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:22.562054] [INFO ] [LOCAL ] Saved forecast: MP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MP.txt [2025-11-26T21:30:22.562317] [INFO ] [sig ] [2099/3599] Completed MP in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:22.562409] [INFO ] [sig ] [2100/3599] Forecasting MPA... [2025-11-26T21:30:22.562461] [INFO ] [sig ] Generating forecast for: MPA [2025-11-26T21:30:22.562508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-11-26T21:30:22.575384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPA'. [2025-11-26T21:30:22.575909] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-11-26T21:30:22.576815] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-11-26T21:30:22.576893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:22.576940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:22.576981] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:22.577053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:22.637928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:22.639062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:22.639184] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:22.639235] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:22.749978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:22.750270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:22.750335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:22.750410] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:22.754615] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=5.23%) [2025-11-26T21:30:22.755006] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-11-26T21:30:22.755175] [INFO ] [sig ] MPA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:22.902554] [INFO ] [LOCAL ] Saved forecast: MPA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MPA.txt [2025-11-26T21:30:22.903055] [INFO ] [sig ] [2100/3599] Completed MPA in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:22.903114] [INFO ] [sig ] [2101/3599] Forecasting MPAA... [2025-11-26T21:30:22.903160] [INFO ] [sig ] Generating forecast for: MPAA [2025-11-26T21:30:22.903201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'. [2025-11-26T21:30:22.914890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPAA'. [2025-11-26T21:30:22.915328] [INFO ] [FORECASTER] Starting predict_future for MPAA [2025-11-26T21:30:22.916243] [DEBUG] [LOCAL ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt [2025-11-26T21:30:22.916327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:22.916385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:22.916439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:22.916533] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:22.977003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:22.977973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:22.978076] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:22.978124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:23.097899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:23.098088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:23.098140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:23.098180] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:23.101531] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=68.40%) [2025-11-26T21:30:23.101842] [INFO ] [FORECASTER] Completed predict_future for MPAA [2025-11-26T21:30:23.101981] [INFO ] [sig ] MPAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:23.245004] [INFO ] [LOCAL ] Saved forecast: MPAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MPAA.txt [2025-11-26T21:30:23.245181] [INFO ] [sig ] [2101/3599] Completed MPAA in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:23.245235] [INFO ] [sig ] [2102/3599] Forecasting MPB... [2025-11-26T21:30:23.245275] [INFO ] [sig ] Generating forecast for: MPB [2025-11-26T21:30:23.245316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'. [2025-11-26T21:30:23.256283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPB'. [2025-11-26T21:30:23.256683] [INFO ] [FORECASTER] Starting predict_future for MPB [2025-11-26T21:30:23.257499] [DEBUG] [LOCAL ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt [2025-11-26T21:30:23.257570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:23.257616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:23.257686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:23.257802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:23.314344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:23.315066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:23.315168] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:23.315230] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:23.433169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:23.433359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:23.433419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:23.433489] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:23.437168] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=21.29%) [2025-11-26T21:30:23.437532] [INFO ] [FORECASTER] Completed predict_future for MPB [2025-11-26T21:30:23.437739] [INFO ] [sig ] MPB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:23.585230] [INFO ] [LOCAL ] Saved forecast: MPB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MPB.txt [2025-11-26T21:30:23.585433] [INFO ] [sig ] [2102/3599] Completed MPB in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:23.585519] [INFO ] [sig ] [2103/3599] Forecasting MPC... [2025-11-26T21:30:23.585576] [INFO ] [sig ] Generating forecast for: MPC [2025-11-26T21:30:23.585624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-11-26T21:30:23.597508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPC'. [2025-11-26T21:30:23.597993] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-11-26T21:30:23.598898] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-11-26T21:30:23.598971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:23.599022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:23.599075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:23.599226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:23.662689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:23.663600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:23.663732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:23.663786] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:23.790370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:23.790587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:23.790677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:23.790748] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:23.794524] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=85.09%) [2025-11-26T21:30:23.794862] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-11-26T21:30:23.795023] [INFO ] [sig ] MPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:23.941852] [INFO ] [LOCAL ] Saved forecast: MPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MPC.txt [2025-11-26T21:30:23.942020] [INFO ] [sig ] [2103/3599] Completed MPC in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.6m [2025-11-26T21:30:23.942085] [INFO ] [sig ] [2104/3599] Forecasting MPX... [2025-11-26T21:30:23.942160] [INFO ] [sig ] Generating forecast for: MPX [2025-11-26T21:30:23.942207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-11-26T21:30:23.953221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPX'. [2025-11-26T21:30:23.953617] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-11-26T21:30:23.954489] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-11-26T21:30:23.954563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:23.954618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:23.954692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:23.954794] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:24.016143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:24.017230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:24.017342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:24.017390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:24.126624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:24.126776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:24.126826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:24.126868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:24.130205] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=75.14%) [2025-11-26T21:30:24.130500] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-11-26T21:30:24.130668] [INFO ] [sig ] MPX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:24.270588] [INFO ] [LOCAL ] Saved forecast: MPX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MPX.txt [2025-11-26T21:30:24.270741] [INFO ] [sig ] [2104/3599] Completed MPX in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:30:24.270795] [INFO ] [sig ] [2105/3599] Forecasting MQ... [2025-11-26T21:30:24.270838] [INFO ] [sig ] Generating forecast for: MQ [2025-11-26T21:30:24.270901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'. [2025-11-26T21:30:24.281076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQ'. [2025-11-26T21:30:24.281382] [INFO ] [FORECASTER] Starting predict_future for MQ [2025-11-26T21:30:24.282193] [DEBUG] [LOCAL ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt [2025-11-26T21:30:24.282262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:24.282307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:24.282341] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:24.282406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:24.338543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:24.339194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:24.339286] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:24.339332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:24.454693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:24.454843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:24.454894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:24.454930] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:24.458165] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-11-26T21:30:24.458457] [INFO ] [FORECASTER] Completed predict_future for MQ [2025-11-26T21:30:24.458625] [INFO ] [sig ] MQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:24.599752] [INFO ] [LOCAL ] Saved forecast: MQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MQ.txt [2025-11-26T21:30:24.599899] [INFO ] [sig ] [2105/3599] Completed MQ in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:30:24.599951] [INFO ] [sig ] [2106/3599] Forecasting MQY... [2025-11-26T21:30:24.599998] [INFO ] [sig ] Generating forecast for: MQY [2025-11-26T21:30:24.600054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-11-26T21:30:24.610348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQY'. [2025-11-26T21:30:24.610633] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-11-26T21:30:24.611419] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-11-26T21:30:24.611500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:24.611541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:24.611582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:24.611672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:24.668630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:24.669261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:24.669354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:24.669394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:24.788451] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:24.788628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:24.788699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:24.788738] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:24.792023] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-11-26T21:30:24.792308] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-11-26T21:30:24.792446] [INFO ] [sig ] MQY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:24.932354] [INFO ] [LOCAL ] Saved forecast: MQY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MQY.txt [2025-11-26T21:30:24.932489] [INFO ] [sig ] [2106/3599] Completed MQY in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.6m [2025-11-26T21:30:24.932542] [INFO ] [sig ] [2107/3599] Forecasting MRAM... [2025-11-26T21:30:24.932583] [INFO ] [sig ] Generating forecast for: MRAM [2025-11-26T21:30:24.932660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'. [2025-11-26T21:30:24.942462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRAM'. [2025-11-26T21:30:24.942770] [INFO ] [FORECASTER] Starting predict_future for MRAM [2025-11-26T21:30:24.943579] [DEBUG] [LOCAL ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt [2025-11-26T21:30:24.943680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:24.943727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:24.943788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:24.943873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:25.001044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:25.001773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:25.001867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:25.001916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:25.119246] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:25.119396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:25.119447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:25.119486] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:25.122846] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=8.26%) [2025-11-26T21:30:25.123150] [INFO ] [FORECASTER] Completed predict_future for MRAM [2025-11-26T21:30:25.123291] [INFO ] [sig ] MRAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:25.266327] [INFO ] [LOCAL ] Saved forecast: MRAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRAM.txt [2025-11-26T21:30:25.266470] [INFO ] [sig ] [2107/3599] Completed MRAM in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:25.266530] [INFO ] [sig ] [2108/3599] Forecasting MRBK... [2025-11-26T21:30:25.266572] [INFO ] [sig ] Generating forecast for: MRBK [2025-11-26T21:30:25.266631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'. [2025-11-26T21:30:25.276815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRBK'. [2025-11-26T21:30:25.277114] [INFO ] [FORECASTER] Starting predict_future for MRBK [2025-11-26T21:30:25.278045] [DEBUG] [LOCAL ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt [2025-11-26T21:30:25.278117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:25.278161] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:25.278239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:25.278314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:25.334676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:25.335299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:25.335393] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:25.335443] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:25.451309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:25.451473] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:30:25.451524] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:25.451565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:25.454943] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=29.41%) [2025-11-26T21:30:25.455248] [INFO ] [FORECASTER] Completed predict_future for MRBK [2025-11-26T21:30:25.455386] [INFO ] [sig ] MRBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:25.596905] [INFO ] [LOCAL ] Saved forecast: MRBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRBK.txt [2025-11-26T21:30:25.597045] [INFO ] [sig ] [2108/3599] Completed MRBK in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:25.597097] [INFO ] [sig ] [2109/3599] Forecasting MRCC... [2025-11-26T21:30:25.597138] [INFO ] [sig ] Generating forecast for: MRCC [2025-11-26T21:30:25.597178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'. [2025-11-26T21:30:25.607045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCC'. [2025-11-26T21:30:25.607339] [INFO ] [FORECASTER] Starting predict_future for MRCC [2025-11-26T21:30:25.608140] [DEBUG] [LOCAL ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt [2025-11-26T21:30:25.608208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:25.608252] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:25.608291] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:25.608357] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:25.665520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:25.666177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:25.666272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:25.666321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:25.788795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:25.788952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:25.789002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:25.789048] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:25.792303] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=24.41%) [2025-11-26T21:30:25.792615] [INFO ] [FORECASTER] Completed predict_future for MRCC [2025-11-26T21:30:25.792782] [INFO ] [sig ] MRCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:25.935901] [INFO ] [LOCAL ] Saved forecast: MRCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRCC.txt [2025-11-26T21:30:25.936048] [INFO ] [sig ] [2109/3599] Completed MRCC in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:25.936103] [INFO ] [sig ] [2110/3599] Forecasting MRCY... [2025-11-26T21:30:25.936164] [INFO ] [sig ] Generating forecast for: MRCY [2025-11-26T21:30:25.936204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'. [2025-11-26T21:30:25.946091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCY'. [2025-11-26T21:30:25.946382] [INFO ] [FORECASTER] Starting predict_future for MRCY [2025-11-26T21:30:25.947186] [DEBUG] [LOCAL ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt [2025-11-26T21:30:25.947255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:25.947294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:25.947332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:25.947455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:26.002999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:26.003747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:26.003841] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:26.003881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:26.128034] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:26.128204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:26.128260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:26.128299] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:26.131736] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-11-26T21:30:26.132027] [INFO ] [FORECASTER] Completed predict_future for MRCY [2025-11-26T21:30:26.132175] [INFO ] [sig ] MRCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:26.270743] [INFO ] [LOCAL ] Saved forecast: MRCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRCY.txt [2025-11-26T21:30:26.270898] [INFO ] [sig ] [2110/3599] Completed MRCY in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:26.270950] [INFO ] [sig ] [2111/3599] Forecasting MREO... [2025-11-26T21:30:26.270986] [INFO ] [sig ] Generating forecast for: MREO [2025-11-26T21:30:26.271028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'. [2025-11-26T21:30:26.280925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MREO'. [2025-11-26T21:30:26.281229] [INFO ] [FORECASTER] Starting predict_future for MREO [2025-11-26T21:30:26.282016] [DEBUG] [LOCAL ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt [2025-11-26T21:30:26.282084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:26.282128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:26.282167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:26.282236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:26.338779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:26.339483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:26.339594] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:26.339670] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:26.456940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:26.457099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:26.457150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:26.457191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:26.460553] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=91.80%) [2025-11-26T21:30:26.460885] [INFO ] [FORECASTER] Completed predict_future for MREO [2025-11-26T21:30:26.461030] [INFO ] [sig ] MREO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:26.604665] [INFO ] [LOCAL ] Saved forecast: MREO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MREO.txt [2025-11-26T21:30:26.604823] [INFO ] [sig ] [2111/3599] Completed MREO in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:26.604881] [INFO ] [sig ] [2112/3599] Forecasting MRK... [2025-11-26T21:30:26.604920] [INFO ] [sig ] Generating forecast for: MRK [2025-11-26T21:30:26.604967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-11-26T21:30:26.614705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRK'. [2025-11-26T21:30:26.614987] [INFO ] [FORECASTER] Starting predict_future for MRK [2025-11-26T21:30:26.615782] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-11-26T21:30:26.615849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:26.615891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:26.615930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:26.616036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:26.673239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:26.673943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:26.674037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:26.674091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:26.795605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:26.795766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:26.795827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:26.795878] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:26.799201] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=52.10%) [2025-11-26T21:30:26.799494] [INFO ] [FORECASTER] Completed predict_future for MRK [2025-11-26T21:30:26.799658] [INFO ] [sig ] MRK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:26.939295] [INFO ] [LOCAL ] Saved forecast: MRK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRK.txt [2025-11-26T21:30:26.939462] [INFO ] [sig ] [2112/3599] Completed MRK in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:26.939546] [INFO ] [sig ] [2113/3599] Forecasting MRM... [2025-11-26T21:30:26.939624] [INFO ] [sig ] Generating forecast for: MRM [2025-11-26T21:30:26.939696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'. [2025-11-26T21:30:26.950258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRM'. [2025-11-26T21:30:26.950687] [INFO ] [FORECASTER] Starting predict_future for MRM [2025-11-26T21:30:26.951477] [DEBUG] [LOCAL ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt [2025-11-26T21:30:26.951548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:26.951598] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:26.951669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:26.951758] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:27.009374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:27.010193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:27.010296] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:27.010348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:27.124097] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:27.124266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:27.124318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:27.124360] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:27.127718] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=92.22%) [2025-11-26T21:30:27.127999] [INFO ] [FORECASTER] Completed predict_future for MRM [2025-11-26T21:30:27.128136] [INFO ] [sig ] MRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:27.270010] [INFO ] [LOCAL ] Saved forecast: MRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRM.txt [2025-11-26T21:30:27.270169] [INFO ] [sig ] [2113/3599] Completed MRM in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:27.270236] [INFO ] [sig ] [2114/3599] Forecasting MRNA... [2025-11-26T21:30:27.270286] [INFO ] [sig ] Generating forecast for: MRNA [2025-11-26T21:30:27.270358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'. [2025-11-26T21:30:27.280259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRNA'. [2025-11-26T21:30:27.280570] [INFO ] [FORECASTER] Starting predict_future for MRNA [2025-11-26T21:30:27.281352] [DEBUG] [LOCAL ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt [2025-11-26T21:30:27.281422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:27.281467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:27.281507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:27.281575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:27.343054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:27.344008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:27.344116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:27.344178] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:27.461704] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:27.461910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:27.461980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:27.462037] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:27.465422] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=81.02%) [2025-11-26T21:30:27.465781] [INFO ] [FORECASTER] Completed predict_future for MRNA [2025-11-26T21:30:27.465938] [INFO ] [sig ] MRNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:27.609254] [INFO ] [LOCAL ] Saved forecast: MRNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRNA.txt [2025-11-26T21:30:27.609446] [INFO ] [sig ] [2114/3599] Completed MRNA in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:27.609560] [INFO ] [sig ] [2115/3599] Forecasting MRSN... [2025-11-26T21:30:27.609656] [INFO ] [sig ] Generating forecast for: MRSN [2025-11-26T21:30:27.609708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'. [2025-11-26T21:30:27.620602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRSN'. [2025-11-26T21:30:27.621053] [INFO ] [FORECASTER] Starting predict_future for MRSN [2025-11-26T21:30:27.621938] [DEBUG] [LOCAL ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt [2025-11-26T21:30:27.622018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:27.622087] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:27.622152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:27.622259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:27.679257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:27.680151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:27.680272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:27.680346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:27.803342] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:27.803538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:27.803601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:27.803676] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:27.807109] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=12.62%) [2025-11-26T21:30:27.807437] [INFO ] [FORECASTER] Completed predict_future for MRSN [2025-11-26T21:30:27.807586] [INFO ] [sig ] MRSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:27.947254] [INFO ] [LOCAL ] Saved forecast: MRSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRSN.txt [2025-11-26T21:30:27.947478] [INFO ] [sig ] [2115/3599] Completed MRSN in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:27.947540] [INFO ] [sig ] [2116/3599] Forecasting MRTN... [2025-11-26T21:30:27.947608] [INFO ] [sig ] Generating forecast for: MRTN [2025-11-26T21:30:27.947675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'. [2025-11-26T21:30:27.958709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRTN'. [2025-11-26T21:30:27.959129] [INFO ] [FORECASTER] Starting predict_future for MRTN [2025-11-26T21:30:27.960011] [DEBUG] [LOCAL ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt [2025-11-26T21:30:27.960082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:27.960128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:27.960178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:27.960293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:28.016796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:28.017528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:28.017625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:28.017695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:28.131128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:28.131329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:28.131412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:28.131460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:28.134957] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=94.76%) [2025-11-26T21:30:28.135276] [INFO ] [FORECASTER] Completed predict_future for MRTN [2025-11-26T21:30:28.135437] [INFO ] [sig ] MRTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:28.274220] [INFO ] [LOCAL ] Saved forecast: MRTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRTN.txt [2025-11-26T21:30:28.274377] [INFO ] [sig ] [2116/3599] Completed MRTN in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:28.274427] [INFO ] [sig ] [2117/3599] Forecasting MRUS... [2025-11-26T21:30:28.274471] [INFO ] [sig ] Generating forecast for: MRUS [2025-11-26T21:30:28.274509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'. [2025-11-26T21:30:28.285015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRUS'. [2025-11-26T21:30:28.285388] [INFO ] [FORECASTER] Starting predict_future for MRUS [2025-11-26T21:30:28.286215] [DEBUG] [LOCAL ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt [2025-11-26T21:30:28.286286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:28.286338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:28.286378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:28.286447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:28.343551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:28.344407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:28.344508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:28.344557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:28.462780] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:28.462964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:28.463018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:28.463056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:28.466485] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=93.81%) [2025-11-26T21:30:28.466795] [INFO ] [FORECASTER] Completed predict_future for MRUS [2025-11-26T21:30:28.466939] [INFO ] [sig ] MRUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:28.607298] [INFO ] [LOCAL ] Saved forecast: MRUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRUS.txt [2025-11-26T21:30:28.607538] [INFO ] [sig ] [2117/3599] Completed MRUS in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:28.607628] [INFO ] [sig ] [2118/3599] Forecasting MRVI... [2025-11-26T21:30:28.607719] [INFO ] [sig ] Generating forecast for: MRVI [2025-11-26T21:30:28.607766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'. [2025-11-26T21:30:28.618283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVI'. [2025-11-26T21:30:28.618690] [INFO ] [FORECASTER] Starting predict_future for MRVI [2025-11-26T21:30:28.619483] [DEBUG] [LOCAL ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt [2025-11-26T21:30:28.619561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:28.619616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:28.619699] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:28.619773] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:28.676399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:28.677269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:28.677374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:28.677441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:28.800020] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:28.800211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:28.800266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:28.800311] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:28.803807] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=40.72%) [2025-11-26T21:30:28.804091] [INFO ] [FORECASTER] Completed predict_future for MRVI [2025-11-26T21:30:28.804232] [INFO ] [sig ] MRVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:28.942946] [INFO ] [LOCAL ] Saved forecast: MRVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRVI.txt [2025-11-26T21:30:28.943146] [INFO ] [sig ] [2118/3599] Completed MRVI in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:28.943211] [INFO ] [sig ] [2119/3599] Forecasting MRVL... [2025-11-26T21:30:28.943253] [INFO ] [sig ] Generating forecast for: MRVL [2025-11-26T21:30:28.943319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'. [2025-11-26T21:30:28.954750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVL'. [2025-11-26T21:30:28.955247] [INFO ] [FORECASTER] Starting predict_future for MRVL [2025-11-26T21:30:28.956278] [DEBUG] [LOCAL ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt [2025-11-26T21:30:28.956351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:28.956397] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:28.956438] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:28.956507] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:29.015519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:29.016445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:29.016548] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:29.016591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:29.133283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:29.133473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:29.133526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:29.133568] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:29.136917] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=90.67%) [2025-11-26T21:30:29.137205] [INFO ] [FORECASTER] Completed predict_future for MRVL [2025-11-26T21:30:29.137344] [INFO ] [sig ] MRVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:29.277696] [INFO ] [LOCAL ] Saved forecast: MRVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MRVL.txt [2025-11-26T21:30:29.277863] [INFO ] [sig ] [2119/3599] Completed MRVL in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:29.277917] [INFO ] [sig ] [2120/3599] Forecasting MRX... [2025-11-26T21:30:29.277960] [INFO ] [sig ] Generating forecast for: MRX [2025-11-26T21:30:29.278024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'. [2025-11-26T21:30:29.288211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRX'. [2025-11-26T21:30:29.288526] [INFO ] [FORECASTER] Starting predict_future for MRX [2025-11-26T21:30:29.289333] [DEBUG] [LOCAL ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt [2025-11-26T21:30:29.289404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:29.289448] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:29.289488] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:29.289555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:29.346865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:29.347722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:29.347823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:29.347871] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:29.465596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:29.465773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:29.465827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:29.465866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:29.469295] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=31.77%) [2025-11-26T21:30:29.469597] [INFO ] [FORECASTER] Completed predict_future for MRX [2025-11-26T21:30:29.469766] [INFO ] [sig ] MRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:29.611450] [INFO ] [LOCAL ] Saved forecast: MRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MRX.txt [2025-11-26T21:30:29.611578] [INFO ] [sig ] [2120/3599] Completed MRX in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:29.611637] [INFO ] [sig ] [2121/3599] Forecasting MS... [2025-11-26T21:30:29.611700] [INFO ] [sig ] Generating forecast for: MS [2025-11-26T21:30:29.611761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-11-26T21:30:29.622693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MS'. [2025-11-26T21:30:29.622985] [INFO ] [FORECASTER] Starting predict_future for MS [2025-11-26T21:30:29.623826] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-11-26T21:30:29.623893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:29.623941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:29.623981] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:29.624047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:29.680398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:29.681084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:29.681175] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:29.681214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:29.803269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:29.803384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:29.803431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:29.803473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:29.806690] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-11-26T21:30:29.806975] [INFO ] [FORECASTER] Completed predict_future for MS [2025-11-26T21:30:29.807113] [INFO ] [sig ] MS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:29.948770] [INFO ] [LOCAL ] Saved forecast: MS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MS.txt [2025-11-26T21:30:29.948903] [INFO ] [sig ] [2121/3599] Completed MS in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.5m [2025-11-26T21:30:29.948960] [INFO ] [sig ] [2122/3599] Forecasting MSA... [2025-11-26T21:30:29.949000] [INFO ] [sig ] Generating forecast for: MSA [2025-11-26T21:30:29.949067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-11-26T21:30:29.959145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSA'. [2025-11-26T21:30:29.959433] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-11-26T21:30:29.960246] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-11-26T21:30:29.960315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:29.960359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:29.960398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:29.960464] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:30.017097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:30.017751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:30.017843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:30.017893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:30.136166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:30.136286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:30.136330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:30.136378] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:30.139730] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=50.27%) [2025-11-26T21:30:30.140015] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-11-26T21:30:30.140175] [INFO ] [sig ] MSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:30.283441] [INFO ] [LOCAL ] Saved forecast: MSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSA.txt [2025-11-26T21:30:30.283578] [INFO ] [sig ] [2122/3599] Completed MSA in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:30:30.283630] [INFO ] [sig ] [2123/3599] Forecasting MSB... [2025-11-26T21:30:30.283702] [INFO ] [sig ] Generating forecast for: MSB [2025-11-26T21:30:30.283743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-11-26T21:30:30.294152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSB'. [2025-11-26T21:30:30.294430] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-11-26T21:30:30.295216] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-11-26T21:30:30.295285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:30.295329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:30.295368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:30.295435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:30.352308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:30.353107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:30.353206] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:30.353253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:30.473056] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:30.473232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:30.473286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:30.473323] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:30.476675] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=22.45%) [2025-11-26T21:30:30.476962] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-11-26T21:30:30.477099] [INFO ] [sig ] MSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:30.615391] [INFO ] [LOCAL ] Saved forecast: MSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSB.txt [2025-11-26T21:30:30.615516] [INFO ] [sig ] [2123/3599] Completed MSB in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.5m [2025-11-26T21:30:30.615569] [INFO ] [sig ] [2124/3599] Forecasting MSBI... [2025-11-26T21:30:30.615622] [INFO ] [sig ] Generating forecast for: MSBI [2025-11-26T21:30:30.615681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'. [2025-11-26T21:30:30.626318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSBI'. [2025-11-26T21:30:30.626608] [INFO ] [FORECASTER] Starting predict_future for MSBI [2025-11-26T21:30:30.627397] [DEBUG] [LOCAL ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt [2025-11-26T21:30:30.627491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:30.627535] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:30.627574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:30.627662] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:30.684298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:30.684947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:30.685041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:30.685086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:30.805459] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:30.805601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:30.805678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:30.805745] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:30.809009] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=18.67%) [2025-11-26T21:30:30.809298] [INFO ] [FORECASTER] Completed predict_future for MSBI [2025-11-26T21:30:30.809437] [INFO ] [sig ] MSBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:30.948657] [INFO ] [LOCAL ] Saved forecast: MSBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSBI.txt [2025-11-26T21:30:30.948844] [INFO ] [sig ] [2124/3599] Completed MSBI in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:30.948900] [INFO ] [sig ] [2125/3599] Forecasting MSCI... [2025-11-26T21:30:30.948951] [INFO ] [sig ] Generating forecast for: MSCI [2025-11-26T21:30:30.948993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-11-26T21:30:30.963140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSCI'. [2025-11-26T21:30:30.964157] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-11-26T21:30:30.964991] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-11-26T21:30:30.965060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:30.965104] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:30.965144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:30.965246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:31.020592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:31.021248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:31.021354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:31.021402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:31.138283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:31.138414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:31.138465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:31.138506] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:31.141755] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=53.28%) [2025-11-26T21:30:31.142057] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-11-26T21:30:31.142197] [INFO ] [sig ] MSCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:31.282271] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSCI.txt [2025-11-26T21:30:31.282403] [INFO ] [sig ] [2125/3599] Completed MSCI in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:31.282458] [INFO ] [sig ] [2126/3599] Forecasting MSD... [2025-11-26T21:30:31.282538] [INFO ] [sig ] Generating forecast for: MSD [2025-11-26T21:30:31.282680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-11-26T21:30:31.293683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSD'. [2025-11-26T21:30:31.293974] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-11-26T21:30:31.294751] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-11-26T21:30:31.294819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:31.294863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:31.294903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:31.294971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:31.351497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:31.352127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:31.352241] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:31.352289] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:31.469256] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:31.469376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:31.469419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:31.469460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:31.472592] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=35.11%) [2025-11-26T21:30:31.472899] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-11-26T21:30:31.473037] [INFO ] [sig ] MSD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:31.613095] [INFO ] [LOCAL ] Saved forecast: MSD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSD.txt [2025-11-26T21:30:31.613225] [INFO ] [sig ] [2126/3599] Completed MSD in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:31.613283] [INFO ] [sig ] [2127/3599] Forecasting MSEX... [2025-11-26T21:30:31.613324] [INFO ] [sig ] Generating forecast for: MSEX [2025-11-26T21:30:31.613362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'. [2025-11-26T21:30:31.623554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSEX'. [2025-11-26T21:30:31.623888] [INFO ] [FORECASTER] Starting predict_future for MSEX [2025-11-26T21:30:31.624665] [DEBUG] [LOCAL ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt [2025-11-26T21:30:31.624736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:31.624779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:31.624819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:31.624891] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:31.681080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:31.681688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:31.681780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:31.681826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:31.799966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:31.800106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:31.800155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:31.800197] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:31.803584] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=78.07%) [2025-11-26T21:30:31.803913] [INFO ] [FORECASTER] Completed predict_future for MSEX [2025-11-26T21:30:31.804048] [INFO ] [sig ] MSEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:31.942966] [INFO ] [LOCAL ] Saved forecast: MSEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSEX.txt [2025-11-26T21:30:31.943129] [INFO ] [sig ] [2127/3599] Completed MSEX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:31.943187] [INFO ] [sig ] [2128/3599] Forecasting MSFD... [2025-11-26T21:30:31.943227] [INFO ] [sig ] Generating forecast for: MSFD [2025-11-26T21:30:31.943299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'. [2025-11-26T21:30:31.953971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFD'. [2025-11-26T21:30:31.954358] [INFO ] [FORECASTER] Starting predict_future for MSFD [2025-11-26T21:30:31.955187] [DEBUG] [LOCAL ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt [2025-11-26T21:30:31.955256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:31.955317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:31.955357] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:31.955424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:32.011364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:32.012268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:32.012366] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:32.012406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:32.131725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:32.131862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:32.131911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:32.131950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:32.135106] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: DOWN (p=3.86%) [2025-11-26T21:30:32.135393] [INFO ] [FORECASTER] Completed predict_future for MSFD [2025-11-26T21:30:32.135531] [INFO ] [sig ] MSFD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:32.273072] [INFO ] [LOCAL ] Saved forecast: MSFD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSFD.txt [2025-11-26T21:30:32.273196] [INFO ] [sig ] [2128/3599] Completed MSFD in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:32.273249] [INFO ] [sig ] [2129/3599] Forecasting MSFL... [2025-11-26T21:30:32.273288] [INFO ] [sig ] Generating forecast for: MSFL [2025-11-26T21:30:32.273326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'. [2025-11-26T21:30:32.283599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFL'. [2025-11-26T21:30:32.283928] [INFO ] [FORECASTER] Starting predict_future for MSFL [2025-11-26T21:30:32.284703] [DEBUG] [LOCAL ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt [2025-11-26T21:30:32.284771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:32.284816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:32.284856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:32.284925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:32.342117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:32.342737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:32.342830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:32.342874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:32.465278] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:32.465419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:32.465470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:32.465517] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:32.468787] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=90.24%) [2025-11-26T21:30:32.469076] [INFO ] [FORECASTER] Completed predict_future for MSFL [2025-11-26T21:30:32.469218] [INFO ] [sig ] MSFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:32.609463] [INFO ] [LOCAL ] Saved forecast: MSFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSFL.txt [2025-11-26T21:30:32.609599] [INFO ] [sig ] [2129/3599] Completed MSFL in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:32.609669] [INFO ] [sig ] [2130/3599] Forecasting MSGE... [2025-11-26T21:30:32.609712] [INFO ] [sig ] Generating forecast for: MSGE [2025-11-26T21:30:32.609754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-11-26T21:30:32.619596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGE'. [2025-11-26T21:30:32.619953] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-11-26T21:30:32.620734] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-11-26T21:30:32.620802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:32.620846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:32.620885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:32.620954] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:32.678236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:32.678906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:32.678999] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:32.679045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:32.800697] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:32.800858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:32.800909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:32.800950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:32.804251] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-11-26T21:30:32.804536] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-11-26T21:30:32.804695] [INFO ] [sig ] MSGE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:32.942563] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSGE.txt [2025-11-26T21:30:32.942712] [INFO ] [sig ] [2130/3599] Completed MSGE in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:32.942766] [INFO ] [sig ] [2131/3599] Forecasting MSGM... [2025-11-26T21:30:32.942817] [INFO ] [sig ] Generating forecast for: MSGM [2025-11-26T21:30:32.942858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'. [2025-11-26T21:30:32.953073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGM'. [2025-11-26T21:30:32.953364] [INFO ] [FORECASTER] Starting predict_future for MSGM [2025-11-26T21:30:32.954163] [DEBUG] [LOCAL ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt [2025-11-26T21:30:32.954231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:32.954277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:32.954317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:32.954385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:33.010848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:33.011762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:33.011862] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:33.011913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:33.126792] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:33.126911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:33.126958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:33.127002] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:33.130287] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=71.84%) [2025-11-26T21:30:33.130576] [INFO ] [FORECASTER] Completed predict_future for MSGM [2025-11-26T21:30:33.130733] [INFO ] [sig ] MSGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:33.272356] [INFO ] [LOCAL ] Saved forecast: MSGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSGM.txt [2025-11-26T21:30:33.272485] [INFO ] [sig ] [2131/3599] Completed MSGM in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:33.272536] [INFO ] [sig ] [2132/3599] Forecasting MSGS... [2025-11-26T21:30:33.272590] [INFO ] [sig ] Generating forecast for: MSGS [2025-11-26T21:30:33.272637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-11-26T21:30:33.283270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGS'. [2025-11-26T21:30:33.283564] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-11-26T21:30:33.284345] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-11-26T21:30:33.284413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:33.284457] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:33.284497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:33.284563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:33.340769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:33.341403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:33.341495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:33.341538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:33.458136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:33.458271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:33.458321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:33.458360] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:33.461579] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-11-26T21:30:33.461875] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-11-26T21:30:33.462026] [INFO ] [sig ] MSGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:33.601867] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MSGS.txt [2025-11-26T21:30:33.601994] [INFO ] [sig ] [2132/3599] Completed MSGS in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:33.602041] [INFO ] [sig ] [2133/3599] Forecasting MSI... [2025-11-26T21:30:33.602086] [INFO ] [sig ] Generating forecast for: MSI [2025-11-26T21:30:33.602132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-11-26T21:30:33.612571] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSI'. [2025-11-26T21:30:33.612885] [INFO ] [FORECASTER] Starting predict_future for MSI [2025-11-26T21:30:33.613673] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-11-26T21:30:33.613745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:33.613789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:33.613827] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:33.613894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:33.670525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:33.671157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:33.671250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:33.671295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:33.788962] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:33.789096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:33.789147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:33.789188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:33.792357] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=16.57%) [2025-11-26T21:30:33.792637] [INFO ] [FORECASTER] Completed predict_future for MSI [2025-11-26T21:30:33.792937] [INFO ] [sig ] MSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:33.935069] [INFO ] [LOCAL ] Saved forecast: MSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSI.txt [2025-11-26T21:30:33.935206] [INFO ] [sig ] [2133/3599] Completed MSI in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:33.935258] [INFO ] [sig ] [2134/3599] Forecasting MSM... [2025-11-26T21:30:33.935299] [INFO ] [sig ] Generating forecast for: MSM [2025-11-26T21:30:33.935340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-11-26T21:30:33.945321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSM'. [2025-11-26T21:30:33.945598] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-11-26T21:30:33.946431] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-11-26T21:30:33.946499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:33.946544] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:33.946583] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:33.946721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:34.003046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:34.003682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:34.003773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:34.003822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:34.122575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:34.122780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:34.122833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:34.122867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:34.126231] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=15.69%) [2025-11-26T21:30:34.126532] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-11-26T21:30:34.126696] [INFO ] [sig ] MSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:34.267115] [INFO ] [LOCAL ] Saved forecast: MSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSM.txt [2025-11-26T21:30:34.267254] [INFO ] [sig ] [2134/3599] Completed MSM in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:34.267316] [INFO ] [sig ] [2135/3599] Forecasting MSTX... [2025-11-26T21:30:34.267363] [INFO ] [sig ] Generating forecast for: MSTX [2025-11-26T21:30:34.267410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'. [2025-11-26T21:30:34.277565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSTX'. [2025-11-26T21:30:34.277877] [INFO ] [FORECASTER] Starting predict_future for MSTX [2025-11-26T21:30:34.278673] [DEBUG] [LOCAL ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt [2025-11-26T21:30:34.278737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:34.278800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:34.278856] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:34.278953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:34.336474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:34.337113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:34.337214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:34.337262] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:34.459876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:34.460021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:34.460071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:34.460127] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:34.463398] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=35.21%) [2025-11-26T21:30:34.463725] [INFO ] [FORECASTER] Completed predict_future for MSTX [2025-11-26T21:30:34.463866] [INFO ] [sig ] MSTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:34.603615] [INFO ] [LOCAL ] Saved forecast: MSTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MSTX.txt [2025-11-26T21:30:34.603784] [INFO ] [sig ] [2135/3599] Completed MSTX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:34.603847] [INFO ] [sig ] [2136/3599] Forecasting MTB... [2025-11-26T21:30:34.603892] [INFO ] [sig ] Generating forecast for: MTB [2025-11-26T21:30:34.603935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-11-26T21:30:34.614454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTB'. [2025-11-26T21:30:34.614778] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-11-26T21:30:34.615546] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-11-26T21:30:34.615616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:34.615704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:34.615756] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:34.615856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:34.675947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:34.676713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:34.676810] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:34.676856] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:34.800380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:34.800510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:34.800553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:34.800594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:34.803800] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-11-26T21:30:34.804100] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-11-26T21:30:34.804243] [INFO ] [sig ] MTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:34.943849] [INFO ] [LOCAL ] Saved forecast: MTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTB.txt [2025-11-26T21:30:34.943993] [INFO ] [sig ] [2136/3599] Completed MTB in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:34.944045] [INFO ] [sig ] [2137/3599] Forecasting MTCH... [2025-11-26T21:30:34.944090] [INFO ] [sig ] Generating forecast for: MTCH [2025-11-26T21:30:34.944130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'. [2025-11-26T21:30:34.954157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTCH'. [2025-11-26T21:30:34.954451] [INFO ] [FORECASTER] Starting predict_future for MTCH [2025-11-26T21:30:34.955240] [DEBUG] [LOCAL ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt [2025-11-26T21:30:34.955308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:34.955360] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:34.955409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:34.955490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:35.012777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:35.013398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:35.013491] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:35.013552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:35.134492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:35.134708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:35.134763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:35.134804] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:35.138339] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=31.80%) [2025-11-26T21:30:35.138750] [INFO ] [FORECASTER] Completed predict_future for MTCH [2025-11-26T21:30:35.138936] [INFO ] [sig ] MTCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:35.280156] [INFO ] [LOCAL ] Saved forecast: MTCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTCH.txt [2025-11-26T21:30:35.280304] [INFO ] [sig ] [2137/3599] Completed MTCH in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:35.280367] [INFO ] [sig ] [2138/3599] Forecasting MTD... [2025-11-26T21:30:35.280416] [INFO ] [sig ] Generating forecast for: MTD [2025-11-26T21:30:35.280484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-11-26T21:30:35.290375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTD'. [2025-11-26T21:30:35.290684] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-11-26T21:30:35.291442] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-11-26T21:30:35.291512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:35.291564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:35.291611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:35.291712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:35.351483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:35.352208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:35.352312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:35.352362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:35.474354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:35.474497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:35.474547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:35.474587] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:35.477910] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=22.64%) [2025-11-26T21:30:35.478213] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-11-26T21:30:35.478352] [INFO ] [sig ] MTD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:35.619104] [INFO ] [LOCAL ] Saved forecast: MTD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTD.txt [2025-11-26T21:30:35.619239] [INFO ] [sig ] [2138/3599] Completed MTD in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:35.619302] [INFO ] [sig ] [2139/3599] Forecasting MTEN... [2025-11-26T21:30:35.619372] [INFO ] [sig ] Generating forecast for: MTEN [2025-11-26T21:30:35.619423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'. [2025-11-26T21:30:35.629557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTEN'. [2025-11-26T21:30:35.629918] [INFO ] [FORECASTER] Starting predict_future for MTEN [2025-11-26T21:30:35.630720] [DEBUG] [LOCAL ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt [2025-11-26T21:30:35.630790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:35.630835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:35.630885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:35.631002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:35.687894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:35.688513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:35.688607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:35.688671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:35.809936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:35.810079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:35.810122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:35.810163] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:35.813415] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-11-26T21:30:35.813744] [INFO ] [FORECASTER] Completed predict_future for MTEN [2025-11-26T21:30:35.813887] [INFO ] [sig ] MTEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:35.954803] [INFO ] [LOCAL ] Saved forecast: MTEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTEN.txt [2025-11-26T21:30:35.954957] [INFO ] [sig ] [2139/3599] Completed MTEN in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.4m [2025-11-26T21:30:35.955019] [INFO ] [sig ] [2140/3599] Forecasting MTG... [2025-11-26T21:30:35.955060] [INFO ] [sig ] Generating forecast for: MTG [2025-11-26T21:30:35.955100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-11-26T21:30:35.965109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTG'. [2025-11-26T21:30:35.965409] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-11-26T21:30:35.966191] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-11-26T21:30:35.966258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:35.966311] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:35.966360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:35.966441] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:36.023140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:36.023821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:36.023924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:36.023996] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:36.144938] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:36.145126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:36.145206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:36.145262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:36.148820] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=15.45%) [2025-11-26T21:30:36.149159] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-11-26T21:30:36.149312] [INFO ] [sig ] MTG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:36.287205] [INFO ] [LOCAL ] Saved forecast: MTG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTG.txt [2025-11-26T21:30:36.287348] [INFO ] [sig ] [2140/3599] Completed MTG in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.4m [2025-11-26T21:30:36.287399] [INFO ] [sig ] [2141/3599] Forecasting MTH... [2025-11-26T21:30:36.287541] [INFO ] [sig ] Generating forecast for: MTH [2025-11-26T21:30:36.287588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-11-26T21:30:36.297663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTH'. [2025-11-26T21:30:36.297988] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-11-26T21:30:36.298757] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-11-26T21:30:36.298840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:36.298885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:36.298924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:36.298991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:36.355626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:36.356267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:36.356362] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:36.356408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:36.472942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:36.473115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:36.473168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:36.473208] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:36.476447] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=2.21%) [2025-11-26T21:30:36.476756] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-11-26T21:30:36.476895] [INFO ] [sig ] MTH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:36.615985] [INFO ] [LOCAL ] Saved forecast: MTH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTH.txt [2025-11-26T21:30:36.616127] [INFO ] [sig ] [2141/3599] Completed MTH in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:36.616180] [INFO ] [sig ] [2142/3599] Forecasting MTLS... [2025-11-26T21:30:36.616220] [INFO ] [sig ] Generating forecast for: MTLS [2025-11-26T21:30:36.616262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'. [2025-11-26T21:30:36.627272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTLS'. [2025-11-26T21:30:36.627635] [INFO ] [FORECASTER] Starting predict_future for MTLS [2025-11-26T21:30:36.628450] [DEBUG] [LOCAL ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt [2025-11-26T21:30:36.628529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:36.628589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:36.628665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:36.628765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:36.685028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:36.685687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:36.685791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:36.685853] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:36.799082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:36.799232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:36.799312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:36.799369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:36.802779] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=18.88%) [2025-11-26T21:30:36.803101] [INFO ] [FORECASTER] Completed predict_future for MTLS [2025-11-26T21:30:36.803260] [INFO ] [sig ] MTLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:36.941914] [INFO ] [LOCAL ] Saved forecast: MTLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTLS.txt [2025-11-26T21:30:36.942059] [INFO ] [sig ] [2142/3599] Completed MTLS in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:36.942111] [INFO ] [sig ] [2143/3599] Forecasting MTN... [2025-11-26T21:30:36.942159] [INFO ] [sig ] Generating forecast for: MTN [2025-11-26T21:30:36.942200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-11-26T21:30:36.952492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTN'. [2025-11-26T21:30:36.952820] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-11-26T21:30:36.953588] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-11-26T21:30:36.953678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:36.953725] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:36.953765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:36.953831] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:37.009153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:37.009989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:37.010087] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:37.010133] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:37.129314] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:37.129455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:37.129505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:37.129545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:37.132890] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=20.69%) [2025-11-26T21:30:37.133175] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-11-26T21:30:37.133311] [INFO ] [sig ] MTN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:37.292881] [INFO ] [LOCAL ] Saved forecast: MTN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTN.txt [2025-11-26T21:30:37.293074] [INFO ] [sig ] [2143/3599] Completed MTN in 0.4s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:37.293130] [INFO ] [sig ] [2144/3599] Forecasting MTRN... [2025-11-26T21:30:37.293172] [INFO ] [sig ] Generating forecast for: MTRN [2025-11-26T21:30:37.293211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-11-26T21:30:37.303317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRN'. [2025-11-26T21:30:37.303603] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-11-26T21:30:37.304380] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-11-26T21:30:37.304450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:37.304494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:37.304537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:37.304603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:37.361446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:37.362184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:37.362278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:37.362324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:37.482605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:37.482760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:37.482810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:37.482850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:37.486156] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-11-26T21:30:37.486472] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-11-26T21:30:37.486616] [INFO ] [sig ] MTRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:37.625590] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MTRN.txt [2025-11-26T21:30:37.625776] [INFO ] [sig ] [2144/3599] Completed MTRN in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:37.625830] [INFO ] [sig ] [2145/3599] Forecasting MTRX... [2025-11-26T21:30:37.625872] [INFO ] [sig ] Generating forecast for: MTRX [2025-11-26T21:30:37.625933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'. [2025-11-26T21:30:37.636099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRX'. [2025-11-26T21:30:37.636459] [INFO ] [FORECASTER] Starting predict_future for MTRX [2025-11-26T21:30:37.637239] [DEBUG] [LOCAL ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt [2025-11-26T21:30:37.637308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:37.637355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:37.637396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:37.637485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:37.693376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:37.694241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:37.694338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:37.694384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:37.812008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:37.812149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:37.812194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:37.812236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:37.815511] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=11.74%) [2025-11-26T21:30:37.815816] [INFO ] [FORECASTER] Completed predict_future for MTRX [2025-11-26T21:30:37.815957] [INFO ] [sig ] MTRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:37.957628] [INFO ] [LOCAL ] Saved forecast: MTRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTRX.txt [2025-11-26T21:30:37.957787] [INFO ] [sig ] [2145/3599] Completed MTRX in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:37.957844] [INFO ] [sig ] [2146/3599] Forecasting MTSI... [2025-11-26T21:30:37.957885] [INFO ] [sig ] Generating forecast for: MTSI [2025-11-26T21:30:37.957928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'. [2025-11-26T21:30:37.969410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTSI'. [2025-11-26T21:30:37.969811] [INFO ] [FORECASTER] Starting predict_future for MTSI [2025-11-26T21:30:37.970633] [DEBUG] [LOCAL ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt [2025-11-26T21:30:37.970726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:37.970763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:37.970801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:37.970886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:38.026959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:38.027781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:38.027881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:38.027926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:38.147575] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:38.147782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:38.147846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:38.147896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:38.151323] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T21:30:38.151680] [INFO ] [FORECASTER] Completed predict_future for MTSI [2025-11-26T21:30:38.151839] [INFO ] [sig ] MTSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:38.292530] [INFO ] [LOCAL ] Saved forecast: MTSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTSI.txt [2025-11-26T21:30:38.292703] [INFO ] [sig ] [2146/3599] Completed MTSI in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:38.292783] [INFO ] [sig ] [2147/3599] Forecasting MTX... [2025-11-26T21:30:38.292841] [INFO ] [sig ] Generating forecast for: MTX [2025-11-26T21:30:38.292887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-11-26T21:30:38.303038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTX'. [2025-11-26T21:30:38.303361] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-11-26T21:30:38.304145] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-11-26T21:30:38.304213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:38.304257] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:38.304296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:38.304363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:38.361369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:38.362159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:38.362260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:38.362309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:38.476226] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:38.476410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:38.476463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:38.476508] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:38.479825] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=9.67%) [2025-11-26T21:30:38.480116] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-11-26T21:30:38.480254] [INFO ] [sig ] MTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:38.618983] [INFO ] [LOCAL ] Saved forecast: MTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTX.txt [2025-11-26T21:30:38.619153] [INFO ] [sig ] [2147/3599] Completed MTX in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:38.619206] [INFO ] [sig ] [2148/3599] Forecasting MTZ... [2025-11-26T21:30:38.619248] [INFO ] [sig ] Generating forecast for: MTZ [2025-11-26T21:30:38.619312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-11-26T21:30:38.630016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTZ'. [2025-11-26T21:30:38.630345] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-11-26T21:30:38.631165] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-11-26T21:30:38.631236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:38.631282] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:38.631323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:38.631392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:38.689498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:38.690420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:38.690523] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:38.690571] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:38.814118] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:38.814336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:38.814389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:38.814430] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:38.817767] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=26.53%) [2025-11-26T21:30:38.818056] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-11-26T21:30:38.818195] [INFO ] [sig ] MTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:38.960340] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MTZ.txt [2025-11-26T21:30:38.960598] [INFO ] [sig ] [2148/3599] Completed MTZ in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:38.960667] [INFO ] [sig ] [2149/3599] Forecasting MUA... [2025-11-26T21:30:38.960710] [INFO ] [sig ] Generating forecast for: MUA [2025-11-26T21:30:38.960754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-11-26T21:30:38.971499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUA'. [2025-11-26T21:30:38.971879] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-11-26T21:30:38.972685] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-11-26T21:30:38.972751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:38.972796] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:38.972834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:38.972900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:39.029710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:39.030566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:39.030697] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:39.030750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:39.149841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:39.150042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:39.150279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:39.150314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:39.153782] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=95.10%) [2025-11-26T21:30:39.154282] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-11-26T21:30:39.154440] [INFO ] [sig ] MUA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:39.296069] [INFO ] [LOCAL ] Saved forecast: MUA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MUA.txt [2025-11-26T21:30:39.296263] [INFO ] [sig ] [2149/3599] Completed MUA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:39.296321] [INFO ] [sig ] [2150/3599] Forecasting MUC... [2025-11-26T21:30:39.296384] [INFO ] [sig ] Generating forecast for: MUC [2025-11-26T21:30:39.296434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-11-26T21:30:39.306720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUC'. [2025-11-26T21:30:39.307113] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-11-26T21:30:39.307948] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-11-26T21:30:39.308018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:39.308065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:39.308106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:39.308174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:39.367871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:39.368766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:39.368868] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:39.368913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:39.487866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:39.488050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:39.488105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:39.488148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:39.491578] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=17.14%) [2025-11-26T21:30:39.491897] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-11-26T21:30:39.492041] [INFO ] [sig ] MUC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:39.630727] [INFO ] [LOCAL ] Saved forecast: MUC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUC.txt [2025-11-26T21:30:39.630925] [INFO ] [sig ] [2150/3599] Completed MUC in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:39.631018] [INFO ] [sig ] [2151/3599] Forecasting MUE... [2025-11-26T21:30:39.631071] [INFO ] [sig ] Generating forecast for: MUE [2025-11-26T21:30:39.631134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-11-26T21:30:39.642138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUE'. [2025-11-26T21:30:39.642501] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-11-26T21:30:39.643301] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-11-26T21:30:39.643372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:39.643418] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:39.643459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:39.643527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:39.703466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:39.704404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:39.704500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:39.704545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:39.818973] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:39.819172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:39.819225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:39.819268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:39.822726] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-11-26T21:30:39.823034] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-11-26T21:30:39.823180] [INFO ] [sig ] MUE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:39.964783] [INFO ] [LOCAL ] Saved forecast: MUE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MUE.txt [2025-11-26T21:30:39.964983] [INFO ] [sig ] [2151/3599] Completed MUE in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:39.965043] [INFO ] [sig ] [2152/3599] Forecasting MUFG... [2025-11-26T21:30:39.965080] [INFO ] [sig ] Generating forecast for: MUFG [2025-11-26T21:30:39.965146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-11-26T21:30:39.976468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUFG'. [2025-11-26T21:30:39.976882] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-11-26T21:30:39.977701] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-11-26T21:30:39.977769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:39.977840] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:39.977896] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:39.977974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:40.036396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:40.037182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:40.037280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:40.037328] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:40.161910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:40.162098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:40.162154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:40.162196] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:40.165564] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-11-26T21:30:40.165875] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-11-26T21:30:40.166016] [INFO ] [sig ] MUFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:40.306752] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUFG.txt [2025-11-26T21:30:40.306904] [INFO ] [sig ] [2152/3599] Completed MUFG in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:40.306981] [INFO ] [sig ] [2153/3599] Forecasting MUJ... [2025-11-26T21:30:40.307031] [INFO ] [sig ] Generating forecast for: MUJ [2025-11-26T21:30:40.307069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-11-26T21:30:40.317553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUJ'. [2025-11-26T21:30:40.317898] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-11-26T21:30:40.318714] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-11-26T21:30:40.318786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:40.318843] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:40.318893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:40.318977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:40.377514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:40.378368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:40.378469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:40.378516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:40.499072] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:40.499271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:40.499332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:40.499374] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:40.502933] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=27.43%) [2025-11-26T21:30:40.503240] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-11-26T21:30:40.503383] [INFO ] [sig ] MUJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:40.645380] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUJ.txt [2025-11-26T21:30:40.645584] [INFO ] [sig ] [2153/3599] Completed MUJ in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:40.645705] [INFO ] [sig ] [2154/3599] Forecasting MURA... [2025-11-26T21:30:40.645768] [INFO ] [sig ] Generating forecast for: MURA [2025-11-26T21:30:40.645814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'. [2025-11-26T21:30:40.655955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MURA'. [2025-11-26T21:30:40.656270] [INFO ] [FORECASTER] Starting predict_future for MURA [2025-11-26T21:30:40.657062] [DEBUG] [LOCAL ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt [2025-11-26T21:30:40.657131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:40.657175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:40.657214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:40.657288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:40.715594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:40.716294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:40.716388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:40.716440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:40.838311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:40.838490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:40.838547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:40.838591] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:40.842000] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: DOWN (p=11.97%) [2025-11-26T21:30:40.842295] [INFO ] [FORECASTER] Completed predict_future for MURA [2025-11-26T21:30:40.842438] [INFO ] [sig ] MURA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:40.984199] [INFO ] [LOCAL ] Saved forecast: MURA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MURA.txt [2025-11-26T21:30:40.984347] [INFO ] [sig ] [2154/3599] Completed MURA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:40.984399] [INFO ] [sig ] [2155/3599] Forecasting MUSA... [2025-11-26T21:30:40.984468] [INFO ] [sig ] Generating forecast for: MUSA [2025-11-26T21:30:40.984512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-11-26T21:30:40.995361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUSA'. [2025-11-26T21:30:40.995733] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-11-26T21:30:40.996500] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-11-26T21:30:40.996569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:40.996614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:40.996672] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:40.996742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:41.052688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:41.053370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:41.053465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:41.053511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:41.171237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:41.171440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:41.171492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:41.171533] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:41.174889] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=41.49%) [2025-11-26T21:30:41.175179] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-11-26T21:30:41.175320] [INFO ] [sig ] MUSA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:41.315560] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUSA.txt [2025-11-26T21:30:41.315798] [INFO ] [sig ] [2155/3599] Completed MUSA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:41.315863] [INFO ] [sig ] [2156/3599] Forecasting MUX... [2025-11-26T21:30:41.315925] [INFO ] [sig ] Generating forecast for: MUX [2025-11-26T21:30:41.315967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-11-26T21:30:41.326302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUX'. [2025-11-26T21:30:41.326741] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-11-26T21:30:41.327546] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-11-26T21:30:41.327615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:41.327678] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:41.327719] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:41.327786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:41.384967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:41.385903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:41.386025] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:41.386088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:41.541237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:41.541452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:41.541510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:41.541556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:41.545043] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=12.99%) [2025-11-26T21:30:41.545351] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-11-26T21:30:41.545499] [INFO ] [sig ] MUX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:41.689660] [INFO ] [LOCAL ] Saved forecast: MUX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MUX.txt [2025-11-26T21:30:41.689828] [INFO ] [sig ] [2156/3599] Completed MUX in 0.4s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:41.689889] [INFO ] [sig ] [2157/3599] Forecasting MVBF... [2025-11-26T21:30:41.689955] [INFO ] [sig ] Generating forecast for: MVBF [2025-11-26T21:30:41.689995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'. [2025-11-26T21:30:41.700740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVBF'. [2025-11-26T21:30:41.701089] [INFO ] [FORECASTER] Starting predict_future for MVBF [2025-11-26T21:30:41.701879] [DEBUG] [LOCAL ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt [2025-11-26T21:30:41.701949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:41.701996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:41.702037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:41.702102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:41.758558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:41.759434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:41.759532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:41.759579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:41.876015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:41.876199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:41.876260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:41.876300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:41.879610] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=60.03%) [2025-11-26T21:30:41.879918] [INFO ] [FORECASTER] Completed predict_future for MVBF [2025-11-26T21:30:41.880084] [INFO ] [sig ] MVBF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:42.019771] [INFO ] [LOCAL ] Saved forecast: MVBF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MVBF.txt [2025-11-26T21:30:42.019902] [INFO ] [sig ] [2157/3599] Completed MVBF in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.3m [2025-11-26T21:30:42.019954] [INFO ] [sig ] [2158/3599] Forecasting MVF... [2025-11-26T21:30:42.019993] [INFO ] [sig ] Generating forecast for: MVF [2025-11-26T21:30:42.020031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-11-26T21:30:42.030233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVF'. [2025-11-26T21:30:42.030535] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-11-26T21:30:42.031306] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-11-26T21:30:42.031376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:42.031421] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:42.031460] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:42.031528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:42.088038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:42.088881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:42.088979] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:42.089026] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:42.206476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:42.206661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:42.206715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:42.206758] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:42.210074] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=38.06%) [2025-11-26T21:30:42.210357] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-11-26T21:30:42.210495] [INFO ] [sig ] MVF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:42.353133] [INFO ] [LOCAL ] Saved forecast: MVF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MVF.txt [2025-11-26T21:30:42.353289] [INFO ] [sig ] [2158/3599] Completed MVF in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:42.353352] [INFO ] [sig ] [2159/3599] Forecasting MVO... [2025-11-26T21:30:42.353395] [INFO ] [sig ] Generating forecast for: MVO [2025-11-26T21:30:42.353433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-11-26T21:30:42.364086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVO'. [2025-11-26T21:30:42.364450] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-11-26T21:30:42.365279] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-11-26T21:30:42.365347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:42.365391] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:42.365428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:42.365497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:42.422409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:42.423082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:42.423176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:42.423222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:42.544346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:42.544510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:42.544566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:42.544624] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:42.548068] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=49.52%) [2025-11-26T21:30:42.548355] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-11-26T21:30:42.548493] [INFO ] [sig ] MVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:42.689547] [INFO ] [LOCAL ] Saved forecast: MVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MVO.txt [2025-11-26T21:30:42.689714] [INFO ] [sig ] [2159/3599] Completed MVO in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:42.689772] [INFO ] [sig ] [2160/3599] Forecasting MWA... [2025-11-26T21:30:42.689812] [INFO ] [sig ] Generating forecast for: MWA [2025-11-26T21:30:42.689855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-11-26T21:30:42.703753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MWA'. [2025-11-26T21:30:42.704283] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-11-26T21:30:42.705363] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-11-26T21:30:42.705449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:42.705507] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:42.705557] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:42.705672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:42.767327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:42.768273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:42.768376] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:42.768423] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:42.886706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:42.886892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:42.886957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:42.887008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:42.890437] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=40.22%) [2025-11-26T21:30:42.890747] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-11-26T21:30:42.890884] [INFO ] [sig ] MWA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:43.029117] [INFO ] [LOCAL ] Saved forecast: MWA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MWA.txt [2025-11-26T21:30:43.029263] [INFO ] [sig ] [2160/3599] Completed MWA in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:43.029317] [INFO ] [sig ] [2161/3599] Forecasting MX... [2025-11-26T21:30:43.029371] [INFO ] [sig ] Generating forecast for: MX [2025-11-26T21:30:43.029413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-11-26T21:30:43.039198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MX'. [2025-11-26T21:30:43.039485] [INFO ] [FORECASTER] Starting predict_future for MX [2025-11-26T21:30:43.040263] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-11-26T21:30:43.040332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:43.040377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:43.040417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:43.040485] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:43.099305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:43.100187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:43.100288] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:43.100357] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:43.220540] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:43.220732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:43.220786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:43.220822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:43.224098] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=75.62%) [2025-11-26T21:30:43.224380] [INFO ] [FORECASTER] Completed predict_future for MX [2025-11-26T21:30:43.224524] [INFO ] [sig ] MX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:43.365554] [INFO ] [LOCAL ] Saved forecast: MX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MX.txt [2025-11-26T21:30:43.365728] [INFO ] [sig ] [2161/3599] Completed MX in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:43.365783] [INFO ] [sig ] [2162/3599] Forecasting MXF... [2025-11-26T21:30:43.365825] [INFO ] [sig ] Generating forecast for: MXF [2025-11-26T21:30:43.365886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-11-26T21:30:43.376785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXF'. [2025-11-26T21:30:43.377105] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-11-26T21:30:43.377953] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-11-26T21:30:43.378028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:43.378085] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:43.378136] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:43.378223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:43.438308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:43.439104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:43.439208] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:43.439268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:43.556506] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:43.556689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:43.556744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:43.556795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:43.560300] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=46.15%) [2025-11-26T21:30:43.560598] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-11-26T21:30:43.560756] [INFO ] [sig ] MXF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:43.700118] [INFO ] [LOCAL ] Saved forecast: MXF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MXF.txt [2025-11-26T21:30:43.700270] [INFO ] [sig ] [2162/3599] Completed MXF in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:43.700320] [INFO ] [sig ] [2163/3599] Forecasting MXL... [2025-11-26T21:30:43.700362] [INFO ] [sig ] Generating forecast for: MXL [2025-11-26T21:30:43.700401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'. [2025-11-26T21:30:43.710785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXL'. [2025-11-26T21:30:43.711088] [INFO ] [FORECASTER] Starting predict_future for MXL [2025-11-26T21:30:43.711886] [DEBUG] [LOCAL ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt [2025-11-26T21:30:43.711953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:43.711998] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:43.712049] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:43.712118] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:43.770974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:43.771718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:43.771811] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:43.771851] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:43.891525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:43.891708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:43.891761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:43.891801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:43.895063] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=61.78%) [2025-11-26T21:30:43.895353] [INFO ] [FORECASTER] Completed predict_future for MXL [2025-11-26T21:30:43.895495] [INFO ] [sig ] MXL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:44.033330] [INFO ] [LOCAL ] Saved forecast: MXL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MXL.txt [2025-11-26T21:30:44.033478] [INFO ] [sig ] [2163/3599] Completed MXL in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:44.033535] [INFO ] [sig ] [2164/3599] Forecasting MYE... [2025-11-26T21:30:44.033600] [INFO ] [sig ] Generating forecast for: MYE [2025-11-26T21:30:44.033665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-11-26T21:30:44.043736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYE'. [2025-11-26T21:30:44.044036] [INFO ] [FORECASTER] Starting predict_future for MYE [2025-11-26T21:30:44.044819] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-11-26T21:30:44.044887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:44.044931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:44.044969] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:44.045036] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:44.100791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:44.101445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:44.101540] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:44.101585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:44.226537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:44.226765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:44.226822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:44.226864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:44.230574] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=13.72%) [2025-11-26T21:30:44.230880] [INFO ] [FORECASTER] Completed predict_future for MYE [2025-11-26T21:30:44.231016] [INFO ] [sig ] MYE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:44.371141] [INFO ] [LOCAL ] Saved forecast: MYE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/MYE.txt [2025-11-26T21:30:44.371296] [INFO ] [sig ] [2164/3599] Completed MYE in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:44.371348] [INFO ] [sig ] [2165/3599] Forecasting MYGN... [2025-11-26T21:30:44.371390] [INFO ] [sig ] Generating forecast for: MYGN [2025-11-26T21:30:44.371431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'. [2025-11-26T21:30:44.381477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYGN'. [2025-11-26T21:30:44.381802] [INFO ] [FORECASTER] Starting predict_future for MYGN [2025-11-26T21:30:44.382584] [DEBUG] [LOCAL ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt [2025-11-26T21:30:44.382670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:44.382717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:44.382756] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:44.382822] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:44.439802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:44.440460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:44.440554] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:44.440602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:44.558803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:44.558993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:44.559045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:44.559085] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:44.562729] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=89.72%) [2025-11-26T21:30:44.563069] [INFO ] [FORECASTER] Completed predict_future for MYGN [2025-11-26T21:30:44.563220] [INFO ] [sig ] MYGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:44.702949] [INFO ] [LOCAL ] Saved forecast: MYGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYGN.txt [2025-11-26T21:30:44.703134] [INFO ] [sig ] [2165/3599] Completed MYGN in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:44.703210] [INFO ] [sig ] [2166/3599] Forecasting MYI... [2025-11-26T21:30:44.703299] [INFO ] [sig ] Generating forecast for: MYI [2025-11-26T21:30:44.703370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-11-26T21:30:44.714054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYI'. [2025-11-26T21:30:44.714401] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-11-26T21:30:44.715265] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-11-26T21:30:44.715338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:44.715393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:44.715455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:44.715557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:44.773612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:44.774419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:44.774536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:44.774600] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:44.893795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:44.893974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:44.894044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:44.894103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:44.897609] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=85.99%) [2025-11-26T21:30:44.897938] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-11-26T21:30:44.898108] [INFO ] [sig ] MYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:45.037314] [INFO ] [LOCAL ] Saved forecast: MYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYI.txt [2025-11-26T21:30:45.037493] [INFO ] [sig ] [2166/3599] Completed MYI in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:45.037570] [INFO ] [sig ] [2167/3599] Forecasting MYN... [2025-11-26T21:30:45.037635] [INFO ] [sig ] Generating forecast for: MYN [2025-11-26T21:30:45.037743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-11-26T21:30:45.048054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYN'. [2025-11-26T21:30:45.048363] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-11-26T21:30:45.049181] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-11-26T21:30:45.049251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:45.049296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:45.049337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:45.049407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:45.106682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:45.107367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:45.107486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:45.107546] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:45.227074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:45.227224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:45.227275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:45.227316] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:45.230742] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=51.94%) [2025-11-26T21:30:45.231036] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-11-26T21:30:45.231193] [INFO ] [sig ] MYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:45.368935] [INFO ] [LOCAL ] Saved forecast: MYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYN.txt [2025-11-26T21:30:45.369081] [INFO ] [sig ] [2167/3599] Completed MYN in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:45.369134] [INFO ] [sig ] [2168/3599] Forecasting MYRG... [2025-11-26T21:30:45.369173] [INFO ] [sig ] Generating forecast for: MYRG [2025-11-26T21:30:45.369237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'. [2025-11-26T21:30:45.379541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYRG'. [2025-11-26T21:30:45.379880] [INFO ] [FORECASTER] Starting predict_future for MYRG [2025-11-26T21:30:45.380731] [DEBUG] [LOCAL ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt [2025-11-26T21:30:45.380798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:45.380843] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:45.380880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:45.380951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:45.437601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:45.438285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:45.438381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:45.438431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:45.557433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:45.557585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:45.557652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:45.557698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:45.561005] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=73.23%) [2025-11-26T21:30:45.561301] [INFO ] [FORECASTER] Completed predict_future for MYRG [2025-11-26T21:30:45.561443] [INFO ] [sig ] MYRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:45.703390] [INFO ] [LOCAL ] Saved forecast: MYRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/MYRG.txt [2025-11-26T21:30:45.703565] [INFO ] [sig ] [2168/3599] Completed MYRG in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:45.703655] [INFO ] [sig ] [2169/3599] Forecasting NA... [2025-11-26T21:30:45.703738] [INFO ] [sig ] Generating forecast for: NA [2025-11-26T21:30:45.703806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'. [2025-11-26T21:30:45.714482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NA'. [2025-11-26T21:30:45.714844] [INFO ] [FORECASTER] Starting predict_future for NA [2025-11-26T21:30:45.715706] [DEBUG] [LOCAL ] No optimal features file found for NA: ./output/feature-sets/NA.txt [2025-11-26T21:30:45.715784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:45.715845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:45.715903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:45.716013] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:45.773454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:45.774187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:45.774292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:45.774356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:45.894553] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:45.894735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:45.894808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:45.894870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:45.898233] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=99.87%) [2025-11-26T21:30:45.898547] [INFO ] [FORECASTER] Completed predict_future for NA [2025-11-26T21:30:45.898725] [INFO ] [sig ] NA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:46.037063] [INFO ] [LOCAL ] Saved forecast: NA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NA.txt [2025-11-26T21:30:46.037243] [INFO ] [sig ] [2169/3599] Completed NA in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:46.037314] [INFO ] [sig ] [2170/3599] Forecasting NAAS... [2025-11-26T21:30:46.037392] [INFO ] [sig ] Generating forecast for: NAAS [2025-11-26T21:30:46.037482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'. [2025-11-26T21:30:46.047973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAAS'. [2025-11-26T21:30:46.048310] [INFO ] [FORECASTER] Starting predict_future for NAAS [2025-11-26T21:30:46.049171] [DEBUG] [LOCAL ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt [2025-11-26T21:30:46.049241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:46.049295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:46.049343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:46.049428] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:46.106231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:46.106988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:46.107082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:46.107138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:46.226789] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:46.226952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:46.227006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:46.227052] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:46.230437] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=93.68%) [2025-11-26T21:30:46.230794] [INFO ] [FORECASTER] Completed predict_future for NAAS [2025-11-26T21:30:46.230936] [INFO ] [sig ] NAAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:46.369817] [INFO ] [LOCAL ] Saved forecast: NAAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAAS.txt [2025-11-26T21:30:46.369965] [INFO ] [sig ] [2170/3599] Completed NAAS in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:46.370025] [INFO ] [sig ] [2171/3599] Forecasting NABL... [2025-11-26T21:30:46.370065] [INFO ] [sig ] Generating forecast for: NABL [2025-11-26T21:30:46.370146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-11-26T21:30:46.380830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NABL'. [2025-11-26T21:30:46.381136] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-11-26T21:30:46.381916] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-11-26T21:30:46.381986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:46.382034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:46.382072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:46.382139] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:46.438518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:46.439366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:46.439465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:46.439513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:46.555614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:46.555809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:46.555862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:46.555902] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:46.559433] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-11-26T21:30:46.559753] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-11-26T21:30:46.559900] [INFO ] [sig ] NABL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:46.703031] [INFO ] [LOCAL ] Saved forecast: NABL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NABL.txt [2025-11-26T21:30:46.703189] [INFO ] [sig ] [2171/3599] Completed NABL in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:46.703242] [INFO ] [sig ] [2172/3599] Forecasting NAC... [2025-11-26T21:30:46.703284] [INFO ] [sig ] Generating forecast for: NAC [2025-11-26T21:30:46.703345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-11-26T21:30:46.713419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAC'. [2025-11-26T21:30:46.713735] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-11-26T21:30:46.714523] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-11-26T21:30:46.714592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:46.714654] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:46.714700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:46.714767] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:46.771563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:46.772291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:46.772394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:46.772446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:46.891410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:46.891607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:46.891679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:46.891722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:46.895030] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=15.27%) [2025-11-26T21:30:46.895323] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-11-26T21:30:46.895460] [INFO ] [sig ] NAC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:47.034358] [INFO ] [LOCAL ] Saved forecast: NAC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NAC.txt [2025-11-26T21:30:47.034506] [INFO ] [sig ] [2172/3599] Completed NAC in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:47.034580] [INFO ] [sig ] [2173/3599] Forecasting NAD... [2025-11-26T21:30:47.034624] [INFO ] [sig ] Generating forecast for: NAD [2025-11-26T21:30:47.034693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-11-26T21:30:47.045166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAD'. [2025-11-26T21:30:47.045533] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-11-26T21:30:47.046387] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-11-26T21:30:47.046468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:47.046548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:47.046620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:47.046756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:47.102915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:47.103739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:47.103856] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:47.103903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:47.222946] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:47.223134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:47.223185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:47.223227] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:47.226608] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=61.46%) [2025-11-26T21:30:47.226918] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-11-26T21:30:47.227065] [INFO ] [sig ] NAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:47.367492] [INFO ] [LOCAL ] Saved forecast: NAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAD.txt [2025-11-26T21:30:47.367695] [INFO ] [sig ] [2173/3599] Completed NAD in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:47.367774] [INFO ] [sig ] [2174/3599] Forecasting NAMS... [2025-11-26T21:30:47.367847] [INFO ] [sig ] Generating forecast for: NAMS [2025-11-26T21:30:47.367888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'. [2025-11-26T21:30:47.378402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAMS'. [2025-11-26T21:30:47.378809] [INFO ] [FORECASTER] Starting predict_future for NAMS [2025-11-26T21:30:47.379686] [DEBUG] [LOCAL ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt [2025-11-26T21:30:47.379758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:47.379813] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:47.379866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:47.379952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:47.437448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:47.438317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:47.438423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:47.438481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:47.556992] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:47.557170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:47.557224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:47.557278] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:47.560706] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=84.36%) [2025-11-26T21:30:47.561023] [INFO ] [FORECASTER] Completed predict_future for NAMS [2025-11-26T21:30:47.561179] [INFO ] [sig ] NAMS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:47.700993] [INFO ] [LOCAL ] Saved forecast: NAMS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAMS.txt [2025-11-26T21:30:47.701153] [INFO ] [sig ] [2174/3599] Completed NAMS in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:47.701217] [INFO ] [sig ] [2175/3599] Forecasting NATH... [2025-11-26T21:30:47.701260] [INFO ] [sig ] Generating forecast for: NATH [2025-11-26T21:30:47.701312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'. [2025-11-26T21:30:47.714402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATH'. [2025-11-26T21:30:47.714793] [INFO ] [FORECASTER] Starting predict_future for NATH [2025-11-26T21:30:47.715623] [DEBUG] [LOCAL ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt [2025-11-26T21:30:47.715711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:47.715757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:47.715797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:47.715866] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:47.773504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:47.774224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:47.774325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:47.774377] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:47.883228] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:47.883394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:47.883466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:47.883523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:47.886958] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=3.18%) [2025-11-26T21:30:47.887270] [INFO ] [FORECASTER] Completed predict_future for NATH [2025-11-26T21:30:47.887448] [INFO ] [sig ] NATH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:48.028087] [INFO ] [LOCAL ] Saved forecast: NATH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NATH.txt [2025-11-26T21:30:48.028260] [INFO ] [sig ] [2175/3599] Completed NATH in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 8.2m [2025-11-26T21:30:48.028354] [INFO ] [sig ] [2176/3599] Forecasting NATL... [2025-11-26T21:30:48.028417] [INFO ] [sig ] Generating forecast for: NATL [2025-11-26T21:30:48.028483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-11-26T21:30:48.039106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATL'. [2025-11-26T21:30:48.039422] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-11-26T21:30:48.040271] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-11-26T21:30:48.040351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:48.040426] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:48.040484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:48.040578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:48.098376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:48.099093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:48.099200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:48.099263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:48.222566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:48.222721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:48.222775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:48.222818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:48.226249] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=76.29%) [2025-11-26T21:30:48.226535] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-11-26T21:30:48.226705] [INFO ] [sig ] NATL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:48.368066] [INFO ] [LOCAL ] Saved forecast: NATL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NATL.txt [2025-11-26T21:30:48.368252] [INFO ] [sig ] [2176/3599] Completed NATL in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:48.368329] [INFO ] [sig ] [2177/3599] Forecasting NAVI... [2025-11-26T21:30:48.368395] [INFO ] [sig ] Generating forecast for: NAVI [2025-11-26T21:30:48.368460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'. [2025-11-26T21:30:48.379016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAVI'. [2025-11-26T21:30:48.379333] [INFO ] [FORECASTER] Starting predict_future for NAVI [2025-11-26T21:30:48.380201] [DEBUG] [LOCAL ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt [2025-11-26T21:30:48.380286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:48.380348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:48.380407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:48.380503] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:48.442490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:48.443352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:48.443469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:48.443533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:48.564675] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:48.564848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:48.564916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:48.564974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:48.568546] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=72.19%) [2025-11-26T21:30:48.568887] [INFO ] [FORECASTER] Completed predict_future for NAVI [2025-11-26T21:30:48.569103] [INFO ] [sig ] NAVI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:48.709081] [INFO ] [LOCAL ] Saved forecast: NAVI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAVI.txt [2025-11-26T21:30:48.709247] [INFO ] [sig ] [2177/3599] Completed NAVI in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:48.709344] [INFO ] [sig ] [2178/3599] Forecasting NAZ... [2025-11-26T21:30:48.709408] [INFO ] [sig ] Generating forecast for: NAZ [2025-11-26T21:30:48.709469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-11-26T21:30:48.720125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAZ'. [2025-11-26T21:30:48.720453] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-11-26T21:30:48.721270] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-11-26T21:30:48.721339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:48.721384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:48.721434] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:48.721539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:48.778873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:48.779620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:48.779736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:48.779794] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:48.883059] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:48.883244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:48.883304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:48.883356] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:48.886698] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=50.99%) [2025-11-26T21:30:48.886994] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-11-26T21:30:48.887144] [INFO ] [sig ] NAZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:49.029107] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NAZ.txt [2025-11-26T21:30:49.029311] [INFO ] [sig ] [2178/3599] Completed NAZ in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:49.029385] [INFO ] [sig ] [2179/3599] Forecasting NB... [2025-11-26T21:30:49.029423] [INFO ] [sig ] Generating forecast for: NB [2025-11-26T21:30:49.029483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'. [2025-11-26T21:30:49.039896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NB'. [2025-11-26T21:30:49.040279] [INFO ] [FORECASTER] Starting predict_future for NB [2025-11-26T21:30:49.041079] [DEBUG] [LOCAL ] No optimal features file found for NB: ./output/feature-sets/NB.txt [2025-11-26T21:30:49.041148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:49.041192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:49.041231] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:49.041298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:49.099801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:49.100687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:49.100786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:49.100838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:49.217901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:49.218096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:49.218161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:49.218209] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:49.221613] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-11-26T21:30:49.221932] [INFO ] [FORECASTER] Completed predict_future for NB [2025-11-26T21:30:49.222083] [INFO ] [sig ] NB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:49.362446] [INFO ] [LOCAL ] Saved forecast: NB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NB.txt [2025-11-26T21:30:49.362593] [INFO ] [sig ] [2179/3599] Completed NB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:49.362671] [INFO ] [sig ] [2180/3599] Forecasting NBB... [2025-11-26T21:30:49.362715] [INFO ] [sig ] Generating forecast for: NBB [2025-11-26T21:30:49.362753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-11-26T21:30:49.372856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBB'. [2025-11-26T21:30:49.373183] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-11-26T21:30:49.373991] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-11-26T21:30:49.374061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:49.374109] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:49.374159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:49.374248] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:49.431407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:49.432071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:49.432166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:49.432223] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:49.550100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:49.550295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:49.550362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:49.550424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:49.554125] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=3.96%) [2025-11-26T21:30:49.554444] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-11-26T21:30:49.554588] [INFO ] [sig ] NBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:49.696167] [INFO ] [LOCAL ] Saved forecast: NBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NBB.txt [2025-11-26T21:30:49.696330] [INFO ] [sig ] [2180/3599] Completed NBB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:49.696383] [INFO ] [sig ] [2181/3599] Forecasting NBBK... [2025-11-26T21:30:49.696425] [INFO ] [sig ] Generating forecast for: NBBK [2025-11-26T21:30:49.696466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'. [2025-11-26T21:30:49.706688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBBK'. [2025-11-26T21:30:49.706975] [INFO ] [FORECASTER] Starting predict_future for NBBK [2025-11-26T21:30:49.707791] [DEBUG] [LOCAL ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt [2025-11-26T21:30:49.707858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:49.707901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:49.707939] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:49.708004] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:49.765319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:49.766028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:49.766142] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:49.766200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:49.886591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:49.886760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:49.886811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:49.886850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:49.890110] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=19.08%) [2025-11-26T21:30:49.890429] [INFO ] [FORECASTER] Completed predict_future for NBBK [2025-11-26T21:30:49.890591] [INFO ] [sig ] NBBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:50.030726] [INFO ] [LOCAL ] Saved forecast: NBBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NBBK.txt [2025-11-26T21:30:50.030863] [INFO ] [sig ] [2181/3599] Completed NBBK in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:50.030914] [INFO ] [sig ] [2182/3599] Forecasting NBHC... [2025-11-26T21:30:50.030954] [INFO ] [sig ] Generating forecast for: NBHC [2025-11-26T21:30:50.030992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-11-26T21:30:50.041028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBHC'. [2025-11-26T21:30:50.041341] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-11-26T21:30:50.042163] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-11-26T21:30:50.042241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:50.042285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:50.042324] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:50.042394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:50.099444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:50.100076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:50.100167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:50.100212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:50.215741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:50.215898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:50.215950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:50.215998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:50.219742] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=54.02%) [2025-11-26T21:30:50.220082] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-11-26T21:30:50.220263] [INFO ] [sig ] NBHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:50.359213] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBHC.txt [2025-11-26T21:30:50.359395] [INFO ] [sig ] [2182/3599] Completed NBHC in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:50.359465] [INFO ] [sig ] [2183/3599] Forecasting NBIX... [2025-11-26T21:30:50.359525] [INFO ] [sig ] Generating forecast for: NBIX [2025-11-26T21:30:50.359609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'. [2025-11-26T21:30:50.370477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBIX'. [2025-11-26T21:30:50.370863] [INFO ] [FORECASTER] Starting predict_future for NBIX [2025-11-26T21:30:50.371711] [DEBUG] [LOCAL ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt [2025-11-26T21:30:50.371787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:50.371847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:50.371903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:50.372001] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:50.429564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:50.430596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:50.430722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:50.430771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:50.552105] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:50.552300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:50.552358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:50.552422] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:50.555851] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=85.43%) [2025-11-26T21:30:50.556155] [INFO ] [FORECASTER] Completed predict_future for NBIX [2025-11-26T21:30:50.556301] [INFO ] [sig ] NBIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:50.698174] [INFO ] [LOCAL ] Saved forecast: NBIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBIX.txt [2025-11-26T21:30:50.698331] [INFO ] [sig ] [2183/3599] Completed NBIX in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:50.698384] [INFO ] [sig ] [2184/3599] Forecasting NBN... [2025-11-26T21:30:50.698419] [INFO ] [sig ] Generating forecast for: NBN [2025-11-26T21:30:50.698505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'. [2025-11-26T21:30:50.709446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBN'. [2025-11-26T21:30:50.709886] [INFO ] [FORECASTER] Starting predict_future for NBN [2025-11-26T21:30:50.710761] [DEBUG] [LOCAL ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt [2025-11-26T21:30:50.710839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:50.710898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:50.710951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:50.711045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:50.769678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:50.770589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:50.770722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:50.770787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:50.890095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:50.890307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:50.890363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:50.890408] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:50.893892] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=75.18%) [2025-11-26T21:30:50.894242] [INFO ] [FORECASTER] Completed predict_future for NBN [2025-11-26T21:30:50.894404] [INFO ] [sig ] NBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:51.034560] [INFO ] [LOCAL ] Saved forecast: NBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBN.txt [2025-11-26T21:30:51.034804] [INFO ] [sig ] [2184/3599] Completed NBN in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:51.034864] [INFO ] [sig ] [2185/3599] Forecasting NBTB... [2025-11-26T21:30:51.034906] [INFO ] [sig ] Generating forecast for: NBTB [2025-11-26T21:30:51.034942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'. [2025-11-26T21:30:51.045496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBTB'. [2025-11-26T21:30:51.045930] [INFO ] [FORECASTER] Starting predict_future for NBTB [2025-11-26T21:30:51.046732] [DEBUG] [LOCAL ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt [2025-11-26T21:30:51.046803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:51.046851] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:51.046894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:51.046964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:51.103153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:51.104000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:51.104119] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:51.104167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:51.221696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:51.221921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:51.221976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:51.222017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:51.225354] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=67.45%) [2025-11-26T21:30:51.225677] [INFO ] [FORECASTER] Completed predict_future for NBTB [2025-11-26T21:30:51.225822] [INFO ] [sig ] NBTB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:51.365764] [INFO ] [LOCAL ] Saved forecast: NBTB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBTB.txt [2025-11-26T21:30:51.365943] [INFO ] [sig ] [2185/3599] Completed NBTB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:51.365997] [INFO ] [sig ] [2186/3599] Forecasting NBXG... [2025-11-26T21:30:51.366039] [INFO ] [sig ] Generating forecast for: NBXG [2025-11-26T21:30:51.366105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-11-26T21:30:51.378581] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBXG'. [2025-11-26T21:30:51.378962] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-11-26T21:30:51.379778] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-11-26T21:30:51.379851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:51.379897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:51.379938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:51.380007] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:51.438058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:51.438775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:51.438878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:51.438927] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:51.560227] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:51.560400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:51.560462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:51.560507] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:51.563996] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=88.82%) [2025-11-26T21:30:51.564302] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-11-26T21:30:51.564446] [INFO ] [sig ] NBXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:51.704368] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NBXG.txt [2025-11-26T21:30:51.704512] [INFO ] [sig ] [2186/3599] Completed NBXG in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:51.704568] [INFO ] [sig ] [2187/3599] Forecasting NC... [2025-11-26T21:30:51.704612] [INFO ] [sig ] Generating forecast for: NC [2025-11-26T21:30:51.704674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-11-26T21:30:51.715114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NC'. [2025-11-26T21:30:51.715424] [INFO ] [FORECASTER] Starting predict_future for NC [2025-11-26T21:30:51.716229] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-11-26T21:30:51.716301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:51.716347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:51.716404] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:51.716473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:51.772727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:51.773343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:51.773436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:51.773479] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:51.876875] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:51.877054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:51.877107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:51.877146] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:51.880501] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=53.93%) [2025-11-26T21:30:51.880813] [INFO ] [FORECASTER] Completed predict_future for NC [2025-11-26T21:30:51.880951] [INFO ] [sig ] NC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:52.021019] [INFO ] [LOCAL ] Saved forecast: NC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NC.txt [2025-11-26T21:30:52.021199] [INFO ] [sig ] [2187/3599] Completed NC in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:52.021252] [INFO ] [sig ] [2188/3599] Forecasting NCA... [2025-11-26T21:30:52.021294] [INFO ] [sig ] Generating forecast for: NCA [2025-11-26T21:30:52.021334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-11-26T21:30:52.032060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCA'. [2025-11-26T21:30:52.032492] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-11-26T21:30:52.033559] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-11-26T21:30:52.033662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:52.033726] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:52.033769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:52.033849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:52.096353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:52.097196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:52.097297] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:52.097344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:52.225300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:52.225479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:52.225551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:52.225605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:52.229275] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=78.25%) [2025-11-26T21:30:52.229589] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-11-26T21:30:52.229769] [INFO ] [sig ] NCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:52.379786] [INFO ] [LOCAL ] Saved forecast: NCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCA.txt [2025-11-26T21:30:52.379996] [INFO ] [sig ] [2188/3599] Completed NCA in 0.4s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:52.380072] [INFO ] [sig ] [2189/3599] Forecasting NCLH... [2025-11-26T21:30:52.380123] [INFO ] [sig ] Generating forecast for: NCLH [2025-11-26T21:30:52.380215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-11-26T21:30:52.391224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCLH'. [2025-11-26T21:30:52.391549] [INFO ] [FORECASTER] Starting predict_future for NCLH [2025-11-26T21:30:52.392380] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-11-26T21:30:52.392454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:52.392502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:52.392544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:52.392613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:52.451492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:52.452406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:52.452524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:52.452573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:52.574882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:52.575077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:52.575142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:52.575183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:52.578547] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=88.23%) [2025-11-26T21:30:52.578863] [INFO ] [FORECASTER] Completed predict_future for NCLH [2025-11-26T21:30:52.579004] [INFO ] [sig ] NCLH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:52.719528] [INFO ] [LOCAL ] Saved forecast: NCLH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCLH.txt [2025-11-26T21:30:52.719718] [INFO ] [sig ] [2189/3599] Completed NCLH in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:52.719774] [INFO ] [sig ] [2190/3599] Forecasting NCMI... [2025-11-26T21:30:52.719817] [INFO ] [sig ] Generating forecast for: NCMI [2025-11-26T21:30:52.719858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'. [2025-11-26T21:30:52.730634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCMI'. [2025-11-26T21:30:52.730984] [INFO ] [FORECASTER] Starting predict_future for NCMI [2025-11-26T21:30:52.731803] [DEBUG] [LOCAL ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt [2025-11-26T21:30:52.731874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:52.731920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:52.731960] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:52.732026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:52.789221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:52.790006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:52.790107] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:52.790156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:52.910176] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:52.910349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:52.910402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:52.910437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:52.913878] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=99.49%) [2025-11-26T21:30:52.914194] [INFO ] [FORECASTER] Completed predict_future for NCMI [2025-11-26T21:30:52.914344] [INFO ] [sig ] NCMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:53.056208] [INFO ] [LOCAL ] Saved forecast: NCMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCMI.txt [2025-11-26T21:30:53.056363] [INFO ] [sig ] [2190/3599] Completed NCMI in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:53.056417] [INFO ] [sig ] [2191/3599] Forecasting NCNA... [2025-11-26T21:30:53.056458] [INFO ] [sig ] Generating forecast for: NCNA [2025-11-26T21:30:53.056527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'. [2025-11-26T21:30:53.066277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNA'. [2025-11-26T21:30:53.066565] [INFO ] [FORECASTER] Starting predict_future for NCNA [2025-11-26T21:30:53.067440] [DEBUG] [LOCAL ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt [2025-11-26T21:30:53.067512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:53.067578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:53.067635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:53.067749] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:53.124481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:53.125194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:53.125295] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:53.125358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:53.239944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:53.240102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:53.240165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:53.240216] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:53.243573] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-11-26T21:30:53.243906] [INFO ] [FORECASTER] Completed predict_future for NCNA [2025-11-26T21:30:53.244071] [INFO ] [sig ] NCNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:53.385618] [INFO ] [LOCAL ] Saved forecast: NCNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NCNA.txt [2025-11-26T21:30:53.385796] [INFO ] [sig ] [2191/3599] Completed NCNA in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:53.385850] [INFO ] [sig ] [2192/3599] Forecasting NCNO... [2025-11-26T21:30:53.385892] [INFO ] [sig ] Generating forecast for: NCNO [2025-11-26T21:30:53.385933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'. [2025-11-26T21:30:53.395591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNO'. [2025-11-26T21:30:53.395929] [INFO ] [FORECASTER] Starting predict_future for NCNO [2025-11-26T21:30:53.396775] [DEBUG] [LOCAL ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt [2025-11-26T21:30:53.396872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:53.396934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:53.396992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:53.397088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:53.454553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:53.455336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:53.455450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:53.455503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:53.578989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:53.579150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:53.579210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:53.579261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:53.582554] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=44.29%) [2025-11-26T21:30:53.582872] [INFO ] [FORECASTER] Completed predict_future for NCNO [2025-11-26T21:30:53.583023] [INFO ] [sig ] NCNO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:53.723919] [INFO ] [LOCAL ] Saved forecast: NCNO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NCNO.txt [2025-11-26T21:30:53.724110] [INFO ] [sig ] [2192/3599] Completed NCNO in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.1m [2025-11-26T21:30:53.724188] [INFO ] [sig ] [2193/3599] Forecasting NCTY... [2025-11-26T21:30:53.724281] [INFO ] [sig ] Generating forecast for: NCTY [2025-11-26T21:30:53.724332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'. [2025-11-26T21:30:53.735624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCTY'. [2025-11-26T21:30:53.736090] [INFO ] [FORECASTER] Starting predict_future for NCTY [2025-11-26T21:30:53.736913] [DEBUG] [LOCAL ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt [2025-11-26T21:30:53.736983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:53.737028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:53.737067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:53.737138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:53.793800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:53.794709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:53.794817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:53.794865] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:53.924921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:53.925096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:53.925141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:53.925175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:53.928576] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=98.63%) [2025-11-26T21:30:53.928890] [INFO ] [FORECASTER] Completed predict_future for NCTY [2025-11-26T21:30:53.929033] [INFO ] [sig ] NCTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:54.070816] [INFO ] [LOCAL ] Saved forecast: NCTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NCTY.txt [2025-11-26T21:30:54.071022] [INFO ] [sig ] [2193/3599] Completed NCTY in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 8.0m [2025-11-26T21:30:54.071077] [INFO ] [sig ] [2194/3599] Forecasting NCZ... [2025-11-26T21:30:54.071122] [INFO ] [sig ] Generating forecast for: NCZ [2025-11-26T21:30:54.071197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-11-26T21:30:54.081523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCZ'. [2025-11-26T21:30:54.081887] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-11-26T21:30:54.082684] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-11-26T21:30:54.082752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:54.082797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:54.082836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:54.082909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:54.152435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:54.153362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:54.153466] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:54.153514] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:54.275894] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:54.276081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:54.276140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:54.276184] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:54.279632] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=29.00%) [2025-11-26T21:30:54.279945] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-11-26T21:30:54.280093] [INFO ] [sig ] NCZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:54.423118] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NCZ.txt [2025-11-26T21:30:54.423305] [INFO ] [sig ] [2194/3599] Completed NCZ in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:54.423358] [INFO ] [sig ] [2195/3599] Forecasting NDAQ... [2025-11-26T21:30:54.423399] [INFO ] [sig ] Generating forecast for: NDAQ [2025-11-26T21:30:54.423440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'. [2025-11-26T21:30:54.434414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'. [2025-11-26T21:30:54.434830] [INFO ] [FORECASTER] Starting predict_future for NDAQ [2025-11-26T21:30:54.435630] [DEBUG] [LOCAL ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt [2025-11-26T21:30:54.435729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:54.435776] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:54.435818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:54.435888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:54.493602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:54.494496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:54.494601] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:54.494671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:54.618071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:54.618276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:54.618328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:54.618372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:54.621719] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=35.76%) [2025-11-26T21:30:54.622007] [INFO ] [FORECASTER] Completed predict_future for NDAQ [2025-11-26T21:30:54.622146] [INFO ] [sig ] NDAQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:54.762340] [INFO ] [LOCAL ] Saved forecast: NDAQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDAQ.txt [2025-11-26T21:30:54.762523] [INFO ] [sig ] [2195/3599] Completed NDAQ in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:54.762576] [INFO ] [sig ] [2196/3599] Forecasting NDMO... [2025-11-26T21:30:54.762619] [INFO ] [sig ] Generating forecast for: NDMO [2025-11-26T21:30:54.762681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-11-26T21:30:54.773294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDMO'. [2025-11-26T21:30:54.773724] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-11-26T21:30:54.774518] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-11-26T21:30:54.774590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:54.774637] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:54.774700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:54.774776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:54.832881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:54.833781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:54.833880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:54.833924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:54.958247] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:54.958422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:54.958473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:54.958518] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:54.961820] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=16.63%) [2025-11-26T21:30:54.962104] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-11-26T21:30:54.962240] [INFO ] [sig ] NDMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:55.102462] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDMO.txt [2025-11-26T21:30:55.102605] [INFO ] [sig ] [2196/3599] Completed NDMO in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:55.102686] [INFO ] [sig ] [2197/3599] Forecasting NDRA... [2025-11-26T21:30:55.102731] [INFO ] [sig ] Generating forecast for: NDRA [2025-11-26T21:30:55.102794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'. [2025-11-26T21:30:55.113108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDRA'. [2025-11-26T21:30:55.113434] [INFO ] [FORECASTER] Starting predict_future for NDRA [2025-11-26T21:30:55.114205] [DEBUG] [LOCAL ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt [2025-11-26T21:30:55.114275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:55.114319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:55.114358] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:55.114432] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:55.172476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:55.173226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:55.173324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:55.173372] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:55.288119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:55.288313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:55.288365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:55.288407] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:55.291733] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-11-26T21:30:55.292018] [INFO ] [FORECASTER] Completed predict_future for NDRA [2025-11-26T21:30:55.292157] [INFO ] [sig ] NDRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:55.434541] [INFO ] [LOCAL ] Saved forecast: NDRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDRA.txt [2025-11-26T21:30:55.434728] [INFO ] [sig ] [2197/3599] Completed NDRA in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:55.434784] [INFO ] [sig ] [2198/3599] Forecasting NDSN... [2025-11-26T21:30:55.434822] [INFO ] [sig ] Generating forecast for: NDSN [2025-11-26T21:30:55.434864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'. [2025-11-26T21:30:55.445486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDSN'. [2025-11-26T21:30:55.445830] [INFO ] [FORECASTER] Starting predict_future for NDSN [2025-11-26T21:30:55.446620] [DEBUG] [LOCAL ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt [2025-11-26T21:30:55.446711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:55.446756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:55.446795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:55.446878] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:55.503491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:55.504362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:55.504462] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:55.504507] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:55.630714] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:55.630896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:55.630951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:55.630993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:55.634943] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=6.32%) [2025-11-26T21:30:55.635286] [INFO ] [FORECASTER] Completed predict_future for NDSN [2025-11-26T21:30:55.635435] [INFO ] [sig ] NDSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:55.775204] [INFO ] [LOCAL ] Saved forecast: NDSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NDSN.txt [2025-11-26T21:30:55.775385] [INFO ] [sig ] [2198/3599] Completed NDSN in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:55.775440] [INFO ] [sig ] [2199/3599] Forecasting NE... [2025-11-26T21:30:55.775481] [INFO ] [sig ] Generating forecast for: NE [2025-11-26T21:30:55.775526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-11-26T21:30:55.786217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NE'. [2025-11-26T21:30:55.786584] [INFO ] [FORECASTER] Starting predict_future for NE [2025-11-26T21:30:55.787387] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-11-26T21:30:55.787488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:55.787545] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:55.787594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:55.787705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:55.847152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:55.848301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:55.848430] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:55.848497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:55.974719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:55.974903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:55.974956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:55.974998] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:55.978363] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=53.98%) [2025-11-26T21:30:55.978682] [INFO ] [FORECASTER] Completed predict_future for NE [2025-11-26T21:30:55.978819] [INFO ] [sig ] NE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:56.118884] [INFO ] [LOCAL ] Saved forecast: NE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NE.txt [2025-11-26T21:30:56.119063] [INFO ] [sig ] [2199/3599] Completed NE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:56.119148] [INFO ] [sig ] [2200/3599] Forecasting NEA... [2025-11-26T21:30:56.119188] [INFO ] [sig ] Generating forecast for: NEA [2025-11-26T21:30:56.119234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-11-26T21:30:56.130731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEA'. [2025-11-26T21:30:56.131176] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-11-26T21:30:56.132057] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-11-26T21:30:56.132151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:56.132207] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:56.132256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:56.132339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:56.190246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:56.191198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:56.191307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:56.191365] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:56.316309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:56.316497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:56.316551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:56.316594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:56.320047] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=72.08%) [2025-11-26T21:30:56.320347] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-11-26T21:30:56.320501] [INFO ] [sig ] NEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:56.459027] [INFO ] [LOCAL ] Saved forecast: NEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NEA.txt [2025-11-26T21:30:56.459205] [INFO ] [sig ] [2200/3599] Completed NEA in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:56.459259] [INFO ] [sig ] [2201/3599] Forecasting NECB... [2025-11-26T21:30:56.459324] [INFO ] [sig ] Generating forecast for: NECB [2025-11-26T21:30:56.459378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'. [2025-11-26T21:30:56.470205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NECB'. [2025-11-26T21:30:56.470555] [INFO ] [FORECASTER] Starting predict_future for NECB [2025-11-26T21:30:56.471347] [DEBUG] [LOCAL ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt [2025-11-26T21:30:56.471417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:56.471462] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:56.471501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:56.471568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:56.529259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:56.529948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:56.530048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:56.530095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:56.648651] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:56.648822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:56.648874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:56.648916] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:56.652264] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=46.05%) [2025-11-26T21:30:56.652552] [INFO ] [FORECASTER] Completed predict_future for NECB [2025-11-26T21:30:56.652717] [INFO ] [sig ] NECB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:56.791090] [INFO ] [LOCAL ] Saved forecast: NECB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NECB.txt [2025-11-26T21:30:56.791237] [INFO ] [sig ] [2201/3599] Completed NECB in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:56.791291] [INFO ] [sig ] [2202/3599] Forecasting NEE... [2025-11-26T21:30:56.791351] [INFO ] [sig ] Generating forecast for: NEE [2025-11-26T21:30:56.791387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-11-26T21:30:56.801725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEE'. [2025-11-26T21:30:56.802083] [INFO ] [FORECASTER] Starting predict_future for NEE [2025-11-26T21:30:56.802865] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-11-26T21:30:56.802934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:56.802978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:56.803017] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:56.803085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:56.859185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:56.859816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:56.859909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:56.859957] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:56.974856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:56.975015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:56.975066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:56.975106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:56.978385] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-11-26T21:30:56.978689] [INFO ] [FORECASTER] Completed predict_future for NEE [2025-11-26T21:30:56.978824] [INFO ] [sig ] NEE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:57.120167] [INFO ] [LOCAL ] Saved forecast: NEE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEE.txt [2025-11-26T21:30:57.120308] [INFO ] [sig ] [2202/3599] Completed NEE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:57.120360] [INFO ] [sig ] [2203/3599] Forecasting NEGG... [2025-11-26T21:30:57.120421] [INFO ] [sig ] Generating forecast for: NEGG [2025-11-26T21:30:57.120467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'. [2025-11-26T21:30:57.131595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEGG'. [2025-11-26T21:30:57.132052] [INFO ] [FORECASTER] Starting predict_future for NEGG [2025-11-26T21:30:57.132891] [DEBUG] [LOCAL ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt [2025-11-26T21:30:57.132962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:57.133007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:57.133046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:57.133114] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:57.190468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:57.191407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:57.191508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:57.191558] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:57.306323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:57.306509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:57.306562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:57.306602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:57.310221] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=87.84%) [2025-11-26T21:30:57.310571] [INFO ] [FORECASTER] Completed predict_future for NEGG [2025-11-26T21:30:57.310744] [INFO ] [sig ] NEGG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:57.450315] [INFO ] [LOCAL ] Saved forecast: NEGG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NEGG.txt [2025-11-26T21:30:57.450512] [INFO ] [sig ] [2203/3599] Completed NEGG in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:57.450600] [INFO ] [sig ] [2204/3599] Forecasting NEM... [2025-11-26T21:30:57.450662] [INFO ] [sig ] Generating forecast for: NEM [2025-11-26T21:30:57.450706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-11-26T21:30:57.460628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEM'. [2025-11-26T21:30:57.460965] [INFO ] [FORECASTER] Starting predict_future for NEM [2025-11-26T21:30:57.461739] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-11-26T21:30:57.461806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:57.461850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:57.461891] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:57.461957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:57.521482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:57.522424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:57.522532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:57.522579] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:57.644414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:57.644595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:57.644665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:57.644710] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:57.647987] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-11-26T21:30:57.648274] [INFO ] [FORECASTER] Completed predict_future for NEM [2025-11-26T21:30:57.648414] [INFO ] [sig ] NEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:57.788902] [INFO ] [LOCAL ] Saved forecast: NEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEM.txt [2025-11-26T21:30:57.789088] [INFO ] [sig ] [2204/3599] Completed NEM in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:57.789141] [INFO ] [sig ] [2205/3599] Forecasting NEO... [2025-11-26T21:30:57.789207] [INFO ] [sig ] Generating forecast for: NEO [2025-11-26T21:30:57.789265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'. [2025-11-26T21:30:57.800361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEO'. [2025-11-26T21:30:57.800816] [INFO ] [FORECASTER] Starting predict_future for NEO [2025-11-26T21:30:57.801599] [DEBUG] [LOCAL ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt [2025-11-26T21:30:57.801693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:57.801741] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:57.801780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:57.801888] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:57.860871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:57.861819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:57.861970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:57.862022] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:57.982022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:57.982219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:57.982276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:57.982320] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:57.986082] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=61.61%) [2025-11-26T21:30:57.986460] [INFO ] [FORECASTER] Completed predict_future for NEO [2025-11-26T21:30:57.986627] [INFO ] [sig ] NEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:30:58.129879] [INFO ] [LOCAL ] Saved forecast: NEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NEO.txt [2025-11-26T21:30:58.130033] [INFO ] [sig ] [2205/3599] Completed NEO in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:58.130089] [INFO ] [sig ] [2206/3599] Forecasting NEOG... [2025-11-26T21:30:58.130133] [INFO ] [sig ] Generating forecast for: NEOG [2025-11-26T21:30:58.130177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'. [2025-11-26T21:30:58.140958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEOG'. [2025-11-26T21:30:58.141286] [INFO ] [FORECASTER] Starting predict_future for NEOG [2025-11-26T21:30:58.142187] [DEBUG] [LOCAL ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt [2025-11-26T21:30:58.142260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:58.142320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:58.142367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:58.142481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:58.201496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:58.202330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:58.202428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:58.202486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:58.320093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:58.320247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:58.320301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:58.320343] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:58.323660] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=16.17%) [2025-11-26T21:30:58.323961] [INFO ] [FORECASTER] Completed predict_future for NEOG [2025-11-26T21:30:58.324101] [INFO ] [sig ] NEOG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:58.464209] [INFO ] [LOCAL ] Saved forecast: NEOG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEOG.txt [2025-11-26T21:30:58.464356] [INFO ] [sig ] [2206/3599] Completed NEOG in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:58.464411] [INFO ] [sig ] [2207/3599] Forecasting NEON... [2025-11-26T21:30:58.464455] [INFO ] [sig ] Generating forecast for: NEON [2025-11-26T21:30:58.464493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'. [2025-11-26T21:30:58.474838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEON'. [2025-11-26T21:30:58.475149] [INFO ] [FORECASTER] Starting predict_future for NEON [2025-11-26T21:30:58.475953] [DEBUG] [LOCAL ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt [2025-11-26T21:30:58.476025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:58.476072] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:58.476114] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:58.476185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:58.533173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:58.533831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:58.533931] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:58.533980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:58.657261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:58.657472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:58.657552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:58.657598] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:58.661004] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-11-26T21:30:58.661297] [INFO ] [FORECASTER] Completed predict_future for NEON [2025-11-26T21:30:58.661440] [INFO ] [sig ] NEON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:58.801277] [INFO ] [LOCAL ] Saved forecast: NEON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEON.txt [2025-11-26T21:30:58.801433] [INFO ] [sig ] [2207/3599] Completed NEON in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:58.801486] [INFO ] [sig ] [2208/3599] Forecasting NEXA... [2025-11-26T21:30:58.801527] [INFO ] [sig ] Generating forecast for: NEXA [2025-11-26T21:30:58.801569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-11-26T21:30:58.811860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXA'. [2025-11-26T21:30:58.812164] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-11-26T21:30:58.813060] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-11-26T21:30:58.813130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:58.813175] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:58.813214] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:58.813282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:58.871397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:58.872493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:58.872604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:58.872677] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:58.989515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:58.989736] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:30:58.989796] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:58.989842] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:58.993295] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=35.46%) [2025-11-26T21:30:58.993595] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-11-26T21:30:58.993760] [INFO ] [sig ] NEXA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:59.135035] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEXA.txt [2025-11-26T21:30:59.135240] [INFO ] [sig ] [2208/3599] Completed NEXA in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:59.135302] [INFO ] [sig ] [2209/3599] Forecasting NEXN... [2025-11-26T21:30:59.135348] [INFO ] [sig ] Generating forecast for: NEXN [2025-11-26T21:30:59.135396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'. [2025-11-26T21:30:59.146246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXN'. [2025-11-26T21:30:59.146663] [INFO ] [FORECASTER] Starting predict_future for NEXN [2025-11-26T21:30:59.147506] [DEBUG] [LOCAL ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt [2025-11-26T21:30:59.147577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:59.147624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:59.147681] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:59.147753] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:59.204135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:59.205038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:59.205137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:59.205184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:59.324050] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:59.324251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:59.324305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:59.324349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:59.327762] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=10.41%) [2025-11-26T21:30:59.328077] [INFO ] [FORECASTER] Completed predict_future for NEXN [2025-11-26T21:30:59.328224] [INFO ] [sig ] NEXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:59.467111] [INFO ] [LOCAL ] Saved forecast: NEXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NEXN.txt [2025-11-26T21:30:59.467292] [INFO ] [sig ] [2209/3599] Completed NEXN in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 8.0m [2025-11-26T21:30:59.467346] [INFO ] [sig ] [2210/3599] Forecasting NFBK... [2025-11-26T21:30:59.467411] [INFO ] [sig ] Generating forecast for: NFBK [2025-11-26T21:30:59.471150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'. [2025-11-26T21:30:59.481956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFBK'. [2025-11-26T21:30:59.482272] [INFO ] [FORECASTER] Starting predict_future for NFBK [2025-11-26T21:30:59.483070] [DEBUG] [LOCAL ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt [2025-11-26T21:30:59.483138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:59.483183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:59.483222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:59.483288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:59.540546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:59.541441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:59.541542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:59.541589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:59.653092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:59.653278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:59.653335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:59.653376] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:59.656689] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=3.73%) [2025-11-26T21:30:59.656973] [INFO ] [FORECASTER] Completed predict_future for NFBK [2025-11-26T21:30:59.657110] [INFO ] [sig ] NFBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:30:59.796469] [INFO ] [LOCAL ] Saved forecast: NFBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NFBK.txt [2025-11-26T21:30:59.796715] [INFO ] [sig ] [2210/3599] Completed NFBK in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.9m [2025-11-26T21:30:59.796772] [INFO ] [sig ] [2211/3599] Forecasting NFE... [2025-11-26T21:30:59.796814] [INFO ] [sig ] Generating forecast for: NFE [2025-11-26T21:30:59.796854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'. [2025-11-26T21:30:59.806738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFE'. [2025-11-26T21:30:59.807094] [INFO ] [FORECASTER] Starting predict_future for NFE [2025-11-26T21:30:59.807956] [DEBUG] [LOCAL ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt [2025-11-26T21:30:59.808026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:30:59.808086] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:30:59.808126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:30:59.808192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:30:59.863986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:30:59.864844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:30:59.864946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:30:59.864993] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:30:59.985291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:30:59.985483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:30:59.985537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:30:59.985579] [INFO ] [FORECASTER] Training complete [2025-11-26T21:30:59.988983] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=92.03%) [2025-11-26T21:30:59.989289] [INFO ] [FORECASTER] Completed predict_future for NFE [2025-11-26T21:30:59.989454] [INFO ] [sig ] NFE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:00.127224] [INFO ] [LOCAL ] Saved forecast: NFE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NFE.txt [2025-11-26T21:31:00.127400] [INFO ] [sig ] [2211/3599] Completed NFE in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:00.127474] [INFO ] [sig ] [2212/3599] Forecasting NFG... [2025-11-26T21:31:00.127514] [INFO ] [sig ] Generating forecast for: NFG [2025-11-26T21:31:00.127549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-11-26T21:31:00.137121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFG'. [2025-11-26T21:31:00.137439] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-11-26T21:31:00.138226] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-11-26T21:31:00.138295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:00.138339] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:00.138376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:00.138445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:00.194238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:00.194994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:00.195178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:00.195226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:00.312635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:00.312782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:00.312834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:00.312877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:00.316172] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=45.20%) [2025-11-26T21:31:00.316473] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-11-26T21:31:00.316617] [INFO ] [sig ] NFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:00.458171] [INFO ] [LOCAL ] Saved forecast: NFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NFG.txt [2025-11-26T21:31:00.458333] [INFO ] [sig ] [2212/3599] Completed NFG in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:00.458382] [INFO ] [sig ] [2213/3599] Forecasting NFJ... [2025-11-26T21:31:00.458417] [INFO ] [sig ] Generating forecast for: NFJ [2025-11-26T21:31:00.458471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-11-26T21:31:00.469852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFJ'. [2025-11-26T21:31:00.470181] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-11-26T21:31:00.470954] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-11-26T21:31:00.471026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:00.471063] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:00.471094] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:00.471155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:00.528176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:00.528990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:00.529082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:00.529121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:00.649035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:00.649182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:00.649251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:00.649313] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:00.652663] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=90.08%) [2025-11-26T21:31:00.652957] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-11-26T21:31:00.653098] [INFO ] [sig ] NFJ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:00.791454] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NFJ.txt [2025-11-26T21:31:00.791597] [INFO ] [sig ] [2213/3599] Completed NFJ in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:00.791671] [INFO ] [sig ] [2214/3599] Forecasting NFLX... [2025-11-26T21:31:00.791732] [INFO ] [sig ] Generating forecast for: NFLX [2025-11-26T21:31:00.791776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'. [2025-11-26T21:31:00.801987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFLX'. [2025-11-26T21:31:00.802274] [INFO ] [FORECASTER] Starting predict_future for NFLX [2025-11-26T21:31:00.803129] [DEBUG] [LOCAL ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt [2025-11-26T21:31:00.803202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:00.803248] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:00.803290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:00.803374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:00.860863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:00.861491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:00.861589] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:00.861637] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:00.982423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:00.982585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:00.982638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:00.982699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:00.986215] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=95.59%) [2025-11-26T21:31:00.986525] [INFO ] [FORECASTER] Completed predict_future for NFLX [2025-11-26T21:31:00.986695] [INFO ] [sig ] NFLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:01.132756] [INFO ] [LOCAL ] Saved forecast: NFLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NFLX.txt [2025-11-26T21:31:01.132941] [INFO ] [sig ] [2214/3599] Completed NFLX in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:01.132997] [INFO ] [sig ] [2215/3599] Forecasting NFTY... [2025-11-26T21:31:01.133060] [INFO ] [sig ] Generating forecast for: NFTY [2025-11-26T21:31:01.133128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'. [2025-11-26T21:31:01.144352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFTY'. [2025-11-26T21:31:01.144766] [INFO ] [FORECASTER] Starting predict_future for NFTY [2025-11-26T21:31:01.145547] [DEBUG] [LOCAL ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt [2025-11-26T21:31:01.145619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:01.145689] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:01.145730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:01.145798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:01.201983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:01.202637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:01.202752] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:01.202798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:01.318756] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:01.318908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:01.318960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:01.319001] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:01.322297] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=24.46%) [2025-11-26T21:31:01.322627] [INFO ] [FORECASTER] Completed predict_future for NFTY [2025-11-26T21:31:01.322803] [INFO ] [sig ] NFTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:01.463858] [INFO ] [LOCAL ] Saved forecast: NFTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NFTY.txt [2025-11-26T21:31:01.464022] [INFO ] [sig ] [2215/3599] Completed NFTY in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:01.464088] [INFO ] [sig ] [2216/3599] Forecasting NGG... [2025-11-26T21:31:01.464130] [INFO ] [sig ] Generating forecast for: NGG [2025-11-26T21:31:01.464164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-11-26T21:31:01.475159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGG'. [2025-11-26T21:31:01.475449] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-11-26T21:31:01.476249] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-11-26T21:31:01.476318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:01.476362] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:01.476400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:01.476466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:01.537145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:01.538003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:01.538101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:01.538146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:01.657781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:01.657924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:01.658024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:01.658063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:01.661430] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=75.55%) [2025-11-26T21:31:01.661751] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-11-26T21:31:01.661891] [INFO ] [sig ] NGG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:01.800115] [INFO ] [LOCAL ] Saved forecast: NGG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NGG.txt [2025-11-26T21:31:01.800260] [INFO ] [sig ] [2216/3599] Completed NGG in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:01.800318] [INFO ] [sig ] [2217/3599] Forecasting NGL... [2025-11-26T21:31:01.800368] [INFO ] [sig ] Generating forecast for: NGL [2025-11-26T21:31:01.800462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-11-26T21:31:01.811149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGL'. [2025-11-26T21:31:01.811461] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-11-26T21:31:01.812280] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-11-26T21:31:01.812365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:01.812428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:01.812485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:01.812583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:01.871211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:01.871930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:01.872037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:01.872101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:01.990955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:01.991118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:01.991187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:01.991248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:01.994554] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=4.57%) [2025-11-26T21:31:01.994884] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-11-26T21:31:01.995042] [INFO ] [sig ] NGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:02.136412] [INFO ] [LOCAL ] Saved forecast: NGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NGL.txt [2025-11-26T21:31:02.136594] [INFO ] [sig ] [2217/3599] Completed NGL in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:02.136710] [INFO ] [sig ] [2218/3599] Forecasting NGNE... [2025-11-26T21:31:02.136772] [INFO ] [sig ] Generating forecast for: NGNE [2025-11-26T21:31:02.136832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'. [2025-11-26T21:31:02.147031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGNE'. [2025-11-26T21:31:02.147343] [INFO ] [FORECASTER] Starting predict_future for NGNE [2025-11-26T21:31:02.148217] [DEBUG] [LOCAL ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt [2025-11-26T21:31:02.148298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:02.148359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:02.148420] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:02.148517] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:02.205789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:02.206455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:02.206560] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:02.206623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:02.324678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:02.324843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:02.324912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:02.324990] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:02.328323] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=17.42%) [2025-11-26T21:31:02.328637] [INFO ] [FORECASTER] Completed predict_future for NGNE [2025-11-26T21:31:02.328811] [INFO ] [sig ] NGNE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:02.467389] [INFO ] [LOCAL ] Saved forecast: NGNE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NGNE.txt [2025-11-26T21:31:02.467566] [INFO ] [sig ] [2218/3599] Completed NGNE in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:02.467637] [INFO ] [sig ] [2219/3599] Forecasting NGS... [2025-11-26T21:31:02.467721] [INFO ] [sig ] Generating forecast for: NGS [2025-11-26T21:31:02.467802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-11-26T21:31:02.477735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGS'. [2025-11-26T21:31:02.478038] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-11-26T21:31:02.478825] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-11-26T21:31:02.478898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:02.478944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:02.478983] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:02.479048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:02.535076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:02.535744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:02.535838] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:02.535885] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:02.653260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:02.653419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:02.653470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:02.653511] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:02.656793] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-11-26T21:31:02.657075] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-11-26T21:31:02.657214] [INFO ] [sig ] NGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:02.797755] [INFO ] [LOCAL ] Saved forecast: NGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NGS.txt [2025-11-26T21:31:02.797929] [INFO ] [sig ] [2219/3599] Completed NGS in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:02.797983] [INFO ] [sig ] [2220/3599] Forecasting NGVC... [2025-11-26T21:31:02.798026] [INFO ] [sig ] Generating forecast for: NGVC [2025-11-26T21:31:02.798125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-11-26T21:31:02.808636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGVC'. [2025-11-26T21:31:02.808988] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-11-26T21:31:02.809886] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-11-26T21:31:02.809963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:02.810022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:02.810077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:02.810169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:02.867672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:02.868401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:02.868499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:02.868564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:02.986301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:02.986474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:02.986527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:02.986568] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:02.989966] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-11-26T21:31:02.990285] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-11-26T21:31:02.990450] [INFO ] [sig ] NGVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:03.137017] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NGVC.txt [2025-11-26T21:31:03.137256] [INFO ] [sig ] [2220/3599] Completed NGVC in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:03.137363] [INFO ] [sig ] [2221/3599] Forecasting NHI... [2025-11-26T21:31:03.137437] [INFO ] [sig ] Generating forecast for: NHI [2025-11-26T21:31:03.137496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-11-26T21:31:03.148323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHI'. [2025-11-26T21:31:03.148722] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-11-26T21:31:03.149525] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-11-26T21:31:03.149596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:03.149664] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:03.149709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:03.149778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:03.207785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:03.208595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:03.208740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:03.208792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:03.332258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:03.332443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:03.332497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:03.332540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:03.336032] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=9.19%) [2025-11-26T21:31:03.336341] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-11-26T21:31:03.336488] [INFO ] [sig ] NHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:03.481283] [INFO ] [LOCAL ] Saved forecast: NHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NHI.txt [2025-11-26T21:31:03.481456] [INFO ] [sig ] [2221/3599] Completed NHI in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:03.481507] [INFO ] [sig ] [2222/3599] Forecasting NHTC... [2025-11-26T21:31:03.481549] [INFO ] [sig ] Generating forecast for: NHTC [2025-11-26T21:31:03.481623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'. [2025-11-26T21:31:03.495714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHTC'. [2025-11-26T21:31:03.496241] [INFO ] [FORECASTER] Starting predict_future for NHTC [2025-11-26T21:31:03.497388] [DEBUG] [LOCAL ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt [2025-11-26T21:31:03.497494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:03.497568] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:03.497702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:03.497824] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:03.572573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:03.573561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:03.573708] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:03.573771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:03.682906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:03.683063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:03.683127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:03.683189] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:03.686639] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=4.49%) [2025-11-26T21:31:03.686972] [INFO ] [FORECASTER] Completed predict_future for NHTC [2025-11-26T21:31:03.687134] [INFO ] [sig ] NHTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:03.831680] [INFO ] [LOCAL ] Saved forecast: NHTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NHTC.txt [2025-11-26T21:31:03.831843] [INFO ] [sig ] [2222/3599] Completed NHTC in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:03.831905] [INFO ] [sig ] [2223/3599] Forecasting NI... [2025-11-26T21:31:03.831957] [INFO ] [sig ] Generating forecast for: NI [2025-11-26T21:31:03.832028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'. [2025-11-26T21:31:03.841978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NI'. [2025-11-26T21:31:03.842340] [INFO ] [FORECASTER] Starting predict_future for NI [2025-11-26T21:31:03.843151] [DEBUG] [LOCAL ] No optimal features file found for NI: ./output/feature-sets/NI.txt [2025-11-26T21:31:03.843221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:03.843273] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:03.843334] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:03.843430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:03.900112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:03.900911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:03.901035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:03.901090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:04.023516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:04.023716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:04.023776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:04.023829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:04.027249] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=27.26%) [2025-11-26T21:31:04.027596] [INFO ] [FORECASTER] Completed predict_future for NI [2025-11-26T21:31:04.027784] [INFO ] [sig ] NI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:04.169462] [INFO ] [LOCAL ] Saved forecast: NI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NI.txt [2025-11-26T21:31:04.169682] [INFO ] [sig ] [2223/3599] Completed NI in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:04.169778] [INFO ] [sig ] [2224/3599] Forecasting NIC... [2025-11-26T21:31:04.169847] [INFO ] [sig ] Generating forecast for: NIC [2025-11-26T21:31:04.169886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-11-26T21:31:04.180731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIC'. [2025-11-26T21:31:04.181134] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-11-26T21:31:04.182044] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-11-26T21:31:04.182122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:04.182191] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:04.182258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:04.182370] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:04.242954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:04.243918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:04.244034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:04.244107] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:04.364232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:04.364425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:04.364516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:04.364590] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:04.368082] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-11-26T21:31:04.368445] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-11-26T21:31:04.368634] [INFO ] [sig ] NIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:04.511225] [INFO ] [LOCAL ] Saved forecast: NIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NIC.txt [2025-11-26T21:31:04.511471] [INFO ] [sig ] [2224/3599] Completed NIC in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:04.511546] [INFO ] [sig ] [2225/3599] Forecasting NICE... [2025-11-26T21:31:04.511589] [INFO ] [sig ] Generating forecast for: NICE [2025-11-26T21:31:04.511704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'. [2025-11-26T21:31:04.522881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NICE'. [2025-11-26T21:31:04.523324] [INFO ] [FORECASTER] Starting predict_future for NICE [2025-11-26T21:31:04.524262] [DEBUG] [LOCAL ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt [2025-11-26T21:31:04.524337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:04.524384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:04.524428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:04.524519] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:04.582159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:04.583129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:04.583262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:04.583340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:04.705907] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:04.706091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:04.706144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:04.706186] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:04.709568] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=3.88%) [2025-11-26T21:31:04.709906] [INFO ] [FORECASTER] Completed predict_future for NICE [2025-11-26T21:31:04.710062] [INFO ] [sig ] NICE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:04.850562] [INFO ] [LOCAL ] Saved forecast: NICE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NICE.txt [2025-11-26T21:31:04.850769] [INFO ] [sig ] [2225/3599] Completed NICE in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:04.850827] [INFO ] [sig ] [2226/3599] Forecasting NIE... [2025-11-26T21:31:04.850869] [INFO ] [sig ] Generating forecast for: NIE [2025-11-26T21:31:04.850930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-11-26T21:31:04.861573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIE'. [2025-11-26T21:31:04.862010] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-11-26T21:31:04.862846] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-11-26T21:31:04.862924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:04.862985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:04.863039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:04.863133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:04.920175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:04.921081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:04.921193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:04.921256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:05.040678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:05.040880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:05.040945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:05.040997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:05.044396] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=2.47%) [2025-11-26T21:31:05.044734] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-11-26T21:31:05.044878] [INFO ] [sig ] NIE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:05.230132] [INFO ] [LOCAL ] Saved forecast: NIE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NIE.txt [2025-11-26T21:31:05.230317] [INFO ] [sig ] [2226/3599] Completed NIE in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.9m [2025-11-26T21:31:05.230372] [INFO ] [sig ] [2227/3599] Forecasting NIKL... [2025-11-26T21:31:05.230415] [INFO ] [sig ] Generating forecast for: NIKL [2025-11-26T21:31:05.230457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'. [2025-11-26T21:31:05.241761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIKL'. [2025-11-26T21:31:05.242199] [INFO ] [FORECASTER] Starting predict_future for NIKL [2025-11-26T21:31:05.243030] [DEBUG] [LOCAL ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt [2025-11-26T21:31:05.243101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:05.243145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:05.243185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:05.243279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:05.302234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:05.303144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:05.303251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:05.303304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:05.413450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:05.413629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:05.413695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:05.413739] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:05.417104] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=83.41%) [2025-11-26T21:31:05.417437] [INFO ] [FORECASTER] Completed predict_future for NIKL [2025-11-26T21:31:05.417589] [INFO ] [sig ] NIKL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:05.562012] [INFO ] [LOCAL ] Saved forecast: NIKL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NIKL.txt [2025-11-26T21:31:05.562229] [INFO ] [sig ] [2227/3599] Completed NIKL in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.8m [2025-11-26T21:31:05.562312] [INFO ] [sig ] [2228/3599] Forecasting NIM... [2025-11-26T21:31:05.562387] [INFO ] [sig ] Generating forecast for: NIM [2025-11-26T21:31:05.562441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-11-26T21:31:05.573098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIM'. [2025-11-26T21:31:05.573509] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-11-26T21:31:05.574380] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-11-26T21:31:05.574453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:05.574499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:05.574540] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:05.574609] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:05.634036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:05.634992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:05.635097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:05.635145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:05.740299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:05.740484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:05.740536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:05.740577] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:05.743964] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=95.20%) [2025-11-26T21:31:05.744277] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-11-26T21:31:05.744422] [INFO ] [sig ] NIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:05.884890] [INFO ] [LOCAL ] Saved forecast: NIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NIM.txt [2025-11-26T21:31:05.885076] [INFO ] [sig ] [2228/3599] Completed NIM in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.8m [2025-11-26T21:31:05.885131] [INFO ] [sig ] [2229/3599] Forecasting NIO... [2025-11-26T21:31:05.885196] [INFO ] [sig ] Generating forecast for: NIO [2025-11-26T21:31:05.885234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-11-26T21:31:05.895300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIO'. [2025-11-26T21:31:05.895692] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-11-26T21:31:05.896476] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-11-26T21:31:05.896546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:05.896600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:05.896661] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:05.896733] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:05.953410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:05.954295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:05.954400] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:05.954450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:06.074261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:06.074456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:06.074507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:06.074543] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:06.078299] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=1.89%) [2025-11-26T21:31:06.078792] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-11-26T21:31:06.078957] [INFO ] [sig ] NIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:06.223520] [INFO ] [LOCAL ] Saved forecast: NIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NIO.txt [2025-11-26T21:31:06.223707] [INFO ] [sig ] [2229/3599] Completed NIO in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:06.223763] [INFO ] [sig ] [2230/3599] Forecasting NIPG... [2025-11-26T21:31:06.223806] [INFO ] [sig ] Generating forecast for: NIPG [2025-11-26T21:31:06.223846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'. [2025-11-26T21:31:06.234128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIPG'. [2025-11-26T21:31:06.234458] [INFO ] [FORECASTER] Starting predict_future for NIPG [2025-11-26T21:31:06.235254] [DEBUG] [LOCAL ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt [2025-11-26T21:31:06.235324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:06.235369] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:06.235410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:06.235484] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:06.291591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:06.292302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:06.292397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:06.292441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:06.401765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:06.401930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:06.401981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:06.402020] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:06.405305] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=42.94%) [2025-11-26T21:31:06.405595] [INFO ] [FORECASTER] Completed predict_future for NIPG [2025-11-26T21:31:06.405765] [INFO ] [sig ] NIPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:06.544891] [INFO ] [LOCAL ] Saved forecast: NIPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NIPG.txt [2025-11-26T21:31:06.545077] [INFO ] [sig ] [2230/3599] Completed NIPG in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:06.545202] [INFO ] [sig ] [2231/3599] Forecasting NISN... [2025-11-26T21:31:06.545286] [INFO ] [sig ] Generating forecast for: NISN [2025-11-26T21:31:06.545356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'. [2025-11-26T21:31:06.555327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NISN'. [2025-11-26T21:31:06.555687] [INFO ] [FORECASTER] Starting predict_future for NISN [2025-11-26T21:31:06.556505] [DEBUG] [LOCAL ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt [2025-11-26T21:31:06.556585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:06.556670] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:06.556730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:06.556828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:06.615794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:06.616766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:06.616880] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:06.616935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:06.726178] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:06.726376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:06.726429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:06.726471] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:06.729810] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=33.26%) [2025-11-26T21:31:06.730099] [INFO ] [FORECASTER] Completed predict_future for NISN [2025-11-26T21:31:06.730238] [INFO ] [sig ] NISN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:06.872018] [INFO ] [LOCAL ] Saved forecast: NISN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NISN.txt [2025-11-26T21:31:06.872187] [INFO ] [sig ] [2231/3599] Completed NISN in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:06.872246] [INFO ] [sig ] [2232/3599] Forecasting NITO... [2025-11-26T21:31:06.872290] [INFO ] [sig ] Generating forecast for: NITO [2025-11-26T21:31:06.872331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'. [2025-11-26T21:31:06.882193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NITO'. [2025-11-26T21:31:06.882490] [INFO ] [FORECASTER] Starting predict_future for NITO [2025-11-26T21:31:06.883279] [DEBUG] [LOCAL ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt [2025-11-26T21:31:06.883352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:06.883398] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:06.883437] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:06.883508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:06.939688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:06.940347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:06.940441] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:06.940486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:07.052120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:07.052291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:07.052343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:07.052384] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:07.055715] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=7.34%) [2025-11-26T21:31:07.056009] [INFO ] [FORECASTER] Completed predict_future for NITO [2025-11-26T21:31:07.056147] [INFO ] [sig ] NITO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:07.197801] [INFO ] [LOCAL ] Saved forecast: NITO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NITO.txt [2025-11-26T21:31:07.197960] [INFO ] [sig ] [2232/3599] Completed NITO in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:07.198014] [INFO ] [sig ] [2233/3599] Forecasting NKSH... [2025-11-26T21:31:07.198051] [INFO ] [sig ] Generating forecast for: NKSH [2025-11-26T21:31:07.198115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'. [2025-11-26T21:31:07.208180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKSH'. [2025-11-26T21:31:07.208520] [INFO ] [FORECASTER] Starting predict_future for NKSH [2025-11-26T21:31:07.209319] [DEBUG] [LOCAL ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt [2025-11-26T21:31:07.209388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:07.209436] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:07.209485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:07.209568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:07.267039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:07.267777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:07.267872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:07.267919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:07.372932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:07.373120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:07.373176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:07.373220] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:07.376703] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=32.75%) [2025-11-26T21:31:07.377001] [INFO ] [FORECASTER] Completed predict_future for NKSH [2025-11-26T21:31:07.377145] [INFO ] [sig ] NKSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:07.518627] [INFO ] [LOCAL ] Saved forecast: NKSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NKSH.txt [2025-11-26T21:31:07.518803] [INFO ] [sig ] [2233/3599] Completed NKSH in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:07.518860] [INFO ] [sig ] [2234/3599] Forecasting NKTX... [2025-11-26T21:31:07.518922] [INFO ] [sig ] Generating forecast for: NKTX [2025-11-26T21:31:07.518962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'. [2025-11-26T21:31:07.528854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKTX'. [2025-11-26T21:31:07.529147] [INFO ] [FORECASTER] Starting predict_future for NKTX [2025-11-26T21:31:07.529942] [DEBUG] [LOCAL ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt [2025-11-26T21:31:07.530011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:07.530056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:07.530094] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:07.530156] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:07.588112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:07.588853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:07.588953] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:07.589004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:07.713799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:07.713982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:07.714033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:07.714074] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:07.717491] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=51.61%) [2025-11-26T21:31:07.717820] [INFO ] [FORECASTER] Completed predict_future for NKTX [2025-11-26T21:31:07.717961] [INFO ] [sig ] NKTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:07.859515] [INFO ] [LOCAL ] Saved forecast: NKTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NKTX.txt [2025-11-26T21:31:07.859693] [INFO ] [sig ] [2234/3599] Completed NKTX in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:07.859751] [INFO ] [sig ] [2235/3599] Forecasting NKX... [2025-11-26T21:31:07.859794] [INFO ] [sig ] Generating forecast for: NKX [2025-11-26T21:31:07.859834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-11-26T21:31:07.870098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKX'. [2025-11-26T21:31:07.870398] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-11-26T21:31:07.871170] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-11-26T21:31:07.871252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:07.871299] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:07.871338] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:07.871406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:07.929177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:07.929885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:07.929981] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:07.930028] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:08.047793] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:08.047938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:08.047991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:08.048032] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:08.051496] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=83.05%) [2025-11-26T21:31:08.051811] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-11-26T21:31:08.051955] [INFO ] [sig ] NKX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:08.194258] [INFO ] [LOCAL ] Saved forecast: NKX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NKX.txt [2025-11-26T21:31:08.194408] [INFO ] [sig ] [2235/3599] Completed NKX in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:08.194464] [INFO ] [sig ] [2236/3599] Forecasting NLOP... [2025-11-26T21:31:08.194534] [INFO ] [sig ] Generating forecast for: NLOP [2025-11-26T21:31:08.194584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-11-26T21:31:08.205410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLOP'. [2025-11-26T21:31:08.205909] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-11-26T21:31:08.206751] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-11-26T21:31:08.206824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:08.206908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:08.206968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:08.207063] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:08.269121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:08.269981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:08.270084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:08.270130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:08.389066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:08.389265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:08.389319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:08.389361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:08.393252] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T21:31:08.393549] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-11-26T21:31:08.393893] [INFO ] [sig ] NLOP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:08.537671] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NLOP.txt [2025-11-26T21:31:08.537893] [INFO ] [sig ] [2236/3599] Completed NLOP in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:08.537974] [INFO ] [sig ] [2237/3599] Forecasting NLY... [2025-11-26T21:31:08.538046] [INFO ] [sig ] Generating forecast for: NLY [2025-11-26T21:31:08.538096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-11-26T21:31:08.549729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLY'. [2025-11-26T21:31:08.550144] [INFO ] [FORECASTER] Starting predict_future for NLY [2025-11-26T21:31:08.551013] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-11-26T21:31:08.551086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:08.551136] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:08.551181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:08.551293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:08.612748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:08.613828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:08.613950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:08.614021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:08.781309] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:08.781538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:08.781603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:08.781664] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:08.786969] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=19.78%) [2025-11-26T21:31:08.787535] [INFO ] [FORECASTER] Completed predict_future for NLY [2025-11-26T21:31:08.787785] [INFO ] [sig ] NLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:08.974605] [INFO ] [LOCAL ] Saved forecast: NLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NLY.txt [2025-11-26T21:31:08.974868] [INFO ] [sig ] [2237/3599] Completed NLY in 0.4s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:08.974969] [INFO ] [sig ] [2238/3599] Forecasting NMAI... [2025-11-26T21:31:08.975013] [INFO ] [sig ] Generating forecast for: NMAI [2025-11-26T21:31:08.975065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-11-26T21:31:08.990683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMAI'. [2025-11-26T21:31:08.991242] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-11-26T21:31:08.992549] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-11-26T21:31:08.992670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:08.992775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:08.992850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:08.992971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:09.079124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:09.080423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:09.080600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:09.080730] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:09.223428] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:09.223666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:09.223726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:09.223768] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:09.227988] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=48.13%) [2025-11-26T21:31:09.228448] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-11-26T21:31:09.228705] [INFO ] [sig ] NMAI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:09.426153] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMAI.txt [2025-11-26T21:31:09.426417] [INFO ] [sig ] [2238/3599] Completed NMAI in 0.5s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:09.426527] [INFO ] [sig ] [2239/3599] Forecasting NMCO... [2025-11-26T21:31:09.426592] [INFO ] [sig ] Generating forecast for: NMCO [2025-11-26T21:31:09.426669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-11-26T21:31:09.441322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMCO'. [2025-11-26T21:31:09.441905] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-11-26T21:31:09.443155] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-11-26T21:31:09.443271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:09.443344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:09.443411] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:09.443527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:09.531213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:09.532439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:09.532597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:09.532698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:09.674610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:09.674857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:09.674911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:09.674955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:09.678552] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=47.05%) [2025-11-26T21:31:09.678961] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-11-26T21:31:09.679142] [INFO ] [sig ] NMCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:09.827167] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMCO.txt [2025-11-26T21:31:09.827390] [INFO ] [sig ] [2239/3599] Completed NMCO in 0.4s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:09.827496] [INFO ] [sig ] [2240/3599] Forecasting NMFC... [2025-11-26T21:31:09.827538] [INFO ] [sig ] Generating forecast for: NMFC [2025-11-26T21:31:09.827586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'. [2025-11-26T21:31:09.838451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMFC'. [2025-11-26T21:31:09.838888] [INFO ] [FORECASTER] Starting predict_future for NMFC [2025-11-26T21:31:09.839876] [DEBUG] [LOCAL ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt [2025-11-26T21:31:09.839955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:09.840001] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:09.840045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:09.840165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:09.899388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:09.900314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:09.900437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:09.900492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:10.025677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:10.025873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:10.025928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:10.025981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:10.029560] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=85.11%) [2025-11-26T21:31:10.029935] [INFO ] [FORECASTER] Completed predict_future for NMFC [2025-11-26T21:31:10.030155] [INFO ] [sig ] NMFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:10.169991] [INFO ] [LOCAL ] Saved forecast: NMFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMFC.txt [2025-11-26T21:31:10.170221] [INFO ] [sig ] [2240/3599] Completed NMFC in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:10.170301] [INFO ] [sig ] [2241/3599] Forecasting NMG... [2025-11-26T21:31:10.170355] [INFO ] [sig ] Generating forecast for: NMG [2025-11-26T21:31:10.170440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-11-26T21:31:10.181228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMG'. [2025-11-26T21:31:10.181561] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-11-26T21:31:10.182354] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-11-26T21:31:10.182424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:10.182470] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:10.182512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:10.182592] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:10.239329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:10.240030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:10.240128] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:10.240176] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:10.358133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:10.358322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:10.358388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:10.358431] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:10.361821] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=93.80%) [2025-11-26T21:31:10.362106] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-11-26T21:31:10.362244] [INFO ] [sig ] NMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:10.501727] [INFO ] [LOCAL ] Saved forecast: NMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMG.txt [2025-11-26T21:31:10.501941] [INFO ] [sig ] [2241/3599] Completed NMG in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:10.502001] [INFO ] [sig ] [2242/3599] Forecasting NMI... [2025-11-26T21:31:10.502044] [INFO ] [sig ] Generating forecast for: NMI [2025-11-26T21:31:10.502088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-11-26T21:31:10.514383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMI'. [2025-11-26T21:31:10.514777] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-11-26T21:31:10.515633] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-11-26T21:31:10.515720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:10.515764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:10.515802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:10.515869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:10.571590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:10.572563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:10.572687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:10.572737] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:10.676752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:10.676936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:10.677009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:10.677051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:10.680391] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=77.67%) [2025-11-26T21:31:10.680696] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-11-26T21:31:10.680832] [INFO ] [sig ] NMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:10.818689] [INFO ] [LOCAL ] Saved forecast: NMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMI.txt [2025-11-26T21:31:10.818857] [INFO ] [sig ] [2242/3599] Completed NMI in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:10.818935] [INFO ] [sig ] [2243/3599] Forecasting NMIH... [2025-11-26T21:31:10.818982] [INFO ] [sig ] Generating forecast for: NMIH [2025-11-26T21:31:10.819021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'. [2025-11-26T21:31:10.829355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMIH'. [2025-11-26T21:31:10.829685] [INFO ] [FORECASTER] Starting predict_future for NMIH [2025-11-26T21:31:10.830456] [DEBUG] [LOCAL ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt [2025-11-26T21:31:10.830526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:10.830572] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:10.830611] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:10.830699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:10.886334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:10.887104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:10.887202] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:10.887249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:11.001191] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:11.001397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:11.001451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:11.001492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:11.004917] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=49.72%) [2025-11-26T21:31:11.005227] [INFO ] [FORECASTER] Completed predict_future for NMIH [2025-11-26T21:31:11.005368] [INFO ] [sig ] NMIH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:11.144393] [INFO ] [LOCAL ] Saved forecast: NMIH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMIH.txt [2025-11-26T21:31:11.144591] [INFO ] [sig ] [2243/3599] Completed NMIH in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:11.144690] [INFO ] [sig ] [2244/3599] Forecasting NMM... [2025-11-26T21:31:11.144738] [INFO ] [sig ] Generating forecast for: NMM [2025-11-26T21:31:11.144780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-11-26T21:31:11.155353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMM'. [2025-11-26T21:31:11.155796] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-11-26T21:31:11.156565] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-11-26T21:31:11.156635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:11.156705] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:11.156743] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:11.156811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:11.212331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:11.213266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:11.213405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:11.213452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:11.331467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:11.331687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:11.331742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:11.331783] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:11.335115] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=45.95%) [2025-11-26T21:31:11.335423] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-11-26T21:31:11.335575] [INFO ] [sig ] NMM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:11.483585] [INFO ] [LOCAL ] Saved forecast: NMM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMM.txt [2025-11-26T21:31:11.483813] [INFO ] [sig ] [2244/3599] Completed NMM in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.8m [2025-11-26T21:31:11.483906] [INFO ] [sig ] [2245/3599] Forecasting NMRA... [2025-11-26T21:31:11.483945] [INFO ] [sig ] Generating forecast for: NMRA [2025-11-26T21:31:11.483989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'. [2025-11-26T21:31:11.495989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRA'. [2025-11-26T21:31:11.496402] [INFO ] [FORECASTER] Starting predict_future for NMRA [2025-11-26T21:31:11.497328] [DEBUG] [LOCAL ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt [2025-11-26T21:31:11.497443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:11.497497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:11.497536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:11.497603] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:11.557864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:11.558769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:11.558867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:11.558912] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:11.679858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:11.680050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:11.680103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:11.680145] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:11.683443] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: UP (p=61.74%) [2025-11-26T21:31:11.683757] [INFO ] [FORECASTER] Completed predict_future for NMRA [2025-11-26T21:31:11.683896] [INFO ] [sig ] NMRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:11.825456] [INFO ] [LOCAL ] Saved forecast: NMRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NMRA.txt [2025-11-26T21:31:11.825729] [INFO ] [sig ] [2245/3599] Completed NMRA in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.7m [2025-11-26T21:31:11.825805] [INFO ] [sig ] [2246/3599] Forecasting NMRK... [2025-11-26T21:31:11.825875] [INFO ] [sig ] Generating forecast for: NMRK [2025-11-26T21:31:11.825939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'. [2025-11-26T21:31:11.836948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRK'. [2025-11-26T21:31:11.837304] [INFO ] [FORECASTER] Starting predict_future for NMRK [2025-11-26T21:31:11.838196] [DEBUG] [LOCAL ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt [2025-11-26T21:31:11.838274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:11.838350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:11.838405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:11.838500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:11.895227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:11.896135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:11.896237] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:11.896285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:12.018740] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:12.018923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:12.018977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:12.019020] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:12.022371] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=13.21%) [2025-11-26T21:31:12.022680] [INFO ] [FORECASTER] Completed predict_future for NMRK [2025-11-26T21:31:12.022821] [INFO ] [sig ] NMRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:12.161017] [INFO ] [LOCAL ] Saved forecast: NMRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NMRK.txt [2025-11-26T21:31:12.161179] [INFO ] [sig ] [2246/3599] Completed NMRK in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:12.161257] [INFO ] [sig ] [2247/3599] Forecasting NN... [2025-11-26T21:31:12.161301] [INFO ] [sig ] Generating forecast for: NN [2025-11-26T21:31:12.161342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'. [2025-11-26T21:31:12.171573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NN'. [2025-11-26T21:31:12.171943] [INFO ] [FORECASTER] Starting predict_future for NN [2025-11-26T21:31:12.172725] [DEBUG] [LOCAL ] No optimal features file found for NN: ./output/feature-sets/NN.txt [2025-11-26T21:31:12.172793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:12.172835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:12.172871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:12.172937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:12.228815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:12.229509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:12.229604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:12.229669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:12.347915] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:12.348082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:12.348135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:12.348175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:12.351484] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=76.84%) [2025-11-26T21:31:12.351805] [INFO ] [FORECASTER] Completed predict_future for NN [2025-11-26T21:31:12.351951] [INFO ] [sig ] NN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:12.489962] [INFO ] [LOCAL ] Saved forecast: NN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NN.txt [2025-11-26T21:31:12.490122] [INFO ] [sig ] [2247/3599] Completed NN in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:12.490175] [INFO ] [sig ] [2248/3599] Forecasting NNDM... [2025-11-26T21:31:12.490240] [INFO ] [sig ] Generating forecast for: NNDM [2025-11-26T21:31:12.490289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'. [2025-11-26T21:31:12.500859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNDM'. [2025-11-26T21:31:12.501229] [INFO ] [FORECASTER] Starting predict_future for NNDM [2025-11-26T21:31:12.502032] [DEBUG] [LOCAL ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt [2025-11-26T21:31:12.502102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:12.502147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:12.502187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:12.502256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:12.560686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:12.561604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:12.561730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:12.561782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:12.678551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:12.678754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:12.678812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:12.678856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:12.682275] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=4.83%) [2025-11-26T21:31:12.682613] [INFO ] [FORECASTER] Completed predict_future for NNDM [2025-11-26T21:31:12.682800] [INFO ] [sig ] NNDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:12.826837] [INFO ] [LOCAL ] Saved forecast: NNDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNDM.txt [2025-11-26T21:31:12.827002] [INFO ] [sig ] [2248/3599] Completed NNDM in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:12.827062] [INFO ] [sig ] [2249/3599] Forecasting NNE... [2025-11-26T21:31:12.827108] [INFO ] [sig ] Generating forecast for: NNE [2025-11-26T21:31:12.827153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'. [2025-11-26T21:31:12.837880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNE'. [2025-11-26T21:31:12.838189] [INFO ] [FORECASTER] Starting predict_future for NNE [2025-11-26T21:31:12.838982] [DEBUG] [LOCAL ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt [2025-11-26T21:31:12.839052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:12.839097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:12.839136] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:12.839203] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:12.895464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:12.896146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:12.896243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:12.896291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:13.017840] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:13.018017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:13.018072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:13.018116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:13.021504] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=95.96%) [2025-11-26T21:31:13.021822] [INFO ] [FORECASTER] Completed predict_future for NNE [2025-11-26T21:31:13.021968] [INFO ] [sig ] NNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:13.159887] [INFO ] [LOCAL ] Saved forecast: NNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NNE.txt [2025-11-26T21:31:13.160069] [INFO ] [sig ] [2249/3599] Completed NNE in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:13.160127] [INFO ] [sig ] [2250/3599] Forecasting NNI... [2025-11-26T21:31:13.160201] [INFO ] [sig ] Generating forecast for: NNI [2025-11-26T21:31:13.160253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-11-26T21:31:13.173410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNI'. [2025-11-26T21:31:13.174056] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-11-26T21:31:13.175084] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-11-26T21:31:13.175163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:13.175213] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:13.175254] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:13.175328] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:13.234234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:13.235447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:13.235571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:13.235624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:13.358948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:13.359143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:13.359196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:13.359238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:13.362882] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=10.01%) [2025-11-26T21:31:13.363221] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-11-26T21:31:13.363373] [INFO ] [sig ] NNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:13.505699] [INFO ] [LOCAL ] Saved forecast: NNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNI.txt [2025-11-26T21:31:13.505864] [INFO ] [sig ] [2250/3599] Completed NNI in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:13.505919] [INFO ] [sig ] [2251/3599] Forecasting NNN... [2025-11-26T21:31:13.505993] [INFO ] [sig ] Generating forecast for: NNN [2025-11-26T21:31:13.506033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-11-26T21:31:13.522298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNN'. [2025-11-26T21:31:13.523009] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-11-26T21:31:13.524275] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-11-26T21:31:13.524364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:13.524440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:13.524504] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:13.524628] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:13.590799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:13.592095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:13.592247] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:13.592304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:13.717492] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:13.717771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:13.717838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:13.717877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:13.722516] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=29.75%) [2025-11-26T21:31:13.722993] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-11-26T21:31:13.723175] [INFO ] [sig ] NNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:13.881881] [INFO ] [LOCAL ] Saved forecast: NNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNN.txt [2025-11-26T21:31:13.882184] [INFO ] [sig ] [2251/3599] Completed NNN in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:13.882309] [INFO ] [sig ] [2252/3599] Forecasting NNOX... [2025-11-26T21:31:13.882395] [INFO ] [sig ] Generating forecast for: NNOX [2025-11-26T21:31:13.882479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'. [2025-11-26T21:31:13.896303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNOX'. [2025-11-26T21:31:13.897017] [INFO ] [FORECASTER] Starting predict_future for NNOX [2025-11-26T21:31:13.898118] [DEBUG] [LOCAL ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt [2025-11-26T21:31:13.898195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:13.898247] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:13.898299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:13.898373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:13.962474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:13.963780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:13.963950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:13.964005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:14.105806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:14.106085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:14.106150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:14.106200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:14.110361] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=49.66%) [2025-11-26T21:31:14.110896] [INFO ] [FORECASTER] Completed predict_future for NNOX [2025-11-26T21:31:14.111095] [INFO ] [sig ] NNOX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:14.266589] [INFO ] [LOCAL ] Saved forecast: NNOX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNOX.txt [2025-11-26T21:31:14.266808] [INFO ] [sig ] [2252/3599] Completed NNOX in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:14.266865] [INFO ] [sig ] [2253/3599] Forecasting NNY... [2025-11-26T21:31:14.266932] [INFO ] [sig ] Generating forecast for: NNY [2025-11-26T21:31:14.266983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-11-26T21:31:14.278466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNY'. [2025-11-26T21:31:14.278980] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-11-26T21:31:14.279916] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-11-26T21:31:14.279989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:14.280048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:14.280099] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:14.280187] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:14.337597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:14.338537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:14.338639] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:14.338704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:14.445463] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:14.445673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:14.445726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:14.445785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:14.449174] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=25.08%) [2025-11-26T21:31:14.449486] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-11-26T21:31:14.449667] [INFO ] [sig ] NNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:14.588433] [INFO ] [LOCAL ] Saved forecast: NNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NNY.txt [2025-11-26T21:31:14.588588] [INFO ] [sig ] [2253/3599] Completed NNY in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:14.588663] [INFO ] [sig ] [2254/3599] Forecasting NOA... [2025-11-26T21:31:14.588710] [INFO ] [sig ] Generating forecast for: NOA [2025-11-26T21:31:14.588769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-11-26T21:31:14.605627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOA'. [2025-11-26T21:31:14.606679] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-11-26T21:31:14.608069] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-11-26T21:31:14.608181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:14.608244] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:14.608297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:14.608395] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:14.680725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:14.682123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:14.682249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:14.682299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:14.811397] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:14.811689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:14.811754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:14.811799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:14.815808] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=73.07%) [2025-11-26T21:31:14.816161] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-11-26T21:31:14.816324] [INFO ] [sig ] NOA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:14.965026] [INFO ] [LOCAL ] Saved forecast: NOA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NOA.txt [2025-11-26T21:31:14.965290] [INFO ] [sig ] [2254/3599] Completed NOA in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:14.965370] [INFO ] [sig ] [2255/3599] Forecasting NOAH... [2025-11-26T21:31:14.965421] [INFO ] [sig ] Generating forecast for: NOAH [2025-11-26T21:31:14.965467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-11-26T21:31:14.978351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOAH'. [2025-11-26T21:31:14.978859] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-11-26T21:31:14.979748] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-11-26T21:31:14.979821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:14.979868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:14.979912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:14.979982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:15.036741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:15.037798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:15.037942] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:15.037994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:15.161729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:15.161937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:15.161992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:15.162037] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:15.165409] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=34.82%) [2025-11-26T21:31:15.165801] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-11-26T21:31:15.165955] [INFO ] [sig ] NOAH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:15.309417] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NOAH.txt [2025-11-26T21:31:15.309601] [INFO ] [sig ] [2255/3599] Completed NOAH in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:15.309679] [INFO ] [sig ] [2256/3599] Forecasting NODK... [2025-11-26T21:31:15.309728] [INFO ] [sig ] Generating forecast for: NODK [2025-11-26T21:31:15.309786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'. [2025-11-26T21:31:15.318852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NODK'. [2025-11-26T21:31:15.319137] [INFO ] [FORECASTER] Starting predict_future for NODK [2025-11-26T21:31:15.320063] [DEBUG] [LOCAL ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt [2025-11-26T21:31:15.320134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:15.320181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:15.320222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:15.320289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:15.376078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:15.376955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:15.377059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:15.377106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:15.475234] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:15.475436] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:31:15.475490] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:15.475531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:15.478887] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=0.28%) [2025-11-26T21:31:15.479175] [INFO ] [FORECASTER] Completed predict_future for NODK [2025-11-26T21:31:15.479313] [INFO ] [sig ] NODK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:15.623553] [INFO ] [LOCAL ] Saved forecast: NODK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NODK.txt [2025-11-26T21:31:15.623776] [INFO ] [sig ] [2256/3599] Completed NODK in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:15.623863] [INFO ] [sig ] [2257/3599] Forecasting NOG... [2025-11-26T21:31:15.623906] [INFO ] [sig ] Generating forecast for: NOG [2025-11-26T21:31:15.623948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-11-26T21:31:15.634297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOG'. [2025-11-26T21:31:15.634755] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-11-26T21:31:15.635607] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-11-26T21:31:15.635710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:15.635763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:15.635815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:15.635908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:15.692838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:15.693730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:15.693851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:15.693903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:15.812182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:15.812367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:15.812421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:15.812462] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:15.815889] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=94.53%) [2025-11-26T21:31:15.816223] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-11-26T21:31:15.816370] [INFO ] [sig ] NOG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:15.960399] [INFO ] [LOCAL ] Saved forecast: NOG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NOG.txt [2025-11-26T21:31:15.960594] [INFO ] [sig ] [2257/3599] Completed NOG in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:15.960671] [INFO ] [sig ] [2258/3599] Forecasting NOMD... [2025-11-26T21:31:15.960738] [INFO ] [sig ] Generating forecast for: NOMD [2025-11-26T21:31:15.960776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-11-26T21:31:15.972549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOMD'. [2025-11-26T21:31:15.973049] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-11-26T21:31:15.973976] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-11-26T21:31:15.974049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:15.974098] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:15.974156] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:15.974221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:16.037570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:16.038519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:16.038634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:16.038715] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:16.158971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:16.159165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:16.159221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:16.159272] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:16.162787] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-11-26T21:31:16.163101] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-11-26T21:31:16.163265] [INFO ] [sig ] NOMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:16.302327] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NOMD.txt [2025-11-26T21:31:16.302501] [INFO ] [sig ] [2258/3599] Completed NOMD in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:16.302591] [INFO ] [sig ] [2259/3599] Forecasting NOTE... [2025-11-26T21:31:16.302675] [INFO ] [sig ] Generating forecast for: NOTE [2025-11-26T21:31:16.302730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-11-26T21:31:16.313489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOTE'. [2025-11-26T21:31:16.313949] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-11-26T21:31:16.314818] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-11-26T21:31:16.314912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:16.314986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:16.315046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:16.315180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:16.371711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:16.372633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:16.372774] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:16.372857] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:16.490091] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:16.490304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:16.490386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:16.490451] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:16.493954] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-11-26T21:31:16.494333] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-11-26T21:31:16.494521] [INFO ] [sig ] NOTE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:16.639449] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NOTE.txt [2025-11-26T21:31:16.639658] [INFO ] [sig ] [2259/3599] Completed NOTE in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:16.639744] [INFO ] [sig ] [2260/3599] Forecasting NPCE... [2025-11-26T21:31:16.639791] [INFO ] [sig ] Generating forecast for: NPCE [2025-11-26T21:31:16.639834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'. [2025-11-26T21:31:16.651087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPCE'. [2025-11-26T21:31:16.651452] [INFO ] [FORECASTER] Starting predict_future for NPCE [2025-11-26T21:31:16.652275] [DEBUG] [LOCAL ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt [2025-11-26T21:31:16.652346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:16.652394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:16.652436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:16.652505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:16.710265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:16.711145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:16.711248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:16.711295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:16.839604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:16.839815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:16.839886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:16.839951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:16.843480] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=15.85%) [2025-11-26T21:31:16.843801] [INFO ] [FORECASTER] Completed predict_future for NPCE [2025-11-26T21:31:16.843949] [INFO ] [sig ] NPCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:16.986742] [INFO ] [LOCAL ] Saved forecast: NPCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NPCE.txt [2025-11-26T21:31:16.986927] [INFO ] [sig ] [2260/3599] Completed NPCE in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:16.986984] [INFO ] [sig ] [2261/3599] Forecasting NPFD... [2025-11-26T21:31:16.987029] [INFO ] [sig ] Generating forecast for: NPFD [2025-11-26T21:31:16.987095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-11-26T21:31:16.998082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPFD'. [2025-11-26T21:31:16.998450] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-11-26T21:31:16.999242] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-11-26T21:31:16.999312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:16.999356] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:16.999395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:16.999464] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:17.055570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:17.056318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:17.056416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:17.056463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:17.175081] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:17.175248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:17.175299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:17.175341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:17.178698] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=19.77%) [2025-11-26T21:31:17.178989] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-11-26T21:31:17.179127] [INFO ] [sig ] NPFD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:17.319617] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NPFD.txt [2025-11-26T21:31:17.319788] [INFO ] [sig ] [2261/3599] Completed NPFD in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:17.319845] [INFO ] [sig ] [2262/3599] Forecasting NPK... [2025-11-26T21:31:17.319882] [INFO ] [sig ] Generating forecast for: NPK [2025-11-26T21:31:17.319928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-11-26T21:31:17.330482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPK'. [2025-11-26T21:31:17.330874] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-11-26T21:31:17.331725] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-11-26T21:31:17.331803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:17.331863] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:17.331928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:17.332062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:17.390890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:17.391789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:17.391898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:17.391970] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:17.513350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:17.513548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:17.513618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:17.513699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:17.517174] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=88.50%) [2025-11-26T21:31:17.517557] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-11-26T21:31:17.517756] [INFO ] [sig ] NPK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:17.663307] [INFO ] [LOCAL ] Saved forecast: NPK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NPK.txt [2025-11-26T21:31:17.663540] [INFO ] [sig ] [2262/3599] Completed NPK in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.7m [2025-11-26T21:31:17.663613] [INFO ] [sig ] [2263/3599] Forecasting NPO... [2025-11-26T21:31:17.663715] [INFO ] [sig ] Generating forecast for: NPO [2025-11-26T21:31:17.663799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-11-26T21:31:17.674555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPO'. [2025-11-26T21:31:17.674959] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-11-26T21:31:17.675836] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-11-26T21:31:17.675908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:17.675963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:17.676014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:17.676102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:17.733459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:17.734181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:17.734280] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:17.734340] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:17.852871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:17.853004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:17.853055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:17.853097] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:17.856368] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=65.30%) [2025-11-26T21:31:17.856675] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-11-26T21:31:17.856815] [INFO ] [sig ] NPO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:17.999301] [INFO ] [LOCAL ] Saved forecast: NPO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NPO.txt [2025-11-26T21:31:17.999454] [INFO ] [sig ] [2263/3599] Completed NPO in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.6m [2025-11-26T21:31:17.999508] [INFO ] [sig ] [2264/3599] Forecasting NQP... [2025-11-26T21:31:17.999550] [INFO ] [sig ] Generating forecast for: NQP [2025-11-26T21:31:17.999609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-11-26T21:31:18.010116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NQP'. [2025-11-26T21:31:18.010474] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-11-26T21:31:18.011373] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-11-26T21:31:18.011455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:18.011526] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:18.011604] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:18.011721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:18.070949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:18.071741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:18.071839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:18.071899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:18.194586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:18.194824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:18.194879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:18.194929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:18.198326] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-11-26T21:31:18.198676] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-11-26T21:31:18.198840] [INFO ] [sig ] NQP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:18.342590] [INFO ] [LOCAL ] Saved forecast: NQP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NQP.txt [2025-11-26T21:31:18.342799] [INFO ] [sig ] [2264/3599] Completed NQP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:18.342854] [INFO ] [sig ] [2265/3599] Forecasting NRC... [2025-11-26T21:31:18.342894] [INFO ] [sig ] Generating forecast for: NRC [2025-11-26T21:31:18.342955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'. [2025-11-26T21:31:18.353689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRC'. [2025-11-26T21:31:18.354118] [INFO ] [FORECASTER] Starting predict_future for NRC [2025-11-26T21:31:18.354983] [DEBUG] [LOCAL ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt [2025-11-26T21:31:18.355063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:18.355134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:18.355218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:18.355298] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:18.421905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:18.422761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:18.422864] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:18.422924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:18.541080] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:18.541272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:18.541323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:18.541364] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:18.544729] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: DOWN (p=12.89%) [2025-11-26T21:31:18.545035] [INFO ] [FORECASTER] Completed predict_future for NRC [2025-11-26T21:31:18.545189] [INFO ] [sig ] NRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:18.686594] [INFO ] [LOCAL ] Saved forecast: NRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRC.txt [2025-11-26T21:31:18.686786] [INFO ] [sig ] [2265/3599] Completed NRC in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:18.686849] [INFO ] [sig ] [2266/3599] Forecasting NRDS... [2025-11-26T21:31:18.686899] [INFO ] [sig ] Generating forecast for: NRDS [2025-11-26T21:31:18.686950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'. [2025-11-26T21:31:18.697531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRDS'. [2025-11-26T21:31:18.697973] [INFO ] [FORECASTER] Starting predict_future for NRDS [2025-11-26T21:31:18.698849] [DEBUG] [LOCAL ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt [2025-11-26T21:31:18.698930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:18.699003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:18.699069] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:18.699174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:18.756418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:18.757319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:18.757450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:18.757516] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:18.872880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:18.873067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:18.873172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:18.873235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:18.876606] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=6.46%) [2025-11-26T21:31:18.876928] [INFO ] [FORECASTER] Completed predict_future for NRDS [2025-11-26T21:31:18.877095] [INFO ] [sig ] NRDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:19.019568] [INFO ] [LOCAL ] Saved forecast: NRDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRDS.txt [2025-11-26T21:31:19.019755] [INFO ] [sig ] [2266/3599] Completed NRDS in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:19.019899] [INFO ] [sig ] [2267/3599] Forecasting NREF... [2025-11-26T21:31:19.019969] [INFO ] [sig ] Generating forecast for: NREF [2025-11-26T21:31:19.020046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-11-26T21:31:19.030311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NREF'. [2025-11-26T21:31:19.030660] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-11-26T21:31:19.031452] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-11-26T21:31:19.031531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:19.031592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:19.031670] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:19.031776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:19.089239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:19.089924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:19.090028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:19.090091] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:19.209503] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:19.209715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:19.209797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:19.209868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:19.213262] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=62.31%) [2025-11-26T21:31:19.213584] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-11-26T21:31:19.213770] [INFO ] [sig ] NREF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:19.357302] [INFO ] [LOCAL ] Saved forecast: NREF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NREF.txt [2025-11-26T21:31:19.357498] [INFO ] [sig ] [2267/3599] Completed NREF in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:19.357556] [INFO ] [sig ] [2268/3599] Forecasting NRG... [2025-11-26T21:31:19.357630] [INFO ] [sig ] Generating forecast for: NRG [2025-11-26T21:31:19.357732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-11-26T21:31:19.368577] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRG'. [2025-11-26T21:31:19.369000] [INFO ] [FORECASTER] Starting predict_future for NRG [2025-11-26T21:31:19.369855] [DEBUG] [LOCAL ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt [2025-11-26T21:31:19.369926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:19.369972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:19.370012] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:19.370085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:19.429555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:19.430496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:19.430615] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:19.430718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:19.556736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:19.556925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:19.556985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:19.557029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:19.560464] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=65.16%) [2025-11-26T21:31:19.560807] [INFO ] [FORECASTER] Completed predict_future for NRG [2025-11-26T21:31:19.560979] [INFO ] [sig ] NRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:19.705206] [INFO ] [LOCAL ] Saved forecast: NRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRG.txt [2025-11-26T21:31:19.705389] [INFO ] [sig ] [2268/3599] Completed NRG in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:19.705450] [INFO ] [sig ] [2269/3599] Forecasting NRIM... [2025-11-26T21:31:19.705537] [INFO ] [sig ] Generating forecast for: NRIM [2025-11-26T21:31:19.705595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'. [2025-11-26T21:31:19.716012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIM'. [2025-11-26T21:31:19.716433] [INFO ] [FORECASTER] Starting predict_future for NRIM [2025-11-26T21:31:19.717481] [DEBUG] [LOCAL ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt [2025-11-26T21:31:19.717555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:19.717613] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:19.717692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:19.717781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:19.776221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:19.777067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:19.777166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:19.777225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:19.898215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:19.898402] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:31:19.898500] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:19.898578] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:19.902014] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=3.09%) [2025-11-26T21:31:19.902342] [INFO ] [FORECASTER] Completed predict_future for NRIM [2025-11-26T21:31:19.902535] [INFO ] [sig ] NRIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:20.043592] [INFO ] [LOCAL ] Saved forecast: NRIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRIM.txt [2025-11-26T21:31:20.043812] [INFO ] [sig ] [2269/3599] Completed NRIM in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:20.043971] [INFO ] [sig ] [2270/3599] Forecasting NRIX... [2025-11-26T21:31:20.044035] [INFO ] [sig ] Generating forecast for: NRIX [2025-11-26T21:31:20.044083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'. [2025-11-26T21:31:20.054326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIX'. [2025-11-26T21:31:20.054674] [INFO ] [FORECASTER] Starting predict_future for NRIX [2025-11-26T21:31:20.055499] [DEBUG] [LOCAL ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt [2025-11-26T21:31:20.055578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:20.055701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:20.055762] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:20.055882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:20.114683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:20.115366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:20.115467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:20.115534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:20.237828] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:20.238004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:20.238086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:20.238150] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:20.241665] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: UP (p=88.00%) [2025-11-26T21:31:20.242004] [INFO ] [FORECASTER] Completed predict_future for NRIX [2025-11-26T21:31:20.242187] [INFO ] [sig ] NRIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:20.381669] [INFO ] [LOCAL ] Saved forecast: NRIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRIX.txt [2025-11-26T21:31:20.381860] [INFO ] [sig ] [2270/3599] Completed NRIX in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:20.381953] [INFO ] [sig ] [2271/3599] Forecasting NRK... [2025-11-26T21:31:20.382038] [INFO ] [sig ] Generating forecast for: NRK [2025-11-26T21:31:20.382124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-11-26T21:31:20.392619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRK'. [2025-11-26T21:31:20.393041] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-11-26T21:31:20.393919] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-11-26T21:31:20.393991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:20.394065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:20.394130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:20.394228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:20.453309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:20.454232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:20.454336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:20.454392] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:20.574279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:20.574499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:20.574552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:20.574591] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:20.578274] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=48.30%) [2025-11-26T21:31:20.578591] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-11-26T21:31:20.578775] [INFO ] [sig ] NRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:20.720032] [INFO ] [LOCAL ] Saved forecast: NRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NRK.txt [2025-11-26T21:31:20.720232] [INFO ] [sig ] [2271/3599] Completed NRK in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:20.720315] [INFO ] [sig ] [2272/3599] Forecasting NRP... [2025-11-26T21:31:20.720376] [INFO ] [sig ] Generating forecast for: NRP [2025-11-26T21:31:20.720439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-11-26T21:31:20.731478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRP'. [2025-11-26T21:31:20.731898] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-11-26T21:31:20.732770] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-11-26T21:31:20.732846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:20.732914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:20.732980] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:20.733085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:20.793133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:20.793788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:20.793888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:20.793935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:20.913535] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:20.913722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:20.913776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:20.913816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:20.917158] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=58.65%) [2025-11-26T21:31:20.917512] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-11-26T21:31:20.917674] [INFO ] [sig ] NRP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:21.058044] [INFO ] [LOCAL ] Saved forecast: NRP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRP.txt [2025-11-26T21:31:21.058254] [INFO ] [sig ] [2272/3599] Completed NRP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:21.058360] [INFO ] [sig ] [2273/3599] Forecasting NRUC... [2025-11-26T21:31:21.058405] [INFO ] [sig ] Generating forecast for: NRUC [2025-11-26T21:31:21.058467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'. [2025-11-26T21:31:21.069050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRUC'. [2025-11-26T21:31:21.069427] [INFO ] [FORECASTER] Starting predict_future for NRUC [2025-11-26T21:31:21.070223] [DEBUG] [LOCAL ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt [2025-11-26T21:31:21.070291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:21.070335] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:21.070377] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:21.070464] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:21.128675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:21.129328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:21.129422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:21.129467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:21.242989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:21.243176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:21.243237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:21.243280] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:21.246723] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=77.81%) [2025-11-26T21:31:21.247021] [INFO ] [FORECASTER] Completed predict_future for NRUC [2025-11-26T21:31:21.247176] [INFO ] [sig ] NRUC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:21.386811] [INFO ] [LOCAL ] Saved forecast: NRUC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRUC.txt [2025-11-26T21:31:21.387012] [INFO ] [sig ] [2273/3599] Completed NRUC in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:21.387100] [INFO ] [sig ] [2274/3599] Forecasting NRXP... [2025-11-26T21:31:21.387187] [INFO ] [sig ] Generating forecast for: NRXP [2025-11-26T21:31:21.387253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'. [2025-11-26T21:31:21.397766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRXP'. [2025-11-26T21:31:21.398169] [INFO ] [FORECASTER] Starting predict_future for NRXP [2025-11-26T21:31:21.399034] [DEBUG] [LOCAL ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt [2025-11-26T21:31:21.399112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:21.399183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:21.399246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:21.399350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:21.462425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:21.463296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:21.463401] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:21.463450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:21.581428] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:21.581603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:21.581674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:21.581718] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:21.585036] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=61.05%) [2025-11-26T21:31:21.585327] [INFO ] [FORECASTER] Completed predict_future for NRXP [2025-11-26T21:31:21.585467] [INFO ] [sig ] NRXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:21.725409] [INFO ] [LOCAL ] Saved forecast: NRXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NRXP.txt [2025-11-26T21:31:21.725574] [INFO ] [sig ] [2274/3599] Completed NRXP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:21.725626] [INFO ] [sig ] [2275/3599] Forecasting NSC... [2025-11-26T21:31:21.725692] [INFO ] [sig ] Generating forecast for: NSC [2025-11-26T21:31:21.725732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'. [2025-11-26T21:31:21.736546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSC'. [2025-11-26T21:31:21.736927] [INFO ] [FORECASTER] Starting predict_future for NSC [2025-11-26T21:31:21.737804] [DEBUG] [LOCAL ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt [2025-11-26T21:31:21.737872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:21.737912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:21.737974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:21.738080] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:21.794035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:21.794683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:21.794775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:21.794817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:21.914339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:21.914539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:21.914601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:21.914684] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:21.918173] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-11-26T21:31:21.918508] [INFO ] [FORECASTER] Completed predict_future for NSC [2025-11-26T21:31:21.918727] [INFO ] [sig ] NSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:22.058809] [INFO ] [LOCAL ] Saved forecast: NSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NSC.txt [2025-11-26T21:31:22.059014] [INFO ] [sig ] [2275/3599] Completed NSC in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:22.059100] [INFO ] [sig ] [2276/3599] Forecasting NSP... [2025-11-26T21:31:22.059191] [INFO ] [sig ] Generating forecast for: NSP [2025-11-26T21:31:22.059273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-11-26T21:31:22.069498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSP'. [2025-11-26T21:31:22.069877] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-11-26T21:31:22.070720] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-11-26T21:31:22.070790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:22.070836] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:22.070881] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:22.070971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:22.127400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:22.128291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:22.128391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:22.128446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:22.249762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:22.249947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:22.249995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:22.250040] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:22.253479] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=71.36%) [2025-11-26T21:31:22.253807] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-11-26T21:31:22.253973] [INFO ] [sig ] NSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:22.400307] [INFO ] [LOCAL ] Saved forecast: NSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NSP.txt [2025-11-26T21:31:22.400588] [INFO ] [sig ] [2276/3599] Completed NSP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:22.400720] [INFO ] [sig ] [2277/3599] Forecasting NSSC... [2025-11-26T21:31:22.400794] [INFO ] [sig ] Generating forecast for: NSSC [2025-11-26T21:31:22.400862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'. [2025-11-26T21:31:22.411346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSSC'. [2025-11-26T21:31:22.411728] [INFO ] [FORECASTER] Starting predict_future for NSSC [2025-11-26T21:31:22.412544] [DEBUG] [LOCAL ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt [2025-11-26T21:31:22.412623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:22.412707] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:22.412764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:22.412858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:22.471062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:22.471962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:22.472075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:22.472137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:22.599680] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:22.599851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:22.599904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:22.600005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:22.603358] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=14.20%) [2025-11-26T21:31:22.603662] [INFO ] [FORECASTER] Completed predict_future for NSSC [2025-11-26T21:31:22.603801] [INFO ] [sig ] NSSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:22.741324] [INFO ] [LOCAL ] Saved forecast: NSSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NSSC.txt [2025-11-26T21:31:22.741447] [INFO ] [sig ] [2277/3599] Completed NSSC in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:22.741494] [INFO ] [sig ] [2278/3599] Forecasting NTAP... [2025-11-26T21:31:22.741538] [INFO ] [sig ] Generating forecast for: NTAP [2025-11-26T21:31:22.741574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'. [2025-11-26T21:31:22.752885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTAP'. [2025-11-26T21:31:22.753222] [INFO ] [FORECASTER] Starting predict_future for NTAP [2025-11-26T21:31:22.754064] [DEBUG] [LOCAL ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt [2025-11-26T21:31:22.754134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:22.754197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:22.754259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:22.754361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:22.810836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:22.811694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:22.811795] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:22.811860] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:22.932280] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:22.932465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:22.932518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:22.932561] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:22.935942] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=89.44%) [2025-11-26T21:31:22.936255] [INFO ] [FORECASTER] Completed predict_future for NTAP [2025-11-26T21:31:22.936400] [INFO ] [sig ] NTAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:23.079122] [INFO ] [LOCAL ] Saved forecast: NTAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTAP.txt [2025-11-26T21:31:23.079327] [INFO ] [sig ] [2278/3599] Completed NTAP in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:23.079387] [INFO ] [sig ] [2279/3599] Forecasting NTB... [2025-11-26T21:31:23.079468] [INFO ] [sig ] Generating forecast for: NTB [2025-11-26T21:31:23.079550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-11-26T21:31:23.090003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTB'. [2025-11-26T21:31:23.090328] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-11-26T21:31:23.091143] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-11-26T21:31:23.091212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:23.091257] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:23.091300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:23.091453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:23.148601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:23.149290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:23.149405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:23.149508] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:23.266075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:23.266234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:23.266285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:23.266325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:23.269722] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=33.94%) [2025-11-26T21:31:23.270045] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-11-26T21:31:23.270187] [INFO ] [sig ] NTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:23.412338] [INFO ] [LOCAL ] Saved forecast: NTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTB.txt [2025-11-26T21:31:23.412561] [INFO ] [sig ] [2279/3599] Completed NTB in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.6m [2025-11-26T21:31:23.412684] [INFO ] [sig ] [2280/3599] Forecasting NTES... [2025-11-26T21:31:23.412769] [INFO ] [sig ] Generating forecast for: NTES [2025-11-26T21:31:23.412821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'. [2025-11-26T21:31:23.424632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTES'. [2025-11-26T21:31:23.425064] [INFO ] [FORECASTER] Starting predict_future for NTES [2025-11-26T21:31:23.425868] [DEBUG] [LOCAL ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt [2025-11-26T21:31:23.425943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:23.425988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:23.426027] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:23.426095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:23.484104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:23.485012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:23.485114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:23.485163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:23.607899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:23.608087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:23.608145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:23.608187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:23.611468] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=19.47%) [2025-11-26T21:31:23.611782] [INFO ] [FORECASTER] Completed predict_future for NTES [2025-11-26T21:31:23.611922] [INFO ] [sig ] NTES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:23.756739] [INFO ] [LOCAL ] Saved forecast: NTES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTES.txt [2025-11-26T21:31:23.756942] [INFO ] [sig ] [2280/3599] Completed NTES in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.5m [2025-11-26T21:31:23.757015] [INFO ] [sig ] [2281/3599] Forecasting NTIC... [2025-11-26T21:31:23.757059] [INFO ] [sig ] Generating forecast for: NTIC [2025-11-26T21:31:23.757099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'. [2025-11-26T21:31:23.770686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTIC'. [2025-11-26T21:31:23.771132] [INFO ] [FORECASTER] Starting predict_future for NTIC [2025-11-26T21:31:23.771961] [DEBUG] [LOCAL ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt [2025-11-26T21:31:23.772032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:23.772078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:23.772133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:23.772204] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:23.829449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:23.830346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:23.830446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:23.830494] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:23.938108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:23.938275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:23.938327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:23.938370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:23.941661] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=61.47%) [2025-11-26T21:31:23.941951] [INFO ] [FORECASTER] Completed predict_future for NTIC [2025-11-26T21:31:23.942089] [INFO ] [sig ] NTIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:24.083576] [INFO ] [LOCAL ] Saved forecast: NTIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTIC.txt [2025-11-26T21:31:24.083758] [INFO ] [sig ] [2281/3599] Completed NTIC in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:24.083824] [INFO ] [sig ] [2282/3599] Forecasting NTLA... [2025-11-26T21:31:24.083866] [INFO ] [sig ] Generating forecast for: NTLA [2025-11-26T21:31:24.083904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'. [2025-11-26T21:31:24.094579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTLA'. [2025-11-26T21:31:24.094888] [INFO ] [FORECASTER] Starting predict_future for NTLA [2025-11-26T21:31:24.095658] [DEBUG] [LOCAL ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt [2025-11-26T21:31:24.095725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:24.095774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:24.095811] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:24.095881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:24.152614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:24.153240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:24.153333] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:24.153379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:24.276336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:24.276498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:24.276551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:24.276593] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:24.280007] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=70.52%) [2025-11-26T21:31:24.280296] [INFO ] [FORECASTER] Completed predict_future for NTLA [2025-11-26T21:31:24.280434] [INFO ] [sig ] NTLA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:24.422230] [INFO ] [LOCAL ] Saved forecast: NTLA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTLA.txt [2025-11-26T21:31:24.422401] [INFO ] [sig ] [2282/3599] Completed NTLA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:24.422455] [INFO ] [sig ] [2283/3599] Forecasting NTNX... [2025-11-26T21:31:24.422505] [INFO ] [sig ] Generating forecast for: NTNX [2025-11-26T21:31:24.422547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'. [2025-11-26T21:31:24.432802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTNX'. [2025-11-26T21:31:24.433149] [INFO ] [FORECASTER] Starting predict_future for NTNX [2025-11-26T21:31:24.433953] [DEBUG] [LOCAL ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt [2025-11-26T21:31:24.434022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:24.434067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:24.434106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:24.434167] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:24.491558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:24.492411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:24.492511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:24.492558] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:24.612348] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:24.612530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:24.612590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:24.612626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:24.616016] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: UP (p=88.51%) [2025-11-26T21:31:24.616319] [INFO ] [FORECASTER] Completed predict_future for NTNX [2025-11-26T21:31:24.616457] [INFO ] [sig ] NTNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:24.760065] [INFO ] [LOCAL ] Saved forecast: NTNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NTNX.txt [2025-11-26T21:31:24.760255] [INFO ] [sig ] [2283/3599] Completed NTNX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:24.760308] [INFO ] [sig ] [2284/3599] Forecasting NTRA... [2025-11-26T21:31:24.760355] [INFO ] [sig ] Generating forecast for: NTRA [2025-11-26T21:31:24.760395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'. [2025-11-26T21:31:24.770804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRA'. [2025-11-26T21:31:24.771100] [INFO ] [FORECASTER] Starting predict_future for NTRA [2025-11-26T21:31:24.771898] [DEBUG] [LOCAL ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt [2025-11-26T21:31:24.771968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:24.772016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:24.772058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:24.772125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:24.829542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:24.830164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:24.830266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:24.830344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:24.949937] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:24.950120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:24.950195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:24.950262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:24.953625] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=43.46%) [2025-11-26T21:31:24.953955] [INFO ] [FORECASTER] Completed predict_future for NTRA [2025-11-26T21:31:24.954125] [INFO ] [sig ] NTRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:25.098931] [INFO ] [LOCAL ] Saved forecast: NTRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRA.txt [2025-11-26T21:31:25.099140] [INFO ] [sig ] [2284/3599] Completed NTRA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:25.099245] [INFO ] [sig ] [2285/3599] Forecasting NTRB... [2025-11-26T21:31:25.099297] [INFO ] [sig ] Generating forecast for: NTRB [2025-11-26T21:31:25.099356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'. [2025-11-26T21:31:25.109393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRB'. [2025-11-26T21:31:25.109755] [INFO ] [FORECASTER] Starting predict_future for NTRB [2025-11-26T21:31:25.110567] [DEBUG] [LOCAL ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt [2025-11-26T21:31:25.110662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:25.110723] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:25.110768] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:25.110851] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:25.167475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:25.168315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:25.168427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:25.168499] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:25.283042] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:25.283240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:25.283313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:25.283377] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:25.286869] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=4.05%) [2025-11-26T21:31:25.287247] [INFO ] [FORECASTER] Completed predict_future for NTRB [2025-11-26T21:31:25.287449] [INFO ] [sig ] NTRB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:25.429439] [INFO ] [LOCAL ] Saved forecast: NTRB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRB.txt [2025-11-26T21:31:25.429637] [INFO ] [sig ] [2285/3599] Completed NTRB in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:25.429726] [INFO ] [sig ] [2286/3599] Forecasting NTRS... [2025-11-26T21:31:25.429780] [INFO ] [sig ] Generating forecast for: NTRS [2025-11-26T21:31:25.429860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'. [2025-11-26T21:31:25.440450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRS'. [2025-11-26T21:31:25.440869] [INFO ] [FORECASTER] Starting predict_future for NTRS [2025-11-26T21:31:25.441746] [DEBUG] [LOCAL ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt [2025-11-26T21:31:25.441842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:25.441912] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:25.441975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:25.442091] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:25.499065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:25.499998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:25.500110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:25.500184] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:25.619526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:25.619739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:25.619809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:25.619869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:25.623312] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=39.45%) [2025-11-26T21:31:25.623669] [INFO ] [FORECASTER] Completed predict_future for NTRS [2025-11-26T21:31:25.623832] [INFO ] [sig ] NTRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:25.767853] [INFO ] [LOCAL ] Saved forecast: NTRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRS.txt [2025-11-26T21:31:25.768056] [INFO ] [sig ] [2286/3599] Completed NTRS in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:25.768124] [INFO ] [sig ] [2287/3599] Forecasting NTRSO... [2025-11-26T21:31:25.768225] [INFO ] [sig ] Generating forecast for: NTRSO [2025-11-26T21:31:25.768293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'. [2025-11-26T21:31:25.778627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'. [2025-11-26T21:31:25.778980] [INFO ] [FORECASTER] Starting predict_future for NTRSO [2025-11-26T21:31:25.779819] [DEBUG] [LOCAL ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt [2025-11-26T21:31:25.779899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:25.779961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:25.780004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:25.780088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:25.838509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:25.839275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:25.839397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:25.839469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:25.959921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:25.960108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:25.960177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:25.960238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:25.963671] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=5.14%) [2025-11-26T21:31:25.963976] [INFO ] [FORECASTER] Completed predict_future for NTRSO [2025-11-26T21:31:25.964128] [INFO ] [sig ] NTRSO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:26.103814] [INFO ] [LOCAL ] Saved forecast: NTRSO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NTRSO.txt [2025-11-26T21:31:26.103977] [INFO ] [sig ] [2287/3599] Completed NTRSO in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:26.104051] [INFO ] [sig ] [2288/3599] Forecasting NUKK... [2025-11-26T21:31:26.104111] [INFO ] [sig ] Generating forecast for: NUKK [2025-11-26T21:31:26.104236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'. [2025-11-26T21:31:26.114790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUKK'. [2025-11-26T21:31:26.115121] [INFO ] [FORECASTER] Starting predict_future for NUKK [2025-11-26T21:31:26.115946] [DEBUG] [LOCAL ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt [2025-11-26T21:31:26.116021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:26.116091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:26.116156] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:26.116263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:26.174918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:26.175835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:26.175948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:26.176027] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:26.296532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:26.296745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:26.296821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:26.296911] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:26.300433] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=13.14%) [2025-11-26T21:31:26.300785] [INFO ] [FORECASTER] Completed predict_future for NUKK [2025-11-26T21:31:26.300962] [INFO ] [sig ] NUKK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:26.445122] [INFO ] [LOCAL ] Saved forecast: NUKK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUKK.txt [2025-11-26T21:31:26.445322] [INFO ] [sig ] [2288/3599] Completed NUKK in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:26.445411] [INFO ] [sig ] [2289/3599] Forecasting NUS... [2025-11-26T21:31:26.445507] [INFO ] [sig ] Generating forecast for: NUS [2025-11-26T21:31:26.445575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-11-26T21:31:26.456118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUS'. [2025-11-26T21:31:26.456501] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-11-26T21:31:26.457360] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-11-26T21:31:26.457462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:26.457541] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:26.457606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:26.457733] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:26.517078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:26.517890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:26.518002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:26.518076] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:26.643187] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:26.643360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:26.643423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:26.643473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:26.647309] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-11-26T21:31:26.647674] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-11-26T21:31:26.647834] [INFO ] [sig ] NUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:26.786406] [INFO ] [LOCAL ] Saved forecast: NUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUS.txt [2025-11-26T21:31:26.786583] [INFO ] [sig ] [2289/3599] Completed NUS in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:26.786665] [INFO ] [sig ] [2290/3599] Forecasting NUTX... [2025-11-26T21:31:26.786789] [INFO ] [sig ] Generating forecast for: NUTX [2025-11-26T21:31:26.786845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'. [2025-11-26T21:31:26.796928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUTX'. [2025-11-26T21:31:26.797292] [INFO ] [FORECASTER] Starting predict_future for NUTX [2025-11-26T21:31:26.798167] [DEBUG] [LOCAL ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt [2025-11-26T21:31:26.798239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:26.798317] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:26.798368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:26.798465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:26.856920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:26.857856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:26.857960] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:26.858030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:26.971436] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:26.971603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:26.971682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:26.971727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:26.975042] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=19.92%) [2025-11-26T21:31:26.975350] [INFO ] [FORECASTER] Completed predict_future for NUTX [2025-11-26T21:31:26.975508] [INFO ] [sig ] NUTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:27.115475] [INFO ] [LOCAL ] Saved forecast: NUTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUTX.txt [2025-11-26T21:31:27.115682] [INFO ] [sig ] [2290/3599] Completed NUTX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:27.115755] [INFO ] [sig ] [2291/3599] Forecasting NUVB... [2025-11-26T21:31:27.115812] [INFO ] [sig ] Generating forecast for: NUVB [2025-11-26T21:31:27.115894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-11-26T21:31:27.126543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVB'. [2025-11-26T21:31:27.126974] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-11-26T21:31:27.127869] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-11-26T21:31:27.127941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:27.127993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:27.128045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:27.128178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:27.185090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:27.185931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:27.186059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:27.186111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:27.310734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:27.310916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:27.310972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:27.311018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:27.314376] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=63.61%) [2025-11-26T21:31:27.314737] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-11-26T21:31:27.314906] [INFO ] [sig ] NUVB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:27.453213] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NUVB.txt [2025-11-26T21:31:27.453417] [INFO ] [sig ] [2291/3599] Completed NUVB in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:27.453496] [INFO ] [sig ] [2292/3599] Forecasting NUVL... [2025-11-26T21:31:27.453583] [INFO ] [sig ] Generating forecast for: NUVL [2025-11-26T21:31:27.453693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'. [2025-11-26T21:31:27.465593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVL'. [2025-11-26T21:31:27.465981] [INFO ] [FORECASTER] Starting predict_future for NUVL [2025-11-26T21:31:27.466842] [DEBUG] [LOCAL ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt [2025-11-26T21:31:27.466921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:27.466996] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:27.467071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:27.467143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:27.526340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:27.527275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:27.527382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:27.527448] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:27.648054] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:27.648228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:27.648280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:27.648321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:27.651661] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: UP (p=94.21%) [2025-11-26T21:31:27.651962] [INFO ] [FORECASTER] Completed predict_future for NUVL [2025-11-26T21:31:27.652114] [INFO ] [sig ] NUVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:27.792663] [INFO ] [LOCAL ] Saved forecast: NUVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NUVL.txt [2025-11-26T21:31:27.792817] [INFO ] [sig ] [2292/3599] Completed NUVL in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:27.792902] [INFO ] [sig ] [2293/3599] Forecasting NUWE... [2025-11-26T21:31:27.792964] [INFO ] [sig ] Generating forecast for: NUWE [2025-11-26T21:31:27.793064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'. [2025-11-26T21:31:27.804339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUWE'. [2025-11-26T21:31:27.804806] [INFO ] [FORECASTER] Starting predict_future for NUWE [2025-11-26T21:31:27.805602] [DEBUG] [LOCAL ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt [2025-11-26T21:31:27.805689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:27.805736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:27.805796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:27.805873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:27.864380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:27.865336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:27.865440] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:27.865501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:27.987015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:27.987191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:27.987246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:27.987289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:27.990906] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-11-26T21:31:27.991225] [INFO ] [FORECASTER] Completed predict_future for NUWE [2025-11-26T21:31:27.991381] [INFO ] [sig ] NUWE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:28.137666] [INFO ] [LOCAL ] Saved forecast: NUWE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NUWE.txt [2025-11-26T21:31:28.137843] [INFO ] [sig ] [2293/3599] Completed NUWE in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:28.137897] [INFO ] [sig ] [2294/3599] Forecasting NVA... [2025-11-26T21:31:28.137955] [INFO ] [sig ] Generating forecast for: NVA [2025-11-26T21:31:28.138005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'. [2025-11-26T21:31:28.149038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVA'. [2025-11-26T21:31:28.149624] [INFO ] [FORECASTER] Starting predict_future for NVA [2025-11-26T21:31:28.150636] [DEBUG] [LOCAL ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt [2025-11-26T21:31:28.150729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:28.150774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:28.150809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:28.150881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:28.211352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:28.212125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:28.212227] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:28.212275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:28.336292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:28.336472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:28.336526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:28.336570] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:28.340078] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=69.47%) [2025-11-26T21:31:28.340385] [INFO ] [FORECASTER] Completed predict_future for NVA [2025-11-26T21:31:28.340531] [INFO ] [sig ] NVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:28.483118] [INFO ] [LOCAL ] Saved forecast: NVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVA.txt [2025-11-26T21:31:28.483297] [INFO ] [sig ] [2294/3599] Completed NVA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:28.483351] [INFO ] [sig ] [2295/3599] Forecasting NVAX... [2025-11-26T21:31:28.483414] [INFO ] [sig ] Generating forecast for: NVAX [2025-11-26T21:31:28.483449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'. [2025-11-26T21:31:28.494161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVAX'. [2025-11-26T21:31:28.494527] [INFO ] [FORECASTER] Starting predict_future for NVAX [2025-11-26T21:31:28.495358] [DEBUG] [LOCAL ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt [2025-11-26T21:31:28.495430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:28.495477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:28.495527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:28.495617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:28.555885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:28.556733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:28.556833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:28.556893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:28.681449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:28.681631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:28.681706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:28.681767] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:28.685365] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=83.21%) [2025-11-26T21:31:28.685757] [INFO ] [FORECASTER] Completed predict_future for NVAX [2025-11-26T21:31:28.685933] [INFO ] [sig ] NVAX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:28.830101] [INFO ] [LOCAL ] Saved forecast: NVAX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVAX.txt [2025-11-26T21:31:28.830298] [INFO ] [sig ] [2295/3599] Completed NVAX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:28.830394] [INFO ] [sig ] [2296/3599] Forecasting NVD... [2025-11-26T21:31:28.830450] [INFO ] [sig ] Generating forecast for: NVD [2025-11-26T21:31:28.830499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'. [2025-11-26T21:31:28.841634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVD'. [2025-11-26T21:31:28.842016] [INFO ] [FORECASTER] Starting predict_future for NVD [2025-11-26T21:31:28.842836] [DEBUG] [LOCAL ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt [2025-11-26T21:31:28.842908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:28.842963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:28.843015] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:28.843105] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:28.902565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:28.903315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:28.903415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:28.903478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:29.020278] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:29.020458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:29.020511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:29.020556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:29.024220] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-11-26T21:31:29.024562] [INFO ] [FORECASTER] Completed predict_future for NVD [2025-11-26T21:31:29.024751] [INFO ] [sig ] NVD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:29.170267] [INFO ] [LOCAL ] Saved forecast: NVD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVD.txt [2025-11-26T21:31:29.170475] [INFO ] [sig ] [2296/3599] Completed NVD in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.5m [2025-11-26T21:31:29.170552] [INFO ] [sig ] [2297/3599] Forecasting NVDA... [2025-11-26T21:31:29.170667] [INFO ] [sig ] Generating forecast for: NVDA [2025-11-26T21:31:29.170725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'. [2025-11-26T21:31:29.182072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDA'. [2025-11-26T21:31:29.182460] [INFO ] [FORECASTER] Starting predict_future for NVDA [2025-11-26T21:31:29.183324] [DEBUG] [LOCAL ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt [2025-11-26T21:31:29.183397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:29.183445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:29.183499] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:29.183618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:29.240939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:29.241841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:29.241956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:29.242013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:29.370197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:29.370373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:29.370428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:29.370471] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:29.373980] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=48.48%) [2025-11-26T21:31:29.374303] [INFO ] [FORECASTER] Completed predict_future for NVDA [2025-11-26T21:31:29.374465] [INFO ] [sig ] NVDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:29.520424] [INFO ] [LOCAL ] Saved forecast: NVDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVDA.txt [2025-11-26T21:31:29.520605] [INFO ] [sig ] [2297/3599] Completed NVDA in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.4m [2025-11-26T21:31:29.520707] [INFO ] [sig ] [2298/3599] Forecasting NVDD... [2025-11-26T21:31:29.520758] [INFO ] [sig ] Generating forecast for: NVDD [2025-11-26T21:31:29.520832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'. [2025-11-26T21:31:29.530992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDD'. [2025-11-26T21:31:29.531363] [INFO ] [FORECASTER] Starting predict_future for NVDD [2025-11-26T21:31:29.532162] [DEBUG] [LOCAL ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt [2025-11-26T21:31:29.532231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:29.532288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:29.532339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:29.532426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:29.588381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:29.589143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:29.589243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:29.589291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:29.713132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:29.713330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:29.713410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:29.713485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:29.716933] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=87.33%) [2025-11-26T21:31:29.717255] [INFO ] [FORECASTER] Completed predict_future for NVDD [2025-11-26T21:31:29.717407] [INFO ] [sig ] NVDD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:29.866854] [INFO ] [LOCAL ] Saved forecast: NVDD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVDD.txt [2025-11-26T21:31:29.867042] [INFO ] [sig ] [2298/3599] Completed NVDD in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.4m [2025-11-26T21:31:29.867099] [INFO ] [sig ] [2299/3599] Forecasting NVDL... [2025-11-26T21:31:29.867144] [INFO ] [sig ] Generating forecast for: NVDL [2025-11-26T21:31:29.867186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'. [2025-11-26T21:31:29.878408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDL'. [2025-11-26T21:31:29.878833] [INFO ] [FORECASTER] Starting predict_future for NVDL [2025-11-26T21:31:29.879702] [DEBUG] [LOCAL ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt [2025-11-26T21:31:29.879775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:29.879823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:29.879864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:29.879935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:29.941593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:29.942486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:29.942591] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:29.942639] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:30.069265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:30.069449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:30.069503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:30.069549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:30.073112] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=90.17%) [2025-11-26T21:31:30.073442] [INFO ] [FORECASTER] Completed predict_future for NVDL [2025-11-26T21:31:30.073598] [INFO ] [sig ] NVDL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:30.218838] [INFO ] [LOCAL ] Saved forecast: NVDL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVDL.txt [2025-11-26T21:31:30.219008] [INFO ] [sig ] [2299/3599] Completed NVDL in 0.4s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:30.219066] [INFO ] [sig ] [2300/3599] Forecasting NVDS... [2025-11-26T21:31:30.219129] [INFO ] [sig ] Generating forecast for: NVDS [2025-11-26T21:31:30.219171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'. [2025-11-26T21:31:30.229910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDS'. [2025-11-26T21:31:30.230286] [INFO ] [FORECASTER] Starting predict_future for NVDS [2025-11-26T21:31:30.231135] [DEBUG] [LOCAL ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt [2025-11-26T21:31:30.231208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:30.231254] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:30.231296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:30.231367] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:30.291093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:30.291973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:30.292077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:30.292124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:30.419518] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:30.419725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:30.419780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:30.419824] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:30.423254] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=2.99%) [2025-11-26T21:31:30.423666] [INFO ] [FORECASTER] Completed predict_future for NVDS [2025-11-26T21:31:30.423822] [INFO ] [sig ] NVDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:30.564682] [INFO ] [LOCAL ] Saved forecast: NVDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVDS.txt [2025-11-26T21:31:30.564843] [INFO ] [sig ] [2300/3599] Completed NVDS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:30.564895] [INFO ] [sig ] [2301/3599] Forecasting NVEC... [2025-11-26T21:31:30.564938] [INFO ] [sig ] Generating forecast for: NVEC [2025-11-26T21:31:30.565001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'. [2025-11-26T21:31:30.575890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVEC'. [2025-11-26T21:31:30.576239] [INFO ] [FORECASTER] Starting predict_future for NVEC [2025-11-26T21:31:30.577182] [DEBUG] [LOCAL ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt [2025-11-26T21:31:30.577259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:30.577305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:30.577346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:30.577453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:30.636495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:30.637315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:30.637435] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:30.637485] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:30.751811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:30.752033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:30.752087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:30.752128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:30.755600] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-11-26T21:31:30.755978] [INFO ] [FORECASTER] Completed predict_future for NVEC [2025-11-26T21:31:30.756132] [INFO ] [sig ] NVEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:30.898537] [INFO ] [LOCAL ] Saved forecast: NVEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVEC.txt [2025-11-26T21:31:30.898720] [INFO ] [sig ] [2301/3599] Completed NVEC in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:30.898779] [INFO ] [sig ] [2302/3599] Forecasting NVG... [2025-11-26T21:31:30.898858] [INFO ] [sig ] Generating forecast for: NVG [2025-11-26T21:31:30.898908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-11-26T21:31:30.909870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVG'. [2025-11-26T21:31:30.910234] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-11-26T21:31:30.911035] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-11-26T21:31:30.911106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:30.911151] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:30.911190] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:30.911257] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:30.966804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:30.967521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:30.967621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:30.967690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:31.089193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:31.089382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:31.089435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:31.089476] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:31.092833] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=13.65%) [2025-11-26T21:31:31.093120] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-11-26T21:31:31.093276] [INFO ] [sig ] NVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:31.248099] [INFO ] [LOCAL ] Saved forecast: NVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVG.txt [2025-11-26T21:31:31.248255] [INFO ] [sig ] [2302/3599] Completed NVG in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:31.248307] [INFO ] [sig ] [2303/3599] Forecasting NVGS... [2025-11-26T21:31:31.248349] [INFO ] [sig ] Generating forecast for: NVGS [2025-11-26T21:31:31.248414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-11-26T21:31:31.258838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVGS'. [2025-11-26T21:31:31.259159] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-11-26T21:31:31.259948] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-11-26T21:31:31.260017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:31.260066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:31.260105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:31.260172] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:31.315508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:31.316172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:31.316266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:31.316311] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:31.435193] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:31.435309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:31.435357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:31.435398] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:31.438495] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=55.02%) [2025-11-26T21:31:31.438795] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-11-26T21:31:31.438929] [INFO ] [sig ] NVGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:31.579164] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVGS.txt [2025-11-26T21:31:31.579288] [INFO ] [sig ] [2303/3599] Completed NVGS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:31.579343] [INFO ] [sig ] [2304/3599] Forecasting NVMI... [2025-11-26T21:31:31.579411] [INFO ] [sig ] Generating forecast for: NVMI [2025-11-26T21:31:31.579460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'. [2025-11-26T21:31:31.589699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVMI'. [2025-11-26T21:31:31.589982] [INFO ] [FORECASTER] Starting predict_future for NVMI [2025-11-26T21:31:31.590753] [DEBUG] [LOCAL ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt [2025-11-26T21:31:31.590822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:31.590866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:31.590906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:31.590973] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:31.646449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:31.647056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:31.647148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:31.647193] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:31.761873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:31.761975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:31.762024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:31.762067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:31.765032] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=8.10%) [2025-11-26T21:31:31.765308] [INFO ] [FORECASTER] Completed predict_future for NVMI [2025-11-26T21:31:31.765441] [INFO ] [sig ] NVMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:31.903777] [INFO ] [LOCAL ] Saved forecast: NVMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVMI.txt [2025-11-26T21:31:31.903903] [INFO ] [sig ] [2304/3599] Completed NVMI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:31.903954] [INFO ] [sig ] [2305/3599] Forecasting NVO... [2025-11-26T21:31:31.903994] [INFO ] [sig ] Generating forecast for: NVO [2025-11-26T21:31:31.904034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-11-26T21:31:31.914231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVO'. [2025-11-26T21:31:31.914511] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-11-26T21:31:31.915282] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-11-26T21:31:31.915364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:31.915410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:31.915449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:31.915515] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:31.971085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:31.971690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:31.971781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:31.971826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:32.088657] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:32.088764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:32.088811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:32.088850] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:32.091890] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=76.72%) [2025-11-26T21:31:32.092169] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-11-26T21:31:32.092303] [INFO ] [sig ] NVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:32.229420] [INFO ] [LOCAL ] Saved forecast: NVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVO.txt [2025-11-26T21:31:32.229543] [INFO ] [sig ] [2305/3599] Completed NVO in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:32.229589] [INFO ] [sig ] [2306/3599] Forecasting NVRI... [2025-11-26T21:31:32.229630] [INFO ] [sig ] Generating forecast for: NVRI [2025-11-26T21:31:32.229690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-11-26T21:31:32.240921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVRI'. [2025-11-26T21:31:32.241380] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-11-26T21:31:32.242291] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-11-26T21:31:32.242365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:32.242422] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:32.242474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:32.242558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:32.298403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:32.299213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:32.299316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:32.299376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:32.421579] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:32.421798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:32.421880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:32.421948] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:32.425368] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=78.95%) [2025-11-26T21:31:32.425714] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-11-26T21:31:32.425886] [INFO ] [sig ] NVRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:32.568129] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVRI.txt [2025-11-26T21:31:32.568338] [INFO ] [sig ] [2306/3599] Completed NVRI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:32.568417] [INFO ] [sig ] [2307/3599] Forecasting NVS... [2025-11-26T21:31:32.568471] [INFO ] [sig ] Generating forecast for: NVS [2025-11-26T21:31:32.568514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-11-26T21:31:32.579525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVS'. [2025-11-26T21:31:32.580027] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-11-26T21:31:32.580865] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-11-26T21:31:32.580936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:32.580981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:32.581025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:32.581109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:32.640046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:32.641003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:32.641110] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:32.641156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:32.765223] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:32.765428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:32.765480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:32.765523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:32.769114] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=10.64%) [2025-11-26T21:31:32.769411] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-11-26T21:31:32.769551] [INFO ] [sig ] NVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:32.909058] [INFO ] [LOCAL ] Saved forecast: NVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NVS.txt [2025-11-26T21:31:32.909217] [INFO ] [sig ] [2307/3599] Completed NVS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:32.909291] [INFO ] [sig ] [2308/3599] Forecasting NVTS... [2025-11-26T21:31:32.909338] [INFO ] [sig ] Generating forecast for: NVTS [2025-11-26T21:31:32.909374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'. [2025-11-26T21:31:32.920370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVTS'. [2025-11-26T21:31:32.920786] [INFO ] [FORECASTER] Starting predict_future for NVTS [2025-11-26T21:31:32.921564] [DEBUG] [LOCAL ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt [2025-11-26T21:31:32.921633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:32.921699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:32.921739] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:32.921805] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:32.978415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:32.979182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:32.979278] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:32.979324] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:33.090202] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:33.090369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:33.090421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:33.090464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:33.093811] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=81.34%) [2025-11-26T21:31:33.094109] [INFO ] [FORECASTER] Completed predict_future for NVTS [2025-11-26T21:31:33.094249] [INFO ] [sig ] NVTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:33.232954] [INFO ] [LOCAL ] Saved forecast: NVTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVTS.txt [2025-11-26T21:31:33.233132] [INFO ] [sig ] [2308/3599] Completed NVTS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:33.233217] [INFO ] [sig ] [2309/3599] Forecasting NVX... [2025-11-26T21:31:33.233261] [INFO ] [sig ] Generating forecast for: NVX [2025-11-26T21:31:33.233304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'. [2025-11-26T21:31:33.243605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVX'. [2025-11-26T21:31:33.243935] [INFO ] [FORECASTER] Starting predict_future for NVX [2025-11-26T21:31:33.244715] [DEBUG] [LOCAL ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt [2025-11-26T21:31:33.244783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:33.244827] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:33.244866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:33.244933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:33.301211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:33.302001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:33.302099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:33.302146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:33.424350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:33.424525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:33.424577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:33.424618] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:33.428036] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=84.14%) [2025-11-26T21:31:33.428354] [INFO ] [FORECASTER] Completed predict_future for NVX [2025-11-26T21:31:33.428490] [INFO ] [sig ] NVX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:33.572009] [INFO ] [LOCAL ] Saved forecast: NVX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NVX.txt [2025-11-26T21:31:33.572207] [INFO ] [sig ] [2309/3599] Completed NVX in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:33.572263] [INFO ] [sig ] [2310/3599] Forecasting NWBI... [2025-11-26T21:31:33.572325] [INFO ] [sig ] Generating forecast for: NWBI [2025-11-26T21:31:33.572371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'. [2025-11-26T21:31:33.583414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWBI'. [2025-11-26T21:31:33.583886] [INFO ] [FORECASTER] Starting predict_future for NWBI [2025-11-26T21:31:33.584723] [DEBUG] [LOCAL ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt [2025-11-26T21:31:33.584796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:33.584843] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:33.584883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:33.584952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:33.643288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:33.644005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:33.644101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:33.644148] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:33.773330] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:33.773523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:33.773577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:33.773618] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:33.777187] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-11-26T21:31:33.777571] [INFO ] [FORECASTER] Completed predict_future for NWBI [2025-11-26T21:31:33.777779] [INFO ] [sig ] NWBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:33.942429] [INFO ] [LOCAL ] Saved forecast: NWBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWBI.txt [2025-11-26T21:31:33.942724] [INFO ] [sig ] [2310/3599] Completed NWBI in 0.4s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:33.942810] [INFO ] [sig ] [2311/3599] Forecasting NWE... [2025-11-26T21:31:33.942878] [INFO ] [sig ] Generating forecast for: NWE [2025-11-26T21:31:33.942938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'. [2025-11-26T21:31:33.954394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWE'. [2025-11-26T21:31:33.954842] [INFO ] [FORECASTER] Starting predict_future for NWE [2025-11-26T21:31:33.955718] [DEBUG] [LOCAL ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt [2025-11-26T21:31:33.955789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:33.955835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:33.955876] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:33.955947] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:34.012816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:34.013701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:34.013800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:34.013843] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:34.135504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:34.135701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:34.135754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:34.135791] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:34.139250] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=82.51%) [2025-11-26T21:31:34.139552] [INFO ] [FORECASTER] Completed predict_future for NWE [2025-11-26T21:31:34.139720] [INFO ] [sig ] NWE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:34.286530] [INFO ] [LOCAL ] Saved forecast: NWE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NWE.txt [2025-11-26T21:31:34.286721] [INFO ] [sig ] [2311/3599] Completed NWE in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:34.286782] [INFO ] [sig ] [2312/3599] Forecasting NWFL... [2025-11-26T21:31:34.286844] [INFO ] [sig ] Generating forecast for: NWFL [2025-11-26T21:31:34.286919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'. [2025-11-26T21:31:34.297780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWFL'. [2025-11-26T21:31:34.298116] [INFO ] [FORECASTER] Starting predict_future for NWFL [2025-11-26T21:31:34.298918] [DEBUG] [LOCAL ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt [2025-11-26T21:31:34.298990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:34.299049] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:34.299109] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:34.299215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:34.356138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:34.356976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:34.357091] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:34.357142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:34.465062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:34.465260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:34.465334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:34.465379] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:34.468937] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=37.21%) [2025-11-26T21:31:34.469329] [INFO ] [FORECASTER] Completed predict_future for NWFL [2025-11-26T21:31:34.469480] [INFO ] [sig ] NWFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:34.609309] [INFO ] [LOCAL ] Saved forecast: NWFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWFL.txt [2025-11-26T21:31:34.609500] [INFO ] [sig ] [2312/3599] Completed NWFL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:34.609565] [INFO ] [sig ] [2313/3599] Forecasting NWG... [2025-11-26T21:31:34.609610] [INFO ] [sig ] Generating forecast for: NWG [2025-11-26T21:31:34.609763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-11-26T21:31:34.620203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWG'. [2025-11-26T21:31:34.620495] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-11-26T21:31:34.621290] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-11-26T21:31:34.621361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:34.621414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:34.621453] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:34.621579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:34.678298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:34.678937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:34.679029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:34.679082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:34.796433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:34.796594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:34.796659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:34.796702] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:34.800019] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-11-26T21:31:34.800320] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-11-26T21:31:34.800468] [INFO ] [sig ] NWG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:34.940360] [INFO ] [LOCAL ] Saved forecast: NWG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWG.txt [2025-11-26T21:31:34.940506] [INFO ] [sig ] [2313/3599] Completed NWG in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:34.940603] [INFO ] [sig ] [2314/3599] Forecasting NWL... [2025-11-26T21:31:34.940709] [INFO ] [sig ] Generating forecast for: NWL [2025-11-26T21:31:34.940752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'. [2025-11-26T21:31:34.951793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWL'. [2025-11-26T21:31:34.952156] [INFO ] [FORECASTER] Starting predict_future for NWL [2025-11-26T21:31:34.953025] [DEBUG] [LOCAL ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt [2025-11-26T21:31:34.953097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:34.953143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:34.953199] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:34.953288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:35.009707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:35.010399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:35.010525] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:35.010575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:35.132341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:35.132548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:35.132603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:35.132738] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:35.136219] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=12.29%) [2025-11-26T21:31:35.136541] [INFO ] [FORECASTER] Completed predict_future for NWL [2025-11-26T21:31:35.136724] [INFO ] [sig ] NWL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:35.276148] [INFO ] [LOCAL ] Saved forecast: NWL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWL.txt [2025-11-26T21:31:35.276327] [INFO ] [sig ] [2314/3599] Completed NWL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.4m [2025-11-26T21:31:35.276382] [INFO ] [sig ] [2315/3599] Forecasting NWPX... [2025-11-26T21:31:35.276454] [INFO ] [sig ] Generating forecast for: NWPX [2025-11-26T21:31:35.276502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'. [2025-11-26T21:31:35.287452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWPX'. [2025-11-26T21:31:35.287841] [INFO ] [FORECASTER] Starting predict_future for NWPX [2025-11-26T21:31:35.288678] [DEBUG] [LOCAL ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt [2025-11-26T21:31:35.288747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:35.288793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:35.288844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:35.288960] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:35.345446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:35.346130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:35.346242] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:35.346304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:35.464880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:35.465059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:35.465112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:35.465182] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:35.468626] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=4.58%) [2025-11-26T21:31:35.468951] [INFO ] [FORECASTER] Completed predict_future for NWPX [2025-11-26T21:31:35.469108] [INFO ] [sig ] NWPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:35.608116] [INFO ] [LOCAL ] Saved forecast: NWPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NWPX.txt [2025-11-26T21:31:35.608359] [INFO ] [sig ] [2315/3599] Completed NWPX in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.3m [2025-11-26T21:31:35.608468] [INFO ] [sig ] [2316/3599] Forecasting NWS... [2025-11-26T21:31:35.608521] [INFO ] [sig ] Generating forecast for: NWS [2025-11-26T21:31:35.608574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'. [2025-11-26T21:31:35.618785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWS'. [2025-11-26T21:31:35.619197] [INFO ] [FORECASTER] Starting predict_future for NWS [2025-11-26T21:31:35.620024] [DEBUG] [LOCAL ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt [2025-11-26T21:31:35.620094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:35.620153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:35.620195] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:35.620265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:35.676869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:35.677824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:35.677927] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:35.677967] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:35.801250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:35.801452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:35.801506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:35.801549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:35.804900] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=94.79%) [2025-11-26T21:31:35.805236] [INFO ] [FORECASTER] Completed predict_future for NWS [2025-11-26T21:31:35.805392] [INFO ] [sig ] NWS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:35.945434] [INFO ] [LOCAL ] Saved forecast: NWS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NWS.txt [2025-11-26T21:31:35.945589] [INFO ] [sig ] [2316/3599] Completed NWS in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.3m [2025-11-26T21:31:35.945661] [INFO ] [sig ] [2317/3599] Forecasting NWSA... [2025-11-26T21:31:35.945723] [INFO ] [sig ] Generating forecast for: NWSA [2025-11-26T21:31:35.945774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'. [2025-11-26T21:31:35.957012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWSA'. [2025-11-26T21:31:35.957488] [INFO ] [FORECASTER] Starting predict_future for NWSA [2025-11-26T21:31:35.958396] [DEBUG] [LOCAL ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt [2025-11-26T21:31:35.958471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:35.958519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:35.958562] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:35.958674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:36.016377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:36.017275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:36.017377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:36.017447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:36.135512] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:36.135723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:36.135779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:36.135821] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:36.139408] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-11-26T21:31:36.139736] [INFO ] [FORECASTER] Completed predict_future for NWSA [2025-11-26T21:31:36.139883] [INFO ] [sig ] NWSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:36.278971] [INFO ] [LOCAL ] Saved forecast: NWSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NWSA.txt [2025-11-26T21:31:36.279125] [INFO ] [sig ] [2317/3599] Completed NWSA in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:36.279179] [INFO ] [sig ] [2318/3599] Forecasting NX... [2025-11-26T21:31:36.279215] [INFO ] [sig ] Generating forecast for: NX [2025-11-26T21:31:36.279275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-11-26T21:31:36.289266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NX'. [2025-11-26T21:31:36.289598] [INFO ] [FORECASTER] Starting predict_future for NX [2025-11-26T21:31:36.290401] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-11-26T21:31:36.290471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:36.290518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:36.290559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:36.290627] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:36.350461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:36.351397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:36.351497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:36.351545] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:36.474096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:36.474287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:36.474339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:36.474376] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:36.477753] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=12.37%) [2025-11-26T21:31:36.478045] [INFO ] [FORECASTER] Completed predict_future for NX [2025-11-26T21:31:36.478200] [INFO ] [sig ] NX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:36.618613] [INFO ] [LOCAL ] Saved forecast: NX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NX.txt [2025-11-26T21:31:36.618786] [INFO ] [sig ] [2318/3599] Completed NX in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:36.618840] [INFO ] [sig ] [2319/3599] Forecasting NXC... [2025-11-26T21:31:36.618901] [INFO ] [sig ] Generating forecast for: NXC [2025-11-26T21:31:36.618948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-11-26T21:31:36.629318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXC'. [2025-11-26T21:31:36.629619] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-11-26T21:31:36.630404] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-11-26T21:31:36.630473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:36.630517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:36.630557] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:36.630624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:36.686439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:36.687118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:36.687217] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:36.687263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:36.789164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:36.789344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:36.789397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:36.789439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:36.792726] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-11-26T21:31:36.793018] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-11-26T21:31:36.793153] [INFO ] [sig ] NXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:36.932894] [INFO ] [LOCAL ] Saved forecast: NXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXC.txt [2025-11-26T21:31:36.933072] [INFO ] [sig ] [2319/3599] Completed NXC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:36.933124] [INFO ] [sig ] [2320/3599] Forecasting NXE... [2025-11-26T21:31:36.933186] [INFO ] [sig ] Generating forecast for: NXE [2025-11-26T21:31:36.933230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-11-26T21:31:36.944084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXE'. [2025-11-26T21:31:36.944435] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-11-26T21:31:36.945238] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-11-26T21:31:36.945308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:36.945353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:36.945392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:36.945463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:37.001459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:37.002362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:37.002467] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:37.002512] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:37.121565] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:37.121775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:37.121830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:37.121871] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:37.125288] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=79.94%) [2025-11-26T21:31:37.125611] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-11-26T21:31:37.125783] [INFO ] [sig ] NXE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:37.267189] [INFO ] [LOCAL ] Saved forecast: NXE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NXE.txt [2025-11-26T21:31:37.267355] [INFO ] [sig ] [2320/3599] Completed NXE in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:37.267408] [INFO ] [sig ] [2321/3599] Forecasting NXG... [2025-11-26T21:31:37.267486] [INFO ] [sig ] Generating forecast for: NXG [2025-11-26T21:31:37.267529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-11-26T21:31:37.277542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXG'. [2025-11-26T21:31:37.277868] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-11-26T21:31:37.278676] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-11-26T21:31:37.278743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:37.278787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:37.278826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:37.278893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:37.335612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:37.336473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:37.336571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:37.336617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:37.456136] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:37.456318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:37.456372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:37.456412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:37.459782] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=40.11%) [2025-11-26T21:31:37.460071] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-11-26T21:31:37.460222] [INFO ] [sig ] NXG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:37.598533] [INFO ] [LOCAL ] Saved forecast: NXG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXG.txt [2025-11-26T21:31:37.598746] [INFO ] [sig ] [2321/3599] Completed NXG in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:37.598829] [INFO ] [sig ] [2322/3599] Forecasting NXGL... [2025-11-26T21:31:37.598895] [INFO ] [sig ] Generating forecast for: NXGL [2025-11-26T21:31:37.598941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'. [2025-11-26T21:31:37.611231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXGL'. [2025-11-26T21:31:37.611628] [INFO ] [FORECASTER] Starting predict_future for NXGL [2025-11-26T21:31:37.612541] [DEBUG] [LOCAL ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt [2025-11-26T21:31:37.612616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:37.612681] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:37.612721] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:37.612792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:37.671660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:37.672490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:37.672605] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:37.672690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:37.787912] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:37.788099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:37.788153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:37.788195] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:37.791701] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=14.55%) [2025-11-26T21:31:37.792061] [INFO ] [FORECASTER] Completed predict_future for NXGL [2025-11-26T21:31:37.792216] [INFO ] [sig ] NXGL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:37.947482] [INFO ] [LOCAL ] Saved forecast: NXGL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXGL.txt [2025-11-26T21:31:37.947735] [INFO ] [sig ] [2322/3599] Completed NXGL in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:37.947843] [INFO ] [sig ] [2323/3599] Forecasting NXP... [2025-11-26T21:31:37.947901] [INFO ] [sig ] Generating forecast for: NXP [2025-11-26T21:31:37.947958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-11-26T21:31:37.958869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXP'. [2025-11-26T21:31:37.959214] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-11-26T21:31:37.960062] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-11-26T21:31:37.960135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:37.960181] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:37.960222] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:37.960293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:38.019529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:38.020370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:38.020470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:38.020517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:38.141864] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:38.142050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:38.142106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:38.142187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:38.145583] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-11-26T21:31:38.145888] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-11-26T21:31:38.146025] [INFO ] [sig ] NXP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:38.288221] [INFO ] [LOCAL ] Saved forecast: NXP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXP.txt [2025-11-26T21:31:38.288396] [INFO ] [sig ] [2323/3599] Completed NXP in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:38.288450] [INFO ] [sig ] [2324/3599] Forecasting NXPI... [2025-11-26T21:31:38.288491] [INFO ] [sig ] Generating forecast for: NXPI [2025-11-26T21:31:38.288556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'. [2025-11-26T21:31:38.299135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXPI'. [2025-11-26T21:31:38.299501] [INFO ] [FORECASTER] Starting predict_future for NXPI [2025-11-26T21:31:38.300312] [DEBUG] [LOCAL ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt [2025-11-26T21:31:38.300384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:38.300429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:38.300468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:38.300540] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:38.359184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:38.360007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:38.360104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:38.360151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:38.485210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:38.485394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:38.485447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:38.485491] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:38.488941] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=1.01%) [2025-11-26T21:31:38.489250] [INFO ] [FORECASTER] Completed predict_future for NXPI [2025-11-26T21:31:38.489405] [INFO ] [sig ] NXPI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:38.632671] [INFO ] [LOCAL ] Saved forecast: NXPI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/NXPI.txt [2025-11-26T21:31:38.632838] [INFO ] [sig ] [2324/3599] Completed NXPI in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:38.632891] [INFO ] [sig ] [2325/3599] Forecasting NXTG... [2025-11-26T21:31:38.632997] [INFO ] [sig ] Generating forecast for: NXTG [2025-11-26T21:31:38.633080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXTG' from 'https://tdm.silogroup.org/data/derivative_storage/NXTG.csv'. [2025-11-26T21:31:38.643240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXTG'. [2025-11-26T21:31:38.643588] [INFO ] [FORECASTER] Starting predict_future for NXTG [2025-11-26T21:31:38.644379] [DEBUG] [LOCAL ] No optimal features file found for NXTG: ./output/feature-sets/NXTG.txt [2025-11-26T21:31:38.644448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:38.644501] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:38.644547] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:38.644625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:38.701034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:38.701814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:38.701908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:38.701963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:38.814029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:38.814213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:38.814266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:38.814309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:38.817942] [DEBUG] [FORECASTER] NXTG: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-11-26T21:31:38.818248] [INFO ] [FORECASTER] Completed predict_future for NXTG [2025-11-26T21:31:38.818406] [INFO ] [sig ] NXTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:38.959502] [INFO ] [LOCAL ] Saved forecast: NXTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NXTG.txt [2025-11-26T21:31:38.959766] [INFO ] [sig ] [2325/3599] Completed NXTG in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:38.959856] [INFO ] [sig ] [2326/3599] Forecasting NYXH... [2025-11-26T21:31:38.959950] [INFO ] [sig ] Generating forecast for: NYXH [2025-11-26T21:31:38.960012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'. [2025-11-26T21:31:38.971026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NYXH'. [2025-11-26T21:31:38.971408] [INFO ] [FORECASTER] Starting predict_future for NYXH [2025-11-26T21:31:38.972266] [DEBUG] [LOCAL ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt [2025-11-26T21:31:38.972338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:38.972384] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:38.972615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:38.972712] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:39.034690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:39.035543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:39.035667] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:39.035734] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:39.154711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:39.154892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:39.154945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:39.154986] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:39.158750] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=96.05%) [2025-11-26T21:31:39.159058] [INFO ] [FORECASTER] Completed predict_future for NYXH [2025-11-26T21:31:39.159204] [INFO ] [sig ] NYXH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:39.302518] [INFO ] [LOCAL ] Saved forecast: NYXH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NYXH.txt [2025-11-26T21:31:39.302695] [INFO ] [sig ] [2326/3599] Completed NYXH in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:39.302772] [INFO ] [sig ] [2327/3599] Forecasting NZF... [2025-11-26T21:31:39.302820] [INFO ] [sig ] Generating forecast for: NZF [2025-11-26T21:31:39.302863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-11-26T21:31:39.314365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NZF'. [2025-11-26T21:31:39.314762] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-11-26T21:31:39.315524] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-11-26T21:31:39.315592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:39.315658] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:39.315702] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:39.315783] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:39.373952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:39.374762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:39.374859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:39.374906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:39.497892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:39.498088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:39.498152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:39.498203] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:39.501632] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=87.21%) [2025-11-26T21:31:39.501950] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-11-26T21:31:39.502095] [INFO ] [sig ] NZF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:39.656180] [INFO ] [LOCAL ] Saved forecast: NZF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/NZF.txt [2025-11-26T21:31:39.656381] [INFO ] [sig ] [2327/3599] Completed NZF in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:39.656445] [INFO ] [sig ] [2328/3599] Forecasting OABI... [2025-11-26T21:31:39.656489] [INFO ] [sig ] Generating forecast for: OABI [2025-11-26T21:31:39.656530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'. [2025-11-26T21:31:39.667250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OABI'. [2025-11-26T21:31:39.667627] [INFO ] [FORECASTER] Starting predict_future for OABI [2025-11-26T21:31:39.668578] [DEBUG] [LOCAL ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt [2025-11-26T21:31:39.668674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:39.668724] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:39.668766] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:39.668837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:39.726751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:39.727539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:39.727639] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:39.727708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:39.853598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:39.853793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:39.853847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:39.853889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:39.857284] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=5.72%) [2025-11-26T21:31:39.857598] [INFO ] [FORECASTER] Completed predict_future for OABI [2025-11-26T21:31:39.857760] [INFO ] [sig ] OABI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:39.998873] [INFO ] [LOCAL ] Saved forecast: OABI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OABI.txt [2025-11-26T21:31:39.999109] [INFO ] [sig ] [2328/3599] Completed OABI in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:39.999194] [INFO ] [sig ] [2329/3599] Forecasting OBDC... [2025-11-26T21:31:39.999253] [INFO ] [sig ] Generating forecast for: OBDC [2025-11-26T21:31:39.999313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-11-26T21:31:40.011912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBDC'. [2025-11-26T21:31:40.012349] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-11-26T21:31:40.013172] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-11-26T21:31:40.013259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:40.013307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:40.013349] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:40.013419] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:40.071826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:40.072745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:40.072847] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:40.072896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:40.193467] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:40.193669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:40.193723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:40.193765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:40.197207] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=59.66%) [2025-11-26T21:31:40.197527] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-11-26T21:31:40.197684] [INFO ] [sig ] OBDC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:40.338907] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OBDC.txt [2025-11-26T21:31:40.339062] [INFO ] [sig ] [2329/3599] Completed OBDC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:40.339116] [INFO ] [sig ] [2330/3599] Forecasting OBIL... [2025-11-26T21:31:40.339158] [INFO ] [sig ] Generating forecast for: OBIL [2025-11-26T21:31:40.339227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'. [2025-11-26T21:31:40.350765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIL'. [2025-11-26T21:31:40.351139] [INFO ] [FORECASTER] Starting predict_future for OBIL [2025-11-26T21:31:40.351944] [DEBUG] [LOCAL ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt [2025-11-26T21:31:40.352015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:40.352061] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:40.352105] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:40.352175] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:40.410800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:40.411604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:40.411721] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:40.411778] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:40.524088] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:40.524283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:40.524339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:40.524378] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:40.527853] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-11-26T21:31:40.528163] [INFO ] [FORECASTER] Completed predict_future for OBIL [2025-11-26T21:31:40.528320] [INFO ] [sig ] OBIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:40.670386] [INFO ] [LOCAL ] Saved forecast: OBIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OBIL.txt [2025-11-26T21:31:40.670567] [INFO ] [sig ] [2330/3599] Completed OBIL in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:40.670621] [INFO ] [sig ] [2331/3599] Forecasting OBIO... [2025-11-26T21:31:40.670710] [INFO ] [sig ] Generating forecast for: OBIO [2025-11-26T21:31:40.670776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'. [2025-11-26T21:31:40.681125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIO'. [2025-11-26T21:31:40.681454] [INFO ] [FORECASTER] Starting predict_future for OBIO [2025-11-26T21:31:40.682248] [DEBUG] [LOCAL ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt [2025-11-26T21:31:40.682318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:40.682364] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:40.682405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:40.682525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:40.740842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:40.741609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:40.741740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:40.741792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:40.863158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:40.863340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:40.863394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:40.863433] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:40.867075] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=58.03%) [2025-11-26T21:31:40.867478] [INFO ] [FORECASTER] Completed predict_future for OBIO [2025-11-26T21:31:40.867660] [INFO ] [sig ] OBIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:41.009864] [INFO ] [LOCAL ] Saved forecast: OBIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OBIO.txt [2025-11-26T21:31:41.010032] [INFO ] [sig ] [2331/3599] Completed OBIO in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.3m [2025-11-26T21:31:41.010084] [INFO ] [sig ] [2332/3599] Forecasting OBK... [2025-11-26T21:31:41.010174] [INFO ] [sig ] Generating forecast for: OBK [2025-11-26T21:31:41.010236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-11-26T21:31:41.020241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBK'. [2025-11-26T21:31:41.020545] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-11-26T21:31:41.021339] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-11-26T21:31:41.021410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:41.021455] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:41.021507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:41.021607] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:41.079032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:41.079837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:41.079936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:41.079978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:41.197192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:41.197373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:41.197446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:41.197494] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:41.200960] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=21.81%) [2025-11-26T21:31:41.201278] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-11-26T21:31:41.201431] [INFO ] [sig ] OBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:41.345150] [INFO ] [LOCAL ] Saved forecast: OBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OBK.txt [2025-11-26T21:31:41.345322] [INFO ] [sig ] [2332/3599] Completed OBK in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.2m [2025-11-26T21:31:41.345379] [INFO ] [sig ] [2333/3599] Forecasting OBLG... [2025-11-26T21:31:41.345443] [INFO ] [sig ] Generating forecast for: OBLG [2025-11-26T21:31:41.345483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'. [2025-11-26T21:31:41.356355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBLG'. [2025-11-26T21:31:41.356717] [INFO ] [FORECASTER] Starting predict_future for OBLG [2025-11-26T21:31:41.357524] [DEBUG] [LOCAL ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt [2025-11-26T21:31:41.357594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:41.357660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:41.357703] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:41.357823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:41.416555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:41.417383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:41.417502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:41.417565] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:41.531165] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:41.531354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:41.531418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:41.531468] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:41.534930] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-11-26T21:31:41.535245] [INFO ] [FORECASTER] Completed predict_future for OBLG [2025-11-26T21:31:41.535395] [INFO ] [sig ] OBLG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:41.681314] [INFO ] [LOCAL ] Saved forecast: OBLG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OBLG.txt [2025-11-26T21:31:41.681469] [INFO ] [sig ] [2333/3599] Completed OBLG in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.2m [2025-11-26T21:31:41.681522] [INFO ] [sig ] [2334/3599] Forecasting OC... [2025-11-26T21:31:41.681569] [INFO ] [sig ] Generating forecast for: OC [2025-11-26T21:31:41.681629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-11-26T21:31:41.691865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OC'. [2025-11-26T21:31:41.692186] [INFO ] [FORECASTER] Starting predict_future for OC [2025-11-26T21:31:41.693043] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-11-26T21:31:41.693115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:41.693164] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:41.693206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:41.693329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:41.751832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:41.752559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:41.752675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:41.752733] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:41.876262] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:41.876429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:41.876481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:41.876522] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:41.879857] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=14.98%) [2025-11-26T21:31:41.880183] [INFO ] [FORECASTER] Completed predict_future for OC [2025-11-26T21:31:41.880326] [INFO ] [sig ] OC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:42.024216] [INFO ] [LOCAL ] Saved forecast: OC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OC.txt [2025-11-26T21:31:42.024429] [INFO ] [sig ] [2334/3599] Completed OC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.2m [2025-11-26T21:31:42.024538] [INFO ] [sig ] [2335/3599] Forecasting OCCI... [2025-11-26T21:31:42.024582] [INFO ] [sig ] Generating forecast for: OCCI [2025-11-26T21:31:42.024624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'. [2025-11-26T21:31:42.035801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCCI'. [2025-11-26T21:31:42.036138] [INFO ] [FORECASTER] Starting predict_future for OCCI [2025-11-26T21:31:42.036911] [DEBUG] [LOCAL ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt [2025-11-26T21:31:42.036979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:42.037023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:42.037063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:42.037131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:42.093470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:42.094156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:42.094248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:42.094294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:42.208531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:42.208734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:42.208789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:42.208831] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:42.212149] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=83.02%) [2025-11-26T21:31:42.212433] [INFO ] [FORECASTER] Completed predict_future for OCCI [2025-11-26T21:31:42.212573] [INFO ] [sig ] OCCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:42.351504] [INFO ] [LOCAL ] Saved forecast: OCCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OCCI.txt [2025-11-26T21:31:42.351670] [INFO ] [sig ] [2335/3599] Completed OCCI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:42.351722] [INFO ] [sig ] [2336/3599] Forecasting OCFC... [2025-11-26T21:31:42.351768] [INFO ] [sig ] Generating forecast for: OCFC [2025-11-26T21:31:42.351807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'. [2025-11-26T21:31:42.362170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCFC'. [2025-11-26T21:31:42.362471] [INFO ] [FORECASTER] Starting predict_future for OCFC [2025-11-26T21:31:42.363265] [DEBUG] [LOCAL ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt [2025-11-26T21:31:42.363335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:42.363379] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:42.363418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:42.363501] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:42.419888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:42.420697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:42.420793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:42.420848] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:42.540663] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:42.540878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:42.540931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:42.540972] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:42.544465] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=13.05%) [2025-11-26T21:31:42.544818] [INFO ] [FORECASTER] Completed predict_future for OCFC [2025-11-26T21:31:42.544967] [INFO ] [sig ] OCFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:42.685759] [INFO ] [LOCAL ] Saved forecast: OCFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OCFC.txt [2025-11-26T21:31:42.685949] [INFO ] [sig ] [2336/3599] Completed OCFC in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:42.686028] [INFO ] [sig ] [2337/3599] Forecasting OCGN... [2025-11-26T21:31:42.686075] [INFO ] [sig ] Generating forecast for: OCGN [2025-11-26T21:31:42.686116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'. [2025-11-26T21:31:42.696551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCGN'. [2025-11-26T21:31:42.696942] [INFO ] [FORECASTER] Starting predict_future for OCGN [2025-11-26T21:31:42.697784] [DEBUG] [LOCAL ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt [2025-11-26T21:31:42.697853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:42.697906] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:42.697954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:42.698037] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:42.755923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:42.756867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:42.756984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:42.757048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:42.877214] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:42.877382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:42.877443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:42.877479] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:42.880922] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=30.02%) [2025-11-26T21:31:42.881237] [INFO ] [FORECASTER] Completed predict_future for OCGN [2025-11-26T21:31:42.881422] [INFO ] [sig ] OCGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:43.028146] [INFO ] [LOCAL ] Saved forecast: OCGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OCGN.txt [2025-11-26T21:31:43.028312] [INFO ] [sig ] [2337/3599] Completed OCGN in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:43.028368] [INFO ] [sig ] [2338/3599] Forecasting OCSL... [2025-11-26T21:31:43.028440] [INFO ] [sig ] Generating forecast for: OCSL [2025-11-26T21:31:43.028482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'. [2025-11-26T21:31:43.038600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCSL'. [2025-11-26T21:31:43.038933] [INFO ] [FORECASTER] Starting predict_future for OCSL [2025-11-26T21:31:43.039715] [DEBUG] [LOCAL ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt [2025-11-26T21:31:43.039785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:43.039829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:43.039866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:43.039928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:43.098718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:43.099439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:43.099539] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:43.099590] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:43.218315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:43.218494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:43.218545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:43.218591] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:43.221912] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=75.86%) [2025-11-26T21:31:43.222204] [INFO ] [FORECASTER] Completed predict_future for OCSL [2025-11-26T21:31:43.222342] [INFO ] [sig ] OCSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:43.362298] [INFO ] [LOCAL ] Saved forecast: OCSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OCSL.txt [2025-11-26T21:31:43.362456] [INFO ] [sig ] [2338/3599] Completed OCSL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:43.362510] [INFO ] [sig ] [2339/3599] Forecasting OCUL... [2025-11-26T21:31:43.362552] [INFO ] [sig ] Generating forecast for: OCUL [2025-11-26T21:31:43.362592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'. [2025-11-26T21:31:43.372496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCUL'. [2025-11-26T21:31:43.372806] [INFO ] [FORECASTER] Starting predict_future for OCUL [2025-11-26T21:31:43.373590] [DEBUG] [LOCAL ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt [2025-11-26T21:31:43.373691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:43.373749] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:43.373790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:43.373895] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:43.433571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:43.434326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:43.434430] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:43.434489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:43.555026] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:43.555205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:43.555258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:43.555301] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:43.558846] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=85.96%) [2025-11-26T21:31:43.559157] [INFO ] [FORECASTER] Completed predict_future for OCUL [2025-11-26T21:31:43.559301] [INFO ] [sig ] OCUL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:43.700182] [INFO ] [LOCAL ] Saved forecast: OCUL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OCUL.txt [2025-11-26T21:31:43.700335] [INFO ] [sig ] [2339/3599] Completed OCUL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:43.700388] [INFO ] [sig ] [2340/3599] Forecasting ODC... [2025-11-26T21:31:43.700452] [INFO ] [sig ] Generating forecast for: ODC [2025-11-26T21:31:43.700499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-11-26T21:31:43.711637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODC'. [2025-11-26T21:31:43.711975] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-11-26T21:31:43.712769] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-11-26T21:31:43.712838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:43.712903] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:43.712954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:43.713024] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:43.769910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:43.770557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:43.770668] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:43.770724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:43.893479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:43.893678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:43.893731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:43.893772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:43.897199] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-11-26T21:31:43.897513] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-11-26T21:31:43.897679] [INFO ] [sig ] ODC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:44.039088] [INFO ] [LOCAL ] Saved forecast: ODC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ODC.txt [2025-11-26T21:31:44.039264] [INFO ] [sig ] [2340/3599] Completed ODC in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:44.039347] [INFO ] [sig ] [2341/3599] Forecasting ODD... [2025-11-26T21:31:44.039391] [INFO ] [sig ] Generating forecast for: ODD [2025-11-26T21:31:44.039441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'. [2025-11-26T21:31:44.049590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODD'. [2025-11-26T21:31:44.049921] [INFO ] [FORECASTER] Starting predict_future for ODD [2025-11-26T21:31:44.050711] [DEBUG] [LOCAL ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt [2025-11-26T21:31:44.050780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:44.050825] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:44.050874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:44.050951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:44.108082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:44.108966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:44.109063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:44.109118] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:44.231925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:44.232099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:44.232150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:44.232188] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:44.235539] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T21:31:44.235863] [INFO ] [FORECASTER] Completed predict_future for ODD [2025-11-26T21:31:44.236010] [INFO ] [sig ] ODD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:44.376985] [INFO ] [LOCAL ] Saved forecast: ODD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ODD.txt [2025-11-26T21:31:44.377136] [INFO ] [sig ] [2341/3599] Completed ODD in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:44.377189] [INFO ] [sig ] [2342/3599] Forecasting ODFL... [2025-11-26T21:31:44.377247] [INFO ] [sig ] Generating forecast for: ODFL [2025-11-26T21:31:44.377283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'. [2025-11-26T21:31:44.387888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODFL'. [2025-11-26T21:31:44.388172] [INFO ] [FORECASTER] Starting predict_future for ODFL [2025-11-26T21:31:44.389000] [DEBUG] [LOCAL ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt [2025-11-26T21:31:44.389067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:44.389110] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:44.389150] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:44.389217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:44.449405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:44.450171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:44.450274] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:44.450322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:44.573671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:44.573849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:44.573901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:44.573944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:44.577378] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=95.40%) [2025-11-26T21:31:44.577771] [INFO ] [FORECASTER] Completed predict_future for ODFL [2025-11-26T21:31:44.577928] [INFO ] [sig ] ODFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:44.718383] [INFO ] [LOCAL ] Saved forecast: ODFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ODFL.txt [2025-11-26T21:31:44.718560] [INFO ] [sig ] [2342/3599] Completed ODFL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:44.718614] [INFO ] [sig ] [2343/3599] Forecasting ODP... [2025-11-26T21:31:44.718699] [INFO ] [sig ] Generating forecast for: ODP [2025-11-26T21:31:44.718740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'. [2025-11-26T21:31:44.730179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODP'. [2025-11-26T21:31:44.730471] [INFO ] [FORECASTER] Starting predict_future for ODP [2025-11-26T21:31:44.731256] [DEBUG] [LOCAL ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt [2025-11-26T21:31:44.731331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:44.731376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:44.731415] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:44.731486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:44.787700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:44.788343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:44.788454] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:44.788509] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:44.905456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:44.905624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:44.905694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:44.905737] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:44.909047] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-11-26T21:31:44.909335] [INFO ] [FORECASTER] Completed predict_future for ODP [2025-11-26T21:31:44.909476] [INFO ] [sig ] ODP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:45.049860] [INFO ] [LOCAL ] Saved forecast: ODP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ODP.txt [2025-11-26T21:31:45.050023] [INFO ] [sig ] [2343/3599] Completed ODP in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:45.050117] [INFO ] [sig ] [2344/3599] Forecasting OEC... [2025-11-26T21:31:45.050161] [INFO ] [sig ] Generating forecast for: OEC [2025-11-26T21:31:45.050204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-11-26T21:31:45.060594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OEC'. [2025-11-26T21:31:45.060946] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-11-26T21:31:45.061770] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-11-26T21:31:45.061837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:45.061879] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:45.061929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:45.061999] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:45.119219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:45.119961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:45.120065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:45.120114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:45.241167] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:45.241344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:45.241397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:45.241447] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:45.244817] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=7.15%) [2025-11-26T21:31:45.245133] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-11-26T21:31:45.245272] [INFO ] [sig ] OEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:45.385697] [INFO ] [LOCAL ] Saved forecast: OEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OEC.txt [2025-11-26T21:31:45.385850] [INFO ] [sig ] [2344/3599] Completed OEC in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:45.385904] [INFO ] [sig ] [2345/3599] Forecasting OESX... [2025-11-26T21:31:45.385944] [INFO ] [sig ] Generating forecast for: OESX [2025-11-26T21:31:45.386002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'. [2025-11-26T21:31:45.396235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OESX'. [2025-11-26T21:31:45.396580] [INFO ] [FORECASTER] Starting predict_future for OESX [2025-11-26T21:31:45.397369] [DEBUG] [LOCAL ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt [2025-11-26T21:31:45.397472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:45.397520] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:45.397561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:45.397632] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:45.454318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:45.455057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:45.455153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:45.455197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:45.568337] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:45.568503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:45.568576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:45.568660] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:45.572108] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=94.17%) [2025-11-26T21:31:45.572437] [INFO ] [FORECASTER] Completed predict_future for OESX [2025-11-26T21:31:45.572663] [INFO ] [sig ] OESX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:45.721742] [INFO ] [LOCAL ] Saved forecast: OESX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OESX.txt [2025-11-26T21:31:45.721894] [INFO ] [sig ] [2345/3599] Completed OESX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:45.721968] [INFO ] [sig ] [2346/3599] Forecasting OFG... [2025-11-26T21:31:45.722013] [INFO ] [sig ] Generating forecast for: OFG [2025-11-26T21:31:45.722056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-11-26T21:31:45.732095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFG'. [2025-11-26T21:31:45.732402] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-11-26T21:31:45.733204] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-11-26T21:31:45.733272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:45.733316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:45.733355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:45.733421] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:45.792476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:45.793171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:45.793266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:45.793314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:45.910453] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:45.910630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:45.910693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:45.910736] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:45.914026] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=89.76%) [2025-11-26T21:31:45.914315] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-11-26T21:31:45.914466] [INFO ] [sig ] OFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:46.054765] [INFO ] [LOCAL ] Saved forecast: OFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OFG.txt [2025-11-26T21:31:46.054916] [INFO ] [sig ] [2346/3599] Completed OFG in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:46.054970] [INFO ] [sig ] [2347/3599] Forecasting OFIX... [2025-11-26T21:31:46.055029] [INFO ] [sig ] Generating forecast for: OFIX [2025-11-26T21:31:46.055066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'. [2025-11-26T21:31:46.065273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFIX'. [2025-11-26T21:31:46.065588] [INFO ] [FORECASTER] Starting predict_future for OFIX [2025-11-26T21:31:46.066382] [DEBUG] [LOCAL ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt [2025-11-26T21:31:46.066452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:46.066511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:46.066558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:46.066660] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:46.125589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:46.126355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:46.126455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:46.126513] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:46.250816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:46.251425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:46.251480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:46.251611] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:46.255016] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=2.90%) [2025-11-26T21:31:46.255324] [INFO ] [FORECASTER] Completed predict_future for OFIX [2025-11-26T21:31:46.255517] [INFO ] [sig ] OFIX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:46.396704] [INFO ] [LOCAL ] Saved forecast: OFIX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OFIX.txt [2025-11-26T21:31:46.396873] [INFO ] [sig ] [2347/3599] Completed OFIX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:46.396924] [INFO ] [sig ] [2348/3599] Forecasting OFLX... [2025-11-26T21:31:46.397047] [INFO ] [sig ] Generating forecast for: OFLX [2025-11-26T21:31:46.397096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'. [2025-11-26T21:31:46.407973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFLX'. [2025-11-26T21:31:46.408335] [INFO ] [FORECASTER] Starting predict_future for OFLX [2025-11-26T21:31:46.409140] [DEBUG] [LOCAL ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt [2025-11-26T21:31:46.409209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:46.409269] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:46.409317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:46.409401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:46.465912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:46.466770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:46.466867] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:46.466913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:46.583464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:46.583620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:46.583689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:46.583731] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:46.587042] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-11-26T21:31:46.587334] [INFO ] [FORECASTER] Completed predict_future for OFLX [2025-11-26T21:31:46.587514] [INFO ] [sig ] OFLX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:46.729717] [INFO ] [LOCAL ] Saved forecast: OFLX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OFLX.txt [2025-11-26T21:31:46.729888] [INFO ] [sig ] [2348/3599] Completed OFLX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.2m [2025-11-26T21:31:46.729979] [INFO ] [sig ] [2349/3599] Forecasting OFS... [2025-11-26T21:31:46.730027] [INFO ] [sig ] Generating forecast for: OFS [2025-11-26T21:31:46.730069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'. [2025-11-26T21:31:46.740814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFS'. [2025-11-26T21:31:46.741156] [INFO ] [FORECASTER] Starting predict_future for OFS [2025-11-26T21:31:46.741965] [DEBUG] [LOCAL ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt [2025-11-26T21:31:46.742037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:46.742082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:46.742121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:46.742186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:46.798784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:46.799446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:46.799559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:46.799607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:46.915408] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:46.915586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:46.915656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:46.915703] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:46.918990] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=3.78%) [2025-11-26T21:31:46.919274] [INFO ] [FORECASTER] Completed predict_future for OFS [2025-11-26T21:31:46.919410] [INFO ] [sig ] OFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:47.058772] [INFO ] [LOCAL ] Saved forecast: OFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OFS.txt [2025-11-26T21:31:47.058923] [INFO ] [sig ] [2349/3599] Completed OFS in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.1m [2025-11-26T21:31:47.058976] [INFO ] [sig ] [2350/3599] Forecasting OGE... [2025-11-26T21:31:47.059043] [INFO ] [sig ] Generating forecast for: OGE [2025-11-26T21:31:47.059079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-11-26T21:31:47.068930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGE'. [2025-11-26T21:31:47.069225] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-11-26T21:31:47.070014] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-11-26T21:31:47.070083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:47.070127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:47.070166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:47.070243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:47.126911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:47.127686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:47.127780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:47.127826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:47.247146] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:47.247322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:47.247373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:47.247439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:47.250865] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=42.04%) [2025-11-26T21:31:47.251170] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-11-26T21:31:47.251318] [INFO ] [sig ] OGE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:47.391794] [INFO ] [LOCAL ] Saved forecast: OGE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OGE.txt [2025-11-26T21:31:47.391949] [INFO ] [sig ] [2350/3599] Completed OGE in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.1m [2025-11-26T21:31:47.392003] [INFO ] [sig ] [2351/3599] Forecasting OGI... [2025-11-26T21:31:47.392048] [INFO ] [sig ] Generating forecast for: OGI [2025-11-26T21:31:47.392107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'. [2025-11-26T21:31:47.402454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGI'. [2025-11-26T21:31:47.402777] [INFO ] [FORECASTER] Starting predict_future for OGI [2025-11-26T21:31:47.403593] [DEBUG] [LOCAL ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt [2025-11-26T21:31:47.403681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:47.403727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:47.403800] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:47.403875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:47.461518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:47.462239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:47.462335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:47.462386] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:47.589158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:47.589344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:47.589399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:47.589445] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:47.593038] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=47.15%) [2025-11-26T21:31:47.593322] [INFO ] [FORECASTER] Completed predict_future for OGI [2025-11-26T21:31:47.593475] [INFO ] [sig ] OGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:47.733445] [INFO ] [LOCAL ] Saved forecast: OGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OGI.txt [2025-11-26T21:31:47.733626] [INFO ] [sig ] [2351/3599] Completed OGI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.1m [2025-11-26T21:31:47.733698] [INFO ] [sig ] [2352/3599] Forecasting OGN... [2025-11-26T21:31:47.733746] [INFO ] [sig ] Generating forecast for: OGN [2025-11-26T21:31:47.733803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-11-26T21:31:47.744595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGN'. [2025-11-26T21:31:47.745006] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-11-26T21:31:47.745812] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-11-26T21:31:47.745879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:47.745923] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:47.745963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:47.746031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:47.803295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:47.804032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:47.804127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:47.804172] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:47.921966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:47.922146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:47.922198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:47.922239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:47.925534] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=16.68%) [2025-11-26T21:31:47.925835] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-11-26T21:31:47.925970] [INFO ] [sig ] OGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:48.065763] [INFO ] [LOCAL ] Saved forecast: OGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OGN.txt [2025-11-26T21:31:48.065917] [INFO ] [sig ] [2352/3599] Completed OGN in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 7.1m [2025-11-26T21:31:48.065972] [INFO ] [sig ] [2353/3599] Forecasting OHI... [2025-11-26T21:31:48.066014] [INFO ] [sig ] Generating forecast for: OHI [2025-11-26T21:31:48.066056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-11-26T21:31:48.076946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OHI'. [2025-11-26T21:31:48.077280] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-11-26T21:31:48.078105] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-11-26T21:31:48.078176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:48.078220] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:48.078263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:48.078331] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:48.135733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:48.136415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:48.136513] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:48.136562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:48.257353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:48.257548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:48.257603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:48.257662] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:48.261205] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=1.87%) [2025-11-26T21:31:48.261496] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-11-26T21:31:48.261662] [INFO ] [sig ] OHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:48.402122] [INFO ] [LOCAL ] Saved forecast: OHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OHI.txt [2025-11-26T21:31:48.402287] [INFO ] [sig ] [2353/3599] Completed OHI in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:48.402342] [INFO ] [sig ] [2354/3599] Forecasting OI... [2025-11-26T21:31:48.402384] [INFO ] [sig ] Generating forecast for: OI [2025-11-26T21:31:48.402447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-11-26T21:31:48.412580] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OI'. [2025-11-26T21:31:48.412892] [INFO ] [FORECASTER] Starting predict_future for OI [2025-11-26T21:31:48.413716] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-11-26T21:31:48.413784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:48.413837] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:48.413887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:48.413971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:48.470863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:48.471603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:48.471718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:48.471775] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:48.592125] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:48.592289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:48.592339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:48.592380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:48.595724] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=6.34%) [2025-11-26T21:31:48.596010] [INFO ] [FORECASTER] Completed predict_future for OI [2025-11-26T21:31:48.596146] [INFO ] [sig ] OI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:48.735676] [INFO ] [LOCAL ] Saved forecast: OI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OI.txt [2025-11-26T21:31:48.735830] [INFO ] [sig ] [2354/3599] Completed OI in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:48.735883] [INFO ] [sig ] [2355/3599] Forecasting OIA... [2025-11-26T21:31:48.735928] [INFO ] [sig ] Generating forecast for: OIA [2025-11-26T21:31:48.735978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-11-26T21:31:48.747846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIA'. [2025-11-26T21:31:48.748300] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-11-26T21:31:48.749185] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-11-26T21:31:48.749258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:48.749305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:48.749346] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:48.749413] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:48.809720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:48.810513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:48.810618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:48.810687] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:48.934112] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:48.934313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:48.934370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:48.934410] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:48.938038] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=71.53%) [2025-11-26T21:31:48.938352] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-11-26T21:31:48.938507] [INFO ] [sig ] OIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:49.079998] [INFO ] [LOCAL ] Saved forecast: OIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OIA.txt [2025-11-26T21:31:49.080168] [INFO ] [sig ] [2355/3599] Completed OIA in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:49.080224] [INFO ] [sig ] [2356/3599] Forecasting OII... [2025-11-26T21:31:49.080268] [INFO ] [sig ] Generating forecast for: OII [2025-11-26T21:31:49.080311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-11-26T21:31:49.091391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OII'. [2025-11-26T21:31:49.091766] [INFO ] [FORECASTER] Starting predict_future for OII [2025-11-26T21:31:49.092551] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-11-26T21:31:49.092621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:49.092685] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:49.092727] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:49.092797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:49.149401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:49.150130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:49.150225] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:49.150271] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:49.267635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:49.267828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:49.267899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:49.267950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:49.271384] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-11-26T21:31:49.271699] [INFO ] [FORECASTER] Completed predict_future for OII [2025-11-26T21:31:49.271837] [INFO ] [sig ] OII: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:49.415761] [INFO ] [LOCAL ] Saved forecast: OII 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OII.txt [2025-11-26T21:31:49.415927] [INFO ] [sig ] [2356/3599] Completed OII in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:49.415984] [INFO ] [sig ] [2357/3599] Forecasting OIS... [2025-11-26T21:31:49.416032] [INFO ] [sig ] Generating forecast for: OIS [2025-11-26T21:31:49.416095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-11-26T21:31:49.427290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIS'. [2025-11-26T21:31:49.427736] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-11-26T21:31:49.428632] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-11-26T21:31:49.428725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:49.428783] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:49.428836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:49.428925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:49.486864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:49.487689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:49.487789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:49.487848] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:49.615413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:49.615618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:49.615689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:49.615736] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:49.619822] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=90.91%) [2025-11-26T21:31:49.620136] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-11-26T21:31:49.620286] [INFO ] [sig ] OIS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:49.816547] [INFO ] [LOCAL ] Saved forecast: OIS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OIS.txt [2025-11-26T21:31:49.816741] [INFO ] [sig ] [2357/3599] Completed OIS in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:49.816800] [INFO ] [sig ] [2358/3599] Forecasting OKE... [2025-11-26T21:31:49.816846] [INFO ] [sig ] Generating forecast for: OKE [2025-11-26T21:31:49.816942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-11-26T21:31:49.827922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKE'. [2025-11-26T21:31:49.828253] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-11-26T21:31:49.829088] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-11-26T21:31:49.829165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:49.829212] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:49.829251] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:49.829318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:49.888091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:49.888822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:49.888917] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:49.888977] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:50.008237] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:50.008428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:50.008481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:50.008526] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:50.011901] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=4.43%) [2025-11-26T21:31:50.012232] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-11-26T21:31:50.012375] [INFO ] [sig ] OKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:50.153091] [INFO ] [LOCAL ] Saved forecast: OKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OKE.txt [2025-11-26T21:31:50.153246] [INFO ] [sig ] [2358/3599] Completed OKE in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:50.153299] [INFO ] [sig ] [2359/3599] Forecasting OKTA... [2025-11-26T21:31:50.153364] [INFO ] [sig ] Generating forecast for: OKTA [2025-11-26T21:31:50.153403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'. [2025-11-26T21:31:50.163855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKTA'. [2025-11-26T21:31:50.164196] [INFO ] [FORECASTER] Starting predict_future for OKTA [2025-11-26T21:31:50.165008] [DEBUG] [LOCAL ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt [2025-11-26T21:31:50.165076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:50.165121] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:50.165159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:50.165273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:50.223621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:50.224469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:50.224569] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:50.224630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:50.344857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:50.345047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:50.345121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:50.345174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:50.348679] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=92.00%) [2025-11-26T21:31:50.348986] [INFO ] [FORECASTER] Completed predict_future for OKTA [2025-11-26T21:31:50.349137] [INFO ] [sig ] OKTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:50.493251] [INFO ] [LOCAL ] Saved forecast: OKTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OKTA.txt [2025-11-26T21:31:50.493415] [INFO ] [sig ] [2359/3599] Completed OKTA in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:50.493481] [INFO ] [sig ] [2360/3599] Forecasting OKYO... [2025-11-26T21:31:50.493549] [INFO ] [sig ] Generating forecast for: OKYO [2025-11-26T21:31:50.493596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'. [2025-11-26T21:31:50.504436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKYO'. [2025-11-26T21:31:50.504784] [INFO ] [FORECASTER] Starting predict_future for OKYO [2025-11-26T21:31:50.505790] [DEBUG] [LOCAL ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt [2025-11-26T21:31:50.505869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:50.505932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:50.505989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:50.506103] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:50.565454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:50.566285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:50.566419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:50.566488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:50.683198] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:50.683387] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:31:50.683464] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:50.683522] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:50.686971] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=53.34%) [2025-11-26T21:31:50.687280] [INFO ] [FORECASTER] Completed predict_future for OKYO [2025-11-26T21:31:50.687460] [INFO ] [sig ] OKYO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:50.828930] [INFO ] [LOCAL ] Saved forecast: OKYO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OKYO.txt [2025-11-26T21:31:50.829098] [INFO ] [sig ] [2360/3599] Completed OKYO in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:50.829165] [INFO ] [sig ] [2361/3599] Forecasting OLED... [2025-11-26T21:31:50.829249] [INFO ] [sig ] Generating forecast for: OLED [2025-11-26T21:31:50.829311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'. [2025-11-26T21:31:50.839774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLED'. [2025-11-26T21:31:50.840142] [INFO ] [FORECASTER] Starting predict_future for OLED [2025-11-26T21:31:50.841031] [DEBUG] [LOCAL ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt [2025-11-26T21:31:50.841102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:50.841149] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:50.841202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:50.841281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:50.900955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:50.901811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:50.901911] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:50.901966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:51.020726] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:51.020909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:51.020962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:51.020997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:51.024358] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=74.56%) [2025-11-26T21:31:51.024690] [INFO ] [FORECASTER] Completed predict_future for OLED [2025-11-26T21:31:51.024831] [INFO ] [sig ] OLED: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:51.165051] [INFO ] [LOCAL ] Saved forecast: OLED 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OLED.txt [2025-11-26T21:31:51.165210] [INFO ] [sig ] [2361/3599] Completed OLED in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:51.165265] [INFO ] [sig ] [2362/3599] Forecasting OLLI... [2025-11-26T21:31:51.165344] [INFO ] [sig ] Generating forecast for: OLLI [2025-11-26T21:31:51.165397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'. [2025-11-26T21:31:51.177154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLLI'. [2025-11-26T21:31:51.177528] [INFO ] [FORECASTER] Starting predict_future for OLLI [2025-11-26T21:31:51.178361] [DEBUG] [LOCAL ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt [2025-11-26T21:31:51.178439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:51.178499] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:51.178558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:51.178683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:51.237900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:51.238602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:51.238726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:51.238793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:51.359513] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:51.359700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:51.359767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:51.359829] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:51.363266] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=5.01%) [2025-11-26T21:31:51.363578] [INFO ] [FORECASTER] Completed predict_future for OLLI [2025-11-26T21:31:51.363753] [INFO ] [sig ] OLLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:51.511445] [INFO ] [LOCAL ] Saved forecast: OLLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLLI.txt [2025-11-26T21:31:51.511631] [INFO ] [sig ] [2362/3599] Completed OLLI in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:51.511716] [INFO ] [sig ] [2363/3599] Forecasting OLMA... [2025-11-26T21:31:51.511754] [INFO ] [sig ] Generating forecast for: OLMA [2025-11-26T21:31:51.511795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'. [2025-11-26T21:31:51.525540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLMA'. [2025-11-26T21:31:51.526286] [INFO ] [FORECASTER] Starting predict_future for OLMA [2025-11-26T21:31:51.527590] [DEBUG] [LOCAL ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt [2025-11-26T21:31:51.527719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:51.527806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:51.527858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:51.528033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:51.587227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:51.588532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:51.588709] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:51.588764] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:51.717527] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:51.717883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:51.717954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:51.717993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:51.722151] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=65.24%) [2025-11-26T21:31:51.722520] [INFO ] [FORECASTER] Completed predict_future for OLMA [2025-11-26T21:31:51.722720] [INFO ] [sig ] OLMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:51.870336] [INFO ] [LOCAL ] Saved forecast: OLMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OLMA.txt [2025-11-26T21:31:51.870592] [INFO ] [sig ] [2363/3599] Completed OLMA in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:51.870822] [INFO ] [sig ] [2364/3599] Forecasting OLN... [2025-11-26T21:31:51.870888] [INFO ] [sig ] Generating forecast for: OLN [2025-11-26T21:31:51.870938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-11-26T21:31:51.883143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLN'. [2025-11-26T21:31:51.883764] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-11-26T21:31:51.884778] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-11-26T21:31:51.884875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:51.884939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:51.884993] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:51.885081] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:51.941564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:51.942708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:51.942823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:51.942873] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:52.071104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:52.071378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:52.071468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:52.071516] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:52.076021] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=20.66%) [2025-11-26T21:31:52.076386] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-11-26T21:31:52.076553] [INFO ] [sig ] OLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:52.245694] [INFO ] [LOCAL ] Saved forecast: OLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLN.txt [2025-11-26T21:31:52.245951] [INFO ] [sig ] [2364/3599] Completed OLN in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:52.246078] [INFO ] [sig ] [2365/3599] Forecasting OLP... [2025-11-26T21:31:52.246124] [INFO ] [sig ] Generating forecast for: OLP [2025-11-26T21:31:52.246187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-11-26T21:31:52.259840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLP'. [2025-11-26T21:31:52.260521] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-11-26T21:31:52.261719] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-11-26T21:31:52.261803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:52.261866] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:52.261930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:52.262035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:52.332486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:52.333774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:52.333895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:52.333947] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:52.464554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:52.464898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:52.464986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:52.465057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:52.471794] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=30.30%) [2025-11-26T21:31:52.472524] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-11-26T21:31:52.473042] [INFO ] [sig ] OLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:52.629552] [INFO ] [LOCAL ] Saved forecast: OLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLP.txt [2025-11-26T21:31:52.629853] [INFO ] [sig ] [2365/3599] Completed OLP in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:52.629943] [INFO ] [sig ] [2366/3599] Forecasting OLPX... [2025-11-26T21:31:52.629986] [INFO ] [sig ] Generating forecast for: OLPX [2025-11-26T21:31:52.630024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'. [2025-11-26T21:31:52.642791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLPX'. [2025-11-26T21:31:52.643417] [INFO ] [FORECASTER] Starting predict_future for OLPX [2025-11-26T21:31:52.644358] [DEBUG] [LOCAL ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt [2025-11-26T21:31:52.644430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:52.644489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:52.644542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:52.644626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:52.703316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:52.704549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:52.704753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:52.704808] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:52.829083] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:52.829348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:52.829408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:52.829473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:52.833503] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=21.64%) [2025-11-26T21:31:52.833996] [INFO ] [FORECASTER] Completed predict_future for OLPX [2025-11-26T21:31:52.834152] [INFO ] [sig ] OLPX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:52.987251] [INFO ] [LOCAL ] Saved forecast: OLPX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OLPX.txt [2025-11-26T21:31:52.987542] [INFO ] [sig ] [2366/3599] Completed OLPX in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 7.1m [2025-11-26T21:31:52.987608] [INFO ] [sig ] [2367/3599] Forecasting OM... [2025-11-26T21:31:52.987677] [INFO ] [sig ] Generating forecast for: OM [2025-11-26T21:31:52.987721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'. [2025-11-26T21:31:53.000476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OM'. [2025-11-26T21:31:53.001118] [INFO ] [FORECASTER] Starting predict_future for OM [2025-11-26T21:31:53.002163] [DEBUG] [LOCAL ] No optimal features file found for OM: ./output/feature-sets/OM.txt [2025-11-26T21:31:53.002236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:53.002295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:53.002343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:53.002411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:53.060218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:53.061190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:53.061329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:53.061383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:53.182365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:53.182561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:53.182614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:53.182672] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:53.186114] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=16.12%) [2025-11-26T21:31:53.186428] [INFO ] [FORECASTER] Completed predict_future for OM [2025-11-26T21:31:53.186601] [INFO ] [sig ] OM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:53.328325] [INFO ] [LOCAL ] Saved forecast: OM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OM.txt [2025-11-26T21:31:53.328505] [INFO ] [sig ] [2367/3599] Completed OM in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.0m [2025-11-26T21:31:53.328590] [INFO ] [sig ] [2368/3599] Forecasting OMAB... [2025-11-26T21:31:53.328636] [INFO ] [sig ] Generating forecast for: OMAB [2025-11-26T21:31:53.328726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'. [2025-11-26T21:31:53.341753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMAB'. [2025-11-26T21:31:53.342455] [INFO ] [FORECASTER] Starting predict_future for OMAB [2025-11-26T21:31:53.343459] [DEBUG] [LOCAL ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt [2025-11-26T21:31:53.343535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:53.343608] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:53.343698] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:53.343799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:53.404082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:53.405270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:53.405388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:53.405452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:53.526666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:53.526936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:53.526995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:53.527039] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:53.530991] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=93.81%) [2025-11-26T21:31:53.531371] [INFO ] [FORECASTER] Completed predict_future for OMAB [2025-11-26T21:31:53.531554] [INFO ] [sig ] OMAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:53.673901] [INFO ] [LOCAL ] Saved forecast: OMAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OMAB.txt [2025-11-26T21:31:53.674130] [INFO ] [sig ] [2368/3599] Completed OMAB in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.0m [2025-11-26T21:31:53.674189] [INFO ] [sig ] [2369/3599] Forecasting OMC... [2025-11-26T21:31:53.674280] [INFO ] [sig ] Generating forecast for: OMC [2025-11-26T21:31:53.674377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-11-26T21:31:53.686456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMC'. [2025-11-26T21:31:53.686920] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-11-26T21:31:53.687844] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-11-26T21:31:53.687913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:53.687961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:53.688003] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:53.688120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:53.745942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:53.746960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:53.747102] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:53.747167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:53.865030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:53.865239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:53.865313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:53.865373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:53.869026] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=8.09%) [2025-11-26T21:31:53.869336] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-11-26T21:31:53.869527] [INFO ] [sig ] OMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:54.012681] [INFO ] [LOCAL ] Saved forecast: OMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMC.txt [2025-11-26T21:31:54.012888] [INFO ] [sig ] [2369/3599] Completed OMC in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 7.0m [2025-11-26T21:31:54.012967] [INFO ] [sig ] [2370/3599] Forecasting OMCL... [2025-11-26T21:31:54.013082] [INFO ] [sig ] Generating forecast for: OMCL [2025-11-26T21:31:54.013128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'. [2025-11-26T21:31:54.025009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMCL'. [2025-11-26T21:31:54.025475] [INFO ] [FORECASTER] Starting predict_future for OMCL [2025-11-26T21:31:54.026356] [DEBUG] [LOCAL ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt [2025-11-26T21:31:54.026431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:54.026479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:54.026543] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:54.026654] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:54.086186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:54.087128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:54.087253] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:54.087330] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:54.213673] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:54.214081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:54.214164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:54.214249] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:54.217817] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=14.49%) [2025-11-26T21:31:54.218194] [INFO ] [FORECASTER] Completed predict_future for OMCL [2025-11-26T21:31:54.218391] [INFO ] [sig ] OMCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:54.360799] [INFO ] [LOCAL ] Saved forecast: OMCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMCL.txt [2025-11-26T21:31:54.361000] [INFO ] [sig ] [2370/3599] Completed OMCL in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:54.361110] [INFO ] [sig ] [2371/3599] Forecasting OMEX... [2025-11-26T21:31:54.361244] [INFO ] [sig ] Generating forecast for: OMEX [2025-11-26T21:31:54.361315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'. [2025-11-26T21:31:54.372255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMEX'. [2025-11-26T21:31:54.372696] [INFO ] [FORECASTER] Starting predict_future for OMEX [2025-11-26T21:31:54.373547] [DEBUG] [LOCAL ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt [2025-11-26T21:31:54.373636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:54.373736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:54.373798] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:54.373894] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:54.434345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:54.435260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:54.435367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:54.435416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:54.556783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:54.556983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:54.557054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:54.557101] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:54.560703] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=7.86%) [2025-11-26T21:31:54.561078] [INFO ] [FORECASTER] Completed predict_future for OMEX [2025-11-26T21:31:54.561258] [INFO ] [sig ] OMEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:54.706445] [INFO ] [LOCAL ] Saved forecast: OMEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMEX.txt [2025-11-26T21:31:54.706627] [INFO ] [sig ] [2371/3599] Completed OMEX in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:54.706731] [INFO ] [sig ] [2372/3599] Forecasting OMF... [2025-11-26T21:31:54.706821] [INFO ] [sig ] Generating forecast for: OMF [2025-11-26T21:31:54.706891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-11-26T21:31:54.718289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMF'. [2025-11-26T21:31:54.718774] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-11-26T21:31:54.719689] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-11-26T21:31:54.719759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:54.719821] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:54.719871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:54.719958] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:54.778472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:54.779346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:54.779453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:54.779517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:54.903375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:54.903573] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:54.903628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:54.903713] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:54.907241] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=4.43%) [2025-11-26T21:31:54.907588] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-11-26T21:31:54.907768] [INFO ] [sig ] OMF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:55.052969] [INFO ] [LOCAL ] Saved forecast: OMF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMF.txt [2025-11-26T21:31:55.053141] [INFO ] [sig ] [2372/3599] Completed OMF in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:55.053197] [INFO ] [sig ] [2373/3599] Forecasting OMI... [2025-11-26T21:31:55.053241] [INFO ] [sig ] Generating forecast for: OMI [2025-11-26T21:31:55.053285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-11-26T21:31:55.064439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMI'. [2025-11-26T21:31:55.064857] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-11-26T21:31:55.065688] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-11-26T21:31:55.065757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:55.065808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:55.065872] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:55.065977] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:55.124035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:55.125011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:55.125145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:55.125197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:55.243761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:55.243945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:55.243999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:55.244041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:55.247353] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=5.71%) [2025-11-26T21:31:55.247698] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-11-26T21:31:55.247843] [INFO ] [sig ] OMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:55.387229] [INFO ] [LOCAL ] Saved forecast: OMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OMI.txt [2025-11-26T21:31:55.387384] [INFO ] [sig ] [2373/3599] Completed OMI in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:55.390386] [INFO ] [sig ] [2374/3599] Forecasting ON... [2025-11-26T21:31:55.390444] [INFO ] [sig ] Generating forecast for: ON [2025-11-26T21:31:55.390485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'. [2025-11-26T21:31:55.401128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ON'. [2025-11-26T21:31:55.401434] [INFO ] [FORECASTER] Starting predict_future for ON [2025-11-26T21:31:55.402237] [DEBUG] [LOCAL ] No optimal features file found for ON: ./output/feature-sets/ON.txt [2025-11-26T21:31:55.402307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:55.402355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:55.402390] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:55.402459] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:55.458776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:55.459533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:55.459665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:55.459720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:55.582603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:55.582823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:55.582877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:55.582919] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:55.586341] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=87.38%) [2025-11-26T21:31:55.586693] [INFO ] [FORECASTER] Completed predict_future for ON [2025-11-26T21:31:55.586842] [INFO ] [sig ] ON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:55.726880] [INFO ] [LOCAL ] Saved forecast: ON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ON.txt [2025-11-26T21:31:55.727031] [INFO ] [sig ] [2374/3599] Completed ON in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:55.727085] [INFO ] [sig ] [2375/3599] Forecasting ONB... [2025-11-26T21:31:55.727127] [INFO ] [sig ] Generating forecast for: ONB [2025-11-26T21:31:55.727191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'. [2025-11-26T21:31:55.737426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONB'. [2025-11-26T21:31:55.737778] [INFO ] [FORECASTER] Starting predict_future for ONB [2025-11-26T21:31:55.738537] [DEBUG] [LOCAL ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt [2025-11-26T21:31:55.738606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:55.738673] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:55.738733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:55.738803] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:55.795166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:55.795906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:55.796006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:55.796052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:55.915249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:55.915446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:55.915500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:55.915545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:55.919100] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=7.39%) [2025-11-26T21:31:55.919407] [INFO ] [FORECASTER] Completed predict_future for ONB [2025-11-26T21:31:55.919555] [INFO ] [sig ] ONB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:56.058274] [INFO ] [LOCAL ] Saved forecast: ONB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ONB.txt [2025-11-26T21:31:56.058440] [INFO ] [sig ] [2375/3599] Completed ONB in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:56.058494] [INFO ] [sig ] [2376/3599] Forecasting ONCO... [2025-11-26T21:31:56.058537] [INFO ] [sig ] Generating forecast for: ONCO [2025-11-26T21:31:56.058598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'. [2025-11-26T21:31:56.068590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONCO'. [2025-11-26T21:31:56.068932] [INFO ] [FORECASTER] Starting predict_future for ONCO [2025-11-26T21:31:56.069730] [DEBUG] [LOCAL ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt [2025-11-26T21:31:56.069799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:56.069844] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:56.069882] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:56.069951] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:56.125337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:56.126156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:56.126255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:56.126302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:56.246717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:56.246915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:56.246967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:56.247008] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:56.250468] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=85.08%) [2025-11-26T21:31:56.250783] [INFO ] [FORECASTER] Completed predict_future for ONCO [2025-11-26T21:31:56.250925] [INFO ] [sig ] ONCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:56.389375] [INFO ] [LOCAL ] Saved forecast: ONCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONCO.txt [2025-11-26T21:31:56.389553] [INFO ] [sig ] [2376/3599] Completed ONCO in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:56.389611] [INFO ] [sig ] [2377/3599] Forecasting ONDS... [2025-11-26T21:31:56.389666] [INFO ] [sig ] Generating forecast for: ONDS [2025-11-26T21:31:56.389714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'. [2025-11-26T21:31:56.400764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONDS'. [2025-11-26T21:31:56.401119] [INFO ] [FORECASTER] Starting predict_future for ONDS [2025-11-26T21:31:56.401948] [DEBUG] [LOCAL ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt [2025-11-26T21:31:56.402028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:56.402091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:56.402150] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:56.402249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:56.458874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:56.459551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:56.459682] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:56.459748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:56.578386] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:56.578567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:56.578655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:56.578717] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:56.582177] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=53.87%) [2025-11-26T21:31:56.582513] [INFO ] [FORECASTER] Completed predict_future for ONDS [2025-11-26T21:31:56.582729] [INFO ] [sig ] ONDS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:56.723732] [INFO ] [LOCAL ] Saved forecast: ONDS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONDS.txt [2025-11-26T21:31:56.723926] [INFO ] [sig ] [2377/3599] Completed ONDS in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:56.724002] [INFO ] [sig ] [2378/3599] Forecasting ONEQ... [2025-11-26T21:31:56.724162] [INFO ] [sig ] Generating forecast for: ONEQ [2025-11-26T21:31:56.724236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'. [2025-11-26T21:31:56.734393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'. [2025-11-26T21:31:56.734812] [INFO ] [FORECASTER] Starting predict_future for ONEQ [2025-11-26T21:31:56.735714] [DEBUG] [LOCAL ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt [2025-11-26T21:31:56.735785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:56.735830] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:56.735869] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:56.735937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:56.794408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:56.795312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:56.795414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:56.795458] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:56.918537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:56.918751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:56.918806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:56.918844] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:56.922243] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=82.79%) [2025-11-26T21:31:56.922552] [INFO ] [FORECASTER] Completed predict_future for ONEQ [2025-11-26T21:31:56.922715] [INFO ] [sig ] ONEQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:57.068392] [INFO ] [LOCAL ] Saved forecast: ONEQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONEQ.txt [2025-11-26T21:31:57.068557] [INFO ] [sig ] [2378/3599] Completed ONEQ in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:57.068612] [INFO ] [sig ] [2379/3599] Forecasting ONL... [2025-11-26T21:31:57.068673] [INFO ] [sig ] Generating forecast for: ONL [2025-11-26T21:31:57.068744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-11-26T21:31:57.079139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONL'. [2025-11-26T21:31:57.079454] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-11-26T21:31:57.080303] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-11-26T21:31:57.080376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:57.080431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:57.080477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:57.080559] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:57.139427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:57.140117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:57.140212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:57.140259] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:57.260960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:57.261147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:57.261199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:57.261241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:57.264564] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=91.64%) [2025-11-26T21:31:57.264864] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-11-26T21:31:57.265002] [INFO ] [sig ] ONL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:57.410321] [INFO ] [LOCAL ] Saved forecast: ONL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONL.txt [2025-11-26T21:31:57.410512] [INFO ] [sig ] [2379/3599] Completed ONL in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:57.410584] [INFO ] [sig ] [2380/3599] Forecasting ONON... [2025-11-26T21:31:57.410691] [INFO ] [sig ] Generating forecast for: ONON [2025-11-26T21:31:57.410749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-11-26T21:31:57.421630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONON'. [2025-11-26T21:31:57.421980] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-11-26T21:31:57.422887] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-11-26T21:31:57.422963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:57.423032] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:57.423099] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:57.423206] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:57.480549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:57.481276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:57.481381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:57.481453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:57.603758] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:57.603949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:57.604019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:57.604082] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:57.607471] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=6.62%) [2025-11-26T21:31:57.607831] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-11-26T21:31:57.608009] [INFO ] [sig ] ONON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:57.751600] [INFO ] [LOCAL ] Saved forecast: ONON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ONON.txt [2025-11-26T21:31:57.751832] [INFO ] [sig ] [2380/3599] Completed ONON in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:57.751920] [INFO ] [sig ] [2381/3599] Forecasting ONTF... [2025-11-26T21:31:57.752006] [INFO ] [sig ] Generating forecast for: ONTF [2025-11-26T21:31:57.752077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-11-26T21:31:57.763764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTF'. [2025-11-26T21:31:57.764206] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-11-26T21:31:57.765261] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-11-26T21:31:57.765362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:57.765442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:57.765498] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:57.765582] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:57.828022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:57.828994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:57.829101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:57.829162] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:57.958897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:57.959084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:57.959137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:57.959181] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:57.962865] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-11-26T21:31:57.963221] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-11-26T21:31:57.963411] [INFO ] [sig ] ONTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:58.133267] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ONTF.txt [2025-11-26T21:31:58.133455] [INFO ] [sig ] [2381/3599] Completed ONTF in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:58.133512] [INFO ] [sig ] [2382/3599] Forecasting ONTO... [2025-11-26T21:31:58.133598] [INFO ] [sig ] Generating forecast for: ONTO [2025-11-26T21:31:58.133734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-11-26T21:31:58.145172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTO'. [2025-11-26T21:31:58.145599] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-11-26T21:31:58.146506] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-11-26T21:31:58.146584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:58.146661] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:58.146718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:58.146801] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:58.213275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:58.214329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:58.214436] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:58.214495] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:58.337942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:58.338155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:58.338211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:58.338289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:58.341672] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=90.21%) [2025-11-26T21:31:58.341988] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-11-26T21:31:58.342140] [INFO ] [sig ] ONTO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:31:58.483472] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ONTO.txt [2025-11-26T21:31:58.483683] [INFO ] [sig ] [2382/3599] Completed ONTO in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:58.483767] [INFO ] [sig ] [2383/3599] Forecasting OOMA... [2025-11-26T21:31:58.483841] [INFO ] [sig ] Generating forecast for: OOMA [2025-11-26T21:31:58.483893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-11-26T21:31:58.494557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OOMA'. [2025-11-26T21:31:58.494972] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-11-26T21:31:58.495785] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-11-26T21:31:58.495854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:58.495908] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:58.495957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:58.496045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:58.553291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:58.554231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:58.554336] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:58.554393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:58.676502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:58.676713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:58.676784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:58.676837] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:58.680219] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=46.02%) [2025-11-26T21:31:58.680538] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-11-26T21:31:58.680710] [INFO ] [sig ] OOMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:58.827862] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OOMA.txt [2025-11-26T21:31:58.828050] [INFO ] [sig ] [2383/3599] Completed OOMA in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 7.0m [2025-11-26T21:31:58.828105] [INFO ] [sig ] [2384/3599] Forecasting OPAD... [2025-11-26T21:31:58.828150] [INFO ] [sig ] Generating forecast for: OPAD [2025-11-26T21:31:58.828231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-11-26T21:31:58.839551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAD'. [2025-11-26T21:31:58.839987] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-11-26T21:31:58.840973] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-11-26T21:31:58.841049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:58.841096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:58.841137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:58.841208] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:58.899525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:58.900349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:58.900464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:58.900529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:59.032197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:59.032407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:59.032467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:59.032511] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:59.036008] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=41.66%) [2025-11-26T21:31:59.036308] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-11-26T21:31:59.036454] [INFO ] [sig ] OPAD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:59.183431] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPAD.txt [2025-11-26T21:31:59.183617] [INFO ] [sig ] [2384/3599] Completed OPAD in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 6.9m [2025-11-26T21:31:59.183694] [INFO ] [sig ] [2385/3599] Forecasting OPAL... [2025-11-26T21:31:59.183736] [INFO ] [sig ] Generating forecast for: OPAL [2025-11-26T21:31:59.183777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'. [2025-11-26T21:31:59.194530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAL'. [2025-11-26T21:31:59.194900] [INFO ] [FORECASTER] Starting predict_future for OPAL [2025-11-26T21:31:59.195774] [DEBUG] [LOCAL ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt [2025-11-26T21:31:59.195844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:59.195891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:59.195931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:59.196054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:59.254320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:59.255141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:59.255243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:59.255302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:59.381585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:59.381807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:59.381895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:59.381960] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:59.385459] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=14.37%) [2025-11-26T21:31:59.385846] [INFO ] [FORECASTER] Completed predict_future for OPAL [2025-11-26T21:31:59.386012] [INFO ] [sig ] OPAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:59.530883] [INFO ] [LOCAL ] Saved forecast: OPAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPAL.txt [2025-11-26T21:31:59.531047] [INFO ] [sig ] [2385/3599] Completed OPAL in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.9m [2025-11-26T21:31:59.531124] [INFO ] [sig ] [2386/3599] Forecasting OPBK... [2025-11-26T21:31:59.531170] [INFO ] [sig ] Generating forecast for: OPBK [2025-11-26T21:31:59.531215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'. [2025-11-26T21:31:59.542443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPBK'. [2025-11-26T21:31:59.542836] [INFO ] [FORECASTER] Starting predict_future for OPBK [2025-11-26T21:31:59.543693] [DEBUG] [LOCAL ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt [2025-11-26T21:31:59.543770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:59.543826] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:59.543878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:59.543981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:59.603023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:59.603928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:59.604030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:59.604089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:31:59.733221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:31:59.733408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:31:59.733462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:31:59.733502] [INFO ] [FORECASTER] Training complete [2025-11-26T21:31:59.737187] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-11-26T21:31:59.737552] [INFO ] [FORECASTER] Completed predict_future for OPBK [2025-11-26T21:31:59.737749] [INFO ] [sig ] OPBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:31:59.883198] [INFO ] [LOCAL ] Saved forecast: OPBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPBK.txt [2025-11-26T21:31:59.883365] [INFO ] [sig ] [2386/3599] Completed OPBK in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 6.9m [2025-11-26T21:31:59.883420] [INFO ] [sig ] [2387/3599] Forecasting OPCH... [2025-11-26T21:31:59.883462] [INFO ] [sig ] Generating forecast for: OPCH [2025-11-26T21:31:59.883497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'. [2025-11-26T21:31:59.894584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPCH'. [2025-11-26T21:31:59.894996] [INFO ] [FORECASTER] Starting predict_future for OPCH [2025-11-26T21:31:59.895825] [DEBUG] [LOCAL ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt [2025-11-26T21:31:59.895894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:31:59.895950] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:31:59.895999] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:31:59.896085] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:31:59.953361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:31:59.954063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:31:59.954158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:31:59.954215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:00.073940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:00.074329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:00.074381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:00.074421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:00.078193] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=23.63%) [2025-11-26T21:32:00.078497] [INFO ] [FORECASTER] Completed predict_future for OPCH [2025-11-26T21:32:00.078668] [INFO ] [sig ] OPCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:00.219900] [INFO ] [LOCAL ] Saved forecast: OPCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPCH.txt [2025-11-26T21:32:00.220056] [INFO ] [sig ] [2387/3599] Completed OPCH in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:00.220132] [INFO ] [sig ] [2388/3599] Forecasting OPEN... [2025-11-26T21:32:00.220177] [INFO ] [sig ] Generating forecast for: OPEN [2025-11-26T21:32:00.220219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'. [2025-11-26T21:32:00.230576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPEN'. [2025-11-26T21:32:00.230951] [INFO ] [FORECASTER] Starting predict_future for OPEN [2025-11-26T21:32:00.231765] [DEBUG] [LOCAL ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt [2025-11-26T21:32:00.231849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:00.231897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:00.231938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:00.232008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:00.291390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:00.292156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:00.292256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:00.292304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:00.415553] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:00.415764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:00.415812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:00.415848] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:00.419332] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-11-26T21:32:00.419628] [INFO ] [FORECASTER] Completed predict_future for OPEN [2025-11-26T21:32:00.419789] [INFO ] [sig ] OPEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:00.561060] [INFO ] [LOCAL ] Saved forecast: OPEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPEN.txt [2025-11-26T21:32:00.561255] [INFO ] [sig ] [2388/3599] Completed OPEN in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:00.561337] [INFO ] [sig ] [2389/3599] Forecasting OPFI... [2025-11-26T21:32:00.561391] [INFO ] [sig ] Generating forecast for: OPFI [2025-11-26T21:32:00.561432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-11-26T21:32:00.572617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPFI'. [2025-11-26T21:32:00.573033] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-11-26T21:32:00.573957] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-11-26T21:32:00.574029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:00.574087] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:00.574140] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:00.574229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:00.632967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:00.633812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:00.633926] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:00.633976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:00.761676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:00.761893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:00.761960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:00.762045] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:00.765545] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=21.70%) [2025-11-26T21:32:00.765911] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-11-26T21:32:00.766088] [INFO ] [sig ] OPFI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:00.908772] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPFI.txt [2025-11-26T21:32:00.908969] [INFO ] [sig ] [2389/3599] Completed OPFI in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:00.909029] [INFO ] [sig ] [2390/3599] Forecasting OPK... [2025-11-26T21:32:00.909075] [INFO ] [sig ] Generating forecast for: OPK [2025-11-26T21:32:00.909176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'. [2025-11-26T21:32:00.920167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPK'. [2025-11-26T21:32:00.920550] [INFO ] [FORECASTER] Starting predict_future for OPK [2025-11-26T21:32:00.921393] [DEBUG] [LOCAL ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt [2025-11-26T21:32:00.921466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:00.921512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:00.921584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:00.921688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:00.980717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:00.981530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:00.981658] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:00.981710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:01.099904] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:01.100057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:01.100107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:01.100147] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:01.103561] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=73.83%) [2025-11-26T21:32:01.103904] [INFO ] [FORECASTER] Completed predict_future for OPK [2025-11-26T21:32:01.104057] [INFO ] [sig ] OPK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:01.249218] [INFO ] [LOCAL ] Saved forecast: OPK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OPK.txt [2025-11-26T21:32:01.249402] [INFO ] [sig ] [2390/3599] Completed OPK in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:01.249458] [INFO ] [sig ] [2391/3599] Forecasting OPP... [2025-11-26T21:32:01.249501] [INFO ] [sig ] Generating forecast for: OPP [2025-11-26T21:32:01.249539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-11-26T21:32:01.259776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPP'. [2025-11-26T21:32:01.260129] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-11-26T21:32:01.260942] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-11-26T21:32:01.261013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:01.261060] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:01.261100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:01.261169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:01.321361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:01.322271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:01.322375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:01.322422] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:01.445505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:01.445742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:01.445811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:01.445855] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:01.449387] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=76.76%) [2025-11-26T21:32:01.449730] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-11-26T21:32:01.449879] [INFO ] [sig ] OPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:01.593496] [INFO ] [LOCAL ] Saved forecast: OPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OPP.txt [2025-11-26T21:32:01.593817] [INFO ] [sig ] [2391/3599] Completed OPP in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:01.593916] [INFO ] [sig ] [2392/3599] Forecasting OPRA... [2025-11-26T21:32:01.593976] [INFO ] [sig ] Generating forecast for: OPRA [2025-11-26T21:32:01.594037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'. [2025-11-26T21:32:01.605528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRA'. [2025-11-26T21:32:01.605984] [INFO ] [FORECASTER] Starting predict_future for OPRA [2025-11-26T21:32:01.606907] [DEBUG] [LOCAL ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt [2025-11-26T21:32:01.606984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:01.607051] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:01.607095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:01.607185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:01.668228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:01.669191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:01.669309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:01.669363] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:01.791431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:01.791602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:01.791686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:01.791755] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:01.795271] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=21.02%) [2025-11-26T21:32:01.795589] [INFO ] [FORECASTER] Completed predict_future for OPRA [2025-11-26T21:32:01.795770] [INFO ] [sig ] OPRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:01.938157] [INFO ] [LOCAL ] Saved forecast: OPRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPRA.txt [2025-11-26T21:32:01.938350] [INFO ] [sig ] [2392/3599] Completed OPRA in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:01.938405] [INFO ] [sig ] [2393/3599] Forecasting OPRX... [2025-11-26T21:32:01.938474] [INFO ] [sig ] Generating forecast for: OPRX [2025-11-26T21:32:01.938528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'. [2025-11-26T21:32:01.948825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRX'. [2025-11-26T21:32:01.949247] [INFO ] [FORECASTER] Starting predict_future for OPRX [2025-11-26T21:32:01.950144] [DEBUG] [LOCAL ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt [2025-11-26T21:32:01.950219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:01.950266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:01.950330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:01.950414] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:02.020421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:02.021620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:02.021815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:02.021893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:02.155715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:02.155919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:02.156001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:02.156069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:02.159722] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=12.55%) [2025-11-26T21:32:02.160125] [INFO ] [FORECASTER] Completed predict_future for OPRX [2025-11-26T21:32:02.160322] [INFO ] [sig ] OPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:02.300432] [INFO ] [LOCAL ] Saved forecast: OPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPRX.txt [2025-11-26T21:32:02.300656] [INFO ] [sig ] [2393/3599] Completed OPRX in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:02.300740] [INFO ] [sig ] [2394/3599] Forecasting OPTX... [2025-11-26T21:32:02.300794] [INFO ] [sig ] Generating forecast for: OPTX [2025-11-26T21:32:02.300851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'. [2025-11-26T21:32:02.311612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPTX'. [2025-11-26T21:32:02.312030] [INFO ] [FORECASTER] Starting predict_future for OPTX [2025-11-26T21:32:02.312910] [DEBUG] [LOCAL ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt [2025-11-26T21:32:02.312983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:02.313032] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:02.313083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:02.313192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:02.371237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:02.372157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:02.372266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:02.372326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:02.489661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:02.489850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:02.489905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:02.489949] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:02.493313] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=65.67%) [2025-11-26T21:32:02.493613] [INFO ] [FORECASTER] Completed predict_future for OPTX [2025-11-26T21:32:02.493788] [INFO ] [sig ] OPTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:02.635389] [INFO ] [LOCAL ] Saved forecast: OPTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OPTX.txt [2025-11-26T21:32:02.635585] [INFO ] [sig ] [2394/3599] Completed OPTX in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:02.635731] [INFO ] [sig ] [2395/3599] Forecasting OPXS... [2025-11-26T21:32:02.635802] [INFO ] [sig ] Generating forecast for: OPXS [2025-11-26T21:32:02.635872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'. [2025-11-26T21:32:02.646990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPXS'. [2025-11-26T21:32:02.647445] [INFO ] [FORECASTER] Starting predict_future for OPXS [2025-11-26T21:32:02.648320] [DEBUG] [LOCAL ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt [2025-11-26T21:32:02.648395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:02.648442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:02.648483] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:02.648555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:02.705881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:02.706781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:02.706884] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:02.706932] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:02.822711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:02.822925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:02.822978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:02.823019] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:02.826339] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=26.79%) [2025-11-26T21:32:02.826627] [INFO ] [FORECASTER] Completed predict_future for OPXS [2025-11-26T21:32:02.826790] [INFO ] [sig ] OPXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:02.963709] [INFO ] [LOCAL ] Saved forecast: OPXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OPXS.txt [2025-11-26T21:32:02.963898] [INFO ] [sig ] [2395/3599] Completed OPXS in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:02.963953] [INFO ] [sig ] [2396/3599] Forecasting ORA... [2025-11-26T21:32:02.964017] [INFO ] [sig ] Generating forecast for: ORA [2025-11-26T21:32:02.964068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-11-26T21:32:02.974904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORA'. [2025-11-26T21:32:02.975283] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-11-26T21:32:02.976093] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-11-26T21:32:02.976165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:02.976211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:02.976250] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:02.976317] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:03.031988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:03.032884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:03.032999] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:03.033048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:03.152551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:03.152741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:03.152797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:03.152840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:03.156136] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=83.80%) [2025-11-26T21:32:03.156424] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-11-26T21:32:03.156564] [INFO ] [sig ] ORA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:03.297150] [INFO ] [LOCAL ] Saved forecast: ORA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ORA.txt [2025-11-26T21:32:03.297358] [INFO ] [sig ] [2396/3599] Completed ORA in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:03.297465] [INFO ] [sig ] [2397/3599] Forecasting ORC... [2025-11-26T21:32:03.297558] [INFO ] [sig ] Generating forecast for: ORC [2025-11-26T21:32:03.297606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-11-26T21:32:03.307977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORC'. [2025-11-26T21:32:03.308283] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-11-26T21:32:03.309090] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-11-26T21:32:03.309159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:03.309203] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:03.309241] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:03.309307] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:03.368538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:03.369336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:03.369437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:03.369486] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:03.494019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:03.494201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:03.494255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:03.494297] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:03.497692] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=18.83%) [2025-11-26T21:32:03.497977] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-11-26T21:32:03.498114] [INFO ] [sig ] ORC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:03.641506] [INFO ] [LOCAL ] Saved forecast: ORC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORC.txt [2025-11-26T21:32:03.641681] [INFO ] [sig ] [2397/3599] Completed ORC in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:03.641742] [INFO ] [sig ] [2398/3599] Forecasting ORGO... [2025-11-26T21:32:03.641801] [INFO ] [sig ] Generating forecast for: ORGO [2025-11-26T21:32:03.641838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'. [2025-11-26T21:32:03.653078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORGO'. [2025-11-26T21:32:03.653511] [INFO ] [FORECASTER] Starting predict_future for ORGO [2025-11-26T21:32:03.654403] [DEBUG] [LOCAL ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt [2025-11-26T21:32:03.654475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:03.654522] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:03.654570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:03.654663] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:03.711691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:03.712553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:03.712676] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:03.712728] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:03.830406] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:03.830595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:03.830683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:03.830727] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:03.834111] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=33.69%) [2025-11-26T21:32:03.834422] [INFO ] [FORECASTER] Completed predict_future for ORGO [2025-11-26T21:32:03.834580] [INFO ] [sig ] ORGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:03.976246] [INFO ] [LOCAL ] Saved forecast: ORGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORGO.txt [2025-11-26T21:32:03.976438] [INFO ] [sig ] [2398/3599] Completed ORGO in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:03.976509] [INFO ] [sig ] [2399/3599] Forecasting ORIC... [2025-11-26T21:32:03.976547] [INFO ] [sig ] Generating forecast for: ORIC [2025-11-26T21:32:03.976601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'. [2025-11-26T21:32:03.987047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORIC'. [2025-11-26T21:32:03.987505] [INFO ] [FORECASTER] Starting predict_future for ORIC [2025-11-26T21:32:03.988356] [DEBUG] [LOCAL ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt [2025-11-26T21:32:03.988443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:03.988489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:03.988528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:03.988632] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:04.044474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:04.045152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:04.045246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:04.045286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:04.167063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:04.167238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:04.167291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:04.167330] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:04.170687] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-11-26T21:32:04.170992] [INFO ] [FORECASTER] Completed predict_future for ORIC [2025-11-26T21:32:04.171147] [INFO ] [sig ] ORIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:04.308679] [INFO ] [LOCAL ] Saved forecast: ORIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ORIC.txt [2025-11-26T21:32:04.308841] [INFO ] [sig ] [2399/3599] Completed ORIC in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:04.308903] [INFO ] [sig ] [2400/3599] Forecasting ORKA... [2025-11-26T21:32:04.308952] [INFO ] [sig ] Generating forecast for: ORKA [2025-11-26T21:32:04.309026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'. [2025-11-26T21:32:04.319424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORKA'. [2025-11-26T21:32:04.319809] [INFO ] [FORECASTER] Starting predict_future for ORKA [2025-11-26T21:32:04.320664] [DEBUG] [LOCAL ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt [2025-11-26T21:32:04.320744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:04.320820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:04.320880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:04.320981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:04.376803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:04.377511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:04.377623] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:04.377697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:04.501434] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:04.501655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:04.501724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:04.501810] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:04.505288] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=27.65%) [2025-11-26T21:32:04.505607] [INFO ] [FORECASTER] Completed predict_future for ORKA [2025-11-26T21:32:04.505796] [INFO ] [sig ] ORKA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:04.645242] [INFO ] [LOCAL ] Saved forecast: ORKA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORKA.txt [2025-11-26T21:32:04.645395] [INFO ] [sig ] [2400/3599] Completed ORKA in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:04.645453] [INFO ] [sig ] [2401/3599] Forecasting ORLY... [2025-11-26T21:32:04.645522] [INFO ] [sig ] Generating forecast for: ORLY [2025-11-26T21:32:04.645619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'. [2025-11-26T21:32:04.655773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORLY'. [2025-11-26T21:32:04.656095] [INFO ] [FORECASTER] Starting predict_future for ORLY [2025-11-26T21:32:04.656893] [DEBUG] [LOCAL ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt [2025-11-26T21:32:04.656960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:04.657005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:04.657043] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:04.657108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:04.714164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:04.714858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:04.714952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:04.715001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:04.832493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:04.832704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:04.832760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:04.832799] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:04.836163] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-11-26T21:32:04.836457] [INFO ] [FORECASTER] Completed predict_future for ORLY [2025-11-26T21:32:04.836597] [INFO ] [sig ] ORLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:04.977890] [INFO ] [LOCAL ] Saved forecast: ORLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORLY.txt [2025-11-26T21:32:04.978069] [INFO ] [sig ] [2401/3599] Completed ORLY in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.9m [2025-11-26T21:32:04.978127] [INFO ] [sig ] [2402/3599] Forecasting ORMP... [2025-11-26T21:32:04.978168] [INFO ] [sig ] Generating forecast for: ORMP [2025-11-26T21:32:04.978214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'. [2025-11-26T21:32:04.990736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORMP'. [2025-11-26T21:32:04.991180] [INFO ] [FORECASTER] Starting predict_future for ORMP [2025-11-26T21:32:04.992190] [DEBUG] [LOCAL ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt [2025-11-26T21:32:04.992274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:04.992353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:04.992421] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:04.992539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:05.051871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:05.052692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:05.052792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:05.052875] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:05.169509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:05.169692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:05.169746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:05.169798] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:05.173122] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-11-26T21:32:05.173424] [INFO ] [FORECASTER] Completed predict_future for ORMP [2025-11-26T21:32:05.173570] [INFO ] [sig ] ORMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:05.318461] [INFO ] [LOCAL ] Saved forecast: ORMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORMP.txt [2025-11-26T21:32:05.318656] [INFO ] [sig ] [2402/3599] Completed ORMP in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.8m [2025-11-26T21:32:05.318767] [INFO ] [sig ] [2403/3599] Forecasting ORN... [2025-11-26T21:32:05.318827] [INFO ] [sig ] Generating forecast for: ORN [2025-11-26T21:32:05.318891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-11-26T21:32:05.329094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORN'. [2025-11-26T21:32:05.329439] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-11-26T21:32:05.330318] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-11-26T21:32:05.330394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:05.330481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:05.330537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:05.330620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:05.395130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:05.395946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:05.396067] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:05.396117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:05.517927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:05.518109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:05.518172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:05.518223] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:05.521728] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=84.95%) [2025-11-26T21:32:05.522042] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-11-26T21:32:05.522203] [INFO ] [sig ] ORN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:05.662783] [INFO ] [LOCAL ] Saved forecast: ORN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ORN.txt [2025-11-26T21:32:05.662975] [INFO ] [sig ] [2403/3599] Completed ORN in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.8m [2025-11-26T21:32:05.663032] [INFO ] [sig ] [2404/3599] Forecasting ORRF... [2025-11-26T21:32:05.663085] [INFO ] [sig ] Generating forecast for: ORRF [2025-11-26T21:32:05.663133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'. [2025-11-26T21:32:05.674220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORRF'. [2025-11-26T21:32:05.674699] [INFO ] [FORECASTER] Starting predict_future for ORRF [2025-11-26T21:32:05.675605] [DEBUG] [LOCAL ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt [2025-11-26T21:32:05.675712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:05.675774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:05.675832] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:05.675942] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:05.739531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:05.740477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:05.740583] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:05.740633] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:05.866015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:05.866190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:05.866243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:05.866288] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:05.869827] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-11-26T21:32:05.870123] [INFO ] [FORECASTER] Completed predict_future for ORRF [2025-11-26T21:32:05.870286] [INFO ] [sig ] ORRF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:06.014435] [INFO ] [LOCAL ] Saved forecast: ORRF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ORRF.txt [2025-11-26T21:32:06.014589] [INFO ] [sig ] [2404/3599] Completed ORRF in 0.4s | 2.91 sym/s | Total: 13.7m | ETA: 6.8m [2025-11-26T21:32:06.014671] [INFO ] [sig ] [2405/3599] Forecasting OS... [2025-11-26T21:32:06.014727] [INFO ] [sig ] Generating forecast for: OS [2025-11-26T21:32:06.014781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'. [2025-11-26T21:32:06.024796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OS'. [2025-11-26T21:32:06.025120] [INFO ] [FORECASTER] Starting predict_future for OS [2025-11-26T21:32:06.025912] [DEBUG] [LOCAL ] No optimal features file found for OS: ./output/feature-sets/OS.txt [2025-11-26T21:32:06.025981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:06.026025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:06.026064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:06.026134] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:06.083839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:06.084517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:06.084620] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:06.084688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:06.207250] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:06.207440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:06.207494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:06.207535] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:06.210906] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=17.92%) [2025-11-26T21:32:06.211193] [INFO ] [FORECASTER] Completed predict_future for OS [2025-11-26T21:32:06.211332] [INFO ] [sig ] OS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:06.350474] [INFO ] [LOCAL ] Saved forecast: OS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OS.txt [2025-11-26T21:32:06.350616] [INFO ] [sig ] [2405/3599] Completed OS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:06.350685] [INFO ] [sig ] [2406/3599] Forecasting OSBC... [2025-11-26T21:32:06.350730] [INFO ] [sig ] Generating forecast for: OSBC [2025-11-26T21:32:06.350788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'. [2025-11-26T21:32:06.361101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSBC'. [2025-11-26T21:32:06.361470] [INFO ] [FORECASTER] Starting predict_future for OSBC [2025-11-26T21:32:06.362258] [DEBUG] [LOCAL ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt [2025-11-26T21:32:06.362326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:06.362370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:06.362409] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:06.362475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:06.418758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:06.419385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:06.419477] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:06.419519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:06.537265] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:06.537446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:06.537516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:06.537559] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:06.540898] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=23.75%) [2025-11-26T21:32:06.541198] [INFO ] [FORECASTER] Completed predict_future for OSBC [2025-11-26T21:32:06.541341] [INFO ] [sig ] OSBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:06.680134] [INFO ] [LOCAL ] Saved forecast: OSBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OSBC.txt [2025-11-26T21:32:06.680284] [INFO ] [sig ] [2406/3599] Completed OSBC in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:06.680345] [INFO ] [sig ] [2407/3599] Forecasting OSIS... [2025-11-26T21:32:06.680407] [INFO ] [sig ] Generating forecast for: OSIS [2025-11-26T21:32:06.680448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'. [2025-11-26T21:32:06.690452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSIS'. [2025-11-26T21:32:06.690816] [INFO ] [FORECASTER] Starting predict_future for OSIS [2025-11-26T21:32:06.691678] [DEBUG] [LOCAL ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt [2025-11-26T21:32:06.691751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:06.691800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:06.691852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:06.691943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:06.759820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:06.760609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:06.760735] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:06.760788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:06.882562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:06.882740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:06.882809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:06.882858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:06.886426] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=18.03%) [2025-11-26T21:32:06.886772] [INFO ] [FORECASTER] Completed predict_future for OSIS [2025-11-26T21:32:06.886938] [INFO ] [sig ] OSIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:07.030263] [INFO ] [LOCAL ] Saved forecast: OSIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OSIS.txt [2025-11-26T21:32:07.030424] [INFO ] [sig ] [2407/3599] Completed OSIS in 0.4s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:07.030482] [INFO ] [sig ] [2408/3599] Forecasting OSPN... [2025-11-26T21:32:07.030533] [INFO ] [sig ] Generating forecast for: OSPN [2025-11-26T21:32:07.030577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'. [2025-11-26T21:32:07.041076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSPN'. [2025-11-26T21:32:07.041435] [INFO ] [FORECASTER] Starting predict_future for OSPN [2025-11-26T21:32:07.042335] [DEBUG] [LOCAL ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt [2025-11-26T21:32:07.042411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:07.042464] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:07.042502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:07.042575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:07.101879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:07.102604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:07.102724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:07.102788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:07.224281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:07.224453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:07.224505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:07.224545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:07.227981] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=39.79%) [2025-11-26T21:32:07.228289] [INFO ] [FORECASTER] Completed predict_future for OSPN [2025-11-26T21:32:07.228431] [INFO ] [sig ] OSPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:07.368031] [INFO ] [LOCAL ] Saved forecast: OSPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OSPN.txt [2025-11-26T21:32:07.368182] [INFO ] [sig ] [2408/3599] Completed OSPN in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:07.368240] [INFO ] [sig ] [2409/3599] Forecasting OSS... [2025-11-26T21:32:07.368280] [INFO ] [sig ] Generating forecast for: OSS [2025-11-26T21:32:07.368337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'. [2025-11-26T21:32:07.378287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSS'. [2025-11-26T21:32:07.378583] [INFO ] [FORECASTER] Starting predict_future for OSS [2025-11-26T21:32:07.379438] [DEBUG] [LOCAL ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt [2025-11-26T21:32:07.379509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:07.379554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:07.379601] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:07.379708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:07.436511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:07.437184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:07.437279] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:07.437319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:07.550310] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:07.550467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:07.550519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:07.550559] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:07.553934] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=94.79%) [2025-11-26T21:32:07.554239] [INFO ] [FORECASTER] Completed predict_future for OSS [2025-11-26T21:32:07.554390] [INFO ] [sig ] OSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:07.692792] [INFO ] [LOCAL ] Saved forecast: OSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OSS.txt [2025-11-26T21:32:07.692936] [INFO ] [sig ] [2409/3599] Completed OSS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:07.692988] [INFO ] [sig ] [2410/3599] Forecasting OTEX... [2025-11-26T21:32:07.693030] [INFO ] [sig ] Generating forecast for: OTEX [2025-11-26T21:32:07.693070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'. [2025-11-26T21:32:07.702821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTEX'. [2025-11-26T21:32:07.703130] [INFO ] [FORECASTER] Starting predict_future for OTEX [2025-11-26T21:32:07.703974] [DEBUG] [LOCAL ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt [2025-11-26T21:32:07.704044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:07.704113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:07.704164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:07.704247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:07.762017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:07.762707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:07.762802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:07.762844] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:07.887449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:07.887598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:07.887730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:07.887782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:07.891155] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: DOWN (p=41.98%) [2025-11-26T21:32:07.891468] [INFO ] [FORECASTER] Completed predict_future for OTEX [2025-11-26T21:32:07.891628] [INFO ] [sig ] OTEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:08.031747] [INFO ] [LOCAL ] Saved forecast: OTEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OTEX.txt [2025-11-26T21:32:08.031894] [INFO ] [sig ] [2410/3599] Completed OTEX in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:08.031955] [INFO ] [sig ] [2411/3599] Forecasting OTIS... [2025-11-26T21:32:08.032007] [INFO ] [sig ] Generating forecast for: OTIS [2025-11-26T21:32:08.032053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-11-26T21:32:08.041880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTIS'. [2025-11-26T21:32:08.042185] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-11-26T21:32:08.042988] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-11-26T21:32:08.043057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:08.043111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:08.043162] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:08.043246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:08.101278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:08.101947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:08.102043] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:08.102098] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:08.219736] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:08.219882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:08.219929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:08.219974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:08.223364] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-11-26T21:32:08.223692] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-11-26T21:32:08.223844] [INFO ] [sig ] OTIS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:08.362734] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OTIS.txt [2025-11-26T21:32:08.362870] [INFO ] [sig ] [2411/3599] Completed OTIS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:08.362924] [INFO ] [sig ] [2412/3599] Forecasting OTLY... [2025-11-26T21:32:08.362973] [INFO ] [sig ] Generating forecast for: OTLY [2025-11-26T21:32:08.363011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'. [2025-11-26T21:32:08.373113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTLY'. [2025-11-26T21:32:08.373438] [INFO ] [FORECASTER] Starting predict_future for OTLY [2025-11-26T21:32:08.374236] [DEBUG] [LOCAL ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt [2025-11-26T21:32:08.374305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:08.374350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:08.374389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:08.374455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:08.431480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:08.432134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:08.432230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:08.432281] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:08.552399] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:08.552530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:08.552582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:08.552622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:08.556600] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=20.97%) [2025-11-26T21:32:08.556922] [INFO ] [FORECASTER] Completed predict_future for OTLY [2025-11-26T21:32:08.557068] [INFO ] [sig ] OTLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:08.698233] [INFO ] [LOCAL ] Saved forecast: OTLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OTLY.txt [2025-11-26T21:32:08.698378] [INFO ] [sig ] [2412/3599] Completed OTLY in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:08.698429] [INFO ] [sig ] [2413/3599] Forecasting OVID... [2025-11-26T21:32:08.698470] [INFO ] [sig ] Generating forecast for: OVID [2025-11-26T21:32:08.698529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'. [2025-11-26T21:32:08.708546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVID'. [2025-11-26T21:32:08.708887] [INFO ] [FORECASTER] Starting predict_future for OVID [2025-11-26T21:32:08.709687] [DEBUG] [LOCAL ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt [2025-11-26T21:32:08.709755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:08.709800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:08.709883] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:08.709959] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:08.767173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:08.768099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:08.768203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:08.768260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:08.886413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:08.886611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:08.886685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:08.886730] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:08.890228] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=12.11%) [2025-11-26T21:32:08.890554] [INFO ] [FORECASTER] Completed predict_future for OVID [2025-11-26T21:32:08.890734] [INFO ] [sig ] OVID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:09.030986] [INFO ] [LOCAL ] Saved forecast: OVID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OVID.txt [2025-11-26T21:32:09.031143] [INFO ] [sig ] [2413/3599] Completed OVID in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:09.031196] [INFO ] [sig ] [2414/3599] Forecasting OVLY... [2025-11-26T21:32:09.031248] [INFO ] [sig ] Generating forecast for: OVLY [2025-11-26T21:32:09.031311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'. [2025-11-26T21:32:09.041125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVLY'. [2025-11-26T21:32:09.041424] [INFO ] [FORECASTER] Starting predict_future for OVLY [2025-11-26T21:32:09.042328] [DEBUG] [LOCAL ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt [2025-11-26T21:32:09.042397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:09.042443] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:09.042482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:09.042548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:09.100717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:09.101383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:09.101478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:09.101526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:09.196818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:09.196967] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:32:09.197018] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:09.197058] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:09.200314] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=7.94%) [2025-11-26T21:32:09.200615] [INFO ] [FORECASTER] Completed predict_future for OVLY [2025-11-26T21:32:09.200783] [INFO ] [sig ] OVLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:09.343096] [INFO ] [LOCAL ] Saved forecast: OVLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OVLY.txt [2025-11-26T21:32:09.343256] [INFO ] [sig ] [2414/3599] Completed OVLY in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:09.343308] [INFO ] [sig ] [2415/3599] Forecasting OWL... [2025-11-26T21:32:09.343369] [INFO ] [sig ] Generating forecast for: OWL [2025-11-26T21:32:09.343408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-11-26T21:32:09.354101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OWL'. [2025-11-26T21:32:09.354394] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-11-26T21:32:09.355229] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-11-26T21:32:09.355299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:09.355346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:09.355387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:09.355453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:09.414111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:09.414772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:09.414866] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:09.414917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:09.535095] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:09.535249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:09.535299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:09.535338] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:09.538802] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=90.81%) [2025-11-26T21:32:09.539138] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-11-26T21:32:09.539473] [INFO ] [sig ] OWL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:09.681025] [INFO ] [LOCAL ] Saved forecast: OWL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OWL.txt [2025-11-26T21:32:09.681173] [INFO ] [sig ] [2415/3599] Completed OWL in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:09.681236] [INFO ] [sig ] [2416/3599] Forecasting OXLC... [2025-11-26T21:32:09.681276] [INFO ] [sig ] Generating forecast for: OXLC [2025-11-26T21:32:09.681332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'. [2025-11-26T21:32:09.691960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXLC'. [2025-11-26T21:32:09.692262] [INFO ] [FORECASTER] Starting predict_future for OXLC [2025-11-26T21:32:09.693087] [DEBUG] [LOCAL ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt [2025-11-26T21:32:09.693157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:09.693205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:09.693245] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:09.693316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:09.751172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:09.751894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:09.751992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:09.752039] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:09.874068] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:09.874228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:09.874278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:09.874317] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:09.877679] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-11-26T21:32:09.877999] [INFO ] [FORECASTER] Completed predict_future for OXLC [2025-11-26T21:32:09.878165] [INFO ] [sig ] OXLC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:10.019508] [INFO ] [LOCAL ] Saved forecast: OXLC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OXLC.txt [2025-11-26T21:32:10.019694] [INFO ] [sig ] [2416/3599] Completed OXLC in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:10.019775] [INFO ] [sig ] [2417/3599] Forecasting OXM... [2025-11-26T21:32:10.019874] [INFO ] [sig ] Generating forecast for: OXM [2025-11-26T21:32:10.019947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'. [2025-11-26T21:32:10.029835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXM'. [2025-11-26T21:32:10.030160] [INFO ] [FORECASTER] Starting predict_future for OXM [2025-11-26T21:32:10.031044] [DEBUG] [LOCAL ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt [2025-11-26T21:32:10.031116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:10.031165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:10.031205] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:10.031273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:10.088675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:10.089445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:10.089543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:10.089592] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:10.209788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:10.209954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:10.210007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:10.210062] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:10.213359] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=41.29%) [2025-11-26T21:32:10.213671] [INFO ] [FORECASTER] Completed predict_future for OXM [2025-11-26T21:32:10.213811] [INFO ] [sig ] OXM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:10.353971] [INFO ] [LOCAL ] Saved forecast: OXM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OXM.txt [2025-11-26T21:32:10.354146] [INFO ] [sig ] [2417/3599] Completed OXM in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:10.354201] [INFO ] [sig ] [2418/3599] Forecasting OXSQ... [2025-11-26T21:32:10.354264] [INFO ] [sig ] Generating forecast for: OXSQ [2025-11-26T21:32:10.354306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'. [2025-11-26T21:32:10.364875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'. [2025-11-26T21:32:10.365205] [INFO ] [FORECASTER] Starting predict_future for OXSQ [2025-11-26T21:32:10.366028] [DEBUG] [LOCAL ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt [2025-11-26T21:32:10.366099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:10.366147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:10.366191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:10.366259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:10.423079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:10.423809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:10.423904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:10.423950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:10.540804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:10.540967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:10.541019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:10.541060] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:10.544335] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=70.06%) [2025-11-26T21:32:10.544619] [INFO ] [FORECASTER] Completed predict_future for OXSQ [2025-11-26T21:32:10.544781] [INFO ] [sig ] OXSQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:10.683688] [INFO ] [LOCAL ] Saved forecast: OXSQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OXSQ.txt [2025-11-26T21:32:10.683843] [INFO ] [sig ] [2418/3599] Completed OXSQ in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.8m [2025-11-26T21:32:10.683895] [INFO ] [sig ] [2419/3599] Forecasting OZEM... [2025-11-26T21:32:10.683952] [INFO ] [sig ] Generating forecast for: OZEM [2025-11-26T21:32:10.683991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'. [2025-11-26T21:32:10.694115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZEM'. [2025-11-26T21:32:10.694435] [INFO ] [FORECASTER] Starting predict_future for OZEM [2025-11-26T21:32:10.695224] [DEBUG] [LOCAL ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt [2025-11-26T21:32:10.695293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:10.695337] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:10.695376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:10.695446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:10.752163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:10.752888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:10.752991] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:10.753059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:10.858284] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:10.858454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:10.858506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:10.858544] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:10.861861] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=21.04%) [2025-11-26T21:32:10.862151] [INFO ] [FORECASTER] Completed predict_future for OZEM [2025-11-26T21:32:10.862289] [INFO ] [sig ] OZEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:11.001360] [INFO ] [LOCAL ] Saved forecast: OZEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/OZEM.txt [2025-11-26T21:32:11.001518] [INFO ] [sig ] [2419/3599] Completed OZEM in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.7m [2025-11-26T21:32:11.001581] [INFO ] [sig ] [2420/3599] Forecasting OZK... [2025-11-26T21:32:11.001635] [INFO ] [sig ] Generating forecast for: OZK [2025-11-26T21:32:11.001727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'. [2025-11-26T21:32:11.011582] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZK'. [2025-11-26T21:32:11.011893] [INFO ] [FORECASTER] Starting predict_future for OZK [2025-11-26T21:32:11.012688] [DEBUG] [LOCAL ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt [2025-11-26T21:32:11.012754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:11.012808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:11.012861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:11.012944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:11.068756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:11.069479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:11.069576] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:11.069617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:11.191266] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:11.191434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:11.191486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:11.191532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:11.194861] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=53.29%) [2025-11-26T21:32:11.195169] [INFO ] [FORECASTER] Completed predict_future for OZK [2025-11-26T21:32:11.195312] [INFO ] [sig ] OZK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:11.333775] [INFO ] [LOCAL ] Saved forecast: OZK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OZK.txt [2025-11-26T21:32:11.333961] [INFO ] [sig ] [2420/3599] Completed OZK in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.7m [2025-11-26T21:32:11.334032] [INFO ] [sig ] [2421/3599] Forecasting OZKAP... [2025-11-26T21:32:11.334077] [INFO ] [sig ] Generating forecast for: OZKAP [2025-11-26T21:32:11.334161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'. [2025-11-26T21:32:11.344612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'. [2025-11-26T21:32:11.345089] [INFO ] [FORECASTER] Starting predict_future for OZKAP [2025-11-26T21:32:11.345904] [DEBUG] [LOCAL ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt [2025-11-26T21:32:11.345971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:11.346016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:11.346068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:11.346135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:11.402964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:11.403761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:11.403858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:11.403906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:11.516555] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:11.516743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:11.516795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:11.516831] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:11.520162] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=97.00%) [2025-11-26T21:32:11.520450] [INFO ] [FORECASTER] Completed predict_future for OZKAP [2025-11-26T21:32:11.520587] [INFO ] [sig ] OZKAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:11.658928] [INFO ] [LOCAL ] Saved forecast: OZKAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/OZKAP.txt [2025-11-26T21:32:11.659087] [INFO ] [sig ] [2421/3599] Completed OZKAP in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.7m [2025-11-26T21:32:11.659140] [INFO ] [sig ] [2422/3599] Forecasting PAA... [2025-11-26T21:32:11.659183] [INFO ] [sig ] Generating forecast for: PAA [2025-11-26T21:32:11.659257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'. [2025-11-26T21:32:11.669347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAA'. [2025-11-26T21:32:11.669679] [INFO ] [FORECASTER] Starting predict_future for PAA [2025-11-26T21:32:11.670436] [DEBUG] [LOCAL ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt [2025-11-26T21:32:11.670505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:11.670551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:11.670586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:11.670673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:11.727242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:11.728112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:11.728215] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:11.728267] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:11.844442] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:11.844617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:11.844686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:11.844729] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:11.848170] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=70.83%) [2025-11-26T21:32:11.848462] [INFO ] [FORECASTER] Completed predict_future for PAA [2025-11-26T21:32:11.848605] [INFO ] [sig ] PAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:11.987818] [INFO ] [LOCAL ] Saved forecast: PAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAA.txt [2025-11-26T21:32:11.987980] [INFO ] [sig ] [2422/3599] Completed PAA in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.7m [2025-11-26T21:32:11.988038] [INFO ] [sig ] [2423/3599] Forecasting PAAS... [2025-11-26T21:32:11.988080] [INFO ] [sig ] Generating forecast for: PAAS [2025-11-26T21:32:11.988122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-11-26T21:32:11.998203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAAS'. [2025-11-26T21:32:11.998533] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-11-26T21:32:11.999333] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-11-26T21:32:11.999403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:11.999456] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:11.999530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:11.999615] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:12.056551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:12.057376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:12.057500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:12.057553] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:12.181635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:12.181823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:12.181883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:12.181941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:12.185331] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=94.52%) [2025-11-26T21:32:12.185660] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-11-26T21:32:12.185815] [INFO ] [sig ] PAAS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:12.324273] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAAS.txt [2025-11-26T21:32:12.324454] [INFO ] [sig ] [2423/3599] Completed PAAS in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:12.324526] [INFO ] [sig ] [2424/3599] Forecasting PAC... [2025-11-26T21:32:12.324575] [INFO ] [sig ] Generating forecast for: PAC [2025-11-26T21:32:12.324677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-11-26T21:32:12.335130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAC'. [2025-11-26T21:32:12.335445] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-11-26T21:32:12.336222] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-11-26T21:32:12.336291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:12.336338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:12.336375] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:12.336444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:12.397467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:12.398372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:12.398483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:12.398529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:12.516742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:12.516937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:12.517003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:12.517049] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:12.520569] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=78.69%) [2025-11-26T21:32:12.520927] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-11-26T21:32:12.521093] [INFO ] [sig ] PAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:12.660086] [INFO ] [LOCAL ] Saved forecast: PAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAC.txt [2025-11-26T21:32:12.660289] [INFO ] [sig ] [2424/3599] Completed PAC in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:12.660358] [INFO ] [sig ] [2425/3599] Forecasting PACB... [2025-11-26T21:32:12.660405] [INFO ] [sig ] Generating forecast for: PACB [2025-11-26T21:32:12.660457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'. [2025-11-26T21:32:12.670920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACB'. [2025-11-26T21:32:12.671224] [INFO ] [FORECASTER] Starting predict_future for PACB [2025-11-26T21:32:12.672015] [DEBUG] [LOCAL ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt [2025-11-26T21:32:12.672084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:12.672130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:12.672169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:12.672240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:12.729609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:12.730377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:12.730475] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:12.730524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:12.849602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:12.849789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:12.849845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:12.849889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:12.853301] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-11-26T21:32:12.853592] [INFO ] [FORECASTER] Completed predict_future for PACB [2025-11-26T21:32:12.853758] [INFO ] [sig ] PACB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:12.993302] [INFO ] [LOCAL ] Saved forecast: PACB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PACB.txt [2025-11-26T21:32:12.993496] [INFO ] [sig ] [2425/3599] Completed PACB in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:12.993557] [INFO ] [sig ] [2426/3599] Forecasting PACK... [2025-11-26T21:32:12.993604] [INFO ] [sig ] Generating forecast for: PACK [2025-11-26T21:32:12.993699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-11-26T21:32:13.003893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACK'. [2025-11-26T21:32:13.004240] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-11-26T21:32:13.005040] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-11-26T21:32:13.005108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:13.005153] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:13.005191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:13.005259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:13.061346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:13.062047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:13.062141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:13.062186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:13.183921] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:13.184117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:13.184169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:13.184211] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:13.187544] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-11-26T21:32:13.187854] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-11-26T21:32:13.187995] [INFO ] [sig ] PACK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:13.326718] [INFO ] [LOCAL ] Saved forecast: PACK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PACK.txt [2025-11-26T21:32:13.326903] [INFO ] [sig ] [2426/3599] Completed PACK in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:13.326964] [INFO ] [sig ] [2427/3599] Forecasting PAGP... [2025-11-26T21:32:13.326999] [INFO ] [sig ] Generating forecast for: PAGP [2025-11-26T21:32:13.327038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'. [2025-11-26T21:32:13.337933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGP'. [2025-11-26T21:32:13.338268] [INFO ] [FORECASTER] Starting predict_future for PAGP [2025-11-26T21:32:13.339075] [DEBUG] [LOCAL ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt [2025-11-26T21:32:13.339143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:13.339188] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:13.339226] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:13.339294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:13.396480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:13.397252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:13.397347] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:13.397393] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:13.518533] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:13.518724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:13.518779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:13.518821] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:13.522203] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=32.77%) [2025-11-26T21:32:13.522496] [INFO ] [FORECASTER] Completed predict_future for PAGP [2025-11-26T21:32:13.522662] [INFO ] [sig ] PAGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:13.664076] [INFO ] [LOCAL ] Saved forecast: PAGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAGP.txt [2025-11-26T21:32:13.664245] [INFO ] [sig ] [2427/3599] Completed PAGP in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:13.664297] [INFO ] [sig ] [2428/3599] Forecasting PAGS... [2025-11-26T21:32:13.664341] [INFO ] [sig ] Generating forecast for: PAGS [2025-11-26T21:32:13.664381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-11-26T21:32:13.674353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGS'. [2025-11-26T21:32:13.674738] [INFO ] [FORECASTER] Starting predict_future for PAGS [2025-11-26T21:32:13.675513] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-11-26T21:32:13.675582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:13.675626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:13.675688] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:13.675753] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:13.733036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:13.733751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:13.733849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:13.733897] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:13.855210] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:13.855349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:13.855400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:13.855440] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:13.858803] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=27.71%) [2025-11-26T21:32:13.859102] [INFO ] [FORECASTER] Completed predict_future for PAGS [2025-11-26T21:32:13.859246] [INFO ] [sig ] PAGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:14.000424] [INFO ] [LOCAL ] Saved forecast: PAGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAGS.txt [2025-11-26T21:32:14.000572] [INFO ] [sig ] [2428/3599] Completed PAGS in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:14.000626] [INFO ] [sig ] [2429/3599] Forecasting PAHC... [2025-11-26T21:32:14.000721] [INFO ] [sig ] Generating forecast for: PAHC [2025-11-26T21:32:14.000762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'. [2025-11-26T21:32:14.010860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAHC'. [2025-11-26T21:32:14.011147] [INFO ] [FORECASTER] Starting predict_future for PAHC [2025-11-26T21:32:14.011934] [DEBUG] [LOCAL ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt [2025-11-26T21:32:14.012003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:14.012048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:14.012087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:14.012154] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:14.069863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:14.070550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:14.070666] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:14.070718] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:14.187772] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:14.187949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:14.188000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:14.188041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:14.191365] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=77.30%) [2025-11-26T21:32:14.191678] [INFO ] [FORECASTER] Completed predict_future for PAHC [2025-11-26T21:32:14.191820] [INFO ] [sig ] PAHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:14.331708] [INFO ] [LOCAL ] Saved forecast: PAHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAHC.txt [2025-11-26T21:32:14.331856] [INFO ] [sig ] [2429/3599] Completed PAHC in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:14.331908] [INFO ] [sig ] [2430/3599] Forecasting PAL... [2025-11-26T21:32:14.331950] [INFO ] [sig ] Generating forecast for: PAL [2025-11-26T21:32:14.331990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'. [2025-11-26T21:32:14.342126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAL'. [2025-11-26T21:32:14.342409] [INFO ] [FORECASTER] Starting predict_future for PAL [2025-11-26T21:32:14.343244] [DEBUG] [LOCAL ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt [2025-11-26T21:32:14.343313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:14.343357] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:14.343396] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:14.343463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:14.401187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:14.401909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:14.402005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:14.402049] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:14.517056] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:14.517228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:14.517279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:14.517316] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:14.520600] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-11-26T21:32:14.520904] [INFO ] [FORECASTER] Completed predict_future for PAL [2025-11-26T21:32:14.521049] [INFO ] [sig ] PAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:14.660492] [INFO ] [LOCAL ] Saved forecast: PAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAL.txt [2025-11-26T21:32:14.660668] [INFO ] [sig ] [2430/3599] Completed PAL in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:14.660730] [INFO ] [sig ] [2431/3599] Forecasting PAM... [2025-11-26T21:32:14.660774] [INFO ] [sig ] Generating forecast for: PAM [2025-11-26T21:32:14.660841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-11-26T21:32:14.670798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAM'. [2025-11-26T21:32:14.671132] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-11-26T21:32:14.671933] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-11-26T21:32:14.672002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:14.672040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:14.672079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:14.672151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:14.728573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:14.729249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:14.729343] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:14.729394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:14.845239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:14.845419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:14.845470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:14.845518] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:14.848839] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=73.51%) [2025-11-26T21:32:14.849128] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-11-26T21:32:14.849266] [INFO ] [sig ] PAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:14.989453] [INFO ] [LOCAL ] Saved forecast: PAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAM.txt [2025-11-26T21:32:14.989602] [INFO ] [sig ] [2431/3599] Completed PAM in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:14.989672] [INFO ] [sig ] [2432/3599] Forecasting PANL... [2025-11-26T21:32:14.989712] [INFO ] [sig ] Generating forecast for: PANL [2025-11-26T21:32:14.989764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'. [2025-11-26T21:32:14.999755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PANL'. [2025-11-26T21:32:15.000084] [INFO ] [FORECASTER] Starting predict_future for PANL [2025-11-26T21:32:15.000875] [DEBUG] [LOCAL ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt [2025-11-26T21:32:15.000942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:15.000986] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:15.001026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:15.001138] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:15.057402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:15.058069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:15.058163] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:15.058208] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:15.177969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:15.178169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:15.178228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:15.178269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:15.181706] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-11-26T21:32:15.182064] [INFO ] [FORECASTER] Completed predict_future for PANL [2025-11-26T21:32:15.182236] [INFO ] [sig ] PANL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:15.323455] [INFO ] [LOCAL ] Saved forecast: PANL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PANL.txt [2025-11-26T21:32:15.323635] [INFO ] [sig ] [2432/3599] Completed PANL in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:15.323707] [INFO ] [sig ] [2433/3599] Forecasting PASG... [2025-11-26T21:32:15.323776] [INFO ] [sig ] Generating forecast for: PASG [2025-11-26T21:32:15.323818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'. [2025-11-26T21:32:15.334596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PASG'. [2025-11-26T21:32:15.335067] [INFO ] [FORECASTER] Starting predict_future for PASG [2025-11-26T21:32:15.335907] [DEBUG] [LOCAL ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt [2025-11-26T21:32:15.335980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:15.336029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:15.336072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:15.336142] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:15.393517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:15.394435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:15.394537] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:15.394585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:15.510780] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:15.510942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:15.510994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:15.511035] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:15.514355] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=24.51%) [2025-11-26T21:32:15.514677] [INFO ] [FORECASTER] Completed predict_future for PASG [2025-11-26T21:32:15.514815] [INFO ] [sig ] PASG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:15.653995] [INFO ] [LOCAL ] Saved forecast: PASG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PASG.txt [2025-11-26T21:32:15.654147] [INFO ] [sig ] [2433/3599] Completed PASG in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:15.654207] [INFO ] [sig ] [2434/3599] Forecasting PATH... [2025-11-26T21:32:15.654250] [INFO ] [sig ] Generating forecast for: PATH [2025-11-26T21:32:15.654290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-11-26T21:32:15.665424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATH'. [2025-11-26T21:32:15.665856] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-11-26T21:32:15.666678] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-11-26T21:32:15.666761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:15.666807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:15.666846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:15.666915] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:15.723926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:15.724863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:15.724968] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:15.725013] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:15.846551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:15.846783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:15.846837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:15.846879] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:15.850433] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=2.54%) [2025-11-26T21:32:15.850832] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-11-26T21:32:15.850989] [INFO ] [sig ] PATH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:15.990601] [INFO ] [LOCAL ] Saved forecast: PATH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PATH.txt [2025-11-26T21:32:15.990804] [INFO ] [sig ] [2434/3599] Completed PATH in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:15.990862] [INFO ] [sig ] [2435/3599] Forecasting PATK... [2025-11-26T21:32:15.990911] [INFO ] [sig ] Generating forecast for: PATK [2025-11-26T21:32:15.990977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'. [2025-11-26T21:32:16.001037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATK'. [2025-11-26T21:32:16.001401] [INFO ] [FORECASTER] Starting predict_future for PATK [2025-11-26T21:32:16.002218] [DEBUG] [LOCAL ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt [2025-11-26T21:32:16.002288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:16.002333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:16.002374] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:16.002442] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:16.061370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:16.062068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:16.062170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:16.062219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:16.179550] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:16.179793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:16.179867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:16.179926] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:16.184704] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: UP (p=95.77%) [2025-11-26T21:32:16.185169] [INFO ] [FORECASTER] Completed predict_future for PATK [2025-11-26T21:32:16.185367] [INFO ] [sig ] PATK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:16.335016] [INFO ] [LOCAL ] Saved forecast: PATK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PATK.txt [2025-11-26T21:32:16.335174] [INFO ] [sig ] [2435/3599] Completed PATK in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.7m [2025-11-26T21:32:16.335227] [INFO ] [sig ] [2436/3599] Forecasting PAX... [2025-11-26T21:32:16.335274] [INFO ] [sig ] Generating forecast for: PAX [2025-11-26T21:32:16.335333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'. [2025-11-26T21:32:16.346625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAX'. [2025-11-26T21:32:16.347046] [INFO ] [FORECASTER] Starting predict_future for PAX [2025-11-26T21:32:16.347909] [DEBUG] [LOCAL ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt [2025-11-26T21:32:16.347983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:16.348029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:16.348068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:16.348140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:16.406974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:16.407974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:16.408123] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:16.408173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:16.528367] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:16.528554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:16.528606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:16.528667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:16.531964] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=80.84%) [2025-11-26T21:32:16.532255] [INFO ] [FORECASTER] Completed predict_future for PAX [2025-11-26T21:32:16.532396] [INFO ] [sig ] PAX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:16.675155] [INFO ] [LOCAL ] Saved forecast: PAX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAX.txt [2025-11-26T21:32:16.675305] [INFO ] [sig ] [2436/3599] Completed PAX in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.6m [2025-11-26T21:32:16.675358] [INFO ] [sig ] [2437/3599] Forecasting PAXS... [2025-11-26T21:32:16.675407] [INFO ] [sig ] Generating forecast for: PAXS [2025-11-26T21:32:16.675450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-11-26T21:32:16.686054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAXS'. [2025-11-26T21:32:16.686349] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-11-26T21:32:16.687144] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-11-26T21:32:16.687213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:16.687258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:16.687296] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:16.687363] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:16.743942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:16.744695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:16.744790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:16.744836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:16.865149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:16.865383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:16.865441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:16.865484] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:16.869019] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=89.33%) [2025-11-26T21:32:16.869408] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-11-26T21:32:16.869596] [INFO ] [sig ] PAXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:17.012269] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAXS.txt [2025-11-26T21:32:17.012481] [INFO ] [sig ] [2437/3599] Completed PAXS in 0.3s | 2.92 sym/s | Total: 13.9m | ETA: 6.6m [2025-11-26T21:32:17.012564] [INFO ] [sig ] [2438/3599] Forecasting PAY... [2025-11-26T21:32:17.012610] [INFO ] [sig ] Generating forecast for: PAY [2025-11-26T21:32:17.012666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-11-26T21:32:17.025017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAY'. [2025-11-26T21:32:17.025621] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-11-26T21:32:17.026538] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-11-26T21:32:17.026614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:17.026701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:17.026767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:17.026873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:17.089980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:17.091134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:17.091240] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:17.091287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:17.216287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:17.216497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:17.216554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:17.216605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:17.220307] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=48.57%) [2025-11-26T21:32:17.220701] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-11-26T21:32:17.220870] [INFO ] [sig ] PAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:17.438508] [INFO ] [LOCAL ] Saved forecast: PAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAY.txt [2025-11-26T21:32:17.438757] [INFO ] [sig ] [2438/3599] Completed PAY in 0.4s | 2.92 sym/s | Total: 13.9m | ETA: 6.6m [2025-11-26T21:32:17.438881] [INFO ] [sig ] [2439/3599] Forecasting PAYC... [2025-11-26T21:32:17.438967] [INFO ] [sig ] Generating forecast for: PAYC [2025-11-26T21:32:17.439019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-11-26T21:32:17.455588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYC'. [2025-11-26T21:32:17.456179] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-11-26T21:32:17.457474] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-11-26T21:32:17.457574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:17.457687] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:17.457767] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:17.457889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:17.545814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:17.547087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:17.547230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:17.547308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:17.700204] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:17.700411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:17.700469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:17.700513] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:17.704737] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=96.75%) [2025-11-26T21:32:17.705187] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-11-26T21:32:17.705380] [INFO ] [sig ] PAYC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:17.883704] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAYC.txt [2025-11-26T21:32:17.883937] [INFO ] [sig ] [2439/3599] Completed PAYC in 0.4s | 2.91 sym/s | Total: 13.9m | ETA: 6.6m [2025-11-26T21:32:17.884041] [INFO ] [sig ] [2440/3599] Forecasting PAYO... [2025-11-26T21:32:17.884103] [INFO ] [sig ] Generating forecast for: PAYO [2025-11-26T21:32:17.884164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'. [2025-11-26T21:32:17.897299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYO'. [2025-11-26T21:32:17.898155] [INFO ] [FORECASTER] Starting predict_future for PAYO [2025-11-26T21:32:17.899173] [DEBUG] [LOCAL ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt [2025-11-26T21:32:17.899253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:17.899315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:17.899361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:17.899435] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:17.963990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:17.965304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:17.965456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:17.965533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:18.129248] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:18.129461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:18.129511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:18.129556] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:18.134938] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-11-26T21:32:18.135529] [INFO ] [FORECASTER] Completed predict_future for PAYO [2025-11-26T21:32:18.135788] [INFO ] [sig ] PAYO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:18.300429] [INFO ] [LOCAL ] Saved forecast: PAYO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAYO.txt [2025-11-26T21:32:18.300612] [INFO ] [sig ] [2440/3599] Completed PAYO in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:18.300716] [INFO ] [sig ] [2441/3599] Forecasting PAYS... [2025-11-26T21:32:18.300757] [INFO ] [sig ] Generating forecast for: PAYS [2025-11-26T21:32:18.300793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'. [2025-11-26T21:32:18.315872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYS'. [2025-11-26T21:32:18.316322] [INFO ] [FORECASTER] Starting predict_future for PAYS [2025-11-26T21:32:18.317226] [DEBUG] [LOCAL ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt [2025-11-26T21:32:18.317302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:18.317350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:18.317392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:18.317496] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:18.379661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:18.380618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:18.380753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:18.380803] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:18.504164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:18.504375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:18.504452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:18.504495] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:18.507968] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=21.61%) [2025-11-26T21:32:18.508275] [INFO ] [FORECASTER] Completed predict_future for PAYS [2025-11-26T21:32:18.508419] [INFO ] [sig ] PAYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:18.648948] [INFO ] [LOCAL ] Saved forecast: PAYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PAYS.txt [2025-11-26T21:32:18.649159] [INFO ] [sig ] [2441/3599] Completed PAYS in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:18.649249] [INFO ] [sig ] [2442/3599] Forecasting PAYX... [2025-11-26T21:32:18.649296] [INFO ] [sig ] Generating forecast for: PAYX [2025-11-26T21:32:18.649340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'. [2025-11-26T21:32:18.660782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYX'. [2025-11-26T21:32:18.661231] [INFO ] [FORECASTER] Starting predict_future for PAYX [2025-11-26T21:32:18.662049] [DEBUG] [LOCAL ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt [2025-11-26T21:32:18.662118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:18.662164] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:18.662204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:18.662271] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:18.720023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:18.720963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:18.721064] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:18.721112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:18.838764] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:18.838955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:18.839009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:18.839052] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:18.842436] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=68.51%) [2025-11-26T21:32:18.842752] [INFO ] [FORECASTER] Completed predict_future for PAYX [2025-11-26T21:32:18.842896] [INFO ] [sig ] PAYX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:18.981343] [INFO ] [LOCAL ] Saved forecast: PAYX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PAYX.txt [2025-11-26T21:32:18.981509] [INFO ] [sig ] [2442/3599] Completed PAYX in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:18.981566] [INFO ] [sig ] [2443/3599] Forecasting PB... [2025-11-26T21:32:18.981633] [INFO ] [sig ] Generating forecast for: PB [2025-11-26T21:32:18.981692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-11-26T21:32:18.992455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PB'. [2025-11-26T21:32:18.992802] [INFO ] [FORECASTER] Starting predict_future for PB [2025-11-26T21:32:18.993570] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-11-26T21:32:18.993665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:18.993715] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:18.993756] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:18.993828] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:19.050135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:19.050960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:19.051058] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:19.051106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:19.173515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:19.173724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:19.173781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:19.173825] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:19.177216] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=94.02%) [2025-11-26T21:32:19.177538] [INFO ] [FORECASTER] Completed predict_future for PB [2025-11-26T21:32:19.177714] [INFO ] [sig ] PB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:19.324279] [INFO ] [LOCAL ] Saved forecast: PB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PB.txt [2025-11-26T21:32:19.324485] [INFO ] [sig ] [2443/3599] Completed PB in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:19.324589] [INFO ] [sig ] [2444/3599] Forecasting PBA... [2025-11-26T21:32:19.324668] [INFO ] [sig ] Generating forecast for: PBA [2025-11-26T21:32:19.324735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-11-26T21:32:19.335352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBA'. [2025-11-26T21:32:19.335747] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-11-26T21:32:19.336588] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-11-26T21:32:19.336677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:19.336719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:19.336752] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:19.336875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:19.395266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:19.396123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:19.396231] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:19.396296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:19.521361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:19.521692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:19.521760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:19.521818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:19.526168] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=47.88%) [2025-11-26T21:32:19.526669] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-11-26T21:32:19.526878] [INFO ] [sig ] PBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:19.673104] [INFO ] [LOCAL ] Saved forecast: PBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBA.txt [2025-11-26T21:32:19.673344] [INFO ] [sig ] [2444/3599] Completed PBA in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:19.673516] [INFO ] [sig ] [2445/3599] Forecasting PBF... [2025-11-26T21:32:19.673574] [INFO ] [sig ] Generating forecast for: PBF [2025-11-26T21:32:19.673633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-11-26T21:32:19.686593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBF'. [2025-11-26T21:32:19.687112] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-11-26T21:32:19.688073] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-11-26T21:32:19.688147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:19.688216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:19.688258] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:19.688341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:19.748393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:19.749594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:19.749736] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:19.749799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:19.886955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:19.887160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:19.887230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:19.887288] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:19.891154] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=16.31%) [2025-11-26T21:32:19.891485] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-11-26T21:32:19.891679] [INFO ] [sig ] PBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:20.035453] [INFO ] [LOCAL ] Saved forecast: PBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBF.txt [2025-11-26T21:32:20.035778] [INFO ] [sig ] [2445/3599] Completed PBF in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:20.035848] [INFO ] [sig ] [2446/3599] Forecasting PBFS... [2025-11-26T21:32:20.035902] [INFO ] [sig ] Generating forecast for: PBFS [2025-11-26T21:32:20.035951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'. [2025-11-26T21:32:20.049788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBFS'. [2025-11-26T21:32:20.050609] [INFO ] [FORECASTER] Starting predict_future for PBFS [2025-11-26T21:32:20.051813] [DEBUG] [LOCAL ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt [2025-11-26T21:32:20.051886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:20.051935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:20.051975] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:20.052047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:20.112858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:20.114013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:20.114135] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:20.114185] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:20.226066] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:20.226374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:20.226465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:20.226526] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:20.230538] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=9.85%) [2025-11-26T21:32:20.230904] [INFO ] [FORECASTER] Completed predict_future for PBFS [2025-11-26T21:32:20.231064] [INFO ] [sig ] PBFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:20.375960] [INFO ] [LOCAL ] Saved forecast: PBFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBFS.txt [2025-11-26T21:32:20.376156] [INFO ] [sig ] [2446/3599] Completed PBFS in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:20.376242] [INFO ] [sig ] [2447/3599] Forecasting PBH... [2025-11-26T21:32:20.376296] [INFO ] [sig ] Generating forecast for: PBH [2025-11-26T21:32:20.376349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-11-26T21:32:20.390362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBH'. [2025-11-26T21:32:20.391003] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-11-26T21:32:20.392248] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-11-26T21:32:20.392326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:20.392574] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:20.392626] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:20.392728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:20.452683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:20.453794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:20.453901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:20.453951] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:20.572526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:20.572759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:20.572819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:20.572866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:20.576362] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=22.23%) [2025-11-26T21:32:20.576680] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-11-26T21:32:20.576820] [INFO ] [sig ] PBH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:20.715356] [INFO ] [LOCAL ] Saved forecast: PBH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBH.txt [2025-11-26T21:32:20.715517] [INFO ] [sig ] [2447/3599] Completed PBH in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:20.715569] [INFO ] [sig ] [2448/3599] Forecasting PBI... [2025-11-26T21:32:20.715611] [INFO ] [sig ] Generating forecast for: PBI [2025-11-26T21:32:20.715669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-11-26T21:32:20.725712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBI'. [2025-11-26T21:32:20.726051] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-11-26T21:32:20.726859] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-11-26T21:32:20.726928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:20.726987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:20.727041] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:20.727111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:20.783115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:20.783942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:20.784041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:20.784089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:20.900809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:20.901017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:20.901072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:20.901114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:20.904488] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=37.77%) [2025-11-26T21:32:20.904812] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-11-26T21:32:20.904953] [INFO ] [sig ] PBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:21.046626] [INFO ] [LOCAL ] Saved forecast: PBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PBI.txt [2025-11-26T21:32:21.046833] [INFO ] [sig ] [2448/3599] Completed PBI in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:21.046913] [INFO ] [sig ] [2449/3599] Forecasting PBM... [2025-11-26T21:32:21.046966] [INFO ] [sig ] Generating forecast for: PBM [2025-11-26T21:32:21.047014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'. [2025-11-26T21:32:21.058807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBM'. [2025-11-26T21:32:21.059255] [INFO ] [FORECASTER] Starting predict_future for PBM [2025-11-26T21:32:21.060063] [DEBUG] [LOCAL ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt [2025-11-26T21:32:21.060135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:21.060185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:21.060228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:21.060299] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:21.119263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:21.120147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:21.120250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:21.120299] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:21.240924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:21.241133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:21.241190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:21.241235] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:21.244761] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=74.54%) [2025-11-26T21:32:21.245118] [INFO ] [FORECASTER] Completed predict_future for PBM [2025-11-26T21:32:21.245279] [INFO ] [sig ] PBM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:21.387539] [INFO ] [LOCAL ] Saved forecast: PBM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PBM.txt [2025-11-26T21:32:21.387750] [INFO ] [sig ] [2449/3599] Completed PBM in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:21.387829] [INFO ] [sig ] [2450/3599] Forecasting PBYI... [2025-11-26T21:32:21.387868] [INFO ] [sig ] Generating forecast for: PBYI [2025-11-26T21:32:21.387914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'. [2025-11-26T21:32:21.402266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBYI'. [2025-11-26T21:32:21.402985] [INFO ] [FORECASTER] Starting predict_future for PBYI [2025-11-26T21:32:21.404075] [DEBUG] [LOCAL ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt [2025-11-26T21:32:21.404165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:21.404217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:21.404259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:21.404381] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:21.461789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:21.463091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:21.463243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:21.463295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:21.592055] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:21.592262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:21.592319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:21.592361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:21.596193] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=84.84%) [2025-11-26T21:32:21.596547] [INFO ] [FORECASTER] Completed predict_future for PBYI [2025-11-26T21:32:21.596758] [INFO ] [sig ] PBYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:21.740930] [INFO ] [LOCAL ] Saved forecast: PBYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PBYI.txt [2025-11-26T21:32:21.741125] [INFO ] [sig ] [2450/3599] Completed PBYI in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:21.741212] [INFO ] [sig ] [2451/3599] Forecasting PCB... [2025-11-26T21:32:21.741266] [INFO ] [sig ] Generating forecast for: PCB [2025-11-26T21:32:21.741301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'. [2025-11-26T21:32:21.753145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCB'. [2025-11-26T21:32:21.753699] [INFO ] [FORECASTER] Starting predict_future for PCB [2025-11-26T21:32:21.754701] [DEBUG] [LOCAL ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt [2025-11-26T21:32:21.754774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:21.754822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:21.754865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:21.754937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:21.813268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:21.814212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:21.814313] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:21.814360] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:21.928418] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:21.928590] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:32:21.928664] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:21.928708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:21.932042] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-11-26T21:32:21.932358] [INFO ] [FORECASTER] Completed predict_future for PCB [2025-11-26T21:32:21.932508] [INFO ] [sig ] PCB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:22.072312] [INFO ] [LOCAL ] Saved forecast: PCB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCB.txt [2025-11-26T21:32:22.072457] [INFO ] [sig ] [2451/3599] Completed PCB in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:22.072510] [INFO ] [sig ] [2452/3599] Forecasting PCF... [2025-11-26T21:32:22.072555] [INFO ] [sig ] Generating forecast for: PCF [2025-11-26T21:32:22.072612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-11-26T21:32:22.083356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCF'. [2025-11-26T21:32:22.083701] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-11-26T21:32:22.084483] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-11-26T21:32:22.084554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:22.084599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:22.084656] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:22.084729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:22.140687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:22.141297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:22.141391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:22.141438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:22.256008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:22.256168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:22.256220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:22.256287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:22.259623] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-11-26T21:32:22.259939] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-11-26T21:32:22.260081] [INFO ] [sig ] PCF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:22.398069] [INFO ] [LOCAL ] Saved forecast: PCF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCF.txt [2025-11-26T21:32:22.398208] [INFO ] [sig ] [2452/3599] Completed PCF in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:22.398272] [INFO ] [sig ] [2453/3599] Forecasting PCG... [2025-11-26T21:32:22.398317] [INFO ] [sig ] Generating forecast for: PCG [2025-11-26T21:32:22.398388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'. [2025-11-26T21:32:22.409457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCG'. [2025-11-26T21:32:22.409780] [INFO ] [FORECASTER] Starting predict_future for PCG [2025-11-26T21:32:22.410571] [DEBUG] [LOCAL ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt [2025-11-26T21:32:22.410658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:22.410706] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:22.410745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:22.410814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:22.467862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:22.468477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:22.468571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:22.468619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:22.595372] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:22.595563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:22.595615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:22.595679] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:22.599138] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=96.67%) [2025-11-26T21:32:22.599483] [INFO ] [FORECASTER] Completed predict_future for PCG [2025-11-26T21:32:22.599626] [INFO ] [sig ] PCG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:22.740270] [INFO ] [LOCAL ] Saved forecast: PCG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCG.txt [2025-11-26T21:32:22.740422] [INFO ] [sig ] [2453/3599] Completed PCG in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.6m [2025-11-26T21:32:22.740475] [INFO ] [sig ] [2454/3599] Forecasting PCH... [2025-11-26T21:32:22.740532] [INFO ] [sig ] Generating forecast for: PCH [2025-11-26T21:32:22.740581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'. [2025-11-26T21:32:22.750938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCH'. [2025-11-26T21:32:22.751230] [INFO ] [FORECASTER] Starting predict_future for PCH [2025-11-26T21:32:22.752013] [DEBUG] [LOCAL ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt [2025-11-26T21:32:22.752082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:22.752127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:22.752167] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:22.752236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:22.808596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:22.809323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:22.809419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:22.809483] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:22.927663] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:22.927842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:22.927894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:22.927936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:22.931278] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=54.53%) [2025-11-26T21:32:22.931569] [INFO ] [FORECASTER] Completed predict_future for PCH [2025-11-26T21:32:22.931726] [INFO ] [sig ] PCH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:23.070445] [INFO ] [LOCAL ] Saved forecast: PCH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCH.txt [2025-11-26T21:32:23.070605] [INFO ] [sig ] [2454/3599] Completed PCH in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.5m [2025-11-26T21:32:23.070676] [INFO ] [sig ] [2455/3599] Forecasting PCM... [2025-11-26T21:32:23.070721] [INFO ] [sig ] Generating forecast for: PCM [2025-11-26T21:32:23.070762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-11-26T21:32:23.080937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCM'. [2025-11-26T21:32:23.081252] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-11-26T21:32:23.082031] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-11-26T21:32:23.082099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:23.082143] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:23.082182] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:23.082247] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:23.138362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:23.139072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:23.139167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:23.139214] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:23.261021] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:23.261181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:23.261232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:23.261271] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:23.264579] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=7.62%) [2025-11-26T21:32:23.264904] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-11-26T21:32:23.265046] [INFO ] [sig ] PCM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:23.402997] [INFO ] [LOCAL ] Saved forecast: PCM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCM.txt [2025-11-26T21:32:23.403142] [INFO ] [sig ] [2455/3599] Completed PCM in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.5m [2025-11-26T21:32:23.403198] [INFO ] [sig ] [2456/3599] Forecasting PCN... [2025-11-26T21:32:23.403256] [INFO ] [sig ] Generating forecast for: PCN [2025-11-26T21:32:23.403314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-11-26T21:32:23.414019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCN'. [2025-11-26T21:32:23.414330] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-11-26T21:32:23.415124] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-11-26T21:32:23.415194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:23.415240] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:23.415282] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:23.415364] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:23.473271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:23.474134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:23.474239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:23.474286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:23.591290] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:23.591442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:23.591492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:23.591533] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:23.594839] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=75.68%) [2025-11-26T21:32:23.595130] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-11-26T21:32:23.595267] [INFO ] [sig ] PCN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:23.737131] [INFO ] [LOCAL ] Saved forecast: PCN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCN.txt [2025-11-26T21:32:23.737320] [INFO ] [sig ] [2456/3599] Completed PCN in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.5m [2025-11-26T21:32:23.737375] [INFO ] [sig ] [2457/3599] Forecasting PCQ... [2025-11-26T21:32:23.737439] [INFO ] [sig ] Generating forecast for: PCQ [2025-11-26T21:32:23.737507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-11-26T21:32:23.750161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCQ'. [2025-11-26T21:32:23.750637] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-11-26T21:32:23.751537] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-11-26T21:32:23.751611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:23.751675] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:23.751718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:23.751785] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:23.809525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:23.810238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:23.810334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:23.810381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:23.926744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:23.926895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:23.926946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:23.926985] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:23.930401] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=27.60%) [2025-11-26T21:32:23.930710] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-11-26T21:32:23.930861] [INFO ] [sig ] PCQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:24.070581] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCQ.txt [2025-11-26T21:32:24.070752] [INFO ] [sig ] [2457/3599] Completed PCQ in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.5m [2025-11-26T21:32:24.070813] [INFO ] [sig ] [2458/3599] Forecasting PCRX... [2025-11-26T21:32:24.070880] [INFO ] [sig ] Generating forecast for: PCRX [2025-11-26T21:32:24.070924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'. [2025-11-26T21:32:24.080741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCRX'. [2025-11-26T21:32:24.081030] [INFO ] [FORECASTER] Starting predict_future for PCRX [2025-11-26T21:32:24.081808] [DEBUG] [LOCAL ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt [2025-11-26T21:32:24.081888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:24.081935] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:24.081974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:24.082041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:24.138684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:24.139389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:24.139489] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:24.139537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:24.262885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:24.263142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:24.263195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:24.263236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:24.266613] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=35.64%) [2025-11-26T21:32:24.266921] [INFO ] [FORECASTER] Completed predict_future for PCRX [2025-11-26T21:32:24.267064] [INFO ] [sig ] PCRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:24.405706] [INFO ] [LOCAL ] Saved forecast: PCRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PCRX.txt [2025-11-26T21:32:24.405871] [INFO ] [sig ] [2458/3599] Completed PCRX in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:24.405926] [INFO ] [sig ] [2459/3599] Forecasting PCTY... [2025-11-26T21:32:24.405967] [INFO ] [sig ] Generating forecast for: PCTY [2025-11-26T21:32:24.406007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'. [2025-11-26T21:32:24.416780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCTY'. [2025-11-26T21:32:24.417139] [INFO ] [FORECASTER] Starting predict_future for PCTY [2025-11-26T21:32:24.417986] [DEBUG] [LOCAL ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt [2025-11-26T21:32:24.418055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:24.418108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:24.418159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:24.418245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:24.474072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:24.474900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:24.474997] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:24.475052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:24.592755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:24.592914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:24.592968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:24.593018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:24.596390] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: UP (p=64.31%) [2025-11-26T21:32:24.596710] [INFO ] [FORECASTER] Completed predict_future for PCTY [2025-11-26T21:32:24.596862] [INFO ] [sig ] PCTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:24.737108] [INFO ] [LOCAL ] Saved forecast: PCTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCTY.txt [2025-11-26T21:32:24.737257] [INFO ] [sig ] [2459/3599] Completed PCTY in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:24.737364] [INFO ] [sig ] [2460/3599] Forecasting PCVX... [2025-11-26T21:32:24.737432] [INFO ] [sig ] Generating forecast for: PCVX [2025-11-26T21:32:24.737488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'. [2025-11-26T21:32:24.747811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCVX'. [2025-11-26T21:32:24.748123] [INFO ] [FORECASTER] Starting predict_future for PCVX [2025-11-26T21:32:24.748962] [DEBUG] [LOCAL ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt [2025-11-26T21:32:24.749034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:24.749090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:24.749141] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:24.749225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:24.807379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:24.808310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:24.808416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:24.808472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:24.927795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:24.927924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:24.927976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:24.928018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:24.931283] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=50.59%) [2025-11-26T21:32:24.931569] [INFO ] [FORECASTER] Completed predict_future for PCVX [2025-11-26T21:32:24.931726] [INFO ] [sig ] PCVX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:25.069272] [INFO ] [LOCAL ] Saved forecast: PCVX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCVX.txt [2025-11-26T21:32:25.069421] [INFO ] [sig ] [2460/3599] Completed PCVX in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:25.069489] [INFO ] [sig ] [2461/3599] Forecasting PCYO... [2025-11-26T21:32:25.069533] [INFO ] [sig ] Generating forecast for: PCYO [2025-11-26T21:32:25.069575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'. [2025-11-26T21:32:25.080698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCYO'. [2025-11-26T21:32:25.081058] [INFO ] [FORECASTER] Starting predict_future for PCYO [2025-11-26T21:32:25.081907] [DEBUG] [LOCAL ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt [2025-11-26T21:32:25.081980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:25.082036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:25.082091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:25.082178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:25.138634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:25.139299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:25.139397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:25.139444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:25.259184] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:25.259345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:25.259397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:25.259431] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:25.262712] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-11-26T21:32:25.263018] [INFO ] [FORECASTER] Completed predict_future for PCYO [2025-11-26T21:32:25.263165] [INFO ] [sig ] PCYO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:25.402034] [INFO ] [LOCAL ] Saved forecast: PCYO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PCYO.txt [2025-11-26T21:32:25.402178] [INFO ] [sig ] [2461/3599] Completed PCYO in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:25.402230] [INFO ] [sig ] [2462/3599] Forecasting PD... [2025-11-26T21:32:25.402280] [INFO ] [sig ] Generating forecast for: PD [2025-11-26T21:32:25.402320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-11-26T21:32:25.412996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PD'. [2025-11-26T21:32:25.413305] [INFO ] [FORECASTER] Starting predict_future for PD [2025-11-26T21:32:25.414100] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-11-26T21:32:25.414169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:25.414215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:25.414255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:25.414329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:25.470664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:25.471285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:25.471391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:25.471441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:25.584623] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:25.584773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:25.584825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:25.584864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:25.588154] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:32:25.588454] [INFO ] [FORECASTER] Completed predict_future for PD [2025-11-26T21:32:25.588596] [INFO ] [sig ] PD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:25.727102] [INFO ] [LOCAL ] Saved forecast: PD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PD.txt [2025-11-26T21:32:25.727240] [INFO ] [sig ] [2462/3599] Completed PD in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:25.727295] [INFO ] [sig ] [2463/3599] Forecasting PDBC... [2025-11-26T21:32:25.727343] [INFO ] [sig ] Generating forecast for: PDBC [2025-11-26T21:32:25.727404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'. [2025-11-26T21:32:25.737837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDBC'. [2025-11-26T21:32:25.738133] [INFO ] [FORECASTER] Starting predict_future for PDBC [2025-11-26T21:32:25.738913] [DEBUG] [LOCAL ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt [2025-11-26T21:32:25.738982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:25.739028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:25.739068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:25.739136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:25.795375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:25.796002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:25.796095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:25.796135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:25.914809] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:25.914994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:25.915053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:25.915092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:25.918490] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=64.88%) [2025-11-26T21:32:25.918848] [INFO ] [FORECASTER] Completed predict_future for PDBC [2025-11-26T21:32:25.918998] [INFO ] [sig ] PDBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:26.059073] [INFO ] [LOCAL ] Saved forecast: PDBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDBC.txt [2025-11-26T21:32:26.059232] [INFO ] [sig ] [2463/3599] Completed PDBC in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:26.059318] [INFO ] [sig ] [2464/3599] Forecasting PDD... [2025-11-26T21:32:26.059391] [INFO ] [sig ] Generating forecast for: PDD [2025-11-26T21:32:26.059512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'. [2025-11-26T21:32:26.070277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDD'. [2025-11-26T21:32:26.070611] [INFO ] [FORECASTER] Starting predict_future for PDD [2025-11-26T21:32:26.071453] [DEBUG] [LOCAL ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt [2025-11-26T21:32:26.071526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:26.071591] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:26.071676] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:26.071791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:26.128859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:26.129686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:26.129793] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:26.129866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:26.249035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:26.249185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:26.249262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:26.249331] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:26.252715] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=29.13%) [2025-11-26T21:32:26.253049] [INFO ] [FORECASTER] Completed predict_future for PDD [2025-11-26T21:32:26.253208] [INFO ] [sig ] PDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:26.397155] [INFO ] [LOCAL ] Saved forecast: PDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDD.txt [2025-11-26T21:32:26.397330] [INFO ] [sig ] [2464/3599] Completed PDD in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:26.397437] [INFO ] [sig ] [2465/3599] Forecasting PDEX... [2025-11-26T21:32:26.397532] [INFO ] [sig ] Generating forecast for: PDEX [2025-11-26T21:32:26.397624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'. [2025-11-26T21:32:26.409020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDEX'. [2025-11-26T21:32:26.409385] [INFO ] [FORECASTER] Starting predict_future for PDEX [2025-11-26T21:32:26.410251] [DEBUG] [LOCAL ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt [2025-11-26T21:32:26.410329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:26.410401] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:26.410466] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:26.410570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:26.468200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:26.468895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:26.469001] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:26.469074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:26.589935] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:26.590105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:26.590190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:26.590250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:26.593672] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: DOWN (p=27.37%) [2025-11-26T21:32:26.593996] [INFO ] [FORECASTER] Completed predict_future for PDEX [2025-11-26T21:32:26.594151] [INFO ] [sig ] PDEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:26.732672] [INFO ] [LOCAL ] Saved forecast: PDEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDEX.txt [2025-11-26T21:32:26.732850] [INFO ] [sig ] [2465/3599] Completed PDEX in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:26.732940] [INFO ] [sig ] [2466/3599] Forecasting PDFS... [2025-11-26T21:32:26.733004] [INFO ] [sig ] Generating forecast for: PDFS [2025-11-26T21:32:26.733065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'. [2025-11-26T21:32:26.743408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDFS'. [2025-11-26T21:32:26.743735] [INFO ] [FORECASTER] Starting predict_future for PDFS [2025-11-26T21:32:26.744503] [DEBUG] [LOCAL ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt [2025-11-26T21:32:26.744573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:26.744617] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:26.744679] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:26.744747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:26.801567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:26.802210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:26.802302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:26.802342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:26.922595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:26.922769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:26.922823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:26.922877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:26.926235] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=99.72%) [2025-11-26T21:32:26.926548] [INFO ] [FORECASTER] Completed predict_future for PDFS [2025-11-26T21:32:26.926716] [INFO ] [sig ] PDFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:27.068141] [INFO ] [LOCAL ] Saved forecast: PDFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDFS.txt [2025-11-26T21:32:27.068327] [INFO ] [sig ] [2466/3599] Completed PDFS in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:27.068400] [INFO ] [sig ] [2467/3599] Forecasting PDI... [2025-11-26T21:32:27.068475] [INFO ] [sig ] Generating forecast for: PDI [2025-11-26T21:32:27.068534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-11-26T21:32:27.079139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDI'. [2025-11-26T21:32:27.079436] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-11-26T21:32:27.080273] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-11-26T21:32:27.080349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:27.080406] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:27.080448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:27.080522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:27.139151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:27.139860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:27.139957] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:27.140004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:27.256585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:27.256751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:27.256804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:27.256845] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:27.260207] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=71.61%) [2025-11-26T21:32:27.260512] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-11-26T21:32:27.260671] [INFO ] [sig ] PDI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:27.400866] [INFO ] [LOCAL ] Saved forecast: PDI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDI.txt [2025-11-26T21:32:27.400998] [INFO ] [sig ] [2467/3599] Completed PDI in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:27.401050] [INFO ] [sig ] [2468/3599] Forecasting PDLB... [2025-11-26T21:32:27.401090] [INFO ] [sig ] Generating forecast for: PDLB [2025-11-26T21:32:27.401127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'. [2025-11-26T21:32:27.411761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDLB'. [2025-11-26T21:32:27.412083] [INFO ] [FORECASTER] Starting predict_future for PDLB [2025-11-26T21:32:27.412921] [DEBUG] [LOCAL ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt [2025-11-26T21:32:27.413000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:27.413062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:27.413118] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:27.413217] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:27.472361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:27.473071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:27.473198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:27.473260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:27.591281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:27.591473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:27.591541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:27.591600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:27.595112] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=10.71%) [2025-11-26T21:32:27.595437] [INFO ] [FORECASTER] Completed predict_future for PDLB [2025-11-26T21:32:27.595597] [INFO ] [sig ] PDLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:27.740229] [INFO ] [LOCAL ] Saved forecast: PDLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDLB.txt [2025-11-26T21:32:27.740396] [INFO ] [sig ] [2468/3599] Completed PDLB in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:27.740467] [INFO ] [sig ] [2469/3599] Forecasting PDM... [2025-11-26T21:32:27.740527] [INFO ] [sig ] Generating forecast for: PDM [2025-11-26T21:32:27.740607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-11-26T21:32:27.751054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDM'. [2025-11-26T21:32:27.751376] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-11-26T21:32:27.752219] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-11-26T21:32:27.752299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:27.752375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:27.752432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:27.752531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:27.811604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:27.812293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:27.812399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:27.812461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:27.935473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:27.935676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:27.935733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:27.935769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:27.939275] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=21.99%) [2025-11-26T21:32:27.939612] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-11-26T21:32:27.939784] [INFO ] [sig ] PDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:28.095309] [INFO ] [LOCAL ] Saved forecast: PDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDM.txt [2025-11-26T21:32:28.095491] [INFO ] [sig ] [2469/3599] Completed PDM in 0.4s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:28.095545] [INFO ] [sig ] [2470/3599] Forecasting PDO... [2025-11-26T21:32:28.095603] [INFO ] [sig ] Generating forecast for: PDO [2025-11-26T21:32:28.095671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-11-26T21:32:28.106697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDO'. [2025-11-26T21:32:28.107122] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-11-26T21:32:28.107990] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-11-26T21:32:28.108060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:28.108105] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:28.108148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:28.108240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:28.168427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:28.169273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:28.169374] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:28.169425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:28.288760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:28.288946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:28.289000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:28.289041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:28.292717] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=8.40%) [2025-11-26T21:32:28.293040] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-11-26T21:32:28.293188] [INFO ] [sig ] PDO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:28.442341] [INFO ] [LOCAL ] Saved forecast: PDO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDO.txt [2025-11-26T21:32:28.442597] [INFO ] [sig ] [2470/3599] Completed PDO in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.5m [2025-11-26T21:32:28.442721] [INFO ] [sig ] [2471/3599] Forecasting PDP... [2025-11-26T21:32:28.442787] [INFO ] [sig ] Generating forecast for: PDP [2025-11-26T21:32:28.442858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'. [2025-11-26T21:32:28.454151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDP'. [2025-11-26T21:32:28.454507] [INFO ] [FORECASTER] Starting predict_future for PDP [2025-11-26T21:32:28.455350] [DEBUG] [LOCAL ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt [2025-11-26T21:32:28.455448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:28.455524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:28.455590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:28.455709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:28.513468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:28.514203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:28.514316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:28.514378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:28.623293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:28.623481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:28.623550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:28.623607] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:28.627063] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: DOWN (p=39.94%) [2025-11-26T21:32:28.627366] [INFO ] [FORECASTER] Completed predict_future for PDP [2025-11-26T21:32:28.627547] [INFO ] [sig ] PDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:28.768362] [INFO ] [LOCAL ] Saved forecast: PDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDP.txt [2025-11-26T21:32:28.768532] [INFO ] [sig ] [2471/3599] Completed PDP in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.4m [2025-11-26T21:32:28.768609] [INFO ] [sig ] [2472/3599] Forecasting PDS... [2025-11-26T21:32:28.768710] [INFO ] [sig ] Generating forecast for: PDS [2025-11-26T21:32:28.768774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-11-26T21:32:28.778984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDS'. [2025-11-26T21:32:28.779294] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-11-26T21:32:28.780160] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-11-26T21:32:28.780232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:28.780288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:28.780350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:28.780440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:28.837463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:28.838139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:28.838243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:28.838304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:28.954711] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:28.954844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:28.954900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:28.954939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:28.958258] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=39.48%) [2025-11-26T21:32:28.958559] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-11-26T21:32:28.958717] [INFO ] [sig ] PDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:29.098388] [INFO ] [LOCAL ] Saved forecast: PDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDS.txt [2025-11-26T21:32:29.098571] [INFO ] [sig ] [2472/3599] Completed PDS in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.4m [2025-11-26T21:32:29.098666] [INFO ] [sig ] [2473/3599] Forecasting PDX... [2025-11-26T21:32:29.098721] [INFO ] [sig ] Generating forecast for: PDX [2025-11-26T21:32:29.098765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-11-26T21:32:29.108723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDX'. [2025-11-26T21:32:29.109033] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-11-26T21:32:29.109825] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-11-26T21:32:29.109895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:29.109951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:29.110002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:29.110082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:29.168355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:29.169228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:29.169334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:29.169390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:29.291172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:29.291370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:29.291462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:29.291538] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:29.295047] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-11-26T21:32:29.295342] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-11-26T21:32:29.295507] [INFO ] [sig ] PDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:29.436443] [INFO ] [LOCAL ] Saved forecast: PDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PDX.txt [2025-11-26T21:32:29.436601] [INFO ] [sig ] [2473/3599] Completed PDX in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.4m [2025-11-26T21:32:29.436671] [INFO ] [sig ] [2474/3599] Forecasting PDYN... [2025-11-26T21:32:29.436724] [INFO ] [sig ] Generating forecast for: PDYN [2025-11-26T21:32:29.436785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'. [2025-11-26T21:32:29.446840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDYN'. [2025-11-26T21:32:29.447146] [INFO ] [FORECASTER] Starting predict_future for PDYN [2025-11-26T21:32:29.447984] [DEBUG] [LOCAL ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt [2025-11-26T21:32:29.448052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:29.448089] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:29.448126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:29.448196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:29.505598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:29.506310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:29.506408] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:29.506461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:29.621010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:29.621156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:29.621206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:29.621248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:29.624586] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=75.34%) [2025-11-26T21:32:29.624915] [INFO ] [FORECASTER] Completed predict_future for PDYN [2025-11-26T21:32:29.625060] [INFO ] [sig ] PDYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:29.765157] [INFO ] [LOCAL ] Saved forecast: PDYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PDYN.txt [2025-11-26T21:32:29.765333] [INFO ] [sig ] [2474/3599] Completed PDYN in 0.3s | 2.92 sym/s | Total: 14.1m | ETA: 6.4m [2025-11-26T21:32:29.765385] [INFO ] [sig ] [2475/3599] Forecasting PEB... [2025-11-26T21:32:29.765444] [INFO ] [sig ] Generating forecast for: PEB [2025-11-26T21:32:29.765480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-11-26T21:32:29.775711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEB'. [2025-11-26T21:32:29.776040] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-11-26T21:32:29.776844] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-11-26T21:32:29.776913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:29.776954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:29.776990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:29.777055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:29.836888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:29.837822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:29.837936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:29.837986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:29.956541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:29.956739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:29.956794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:29.956837] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:29.960229] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-11-26T21:32:29.960520] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-11-26T21:32:29.960676] [INFO ] [sig ] PEB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:30.103881] [INFO ] [LOCAL ] Saved forecast: PEB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEB.txt [2025-11-26T21:32:30.104071] [INFO ] [sig ] [2475/3599] Completed PEB in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:30.104128] [INFO ] [sig ] [2476/3599] Forecasting PEBK... [2025-11-26T21:32:30.104195] [INFO ] [sig ] Generating forecast for: PEBK [2025-11-26T21:32:30.104232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'. [2025-11-26T21:32:30.114205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBK'. [2025-11-26T21:32:30.114484] [INFO ] [FORECASTER] Starting predict_future for PEBK [2025-11-26T21:32:30.115289] [DEBUG] [LOCAL ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt [2025-11-26T21:32:30.115361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:30.115409] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:30.115454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:30.115522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:30.173068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:30.173763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:30.173862] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:30.173912] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:30.265940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:30.266109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:30.266160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:30.266224] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:30.269689] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=36.12%) [2025-11-26T21:32:30.270001] [INFO ] [FORECASTER] Completed predict_future for PEBK [2025-11-26T21:32:30.270144] [INFO ] [sig ] PEBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:30.414773] [INFO ] [LOCAL ] Saved forecast: PEBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEBK.txt [2025-11-26T21:32:30.414931] [INFO ] [sig ] [2476/3599] Completed PEBK in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:30.415006] [INFO ] [sig ] [2477/3599] Forecasting PEBO... [2025-11-26T21:32:30.415046] [INFO ] [sig ] Generating forecast for: PEBO [2025-11-26T21:32:30.415091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'. [2025-11-26T21:32:30.427727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBO'. [2025-11-26T21:32:30.428236] [INFO ] [FORECASTER] Starting predict_future for PEBO [2025-11-26T21:32:30.429183] [DEBUG] [LOCAL ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt [2025-11-26T21:32:30.429258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:30.429324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:30.429395] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:30.429525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:30.486073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:30.487203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:30.487334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:30.487426] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:30.604585] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:30.604828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:30.604907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:30.604970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:30.608518] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=31.71%) [2025-11-26T21:32:30.608879] [INFO ] [FORECASTER] Completed predict_future for PEBO [2025-11-26T21:32:30.609052] [INFO ] [sig ] PEBO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:30.751106] [INFO ] [LOCAL ] Saved forecast: PEBO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEBO.txt [2025-11-26T21:32:30.751274] [INFO ] [sig ] [2477/3599] Completed PEBO in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:30.751331] [INFO ] [sig ] [2478/3599] Forecasting PECO... [2025-11-26T21:32:30.751401] [INFO ] [sig ] Generating forecast for: PECO [2025-11-26T21:32:30.751452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'. [2025-11-26T21:32:30.763052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PECO'. [2025-11-26T21:32:30.763518] [INFO ] [FORECASTER] Starting predict_future for PECO [2025-11-26T21:32:30.764421] [DEBUG] [LOCAL ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt [2025-11-26T21:32:30.764499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:30.764550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:30.764594] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:30.764689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:30.824477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:30.825447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:30.825602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:30.825693] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:30.947365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:30.947621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:30.947701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:30.947746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:30.951323] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-11-26T21:32:30.951733] [INFO ] [FORECASTER] Completed predict_future for PECO [2025-11-26T21:32:30.951935] [INFO ] [sig ] PECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:31.100395] [INFO ] [LOCAL ] Saved forecast: PECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PECO.txt [2025-11-26T21:32:31.100578] [INFO ] [sig ] [2478/3599] Completed PECO in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:31.100681] [INFO ] [sig ] [2479/3599] Forecasting PEG... [2025-11-26T21:32:31.100722] [INFO ] [sig ] Generating forecast for: PEG [2025-11-26T21:32:31.100766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-11-26T21:32:31.110888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEG'. [2025-11-26T21:32:31.111286] [INFO ] [FORECASTER] Starting predict_future for PEG [2025-11-26T21:32:31.112092] [DEBUG] [LOCAL ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt [2025-11-26T21:32:31.112163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:31.112209] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:31.112250] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:31.112318] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:31.168720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:31.169564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:31.169686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:31.169736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:31.287949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:31.288155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:31.288210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:31.288252] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:31.291761] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=91.92%) [2025-11-26T21:32:31.292092] [INFO ] [FORECASTER] Completed predict_future for PEG [2025-11-26T21:32:31.292239] [INFO ] [sig ] PEG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:31.432297] [INFO ] [LOCAL ] Saved forecast: PEG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEG.txt [2025-11-26T21:32:31.432491] [INFO ] [sig ] [2479/3599] Completed PEG in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:31.432552] [INFO ] [sig ] [2480/3599] Forecasting PEGA... [2025-11-26T21:32:31.432620] [INFO ] [sig ] Generating forecast for: PEGA [2025-11-26T21:32:31.432680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'. [2025-11-26T21:32:31.443410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEGA'. [2025-11-26T21:32:31.443864] [INFO ] [FORECASTER] Starting predict_future for PEGA [2025-11-26T21:32:31.444727] [DEBUG] [LOCAL ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt [2025-11-26T21:32:31.444801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:31.444848] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:31.444901] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:31.444975] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:31.504838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:31.505742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:31.505851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:31.505899] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:31.626924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:31.627116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:31.627170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:31.627212] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:31.630736] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: UP (p=97.44%) [2025-11-26T21:32:31.631028] [INFO ] [FORECASTER] Completed predict_future for PEGA [2025-11-26T21:32:31.631168] [INFO ] [sig ] PEGA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:31.774202] [INFO ] [LOCAL ] Saved forecast: PEGA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEGA.txt [2025-11-26T21:32:31.774409] [INFO ] [sig ] [2480/3599] Completed PEGA in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:31.774481] [INFO ] [sig ] [2481/3599] Forecasting PEN... [2025-11-26T21:32:31.774564] [INFO ] [sig ] Generating forecast for: PEN [2025-11-26T21:32:31.774608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-11-26T21:32:31.784767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEN'. [2025-11-26T21:32:31.785126] [INFO ] [FORECASTER] Starting predict_future for PEN [2025-11-26T21:32:31.785908] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-11-26T21:32:31.785976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:31.786022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:31.786062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:31.786129] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:31.847401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:31.848420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:31.848543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:31.848603] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:31.969684] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:31.969870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:31.969924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:31.969959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:31.973289] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=27.89%) [2025-11-26T21:32:31.973580] [INFO ] [FORECASTER] Completed predict_future for PEN [2025-11-26T21:32:31.973744] [INFO ] [sig ] PEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:32.114329] [INFO ] [LOCAL ] Saved forecast: PEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEN.txt [2025-11-26T21:32:32.114521] [INFO ] [sig ] [2481/3599] Completed PEN in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:32.114574] [INFO ] [sig ] [2482/3599] Forecasting PENN... [2025-11-26T21:32:32.114656] [INFO ] [sig ] Generating forecast for: PENN [2025-11-26T21:32:32.114719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'. [2025-11-26T21:32:32.125215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PENN'. [2025-11-26T21:32:32.125529] [INFO ] [FORECASTER] Starting predict_future for PENN [2025-11-26T21:32:32.126388] [DEBUG] [LOCAL ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt [2025-11-26T21:32:32.126460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:32.126508] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:32.126549] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:32.126681] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:32.183185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:32.183846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:32.183939] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:32.183983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:32.300148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:32.300368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:32.300440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:32.300498] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:32.304061] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-11-26T21:32:32.304381] [INFO ] [FORECASTER] Completed predict_future for PENN [2025-11-26T21:32:32.304543] [INFO ] [sig ] PENN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:32.444461] [INFO ] [LOCAL ] Saved forecast: PENN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PENN.txt [2025-11-26T21:32:32.444624] [INFO ] [sig ] [2482/3599] Completed PENN in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:32.444697] [INFO ] [sig ] [2483/3599] Forecasting PEO... [2025-11-26T21:32:32.444740] [INFO ] [sig ] Generating forecast for: PEO [2025-11-26T21:32:32.444784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-11-26T21:32:32.455127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEO'. [2025-11-26T21:32:32.455414] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-11-26T21:32:32.456191] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-11-26T21:32:32.456268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:32.456312] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:32.456350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:32.456420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:32.515914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:32.516847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:32.516952] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:32.517001] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:32.638305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:32.638505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:32.638563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:32.638602] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:32.642093] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-11-26T21:32:32.642384] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-11-26T21:32:32.642522] [INFO ] [sig ] PEO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:32.784123] [INFO ] [LOCAL ] Saved forecast: PEO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEO.txt [2025-11-26T21:32:32.784274] [INFO ] [sig ] [2483/3599] Completed PEO in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:32.784327] [INFO ] [sig ] [2484/3599] Forecasting PEP... [2025-11-26T21:32:32.784368] [INFO ] [sig ] Generating forecast for: PEP [2025-11-26T21:32:32.784452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'. [2025-11-26T21:32:32.795540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEP'. [2025-11-26T21:32:32.795923] [INFO ] [FORECASTER] Starting predict_future for PEP [2025-11-26T21:32:32.796780] [DEBUG] [LOCAL ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt [2025-11-26T21:32:32.796850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:32.796895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:32.796937] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:32.797002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:32.855367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:32.856309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:32.856414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:32.856463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:32.982159] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:32.982351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:32.982409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:32.982454] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:32.985878] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=0.30%) [2025-11-26T21:32:32.986168] [INFO ] [FORECASTER] Completed predict_future for PEP [2025-11-26T21:32:32.986306] [INFO ] [sig ] PEP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:33.128072] [INFO ] [LOCAL ] Saved forecast: PEP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEP.txt [2025-11-26T21:32:33.128272] [INFO ] [sig ] [2484/3599] Completed PEP in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:33.128330] [INFO ] [sig ] [2485/3599] Forecasting PEPG... [2025-11-26T21:32:33.128394] [INFO ] [sig ] Generating forecast for: PEPG [2025-11-26T21:32:33.128441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'. [2025-11-26T21:32:33.139534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEPG'. [2025-11-26T21:32:33.139928] [INFO ] [FORECASTER] Starting predict_future for PEPG [2025-11-26T21:32:33.140862] [DEBUG] [LOCAL ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt [2025-11-26T21:32:33.140933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:33.140980] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:33.141020] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:33.141093] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:33.197946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:33.198702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:33.198800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:33.198848] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:33.316149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:33.316344] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:32:33.316396] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:33.316442] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:33.319883] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-11-26T21:32:33.320175] [INFO ] [FORECASTER] Completed predict_future for PEPG [2025-11-26T21:32:33.320315] [INFO ] [sig ] PEPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:33.463088] [INFO ] [LOCAL ] Saved forecast: PEPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PEPG.txt [2025-11-26T21:32:33.463253] [INFO ] [sig ] [2485/3599] Completed PEPG in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:33.463307] [INFO ] [sig ] [2486/3599] Forecasting PERF... [2025-11-26T21:32:33.463370] [INFO ] [sig ] Generating forecast for: PERF [2025-11-26T21:32:33.463415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-11-26T21:32:33.473775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERF'. [2025-11-26T21:32:33.474061] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-11-26T21:32:33.474858] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-11-26T21:32:33.474936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:33.474982] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:33.475029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:33.475113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:33.532370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:33.532999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:33.533093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:33.533140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:33.649254] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:33.649440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:33.649495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:33.649531] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:33.652987] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:32:33.653279] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-11-26T21:32:33.653420] [INFO ] [sig ] PERF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:33.791921] [INFO ] [LOCAL ] Saved forecast: PERF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PERF.txt [2025-11-26T21:32:33.792044] [INFO ] [sig ] [2486/3599] Completed PERF in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:33.792095] [INFO ] [sig ] [2487/3599] Forecasting PERI... [2025-11-26T21:32:33.792136] [INFO ] [sig ] Generating forecast for: PERI [2025-11-26T21:32:33.792179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'. [2025-11-26T21:32:33.805684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERI'. [2025-11-26T21:32:33.806106] [INFO ] [FORECASTER] Starting predict_future for PERI [2025-11-26T21:32:33.806980] [DEBUG] [LOCAL ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt [2025-11-26T21:32:33.807051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:33.807099] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:33.807141] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:33.807211] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:33.877922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:33.878858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:33.878962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:33.879011] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:33.998588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:33.998789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:33.998845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:33.998888] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:34.002429] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=3.89%) [2025-11-26T21:32:34.002761] [INFO ] [FORECASTER] Completed predict_future for PERI [2025-11-26T21:32:34.002910] [INFO ] [sig ] PERI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:34.144971] [INFO ] [LOCAL ] Saved forecast: PERI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PERI.txt [2025-11-26T21:32:34.145188] [INFO ] [sig ] [2487/3599] Completed PERI in 0.4s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:34.145246] [INFO ] [sig ] [2488/3599] Forecasting PESI... [2025-11-26T21:32:34.145289] [INFO ] [sig ] Generating forecast for: PESI [2025-11-26T21:32:34.145347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'. [2025-11-26T21:32:34.156037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PESI'. [2025-11-26T21:32:34.156462] [INFO ] [FORECASTER] Starting predict_future for PESI [2025-11-26T21:32:34.157303] [DEBUG] [LOCAL ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt [2025-11-26T21:32:34.157373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:34.157427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:34.157464] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:34.157528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:34.213969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:34.214907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:34.215012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:34.215062] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:34.336610] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:34.336961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:34.337021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:34.337063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:34.340636] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: UP (p=86.46%) [2025-11-26T21:32:34.340976] [INFO ] [FORECASTER] Completed predict_future for PESI [2025-11-26T21:32:34.341124] [INFO ] [sig ] PESI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:34.530341] [INFO ] [LOCAL ] Saved forecast: PESI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PESI.txt [2025-11-26T21:32:34.530546] [INFO ] [sig ] [2488/3599] Completed PESI in 0.4s | 2.92 sym/s | Total: 14.2m | ETA: 6.4m [2025-11-26T21:32:34.530612] [INFO ] [sig ] [2489/3599] Forecasting PETS... [2025-11-26T21:32:34.530677] [INFO ] [sig ] Generating forecast for: PETS [2025-11-26T21:32:34.530721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'. [2025-11-26T21:32:34.541011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PETS'. [2025-11-26T21:32:34.541305] [INFO ] [FORECASTER] Starting predict_future for PETS [2025-11-26T21:32:34.542109] [DEBUG] [LOCAL ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt [2025-11-26T21:32:34.542179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:34.542223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:34.542262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:34.542330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:34.598432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:34.599363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:34.599463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:34.599505] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:34.719511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:34.719740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:34.719797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:34.719838] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:34.723176] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: UP (p=69.40%) [2025-11-26T21:32:34.723466] [INFO ] [FORECASTER] Completed predict_future for PETS [2025-11-26T21:32:34.723605] [INFO ] [sig ] PETS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:34.865079] [INFO ] [LOCAL ] Saved forecast: PETS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PETS.txt [2025-11-26T21:32:34.865262] [INFO ] [sig ] [2489/3599] Completed PETS in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.3m [2025-11-26T21:32:34.865318] [INFO ] [sig ] [2490/3599] Forecasting PEY... [2025-11-26T21:32:34.865362] [INFO ] [sig ] Generating forecast for: PEY [2025-11-26T21:32:34.865403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'. [2025-11-26T21:32:34.875591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEY'. [2025-11-26T21:32:34.876036] [INFO ] [FORECASTER] Starting predict_future for PEY [2025-11-26T21:32:34.876834] [DEBUG] [LOCAL ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt [2025-11-26T21:32:34.876904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:34.876949] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:34.876997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:34.877065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:34.933307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:34.934120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:34.934216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:34.934261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:35.050334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:35.050552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:35.050607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:35.050675] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:35.054185] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-11-26T21:32:35.054488] [INFO ] [FORECASTER] Completed predict_future for PEY [2025-11-26T21:32:35.054636] [INFO ] [sig ] PEY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:35.194500] [INFO ] [LOCAL ] Saved forecast: PEY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PEY.txt [2025-11-26T21:32:35.194692] [INFO ] [sig ] [2490/3599] Completed PEY in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.3m [2025-11-26T21:32:35.194757] [INFO ] [sig ] [2491/3599] Forecasting PFBC... [2025-11-26T21:32:35.194803] [INFO ] [sig ] Generating forecast for: PFBC [2025-11-26T21:32:35.194843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'. [2025-11-26T21:32:35.206233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFBC'. [2025-11-26T21:32:35.206670] [INFO ] [FORECASTER] Starting predict_future for PFBC [2025-11-26T21:32:35.207470] [DEBUG] [LOCAL ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt [2025-11-26T21:32:35.207540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:35.207580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:35.207621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:35.207713] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:35.264614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:35.265805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:35.265904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:35.265950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:35.383086] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:35.383273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:35.383325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:35.383366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:35.386776] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=28.44%) [2025-11-26T21:32:35.387066] [INFO ] [FORECASTER] Completed predict_future for PFBC [2025-11-26T21:32:35.387208] [INFO ] [sig ] PFBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:35.529819] [INFO ] [LOCAL ] Saved forecast: PFBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFBC.txt [2025-11-26T21:32:35.529987] [INFO ] [sig ] [2491/3599] Completed PFBC in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.3m [2025-11-26T21:32:35.530041] [INFO ] [sig ] [2492/3599] Forecasting PFD... [2025-11-26T21:32:35.530083] [INFO ] [sig ] Generating forecast for: PFD [2025-11-26T21:32:35.530122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-11-26T21:32:35.540812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFD'. [2025-11-26T21:32:35.541131] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-11-26T21:32:35.541910] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-11-26T21:32:35.541979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:35.542023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:35.542063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:35.542131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:35.599835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:35.600727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:35.600837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:35.600892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:35.709164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:35.709341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:35.709395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:35.709436] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:35.712789] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=48.70%) [2025-11-26T21:32:35.713076] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-11-26T21:32:35.713212] [INFO ] [sig ] PFD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:35.871415] [INFO ] [LOCAL ] Saved forecast: PFD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFD.txt [2025-11-26T21:32:35.871589] [INFO ] [sig ] [2492/3599] Completed PFD in 0.3s | 2.92 sym/s | Total: 14.2m | ETA: 6.3m [2025-11-26T21:32:35.871659] [INFO ] [sig ] [2493/3599] Forecasting PFE... [2025-11-26T21:32:35.871702] [INFO ] [sig ] Generating forecast for: PFE [2025-11-26T21:32:35.871762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'. [2025-11-26T21:32:35.882082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFE'. [2025-11-26T21:32:35.882409] [INFO ] [FORECASTER] Starting predict_future for PFE [2025-11-26T21:32:35.883246] [DEBUG] [LOCAL ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt [2025-11-26T21:32:35.883346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:35.883407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:35.883460] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:35.883537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:35.942957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:35.943776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:35.943888] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:35.943936] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:36.074311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:36.074489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:36.074540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:36.074582] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:36.077912] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=35.37%) [2025-11-26T21:32:36.078194] [INFO ] [FORECASTER] Completed predict_future for PFE [2025-11-26T21:32:36.078332] [INFO ] [sig ] PFE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:36.220707] [INFO ] [LOCAL ] Saved forecast: PFE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFE.txt [2025-11-26T21:32:36.220877] [INFO ] [sig ] [2493/3599] Completed PFE in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:36.220934] [INFO ] [sig ] [2494/3599] Forecasting PFF... [2025-11-26T21:32:36.220975] [INFO ] [sig ] Generating forecast for: PFF [2025-11-26T21:32:36.221035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'. [2025-11-26T21:32:36.231263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFF'. [2025-11-26T21:32:36.231555] [INFO ] [FORECASTER] Starting predict_future for PFF [2025-11-26T21:32:36.232365] [DEBUG] [LOCAL ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt [2025-11-26T21:32:36.232435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:36.232482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:36.232520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:36.232587] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:36.289061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:36.289767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:36.289859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:36.289905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:36.410895] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:36.411102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:36.411158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:36.411198] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:36.414563] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=17.65%) [2025-11-26T21:32:36.414924] [INFO ] [FORECASTER] Completed predict_future for PFF [2025-11-26T21:32:36.415077] [INFO ] [sig ] PFF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:36.556605] [INFO ] [LOCAL ] Saved forecast: PFF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFF.txt [2025-11-26T21:32:36.556796] [INFO ] [sig ] [2494/3599] Completed PFF in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:36.556851] [INFO ] [sig ] [2495/3599] Forecasting PFG... [2025-11-26T21:32:36.556905] [INFO ] [sig ] Generating forecast for: PFG [2025-11-26T21:32:36.556946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'. [2025-11-26T21:32:36.566977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFG'. [2025-11-26T21:32:36.567270] [INFO ] [FORECASTER] Starting predict_future for PFG [2025-11-26T21:32:36.568055] [DEBUG] [LOCAL ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt [2025-11-26T21:32:36.568124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:36.568169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:36.568209] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:36.568277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:36.623725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:36.624323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:36.624416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:36.624461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:36.740659] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:36.740832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:36.740883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:36.740925] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:36.744223] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-11-26T21:32:36.744511] [INFO ] [FORECASTER] Completed predict_future for PFG [2025-11-26T21:32:36.744670] [INFO ] [sig ] PFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:36.883280] [INFO ] [LOCAL ] Saved forecast: PFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFG.txt [2025-11-26T21:32:36.883425] [INFO ] [sig ] [2495/3599] Completed PFG in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:36.883482] [INFO ] [sig ] [2496/3599] Forecasting PFGC... [2025-11-26T21:32:36.883522] [INFO ] [sig ] Generating forecast for: PFGC [2025-11-26T21:32:36.883573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-11-26T21:32:36.894905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFGC'. [2025-11-26T21:32:36.895286] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-11-26T21:32:36.896118] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-11-26T21:32:36.896191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:36.896239] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:36.896279] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:36.896342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:36.954775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:36.955689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:36.955791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:36.955838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:37.079029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:37.079231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:37.079285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:37.079326] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:37.082837] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=67.20%) [2025-11-26T21:32:37.083163] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-11-26T21:32:37.083312] [INFO ] [sig ] PFGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:37.228926] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFGC.txt [2025-11-26T21:32:37.229094] [INFO ] [sig ] [2496/3599] Completed PFGC in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:37.229164] [INFO ] [sig ] [2497/3599] Forecasting PFH... [2025-11-26T21:32:37.229228] [INFO ] [sig ] Generating forecast for: PFH [2025-11-26T21:32:37.229278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-11-26T21:32:37.239761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFH'. [2025-11-26T21:32:37.240059] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-11-26T21:32:37.240834] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-11-26T21:32:37.240901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:37.240947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:37.240986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:37.241054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:37.298863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:37.299534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:37.299668] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:37.299724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:37.417739] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:37.417926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:37.417978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:37.418021] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:37.421593] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-11-26T21:32:37.421927] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-11-26T21:32:37.422074] [INFO ] [sig ] PFH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:37.566886] [INFO ] [LOCAL ] Saved forecast: PFH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFH.txt [2025-11-26T21:32:37.567068] [INFO ] [sig ] [2497/3599] Completed PFH in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:37.567122] [INFO ] [sig ] [2498/3599] Forecasting PFIS... [2025-11-26T21:32:37.567165] [INFO ] [sig ] Generating forecast for: PFIS [2025-11-26T21:32:37.567205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'. [2025-11-26T21:32:37.578707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFIS'. [2025-11-26T21:32:37.579147] [INFO ] [FORECASTER] Starting predict_future for PFIS [2025-11-26T21:32:37.580233] [DEBUG] [LOCAL ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt [2025-11-26T21:32:37.580323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:37.580395] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:37.580459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:37.580563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:37.656010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:37.656970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:37.657077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:37.657127] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:37.777715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:37.777916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:37.777972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:37.778014] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:37.781633] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=11.69%) [2025-11-26T21:32:37.782005] [INFO ] [FORECASTER] Completed predict_future for PFIS [2025-11-26T21:32:37.782166] [INFO ] [sig ] PFIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:37.927072] [INFO ] [LOCAL ] Saved forecast: PFIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFIS.txt [2025-11-26T21:32:37.927245] [INFO ] [sig ] [2498/3599] Completed PFIS in 0.4s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:37.927295] [INFO ] [sig ] [2499/3599] Forecasting PFL... [2025-11-26T21:32:37.927347] [INFO ] [sig ] Generating forecast for: PFL [2025-11-26T21:32:37.927390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-11-26T21:32:37.937631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFL'. [2025-11-26T21:32:37.937966] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-11-26T21:32:37.938801] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-11-26T21:32:37.938873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:37.938921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:37.938963] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:37.939033] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:37.999106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:38.000051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:38.000156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:38.000208] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:38.120120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:38.120338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:38.120401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:38.120452] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:38.124255] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=0.72%) [2025-11-26T21:32:38.124630] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-11-26T21:32:38.124818] [INFO ] [sig ] PFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:38.272792] [INFO ] [LOCAL ] Saved forecast: PFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFL.txt [2025-11-26T21:32:38.273026] [INFO ] [sig ] [2499/3599] Completed PFL in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:38.273111] [INFO ] [sig ] [2500/3599] Forecasting PFM... [2025-11-26T21:32:38.273157] [INFO ] [sig ] Generating forecast for: PFM [2025-11-26T21:32:38.273210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'. [2025-11-26T21:32:38.285030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFM'. [2025-11-26T21:32:38.285470] [INFO ] [FORECASTER] Starting predict_future for PFM [2025-11-26T21:32:38.286336] [DEBUG] [LOCAL ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt [2025-11-26T21:32:38.286409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:38.286455] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:38.286495] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:38.286565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:38.344175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:38.345146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:38.345246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:38.345294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:38.462521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:38.462740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:38.462819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:38.462864] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:38.466163] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=8.73%) [2025-11-26T21:32:38.466452] [INFO ] [FORECASTER] Completed predict_future for PFM [2025-11-26T21:32:38.466592] [INFO ] [sig ] PFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:38.604397] [INFO ] [LOCAL ] Saved forecast: PFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFM.txt [2025-11-26T21:32:38.604550] [INFO ] [sig ] [2500/3599] Completed PFM in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:38.604633] [INFO ] [sig ] [2501/3599] Forecasting PFN... [2025-11-26T21:32:38.604692] [INFO ] [sig ] Generating forecast for: PFN [2025-11-26T21:32:38.604737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-11-26T21:32:38.614857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFN'. [2025-11-26T21:32:38.615176] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-11-26T21:32:38.615978] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-11-26T21:32:38.616047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:38.616091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:38.616130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:38.616197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:38.671820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:38.672503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:38.672600] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:38.672671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:38.790671] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:38.790854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:38.790907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:38.790947] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:38.794245] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=19.39%) [2025-11-26T21:32:38.794534] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-11-26T21:32:38.794694] [INFO ] [sig ] PFN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:38.932360] [INFO ] [LOCAL ] Saved forecast: PFN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFN.txt [2025-11-26T21:32:38.932522] [INFO ] [sig ] [2501/3599] Completed PFN in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:38.932580] [INFO ] [sig ] [2502/3599] Forecasting PFO... [2025-11-26T21:32:38.932618] [INFO ] [sig ] Generating forecast for: PFO [2025-11-26T21:32:38.932686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-11-26T21:32:38.944237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFO'. [2025-11-26T21:32:38.944617] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-11-26T21:32:38.945446] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-11-26T21:32:38.945519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:38.945575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:38.945623] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:38.945743] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:39.006516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:39.007319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:39.007456] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:39.007511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:39.123354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:39.123551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:39.123610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:39.123693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:39.127266] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=10.36%) [2025-11-26T21:32:39.127585] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-11-26T21:32:39.127753] [INFO ] [sig ] PFO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:39.272137] [INFO ] [LOCAL ] Saved forecast: PFO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PFO.txt [2025-11-26T21:32:39.272301] [INFO ] [sig ] [2502/3599] Completed PFO in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:39.272359] [INFO ] [sig ] [2503/3599] Forecasting PFS... [2025-11-26T21:32:39.272404] [INFO ] [sig ] Generating forecast for: PFS [2025-11-26T21:32:39.272474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-11-26T21:32:39.284002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFS'. [2025-11-26T21:32:39.284357] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-11-26T21:32:39.285233] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-11-26T21:32:39.285304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:39.285351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:39.285391] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:39.285461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:39.345607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:39.346336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:39.346432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:39.346481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:39.474123] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:39.474308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:39.474361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:39.474405] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:39.477899] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=87.84%) [2025-11-26T21:32:39.478221] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-11-26T21:32:39.478366] [INFO ] [sig ] PFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:39.622032] [INFO ] [LOCAL ] Saved forecast: PFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFS.txt [2025-11-26T21:32:39.622174] [INFO ] [sig ] [2503/3599] Completed PFS in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:39.622229] [INFO ] [sig ] [2504/3599] Forecasting PFSI... [2025-11-26T21:32:39.622271] [INFO ] [sig ] Generating forecast for: PFSI [2025-11-26T21:32:39.622337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-11-26T21:32:39.633417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFSI'. [2025-11-26T21:32:39.633777] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-11-26T21:32:39.634589] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-11-26T21:32:39.634681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:39.634744] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:39.634787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:39.634856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:39.693710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:39.694383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:39.694479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:39.694526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:39.814803] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:39.814975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:39.815032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:39.815076] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:39.818421] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=92.92%) [2025-11-26T21:32:39.818761] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-11-26T21:32:39.818905] [INFO ] [sig ] PFSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:39.962412] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PFSI.txt [2025-11-26T21:32:39.962566] [INFO ] [sig ] [2504/3599] Completed PFSI in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:39.962621] [INFO ] [sig ] [2505/3599] Forecasting PGC... [2025-11-26T21:32:39.962685] [INFO ] [sig ] Generating forecast for: PGC [2025-11-26T21:32:39.962752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'. [2025-11-26T21:32:39.974074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGC'. [2025-11-26T21:32:39.974446] [INFO ] [FORECASTER] Starting predict_future for PGC [2025-11-26T21:32:39.975285] [DEBUG] [LOCAL ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt [2025-11-26T21:32:39.975354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:39.975399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:39.975436] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:39.975508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:40.032245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:40.033092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:40.033193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:40.033236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:40.154119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:40.154322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:40.154375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:40.154417] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:40.157964] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=96.40%) [2025-11-26T21:32:40.158309] [INFO ] [FORECASTER] Completed predict_future for PGC [2025-11-26T21:32:40.158461] [INFO ] [sig ] PGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:40.298139] [INFO ] [LOCAL ] Saved forecast: PGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGC.txt [2025-11-26T21:32:40.298309] [INFO ] [sig ] [2505/3599] Completed PGC in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.3m [2025-11-26T21:32:40.298364] [INFO ] [sig ] [2506/3599] Forecasting PGEN... [2025-11-26T21:32:40.298406] [INFO ] [sig ] Generating forecast for: PGEN [2025-11-26T21:32:40.298464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'. [2025-11-26T21:32:40.308878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGEN'. [2025-11-26T21:32:40.309194] [INFO ] [FORECASTER] Starting predict_future for PGEN [2025-11-26T21:32:40.309980] [DEBUG] [LOCAL ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt [2025-11-26T21:32:40.310048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:40.310092] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:40.310130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:40.310199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:40.365857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:40.366635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:40.366755] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:40.366802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:40.487546] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:40.487751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:40.487819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:40.487862] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:40.491482] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=95.61%) [2025-11-26T21:32:40.491790] [INFO ] [FORECASTER] Completed predict_future for PGEN [2025-11-26T21:32:40.491949] [INFO ] [sig ] PGEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:40.632683] [INFO ] [LOCAL ] Saved forecast: PGEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGEN.txt [2025-11-26T21:32:40.632842] [INFO ] [sig ] [2506/3599] Completed PGEN in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.2m [2025-11-26T21:32:40.632894] [INFO ] [sig ] [2507/3599] Forecasting PGJ... [2025-11-26T21:32:40.632937] [INFO ] [sig ] Generating forecast for: PGJ [2025-11-26T21:32:40.632978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'. [2025-11-26T21:32:40.643183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGJ'. [2025-11-26T21:32:40.643544] [INFO ] [FORECASTER] Starting predict_future for PGJ [2025-11-26T21:32:40.644406] [DEBUG] [LOCAL ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt [2025-11-26T21:32:40.644481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:40.644536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:40.644578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:40.644684] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:40.702087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:40.702758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:40.702852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:40.702904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:40.825571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:40.825790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:40.825846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:40.825901] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:40.829277] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-11-26T21:32:40.829571] [INFO ] [FORECASTER] Completed predict_future for PGJ [2025-11-26T21:32:40.829769] [INFO ] [sig ] PGJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:40.967202] [INFO ] [LOCAL ] Saved forecast: PGJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PGJ.txt [2025-11-26T21:32:40.967365] [INFO ] [sig ] [2507/3599] Completed PGJ in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.2m [2025-11-26T21:32:40.967436] [INFO ] [sig ] [2508/3599] Forecasting PGNY... [2025-11-26T21:32:40.967519] [INFO ] [sig ] Generating forecast for: PGNY [2025-11-26T21:32:40.967572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'. [2025-11-26T21:32:40.979812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGNY'. [2025-11-26T21:32:40.980274] [INFO ] [FORECASTER] Starting predict_future for PGNY [2025-11-26T21:32:40.981166] [DEBUG] [LOCAL ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt [2025-11-26T21:32:40.981240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:40.981289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:40.981331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:40.981401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:41.042835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:41.043826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:41.043936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:41.043986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:41.166752] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:41.166962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:41.167018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:41.167075] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:41.170897] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=16.66%) [2025-11-26T21:32:41.171299] [INFO ] [FORECASTER] Completed predict_future for PGNY [2025-11-26T21:32:41.171500] [INFO ] [sig ] PGNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:41.323067] [INFO ] [LOCAL ] Saved forecast: PGNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PGNY.txt [2025-11-26T21:32:41.323308] [INFO ] [sig ] [2508/3599] Completed PGNY in 0.4s | 2.92 sym/s | Total: 14.3m | ETA: 6.2m [2025-11-26T21:32:41.323378] [INFO ] [sig ] [2509/3599] Forecasting PGP... [2025-11-26T21:32:41.323431] [INFO ] [sig ] Generating forecast for: PGP [2025-11-26T21:32:41.323477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-11-26T21:32:41.335247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGP'. [2025-11-26T21:32:41.335752] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-11-26T21:32:41.336802] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-11-26T21:32:41.336883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:41.336932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:41.336974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:41.337043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:41.397371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:41.398309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:41.398416] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:41.398466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:41.510696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:41.510885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:41.510939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:41.510981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:41.514349] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=27.09%) [2025-11-26T21:32:41.514639] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-11-26T21:32:41.514800] [INFO ] [sig ] PGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:41.654612] [INFO ] [LOCAL ] Saved forecast: PGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PGP.txt [2025-11-26T21:32:41.654833] [INFO ] [sig ] [2509/3599] Completed PGP in 0.3s | 2.92 sym/s | Total: 14.3m | ETA: 6.2m [2025-11-26T21:32:41.654889] [INFO ] [sig ] [2510/3599] Forecasting PGRE... [2025-11-26T21:32:41.654957] [INFO ] [sig ] Generating forecast for: PGRE [2025-11-26T21:32:41.654995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-11-26T21:32:41.666029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGRE'. [2025-11-26T21:32:41.666395] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-11-26T21:32:41.667220] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-11-26T21:32:41.667294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:41.667343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:41.667383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:41.667478] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:41.725803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:41.726471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:41.726568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:41.726613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:41.850398] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:41.850620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:41.850698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:41.850742] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:41.854387] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-11-26T21:32:41.854724] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-11-26T21:32:41.854876] [INFO ] [sig ] PGRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:42.006921] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGRE.txt [2025-11-26T21:32:42.007101] [INFO ] [sig ] [2510/3599] Completed PGRE in 0.4s | 2.92 sym/s | Total: 14.3m | ETA: 6.2m [2025-11-26T21:32:42.007156] [INFO ] [sig ] [2511/3599] Forecasting PGY... [2025-11-26T21:32:42.007223] [INFO ] [sig ] Generating forecast for: PGY [2025-11-26T21:32:42.007266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'. [2025-11-26T21:32:42.018163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGY'. [2025-11-26T21:32:42.018488] [INFO ] [FORECASTER] Starting predict_future for PGY [2025-11-26T21:32:42.019332] [DEBUG] [LOCAL ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt [2025-11-26T21:32:42.019404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:42.019451] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:42.019491] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:42.019559] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:42.078718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:42.079550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:42.079680] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:42.079742] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:42.199823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:42.200009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:42.200063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:42.200121] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:42.203477] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=76.77%) [2025-11-26T21:32:42.203793] [INFO ] [FORECASTER] Completed predict_future for PGY [2025-11-26T21:32:42.203939] [INFO ] [sig ] PGY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:42.340806] [INFO ] [LOCAL ] Saved forecast: PGY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGY.txt [2025-11-26T21:32:42.340952] [INFO ] [sig ] [2511/3599] Completed PGY in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:42.341009] [INFO ] [sig ] [2512/3599] Forecasting PGZ... [2025-11-26T21:32:42.341056] [INFO ] [sig ] Generating forecast for: PGZ [2025-11-26T21:32:42.341118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-11-26T21:32:42.352214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGZ'. [2025-11-26T21:32:42.352577] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-11-26T21:32:42.353381] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-11-26T21:32:42.353450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:42.353496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:42.353535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:42.353602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:42.410074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:42.410980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:42.411088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:42.411133] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:42.523520] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:42.523734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:42.523812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:42.523874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:42.527203] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-11-26T21:32:42.527534] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-11-26T21:32:42.527724] [INFO ] [sig ] PGZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:42.666417] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PGZ.txt [2025-11-26T21:32:42.666597] [INFO ] [sig ] [2512/3599] Completed PGZ in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:42.666737] [INFO ] [sig ] [2513/3599] Forecasting PH... [2025-11-26T21:32:42.666822] [INFO ] [sig ] Generating forecast for: PH [2025-11-26T21:32:42.666890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-11-26T21:32:42.677616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PH'. [2025-11-26T21:32:42.677999] [INFO ] [FORECASTER] Starting predict_future for PH [2025-11-26T21:32:42.678818] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-11-26T21:32:42.678894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:42.678962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:42.679022] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:42.679127] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:42.735082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:42.735802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:42.735908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:42.735978] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:42.854806] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:42.854980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:42.855043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:42.855084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:42.861861] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=71.77%) [2025-11-26T21:32:42.862203] [INFO ] [FORECASTER] Completed predict_future for PH [2025-11-26T21:32:42.862359] [INFO ] [sig ] PH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:43.005810] [INFO ] [LOCAL ] Saved forecast: PH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PH.txt [2025-11-26T21:32:43.005986] [INFO ] [sig ] [2513/3599] Completed PH in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:43.006041] [INFO ] [sig ] [2514/3599] Forecasting PHG... [2025-11-26T21:32:43.006086] [INFO ] [sig ] Generating forecast for: PHG [2025-11-26T21:32:43.006128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-11-26T21:32:43.016849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHG'. [2025-11-26T21:32:43.017182] [INFO ] [FORECASTER] Starting predict_future for PHG [2025-11-26T21:32:43.018089] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-11-26T21:32:43.018168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:43.018237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:43.018301] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:43.018406] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:43.074261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:43.075042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:43.075155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:43.075227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:43.194804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:43.194990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:43.195064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:43.195125] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:43.198506] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=5.33%) [2025-11-26T21:32:43.198847] [INFO ] [FORECASTER] Completed predict_future for PHG [2025-11-26T21:32:43.199019] [INFO ] [sig ] PHG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:43.336847] [INFO ] [LOCAL ] Saved forecast: PHG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHG.txt [2025-11-26T21:32:43.337008] [INFO ] [sig ] [2514/3599] Completed PHG in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:43.337082] [INFO ] [sig ] [2515/3599] Forecasting PHI... [2025-11-26T21:32:43.337171] [INFO ] [sig ] Generating forecast for: PHI [2025-11-26T21:32:43.337245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-11-26T21:32:43.347700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHI'. [2025-11-26T21:32:43.348054] [INFO ] [FORECASTER] Starting predict_future for PHI [2025-11-26T21:32:43.348909] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-11-26T21:32:43.348990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:43.349059] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:43.349125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:43.349226] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:43.405294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:43.406072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:43.406183] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:43.406257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:43.522142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:43.522303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:43.522380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:43.522449] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:43.525847] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=7.53%) [2025-11-26T21:32:43.526163] [INFO ] [FORECASTER] Completed predict_future for PHI [2025-11-26T21:32:43.526355] [INFO ] [sig ] PHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:43.667449] [INFO ] [LOCAL ] Saved forecast: PHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHI.txt [2025-11-26T21:32:43.667617] [INFO ] [sig ] [2515/3599] Completed PHI in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:43.667706] [INFO ] [sig ] [2516/3599] Forecasting PHIN... [2025-11-26T21:32:43.667783] [INFO ] [sig ] Generating forecast for: PHIN [2025-11-26T21:32:43.667850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-11-26T21:32:43.678325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIN'. [2025-11-26T21:32:43.678687] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-11-26T21:32:43.679517] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-11-26T21:32:43.679589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:43.679662] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:43.679718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:43.679798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:43.735302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:43.735978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:43.736073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:43.736120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:43.858705] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:43.858874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:43.858931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:43.858975] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:43.862553] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=41.88%) [2025-11-26T21:32:43.862871] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-11-26T21:32:43.863012] [INFO ] [sig ] PHIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:44.003032] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHIN.txt [2025-11-26T21:32:44.003190] [INFO ] [sig ] [2516/3599] Completed PHIN in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:44.003243] [INFO ] [sig ] [2517/3599] Forecasting PHIO... [2025-11-26T21:32:44.003286] [INFO ] [sig ] Generating forecast for: PHIO [2025-11-26T21:32:44.003346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'. [2025-11-26T21:32:44.013627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIO'. [2025-11-26T21:32:44.013977] [INFO ] [FORECASTER] Starting predict_future for PHIO [2025-11-26T21:32:44.014803] [DEBUG] [LOCAL ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt [2025-11-26T21:32:44.014896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:44.014955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:44.015000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:44.015070] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:44.073716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:44.074415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:44.074513] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:44.074559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:44.198820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:44.198999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:44.199079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:44.199144] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:44.202885] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=97.32%) [2025-11-26T21:32:44.203216] [INFO ] [FORECASTER] Completed predict_future for PHIO [2025-11-26T21:32:44.203377] [INFO ] [sig ] PHIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:44.344975] [INFO ] [LOCAL ] Saved forecast: PHIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHIO.txt [2025-11-26T21:32:44.345110] [INFO ] [sig ] [2517/3599] Completed PHIO in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:44.345162] [INFO ] [sig ] [2518/3599] Forecasting PHK... [2025-11-26T21:32:44.345201] [INFO ] [sig ] Generating forecast for: PHK [2025-11-26T21:32:44.345258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-11-26T21:32:44.355506] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHK'. [2025-11-26T21:32:44.355864] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-11-26T21:32:44.356672] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-11-26T21:32:44.356740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:44.356786] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:44.356824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:44.356938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:44.418171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:44.419279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:44.419390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:44.419438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:44.532014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:44.532230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:44.532288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:44.532322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:44.535907] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=54.42%) [2025-11-26T21:32:44.536206] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-11-26T21:32:44.536349] [INFO ] [sig ] PHK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:44.677326] [INFO ] [LOCAL ] Saved forecast: PHK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHK.txt [2025-11-26T21:32:44.677590] [INFO ] [sig ] [2518/3599] Completed PHK in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:44.677687] [INFO ] [sig ] [2519/3599] Forecasting PHM... [2025-11-26T21:32:44.677731] [INFO ] [sig ] Generating forecast for: PHM [2025-11-26T21:32:44.677771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'. [2025-11-26T21:32:44.689263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHM'. [2025-11-26T21:32:44.689712] [INFO ] [FORECASTER] Starting predict_future for PHM [2025-11-26T21:32:44.690555] [DEBUG] [LOCAL ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt [2025-11-26T21:32:44.690625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:44.690699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:44.690741] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:44.690814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:44.749700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:44.750664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:44.750766] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:44.750813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:44.871205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:44.871418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:44.871475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:44.871519] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:44.875148] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-11-26T21:32:44.875456] [INFO ] [FORECASTER] Completed predict_future for PHM [2025-11-26T21:32:44.875603] [INFO ] [sig ] PHM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:45.023195] [INFO ] [LOCAL ] Saved forecast: PHM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHM.txt [2025-11-26T21:32:45.023400] [INFO ] [sig ] [2519/3599] Completed PHM in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:45.023460] [INFO ] [sig ] [2520/3599] Forecasting PHO... [2025-11-26T21:32:45.023518] [INFO ] [sig ] Generating forecast for: PHO [2025-11-26T21:32:45.023559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'. [2025-11-26T21:32:45.033685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHO'. [2025-11-26T21:32:45.033983] [INFO ] [FORECASTER] Starting predict_future for PHO [2025-11-26T21:32:45.034834] [DEBUG] [LOCAL ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt [2025-11-26T21:32:45.034902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:45.034946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:45.034985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:45.035073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:45.091128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:45.091800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:45.091892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:45.091937] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:45.207502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:45.207652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:45.207701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:45.207742] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:45.211058] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-11-26T21:32:45.211367] [INFO ] [FORECASTER] Completed predict_future for PHO [2025-11-26T21:32:45.211514] [INFO ] [sig ] PHO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:45.350695] [INFO ] [LOCAL ] Saved forecast: PHO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHO.txt [2025-11-26T21:32:45.350844] [INFO ] [sig ] [2520/3599] Completed PHO in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:45.350931] [INFO ] [sig ] [2521/3599] Forecasting PHUN... [2025-11-26T21:32:45.350988] [INFO ] [sig ] Generating forecast for: PHUN [2025-11-26T21:32:45.351075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'. [2025-11-26T21:32:45.361022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHUN'. [2025-11-26T21:32:45.361310] [INFO ] [FORECASTER] Starting predict_future for PHUN [2025-11-26T21:32:45.362129] [DEBUG] [LOCAL ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt [2025-11-26T21:32:45.362199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:45.362244] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:45.362284] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:45.362350] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:45.418883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:45.419693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:45.419787] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:45.419833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:45.537024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:45.537165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:45.537215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:45.537254] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:45.540569] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=76.79%) [2025-11-26T21:32:45.540878] [INFO ] [FORECASTER] Completed predict_future for PHUN [2025-11-26T21:32:45.541016] [INFO ] [sig ] PHUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:45.679568] [INFO ] [LOCAL ] Saved forecast: PHUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PHUN.txt [2025-11-26T21:32:45.679720] [INFO ] [sig ] [2521/3599] Completed PHUN in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:45.679787] [INFO ] [sig ] [2522/3599] Forecasting PHVS... [2025-11-26T21:32:45.679846] [INFO ] [sig ] Generating forecast for: PHVS [2025-11-26T21:32:45.679887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'. [2025-11-26T21:32:45.690270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHVS'. [2025-11-26T21:32:45.690587] [INFO ] [FORECASTER] Starting predict_future for PHVS [2025-11-26T21:32:45.691403] [DEBUG] [LOCAL ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt [2025-11-26T21:32:45.691473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:45.691517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:45.691554] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:45.691620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:45.747555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:45.748194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:45.748287] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:45.748327] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:45.866582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:45.866734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:45.866785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:45.866828] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:45.870041] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=9.29%) [2025-11-26T21:32:45.870347] [INFO ] [FORECASTER] Completed predict_future for PHVS [2025-11-26T21:32:45.870505] [INFO ] [sig ] PHVS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:46.008279] [INFO ] [LOCAL ] Saved forecast: PHVS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PHVS.txt [2025-11-26T21:32:46.008412] [INFO ] [sig ] [2522/3599] Completed PHVS in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:46.008464] [INFO ] [sig ] [2523/3599] Forecasting PI... [2025-11-26T21:32:46.008503] [INFO ] [sig ] Generating forecast for: PI [2025-11-26T21:32:46.008544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'. [2025-11-26T21:32:46.018520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PI'. [2025-11-26T21:32:46.018847] [INFO ] [FORECASTER] Starting predict_future for PI [2025-11-26T21:32:46.019627] [DEBUG] [LOCAL ] No optimal features file found for PI: ./output/feature-sets/PI.txt [2025-11-26T21:32:46.019716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:46.019767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:46.019816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:46.019905] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:46.080978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:46.082081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:46.082199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:46.082247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:46.210149] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:46.210282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:46.210334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:46.210373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:46.213763] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=83.64%) [2025-11-26T21:32:46.214073] [INFO ] [FORECASTER] Completed predict_future for PI [2025-11-26T21:32:46.214221] [INFO ] [sig ] PI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:46.352476] [INFO ] [LOCAL ] Saved forecast: PI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PI.txt [2025-11-26T21:32:46.352609] [INFO ] [sig ] [2523/3599] Completed PI in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.2m [2025-11-26T21:32:46.352679] [INFO ] [sig ] [2524/3599] Forecasting PID... [2025-11-26T21:32:46.352736] [INFO ] [sig ] Generating forecast for: PID [2025-11-26T21:32:46.352773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'. [2025-11-26T21:32:46.362826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PID'. [2025-11-26T21:32:46.363118] [INFO ] [FORECASTER] Starting predict_future for PID [2025-11-26T21:32:46.363949] [DEBUG] [LOCAL ] No optimal features file found for PID: ./output/feature-sets/PID.txt [2025-11-26T21:32:46.364017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:46.364062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:46.364111] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:46.364200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:46.419920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:46.420564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:46.420674] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:46.420717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:46.539709] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:46.539839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:46.539901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:46.539944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:46.543188] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=63.74%) [2025-11-26T21:32:46.543484] [INFO ] [FORECASTER] Completed predict_future for PID [2025-11-26T21:32:46.543625] [INFO ] [sig ] PID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:46.681574] [INFO ] [LOCAL ] Saved forecast: PID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PID.txt [2025-11-26T21:32:46.681725] [INFO ] [sig ] [2524/3599] Completed PID in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.1m [2025-11-26T21:32:46.681780] [INFO ] [sig ] [2525/3599] Forecasting PIE... [2025-11-26T21:32:46.681820] [INFO ] [sig ] Generating forecast for: PIE [2025-11-26T21:32:46.681859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'. [2025-11-26T21:32:46.692143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIE'. [2025-11-26T21:32:46.692440] [INFO ] [FORECASTER] Starting predict_future for PIE [2025-11-26T21:32:46.693242] [DEBUG] [LOCAL ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt [2025-11-26T21:32:46.693312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:46.693356] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:46.693394] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:46.693458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:46.749103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:46.749744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:46.749836] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:46.749880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:46.868112] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:46.868293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:46.868344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:46.868382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:46.871739] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=98.60%) [2025-11-26T21:32:46.872035] [INFO ] [FORECASTER] Completed predict_future for PIE [2025-11-26T21:32:46.872198] [INFO ] [sig ] PIE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:47.009822] [INFO ] [LOCAL ] Saved forecast: PIE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PIE.txt [2025-11-26T21:32:47.009956] [INFO ] [sig ] [2525/3599] Completed PIE in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.1m [2025-11-26T21:32:47.010013] [INFO ] [sig ] [2526/3599] Forecasting PII... [2025-11-26T21:32:47.010059] [INFO ] [sig ] Generating forecast for: PII [2025-11-26T21:32:47.010099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-11-26T21:32:47.019866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PII'. [2025-11-26T21:32:47.020152] [INFO ] [FORECASTER] Starting predict_future for PII [2025-11-26T21:32:47.021013] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-11-26T21:32:47.021080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:47.021124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:47.021202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:47.021287] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:47.077069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:47.077747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:47.077858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:47.077908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:47.193844] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:47.193979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:47.194036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:47.194081] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:47.197295] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-11-26T21:32:47.197631] [INFO ] [FORECASTER] Completed predict_future for PII [2025-11-26T21:32:47.197790] [INFO ] [sig ] PII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:47.336144] [INFO ] [LOCAL ] Saved forecast: PII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PII.txt [2025-11-26T21:32:47.336270] [INFO ] [sig ] [2526/3599] Completed PII in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.1m [2025-11-26T21:32:47.336329] [INFO ] [sig ] [2527/3599] Forecasting PIM... [2025-11-26T21:32:47.336385] [INFO ] [sig ] Generating forecast for: PIM [2025-11-26T21:32:47.336447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-11-26T21:32:47.346471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIM'. [2025-11-26T21:32:47.346798] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-11-26T21:32:47.347617] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-11-26T21:32:47.347702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:47.347748] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:47.347787] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:47.347887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:47.403877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:47.404517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:47.404611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:47.404669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:47.516534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:47.516684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:47.516731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:47.516776] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:47.519989] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=68.30%) [2025-11-26T21:32:47.520295] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-11-26T21:32:47.520455] [INFO ] [sig ] PIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:47.661418] [INFO ] [LOCAL ] Saved forecast: PIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PIM.txt [2025-11-26T21:32:47.661569] [INFO ] [sig ] [2527/3599] Completed PIM in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.1m [2025-11-26T21:32:47.661668] [INFO ] [sig ] [2528/3599] Forecasting PINE... [2025-11-26T21:32:47.661773] [INFO ] [sig ] Generating forecast for: PINE [2025-11-26T21:32:47.661850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-11-26T21:32:47.672980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINE'. [2025-11-26T21:32:47.673316] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-11-26T21:32:47.674167] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-11-26T21:32:47.674246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:47.674327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:47.674402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:47.674512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:47.730929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:47.731567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:47.731687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:47.731749] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:47.846060] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:47.846210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:47.846276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:47.846331] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:47.849697] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=69.23%) [2025-11-26T21:32:47.850027] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-11-26T21:32:47.850182] [INFO ] [sig ] PINE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:47.988353] [INFO ] [LOCAL ] Saved forecast: PINE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PINE.txt [2025-11-26T21:32:47.988496] [INFO ] [sig ] [2528/3599] Completed PINE in 0.3s | 2.92 sym/s | Total: 14.4m | ETA: 6.1m [2025-11-26T21:32:47.988608] [INFO ] [sig ] [2529/3599] Forecasting PINS... [2025-11-26T21:32:47.988714] [INFO ] [sig ] Generating forecast for: PINS [2025-11-26T21:32:47.988783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-11-26T21:32:47.999301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINS'. [2025-11-26T21:32:47.999609] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-11-26T21:32:48.000434] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-11-26T21:32:48.000514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:48.000581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:48.000664] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:48.000784] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:48.056180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:48.056817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:48.056914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:48.056968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:48.177760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:48.177930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:48.177991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:48.178030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:48.181322] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=87.24%) [2025-11-26T21:32:48.181628] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-11-26T21:32:48.181788] [INFO ] [sig ] PINS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:48.325424] [INFO ] [LOCAL ] Saved forecast: PINS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PINS.txt [2025-11-26T21:32:48.325576] [INFO ] [sig ] [2529/3599] Completed PINS in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:48.325635] [INFO ] [sig ] [2530/3599] Forecasting PK... [2025-11-26T21:32:48.325701] [INFO ] [sig ] Generating forecast for: PK [2025-11-26T21:32:48.325742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-11-26T21:32:48.336586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PK'. [2025-11-26T21:32:48.336953] [INFO ] [FORECASTER] Starting predict_future for PK [2025-11-26T21:32:48.337833] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-11-26T21:32:48.337915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:48.337974] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:48.338063] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:48.338165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:48.394572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:48.395232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:48.395346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:48.395409] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:48.516052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:48.516184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:48.516249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:48.516305] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:48.519627] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=94.90%) [2025-11-26T21:32:48.519973] [INFO ] [FORECASTER] Completed predict_future for PK [2025-11-26T21:32:48.520130] [INFO ] [sig ] PK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:48.659153] [INFO ] [LOCAL ] Saved forecast: PK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PK.txt [2025-11-26T21:32:48.659300] [INFO ] [sig ] [2530/3599] Completed PK in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:48.659369] [INFO ] [sig ] [2531/3599] Forecasting PKBK... [2025-11-26T21:32:48.659479] [INFO ] [sig ] Generating forecast for: PKBK [2025-11-26T21:32:48.659562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'. [2025-11-26T21:32:48.670173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKBK'. [2025-11-26T21:32:48.670481] [INFO ] [FORECASTER] Starting predict_future for PKBK [2025-11-26T21:32:48.671280] [DEBUG] [LOCAL ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt [2025-11-26T21:32:48.671349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:48.671394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:48.671433] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:48.671498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:48.727050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:48.727694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:48.727790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:48.727835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:48.837479] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:48.837614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:48.837684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:48.837726] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:48.841002] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-11-26T21:32:48.841289] [INFO ] [FORECASTER] Completed predict_future for PKBK [2025-11-26T21:32:48.841426] [INFO ] [sig ] PKBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:48.980976] [INFO ] [LOCAL ] Saved forecast: PKBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PKBK.txt [2025-11-26T21:32:48.981114] [INFO ] [sig ] [2531/3599] Completed PKBK in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:48.981166] [INFO ] [sig ] [2532/3599] Forecasting PKE... [2025-11-26T21:32:48.981206] [INFO ] [sig ] Generating forecast for: PKE [2025-11-26T21:32:48.981253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-11-26T21:32:48.991448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKE'. [2025-11-26T21:32:48.991771] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-11-26T21:32:48.992546] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-11-26T21:32:48.992614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:48.992679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:48.992720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:48.992792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:49.049193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:49.049960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:49.050061] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:49.050106] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:49.167525] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:49.167677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:49.167733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:49.167772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:49.171122] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-11-26T21:32:49.171411] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-11-26T21:32:49.171564] [INFO ] [sig ] PKE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:49.313115] [INFO ] [LOCAL ] Saved forecast: PKE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKE.txt [2025-11-26T21:32:49.313247] [INFO ] [sig ] [2532/3599] Completed PKE in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:49.313298] [INFO ] [sig ] [2533/3599] Forecasting PKG... [2025-11-26T21:32:49.313335] [INFO ] [sig ] Generating forecast for: PKG [2025-11-26T21:32:49.313374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-11-26T21:32:49.323713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKG'. [2025-11-26T21:32:49.324040] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-11-26T21:32:49.324921] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-11-26T21:32:49.324999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:49.325065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:49.325132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:49.325263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:49.381282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:49.381947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:49.382049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:49.382122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:49.504106] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:49.504250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:49.504317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:49.504374] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:49.507715] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=44.72%) [2025-11-26T21:32:49.508036] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-11-26T21:32:49.508202] [INFO ] [sig ] PKG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:49.648626] [INFO ] [LOCAL ] Saved forecast: PKG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKG.txt [2025-11-26T21:32:49.648796] [INFO ] [sig ] [2533/3599] Completed PKG in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:49.648853] [INFO ] [sig ] [2534/3599] Forecasting PKOH... [2025-11-26T21:32:49.648951] [INFO ] [sig ] Generating forecast for: PKOH [2025-11-26T21:32:49.649024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'. [2025-11-26T21:32:49.659845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKOH'. [2025-11-26T21:32:49.660207] [INFO ] [FORECASTER] Starting predict_future for PKOH [2025-11-26T21:32:49.661061] [DEBUG] [LOCAL ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt [2025-11-26T21:32:49.661140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:49.661213] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:49.661302] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:49.661411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:49.720435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:49.721193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:49.721314] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:49.721391] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:49.836137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:49.836273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:49.836322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:49.836363] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:49.839686] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=1.43%) [2025-11-26T21:32:49.839976] [INFO ] [FORECASTER] Completed predict_future for PKOH [2025-11-26T21:32:49.840116] [INFO ] [sig ] PKOH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:49.979498] [INFO ] [LOCAL ] Saved forecast: PKOH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKOH.txt [2025-11-26T21:32:49.979659] [INFO ] [sig ] [2534/3599] Completed PKOH in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:49.979718] [INFO ] [sig ] [2535/3599] Forecasting PKX... [2025-11-26T21:32:49.979782] [INFO ] [sig ] Generating forecast for: PKX [2025-11-26T21:32:49.979820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-11-26T21:32:49.989691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKX'. [2025-11-26T21:32:49.989984] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-11-26T21:32:49.990783] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-11-26T21:32:49.990851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:49.990896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:49.990953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:49.991034] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:50.048033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:50.048677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:50.048768] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:50.048813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:50.167279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:50.167442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:50.167494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:50.167537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:50.170865] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=1.96%) [2025-11-26T21:32:50.171170] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-11-26T21:32:50.171311] [INFO ] [sig ] PKX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:50.311261] [INFO ] [LOCAL ] Saved forecast: PKX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PKX.txt [2025-11-26T21:32:50.311392] [INFO ] [sig ] [2535/3599] Completed PKX in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:50.311444] [INFO ] [sig ] [2536/3599] Forecasting PL... [2025-11-26T21:32:50.311518] [INFO ] [sig ] Generating forecast for: PL [2025-11-26T21:32:50.311577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-11-26T21:32:50.321391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PL'. [2025-11-26T21:32:50.321706] [INFO ] [FORECASTER] Starting predict_future for PL [2025-11-26T21:32:50.322472] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-11-26T21:32:50.322540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:50.322584] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:50.322622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:50.322708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:50.378680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:50.379302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:50.379395] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:50.379448] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:50.496943] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:50.497135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:50.497187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:50.497227] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:50.500578] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=2.49%) [2025-11-26T21:32:50.500905] [INFO ] [FORECASTER] Completed predict_future for PL [2025-11-26T21:32:50.501062] [INFO ] [sig ] PL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:50.638948] [INFO ] [LOCAL ] Saved forecast: PL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PL.txt [2025-11-26T21:32:50.639082] [INFO ] [sig ] [2536/3599] Completed PL in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:50.639138] [INFO ] [sig ] [2537/3599] Forecasting PLAB... [2025-11-26T21:32:50.639183] [INFO ] [sig ] Generating forecast for: PLAB [2025-11-26T21:32:50.639223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'. [2025-11-26T21:32:50.649631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAB'. [2025-11-26T21:32:50.649960] [INFO ] [FORECASTER] Starting predict_future for PLAB [2025-11-26T21:32:50.650752] [DEBUG] [LOCAL ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt [2025-11-26T21:32:50.650819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:50.650865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:50.650903] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:50.650970] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:50.707540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:50.708163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:50.708254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:50.708294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:50.826204] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:50.826335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:50.826379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:50.826420] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:50.829585] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=99.16%) [2025-11-26T21:32:50.829886] [INFO ] [FORECASTER] Completed predict_future for PLAB [2025-11-26T21:32:50.830027] [INFO ] [sig ] PLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:50.969480] [INFO ] [LOCAL ] Saved forecast: PLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLAB.txt [2025-11-26T21:32:50.969611] [INFO ] [sig ] [2537/3599] Completed PLAB in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:50.969680] [INFO ] [sig ] [2538/3599] Forecasting PLAY... [2025-11-26T21:32:50.969724] [INFO ] [sig ] Generating forecast for: PLAY [2025-11-26T21:32:50.969766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'. [2025-11-26T21:32:50.979826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAY'. [2025-11-26T21:32:50.980127] [INFO ] [FORECASTER] Starting predict_future for PLAY [2025-11-26T21:32:50.980918] [DEBUG] [LOCAL ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt [2025-11-26T21:32:50.980987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:50.981025] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:50.981062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:50.981170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:51.037575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:51.038215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:51.038310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:51.038359] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:51.154833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:51.154945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:51.154992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:51.155033] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:51.158203] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=17.78%) [2025-11-26T21:32:51.158504] [INFO ] [FORECASTER] Completed predict_future for PLAY [2025-11-26T21:32:51.158675] [INFO ] [sig ] PLAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:51.296374] [INFO ] [LOCAL ] Saved forecast: PLAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLAY.txt [2025-11-26T21:32:51.296508] [INFO ] [sig ] [2538/3599] Completed PLAY in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:51.296559] [INFO ] [sig ] [2539/3599] Forecasting PLBC... [2025-11-26T21:32:51.296599] [INFO ] [sig ] Generating forecast for: PLBC [2025-11-26T21:32:51.296637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'. [2025-11-26T21:32:51.306933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBC'. [2025-11-26T21:32:51.307222] [INFO ] [FORECASTER] Starting predict_future for PLBC [2025-11-26T21:32:51.308181] [DEBUG] [LOCAL ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt [2025-11-26T21:32:51.308251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:51.308305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:51.308355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:51.308439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:51.365916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:51.366544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:51.366658] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:51.366710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:51.469691] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:51.469806] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:32:51.469862] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:51.469910] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:51.473065] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=41.91%) [2025-11-26T21:32:51.473356] [INFO ] [FORECASTER] Completed predict_future for PLBC [2025-11-26T21:32:51.473507] [INFO ] [sig ] PLBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:51.613357] [INFO ] [LOCAL ] Saved forecast: PLBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLBC.txt [2025-11-26T21:32:51.613494] [INFO ] [sig ] [2539/3599] Completed PLBC in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:51.613546] [INFO ] [sig ] [2540/3599] Forecasting PLBY... [2025-11-26T21:32:51.613587] [INFO ] [sig ] Generating forecast for: PLBY [2025-11-26T21:32:51.613665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'. [2025-11-26T21:32:51.623756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBY'. [2025-11-26T21:32:51.624064] [INFO ] [FORECASTER] Starting predict_future for PLBY [2025-11-26T21:32:51.624854] [DEBUG] [LOCAL ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt [2025-11-26T21:32:51.624924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:51.624979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:51.625029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:51.625111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:51.682083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:51.682753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:51.682846] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:51.682887] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:51.798619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:51.798783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:51.798834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:51.798873] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:51.802187] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-11-26T21:32:51.802503] [INFO ] [FORECASTER] Completed predict_future for PLBY [2025-11-26T21:32:51.802677] [INFO ] [sig ] PLBY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:51.942119] [INFO ] [LOCAL ] Saved forecast: PLBY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLBY.txt [2025-11-26T21:32:51.942251] [INFO ] [sig ] [2540/3599] Completed PLBY in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.1m [2025-11-26T21:32:51.942304] [INFO ] [sig ] [2541/3599] Forecasting PLCE... [2025-11-26T21:32:51.942351] [INFO ] [sig ] Generating forecast for: PLCE [2025-11-26T21:32:51.942391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'. [2025-11-26T21:32:51.952814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLCE'. [2025-11-26T21:32:51.953142] [INFO ] [FORECASTER] Starting predict_future for PLCE [2025-11-26T21:32:51.953932] [DEBUG] [LOCAL ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt [2025-11-26T21:32:51.954016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:51.954062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:51.954102] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:51.954168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:52.009987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:52.010610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:52.010726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:52.010772] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:52.132047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:52.132177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:52.132231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:52.132270] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:52.135548] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=82.50%) [2025-11-26T21:32:52.135857] [INFO ] [FORECASTER] Completed predict_future for PLCE [2025-11-26T21:32:52.136012] [INFO ] [sig ] PLCE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:52.274321] [INFO ] [LOCAL ] Saved forecast: PLCE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLCE.txt [2025-11-26T21:32:52.274454] [INFO ] [sig ] [2541/3599] Completed PLCE in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.0m [2025-11-26T21:32:52.274506] [INFO ] [sig ] [2542/3599] Forecasting PLD... [2025-11-26T21:32:52.274546] [INFO ] [sig ] Generating forecast for: PLD [2025-11-26T21:32:52.274584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-11-26T21:32:52.284601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLD'. [2025-11-26T21:32:52.284920] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-11-26T21:32:52.285721] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-11-26T21:32:52.285789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:52.285826] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:52.285863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:52.285929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:52.343010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:52.343639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:52.343748] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:52.343788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:52.467820] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:52.467979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:52.468041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:52.468088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:52.471397] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-11-26T21:32:52.471716] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-11-26T21:32:52.471868] [INFO ] [sig ] PLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:52.611799] [INFO ] [LOCAL ] Saved forecast: PLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLD.txt [2025-11-26T21:32:52.611942] [INFO ] [sig ] [2542/3599] Completed PLD in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.0m [2025-11-26T21:32:52.611994] [INFO ] [sig ] [2543/3599] Forecasting PLPC... [2025-11-26T21:32:52.612034] [INFO ] [sig ] Generating forecast for: PLPC [2025-11-26T21:32:52.612093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'. [2025-11-26T21:32:52.623174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLPC'. [2025-11-26T21:32:52.623481] [INFO ] [FORECASTER] Starting predict_future for PLPC [2025-11-26T21:32:52.624279] [DEBUG] [LOCAL ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt [2025-11-26T21:32:52.624351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:52.624405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:52.624454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:52.624539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:52.681160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:52.681794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:52.681887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:52.681926] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:52.791999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:52.792132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:52.792181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:52.792217] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:52.795461] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=43.18%) [2025-11-26T21:32:52.795772] [INFO ] [FORECASTER] Completed predict_future for PLPC [2025-11-26T21:32:52.795911] [INFO ] [sig ] PLPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:52.935311] [INFO ] [LOCAL ] Saved forecast: PLPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLPC.txt [2025-11-26T21:32:52.935438] [INFO ] [sig ] [2543/3599] Completed PLPC in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.0m [2025-11-26T21:32:52.935496] [INFO ] [sig ] [2544/3599] Forecasting PLRX... [2025-11-26T21:32:52.935536] [INFO ] [sig ] Generating forecast for: PLRX [2025-11-26T21:32:52.935575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'. [2025-11-26T21:32:52.945632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLRX'. [2025-11-26T21:32:52.945943] [INFO ] [FORECASTER] Starting predict_future for PLRX [2025-11-26T21:32:52.946712] [DEBUG] [LOCAL ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt [2025-11-26T21:32:52.946780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:52.946824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:52.946863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:52.946928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:53.002224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:53.002870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:53.002963] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:53.003009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:53.118475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:53.118614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:53.118684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:53.118726] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:53.121914] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-11-26T21:32:53.122209] [INFO ] [FORECASTER] Completed predict_future for PLRX [2025-11-26T21:32:53.122347] [INFO ] [sig ] PLRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:53.260666] [INFO ] [LOCAL ] Saved forecast: PLRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLRX.txt [2025-11-26T21:32:53.260818] [INFO ] [sig ] [2544/3599] Completed PLRX in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.0m [2025-11-26T21:32:53.260871] [INFO ] [sig ] [2545/3599] Forecasting PLSE... [2025-11-26T21:32:53.260911] [INFO ] [sig ] Generating forecast for: PLSE [2025-11-26T21:32:53.260952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'. [2025-11-26T21:32:53.271587] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLSE'. [2025-11-26T21:32:53.271921] [INFO ] [FORECASTER] Starting predict_future for PLSE [2025-11-26T21:32:53.272717] [DEBUG] [LOCAL ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt [2025-11-26T21:32:53.272785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:53.272828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:53.272867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:53.272969] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:53.328573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:53.329230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:53.329325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:53.329364] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:53.444720] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:53.444879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:53.444931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:53.444979] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:53.448392] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=45.59%) [2025-11-26T21:32:53.448711] [INFO ] [FORECASTER] Completed predict_future for PLSE [2025-11-26T21:32:53.448853] [INFO ] [sig ] PLSE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:53.589479] [INFO ] [LOCAL ] Saved forecast: PLSE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLSE.txt [2025-11-26T21:32:53.589636] [INFO ] [sig ] [2545/3599] Completed PLSE in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.0m [2025-11-26T21:32:53.589709] [INFO ] [sig ] [2546/3599] Forecasting PLTK... [2025-11-26T21:32:53.589789] [INFO ] [sig ] Generating forecast for: PLTK [2025-11-26T21:32:53.589839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'. [2025-11-26T21:32:53.599359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLTK'. [2025-11-26T21:32:53.599672] [INFO ] [FORECASTER] Starting predict_future for PLTK [2025-11-26T21:32:53.600420] [DEBUG] [LOCAL ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt [2025-11-26T21:32:53.600488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:53.600533] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:53.600571] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:53.600655] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:53.657279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:53.657945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:53.658053] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:53.658108] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:53.776202] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:53.776341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:53.776393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:53.776432] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:53.779870] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=92.69%) [2025-11-26T21:32:53.780207] [INFO ] [FORECASTER] Completed predict_future for PLTK [2025-11-26T21:32:53.780350] [INFO ] [sig ] PLTK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:53.919169] [INFO ] [LOCAL ] Saved forecast: PLTK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLTK.txt [2025-11-26T21:32:53.919314] [INFO ] [sig ] [2546/3599] Completed PLTK in 0.3s | 2.92 sym/s | Total: 14.5m | ETA: 6.0m [2025-11-26T21:32:53.919367] [INFO ] [sig ] [2547/3599] Forecasting PLUG... [2025-11-26T21:32:53.919404] [INFO ] [sig ] Generating forecast for: PLUG [2025-11-26T21:32:53.919464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'. [2025-11-26T21:32:53.929196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUG'. [2025-11-26T21:32:53.929479] [INFO ] [FORECASTER] Starting predict_future for PLUG [2025-11-26T21:32:53.930270] [DEBUG] [LOCAL ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt [2025-11-26T21:32:53.930340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:53.930400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:53.930442] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:53.930522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:53.987437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:53.988157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:53.988251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:53.988297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:54.109949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:54.110063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:54.110118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:54.110157] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:54.113408] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=99.89%) [2025-11-26T21:32:54.113720] [INFO ] [FORECASTER] Completed predict_future for PLUG [2025-11-26T21:32:54.113856] [INFO ] [sig ] PLUG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:54.255121] [INFO ] [LOCAL ] Saved forecast: PLUG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLUG.txt [2025-11-26T21:32:54.255333] [INFO ] [sig ] [2547/3599] Completed PLUG in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:54.255409] [INFO ] [sig ] [2548/3599] Forecasting PLUS... [2025-11-26T21:32:54.255454] [INFO ] [sig ] Generating forecast for: PLUS [2025-11-26T21:32:54.255497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'. [2025-11-26T21:32:54.265379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUS'. [2025-11-26T21:32:54.265672] [INFO ] [FORECASTER] Starting predict_future for PLUS [2025-11-26T21:32:54.266428] [DEBUG] [LOCAL ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt [2025-11-26T21:32:54.266500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:54.266545] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:54.266585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:54.266677] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:54.323221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:54.323830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:54.323922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:54.323968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:54.447365] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:54.447541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:54.447593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:54.447635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:54.451010] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=86.19%) [2025-11-26T21:32:54.451321] [INFO ] [FORECASTER] Completed predict_future for PLUS [2025-11-26T21:32:54.451460] [INFO ] [sig ] PLUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:54.590044] [INFO ] [LOCAL ] Saved forecast: PLUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PLUS.txt [2025-11-26T21:32:54.590175] [INFO ] [sig ] [2548/3599] Completed PLUS in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:54.590259] [INFO ] [sig ] [2549/3599] Forecasting PLXS... [2025-11-26T21:32:54.590297] [INFO ] [sig ] Generating forecast for: PLXS [2025-11-26T21:32:54.590342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'. [2025-11-26T21:32:54.601040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLXS'. [2025-11-26T21:32:54.601314] [INFO ] [FORECASTER] Starting predict_future for PLXS [2025-11-26T21:32:54.602078] [DEBUG] [LOCAL ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt [2025-11-26T21:32:54.602148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:54.602193] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:54.602232] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:54.602299] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:54.659876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:54.660491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:54.660586] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:54.660634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:54.779743] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:54.779881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:54.779932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:54.779976] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:54.783251] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=7.72%) [2025-11-26T21:32:54.783546] [INFO ] [FORECASTER] Completed predict_future for PLXS [2025-11-26T21:32:54.783712] [INFO ] [sig ] PLXS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:54.924006] [INFO ] [LOCAL ] Saved forecast: PLXS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLXS.txt [2025-11-26T21:32:54.924135] [INFO ] [sig ] [2549/3599] Completed PLXS in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:54.924189] [INFO ] [sig ] [2550/3599] Forecasting PLYM... [2025-11-26T21:32:54.924233] [INFO ] [sig ] Generating forecast for: PLYM [2025-11-26T21:32:54.924275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-11-26T21:32:54.935001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLYM'. [2025-11-26T21:32:54.935276] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-11-26T21:32:54.936059] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-11-26T21:32:54.936131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:54.936177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:54.936219] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:54.936288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:54.992568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:54.993174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:54.993267] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:54.993314] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:55.111460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:55.111576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:55.111625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:55.111692] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:55.114796] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=46.00%) [2025-11-26T21:32:55.115083] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-11-26T21:32:55.115218] [INFO ] [sig ] PLYM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:55.253334] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PLYM.txt [2025-11-26T21:32:55.253473] [INFO ] [sig ] [2550/3599] Completed PLYM in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:55.253527] [INFO ] [sig ] [2551/3599] Forecasting PM... [2025-11-26T21:32:55.253572] [INFO ] [sig ] Generating forecast for: PM [2025-11-26T21:32:55.253613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'. [2025-11-26T21:32:55.264120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PM'. [2025-11-26T21:32:55.264413] [INFO ] [FORECASTER] Starting predict_future for PM [2025-11-26T21:32:55.265207] [DEBUG] [LOCAL ] No optimal features file found for PM: ./output/feature-sets/PM.txt [2025-11-26T21:32:55.265277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:55.265323] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:55.265363] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:55.265447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:55.321214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:55.321836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:55.321929] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:55.321976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:55.442793] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:55.442927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:55.442972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:55.443017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:55.446212] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=30.82%) [2025-11-26T21:32:55.446494] [INFO ] [FORECASTER] Completed predict_future for PM [2025-11-26T21:32:55.446631] [INFO ] [sig ] PM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:55.583892] [INFO ] [LOCAL ] Saved forecast: PM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PM.txt [2025-11-26T21:32:55.584025] [INFO ] [sig ] [2551/3599] Completed PM in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:55.584083] [INFO ] [sig ] [2552/3599] Forecasting PMAX... [2025-11-26T21:32:55.584124] [INFO ] [sig ] Generating forecast for: PMAX [2025-11-26T21:32:55.584159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'. [2025-11-26T21:32:55.598097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMAX'. [2025-11-26T21:32:55.598834] [INFO ] [FORECASTER] Starting predict_future for PMAX [2025-11-26T21:32:55.599854] [DEBUG] [LOCAL ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt [2025-11-26T21:32:55.599931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:55.600002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:55.600045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:55.600115] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:55.658350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:55.659670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:55.659802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:55.659852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:55.777782] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:55.778063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:55.778124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:55.778168] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:55.782204] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=23.27%) [2025-11-26T21:32:55.782563] [INFO ] [FORECASTER] Completed predict_future for PMAX [2025-11-26T21:32:55.782752] [INFO ] [sig ] PMAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:55.928270] [INFO ] [LOCAL ] Saved forecast: PMAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMAX.txt [2025-11-26T21:32:55.928547] [INFO ] [sig ] [2552/3599] Completed PMAX in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:55.928664] [INFO ] [sig ] [2553/3599] Forecasting PML... [2025-11-26T21:32:55.928716] [INFO ] [sig ] Generating forecast for: PML [2025-11-26T21:32:55.928765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-11-26T21:32:55.940546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PML'. [2025-11-26T21:32:55.940941] [INFO ] [FORECASTER] Starting predict_future for PML [2025-11-26T21:32:55.941804] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-11-26T21:32:55.941876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:55.941925] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:55.941974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:55.942059] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:55.997603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:55.998304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:55.998407] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:55.998467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:56.116936] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:56.117097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:56.117150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:56.117203] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:56.120704] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=36.62%) [2025-11-26T21:32:56.121014] [INFO ] [FORECASTER] Completed predict_future for PML [2025-11-26T21:32:56.121160] [INFO ] [sig ] PML: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:56.260112] [INFO ] [LOCAL ] Saved forecast: PML 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PML.txt [2025-11-26T21:32:56.260258] [INFO ] [sig ] [2553/3599] Completed PML in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:56.260322] [INFO ] [sig ] [2554/3599] Forecasting PMM... [2025-11-26T21:32:56.260419] [INFO ] [sig ] Generating forecast for: PMM [2025-11-26T21:32:56.260466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-11-26T21:32:56.271038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMM'. [2025-11-26T21:32:56.271380] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-11-26T21:32:56.272204] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-11-26T21:32:56.272272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:56.272316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:56.272355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:56.272432] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:56.329786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:56.330395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:56.330488] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:56.330534] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:56.446263] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:56.446412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:56.446463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:56.446509] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:56.449833] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=21.19%) [2025-11-26T21:32:56.450132] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-11-26T21:32:56.450275] [INFO ] [sig ] PMM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:56.587599] [INFO ] [LOCAL ] Saved forecast: PMM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMM.txt [2025-11-26T21:32:56.587770] [INFO ] [sig ] [2554/3599] Completed PMM in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:56.587824] [INFO ] [sig ] [2555/3599] Forecasting PMO... [2025-11-26T21:32:56.587872] [INFO ] [sig ] Generating forecast for: PMO [2025-11-26T21:32:56.587910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-11-26T21:32:56.599039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMO'. [2025-11-26T21:32:56.599348] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-11-26T21:32:56.600153] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-11-26T21:32:56.600221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:56.600265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:56.600304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:56.600370] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:56.656449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:56.657085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:56.657185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:56.657237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:56.768925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:56.769066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:56.769115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:56.769153] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:56.772361] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=45.12%) [2025-11-26T21:32:56.772677] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-11-26T21:32:56.772835] [INFO ] [sig ] PMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:56.910297] [INFO ] [LOCAL ] Saved forecast: PMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMO.txt [2025-11-26T21:32:56.910425] [INFO ] [sig ] [2555/3599] Completed PMO in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:56.910485] [INFO ] [sig ] [2556/3599] Forecasting PMTS... [2025-11-26T21:32:56.910526] [INFO ] [sig ] Generating forecast for: PMTS [2025-11-26T21:32:56.910593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'. [2025-11-26T21:32:56.920966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMTS'. [2025-11-26T21:32:56.921332] [INFO ] [FORECASTER] Starting predict_future for PMTS [2025-11-26T21:32:56.922167] [DEBUG] [LOCAL ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt [2025-11-26T21:32:56.922239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:56.922304] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:56.922382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:56.922499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:56.978326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:56.979012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:56.979125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:56.979206] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:57.098984] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:57.099121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:57.099199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:57.099262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:57.102466] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=33.76%) [2025-11-26T21:32:57.102827] [INFO ] [FORECASTER] Completed predict_future for PMTS [2025-11-26T21:32:57.102990] [INFO ] [sig ] PMTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:57.240167] [INFO ] [LOCAL ] Saved forecast: PMTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PMTS.txt [2025-11-26T21:32:57.240315] [INFO ] [sig ] [2556/3599] Completed PMTS in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:57.240398] [INFO ] [sig ] [2557/3599] Forecasting PMVP... [2025-11-26T21:32:57.240502] [INFO ] [sig ] Generating forecast for: PMVP [2025-11-26T21:32:57.240580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'. [2025-11-26T21:32:57.251289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMVP'. [2025-11-26T21:32:57.251665] [INFO ] [FORECASTER] Starting predict_future for PMVP [2025-11-26T21:32:57.252525] [DEBUG] [LOCAL ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt [2025-11-26T21:32:57.252601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:57.252688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:57.252769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:57.252886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:57.308859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:57.309514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:57.309610] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:57.309689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:57.429419] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:57.429561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:57.429629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:57.429711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:57.433050] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=60.87%) [2025-11-26T21:32:57.433390] [INFO ] [FORECASTER] Completed predict_future for PMVP [2025-11-26T21:32:57.433585] [INFO ] [sig ] PMVP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:57.570945] [INFO ] [LOCAL ] Saved forecast: PMVP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PMVP.txt [2025-11-26T21:32:57.571102] [INFO ] [sig ] [2557/3599] Completed PMVP in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 6.0m [2025-11-26T21:32:57.571241] [INFO ] [sig ] [2558/3599] Forecasting PNC... [2025-11-26T21:32:57.571303] [INFO ] [sig ] Generating forecast for: PNC [2025-11-26T21:32:57.571365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'. [2025-11-26T21:32:57.581835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNC'. [2025-11-26T21:32:57.582145] [INFO ] [FORECASTER] Starting predict_future for PNC [2025-11-26T21:32:57.582978] [DEBUG] [LOCAL ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt [2025-11-26T21:32:57.583047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:57.583093] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:57.583132] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:57.583198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:57.639198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:57.639826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:57.639924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:57.639966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:57.762152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:57.762283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:57.762333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:57.762379] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:57.765731] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=9.14%) [2025-11-26T21:32:57.766024] [INFO ] [FORECASTER] Completed predict_future for PNC [2025-11-26T21:32:57.766169] [INFO ] [sig ] PNC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:57.904782] [INFO ] [LOCAL ] Saved forecast: PNC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNC.txt [2025-11-26T21:32:57.904910] [INFO ] [sig ] [2558/3599] Completed PNC in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:57.904967] [INFO ] [sig ] [2559/3599] Forecasting PNFP... [2025-11-26T21:32:57.905012] [INFO ] [sig ] Generating forecast for: PNFP [2025-11-26T21:32:57.905055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'. [2025-11-26T21:32:57.915478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNFP'. [2025-11-26T21:32:57.915789] [INFO ] [FORECASTER] Starting predict_future for PNFP [2025-11-26T21:32:57.916537] [DEBUG] [LOCAL ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt [2025-11-26T21:32:57.916608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:57.916679] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:57.916723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:57.916791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:57.973816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:57.974442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:57.974543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:57.974593] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:58.093566] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:58.093727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:58.093773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:58.093827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:58.097116] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=15.88%) [2025-11-26T21:32:58.097433] [INFO ] [FORECASTER] Completed predict_future for PNFP [2025-11-26T21:32:58.097583] [INFO ] [sig ] PNFP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:58.238717] [INFO ] [LOCAL ] Saved forecast: PNFP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNFP.txt [2025-11-26T21:32:58.238873] [INFO ] [sig ] [2559/3599] Completed PNFP in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:58.238933] [INFO ] [sig ] [2560/3599] Forecasting PNI... [2025-11-26T21:32:58.238979] [INFO ] [sig ] Generating forecast for: PNI [2025-11-26T21:32:58.239026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-11-26T21:32:58.252312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNI'. [2025-11-26T21:32:58.253204] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-11-26T21:32:58.254812] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-11-26T21:32:58.254908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:58.254959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:58.255021] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:58.255097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:58.315162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:58.316328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:58.316453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:58.316503] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:58.433288] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:58.433624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:58.433744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:58.433817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:58.438345] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=18.60%) [2025-11-26T21:32:58.438838] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-11-26T21:32:58.439027] [INFO ] [sig ] PNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:58.610598] [INFO ] [LOCAL ] Saved forecast: PNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNI.txt [2025-11-26T21:32:58.610863] [INFO ] [sig ] [2560/3599] Completed PNI in 0.4s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:58.610924] [INFO ] [sig ] [2561/3599] Forecasting PNQI... [2025-11-26T21:32:58.611014] [INFO ] [sig ] Generating forecast for: PNQI [2025-11-26T21:32:58.611056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'. [2025-11-26T21:32:58.623218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNQI'. [2025-11-26T21:32:58.623600] [INFO ] [FORECASTER] Starting predict_future for PNQI [2025-11-26T21:32:58.624446] [DEBUG] [LOCAL ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt [2025-11-26T21:32:58.624518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:58.624564] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:58.624606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:58.624694] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:58.680413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:58.681062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:58.681178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:58.681225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:58.803035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:58.803234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:58.803289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:58.803331] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:58.806866] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-11-26T21:32:58.807169] [INFO ] [FORECASTER] Completed predict_future for PNQI [2025-11-26T21:32:58.807314] [INFO ] [sig ] PNQI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:58.948922] [INFO ] [LOCAL ] Saved forecast: PNQI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNQI.txt [2025-11-26T21:32:58.949131] [INFO ] [sig ] [2561/3599] Completed PNQI in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:58.949239] [INFO ] [sig ] [2562/3599] Forecasting PNRG... [2025-11-26T21:32:58.949305] [INFO ] [sig ] Generating forecast for: PNRG [2025-11-26T21:32:58.949365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'. [2025-11-26T21:32:58.960887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNRG'. [2025-11-26T21:32:58.961283] [INFO ] [FORECASTER] Starting predict_future for PNRG [2025-11-26T21:32:58.962087] [DEBUG] [LOCAL ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt [2025-11-26T21:32:58.962159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:58.962205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:58.962246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:58.962317] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:59.018734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:59.019565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:59.019687] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:59.019739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:59.133387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:59.133507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:59.133558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:59.133600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:59.136799] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=18.88%) [2025-11-26T21:32:59.137083] [INFO ] [FORECASTER] Completed predict_future for PNRG [2025-11-26T21:32:59.137218] [INFO ] [sig ] PNRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:32:59.276258] [INFO ] [LOCAL ] Saved forecast: PNRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PNRG.txt [2025-11-26T21:32:59.276415] [INFO ] [sig ] [2562/3599] Completed PNRG in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:59.276465] [INFO ] [sig ] [2563/3599] Forecasting PNTG... [2025-11-26T21:32:59.276501] [INFO ] [sig ] Generating forecast for: PNTG [2025-11-26T21:32:59.276560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'. [2025-11-26T21:32:59.286763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNTG'. [2025-11-26T21:32:59.287044] [INFO ] [FORECASTER] Starting predict_future for PNTG [2025-11-26T21:32:59.287861] [DEBUG] [LOCAL ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt [2025-11-26T21:32:59.287932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:59.287991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:59.288034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:59.288102] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:59.343499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:59.344122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:59.344222] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:59.344268] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:59.460929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:59.461083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:59.461142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:59.461185] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:59.464456] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=67.21%) [2025-11-26T21:32:59.464760] [INFO ] [FORECASTER] Completed predict_future for PNTG [2025-11-26T21:32:59.464904] [INFO ] [sig ] PNTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:59.606000] [INFO ] [LOCAL ] Saved forecast: PNTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PNTG.txt [2025-11-26T21:32:59.606160] [INFO ] [sig ] [2563/3599] Completed PNTG in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:59.606224] [INFO ] [sig ] [2564/3599] Forecasting POAI... [2025-11-26T21:32:59.606287] [INFO ] [sig ] Generating forecast for: POAI [2025-11-26T21:32:59.606326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'. [2025-11-26T21:32:59.616656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POAI'. [2025-11-26T21:32:59.616951] [INFO ] [FORECASTER] Starting predict_future for POAI [2025-11-26T21:32:59.617769] [DEBUG] [LOCAL ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt [2025-11-26T21:32:59.617837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:59.617881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:59.617920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:59.617987] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:32:59.675740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:32:59.676407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:32:59.676499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:32:59.676538] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:32:59.790833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:32:59.790971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:32:59.791021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:32:59.791060] [INFO ] [FORECASTER] Training complete [2025-11-26T21:32:59.794312] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: UP (p=94.05%) [2025-11-26T21:32:59.794603] [INFO ] [FORECASTER] Completed predict_future for POAI [2025-11-26T21:32:59.794779] [INFO ] [sig ] POAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:32:59.933918] [INFO ] [LOCAL ] Saved forecast: POAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POAI.txt [2025-11-26T21:32:59.934044] [INFO ] [sig ] [2564/3599] Completed POAI in 0.3s | 2.92 sym/s | Total: 14.6m | ETA: 5.9m [2025-11-26T21:32:59.934093] [INFO ] [sig ] [2565/3599] Forecasting PODD... [2025-11-26T21:32:59.934132] [INFO ] [sig ] Generating forecast for: PODD [2025-11-26T21:32:59.934168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'. [2025-11-26T21:32:59.944470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PODD'. [2025-11-26T21:32:59.944851] [INFO ] [FORECASTER] Starting predict_future for PODD [2025-11-26T21:32:59.945721] [DEBUG] [LOCAL ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt [2025-11-26T21:32:59.945796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:32:59.945862] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:32:59.945947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:32:59.946062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:00.002982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:00.003658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:00.003753] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:00.003812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:00.142971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:00.143235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:00.143297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:00.143341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:00.147695] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: DOWN (p=29.61%) [2025-11-26T21:33:00.148082] [INFO ] [FORECASTER] Completed predict_future for PODD [2025-11-26T21:33:00.148269] [INFO ] [sig ] PODD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:00.304067] [INFO ] [LOCAL ] Saved forecast: PODD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PODD.txt [2025-11-26T21:33:00.304327] [INFO ] [sig ] [2565/3599] Completed PODD in 0.4s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:00.304391] [INFO ] [sig ] [2566/3599] Forecasting POOL... [2025-11-26T21:33:00.304440] [INFO ] [sig ] Generating forecast for: POOL [2025-11-26T21:33:00.304486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'. [2025-11-26T21:33:00.316802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POOL'. [2025-11-26T21:33:00.317363] [INFO ] [FORECASTER] Starting predict_future for POOL [2025-11-26T21:33:00.318319] [DEBUG] [LOCAL ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt [2025-11-26T21:33:00.318393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:00.318442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:00.318485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:00.318557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:00.377635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:00.378790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:00.378930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:00.378989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:00.501283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:00.501538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:00.501595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:00.501661] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:00.505447] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=55.75%) [2025-11-26T21:33:00.505797] [INFO ] [FORECASTER] Completed predict_future for POOL [2025-11-26T21:33:00.505951] [INFO ] [sig ] POOL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:00.662959] [INFO ] [LOCAL ] Saved forecast: POOL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POOL.txt [2025-11-26T21:33:00.663224] [INFO ] [sig ] [2566/3599] Completed POOL in 0.4s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:00.663316] [INFO ] [sig ] [2567/3599] Forecasting POWI... [2025-11-26T21:33:00.663368] [INFO ] [sig ] Generating forecast for: POWI [2025-11-26T21:33:00.663429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'. [2025-11-26T21:33:00.675073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWI'. [2025-11-26T21:33:00.675505] [INFO ] [FORECASTER] Starting predict_future for POWI [2025-11-26T21:33:00.676366] [DEBUG] [LOCAL ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt [2025-11-26T21:33:00.676446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:00.676514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:00.676579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:00.676701] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:00.734331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:00.735231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:00.735355] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:00.735431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:00.854269] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:00.854436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:00.854507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:00.854574] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:00.858088] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=90.64%) [2025-11-26T21:33:00.858412] [INFO ] [FORECASTER] Completed predict_future for POWI [2025-11-26T21:33:00.858589] [INFO ] [sig ] POWI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:00.999125] [INFO ] [LOCAL ] Saved forecast: POWI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POWI.txt [2025-11-26T21:33:00.999302] [INFO ] [sig ] [2567/3599] Completed POWI in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:00.999381] [INFO ] [sig ] [2568/3599] Forecasting POWL... [2025-11-26T21:33:00.999466] [INFO ] [sig ] Generating forecast for: POWL [2025-11-26T21:33:00.999528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'. [2025-11-26T21:33:01.009669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWL'. [2025-11-26T21:33:01.010009] [INFO ] [FORECASTER] Starting predict_future for POWL [2025-11-26T21:33:01.010853] [DEBUG] [LOCAL ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt [2025-11-26T21:33:01.010932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:01.010993] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:01.011051] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:01.011147] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:01.068686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:01.069711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:01.069895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:01.069948] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:01.196531] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:01.196797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:01.196869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:01.196916] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:01.203601] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=55.90%) [2025-11-26T21:33:01.204100] [INFO ] [FORECASTER] Completed predict_future for POWL [2025-11-26T21:33:01.204312] [INFO ] [sig ] POWL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:01.346421] [INFO ] [LOCAL ] Saved forecast: POWL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/POWL.txt [2025-11-26T21:33:01.346614] [INFO ] [sig ] [2568/3599] Completed POWL in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:01.346692] [INFO ] [sig ] [2569/3599] Forecasting PPC... [2025-11-26T21:33:01.346735] [INFO ] [sig ] Generating forecast for: PPC [2025-11-26T21:33:01.346802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'. [2025-11-26T21:33:01.358321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPC'. [2025-11-26T21:33:01.358813] [INFO ] [FORECASTER] Starting predict_future for PPC [2025-11-26T21:33:01.359674] [DEBUG] [LOCAL ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt [2025-11-26T21:33:01.359746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:01.359791] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:01.359831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:01.359899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:01.418776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:01.419719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:01.419820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:01.419866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:01.543144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:01.543366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:01.543422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:01.543467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:01.547048] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=24.77%) [2025-11-26T21:33:01.547478] [INFO ] [FORECASTER] Completed predict_future for PPC [2025-11-26T21:33:01.547664] [INFO ] [sig ] PPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:01.691359] [INFO ] [LOCAL ] Saved forecast: PPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPC.txt [2025-11-26T21:33:01.691542] [INFO ] [sig ] [2569/3599] Completed PPC in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:01.691597] [INFO ] [sig ] [2570/3599] Forecasting PPG... [2025-11-26T21:33:01.691635] [INFO ] [sig ] Generating forecast for: PPG [2025-11-26T21:33:01.691728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-11-26T21:33:01.702437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPG'. [2025-11-26T21:33:01.702768] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-11-26T21:33:01.703532] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-11-26T21:33:01.703602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:01.703668] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:01.703713] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:01.703781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:01.761293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:01.761977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:01.762074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:01.762122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:01.886381] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:01.886566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:01.886619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:01.886703] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:01.890288] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=10.98%) [2025-11-26T21:33:01.890593] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-11-26T21:33:01.890762] [INFO ] [sig ] PPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:02.032962] [INFO ] [LOCAL ] Saved forecast: PPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPG.txt [2025-11-26T21:33:02.033132] [INFO ] [sig ] [2570/3599] Completed PPG in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:02.033206] [INFO ] [sig ] [2571/3599] Forecasting PPH... [2025-11-26T21:33:02.033254] [INFO ] [sig ] Generating forecast for: PPH [2025-11-26T21:33:02.033297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'. [2025-11-26T21:33:02.043191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPH'. [2025-11-26T21:33:02.043506] [INFO ] [FORECASTER] Starting predict_future for PPH [2025-11-26T21:33:02.044292] [DEBUG] [LOCAL ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt [2025-11-26T21:33:02.044362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:02.044408] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:02.044447] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:02.044514] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:02.102350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:02.103280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:02.103389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:02.103437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:02.223439] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:02.223623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:02.223697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:02.223742] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:02.227307] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=82.63%) [2025-11-26T21:33:02.227621] [INFO ] [FORECASTER] Completed predict_future for PPH [2025-11-26T21:33:02.227785] [INFO ] [sig ] PPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:02.370944] [INFO ] [LOCAL ] Saved forecast: PPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PPH.txt [2025-11-26T21:33:02.371117] [INFO ] [sig ] [2571/3599] Completed PPH in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:02.371187] [INFO ] [sig ] [2572/3599] Forecasting PPIH... [2025-11-26T21:33:02.371241] [INFO ] [sig ] Generating forecast for: PPIH [2025-11-26T21:33:02.371294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'. [2025-11-26T21:33:02.381791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPIH'. [2025-11-26T21:33:02.382112] [INFO ] [FORECASTER] Starting predict_future for PPIH [2025-11-26T21:33:02.382964] [DEBUG] [LOCAL ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt [2025-11-26T21:33:02.383034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:02.383084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:02.383128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:02.383198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:02.441269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:02.441971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:02.442071] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:02.442113] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:02.561292] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:02.561485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:02.561556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:02.561600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:02.565456] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=45.89%) [2025-11-26T21:33:02.565765] [INFO ] [FORECASTER] Completed predict_future for PPIH [2025-11-26T21:33:02.565901] [INFO ] [sig ] PPIH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:02.709902] [INFO ] [LOCAL ] Saved forecast: PPIH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPIH.txt [2025-11-26T21:33:02.710085] [INFO ] [sig ] [2572/3599] Completed PPIH in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:02.710163] [INFO ] [sig ] [2573/3599] Forecasting PPL... [2025-11-26T21:33:02.710204] [INFO ] [sig ] Generating forecast for: PPL [2025-11-26T21:33:02.710241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'. [2025-11-26T21:33:02.721230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPL'. [2025-11-26T21:33:02.721618] [INFO ] [FORECASTER] Starting predict_future for PPL [2025-11-26T21:33:02.722416] [DEBUG] [LOCAL ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt [2025-11-26T21:33:02.722487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:02.722534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:02.722576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:02.722665] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:02.783705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:02.784449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:02.784557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:02.784605] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:02.907967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:02.908152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:02.908197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:02.908241] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:02.911543] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=96.04%) [2025-11-26T21:33:02.911844] [INFO ] [FORECASTER] Completed predict_future for PPL [2025-11-26T21:33:02.911979] [INFO ] [sig ] PPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:03.056317] [INFO ] [LOCAL ] Saved forecast: PPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PPL.txt [2025-11-26T21:33:03.056466] [INFO ] [sig ] [2573/3599] Completed PPL in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:03.056515] [INFO ] [sig ] [2574/3599] Forecasting PPSI... [2025-11-26T21:33:03.056559] [INFO ] [sig ] Generating forecast for: PPSI [2025-11-26T21:33:03.056620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'. [2025-11-26T21:33:03.066604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPSI'. [2025-11-26T21:33:03.066935] [INFO ] [FORECASTER] Starting predict_future for PPSI [2025-11-26T21:33:03.067730] [DEBUG] [LOCAL ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt [2025-11-26T21:33:03.067801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:03.067847] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:03.067885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:03.067966] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:03.124768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:03.125633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:03.125771] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:03.125818] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:03.246261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:03.246459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:03.246514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:03.246550] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:03.250036] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-11-26T21:33:03.250368] [INFO ] [FORECASTER] Completed predict_future for PPSI [2025-11-26T21:33:03.250514] [INFO ] [sig ] PPSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:03.391464] [INFO ] [LOCAL ] Saved forecast: PPSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPSI.txt [2025-11-26T21:33:03.391633] [INFO ] [sig ] [2574/3599] Completed PPSI in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:03.391705] [INFO ] [sig ] [2575/3599] Forecasting PPTA... [2025-11-26T21:33:03.391770] [INFO ] [sig ] Generating forecast for: PPTA [2025-11-26T21:33:03.391810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'. [2025-11-26T21:33:03.402759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPTA'. [2025-11-26T21:33:03.403130] [INFO ] [FORECASTER] Starting predict_future for PPTA [2025-11-26T21:33:03.403941] [DEBUG] [LOCAL ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt [2025-11-26T21:33:03.404018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:03.404067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:03.404107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:03.404181] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:03.460856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:03.461724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:03.461827] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:03.461876] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:03.583120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:03.583341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:03.583394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:03.583437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:03.586784] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=23.56%) [2025-11-26T21:33:03.587068] [INFO ] [FORECASTER] Completed predict_future for PPTA [2025-11-26T21:33:03.587209] [INFO ] [sig ] PPTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:03.728694] [INFO ] [LOCAL ] Saved forecast: PPTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PPTA.txt [2025-11-26T21:33:03.728879] [INFO ] [sig ] [2575/3599] Completed PPTA in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.9m [2025-11-26T21:33:03.728935] [INFO ] [sig ] [2576/3599] Forecasting PRA... [2025-11-26T21:33:03.728977] [INFO ] [sig ] Generating forecast for: PRA [2025-11-26T21:33:03.729038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-11-26T21:33:03.740208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRA'. [2025-11-26T21:33:03.740596] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-11-26T21:33:03.741469] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-11-26T21:33:03.741566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:03.741653] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:03.741724] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:03.741814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:03.799241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:03.799929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:03.800022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:03.800068] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:03.914323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:03.914519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:03.914595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:03.914695] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:03.918161] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-11-26T21:33:03.918509] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-11-26T21:33:03.918707] [INFO ] [sig ] PRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:04.062240] [INFO ] [LOCAL ] Saved forecast: PRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRA.txt [2025-11-26T21:33:04.062443] [INFO ] [sig ] [2576/3599] Completed PRA in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.8m [2025-11-26T21:33:04.062516] [INFO ] [sig ] [2577/3599] Forecasting PRAA... [2025-11-26T21:33:04.062574] [INFO ] [sig ] Generating forecast for: PRAA [2025-11-26T21:33:04.062693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'. [2025-11-26T21:33:04.073275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAA'. [2025-11-26T21:33:04.073694] [INFO ] [FORECASTER] Starting predict_future for PRAA [2025-11-26T21:33:04.074723] [DEBUG] [LOCAL ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt [2025-11-26T21:33:04.074811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:04.074869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:04.074915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:04.074990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:04.132448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:04.133314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:04.133423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:04.133493] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:04.251925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:04.252072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:04.252147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:04.252214] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:04.255613] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=82.09%) [2025-11-26T21:33:04.255957] [INFO ] [FORECASTER] Completed predict_future for PRAA [2025-11-26T21:33:04.256125] [INFO ] [sig ] PRAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:04.401462] [INFO ] [LOCAL ] Saved forecast: PRAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRAA.txt [2025-11-26T21:33:04.401664] [INFO ] [sig ] [2577/3599] Completed PRAA in 0.3s | 2.92 sym/s | Total: 14.7m | ETA: 5.8m [2025-11-26T21:33:04.401739] [INFO ] [sig ] [2578/3599] Forecasting PRAX... [2025-11-26T21:33:04.401830] [INFO ] [sig ] Generating forecast for: PRAX [2025-11-26T21:33:04.401900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'. [2025-11-26T21:33:04.412593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAX'. [2025-11-26T21:33:04.412966] [INFO ] [FORECASTER] Starting predict_future for PRAX [2025-11-26T21:33:04.413827] [DEBUG] [LOCAL ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt [2025-11-26T21:33:04.413906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:04.413973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:04.414033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:04.414135] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:04.473481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:04.474416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:04.474523] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:04.474570] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:04.611403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:04.611598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:04.611680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:04.611734] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:04.615829] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=78.27%) [2025-11-26T21:33:04.616148] [INFO ] [FORECASTER] Completed predict_future for PRAX [2025-11-26T21:33:04.616299] [INFO ] [sig ] PRAX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:04.781753] [INFO ] [LOCAL ] Saved forecast: PRAX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRAX.txt [2025-11-26T21:33:04.782035] [INFO ] [sig ] [2578/3599] Completed PRAX in 0.4s | 2.92 sym/s | Total: 14.7m | ETA: 5.8m [2025-11-26T21:33:04.782116] [INFO ] [sig ] [2579/3599] Forecasting PRCH... [2025-11-26T21:33:04.782179] [INFO ] [sig ] Generating forecast for: PRCH [2025-11-26T21:33:04.782245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'. [2025-11-26T21:33:04.796853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRCH'. [2025-11-26T21:33:04.797316] [INFO ] [FORECASTER] Starting predict_future for PRCH [2025-11-26T21:33:04.798382] [DEBUG] [LOCAL ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt [2025-11-26T21:33:04.798468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:04.798529] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:04.798576] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:04.798693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:04.886050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:04.887197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:04.887327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:04.887380] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:05.043712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:05.043920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:05.043981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:05.044030] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:05.048272] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=48.62%) [2025-11-26T21:33:05.048715] [INFO ] [FORECASTER] Completed predict_future for PRCH [2025-11-26T21:33:05.048900] [INFO ] [sig ] PRCH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:05.272120] [INFO ] [LOCAL ] Saved forecast: PRCH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRCH.txt [2025-11-26T21:33:05.272379] [INFO ] [sig ] [2579/3599] Completed PRCH in 0.5s | 2.92 sym/s | Total: 14.7m | ETA: 5.8m [2025-11-26T21:33:05.272456] [INFO ] [sig ] [2580/3599] Forecasting PRDO... [2025-11-26T21:33:05.272543] [INFO ] [sig ] Generating forecast for: PRDO [2025-11-26T21:33:05.272598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'. [2025-11-26T21:33:05.291532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRDO'. [2025-11-26T21:33:05.292115] [INFO ] [FORECASTER] Starting predict_future for PRDO [2025-11-26T21:33:05.293335] [DEBUG] [LOCAL ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt [2025-11-26T21:33:05.293452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:05.293510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:05.293560] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:05.293685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:05.371278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:05.372418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:05.372571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:05.372630] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:05.544295] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:05.544540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:05.544610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:05.544687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:05.548597] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=84.98%) [2025-11-26T21:33:05.549071] [INFO ] [FORECASTER] Completed predict_future for PRDO [2025-11-26T21:33:05.549268] [INFO ] [sig ] PRDO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:05.753445] [INFO ] [LOCAL ] Saved forecast: PRDO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRDO.txt [2025-11-26T21:33:05.753662] [INFO ] [sig ] [2580/3599] Completed PRDO in 0.5s | 2.92 sym/s | Total: 14.7m | ETA: 5.8m [2025-11-26T21:33:05.753738] [INFO ] [sig ] [2581/3599] Forecasting PRFZ... [2025-11-26T21:33:05.753787] [INFO ] [sig ] Generating forecast for: PRFZ [2025-11-26T21:33:05.753830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'. [2025-11-26T21:33:05.764462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'. [2025-11-26T21:33:05.764917] [INFO ] [FORECASTER] Starting predict_future for PRFZ [2025-11-26T21:33:05.765761] [DEBUG] [LOCAL ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt [2025-11-26T21:33:05.765833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:05.765878] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:05.765918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:05.765986] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:05.827004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:05.828035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:05.828143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:05.828191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:05.954674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:05.954866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:05.954935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:05.954981] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:05.958851] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=19.88%) [2025-11-26T21:33:05.959175] [INFO ] [FORECASTER] Completed predict_future for PRFZ [2025-11-26T21:33:05.959319] [INFO ] [sig ] PRFZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:06.098458] [INFO ] [LOCAL ] Saved forecast: PRFZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRFZ.txt [2025-11-26T21:33:06.098614] [INFO ] [sig ] [2581/3599] Completed PRFZ in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:06.098706] [INFO ] [sig ] [2582/3599] Forecasting PRG... [2025-11-26T21:33:06.098752] [INFO ] [sig ] Generating forecast for: PRG [2025-11-26T21:33:06.098796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-11-26T21:33:06.108979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRG'. [2025-11-26T21:33:06.109266] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-11-26T21:33:06.110050] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-11-26T21:33:06.110120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:06.110170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:06.110210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:06.110281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:06.167311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:06.168007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:06.168104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:06.168151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:06.284988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:06.285177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:06.285229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:06.285272] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:06.288618] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=41.78%) [2025-11-26T21:33:06.288926] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-11-26T21:33:06.289066] [INFO ] [sig ] PRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:06.429293] [INFO ] [LOCAL ] Saved forecast: PRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRG.txt [2025-11-26T21:33:06.429442] [INFO ] [sig ] [2582/3599] Completed PRG in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:06.429495] [INFO ] [sig ] [2583/3599] Forecasting PRGO... [2025-11-26T21:33:06.429545] [INFO ] [sig ] Generating forecast for: PRGO [2025-11-26T21:33:06.429586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-11-26T21:33:06.439930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGO'. [2025-11-26T21:33:06.440237] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-11-26T21:33:06.441020] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-11-26T21:33:06.441090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:06.441135] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:06.441174] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:06.441244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:06.498249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:06.499076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:06.499174] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:06.499226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:06.617588] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:06.617791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:06.617846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:06.617890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:06.621223] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=15.01%) [2025-11-26T21:33:06.621521] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-11-26T21:33:06.621687] [INFO ] [sig ] PRGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:06.761505] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRGO.txt [2025-11-26T21:33:06.761670] [INFO ] [sig ] [2583/3599] Completed PRGO in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:06.761725] [INFO ] [sig ] [2584/3599] Forecasting PRGS... [2025-11-26T21:33:06.761768] [INFO ] [sig ] Generating forecast for: PRGS [2025-11-26T21:33:06.761828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'. [2025-11-26T21:33:06.772134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGS'. [2025-11-26T21:33:06.772456] [INFO ] [FORECASTER] Starting predict_future for PRGS [2025-11-26T21:33:06.773272] [DEBUG] [LOCAL ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt [2025-11-26T21:33:06.773344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:06.773390] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:06.773431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:06.773500] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:06.830356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:06.831000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:06.831093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:06.831139] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:06.951219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:06.951390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:06.951441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:06.951482] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:06.954863] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: UP (p=96.00%) [2025-11-26T21:33:06.955149] [INFO ] [FORECASTER] Completed predict_future for PRGS [2025-11-26T21:33:06.955291] [INFO ] [sig ] PRGS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:07.097031] [INFO ] [LOCAL ] Saved forecast: PRGS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRGS.txt [2025-11-26T21:33:07.097179] [INFO ] [sig ] [2584/3599] Completed PRGS in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:07.097232] [INFO ] [sig ] [2585/3599] Forecasting PRH... [2025-11-26T21:33:07.097275] [INFO ] [sig ] Generating forecast for: PRH [2025-11-26T21:33:07.097336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-11-26T21:33:07.110569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRH'. [2025-11-26T21:33:07.111212] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-11-26T21:33:07.112180] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-11-26T21:33:07.112257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:07.112308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:07.112352] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:07.112425] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:07.171802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:07.173040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:07.173174] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:07.173229] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:07.298401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:07.298699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:07.298762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:07.298808] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:07.302755] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=65.91%) [2025-11-26T21:33:07.303091] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-11-26T21:33:07.303252] [INFO ] [sig ] PRH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:07.446460] [INFO ] [LOCAL ] Saved forecast: PRH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRH.txt [2025-11-26T21:33:07.446735] [INFO ] [sig ] [2585/3599] Completed PRH in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:07.446811] [INFO ] [sig ] [2586/3599] Forecasting PRI... [2025-11-26T21:33:07.446858] [INFO ] [sig ] Generating forecast for: PRI [2025-11-26T21:33:07.446907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-11-26T21:33:07.458933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRI'. [2025-11-26T21:33:07.459387] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-11-26T21:33:07.460239] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-11-26T21:33:07.460310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:07.460355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:07.460394] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:07.460460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:07.518088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:07.519048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:07.519153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:07.519200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:07.634035] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:07.634208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:07.634261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:07.634309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:07.637696] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=68.35%) [2025-11-26T21:33:07.637991] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-11-26T21:33:07.638131] [INFO ] [sig ] PRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:07.778845] [INFO ] [LOCAL ] Saved forecast: PRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRI.txt [2025-11-26T21:33:07.779010] [INFO ] [sig ] [2586/3599] Completed PRI in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:07.779065] [INFO ] [sig ] [2587/3599] Forecasting PRIM... [2025-11-26T21:33:07.779130] [INFO ] [sig ] Generating forecast for: PRIM [2025-11-26T21:33:07.779170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-11-26T21:33:07.789685] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRIM'. [2025-11-26T21:33:07.790000] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-11-26T21:33:07.790879] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-11-26T21:33:07.790951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:07.791010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:07.791052] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:07.791120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:07.849704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:07.850442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:07.850542] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:07.850591] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:07.974706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:07.974881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:07.974938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:07.974978] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:07.978552] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=80.46%) [2025-11-26T21:33:07.978874] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-11-26T21:33:07.979026] [INFO ] [sig ] PRIM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:08.125077] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRIM.txt [2025-11-26T21:33:08.125316] [INFO ] [sig ] [2587/3599] Completed PRIM in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:08.125435] [INFO ] [sig ] [2588/3599] Forecasting PRLB... [2025-11-26T21:33:08.125503] [INFO ] [sig ] Generating forecast for: PRLB [2025-11-26T21:33:08.125570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-11-26T21:33:08.136971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRLB'. [2025-11-26T21:33:08.137438] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-11-26T21:33:08.138374] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-11-26T21:33:08.138465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:08.138512] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:08.138553] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:08.138622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:08.196580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:08.197458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:08.197557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:08.197604] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:08.324347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:08.324531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:08.324584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:08.324626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:08.328162] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-11-26T21:33:08.328480] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-11-26T21:33:08.328633] [INFO ] [sig ] PRLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:08.468027] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRLB.txt [2025-11-26T21:33:08.468195] [INFO ] [sig ] [2588/3599] Completed PRLB in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:08.468248] [INFO ] [sig ] [2589/3599] Forecasting PRM... [2025-11-26T21:33:08.468292] [INFO ] [sig ] Generating forecast for: PRM [2025-11-26T21:33:08.468335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-11-26T21:33:08.478711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRM'. [2025-11-26T21:33:08.479055] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-11-26T21:33:08.479853] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-11-26T21:33:08.479920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:08.479964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:08.480002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:08.480069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:08.535968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:08.536681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:08.536778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:08.536823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:08.659762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:08.659954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:08.660020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:08.660082] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:08.663904] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=89.44%) [2025-11-26T21:33:08.664251] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-11-26T21:33:08.664407] [INFO ] [sig ] PRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:08.809744] [INFO ] [LOCAL ] Saved forecast: PRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRM.txt [2025-11-26T21:33:08.809908] [INFO ] [sig ] [2589/3599] Completed PRM in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:08.809964] [INFO ] [sig ] [2590/3599] Forecasting PRME... [2025-11-26T21:33:08.810006] [INFO ] [sig ] Generating forecast for: PRME [2025-11-26T21:33:08.810067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'. [2025-11-26T21:33:08.820444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRME'. [2025-11-26T21:33:08.820921] [INFO ] [FORECASTER] Starting predict_future for PRME [2025-11-26T21:33:08.821790] [DEBUG] [LOCAL ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt [2025-11-26T21:33:08.821860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:08.821917] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:08.821965] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:08.822048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:08.882525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:08.883465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:08.883581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:08.883632] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:09.007763] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:09.007978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:09.008042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:09.008124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:09.011835] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-11-26T21:33:09.012234] [INFO ] [FORECASTER] Completed predict_future for PRME [2025-11-26T21:33:09.012409] [INFO ] [sig ] PRME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:09.157976] [INFO ] [LOCAL ] Saved forecast: PRME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRME.txt [2025-11-26T21:33:09.158162] [INFO ] [sig ] [2590/3599] Completed PRME in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:09.158226] [INFO ] [sig ] [2591/3599] Forecasting PRN... [2025-11-26T21:33:09.158338] [INFO ] [sig ] Generating forecast for: PRN [2025-11-26T21:33:09.158413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'. [2025-11-26T21:33:09.169729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRN'. [2025-11-26T21:33:09.170064] [INFO ] [FORECASTER] Starting predict_future for PRN [2025-11-26T21:33:09.170910] [DEBUG] [LOCAL ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt [2025-11-26T21:33:09.170981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:09.171028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:09.171067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:09.171134] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:09.229067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:09.229991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:09.230089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:09.230135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:09.353924] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:09.354119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:09.354174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:09.354217] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:09.357895] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=68.03%) [2025-11-26T21:33:09.358202] [INFO ] [FORECASTER] Completed predict_future for PRN [2025-11-26T21:33:09.358346] [INFO ] [sig ] PRN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:09.502440] [INFO ] [LOCAL ] Saved forecast: PRN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRN.txt [2025-11-26T21:33:09.502620] [INFO ] [sig ] [2591/3599] Completed PRN in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:09.502726] [INFO ] [sig ] [2592/3599] Forecasting PRO... [2025-11-26T21:33:09.502790] [INFO ] [sig ] Generating forecast for: PRO [2025-11-26T21:33:09.502828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-11-26T21:33:09.513392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRO'. [2025-11-26T21:33:09.513730] [INFO ] [FORECASTER] Starting predict_future for PRO [2025-11-26T21:33:09.514493] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-11-26T21:33:09.514561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:09.514604] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:09.514665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:09.514735] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:09.571421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:09.572299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:09.572406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:09.572453] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:09.695052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:09.695242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:09.695293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:09.695328] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:09.698718] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=36.49%) [2025-11-26T21:33:09.699036] [INFO ] [FORECASTER] Completed predict_future for PRO [2025-11-26T21:33:09.699210] [INFO ] [sig ] PRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:09.839460] [INFO ] [LOCAL ] Saved forecast: PRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRO.txt [2025-11-26T21:33:09.839677] [INFO ] [sig ] [2592/3599] Completed PRO in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.8m [2025-11-26T21:33:09.839758] [INFO ] [sig ] [2593/3599] Forecasting PROF... [2025-11-26T21:33:09.839801] [INFO ] [sig ] Generating forecast for: PROF [2025-11-26T21:33:09.839842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'. [2025-11-26T21:33:09.851066] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROF'. [2025-11-26T21:33:09.851499] [INFO ] [FORECASTER] Starting predict_future for PROF [2025-11-26T21:33:09.852320] [DEBUG] [LOCAL ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt [2025-11-26T21:33:09.852393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:09.852441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:09.852484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:09.852554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:09.908913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:09.909798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:09.909898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:09.909947] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:10.025448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:10.025670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:10.025727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:10.025770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:10.029189] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: UP (p=65.02%) [2025-11-26T21:33:10.029514] [INFO ] [FORECASTER] Completed predict_future for PROF [2025-11-26T21:33:10.029687] [INFO ] [sig ] PROF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:10.170331] [INFO ] [LOCAL ] Saved forecast: PROF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PROF.txt [2025-11-26T21:33:10.170522] [INFO ] [sig ] [2593/3599] Completed PROF in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.7m [2025-11-26T21:33:10.170577] [INFO ] [sig ] [2594/3599] Forecasting PROK... [2025-11-26T21:33:10.170666] [INFO ] [sig ] Generating forecast for: PROK [2025-11-26T21:33:10.170714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'. [2025-11-26T21:33:10.181219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROK'. [2025-11-26T21:33:10.181538] [INFO ] [FORECASTER] Starting predict_future for PROK [2025-11-26T21:33:10.182319] [DEBUG] [LOCAL ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt [2025-11-26T21:33:10.182393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:10.182439] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:10.182481] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:10.182548] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:10.241037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:10.241944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:10.242048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:10.242099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:10.361410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:10.361596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:10.361665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:10.361731] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:10.365064] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=87.58%) [2025-11-26T21:33:10.365348] [INFO ] [FORECASTER] Completed predict_future for PROK [2025-11-26T21:33:10.365485] [INFO ] [sig ] PROK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:10.510893] [INFO ] [LOCAL ] Saved forecast: PROK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PROK.txt [2025-11-26T21:33:10.511093] [INFO ] [sig ] [2594/3599] Completed PROK in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.7m [2025-11-26T21:33:10.511180] [INFO ] [sig ] [2595/3599] Forecasting PRTA... [2025-11-26T21:33:10.511231] [INFO ] [sig ] Generating forecast for: PRTA [2025-11-26T21:33:10.511277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'. [2025-11-26T21:33:10.522226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTA'. [2025-11-26T21:33:10.522668] [INFO ] [FORECASTER] Starting predict_future for PRTA [2025-11-26T21:33:10.523503] [DEBUG] [LOCAL ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt [2025-11-26T21:33:10.523576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:10.523634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:10.523705] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:10.523791] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:10.580269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:10.581174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:10.581283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:10.581344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:10.717528] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:10.717750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:10.717810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:10.717870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:10.721508] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=2.54%) [2025-11-26T21:33:10.721938] [INFO ] [FORECASTER] Completed predict_future for PRTA [2025-11-26T21:33:10.722108] [INFO ] [sig ] PRTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:10.862431] [INFO ] [LOCAL ] Saved forecast: PRTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRTA.txt [2025-11-26T21:33:10.862635] [INFO ] [sig ] [2595/3599] Completed PRTA in 0.4s | 2.92 sym/s | Total: 14.8m | ETA: 5.7m [2025-11-26T21:33:10.862713] [INFO ] [sig ] [2596/3599] Forecasting PRTH... [2025-11-26T21:33:10.862827] [INFO ] [sig ] Generating forecast for: PRTH [2025-11-26T21:33:10.862876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'. [2025-11-26T21:33:10.873549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTH'. [2025-11-26T21:33:10.873938] [INFO ] [FORECASTER] Starting predict_future for PRTH [2025-11-26T21:33:10.874785] [DEBUG] [LOCAL ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt [2025-11-26T21:33:10.874862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:10.874915] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:10.874956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:10.875029] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:10.932170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:10.932916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:10.933029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:10.933079] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:11.051465] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:11.051663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:11.051719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:11.051759] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:11.055188] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=79.63%) [2025-11-26T21:33:11.055473] [INFO ] [FORECASTER] Completed predict_future for PRTH [2025-11-26T21:33:11.055616] [INFO ] [sig ] PRTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:11.194979] [INFO ] [LOCAL ] Saved forecast: PRTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRTH.txt [2025-11-26T21:33:11.195132] [INFO ] [sig ] [2596/3599] Completed PRTH in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.7m [2025-11-26T21:33:11.195186] [INFO ] [sig ] [2597/3599] Forecasting PRVA... [2025-11-26T21:33:11.195228] [INFO ] [sig ] Generating forecast for: PRVA [2025-11-26T21:33:11.195268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'. [2025-11-26T21:33:11.206173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRVA'. [2025-11-26T21:33:11.206528] [INFO ] [FORECASTER] Starting predict_future for PRVA [2025-11-26T21:33:11.207349] [DEBUG] [LOCAL ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt [2025-11-26T21:33:11.207445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:11.207493] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:11.207534] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:11.207602] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:11.264006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:11.264972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:11.265075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:11.265121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:11.385508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:11.385695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:11.385748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:11.385790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:11.389153] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=72.96%) [2025-11-26T21:33:11.389444] [INFO ] [FORECASTER] Completed predict_future for PRVA [2025-11-26T21:33:11.389586] [INFO ] [sig ] PRVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:11.529356] [INFO ] [LOCAL ] Saved forecast: PRVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PRVA.txt [2025-11-26T21:33:11.529541] [INFO ] [sig ] [2597/3599] Completed PRVA in 0.3s | 2.92 sym/s | Total: 14.8m | ETA: 5.7m [2025-11-26T21:33:11.529605] [INFO ] [sig ] [2598/3599] Forecasting PRZO... [2025-11-26T21:33:11.529666] [INFO ] [sig ] Generating forecast for: PRZO [2025-11-26T21:33:11.529710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'. [2025-11-26T21:33:11.545766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRZO'. [2025-11-26T21:33:11.546367] [INFO ] [FORECASTER] Starting predict_future for PRZO [2025-11-26T21:33:11.547636] [DEBUG] [LOCAL ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt [2025-11-26T21:33:11.547805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:11.547920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:11.547992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:11.548104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:11.607753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:11.608733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:11.608850] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:11.608918] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:11.730852] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:11.731089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:11.731166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:11.731234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:11.734861] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=6.72%) [2025-11-26T21:33:11.735183] [INFO ] [FORECASTER] Completed predict_future for PRZO [2025-11-26T21:33:11.735399] [INFO ] [sig ] PRZO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:11.879558] [INFO ] [LOCAL ] Saved forecast: PRZO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PRZO.txt [2025-11-26T21:33:11.879780] [INFO ] [sig ] [2598/3599] Completed PRZO in 0.4s | 2.92 sym/s | Total: 14.8m | ETA: 5.7m [2025-11-26T21:33:11.879886] [INFO ] [sig ] [2599/3599] Forecasting PSC... [2025-11-26T21:33:11.879950] [INFO ] [sig ] Generating forecast for: PSC [2025-11-26T21:33:11.880010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'. [2025-11-26T21:33:11.890628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSC'. [2025-11-26T21:33:11.891072] [INFO ] [FORECASTER] Starting predict_future for PSC [2025-11-26T21:33:11.891928] [DEBUG] [LOCAL ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt [2025-11-26T21:33:11.892002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:11.892048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:11.892089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:11.892162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:11.950797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:11.951715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:11.951815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:11.951866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:12.071172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:12.071380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:12.071453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:12.071513] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:12.075280] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=46.98%) [2025-11-26T21:33:12.075701] [INFO ] [FORECASTER] Completed predict_future for PSC [2025-11-26T21:33:12.075874] [INFO ] [sig ] PSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:12.221433] [INFO ] [LOCAL ] Saved forecast: PSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSC.txt [2025-11-26T21:33:12.221604] [INFO ] [sig ] [2599/3599] Completed PSC in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:12.221680] [INFO ] [sig ] [2600/3599] Forecasting PSCE... [2025-11-26T21:33:12.221767] [INFO ] [sig ] Generating forecast for: PSCE [2025-11-26T21:33:12.221828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'. [2025-11-26T21:33:12.232496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCE'. [2025-11-26T21:33:12.232941] [INFO ] [FORECASTER] Starting predict_future for PSCE [2025-11-26T21:33:12.233814] [DEBUG] [LOCAL ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt [2025-11-26T21:33:12.233911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:12.233973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:12.234034] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:12.234130] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:12.293670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:12.294662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:12.294771] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:12.294830] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:12.402236] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:12.402490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:12.402563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:12.402628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:12.406426] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=90.41%) [2025-11-26T21:33:12.406814] [INFO ] [FORECASTER] Completed predict_future for PSCE [2025-11-26T21:33:12.406983] [INFO ] [sig ] PSCE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:12.551018] [INFO ] [LOCAL ] Saved forecast: PSCE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSCE.txt [2025-11-26T21:33:12.551217] [INFO ] [sig ] [2600/3599] Completed PSCE in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:12.551290] [INFO ] [sig ] [2601/3599] Forecasting PSCH... [2025-11-26T21:33:12.551371] [INFO ] [sig ] Generating forecast for: PSCH [2025-11-26T21:33:12.551426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'. [2025-11-26T21:33:12.562442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCH'. [2025-11-26T21:33:12.562788] [INFO ] [FORECASTER] Starting predict_future for PSCH [2025-11-26T21:33:12.563590] [DEBUG] [LOCAL ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt [2025-11-26T21:33:12.563692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:12.563763] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:12.563866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:12.563972] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:12.620566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:12.621404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:12.621517] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:12.621589] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:12.734507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:12.734729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:12.734812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:12.734877] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:12.738266] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=82.99%) [2025-11-26T21:33:12.738609] [INFO ] [FORECASTER] Completed predict_future for PSCH [2025-11-26T21:33:12.738797] [INFO ] [sig ] PSCH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:12.877530] [INFO ] [LOCAL ] Saved forecast: PSCH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSCH.txt [2025-11-26T21:33:12.877711] [INFO ] [sig ] [2601/3599] Completed PSCH in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:12.877767] [INFO ] [sig ] [2602/3599] Forecasting PSEC... [2025-11-26T21:33:12.877821] [INFO ] [sig ] Generating forecast for: PSEC [2025-11-26T21:33:12.877863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'. [2025-11-26T21:33:12.887696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSEC'. [2025-11-26T21:33:12.888021] [INFO ] [FORECASTER] Starting predict_future for PSEC [2025-11-26T21:33:12.888894] [DEBUG] [LOCAL ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt [2025-11-26T21:33:12.888974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:12.889034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:12.889092] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:12.889188] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:12.947223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:12.948023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:12.948130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:12.948191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:13.067584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:13.067776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:13.067845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:13.067903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:13.071337] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=8.99%) [2025-11-26T21:33:13.071683] [INFO ] [FORECASTER] Completed predict_future for PSEC [2025-11-26T21:33:13.071843] [INFO ] [sig ] PSEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:13.211336] [INFO ] [LOCAL ] Saved forecast: PSEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSEC.txt [2025-11-26T21:33:13.211500] [INFO ] [sig ] [2602/3599] Completed PSEC in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:13.211554] [INFO ] [sig ] [2603/3599] Forecasting PSF... [2025-11-26T21:33:13.211598] [INFO ] [sig ] Generating forecast for: PSF [2025-11-26T21:33:13.211659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-11-26T21:33:13.221530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSF'. [2025-11-26T21:33:13.221865] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-11-26T21:33:13.222689] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-11-26T21:33:13.222757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:13.222804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:13.222841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:13.222908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:13.280306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:13.281193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:13.281290] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:13.281338] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:13.397286] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:13.397484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:13.397539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:13.397581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:13.400987] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=87.86%) [2025-11-26T21:33:13.401290] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-11-26T21:33:13.401439] [INFO ] [sig ] PSF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:13.542976] [INFO ] [LOCAL ] Saved forecast: PSF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSF.txt [2025-11-26T21:33:13.543130] [INFO ] [sig ] [2603/3599] Completed PSF in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:13.543182] [INFO ] [sig ] [2604/3599] Forecasting PSFE... [2025-11-26T21:33:13.543223] [INFO ] [sig ] Generating forecast for: PSFE [2025-11-26T21:33:13.543262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-11-26T21:33:13.553967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSFE'. [2025-11-26T21:33:13.554299] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-11-26T21:33:13.555115] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-11-26T21:33:13.555186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:13.555233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:13.555275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:13.555345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:13.614079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:13.614804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:13.614903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:13.614950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:13.732416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:13.732603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:13.732714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:13.732776] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:13.736182] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=70.14%) [2025-11-26T21:33:13.736515] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-11-26T21:33:13.736703] [INFO ] [sig ] PSFE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:13.878918] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSFE.txt [2025-11-26T21:33:13.879111] [INFO ] [sig ] [2604/3599] Completed PSFE in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:13.879214] [INFO ] [sig ] [2605/3599] Forecasting PSHG... [2025-11-26T21:33:13.879279] [INFO ] [sig ] Generating forecast for: PSHG [2025-11-26T21:33:13.879343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'. [2025-11-26T21:33:13.890003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSHG'. [2025-11-26T21:33:13.890381] [INFO ] [FORECASTER] Starting predict_future for PSHG [2025-11-26T21:33:13.891239] [DEBUG] [LOCAL ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt [2025-11-26T21:33:13.891319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:13.891400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:13.891465] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:13.891570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:13.954550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:13.955497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:13.955620] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:13.955714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:14.073410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:14.073576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:14.073681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:14.073791] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:14.077256] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=36.05%) [2025-11-26T21:33:14.077628] [INFO ] [FORECASTER] Completed predict_future for PSHG [2025-11-26T21:33:14.078020] [INFO ] [sig ] PSHG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:14.221891] [INFO ] [LOCAL ] Saved forecast: PSHG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSHG.txt [2025-11-26T21:33:14.222043] [INFO ] [sig ] [2605/3599] Completed PSHG in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:14.222097] [INFO ] [sig ] [2606/3599] Forecasting PSN... [2025-11-26T21:33:14.222139] [INFO ] [sig ] Generating forecast for: PSN [2025-11-26T21:33:14.222232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-11-26T21:33:14.232871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSN'. [2025-11-26T21:33:14.233164] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-11-26T21:33:14.233945] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-11-26T21:33:14.234014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:14.234058] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:14.234097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:14.234168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:14.290837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:14.291504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:14.291597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:14.291658] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:14.407509] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:14.407700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:14.407754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:14.407795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:14.411135] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=89.01%) [2025-11-26T21:33:14.411425] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-11-26T21:33:14.411567] [INFO ] [sig ] PSN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:14.552271] [INFO ] [LOCAL ] Saved forecast: PSN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSN.txt [2025-11-26T21:33:14.552437] [INFO ] [sig ] [2606/3599] Completed PSN in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:14.552496] [INFO ] [sig ] [2607/3599] Forecasting PSNL... [2025-11-26T21:33:14.552539] [INFO ] [sig ] Generating forecast for: PSNL [2025-11-26T21:33:14.552584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'. [2025-11-26T21:33:14.562835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSNL'. [2025-11-26T21:33:14.563174] [INFO ] [FORECASTER] Starting predict_future for PSNL [2025-11-26T21:33:14.563990] [DEBUG] [LOCAL ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt [2025-11-26T21:33:14.564062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:14.564107] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:14.564144] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:14.564215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:14.622561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:14.623491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:14.623598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:14.623684] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:14.746558] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:14.746783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:14.746848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:14.746900] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:14.750329] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=2.94%) [2025-11-26T21:33:14.750630] [INFO ] [FORECASTER] Completed predict_future for PSNL [2025-11-26T21:33:14.750798] [INFO ] [sig ] PSNL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:14.895173] [INFO ] [LOCAL ] Saved forecast: PSNL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSNL.txt [2025-11-26T21:33:14.895350] [INFO ] [sig ] [2607/3599] Completed PSNL in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:14.895408] [INFO ] [sig ] [2608/3599] Forecasting PSO... [2025-11-26T21:33:14.895464] [INFO ] [sig ] Generating forecast for: PSO [2025-11-26T21:33:14.895523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-11-26T21:33:14.905848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSO'. [2025-11-26T21:33:14.906157] [INFO ] [FORECASTER] Starting predict_future for PSO [2025-11-26T21:33:14.906963] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-11-26T21:33:14.907035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:14.907081] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:14.907123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:14.907196] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:14.963611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:14.964386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:14.964483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:14.964529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:15.086262] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:15.086441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:15.086496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:15.086540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:15.089880] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=89.04%) [2025-11-26T21:33:15.090171] [INFO ] [FORECASTER] Completed predict_future for PSO [2025-11-26T21:33:15.090315] [INFO ] [sig ] PSO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:15.229070] [INFO ] [LOCAL ] Saved forecast: PSO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSO.txt [2025-11-26T21:33:15.229225] [INFO ] [sig ] [2608/3599] Completed PSO in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:15.229277] [INFO ] [sig ] [2609/3599] Forecasting PSQH... [2025-11-26T21:33:15.229320] [INFO ] [sig ] Generating forecast for: PSQH [2025-11-26T21:33:15.229360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-11-26T21:33:15.239195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSQH'. [2025-11-26T21:33:15.239514] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-11-26T21:33:15.240312] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-11-26T21:33:15.240381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:15.240429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:15.240476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:15.240572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:15.296750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:15.297466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:15.297566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:15.297616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:15.417485] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:15.417672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:15.417725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:15.417765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:15.421122] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=14.75%) [2025-11-26T21:33:15.421407] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-11-26T21:33:15.421544] [INFO ] [sig ] PSQH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:15.572851] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSQH.txt [2025-11-26T21:33:15.573076] [INFO ] [sig ] [2609/3599] Completed PSQH in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:15.573169] [INFO ] [sig ] [2610/3599] Forecasting PSTG... [2025-11-26T21:33:15.573229] [INFO ] [sig ] Generating forecast for: PSTG [2025-11-26T21:33:15.573292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-11-26T21:33:15.584869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTG'. [2025-11-26T21:33:15.585255] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-11-26T21:33:15.586064] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-11-26T21:33:15.586134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:15.586179] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:15.586218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:15.586283] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:15.644579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:15.645495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:15.645618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:15.645698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:15.766607] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:15.766820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:15.766875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:15.766917] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:15.770422] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=83.37%) [2025-11-26T21:33:15.770790] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-11-26T21:33:15.770942] [INFO ] [sig ] PSTG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:15.912093] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSTG.txt [2025-11-26T21:33:15.912281] [INFO ] [sig ] [2610/3599] Completed PSTG in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.7m [2025-11-26T21:33:15.912336] [INFO ] [sig ] [2611/3599] Forecasting PSTL... [2025-11-26T21:33:15.912405] [INFO ] [sig ] Generating forecast for: PSTL [2025-11-26T21:33:15.912458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-11-26T21:33:15.923458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTL'. [2025-11-26T21:33:15.923918] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-11-26T21:33:15.924740] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-11-26T21:33:15.924829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:15.924876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:15.924915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:15.924984] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:15.983402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:15.984289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:15.984391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:15.984434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:16.103102] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:16.103299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:16.103351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:16.103393] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:16.106764] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=91.33%) [2025-11-26T21:33:16.107073] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-11-26T21:33:16.107219] [INFO ] [sig ] PSTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:16.248936] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PSTL.txt [2025-11-26T21:33:16.249111] [INFO ] [sig ] [2611/3599] Completed PSTL in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.6m [2025-11-26T21:33:16.249166] [INFO ] [sig ] [2612/3599] Forecasting PSX... [2025-11-26T21:33:16.249208] [INFO ] [sig ] Generating forecast for: PSX [2025-11-26T21:33:16.249273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-11-26T21:33:16.259415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSX'. [2025-11-26T21:33:16.259751] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-11-26T21:33:16.260500] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-11-26T21:33:16.260572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:16.260617] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:16.260682] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:16.260753] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:16.321936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:16.322931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:16.323040] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:16.323087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:16.444760] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:16.444942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:16.444999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:16.445042] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:16.448898] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=23.12%) [2025-11-26T21:33:16.449197] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-11-26T21:33:16.449337] [INFO ] [sig ] PSX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:16.603925] [INFO ] [LOCAL ] Saved forecast: PSX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PSX.txt [2025-11-26T21:33:16.604163] [INFO ] [sig ] [2612/3599] Completed PSX in 0.4s | 2.92 sym/s | Total: 14.9m | ETA: 5.6m [2025-11-26T21:33:16.604266] [INFO ] [sig ] [2613/3599] Forecasting PTA... [2025-11-26T21:33:16.604331] [INFO ] [sig ] Generating forecast for: PTA [2025-11-26T21:33:16.604391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-11-26T21:33:16.619287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTA'. [2025-11-26T21:33:16.619849] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-11-26T21:33:16.620987] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-11-26T21:33:16.621078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:16.621148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:16.621212] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:16.621313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:16.689518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:16.690416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:16.690519] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:16.690569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:16.810934] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:16.811129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:16.811185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:16.811233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:16.814756] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=59.68%) [2025-11-26T21:33:16.815085] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-11-26T21:33:16.815237] [INFO ] [sig ] PTA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:16.956323] [INFO ] [LOCAL ] Saved forecast: PTA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTA.txt [2025-11-26T21:33:16.956509] [INFO ] [sig ] [2613/3599] Completed PTA in 0.4s | 2.92 sym/s | Total: 14.9m | ETA: 5.6m [2025-11-26T21:33:16.956593] [INFO ] [sig ] [2614/3599] Forecasting PTC... [2025-11-26T21:33:16.956666] [INFO ] [sig ] Generating forecast for: PTC [2025-11-26T21:33:16.956713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'. [2025-11-26T21:33:16.967554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTC'. [2025-11-26T21:33:16.967971] [INFO ] [FORECASTER] Starting predict_future for PTC [2025-11-26T21:33:16.968770] [DEBUG] [LOCAL ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt [2025-11-26T21:33:16.968837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:16.968881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:16.968920] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:16.968991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:17.026104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:17.027012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:17.027115] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:17.027163] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:17.160816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:17.161009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:17.161064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:17.161106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:17.164656] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=99.05%) [2025-11-26T21:33:17.164979] [INFO ] [FORECASTER] Completed predict_future for PTC [2025-11-26T21:33:17.165240] [INFO ] [sig ] PTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:17.312575] [INFO ] [LOCAL ] Saved forecast: PTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTC.txt [2025-11-26T21:33:17.312793] [INFO ] [sig ] [2614/3599] Completed PTC in 0.4s | 2.92 sym/s | Total: 14.9m | ETA: 5.6m [2025-11-26T21:33:17.312850] [INFO ] [sig ] [2615/3599] Forecasting PTEN... [2025-11-26T21:33:17.312915] [INFO ] [sig ] Generating forecast for: PTEN [2025-11-26T21:33:17.312961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'. [2025-11-26T21:33:17.323283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTEN'. [2025-11-26T21:33:17.323688] [INFO ] [FORECASTER] Starting predict_future for PTEN [2025-11-26T21:33:17.324451] [DEBUG] [LOCAL ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt [2025-11-26T21:33:17.324521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:17.324566] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:17.324605] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:17.324696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:17.381769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:17.382628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:17.382747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:17.382793] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:17.499404] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:17.499595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:17.499668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:17.499713] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:17.503048] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=38.18%) [2025-11-26T21:33:17.503352] [INFO ] [FORECASTER] Completed predict_future for PTEN [2025-11-26T21:33:17.503496] [INFO ] [sig ] PTEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:17.645129] [INFO ] [LOCAL ] Saved forecast: PTEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTEN.txt [2025-11-26T21:33:17.645313] [INFO ] [sig ] [2615/3599] Completed PTEN in 0.3s | 2.92 sym/s | Total: 14.9m | ETA: 5.6m [2025-11-26T21:33:17.645370] [INFO ] [sig ] [2616/3599] Forecasting PTF... [2025-11-26T21:33:17.645414] [INFO ] [sig ] Generating forecast for: PTF [2025-11-26T21:33:17.645480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'. [2025-11-26T21:33:17.658508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTF'. [2025-11-26T21:33:17.659090] [INFO ] [FORECASTER] Starting predict_future for PTF [2025-11-26T21:33:17.659991] [DEBUG] [LOCAL ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt [2025-11-26T21:33:17.660064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:17.660113] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:17.660155] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:17.660229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:17.721715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:17.722862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:17.722978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:17.723030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:17.847350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:17.852059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:17.852139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:17.852178] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:17.856278] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=37.86%) [2025-11-26T21:33:17.856787] [INFO ] [FORECASTER] Completed predict_future for PTF [2025-11-26T21:33:17.856954] [INFO ] [sig ] PTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:18.011442] [INFO ] [LOCAL ] Saved forecast: PTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTF.txt [2025-11-26T21:33:18.011718] [INFO ] [sig ] [2616/3599] Completed PTF in 0.4s | 2.92 sym/s | Total: 14.9m | ETA: 5.6m [2025-11-26T21:33:18.011860] [INFO ] [sig ] [2617/3599] Forecasting PTGX... [2025-11-26T21:33:18.011902] [INFO ] [sig ] Generating forecast for: PTGX [2025-11-26T21:33:18.011948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'. [2025-11-26T21:33:18.025485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTGX'. [2025-11-26T21:33:18.026097] [INFO ] [FORECASTER] Starting predict_future for PTGX [2025-11-26T21:33:18.026995] [DEBUG] [LOCAL ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt [2025-11-26T21:33:18.027067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:18.027116] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:18.027157] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:18.027227] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:18.086152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:18.087083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:18.087194] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:18.087242] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:18.206206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:18.206404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:18.206458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:18.206498] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:18.209932] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: UP (p=98.24%) [2025-11-26T21:33:18.210251] [INFO ] [FORECASTER] Completed predict_future for PTGX [2025-11-26T21:33:18.210397] [INFO ] [sig ] PTGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:18.351565] [INFO ] [LOCAL ] Saved forecast: PTGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTGX.txt [2025-11-26T21:33:18.351771] [INFO ] [sig ] [2617/3599] Completed PTGX in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:18.351850] [INFO ] [sig ] [2618/3599] Forecasting PTH... [2025-11-26T21:33:18.351899] [INFO ] [sig ] Generating forecast for: PTH [2025-11-26T21:33:18.351940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'. [2025-11-26T21:33:18.362415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTH'. [2025-11-26T21:33:18.362838] [INFO ] [FORECASTER] Starting predict_future for PTH [2025-11-26T21:33:18.363617] [DEBUG] [LOCAL ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt [2025-11-26T21:33:18.363706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:18.363753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:18.363792] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:18.363861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:18.421867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:18.422807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:18.422912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:18.422962] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:18.529108] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:18.529318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:18.529373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:18.529417] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:18.532844] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=99.17%) [2025-11-26T21:33:18.533152] [INFO ] [FORECASTER] Completed predict_future for PTH [2025-11-26T21:33:18.533300] [INFO ] [sig ] PTH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:18.676329] [INFO ] [LOCAL ] Saved forecast: PTH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTH.txt [2025-11-26T21:33:18.676512] [INFO ] [sig ] [2618/3599] Completed PTH in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:18.676566] [INFO ] [sig ] [2619/3599] Forecasting PTIX... [2025-11-26T21:33:18.676628] [INFO ] [sig ] Generating forecast for: PTIX [2025-11-26T21:33:18.676693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'. [2025-11-26T21:33:18.687686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTIX'. [2025-11-26T21:33:18.688080] [INFO ] [FORECASTER] Starting predict_future for PTIX [2025-11-26T21:33:18.688957] [DEBUG] [LOCAL ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt [2025-11-26T21:33:18.689026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:18.689074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:18.689112] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:18.689180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:18.745847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:18.746734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:18.746842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:18.746890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:18.866858] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:18.867049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:18.867112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:18.867159] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:18.870768] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=25.00%) [2025-11-26T21:33:18.871098] [INFO ] [FORECASTER] Completed predict_future for PTIX [2025-11-26T21:33:18.871251] [INFO ] [sig ] PTIX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:19.064704] [INFO ] [LOCAL ] Saved forecast: PTIX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTIX.txt [2025-11-26T21:33:19.064893] [INFO ] [sig ] [2619/3599] Completed PTIX in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:19.064951] [INFO ] [sig ] [2620/3599] Forecasting PTLO... [2025-11-26T21:33:19.065020] [INFO ] [sig ] Generating forecast for: PTLO [2025-11-26T21:33:19.065075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'. [2025-11-26T21:33:19.076208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTLO'. [2025-11-26T21:33:19.076686] [INFO ] [FORECASTER] Starting predict_future for PTLO [2025-11-26T21:33:19.077505] [DEBUG] [LOCAL ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt [2025-11-26T21:33:19.077582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:19.077629] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:19.077697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:19.077770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:19.134901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:19.135800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:19.135903] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:19.135951] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:19.255768] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:19.255954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:19.256007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:19.256050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:19.259443] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=18.53%) [2025-11-26T21:33:19.259774] [INFO ] [FORECASTER] Completed predict_future for PTLO [2025-11-26T21:33:19.259922] [INFO ] [sig ] PTLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:19.401396] [INFO ] [LOCAL ] Saved forecast: PTLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTLO.txt [2025-11-26T21:33:19.401606] [INFO ] [sig ] [2620/3599] Completed PTLO in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:19.401687] [INFO ] [sig ] [2621/3599] Forecasting PTNQ... [2025-11-26T21:33:19.401757] [INFO ] [sig ] Generating forecast for: PTNQ [2025-11-26T21:33:19.401804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'. [2025-11-26T21:33:19.412814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'. [2025-11-26T21:33:19.413220] [INFO ] [FORECASTER] Starting predict_future for PTNQ [2025-11-26T21:33:19.414016] [DEBUG] [LOCAL ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt [2025-11-26T21:33:19.414086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:19.414131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:19.414171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:19.414238] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:19.470331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:19.471236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:19.471340] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:19.471388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:19.592690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:19.592891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:19.592940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:19.592984] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:19.596405] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=16.02%) [2025-11-26T21:33:19.596771] [INFO ] [FORECASTER] Completed predict_future for PTNQ [2025-11-26T21:33:19.596936] [INFO ] [sig ] PTNQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:19.749118] [INFO ] [LOCAL ] Saved forecast: PTNQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTNQ.txt [2025-11-26T21:33:19.749310] [INFO ] [sig ] [2621/3599] Completed PTNQ in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:19.749365] [INFO ] [sig ] [2622/3599] Forecasting PTON... [2025-11-26T21:33:19.749436] [INFO ] [sig ] Generating forecast for: PTON [2025-11-26T21:33:19.749474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'. [2025-11-26T21:33:19.761169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTON'. [2025-11-26T21:33:19.761705] [INFO ] [FORECASTER] Starting predict_future for PTON [2025-11-26T21:33:19.762536] [DEBUG] [LOCAL ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt [2025-11-26T21:33:19.762607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:19.762690] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:19.762736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:19.762808] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:19.825254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:19.826167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:19.826272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:19.826315] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:19.953880] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:19.954060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:19.954113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:19.954158] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:19.957697] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=54.69%) [2025-11-26T21:33:19.957995] [INFO ] [FORECASTER] Completed predict_future for PTON [2025-11-26T21:33:19.958141] [INFO ] [sig ] PTON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:20.104256] [INFO ] [LOCAL ] Saved forecast: PTON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PTON.txt [2025-11-26T21:33:20.104422] [INFO ] [sig ] [2622/3599] Completed PTON in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:20.104485] [INFO ] [sig ] [2623/3599] Forecasting PTY... [2025-11-26T21:33:20.104540] [INFO ] [sig ] Generating forecast for: PTY [2025-11-26T21:33:20.104586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-11-26T21:33:20.116208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTY'. [2025-11-26T21:33:20.116577] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-11-26T21:33:20.117402] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-11-26T21:33:20.117517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:20.117577] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:20.117627] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:20.117728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:20.178040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:20.178749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:20.178849] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:20.178900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:20.305328] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:20.305572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:20.305689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:20.305766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:20.309491] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=20.20%) [2025-11-26T21:33:20.309832] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-11-26T21:33:20.309982] [INFO ] [sig ] PTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:20.453130] [INFO ] [LOCAL ] Saved forecast: PTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PTY.txt [2025-11-26T21:33:20.453308] [INFO ] [sig ] [2623/3599] Completed PTY in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:20.453362] [INFO ] [sig ] [2624/3599] Forecasting PUBM... [2025-11-26T21:33:20.453405] [INFO ] [sig ] Generating forecast for: PUBM [2025-11-26T21:33:20.453447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'. [2025-11-26T21:33:20.466455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUBM'. [2025-11-26T21:33:20.467118] [INFO ] [FORECASTER] Starting predict_future for PUBM [2025-11-26T21:33:20.468136] [DEBUG] [LOCAL ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt [2025-11-26T21:33:20.468216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:20.468272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:20.468317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:20.468386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:20.530232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:20.531481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:20.531611] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:20.531686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:20.660068] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:20.660366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:20.660459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:20.660521] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:20.665119] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=23.97%) [2025-11-26T21:33:20.665537] [INFO ] [FORECASTER] Completed predict_future for PUBM [2025-11-26T21:33:20.665736] [INFO ] [sig ] PUBM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:20.814095] [INFO ] [LOCAL ] Saved forecast: PUBM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PUBM.txt [2025-11-26T21:33:20.814393] [INFO ] [sig ] [2624/3599] Completed PUBM in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:20.814456] [INFO ] [sig ] [2625/3599] Forecasting PUK... [2025-11-26T21:33:20.814503] [INFO ] [sig ] Generating forecast for: PUK [2025-11-26T21:33:20.814548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-11-26T21:33:20.826472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUK'. [2025-11-26T21:33:20.826921] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-11-26T21:33:20.828027] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-11-26T21:33:20.828133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:20.828200] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:20.828256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:20.828360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:20.887766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:20.888926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:20.889054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:20.889102] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:21.014352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:21.014628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:21.014709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:21.014757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:21.018810] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-11-26T21:33:21.019158] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-11-26T21:33:21.019319] [INFO ] [sig ] PUK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:21.168854] [INFO ] [LOCAL ] Saved forecast: PUK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PUK.txt [2025-11-26T21:33:21.169131] [INFO ] [sig ] [2625/3599] Completed PUK in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:21.169209] [INFO ] [sig ] [2626/3599] Forecasting PUMP... [2025-11-26T21:33:21.169323] [INFO ] [sig ] Generating forecast for: PUMP [2025-11-26T21:33:21.169403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-11-26T21:33:21.181158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUMP'. [2025-11-26T21:33:21.181766] [INFO ] [FORECASTER] Starting predict_future for PUMP [2025-11-26T21:33:21.182712] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-11-26T21:33:21.182790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:21.182842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:21.182884] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:21.182963] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:21.243303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:21.244517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:21.244634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:21.244707] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:21.372488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:21.372770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:21.372835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:21.372884] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:21.376816] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=7.68%) [2025-11-26T21:33:21.377146] [INFO ] [FORECASTER] Completed predict_future for PUMP [2025-11-26T21:33:21.377305] [INFO ] [sig ] PUMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:21.524275] [INFO ] [LOCAL ] Saved forecast: PUMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PUMP.txt [2025-11-26T21:33:21.524518] [INFO ] [sig ] [2626/3599] Completed PUMP in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:21.524584] [INFO ] [sig ] [2627/3599] Forecasting PVH... [2025-11-26T21:33:21.524685] [INFO ] [sig ] Generating forecast for: PVH [2025-11-26T21:33:21.524740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-11-26T21:33:21.536635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVH'. [2025-11-26T21:33:21.537179] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-11-26T21:33:21.538132] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-11-26T21:33:21.538210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:21.538262] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:21.538306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:21.538385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:21.596344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:21.597372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:21.597497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:21.597547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:21.719113] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:21.719388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:21.719447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:21.719492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:21.723433] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=14.70%) [2025-11-26T21:33:21.723801] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-11-26T21:33:21.723997] [INFO ] [sig ] PVH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:21.869433] [INFO ] [LOCAL ] Saved forecast: PVH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PVH.txt [2025-11-26T21:33:21.869713] [INFO ] [sig ] [2627/3599] Completed PVH in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.6m [2025-11-26T21:33:21.869779] [INFO ] [sig ] [2628/3599] Forecasting PVL... [2025-11-26T21:33:21.869820] [INFO ] [sig ] Generating forecast for: PVL [2025-11-26T21:33:21.869862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-11-26T21:33:21.881937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVL'. [2025-11-26T21:33:21.882371] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-11-26T21:33:21.883276] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-11-26T21:33:21.883353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:21.883402] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:21.883443] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:21.883515] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:21.940071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:21.941129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:21.941254] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:21.941302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:22.057603] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:22.057892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:22.057951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:22.057997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:22.061784] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=92.98%) [2025-11-26T21:33:22.062106] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-11-26T21:33:22.062258] [INFO ] [sig ] PVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:22.207995] [INFO ] [LOCAL ] Saved forecast: PVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PVL.txt [2025-11-26T21:33:22.208185] [INFO ] [sig ] [2628/3599] Completed PVL in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.5m [2025-11-26T21:33:22.208239] [INFO ] [sig ] [2629/3599] Forecasting PWP... [2025-11-26T21:33:22.208276] [INFO ] [sig ] Generating forecast for: PWP [2025-11-26T21:33:22.208350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'. [2025-11-26T21:33:22.219525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PWP'. [2025-11-26T21:33:22.219900] [INFO ] [FORECASTER] Starting predict_future for PWP [2025-11-26T21:33:22.220797] [DEBUG] [LOCAL ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt [2025-11-26T21:33:22.220867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:22.220914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:22.220952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:22.221023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:22.279920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:22.281344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:22.281481] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:22.281533] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:22.405092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:22.405357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:22.405419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:22.405492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:22.409559] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=86.10%) [2025-11-26T21:33:22.409939] [INFO ] [FORECASTER] Completed predict_future for PWP [2025-11-26T21:33:22.410098] [INFO ] [sig ] PWP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:22.573461] [INFO ] [LOCAL ] Saved forecast: PWP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PWP.txt [2025-11-26T21:33:22.573801] [INFO ] [sig ] [2629/3599] Completed PWP in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.5m [2025-11-26T21:33:22.573873] [INFO ] [sig ] [2630/3599] Forecasting PX... [2025-11-26T21:33:22.573921] [INFO ] [sig ] Generating forecast for: PX [2025-11-26T21:33:22.573961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-11-26T21:33:22.587142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PX'. [2025-11-26T21:33:22.587783] [INFO ] [FORECASTER] Starting predict_future for PX [2025-11-26T21:33:22.588719] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-11-26T21:33:22.588801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:22.588864] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:22.588922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:22.589027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:22.646491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:22.647531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:22.647669] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:22.647721] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:22.772158] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:22.772361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:22.772414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:22.772456] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:22.776080] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=48.45%) [2025-11-26T21:33:22.776413] [INFO ] [FORECASTER] Completed predict_future for PX [2025-11-26T21:33:22.776567] [INFO ] [sig ] PX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:22.921370] [INFO ] [LOCAL ] Saved forecast: PX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PX.txt [2025-11-26T21:33:22.921528] [INFO ] [sig ] [2630/3599] Completed PX in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.5m [2025-11-26T21:33:22.921584] [INFO ] [sig ] [2631/3599] Forecasting PXS... [2025-11-26T21:33:22.921629] [INFO ] [sig ] Generating forecast for: PXS [2025-11-26T21:33:22.921697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'. [2025-11-26T21:33:22.932172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PXS'. [2025-11-26T21:33:22.932500] [INFO ] [FORECASTER] Starting predict_future for PXS [2025-11-26T21:33:22.933362] [DEBUG] [LOCAL ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt [2025-11-26T21:33:22.933436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:22.933482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:22.933523] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:22.933590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:22.989717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:22.990318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:22.990427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:22.990475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:23.096971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:23.097139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:23.097191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:23.097233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:23.100566] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=56.73%) [2025-11-26T21:33:23.100876] [INFO ] [FORECASTER] Completed predict_future for PXS [2025-11-26T21:33:23.101013] [INFO ] [sig ] PXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:23.245001] [INFO ] [LOCAL ] Saved forecast: PXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PXS.txt [2025-11-26T21:33:23.245193] [INFO ] [sig ] [2631/3599] Completed PXS in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.5m [2025-11-26T21:33:23.245250] [INFO ] [sig ] [2632/3599] Forecasting PY... [2025-11-26T21:33:23.245315] [INFO ] [sig ] Generating forecast for: PY [2025-11-26T21:33:23.245362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'. [2025-11-26T21:33:23.259495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PY'. [2025-11-26T21:33:23.260126] [INFO ] [FORECASTER] Starting predict_future for PY [2025-11-26T21:33:23.261189] [DEBUG] [LOCAL ] No optimal features file found for PY: ./output/feature-sets/PY.txt [2025-11-26T21:33:23.261264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:23.261313] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:23.261356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:23.261431] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:23.322774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:23.324019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:23.324151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:23.324201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:23.434079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:23.434341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:23.434403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:23.434450] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:23.438604] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-11-26T21:33:23.438982] [INFO ] [FORECASTER] Completed predict_future for PY [2025-11-26T21:33:23.439151] [INFO ] [sig ] PY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:23.598561] [INFO ] [LOCAL ] Saved forecast: PY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PY.txt [2025-11-26T21:33:23.598817] [INFO ] [sig ] [2632/3599] Completed PY in 0.4s | 2.92 sym/s | Total: 15.0m | ETA: 5.5m [2025-11-26T21:33:23.598918] [INFO ] [sig ] [2633/3599] Forecasting PYPL... [2025-11-26T21:33:23.598964] [INFO ] [sig ] Generating forecast for: PYPL [2025-11-26T21:33:23.599011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'. [2025-11-26T21:33:23.610928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYPL'. [2025-11-26T21:33:23.611413] [INFO ] [FORECASTER] Starting predict_future for PYPL [2025-11-26T21:33:23.612410] [DEBUG] [LOCAL ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt [2025-11-26T21:33:23.612487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:23.612537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:23.612606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:23.612735] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:23.672060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:23.673226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:23.673352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:23.673403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:23.801144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:23.801338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:23.801393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:23.801435] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:23.805067] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-11-26T21:33:23.805411] [INFO ] [FORECASTER] Completed predict_future for PYPL [2025-11-26T21:33:23.805580] [INFO ] [sig ] PYPL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:23.946348] [INFO ] [LOCAL ] Saved forecast: PYPL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PYPL.txt [2025-11-26T21:33:23.946551] [INFO ] [sig ] [2633/3599] Completed PYPL in 0.3s | 2.92 sym/s | Total: 15.0m | ETA: 5.5m [2025-11-26T21:33:23.946609] [INFO ] [sig ] [2634/3599] Forecasting PYXS... [2025-11-26T21:33:23.946671] [INFO ] [sig ] Generating forecast for: PYXS [2025-11-26T21:33:23.946714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'. [2025-11-26T21:33:23.957776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYXS'. [2025-11-26T21:33:23.958414] [INFO ] [FORECASTER] Starting predict_future for PYXS [2025-11-26T21:33:23.959227] [DEBUG] [LOCAL ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt [2025-11-26T21:33:23.959299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:23.959343] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:23.959382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:23.959450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:24.018097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:24.019156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:24.019266] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:24.019313] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:24.139347] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:24.139546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:24.139598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:24.139659] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:24.143209] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=52.06%) [2025-11-26T21:33:24.143508] [INFO ] [FORECASTER] Completed predict_future for PYXS [2025-11-26T21:33:24.143667] [INFO ] [sig ] PYXS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:24.285149] [INFO ] [LOCAL ] Saved forecast: PYXS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/PYXS.txt [2025-11-26T21:33:24.285337] [INFO ] [sig ] [2634/3599] Completed PYXS in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:24.285392] [INFO ] [sig ] [2635/3599] Forecasting PZZA... [2025-11-26T21:33:24.285434] [INFO ] [sig ] Generating forecast for: PZZA [2025-11-26T21:33:24.285477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'. [2025-11-26T21:33:24.298446] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PZZA'. [2025-11-26T21:33:24.298969] [INFO ] [FORECASTER] Starting predict_future for PZZA [2025-11-26T21:33:24.300047] [DEBUG] [LOCAL ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt [2025-11-26T21:33:24.300131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:24.300189] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:24.300243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:24.300334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:24.369832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:24.370850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:24.370975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:24.371030] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:24.497341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:24.497565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:24.497621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:24.497690] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:24.501176] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=29.22%) [2025-11-26T21:33:24.501522] [INFO ] [FORECASTER] Completed predict_future for PZZA [2025-11-26T21:33:24.501701] [INFO ] [sig ] PZZA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:24.648464] [INFO ] [LOCAL ] Saved forecast: PZZA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/PZZA.txt [2025-11-26T21:33:24.648711] [INFO ] [sig ] [2635/3599] Completed PZZA in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:24.648770] [INFO ] [sig ] [2636/3599] Forecasting QABA... [2025-11-26T21:33:24.648833] [INFO ] [sig ] Generating forecast for: QABA [2025-11-26T21:33:24.648878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QABA' from 'https://tdm.silogroup.org/data/derivative_storage/QABA.csv'. [2025-11-26T21:33:24.659728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QABA'. [2025-11-26T21:33:24.660129] [INFO ] [FORECASTER] Starting predict_future for QABA [2025-11-26T21:33:24.661000] [DEBUG] [LOCAL ] No optimal features file found for QABA: ./output/feature-sets/QABA.txt [2025-11-26T21:33:24.661070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:24.661114] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:24.661152] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:24.661220] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:24.718701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:24.719634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:24.719789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:24.719836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:24.828995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:24.829190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:24.829248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:24.829288] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:24.832684] [DEBUG] [FORECASTER] QABA: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-11-26T21:33:24.832986] [INFO ] [FORECASTER] Completed predict_future for QABA [2025-11-26T21:33:24.833128] [INFO ] [sig ] QABA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:24.971197] [INFO ] [LOCAL ] Saved forecast: QABA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QABA.txt [2025-11-26T21:33:24.971357] [INFO ] [sig ] [2636/3599] Completed QABA in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:24.971411] [INFO ] [sig ] [2637/3599] Forecasting QBTS... [2025-11-26T21:33:24.971454] [INFO ] [sig ] Generating forecast for: QBTS [2025-11-26T21:33:24.971504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'. [2025-11-26T21:33:24.983493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QBTS'. [2025-11-26T21:33:24.983976] [INFO ] [FORECASTER] Starting predict_future for QBTS [2025-11-26T21:33:24.984924] [DEBUG] [LOCAL ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt [2025-11-26T21:33:24.985004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:24.985075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:24.985135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:24.985241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:25.043505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:25.044477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:25.044604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:25.044697] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:25.175708] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:25.175984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:25.176048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:25.176095] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:25.180183] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-11-26T21:33:25.180533] [INFO ] [FORECASTER] Completed predict_future for QBTS [2025-11-26T21:33:25.180739] [INFO ] [sig ] QBTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:25.333493] [INFO ] [LOCAL ] Saved forecast: QBTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QBTS.txt [2025-11-26T21:33:25.333778] [INFO ] [sig ] [2637/3599] Completed QBTS in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:25.333846] [INFO ] [sig ] [2638/3599] Forecasting QCLN... [2025-11-26T21:33:25.333964] [INFO ] [sig ] Generating forecast for: QCLN [2025-11-26T21:33:25.334014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'. [2025-11-26T21:33:25.346011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCLN'. [2025-11-26T21:33:25.346514] [INFO ] [FORECASTER] Starting predict_future for QCLN [2025-11-26T21:33:25.347493] [DEBUG] [LOCAL ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt [2025-11-26T21:33:25.347569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:25.347620] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:25.347696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:25.347771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:25.410772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:25.412035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:25.412184] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:25.412237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:25.538976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:25.539240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:25.539303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:25.539341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:25.543303] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: UP (p=55.23%) [2025-11-26T21:33:25.543661] [INFO ] [FORECASTER] Completed predict_future for QCLN [2025-11-26T21:33:25.543825] [INFO ] [sig ] QCLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:25.686237] [INFO ] [LOCAL ] Saved forecast: QCLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QCLN.txt [2025-11-26T21:33:25.686457] [INFO ] [sig ] [2638/3599] Completed QCLN in 0.4s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:25.686517] [INFO ] [sig ] [2639/3599] Forecasting QCOM... [2025-11-26T21:33:25.686558] [INFO ] [sig ] Generating forecast for: QCOM [2025-11-26T21:33:25.686657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'. [2025-11-26T21:33:25.699505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCOM'. [2025-11-26T21:33:25.699946] [INFO ] [FORECASTER] Starting predict_future for QCOM [2025-11-26T21:33:25.700825] [DEBUG] [LOCAL ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt [2025-11-26T21:33:25.700897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:25.700946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:25.700986] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:25.701054] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:25.756627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:25.757292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:25.757388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:25.757447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:25.873968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:25.874173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:25.874225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:25.874269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:25.878537] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=70.13%) [2025-11-26T21:33:25.878882] [INFO ] [FORECASTER] Completed predict_future for QCOM [2025-11-26T21:33:25.879036] [INFO ] [sig ] QCOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:26.019181] [INFO ] [LOCAL ] Saved forecast: QCOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QCOM.txt [2025-11-26T21:33:26.019362] [INFO ] [sig ] [2639/3599] Completed QCOM in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:26.019417] [INFO ] [sig ] [2640/3599] Forecasting QCRH... [2025-11-26T21:33:26.019459] [INFO ] [sig ] Generating forecast for: QCRH [2025-11-26T21:33:26.019500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'. [2025-11-26T21:33:26.030606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCRH'. [2025-11-26T21:33:26.031008] [INFO ] [FORECASTER] Starting predict_future for QCRH [2025-11-26T21:33:26.031823] [DEBUG] [LOCAL ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt [2025-11-26T21:33:26.031892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:26.031938] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:26.031977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:26.032044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:26.088236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:26.088998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:26.089099] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:26.089149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:26.211668] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:26.211860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:26.211917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:26.211961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:26.215472] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: UP (p=50.04%) [2025-11-26T21:33:26.215873] [INFO ] [FORECASTER] Completed predict_future for QCRH [2025-11-26T21:33:26.216065] [INFO ] [sig ] QCRH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:26.362430] [INFO ] [LOCAL ] Saved forecast: QCRH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QCRH.txt [2025-11-26T21:33:26.362603] [INFO ] [sig ] [2640/3599] Completed QCRH in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:26.362679] [INFO ] [sig ] [2641/3599] Forecasting QD... [2025-11-26T21:33:26.362748] [INFO ] [sig ] Generating forecast for: QD [2025-11-26T21:33:26.362785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-11-26T21:33:26.373635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QD'. [2025-11-26T21:33:26.373971] [INFO ] [FORECASTER] Starting predict_future for QD [2025-11-26T21:33:26.374759] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-11-26T21:33:26.374828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:26.374874] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:26.374913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:26.374985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:26.431330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:26.432111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:26.432212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:26.432261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:26.557851] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:26.558059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:26.558120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:26.558164] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:26.561781] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=34.34%) [2025-11-26T21:33:26.562120] [INFO ] [FORECASTER] Completed predict_future for QD [2025-11-26T21:33:26.562274] [INFO ] [sig ] QD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:26.701633] [INFO ] [LOCAL ] Saved forecast: QD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QD.txt [2025-11-26T21:33:26.701823] [INFO ] [sig ] [2641/3599] Completed QD in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:26.701891] [INFO ] [sig ] [2642/3599] Forecasting QDEL... [2025-11-26T21:33:26.701976] [INFO ] [sig ] Generating forecast for: QDEL [2025-11-26T21:33:26.702015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'. [2025-11-26T21:33:26.712389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QDEL'. [2025-11-26T21:33:26.712757] [INFO ] [FORECASTER] Starting predict_future for QDEL [2025-11-26T21:33:26.713574] [DEBUG] [LOCAL ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt [2025-11-26T21:33:26.713677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:26.713730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:26.713774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:26.713848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:26.771671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:26.772555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:26.772684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:26.772736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:26.889468] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:26.889692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:26.889758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:26.889807] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:26.893380] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=96.25%) [2025-11-26T21:33:26.893710] [INFO ] [FORECASTER] Completed predict_future for QDEL [2025-11-26T21:33:26.893860] [INFO ] [sig ] QDEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:27.033613] [INFO ] [LOCAL ] Saved forecast: QDEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QDEL.txt [2025-11-26T21:33:27.033796] [INFO ] [sig ] [2642/3599] Completed QDEL in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:27.033852] [INFO ] [sig ] [2643/3599] Forecasting QFIN... [2025-11-26T21:33:27.033898] [INFO ] [sig ] Generating forecast for: QFIN [2025-11-26T21:33:27.033963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'. [2025-11-26T21:33:27.044272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QFIN'. [2025-11-26T21:33:27.044606] [INFO ] [FORECASTER] Starting predict_future for QFIN [2025-11-26T21:33:27.045395] [DEBUG] [LOCAL ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt [2025-11-26T21:33:27.045466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:27.045510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:27.045550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:27.045621] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:27.102399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:27.103155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:27.103250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:27.103296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:27.226099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:27.226285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:27.226340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:27.226383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:27.229805] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=93.45%) [2025-11-26T21:33:27.230104] [INFO ] [FORECASTER] Completed predict_future for QFIN [2025-11-26T21:33:27.230247] [INFO ] [sig ] QFIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:27.373993] [INFO ] [LOCAL ] Saved forecast: QFIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QFIN.txt [2025-11-26T21:33:27.374188] [INFO ] [sig ] [2643/3599] Completed QFIN in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:27.374243] [INFO ] [sig ] [2644/3599] Forecasting QGEN... [2025-11-26T21:33:27.374305] [INFO ] [sig ] Generating forecast for: QGEN [2025-11-26T21:33:27.374346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-11-26T21:33:27.384923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QGEN'. [2025-11-26T21:33:27.385249] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-11-26T21:33:27.386071] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-11-26T21:33:27.386143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:27.386190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:27.386231] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:27.386313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:27.442824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:27.443509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:27.443609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:27.443680] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:27.564141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:27.564331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:27.564384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:27.564427] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:27.567913] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=7.81%) [2025-11-26T21:33:27.568233] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-11-26T21:33:27.568383] [INFO ] [sig ] QGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:27.706845] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QGEN.txt [2025-11-26T21:33:27.707021] [INFO ] [sig ] [2644/3599] Completed QGEN in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:27.707078] [INFO ] [sig ] [2645/3599] Forecasting QLYS... [2025-11-26T21:33:27.707125] [INFO ] [sig ] Generating forecast for: QLYS [2025-11-26T21:33:27.707166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'. [2025-11-26T21:33:27.718188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QLYS'. [2025-11-26T21:33:27.718521] [INFO ] [FORECASTER] Starting predict_future for QLYS [2025-11-26T21:33:27.719333] [DEBUG] [LOCAL ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt [2025-11-26T21:33:27.719406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:27.719454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:27.719497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:27.719566] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:27.774926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:27.775541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:27.775637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:27.775708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:27.893591] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:27.893799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:27.893856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:27.893903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:27.897517] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=10.06%) [2025-11-26T21:33:27.897846] [INFO ] [FORECASTER] Completed predict_future for QLYS [2025-11-26T21:33:27.897993] [INFO ] [sig ] QLYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:28.037848] [INFO ] [LOCAL ] Saved forecast: QLYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QLYS.txt [2025-11-26T21:33:28.038013] [INFO ] [sig ] [2645/3599] Completed QLYS in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.5m [2025-11-26T21:33:28.038068] [INFO ] [sig ] [2646/3599] Forecasting QMCO... [2025-11-26T21:33:28.038138] [INFO ] [sig ] Generating forecast for: QMCO [2025-11-26T21:33:28.038182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'. [2025-11-26T21:33:28.048792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMCO'. [2025-11-26T21:33:28.049137] [INFO ] [FORECASTER] Starting predict_future for QMCO [2025-11-26T21:33:28.049936] [DEBUG] [LOCAL ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt [2025-11-26T21:33:28.050019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:28.050067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:28.050107] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:28.050174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:28.106808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:28.107553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:28.107671] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:28.107719] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:28.226471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:28.226669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:28.226722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:28.226765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:28.230168] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=93.61%) [2025-11-26T21:33:28.230455] [INFO ] [FORECASTER] Completed predict_future for QMCO [2025-11-26T21:33:28.230592] [INFO ] [sig ] QMCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:28.369090] [INFO ] [LOCAL ] Saved forecast: QMCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QMCO.txt [2025-11-26T21:33:28.369266] [INFO ] [sig ] [2646/3599] Completed QMCO in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.4m [2025-11-26T21:33:28.369322] [INFO ] [sig ] [2647/3599] Forecasting QMOM... [2025-11-26T21:33:28.369368] [INFO ] [sig ] Generating forecast for: QMOM [2025-11-26T21:33:28.369410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'. [2025-11-26T21:33:28.382362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMOM'. [2025-11-26T21:33:28.382915] [INFO ] [FORECASTER] Starting predict_future for QMOM [2025-11-26T21:33:28.383866] [DEBUG] [LOCAL ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt [2025-11-26T21:33:28.383939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:28.384110] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:28.384158] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:28.384230] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:28.443238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:28.444417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:28.444536] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:28.444585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:28.562813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:28.563068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:28.563130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:28.563179] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:28.567240] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=6.49%) [2025-11-26T21:33:28.567609] [INFO ] [FORECASTER] Completed predict_future for QMOM [2025-11-26T21:33:28.567791] [INFO ] [sig ] QMOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:28.709775] [INFO ] [LOCAL ] Saved forecast: QMOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QMOM.txt [2025-11-26T21:33:28.710021] [INFO ] [sig ] [2647/3599] Completed QMOM in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.4m [2025-11-26T21:33:28.710081] [INFO ] [sig ] [2648/3599] Forecasting QNCX... [2025-11-26T21:33:28.710126] [INFO ] [sig ] Generating forecast for: QNCX [2025-11-26T21:33:28.710209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'. [2025-11-26T21:33:28.722368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNCX'. [2025-11-26T21:33:28.722823] [INFO ] [FORECASTER] Starting predict_future for QNCX [2025-11-26T21:33:28.723697] [DEBUG] [LOCAL ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt [2025-11-26T21:33:28.723768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:28.723814] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:28.723855] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:28.723924] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:28.782535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:28.783566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:28.783702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:28.783755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:28.900737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:28.900990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:28.901050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:28.901095] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:28.904845] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: UP (p=56.85%) [2025-11-26T21:33:28.905167] [INFO ] [FORECASTER] Completed predict_future for QNCX [2025-11-26T21:33:28.905314] [INFO ] [sig ] QNCX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:29.052604] [INFO ] [LOCAL ] Saved forecast: QNCX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QNCX.txt [2025-11-26T21:33:29.052854] [INFO ] [sig ] [2648/3599] Completed QNCX in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.4m [2025-11-26T21:33:29.052939] [INFO ] [sig ] [2649/3599] Forecasting QNTM... [2025-11-26T21:33:29.052983] [INFO ] [sig ] Generating forecast for: QNTM [2025-11-26T21:33:29.053025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'. [2025-11-26T21:33:29.065171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNTM'. [2025-11-26T21:33:29.065726] [INFO ] [FORECASTER] Starting predict_future for QNTM [2025-11-26T21:33:29.066529] [DEBUG] [LOCAL ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt [2025-11-26T21:33:29.066600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:29.066665] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:29.066709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:29.066781] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:29.124241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:29.125236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:29.125371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:29.125423] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:29.248600] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:29.248840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:29.248895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:29.248938] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:29.252346] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=3.47%) [2025-11-26T21:33:29.252633] [INFO ] [FORECASTER] Completed predict_future for QNTM [2025-11-26T21:33:29.252794] [INFO ] [sig ] QNTM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:29.393421] [INFO ] [LOCAL ] Saved forecast: QNTM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QNTM.txt [2025-11-26T21:33:29.393580] [INFO ] [sig ] [2649/3599] Completed QNTM in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.4m [2025-11-26T21:33:29.393632] [INFO ] [sig ] [2650/3599] Forecasting QQMG... [2025-11-26T21:33:29.393690] [INFO ] [sig ] Generating forecast for: QQMG [2025-11-26T21:33:29.393733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'. [2025-11-26T21:33:29.405418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQMG'. [2025-11-26T21:33:29.405835] [INFO ] [FORECASTER] Starting predict_future for QQMG [2025-11-26T21:33:29.406658] [DEBUG] [LOCAL ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt [2025-11-26T21:33:29.406728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:29.406774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:29.406814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:29.406882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:29.466220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:29.467208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:29.467335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:29.467428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:29.582259] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:29.582449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:29.582499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:29.582546] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:29.586161] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=32.58%) [2025-11-26T21:33:29.586464] [INFO ] [FORECASTER] Completed predict_future for QQMG [2025-11-26T21:33:29.586610] [INFO ] [sig ] QQMG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:29.728224] [INFO ] [LOCAL ] Saved forecast: QQMG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQMG.txt [2025-11-26T21:33:29.728397] [INFO ] [sig ] [2650/3599] Completed QQMG in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.4m [2025-11-26T21:33:29.728455] [INFO ] [sig ] [2651/3599] Forecasting QQQ... [2025-11-26T21:33:29.728500] [INFO ] [sig ] Generating forecast for: QQQ [2025-11-26T21:33:29.728560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'. [2025-11-26T21:33:29.739240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQ'. [2025-11-26T21:33:29.739549] [INFO ] [FORECASTER] Starting predict_future for QQQ [2025-11-26T21:33:29.740391] [DEBUG] [LOCAL ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt [2025-11-26T21:33:29.740464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:29.740511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:29.740551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:29.740622] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:29.798504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:29.799190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:29.799289] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:29.799336] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:29.922003] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:29.922191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:29.922243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:29.922281] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:29.925683] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=77.62%) [2025-11-26T21:33:29.925990] [INFO ] [FORECASTER] Completed predict_future for QQQ [2025-11-26T21:33:29.926129] [INFO ] [sig ] QQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:30.064125] [INFO ] [LOCAL ] Saved forecast: QQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQ.txt [2025-11-26T21:33:30.064262] [INFO ] [sig ] [2651/3599] Completed QQQ in 0.3s | 2.92 sym/s | Total: 15.1m | ETA: 5.4m [2025-11-26T21:33:30.064314] [INFO ] [sig ] [2652/3599] Forecasting QQQE... [2025-11-26T21:33:30.064356] [INFO ] [sig ] Generating forecast for: QQQE [2025-11-26T21:33:30.064398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'. [2025-11-26T21:33:30.074554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQE'. [2025-11-26T21:33:30.074887] [INFO ] [FORECASTER] Starting predict_future for QQQE [2025-11-26T21:33:30.075676] [DEBUG] [LOCAL ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt [2025-11-26T21:33:30.075744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:30.075789] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:30.075830] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:30.075904] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:30.136579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:30.137890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:30.138023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:30.138096] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:30.257369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:30.257602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:30.257702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:30.257771] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:30.261692] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-11-26T21:33:30.262094] [INFO ] [FORECASTER] Completed predict_future for QQQE [2025-11-26T21:33:30.262265] [INFO ] [sig ] QQQE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:30.409353] [INFO ] [LOCAL ] Saved forecast: QQQE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQQE.txt [2025-11-26T21:33:30.409547] [INFO ] [sig ] [2652/3599] Completed QQQE in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:30.409602] [INFO ] [sig ] [2653/3599] Forecasting QQQI... [2025-11-26T21:33:30.409663] [INFO ] [sig ] Generating forecast for: QQQI [2025-11-26T21:33:30.409729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'. [2025-11-26T21:33:30.421463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQI'. [2025-11-26T21:33:30.421927] [INFO ] [FORECASTER] Starting predict_future for QQQI [2025-11-26T21:33:30.422762] [DEBUG] [LOCAL ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt [2025-11-26T21:33:30.422834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:30.422881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:30.422921] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:30.422992] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:30.483555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:30.484523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:30.484635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:30.484713] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:30.601511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:30.601759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:30.601825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:30.601875] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:30.605193] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-11-26T21:33:30.605483] [INFO ] [FORECASTER] Completed predict_future for QQQI [2025-11-26T21:33:30.605619] [INFO ] [sig ] QQQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:30.747865] [INFO ] [LOCAL ] Saved forecast: QQQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQI.txt [2025-11-26T21:33:30.748065] [INFO ] [sig ] [2653/3599] Completed QQQI in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:30.748116] [INFO ] [sig ] [2654/3599] Forecasting QQQJ... [2025-11-26T21:33:30.748160] [INFO ] [sig ] Generating forecast for: QQQJ [2025-11-26T21:33:30.748198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'. [2025-11-26T21:33:30.759266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'. [2025-11-26T21:33:30.759633] [INFO ] [FORECASTER] Starting predict_future for QQQJ [2025-11-26T21:33:30.760420] [DEBUG] [LOCAL ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt [2025-11-26T21:33:30.760490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:30.760536] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:30.760575] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:30.760665] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:30.816355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:30.817260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:30.817360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:30.817417] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:30.938734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:30.938927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:30.938998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:30.939040] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:30.942414] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=10.02%) [2025-11-26T21:33:30.942718] [INFO ] [FORECASTER] Completed predict_future for QQQJ [2025-11-26T21:33:30.942874] [INFO ] [sig ] QQQJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:31.082630] [INFO ] [LOCAL ] Saved forecast: QQQJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQQJ.txt [2025-11-26T21:33:31.082839] [INFO ] [sig ] [2654/3599] Completed QQQJ in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:31.082910] [INFO ] [sig ] [2655/3599] Forecasting QQQM... [2025-11-26T21:33:31.082979] [INFO ] [sig ] Generating forecast for: QQQM [2025-11-26T21:33:31.083029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'. [2025-11-26T21:33:31.094253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQM'. [2025-11-26T21:33:31.094608] [INFO ] [FORECASTER] Starting predict_future for QQQM [2025-11-26T21:33:31.095409] [DEBUG] [LOCAL ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt [2025-11-26T21:33:31.095496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:31.095543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:31.095584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:31.095699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:31.155204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:31.156045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:31.156150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:31.156199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:31.275152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:31.275350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:31.275404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:31.275441] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:31.278816] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=87.56%) [2025-11-26T21:33:31.279104] [INFO ] [FORECASTER] Completed predict_future for QQQM [2025-11-26T21:33:31.279240] [INFO ] [sig ] QQQM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:31.417608] [INFO ] [LOCAL ] Saved forecast: QQQM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQM.txt [2025-11-26T21:33:31.417808] [INFO ] [sig ] [2655/3599] Completed QQQM in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:31.417884] [INFO ] [sig ] [2656/3599] Forecasting QQQX... [2025-11-26T21:33:31.417923] [INFO ] [sig ] Generating forecast for: QQQX [2025-11-26T21:33:31.417968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'. [2025-11-26T21:33:31.428168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQX'. [2025-11-26T21:33:31.428526] [INFO ] [FORECASTER] Starting predict_future for QQQX [2025-11-26T21:33:31.429337] [DEBUG] [LOCAL ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt [2025-11-26T21:33:31.429407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:31.429452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:31.429490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:31.429557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:31.485217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:31.485990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:31.486089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:31.486135] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:31.604491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:31.604710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:31.604763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:31.604805] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:31.608197] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=16.58%) [2025-11-26T21:33:31.608506] [INFO ] [FORECASTER] Completed predict_future for QQQX [2025-11-26T21:33:31.608669] [INFO ] [sig ] QQQX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:31.750989] [INFO ] [LOCAL ] Saved forecast: QQQX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QQQX.txt [2025-11-26T21:33:31.751162] [INFO ] [sig ] [2656/3599] Completed QQQX in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:31.751231] [INFO ] [sig ] [2657/3599] Forecasting QQQY... [2025-11-26T21:33:31.751277] [INFO ] [sig ] Generating forecast for: QQQY [2025-11-26T21:33:31.751318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'. [2025-11-26T21:33:31.761984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQY'. [2025-11-26T21:33:31.762377] [INFO ] [FORECASTER] Starting predict_future for QQQY [2025-11-26T21:33:31.763199] [DEBUG] [LOCAL ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt [2025-11-26T21:33:31.763269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:31.763329] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:31.763370] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:31.763437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:31.833272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:31.834250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:31.834350] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:31.834397] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:31.950767] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:31.950943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:31.950995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:31.951038] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:31.954506] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-11-26T21:33:31.954814] [INFO ] [FORECASTER] Completed predict_future for QQQY [2025-11-26T21:33:31.954954] [INFO ] [sig ] QQQY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:32.093042] [INFO ] [LOCAL ] Saved forecast: QQQY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QQQY.txt [2025-11-26T21:33:32.093180] [INFO ] [sig ] [2657/3599] Completed QQQY in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:32.093228] [INFO ] [sig ] [2658/3599] Forecasting QRHC... [2025-11-26T21:33:32.093272] [INFO ] [sig ] Generating forecast for: QRHC [2025-11-26T21:33:32.093314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'. [2025-11-26T21:33:32.103930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRHC'. [2025-11-26T21:33:32.104240] [INFO ] [FORECASTER] Starting predict_future for QRHC [2025-11-26T21:33:32.105024] [DEBUG] [LOCAL ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt [2025-11-26T21:33:32.105092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:32.105137] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:32.105176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:32.105244] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:32.161175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:32.161821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:32.161914] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:32.161960] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:32.282440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:32.282608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:32.282679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:32.282723] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:32.285975] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=69.59%) [2025-11-26T21:33:32.286259] [INFO ] [FORECASTER] Completed predict_future for QRHC [2025-11-26T21:33:32.286396] [INFO ] [sig ] QRHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:32.428770] [INFO ] [LOCAL ] Saved forecast: QRHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QRHC.txt [2025-11-26T21:33:32.428933] [INFO ] [sig ] [2658/3599] Completed QRHC in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:32.428985] [INFO ] [sig ] [2659/3599] Forecasting QRVO... [2025-11-26T21:33:32.429026] [INFO ] [sig ] Generating forecast for: QRVO [2025-11-26T21:33:32.429095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'. [2025-11-26T21:33:32.439401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRVO'. [2025-11-26T21:33:32.439703] [INFO ] [FORECASTER] Starting predict_future for QRVO [2025-11-26T21:33:32.440478] [DEBUG] [LOCAL ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt [2025-11-26T21:33:32.440548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:32.440592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:32.440631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:32.440721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:32.497223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:32.498201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:32.498302] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:32.498349] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:32.613532] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:32.613684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:32.613730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:32.613770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:32.616922] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=5.62%) [2025-11-26T21:33:32.617205] [INFO ] [FORECASTER] Completed predict_future for QRVO [2025-11-26T21:33:32.617343] [INFO ] [sig ] QRVO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:32.757104] [INFO ] [LOCAL ] Saved forecast: QRVO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QRVO.txt [2025-11-26T21:33:32.757236] [INFO ] [sig ] [2659/3599] Completed QRVO in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:32.757290] [INFO ] [sig ] [2660/3599] Forecasting QS... [2025-11-26T21:33:32.757334] [INFO ] [sig ] Generating forecast for: QS [2025-11-26T21:33:32.757377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-11-26T21:33:32.767608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QS'. [2025-11-26T21:33:32.767947] [INFO ] [FORECASTER] Starting predict_future for QS [2025-11-26T21:33:32.768742] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-11-26T21:33:32.768811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:32.768865] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:32.768913] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:32.768996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:32.825225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:32.825844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:32.825941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:32.825988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:32.944701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:32.944849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:32.944899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:32.944937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:32.948168] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=84.24%) [2025-11-26T21:33:32.948454] [INFO ] [FORECASTER] Completed predict_future for QS [2025-11-26T21:33:32.948594] [INFO ] [sig ] QS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:33.087338] [INFO ] [LOCAL ] Saved forecast: QS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QS.txt [2025-11-26T21:33:33.087530] [INFO ] [sig ] [2660/3599] Completed QS in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:33.087594] [INFO ] [sig ] [2661/3599] Forecasting QSI... [2025-11-26T21:33:33.087658] [INFO ] [sig ] Generating forecast for: QSI [2025-11-26T21:33:33.087698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'. [2025-11-26T21:33:33.098227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QSI'. [2025-11-26T21:33:33.098513] [INFO ] [FORECASTER] Starting predict_future for QSI [2025-11-26T21:33:33.099294] [DEBUG] [LOCAL ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt [2025-11-26T21:33:33.099366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:33.099411] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:33.099451] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:33.099518] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:33.155311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:33.156034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:33.156130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:33.156176] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:33.274722] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:33.274934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:33.274990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:33.275033] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:33.278378] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=36.72%) [2025-11-26T21:33:33.278692] [INFO ] [FORECASTER] Completed predict_future for QSI [2025-11-26T21:33:33.278828] [INFO ] [sig ] QSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:33.418452] [INFO ] [LOCAL ] Saved forecast: QSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QSI.txt [2025-11-26T21:33:33.418583] [INFO ] [sig ] [2661/3599] Completed QSI in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:33.418635] [INFO ] [sig ] [2662/3599] Forecasting QTEC... [2025-11-26T21:33:33.418699] [INFO ] [sig ] Generating forecast for: QTEC [2025-11-26T21:33:33.418740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'. [2025-11-26T21:33:33.428889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTEC'. [2025-11-26T21:33:33.429186] [INFO ] [FORECASTER] Starting predict_future for QTEC [2025-11-26T21:33:33.429969] [DEBUG] [LOCAL ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt [2025-11-26T21:33:33.430039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:33.430084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:33.430123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:33.430187] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:33.487474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:33.488139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:33.488232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:33.488278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:33.610291] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:33.610447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:33.610507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:33.610551] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:33.613859] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=91.00%) [2025-11-26T21:33:33.614142] [INFO ] [FORECASTER] Completed predict_future for QTEC [2025-11-26T21:33:33.614300] [INFO ] [sig ] QTEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:33.756549] [INFO ] [LOCAL ] Saved forecast: QTEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QTEC.txt [2025-11-26T21:33:33.756720] [INFO ] [sig ] [2662/3599] Completed QTEC in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.4m [2025-11-26T21:33:33.756776] [INFO ] [sig ] [2663/3599] Forecasting QTRX... [2025-11-26T21:33:33.756817] [INFO ] [sig ] Generating forecast for: QTRX [2025-11-26T21:33:33.756859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'. [2025-11-26T21:33:33.767153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTRX'. [2025-11-26T21:33:33.767452] [INFO ] [FORECASTER] Starting predict_future for QTRX [2025-11-26T21:33:33.768237] [DEBUG] [LOCAL ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt [2025-11-26T21:33:33.768306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:33.768350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:33.768389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:33.768457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:33.824484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:33.825218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:33.825313] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:33.825358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:33.950727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:33.950954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:33.951022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:33.951067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:33.954548] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=12.49%) [2025-11-26T21:33:33.954858] [INFO ] [FORECASTER] Completed predict_future for QTRX [2025-11-26T21:33:33.954996] [INFO ] [sig ] QTRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:34.097606] [INFO ] [LOCAL ] Saved forecast: QTRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QTRX.txt [2025-11-26T21:33:34.097786] [INFO ] [sig ] [2663/3599] Completed QTRX in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.3m [2025-11-26T21:33:34.097840] [INFO ] [sig ] [2664/3599] Forecasting QTTB... [2025-11-26T21:33:34.097890] [INFO ] [sig ] Generating forecast for: QTTB [2025-11-26T21:33:34.097940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'. [2025-11-26T21:33:34.108132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTTB'. [2025-11-26T21:33:34.108505] [INFO ] [FORECASTER] Starting predict_future for QTTB [2025-11-26T21:33:34.109333] [DEBUG] [LOCAL ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt [2025-11-26T21:33:34.109402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:34.109446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:34.109484] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:34.109552] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:34.169189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:34.170088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:34.170189] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:34.170236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:34.296863] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:34.297047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:34.297122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:34.297167] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:34.300482] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=3.07%) [2025-11-26T21:33:34.300791] [INFO ] [FORECASTER] Completed predict_future for QTTB [2025-11-26T21:33:34.300937] [INFO ] [sig ] QTTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:34.440713] [INFO ] [LOCAL ] Saved forecast: QTTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QTTB.txt [2025-11-26T21:33:34.440887] [INFO ] [sig ] [2664/3599] Completed QTTB in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.3m [2025-11-26T21:33:34.440940] [INFO ] [sig ] [2665/3599] Forecasting QTUM... [2025-11-26T21:33:34.441003] [INFO ] [sig ] Generating forecast for: QTUM [2025-11-26T21:33:34.441045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'. [2025-11-26T21:33:34.451757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTUM'. [2025-11-26T21:33:34.452148] [INFO ] [FORECASTER] Starting predict_future for QTUM [2025-11-26T21:33:34.453012] [DEBUG] [LOCAL ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt [2025-11-26T21:33:34.453088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:34.453133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:34.453171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:34.453240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:34.511371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:34.512297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:34.512399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:34.512445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:34.628470] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:34.628703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:34.628759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:34.628796] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:34.632184] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-11-26T21:33:34.632476] [INFO ] [FORECASTER] Completed predict_future for QTUM [2025-11-26T21:33:34.632618] [INFO ] [sig ] QTUM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:34.772879] [INFO ] [LOCAL ] Saved forecast: QTUM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QTUM.txt [2025-11-26T21:33:34.773031] [INFO ] [sig ] [2665/3599] Completed QTUM in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.3m [2025-11-26T21:33:34.773093] [INFO ] [sig ] [2666/3599] Forecasting QTWO... [2025-11-26T21:33:34.773150] [INFO ] [sig ] Generating forecast for: QTWO [2025-11-26T21:33:34.773195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-11-26T21:33:34.783239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTWO'. [2025-11-26T21:33:34.783521] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-11-26T21:33:34.784307] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-11-26T21:33:34.784376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:34.784420] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:34.784458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:34.784526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:34.840851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:34.841471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:34.841577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:34.841624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:34.967225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:34.967418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:34.967478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:34.967520] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:34.971025] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=78.15%) [2025-11-26T21:33:34.971307] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-11-26T21:33:34.971445] [INFO ] [sig ] QTWO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:35.109324] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QTWO.txt [2025-11-26T21:33:35.109456] [INFO ] [sig ] [2666/3599] Completed QTWO in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.3m [2025-11-26T21:33:35.109508] [INFO ] [sig ] [2667/3599] Forecasting QUAD... [2025-11-26T21:33:35.109553] [INFO ] [sig ] Generating forecast for: QUAD [2025-11-26T21:33:35.109610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-11-26T21:33:35.119550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUAD'. [2025-11-26T21:33:35.119859] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-11-26T21:33:35.120666] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-11-26T21:33:35.120734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:35.120779] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:35.120817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:35.120885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:35.177117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:35.177858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:35.177955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:35.178000] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:35.297320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:35.297522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:35.297577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:35.297617] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:35.301005] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-11-26T21:33:35.301287] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-11-26T21:33:35.301422] [INFO ] [sig ] QUAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:35.439830] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QUAD.txt [2025-11-26T21:33:35.439982] [INFO ] [sig ] [2667/3599] Completed QUAD in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.3m [2025-11-26T21:33:35.440041] [INFO ] [sig ] [2668/3599] Forecasting QUIK... [2025-11-26T21:33:35.440083] [INFO ] [sig ] Generating forecast for: QUIK [2025-11-26T21:33:35.440145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'. [2025-11-26T21:33:35.450058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUIK'. [2025-11-26T21:33:35.450327] [INFO ] [FORECASTER] Starting predict_future for QUIK [2025-11-26T21:33:35.451103] [DEBUG] [LOCAL ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt [2025-11-26T21:33:35.451172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:35.451228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:35.451269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:35.451336] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:35.508319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:35.509369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:35.509479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:35.509526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:35.631017] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:35.631199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:35.631253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:35.631288] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:35.634762] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=73.37%) [2025-11-26T21:33:35.635061] [INFO ] [FORECASTER] Completed predict_future for QUIK [2025-11-26T21:33:35.635205] [INFO ] [sig ] QUIK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:35.779337] [INFO ] [LOCAL ] Saved forecast: QUIK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/QUIK.txt [2025-11-26T21:33:35.779514] [INFO ] [sig ] [2668/3599] Completed QUIK in 0.3s | 2.92 sym/s | Total: 15.2m | ETA: 5.3m [2025-11-26T21:33:35.779568] [INFO ] [sig ] [2669/3599] Forecasting QURE... [2025-11-26T21:33:35.779612] [INFO ] [sig ] Generating forecast for: QURE [2025-11-26T21:33:35.779709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'. [2025-11-26T21:33:35.790128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QURE'. [2025-11-26T21:33:35.790428] [INFO ] [FORECASTER] Starting predict_future for QURE [2025-11-26T21:33:35.791203] [DEBUG] [LOCAL ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt [2025-11-26T21:33:35.791272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:35.791316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:35.791354] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:35.791423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:35.847838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:35.848715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:35.848815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:35.848861] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:35.970879] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:35.971068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:35.971122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:35.971163] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:35.974441] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=44.65%) [2025-11-26T21:33:35.974750] [INFO ] [FORECASTER] Completed predict_future for QURE [2025-11-26T21:33:35.974885] [INFO ] [sig ] QURE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:36.115698] [INFO ] [LOCAL ] Saved forecast: QURE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QURE.txt [2025-11-26T21:33:36.115880] [INFO ] [sig ] [2669/3599] Completed QURE in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:36.115935] [INFO ] [sig ] [2670/3599] Forecasting QVAL... [2025-11-26T21:33:36.115977] [INFO ] [sig ] Generating forecast for: QVAL [2025-11-26T21:33:36.116040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'. [2025-11-26T21:33:36.126835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVAL'. [2025-11-26T21:33:36.127193] [INFO ] [FORECASTER] Starting predict_future for QVAL [2025-11-26T21:33:36.128036] [DEBUG] [LOCAL ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt [2025-11-26T21:33:36.128108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:36.128152] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:36.128192] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:36.128260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:36.185313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:36.186049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:36.186145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:36.186192] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:36.302099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:36.302305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:36.302368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:36.302411] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:36.305823] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=24.22%) [2025-11-26T21:33:36.306123] [INFO ] [FORECASTER] Completed predict_future for QVAL [2025-11-26T21:33:36.306266] [INFO ] [sig ] QVAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:36.457546] [INFO ] [LOCAL ] Saved forecast: QVAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QVAL.txt [2025-11-26T21:33:36.457757] [INFO ] [sig ] [2670/3599] Completed QVAL in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:36.457813] [INFO ] [sig ] [2671/3599] Forecasting QVCC... [2025-11-26T21:33:36.457855] [INFO ] [sig ] Generating forecast for: QVCC [2025-11-26T21:33:36.457897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-11-26T21:33:36.469865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVCC'. [2025-11-26T21:33:36.470325] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-11-26T21:33:36.471145] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-11-26T21:33:36.471216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:36.471272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:36.471323] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:36.471408] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:36.528059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:36.528981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:36.529113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:36.529164] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:36.642119] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:36.642270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:36.642331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:36.642383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:36.645676] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=11.05%) [2025-11-26T21:33:36.645973] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-11-26T21:33:36.646121] [INFO ] [sig ] QVCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:36.783952] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QVCC.txt [2025-11-26T21:33:36.784133] [INFO ] [sig ] [2671/3599] Completed QVCC in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:36.784218] [INFO ] [sig ] [2672/3599] Forecasting QYLD... [2025-11-26T21:33:36.784321] [INFO ] [sig ] Generating forecast for: QYLD [2025-11-26T21:33:36.784382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'. [2025-11-26T21:33:36.795104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLD'. [2025-11-26T21:33:36.795429] [INFO ] [FORECASTER] Starting predict_future for QYLD [2025-11-26T21:33:36.796254] [DEBUG] [LOCAL ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt [2025-11-26T21:33:36.796327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:36.796377] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:36.796416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:36.796484] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:36.856972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:36.857976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:36.858088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:36.858137] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:36.985052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:36.985266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:36.985345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:36.985413] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:36.990158] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: DOWN (p=0.27%) [2025-11-26T21:33:36.990551] [INFO ] [FORECASTER] Completed predict_future for QYLD [2025-11-26T21:33:36.990768] [INFO ] [sig ] QYLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:37.130959] [INFO ] [LOCAL ] Saved forecast: QYLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QYLD.txt [2025-11-26T21:33:37.131118] [INFO ] [sig ] [2672/3599] Completed QYLD in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:37.131171] [INFO ] [sig ] [2673/3599] Forecasting QYLG... [2025-11-26T21:33:37.131212] [INFO ] [sig ] Generating forecast for: QYLG [2025-11-26T21:33:37.131254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'. [2025-11-26T21:33:37.142137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLG'. [2025-11-26T21:33:37.142421] [INFO ] [FORECASTER] Starting predict_future for QYLG [2025-11-26T21:33:37.143212] [DEBUG] [LOCAL ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt [2025-11-26T21:33:37.143282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:37.143327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:37.143365] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:37.143433] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:37.203039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:37.203815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:37.203908] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:37.203955] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:37.325137] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:37.325276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:37.325330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:37.325387] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:37.328572] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=34.47%) [2025-11-26T21:33:37.328871] [INFO ] [FORECASTER] Completed predict_future for QYLG [2025-11-26T21:33:37.329017] [INFO ] [sig ] QYLG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:37.467742] [INFO ] [LOCAL ] Saved forecast: QYLG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/QYLG.txt [2025-11-26T21:33:37.467878] [INFO ] [sig ] [2673/3599] Completed QYLG in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:37.467930] [INFO ] [sig ] [2674/3599] Forecasting RA... [2025-11-26T21:33:37.467971] [INFO ] [sig ] Generating forecast for: RA [2025-11-26T21:33:37.468014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-11-26T21:33:37.477873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RA'. [2025-11-26T21:33:37.478156] [INFO ] [FORECASTER] Starting predict_future for RA [2025-11-26T21:33:37.478937] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-11-26T21:33:37.479004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:37.479044] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:37.479083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:37.479151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:37.535425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:37.536058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:37.536154] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:37.536202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:37.654253] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:37.654365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:37.654412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:37.654452] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:37.657507] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=6.26%) [2025-11-26T21:33:37.657804] [INFO ] [FORECASTER] Completed predict_future for RA [2025-11-26T21:33:37.657937] [INFO ] [sig ] RA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:37.796019] [INFO ] [LOCAL ] Saved forecast: RA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RA.txt [2025-11-26T21:33:37.796167] [INFO ] [sig ] [2674/3599] Completed RA in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:37.796224] [INFO ] [sig ] [2675/3599] Forecasting RACE... [2025-11-26T21:33:37.796266] [INFO ] [sig ] Generating forecast for: RACE [2025-11-26T21:33:37.796324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-11-26T21:33:37.806269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RACE'. [2025-11-26T21:33:37.806539] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-11-26T21:33:37.807306] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-11-26T21:33:37.807375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:37.807432] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:37.807472] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:37.807539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:37.863355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:37.863959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:37.864052] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:37.864097] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:37.989953] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:37.990124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:37.990180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:37.990247] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:37.993595] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=35.99%) [2025-11-26T21:33:37.993896] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-11-26T21:33:37.994033] [INFO ] [sig ] RACE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:38.131847] [INFO ] [LOCAL ] Saved forecast: RACE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RACE.txt [2025-11-26T21:33:38.131970] [INFO ] [sig ] [2675/3599] Completed RACE in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:38.132020] [INFO ] [sig ] [2676/3599] Forecasting RAIL... [2025-11-26T21:33:38.132091] [INFO ] [sig ] Generating forecast for: RAIL [2025-11-26T21:33:38.132134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'. [2025-11-26T21:33:38.143185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAIL'. [2025-11-26T21:33:38.143592] [INFO ] [FORECASTER] Starting predict_future for RAIL [2025-11-26T21:33:38.144503] [DEBUG] [LOCAL ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt [2025-11-26T21:33:38.144575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:38.144621] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:38.144692] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:38.144777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:38.203015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:38.203987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:38.204101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:38.204156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:38.332452] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:38.332667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:38.332722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:38.332763] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:38.336151] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=71.34%) [2025-11-26T21:33:38.336436] [INFO ] [FORECASTER] Completed predict_future for RAIL [2025-11-26T21:33:38.336577] [INFO ] [sig ] RAIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:38.474917] [INFO ] [LOCAL ] Saved forecast: RAIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RAIL.txt [2025-11-26T21:33:38.475077] [INFO ] [sig ] [2676/3599] Completed RAIL in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:38.475131] [INFO ] [sig ] [2677/3599] Forecasting RAMP... [2025-11-26T21:33:38.475174] [INFO ] [sig ] Generating forecast for: RAMP [2025-11-26T21:33:38.475267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-11-26T21:33:38.486115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAMP'. [2025-11-26T21:33:38.486491] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-11-26T21:33:38.487334] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-11-26T21:33:38.487440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:38.487505] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:38.487562] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:38.487677] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:38.544658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:38.545282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:38.545387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:38.545463] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:38.662696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:38.662900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:38.662970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:38.663029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:38.666441] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=18.36%) [2025-11-26T21:33:38.666762] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-11-26T21:33:38.666917] [INFO ] [sig ] RAMP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:38.805102] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAMP.txt [2025-11-26T21:33:38.805284] [INFO ] [sig ] [2677/3599] Completed RAMP in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:38.805355] [INFO ] [sig ] [2678/3599] Forecasting RAPP... [2025-11-26T21:33:38.805436] [INFO ] [sig ] Generating forecast for: RAPP [2025-11-26T21:33:38.805503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'. [2025-11-26T21:33:38.816082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAPP'. [2025-11-26T21:33:38.816436] [INFO ] [FORECASTER] Starting predict_future for RAPP [2025-11-26T21:33:38.817369] [DEBUG] [LOCAL ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt [2025-11-26T21:33:38.817471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:38.817531] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:38.817586] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:38.817706] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:38.875247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:38.876012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:38.876127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:38.876188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:38.992510] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:38.992713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:38.992781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:38.992837] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:38.996145] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=18.80%) [2025-11-26T21:33:38.996465] [INFO ] [FORECASTER] Completed predict_future for RAPP [2025-11-26T21:33:38.996627] [INFO ] [sig ] RAPP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:39.137682] [INFO ] [LOCAL ] Saved forecast: RAPP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAPP.txt [2025-11-26T21:33:39.137835] [INFO ] [sig ] [2678/3599] Completed RAPP in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:39.137891] [INFO ] [sig ] [2679/3599] Forecasting RARE... [2025-11-26T21:33:39.137931] [INFO ] [sig ] Generating forecast for: RARE [2025-11-26T21:33:39.137974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'. [2025-11-26T21:33:39.148195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RARE'. [2025-11-26T21:33:39.148522] [INFO ] [FORECASTER] Starting predict_future for RARE [2025-11-26T21:33:39.149338] [DEBUG] [LOCAL ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt [2025-11-26T21:33:39.149414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:39.149461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:39.149528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:39.149606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:39.209358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:39.210286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:39.210389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:39.210436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:39.331901] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:39.332074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:39.332126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:39.332172] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:39.335487] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=77.84%) [2025-11-26T21:33:39.335802] [INFO ] [FORECASTER] Completed predict_future for RARE [2025-11-26T21:33:39.335951] [INFO ] [sig ] RARE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:39.477849] [INFO ] [LOCAL ] Saved forecast: RARE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RARE.txt [2025-11-26T21:33:39.478011] [INFO ] [sig ] [2679/3599] Completed RARE in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:39.478092] [INFO ] [sig ] [2680/3599] Forecasting RAVE... [2025-11-26T21:33:39.478172] [INFO ] [sig ] Generating forecast for: RAVE [2025-11-26T21:33:39.478230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'. [2025-11-26T21:33:39.488723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAVE'. [2025-11-26T21:33:39.489071] [INFO ] [FORECASTER] Starting predict_future for RAVE [2025-11-26T21:33:39.489935] [DEBUG] [LOCAL ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt [2025-11-26T21:33:39.490024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:39.490100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:39.490169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:39.490272] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:39.549989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:39.550827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:39.550936] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:39.550998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:39.660097] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:39.660266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:39.660334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:39.660394] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:39.663771] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-11-26T21:33:39.664077] [INFO ] [FORECASTER] Completed predict_future for RAVE [2025-11-26T21:33:39.664228] [INFO ] [sig ] RAVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:39.805393] [INFO ] [LOCAL ] Saved forecast: RAVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAVE.txt [2025-11-26T21:33:39.805552] [INFO ] [sig ] [2680/3599] Completed RAVE in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.3m [2025-11-26T21:33:39.805622] [INFO ] [sig ] [2681/3599] Forecasting RAY... [2025-11-26T21:33:39.805722] [INFO ] [sig ] Generating forecast for: RAY [2025-11-26T21:33:39.805775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'. [2025-11-26T21:33:39.816200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAY'. [2025-11-26T21:33:39.816527] [INFO ] [FORECASTER] Starting predict_future for RAY [2025-11-26T21:33:39.817366] [DEBUG] [LOCAL ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt [2025-11-26T21:33:39.817466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:39.817538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:39.817600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:39.817729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:39.876367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:39.877045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:39.877147] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:39.877219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:39.991995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:39.992162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:39.992233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:39.992300] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:39.995745] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-11-26T21:33:39.996071] [INFO ] [FORECASTER] Completed predict_future for RAY [2025-11-26T21:33:39.996244] [INFO ] [sig ] RAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:40.134822] [INFO ] [LOCAL ] Saved forecast: RAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RAY.txt [2025-11-26T21:33:40.135032] [INFO ] [sig ] [2681/3599] Completed RAY in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.2m [2025-11-26T21:33:40.135116] [INFO ] [sig ] [2682/3599] Forecasting RBA... [2025-11-26T21:33:40.135210] [INFO ] [sig ] Generating forecast for: RBA [2025-11-26T21:33:40.135267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-11-26T21:33:40.145333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBA'. [2025-11-26T21:33:40.145625] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-11-26T21:33:40.146410] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-11-26T21:33:40.146480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:40.146524] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:40.146564] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:40.146633] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:40.203594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:40.204289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:40.204385] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:40.204431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:40.322885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:40.323054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:40.323109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:40.323153] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:40.326455] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=15.55%) [2025-11-26T21:33:40.326770] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-11-26T21:33:40.326909] [INFO ] [sig ] RBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:40.467959] [INFO ] [LOCAL ] Saved forecast: RBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RBA.txt [2025-11-26T21:33:40.468120] [INFO ] [sig ] [2682/3599] Completed RBA in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.2m [2025-11-26T21:33:40.468181] [INFO ] [sig ] [2683/3599] Forecasting RBB... [2025-11-26T21:33:40.468227] [INFO ] [sig ] Generating forecast for: RBB [2025-11-26T21:33:40.468289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'. [2025-11-26T21:33:40.478058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBB'. [2025-11-26T21:33:40.478369] [INFO ] [FORECASTER] Starting predict_future for RBB [2025-11-26T21:33:40.479171] [DEBUG] [LOCAL ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt [2025-11-26T21:33:40.479238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:40.479283] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:40.479322] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:40.479387] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:40.535449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:40.536075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:40.536174] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:40.536222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:40.656798] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:40.656978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:40.657030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:40.657072] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:40.660385] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=18.83%) [2025-11-26T21:33:40.660692] [INFO ] [FORECASTER] Completed predict_future for RBB [2025-11-26T21:33:40.660833] [INFO ] [sig ] RBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:40.800692] [INFO ] [LOCAL ] Saved forecast: RBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RBB.txt [2025-11-26T21:33:40.800841] [INFO ] [sig ] [2683/3599] Completed RBB in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.2m [2025-11-26T21:33:40.800894] [INFO ] [sig ] [2684/3599] Forecasting RBBN... [2025-11-26T21:33:40.800935] [INFO ] [sig ] Generating forecast for: RBBN [2025-11-26T21:33:40.800974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'. [2025-11-26T21:33:40.810489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBBN'. [2025-11-26T21:33:40.810802] [INFO ] [FORECASTER] Starting predict_future for RBBN [2025-11-26T21:33:40.811567] [DEBUG] [LOCAL ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt [2025-11-26T21:33:40.811634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:40.811702] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:40.811748] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:40.811814] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:40.867964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:40.868579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:40.868689] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:40.868736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:40.986765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:40.986899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:40.986949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:40.986990] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:40.990281] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-11-26T21:33:40.990567] [INFO ] [FORECASTER] Completed predict_future for RBBN [2025-11-26T21:33:40.990719] [INFO ] [sig ] RBBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:41.130723] [INFO ] [LOCAL ] Saved forecast: RBBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBBN.txt [2025-11-26T21:33:41.130882] [INFO ] [sig ] [2684/3599] Completed RBBN in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.2m [2025-11-26T21:33:41.130936] [INFO ] [sig ] [2685/3599] Forecasting RBC... [2025-11-26T21:33:41.130974] [INFO ] [sig ] Generating forecast for: RBC [2025-11-26T21:33:41.131013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-11-26T21:33:41.140821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBC'. [2025-11-26T21:33:41.141125] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-11-26T21:33:41.141911] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-11-26T21:33:41.141979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:41.142023] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:41.142061] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:41.142131] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:41.198371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:41.199109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:41.199205] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:41.199250] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:41.318345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:41.318518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:41.318570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:41.318612] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:41.321921] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=94.94%) [2025-11-26T21:33:41.322214] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-11-26T21:33:41.322355] [INFO ] [sig ] RBC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:41.461562] [INFO ] [LOCAL ] Saved forecast: RBC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBC.txt [2025-11-26T21:33:41.461779] [INFO ] [sig ] [2685/3599] Completed RBC in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.2m [2025-11-26T21:33:41.461835] [INFO ] [sig ] [2686/3599] Forecasting RBCAA... [2025-11-26T21:33:41.461911] [INFO ] [sig ] Generating forecast for: RBCAA [2025-11-26T21:33:41.461951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'. [2025-11-26T21:33:41.475463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'. [2025-11-26T21:33:41.475946] [INFO ] [FORECASTER] Starting predict_future for RBCAA [2025-11-26T21:33:41.477060] [DEBUG] [LOCAL ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt [2025-11-26T21:33:41.477146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:41.477211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:41.477268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:41.477369] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:41.542321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:41.543207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:41.543312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:41.543358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:41.656272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:41.656450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:41.656502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:41.656544] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:41.659994] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=51.23%) [2025-11-26T21:33:41.660296] [INFO ] [FORECASTER] Completed predict_future for RBCAA [2025-11-26T21:33:41.660453] [INFO ] [sig ] RBCAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:41.798058] [INFO ] [LOCAL ] Saved forecast: RBCAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBCAA.txt [2025-11-26T21:33:41.798232] [INFO ] [sig ] [2686/3599] Completed RBCAA in 0.3s | 2.92 sym/s | Total: 15.3m | ETA: 5.2m [2025-11-26T21:33:41.798287] [INFO ] [sig ] [2687/3599] Forecasting RBLX... [2025-11-26T21:33:41.798329] [INFO ] [sig ] Generating forecast for: RBLX [2025-11-26T21:33:41.798560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-11-26T21:33:41.809335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBLX'. [2025-11-26T21:33:41.809703] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-11-26T21:33:41.810497] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-11-26T21:33:41.810578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:41.810659] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:41.810718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:41.810816] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:41.867621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:41.868298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:41.868404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:41.868466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:41.987359] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:41.987565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:41.987635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:41.987716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:41.991180] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=95.53%) [2025-11-26T21:33:41.991480] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-11-26T21:33:41.991638] [INFO ] [sig ] RBLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:42.130160] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RBLX.txt [2025-11-26T21:33:42.130349] [INFO ] [sig ] [2687/3599] Completed RBLX in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:42.130422] [INFO ] [sig ] [2688/3599] Forecasting RC... [2025-11-26T21:33:42.130516] [INFO ] [sig ] Generating forecast for: RC [2025-11-26T21:33:42.130567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-11-26T21:33:42.140928] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RC'. [2025-11-26T21:33:42.141320] [INFO ] [FORECASTER] Starting predict_future for RC [2025-11-26T21:33:42.142178] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-11-26T21:33:42.142249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:42.142296] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:42.142337] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:42.142404] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:42.201127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:42.202128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:42.202236] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:42.202285] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:42.319287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:42.319473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:42.319526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:42.319568] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:42.323033] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=67.86%) [2025-11-26T21:33:42.323326] [INFO ] [FORECASTER] Completed predict_future for RC [2025-11-26T21:33:42.323463] [INFO ] [sig ] RC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:42.463606] [INFO ] [LOCAL ] Saved forecast: RC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RC.txt [2025-11-26T21:33:42.463813] [INFO ] [sig ] [2688/3599] Completed RC in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:42.463868] [INFO ] [sig ] [2689/3599] Forecasting RCEL... [2025-11-26T21:33:42.463937] [INFO ] [sig ] Generating forecast for: RCEL [2025-11-26T21:33:42.463984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'. [2025-11-26T21:33:42.474833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCEL'. [2025-11-26T21:33:42.475166] [INFO ] [FORECASTER] Starting predict_future for RCEL [2025-11-26T21:33:42.475974] [DEBUG] [LOCAL ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt [2025-11-26T21:33:42.476043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:42.476092] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:42.476130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:42.476197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:42.534671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:42.535410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:42.535510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:42.535559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:42.653606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:42.653782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:42.653836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:42.653876] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:42.657218] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-11-26T21:33:42.657542] [INFO ] [FORECASTER] Completed predict_future for RCEL [2025-11-26T21:33:42.657829] [INFO ] [sig ] RCEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:42.799114] [INFO ] [LOCAL ] Saved forecast: RCEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCEL.txt [2025-11-26T21:33:42.799290] [INFO ] [sig ] [2689/3599] Completed RCEL in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:42.799343] [INFO ] [sig ] [2690/3599] Forecasting RCI... [2025-11-26T21:33:42.799386] [INFO ] [sig ] Generating forecast for: RCI [2025-11-26T21:33:42.799427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-11-26T21:33:42.809565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCI'. [2025-11-26T21:33:42.809894] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-11-26T21:33:42.810705] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-11-26T21:33:42.810772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:42.810818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:42.810857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:42.810926] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:42.868973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:42.869614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:42.869729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:42.869777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:42.986626] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:42.986841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:42.986895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:42.986941] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:42.990475] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=31.21%) [2025-11-26T21:33:42.990824] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-11-26T21:33:42.990984] [INFO ] [sig ] RCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:43.135043] [INFO ] [LOCAL ] Saved forecast: RCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCI.txt [2025-11-26T21:33:43.135218] [INFO ] [sig ] [2690/3599] Completed RCI in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:43.135274] [INFO ] [sig ] [2691/3599] Forecasting RCKY... [2025-11-26T21:33:43.135319] [INFO ] [sig ] Generating forecast for: RCKY [2025-11-26T21:33:43.135379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'. [2025-11-26T21:33:43.145499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCKY'. [2025-11-26T21:33:43.145897] [INFO ] [FORECASTER] Starting predict_future for RCKY [2025-11-26T21:33:43.146750] [DEBUG] [LOCAL ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt [2025-11-26T21:33:43.146825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:43.146895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:43.146957] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:43.147064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:43.204756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:43.205556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:43.205688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:43.205760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:43.328737] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:43.328927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:43.329001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:43.329059] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:43.332438] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=0.80%) [2025-11-26T21:33:43.332772] [INFO ] [FORECASTER] Completed predict_future for RCKY [2025-11-26T21:33:43.332928] [INFO ] [sig ] RCKY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:43.475148] [INFO ] [LOCAL ] Saved forecast: RCKY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCKY.txt [2025-11-26T21:33:43.475334] [INFO ] [sig ] [2691/3599] Completed RCKY in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:43.475408] [INFO ] [sig ] [2692/3599] Forecasting RCL... [2025-11-26T21:33:43.475486] [INFO ] [sig ] Generating forecast for: RCL [2025-11-26T21:33:43.475549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'. [2025-11-26T21:33:43.486128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCL'. [2025-11-26T21:33:43.486497] [INFO ] [FORECASTER] Starting predict_future for RCL [2025-11-26T21:33:43.487370] [DEBUG] [LOCAL ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt [2025-11-26T21:33:43.487485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:43.487550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:43.487608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:43.487731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:43.545074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:43.545957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:43.546068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:43.546132] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:43.665321] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:43.665532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:43.665607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:43.665689] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:43.669187] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-11-26T21:33:43.669522] [INFO ] [FORECASTER] Completed predict_future for RCL [2025-11-26T21:33:43.669719] [INFO ] [sig ] RCL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:43.808404] [INFO ] [LOCAL ] Saved forecast: RCL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RCL.txt [2025-11-26T21:33:43.808627] [INFO ] [sig ] [2692/3599] Completed RCL in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:43.808803] [INFO ] [sig ] [2693/3599] Forecasting RCS... [2025-11-26T21:33:43.808869] [INFO ] [sig ] Generating forecast for: RCS [2025-11-26T21:33:43.808920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-11-26T21:33:43.819340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCS'. [2025-11-26T21:33:43.819754] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-11-26T21:33:43.820570] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-11-26T21:33:43.820657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:43.820701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:43.820741] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:43.820807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:43.878991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:43.879933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:43.880042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:43.880087] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:43.993813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:43.994000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:43.994057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:43.994102] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:43.997464] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=76.20%) [2025-11-26T21:33:43.997782] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-11-26T21:33:43.997927] [INFO ] [sig ] RCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:44.138379] [INFO ] [LOCAL ] Saved forecast: RCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RCS.txt [2025-11-26T21:33:44.138558] [INFO ] [sig ] [2693/3599] Completed RCS in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:44.138624] [INFO ] [sig ] [2694/3599] Forecasting RCUS... [2025-11-26T21:33:44.138703] [INFO ] [sig ] Generating forecast for: RCUS [2025-11-26T21:33:44.138779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-11-26T21:33:44.149767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCUS'. [2025-11-26T21:33:44.150131] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-11-26T21:33:44.151045] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-11-26T21:33:44.151128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:44.151202] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:44.151268] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:44.151374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:44.211511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:44.212404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:44.212505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:44.212552] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:44.336632] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:44.336803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:44.336856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:44.336898] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:44.340502] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=69.04%) [2025-11-26T21:33:44.340853] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-11-26T21:33:44.341046] [INFO ] [sig ] RCUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:44.495594] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RCUS.txt [2025-11-26T21:33:44.495813] [INFO ] [sig ] [2694/3599] Completed RCUS in 0.4s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:44.495889] [INFO ] [sig ] [2695/3599] Forecasting RDCM... [2025-11-26T21:33:44.495929] [INFO ] [sig ] Generating forecast for: RDCM [2025-11-26T21:33:44.495976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'. [2025-11-26T21:33:44.506945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDCM'. [2025-11-26T21:33:44.507270] [INFO ] [FORECASTER] Starting predict_future for RDCM [2025-11-26T21:33:44.508165] [DEBUG] [LOCAL ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt [2025-11-26T21:33:44.508251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:44.508305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:44.508344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:44.508412] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:44.571891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:44.572932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:44.573056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:44.573105] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:44.695209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:44.695402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:44.695454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:44.695496] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:44.698852] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=74.20%) [2025-11-26T21:33:44.699144] [INFO ] [FORECASTER] Completed predict_future for RDCM [2025-11-26T21:33:44.699292] [INFO ] [sig ] RDCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:44.838863] [INFO ] [LOCAL ] Saved forecast: RDCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RDCM.txt [2025-11-26T21:33:44.839036] [INFO ] [sig ] [2695/3599] Completed RDCM in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:44.839104] [INFO ] [sig ] [2696/3599] Forecasting RDHL... [2025-11-26T21:33:44.839174] [INFO ] [sig ] Generating forecast for: RDHL [2025-11-26T21:33:44.839230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'. [2025-11-26T21:33:44.849740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDHL'. [2025-11-26T21:33:44.850110] [INFO ] [FORECASTER] Starting predict_future for RDHL [2025-11-26T21:33:44.850907] [DEBUG] [LOCAL ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt [2025-11-26T21:33:44.850974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:44.851018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:44.851055] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:44.851120] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:44.908196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:44.909064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:44.909166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:44.909212] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:45.022212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:45.022405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:45.022451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:45.022494] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:45.025858] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=86.61%) [2025-11-26T21:33:45.026155] [INFO ] [FORECASTER] Completed predict_future for RDHL [2025-11-26T21:33:45.026295] [INFO ] [sig ] RDHL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:45.168107] [INFO ] [LOCAL ] Saved forecast: RDHL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RDHL.txt [2025-11-26T21:33:45.168280] [INFO ] [sig ] [2696/3599] Completed RDHL in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:45.168334] [INFO ] [sig ] [2697/3599] Forecasting RDN... [2025-11-26T21:33:45.168375] [INFO ] [sig ] Generating forecast for: RDN [2025-11-26T21:33:45.168438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-11-26T21:33:45.179151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDN'. [2025-11-26T21:33:45.179535] [INFO ] [FORECASTER] Starting predict_future for RDN [2025-11-26T21:33:45.180521] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-11-26T21:33:45.180606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:45.180695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:45.180750] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:45.180823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:45.246278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:45.247276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:45.247387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:45.247449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:45.374849] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:45.375020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:45.375074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:45.375117] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:45.378731] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=7.60%) [2025-11-26T21:33:45.379095] [INFO ] [FORECASTER] Completed predict_future for RDN [2025-11-26T21:33:45.379299] [INFO ] [sig ] RDN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:45.534080] [INFO ] [LOCAL ] Saved forecast: RDN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RDN.txt [2025-11-26T21:33:45.534238] [INFO ] [sig ] [2697/3599] Completed RDN in 0.4s | 2.92 sym/s | Total: 15.4m | ETA: 5.2m [2025-11-26T21:33:45.534291] [INFO ] [sig ] [2698/3599] Forecasting RDVY... [2025-11-26T21:33:45.534332] [INFO ] [sig ] Generating forecast for: RDVY [2025-11-26T21:33:45.534394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'. [2025-11-26T21:33:45.545107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDVY'. [2025-11-26T21:33:45.545450] [INFO ] [FORECASTER] Starting predict_future for RDVY [2025-11-26T21:33:45.546349] [DEBUG] [LOCAL ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt [2025-11-26T21:33:45.546431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:45.546494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:45.546552] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:45.546673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:45.604672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:45.605347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:45.605455] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:45.605517] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:45.725303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:45.725444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:45.725509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:45.725565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:45.728853] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=11.24%) [2025-11-26T21:33:45.729181] [INFO ] [FORECASTER] Completed predict_future for RDVY [2025-11-26T21:33:45.729361] [INFO ] [sig ] RDVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:45.874144] [INFO ] [LOCAL ] Saved forecast: RDVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RDVY.txt [2025-11-26T21:33:45.874289] [INFO ] [sig ] [2698/3599] Completed RDVY in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:45.874361] [INFO ] [sig ] [2699/3599] Forecasting RDY... [2025-11-26T21:33:45.874403] [INFO ] [sig ] Generating forecast for: RDY [2025-11-26T21:33:45.874443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-11-26T21:33:45.884251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDY'. [2025-11-26T21:33:45.884535] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-11-26T21:33:45.885319] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-11-26T21:33:45.885389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:45.885434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:45.885473] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:45.885539] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:45.942562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:45.943216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:45.943327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:45.943375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:46.065240] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:46.065368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:46.065433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:46.065475] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:46.068844] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=97.56%) [2025-11-26T21:33:46.069138] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-11-26T21:33:46.069280] [INFO ] [sig ] RDY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:46.210288] [INFO ] [LOCAL ] Saved forecast: RDY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RDY.txt [2025-11-26T21:33:46.210494] [INFO ] [sig ] [2699/3599] Completed RDY in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:46.210604] [INFO ] [sig ] [2700/3599] Forecasting REAL... [2025-11-26T21:33:46.210683] [INFO ] [sig ] Generating forecast for: REAL [2025-11-26T21:33:46.210738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'. [2025-11-26T21:33:46.223797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAL'. [2025-11-26T21:33:46.224219] [INFO ] [FORECASTER] Starting predict_future for REAL [2025-11-26T21:33:46.225232] [DEBUG] [LOCAL ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt [2025-11-26T21:33:46.225318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:46.225385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:46.225439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:46.225524] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:46.284805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:46.285715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:46.285826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:46.285874] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:46.406139] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:46.406319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:46.406371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:46.406410] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:46.409853] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: UP (p=94.80%) [2025-11-26T21:33:46.410169] [INFO ] [FORECASTER] Completed predict_future for REAL [2025-11-26T21:33:46.410341] [INFO ] [sig ] REAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:46.551432] [INFO ] [LOCAL ] Saved forecast: REAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REAL.txt [2025-11-26T21:33:46.551610] [INFO ] [sig ] [2700/3599] Completed REAL in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:46.551684] [INFO ] [sig ] [2701/3599] Forecasting REAX... [2025-11-26T21:33:46.551729] [INFO ] [sig ] Generating forecast for: REAX [2025-11-26T21:33:46.551794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'. [2025-11-26T21:33:46.561705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAX'. [2025-11-26T21:33:46.562058] [INFO ] [FORECASTER] Starting predict_future for REAX [2025-11-26T21:33:46.562848] [DEBUG] [LOCAL ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt [2025-11-26T21:33:46.562916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:46.562961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:46.562998] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:46.563064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:46.619577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:46.620448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:46.620546] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:46.620590] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:46.735055] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:46.735196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:46.735246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:46.735284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:46.738547] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=38.54%) [2025-11-26T21:33:46.738857] [INFO ] [FORECASTER] Completed predict_future for REAX [2025-11-26T21:33:46.738994] [INFO ] [sig ] REAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:46.877941] [INFO ] [LOCAL ] Saved forecast: REAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/REAX.txt [2025-11-26T21:33:46.878075] [INFO ] [sig ] [2701/3599] Completed REAX in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:46.878127] [INFO ] [sig ] [2702/3599] Forecasting REBN... [2025-11-26T21:33:46.878165] [INFO ] [sig ] Generating forecast for: REBN [2025-11-26T21:33:46.878203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'. [2025-11-26T21:33:46.888123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REBN'. [2025-11-26T21:33:46.888409] [INFO ] [FORECASTER] Starting predict_future for REBN [2025-11-26T21:33:46.889193] [DEBUG] [LOCAL ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt [2025-11-26T21:33:46.889261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:46.889305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:46.889345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:46.889411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:46.947352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:46.948043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:46.948139] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:46.948179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:47.067300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:47.067447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:47.067502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:47.067543] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:47.070842] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=88.87%) [2025-11-26T21:33:47.071136] [INFO ] [FORECASTER] Completed predict_future for REBN [2025-11-26T21:33:47.071275] [INFO ] [sig ] REBN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:47.213370] [INFO ] [LOCAL ] Saved forecast: REBN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REBN.txt [2025-11-26T21:33:47.213512] [INFO ] [sig ] [2702/3599] Completed REBN in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:47.213564] [INFO ] [sig ] [2703/3599] Forecasting REFI... [2025-11-26T21:33:47.213600] [INFO ] [sig ] Generating forecast for: REFI [2025-11-26T21:33:47.213658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'. [2025-11-26T21:33:47.223750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REFI'. [2025-11-26T21:33:47.224044] [INFO ] [FORECASTER] Starting predict_future for REFI [2025-11-26T21:33:47.224852] [DEBUG] [LOCAL ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt [2025-11-26T21:33:47.224920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:47.224978] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:47.225032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:47.225109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:47.283336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:47.284008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:47.284105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:47.284146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:47.403318] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:47.403465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:47.403510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:47.403551] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:47.406906] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=58.12%) [2025-11-26T21:33:47.407214] [INFO ] [FORECASTER] Completed predict_future for REFI [2025-11-26T21:33:47.407367] [INFO ] [sig ] REFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:47.548029] [INFO ] [LOCAL ] Saved forecast: REFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REFI.txt [2025-11-26T21:33:47.548171] [INFO ] [sig ] [2703/3599] Completed REFI in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:47.548233] [INFO ] [sig ] [2704/3599] Forecasting REG... [2025-11-26T21:33:47.548302] [INFO ] [sig ] Generating forecast for: REG [2025-11-26T21:33:47.548351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'. [2025-11-26T21:33:47.558634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REG'. [2025-11-26T21:33:47.558966] [INFO ] [FORECASTER] Starting predict_future for REG [2025-11-26T21:33:47.559770] [DEBUG] [LOCAL ] No optimal features file found for REG: ./output/feature-sets/REG.txt [2025-11-26T21:33:47.559837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:47.559891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:47.559942] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:47.560024] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:47.617941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:47.618841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:47.618955] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:47.619006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:47.737696] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:47.737877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:47.737931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:47.737977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:47.741434] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=79.94%) [2025-11-26T21:33:47.741796] [INFO ] [FORECASTER] Completed predict_future for REG [2025-11-26T21:33:47.741959] [INFO ] [sig ] REG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:47.884861] [INFO ] [LOCAL ] Saved forecast: REG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REG.txt [2025-11-26T21:33:47.885009] [INFO ] [sig ] [2704/3599] Completed REG in 0.3s | 2.92 sym/s | Total: 15.4m | ETA: 5.1m [2025-11-26T21:33:47.885075] [INFO ] [sig ] [2705/3599] Forecasting REGN... [2025-11-26T21:33:47.885131] [INFO ] [sig ] Generating forecast for: REGN [2025-11-26T21:33:47.885193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'. [2025-11-26T21:33:47.895018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REGN'. [2025-11-26T21:33:47.895323] [INFO ] [FORECASTER] Starting predict_future for REGN [2025-11-26T21:33:47.896141] [DEBUG] [LOCAL ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt [2025-11-26T21:33:47.896211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:47.896258] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:47.896299] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:47.896365] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:47.952544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:47.953180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:47.953277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:47.953326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:48.072181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:48.072321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:48.072372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:48.072413] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:48.075716] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=58.53%) [2025-11-26T21:33:48.076014] [INFO ] [FORECASTER] Completed predict_future for REGN [2025-11-26T21:33:48.076151] [INFO ] [sig ] REGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:48.215345] [INFO ] [LOCAL ] Saved forecast: REGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REGN.txt [2025-11-26T21:33:48.215480] [INFO ] [sig ] [2705/3599] Completed REGN in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:48.215533] [INFO ] [sig ] [2706/3599] Forecasting RELL... [2025-11-26T21:33:48.215588] [INFO ] [sig ] Generating forecast for: RELL [2025-11-26T21:33:48.215625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'. [2025-11-26T21:33:48.225747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELL'. [2025-11-26T21:33:48.226077] [INFO ] [FORECASTER] Starting predict_future for RELL [2025-11-26T21:33:48.226922] [DEBUG] [LOCAL ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt [2025-11-26T21:33:48.226993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:48.227041] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:48.227083] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:48.227153] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:48.285636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:48.286307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:48.286402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:48.286450] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:48.406342] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:48.406478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:48.406527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:48.406562] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:48.409797] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-11-26T21:33:48.410086] [INFO ] [FORECASTER] Completed predict_future for RELL [2025-11-26T21:33:48.410223] [INFO ] [sig ] RELL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:48.548957] [INFO ] [LOCAL ] Saved forecast: RELL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RELL.txt [2025-11-26T21:33:48.549086] [INFO ] [sig ] [2706/3599] Completed RELL in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:48.549138] [INFO ] [sig ] [2707/3599] Forecasting RELX... [2025-11-26T21:33:48.549189] [INFO ] [sig ] Generating forecast for: RELX [2025-11-26T21:33:48.549260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-11-26T21:33:48.559450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELX'. [2025-11-26T21:33:48.559795] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-11-26T21:33:48.560588] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-11-26T21:33:48.560688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:48.560751] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:48.560805] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:48.560898] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:48.618688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:48.619315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:48.619419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:48.619489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:48.740323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:48.740480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:48.740546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:48.740605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:48.743946] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=32.69%) [2025-11-26T21:33:48.744256] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-11-26T21:33:48.744413] [INFO ] [sig ] RELX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:48.883971] [INFO ] [LOCAL ] Saved forecast: RELX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RELX.txt [2025-11-26T21:33:48.884100] [INFO ] [sig ] [2707/3599] Completed RELX in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:48.884152] [INFO ] [sig ] [2708/3599] Forecasting RELY... [2025-11-26T21:33:48.884193] [INFO ] [sig ] Generating forecast for: RELY [2025-11-26T21:33:48.884231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'. [2025-11-26T21:33:48.894422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELY'. [2025-11-26T21:33:48.894759] [INFO ] [FORECASTER] Starting predict_future for RELY [2025-11-26T21:33:48.895590] [DEBUG] [LOCAL ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt [2025-11-26T21:33:48.895684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:48.895753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:48.895813] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:48.895935] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:48.953045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:48.953725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:48.953817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:48.953872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:49.072919] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:49.073070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:49.073154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:49.073233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:49.076565] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=21.15%) [2025-11-26T21:33:49.076924] [INFO ] [FORECASTER] Completed predict_future for RELY [2025-11-26T21:33:49.077095] [INFO ] [sig ] RELY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:49.220531] [INFO ] [LOCAL ] Saved forecast: RELY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RELY.txt [2025-11-26T21:33:49.220743] [INFO ] [sig ] [2708/3599] Completed RELY in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:49.220817] [INFO ] [sig ] [2709/3599] Forecasting REPL... [2025-11-26T21:33:49.220903] [INFO ] [sig ] Generating forecast for: REPL [2025-11-26T21:33:49.220953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'. [2025-11-26T21:33:49.234162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REPL'. [2025-11-26T21:33:49.234577] [INFO ] [FORECASTER] Starting predict_future for REPL [2025-11-26T21:33:49.235625] [DEBUG] [LOCAL ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt [2025-11-26T21:33:49.235732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:49.235829] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:49.235887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:49.235979] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:49.307114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:49.308024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:49.308129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:49.308179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:49.428376] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:49.428554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:49.428609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:49.428670] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:49.432008] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=95.19%) [2025-11-26T21:33:49.432315] [INFO ] [FORECASTER] Completed predict_future for REPL [2025-11-26T21:33:49.432458] [INFO ] [sig ] REPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:49.574458] [INFO ] [LOCAL ] Saved forecast: REPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REPL.txt [2025-11-26T21:33:49.574620] [INFO ] [sig ] [2709/3599] Completed REPL in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:49.574713] [INFO ] [sig ] [2710/3599] Forecasting RERE... [2025-11-26T21:33:49.574758] [INFO ] [sig ] Generating forecast for: RERE [2025-11-26T21:33:49.574824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-11-26T21:33:49.584540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RERE'. [2025-11-26T21:33:49.584863] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-11-26T21:33:49.585633] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-11-26T21:33:49.585724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:49.585767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:49.585804] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:49.585882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:49.643008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:49.643679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:49.643775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:49.643821] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:49.762954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:49.763112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:49.763165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:49.763226] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:49.766512] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=44.41%) [2025-11-26T21:33:49.766819] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-11-26T21:33:49.766965] [INFO ] [sig ] RERE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:49.905161] [INFO ] [LOCAL ] Saved forecast: RERE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RERE.txt [2025-11-26T21:33:49.905336] [INFO ] [sig ] [2710/3599] Completed RERE in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:49.905397] [INFO ] [sig ] [2711/3599] Forecasting RES... [2025-11-26T21:33:49.905434] [INFO ] [sig ] Generating forecast for: RES [2025-11-26T21:33:49.905497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-11-26T21:33:49.915076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RES'. [2025-11-26T21:33:49.915370] [INFO ] [FORECASTER] Starting predict_future for RES [2025-11-26T21:33:49.916152] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-11-26T21:33:49.916220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:49.916265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:49.916308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:49.916374] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:49.972456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:49.973099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:49.973192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:49.973233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:50.093920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:50.094065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:50.094119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:50.094154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:50.097518] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=28.45%) [2025-11-26T21:33:50.097834] [INFO ] [FORECASTER] Completed predict_future for RES [2025-11-26T21:33:50.097971] [INFO ] [sig ] RES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:50.239659] [INFO ] [LOCAL ] Saved forecast: RES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RES.txt [2025-11-26T21:33:50.239800] [INFO ] [sig ] [2711/3599] Completed RES in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:50.239853] [INFO ] [sig ] [2712/3599] Forecasting RETO... [2025-11-26T21:33:50.239911] [INFO ] [sig ] Generating forecast for: RETO [2025-11-26T21:33:50.239964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RETO' from 'https://tdm.silogroup.org/data/derivative_storage/RETO.csv'. [2025-11-26T21:33:50.249897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RETO'. [2025-11-26T21:33:50.250209] [INFO ] [FORECASTER] Starting predict_future for RETO [2025-11-26T21:33:50.251008] [DEBUG] [LOCAL ] No optimal features file found for RETO: ./output/feature-sets/RETO.txt [2025-11-26T21:33:50.251076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:50.251120] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:50.251157] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:50.251228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:50.307510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:50.308392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:50.308514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:50.308562] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:50.414816] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:50.415000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:50.415052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:50.415093] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:50.418475] [DEBUG] [FORECASTER] RETO: Forecast T+1@11:T+2@11: DOWN (p=24.71%) [2025-11-26T21:33:50.418801] [INFO ] [FORECASTER] Completed predict_future for RETO [2025-11-26T21:33:50.418952] [INFO ] [sig ] RETO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:50.560613] [INFO ] [LOCAL ] Saved forecast: RETO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RETO.txt [2025-11-26T21:33:50.560978] [INFO ] [sig ] [2712/3599] Completed RETO in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:50.561038] [INFO ] [sig ] [2713/3599] Forecasting REVG... [2025-11-26T21:33:50.561075] [INFO ] [sig ] Generating forecast for: REVG [2025-11-26T21:33:50.561114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-11-26T21:33:50.571148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REVG'. [2025-11-26T21:33:50.571514] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-11-26T21:33:50.572315] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-11-26T21:33:50.572387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:50.572433] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:50.572474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:50.572544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:50.630318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:50.631267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:50.631379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:50.631431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:50.766257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:50.766453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:50.766508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:50.766553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:50.770180] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=48.14%) [2025-11-26T21:33:50.770482] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-11-26T21:33:50.770662] [INFO ] [sig ] REVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:50.923998] [INFO ] [LOCAL ] Saved forecast: REVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/REVG.txt [2025-11-26T21:33:50.924176] [INFO ] [sig ] [2713/3599] Completed REVG in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:50.924233] [INFO ] [sig ] [2714/3599] Forecasting REX... [2025-11-26T21:33:50.924303] [INFO ] [sig ] Generating forecast for: REX [2025-11-26T21:33:50.924355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-11-26T21:33:50.937675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REX'. [2025-11-26T21:33:50.938304] [INFO ] [FORECASTER] Starting predict_future for REX [2025-11-26T21:33:50.939368] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-11-26T21:33:50.939445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:50.939495] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:50.939556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:50.939678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:51.002968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:51.004202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:51.004325] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:51.004375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:51.123982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:51.124250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:51.124312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:51.124357] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:51.128155] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=49.73%) [2025-11-26T21:33:51.128483] [INFO ] [FORECASTER] Completed predict_future for REX [2025-11-26T21:33:51.128636] [INFO ] [sig ] REX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:51.275076] [INFO ] [LOCAL ] Saved forecast: REX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/REX.txt [2025-11-26T21:33:51.275291] [INFO ] [sig ] [2714/3599] Completed REX in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.1m [2025-11-26T21:33:51.275350] [INFO ] [sig ] [2715/3599] Forecasting REYN... [2025-11-26T21:33:51.275387] [INFO ] [sig ] Generating forecast for: REYN [2025-11-26T21:33:51.275423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'. [2025-11-26T21:33:51.287803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REYN'. [2025-11-26T21:33:51.288262] [INFO ] [FORECASTER] Starting predict_future for REYN [2025-11-26T21:33:51.289198] [DEBUG] [LOCAL ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt [2025-11-26T21:33:51.289273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:51.289323] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:51.289367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:51.289441] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:51.347053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:51.348198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:51.348312] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:51.348362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:51.468230] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:51.468495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:51.468554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:51.468597] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:51.472517] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=86.64%) [2025-11-26T21:33:51.472915] [INFO ] [FORECASTER] Completed predict_future for REYN [2025-11-26T21:33:51.473075] [INFO ] [sig ] REYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:51.618322] [INFO ] [LOCAL ] Saved forecast: REYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REYN.txt [2025-11-26T21:33:51.618549] [INFO ] [sig ] [2715/3599] Completed REYN in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:51.618701] [INFO ] [sig ] [2716/3599] Forecasting REZI... [2025-11-26T21:33:51.618751] [INFO ] [sig ] Generating forecast for: REZI [2025-11-26T21:33:51.618819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-11-26T21:33:51.630593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REZI'. [2025-11-26T21:33:51.631088] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-11-26T21:33:51.632083] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-11-26T21:33:51.632161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:51.632206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:51.632249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:51.632356] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:51.690630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:51.691821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:51.691938] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:51.692006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:51.813212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:51.813460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:51.813519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:51.813571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:51.817576] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=73.59%) [2025-11-26T21:33:51.817959] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-11-26T21:33:51.818124] [INFO ] [sig ] REZI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:51.965316] [INFO ] [LOCAL ] Saved forecast: REZI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/REZI.txt [2025-11-26T21:33:51.965558] [INFO ] [sig ] [2716/3599] Completed REZI in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:51.965683] [INFO ] [sig ] [2717/3599] Forecasting RF... [2025-11-26T21:33:51.965753] [INFO ] [sig ] Generating forecast for: RF [2025-11-26T21:33:51.965820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-11-26T21:33:51.979419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RF'. [2025-11-26T21:33:51.980210] [INFO ] [FORECASTER] Starting predict_future for RF [2025-11-26T21:33:51.981357] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-11-26T21:33:51.981432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:51.981482] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:51.981537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:51.981688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:52.045910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:52.047017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:52.047135] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:52.047198] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:52.178499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:52.178710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:52.178778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:52.178831] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:52.182269] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-11-26T21:33:52.182588] [INFO ] [FORECASTER] Completed predict_future for RF [2025-11-26T21:33:52.182773] [INFO ] [sig ] RF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:52.340313] [INFO ] [LOCAL ] Saved forecast: RF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RF.txt [2025-11-26T21:33:52.340513] [INFO ] [sig ] [2717/3599] Completed RF in 0.4s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:52.340570] [INFO ] [sig ] [2718/3599] Forecasting RFI... [2025-11-26T21:33:52.340613] [INFO ] [sig ] Generating forecast for: RFI [2025-11-26T21:33:52.340713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-11-26T21:33:52.351970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFI'. [2025-11-26T21:33:52.352417] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-11-26T21:33:52.353271] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-11-26T21:33:52.353343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:52.353407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:52.353468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:52.353572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:52.410705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:52.411596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:52.411722] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:52.411802] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:52.529345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:52.529498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:52.529578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:52.529667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:52.533122] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=31.14%) [2025-11-26T21:33:52.533458] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-11-26T21:33:52.533626] [INFO ] [sig ] RFI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:52.673306] [INFO ] [LOCAL ] Saved forecast: RFI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RFI.txt [2025-11-26T21:33:52.673469] [INFO ] [sig ] [2718/3599] Completed RFI in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:52.673544] [INFO ] [sig ] [2719/3599] Forecasting RFL... [2025-11-26T21:33:52.673613] [INFO ] [sig ] Generating forecast for: RFL [2025-11-26T21:33:52.673702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-11-26T21:33:52.684756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFL'. [2025-11-26T21:33:52.685161] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-11-26T21:33:52.686032] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-11-26T21:33:52.686108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:52.686178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:52.686240] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:52.686351] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:52.745066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:52.745850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:52.745962] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:52.746035] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:52.862578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:52.862772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:52.862825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:52.862860] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:52.866150] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=14.14%) [2025-11-26T21:33:52.866446] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-11-26T21:33:52.866589] [INFO ] [sig ] RFL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:53.006123] [INFO ] [LOCAL ] Saved forecast: RFL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RFL.txt [2025-11-26T21:33:53.006263] [INFO ] [sig ] [2719/3599] Completed RFL in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:53.006319] [INFO ] [sig ] [2720/3599] Forecasting RFM... [2025-11-26T21:33:53.006362] [INFO ] [sig ] Generating forecast for: RFM [2025-11-26T21:33:53.006417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-11-26T21:33:53.016806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFM'. [2025-11-26T21:33:53.017129] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-11-26T21:33:53.017984] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-11-26T21:33:53.018053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:53.018097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:53.018141] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:53.018221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:53.076438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:53.077126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:53.077223] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:53.077277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:53.187569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:53.187768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:53.187828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:53.187869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:53.191505] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=77.12%) [2025-11-26T21:33:53.191843] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-11-26T21:33:53.191996] [INFO ] [sig ] RFM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:53.339831] [INFO ] [LOCAL ] Saved forecast: RFM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RFM.txt [2025-11-26T21:33:53.339992] [INFO ] [sig ] [2720/3599] Completed RFM in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:53.340047] [INFO ] [sig ] [2721/3599] Forecasting RFMZ... [2025-11-26T21:33:53.340113] [INFO ] [sig ] Generating forecast for: RFMZ [2025-11-26T21:33:53.340151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-11-26T21:33:53.350382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'. [2025-11-26T21:33:53.350707] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-11-26T21:33:53.351526] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-11-26T21:33:53.351595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:53.351676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:53.351720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:53.351807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:53.408672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:53.409469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:53.409570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:53.409616] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:53.527488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:53.527695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:53.527751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:53.527797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:53.531197] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=25.00%) [2025-11-26T21:33:53.531503] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-11-26T21:33:53.531678] [INFO ] [sig ] RFMZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:53.669802] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RFMZ.txt [2025-11-26T21:33:53.669986] [INFO ] [sig ] [2721/3599] Completed RFMZ in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:53.670042] [INFO ] [sig ] [2722/3599] Forecasting RGA... [2025-11-26T21:33:53.670122] [INFO ] [sig ] Generating forecast for: RGA [2025-11-26T21:33:53.670173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-11-26T21:33:53.681139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGA'. [2025-11-26T21:33:53.681468] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-11-26T21:33:53.682265] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-11-26T21:33:53.682337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:53.682387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:53.682428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:53.682497] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:53.739250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:53.740070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:53.740173] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:53.740222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:53.857701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:53.857896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:53.857949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:53.857993] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:53.861315] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=63.69%) [2025-11-26T21:33:53.861608] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-11-26T21:33:53.861774] [INFO ] [sig ] RGA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:53.999029] [INFO ] [LOCAL ] Saved forecast: RGA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RGA.txt [2025-11-26T21:33:53.999206] [INFO ] [sig ] [2722/3599] Completed RGA in 0.3s | 2.92 sym/s | Total: 15.5m | ETA: 5.0m [2025-11-26T21:33:53.999262] [INFO ] [sig ] [2723/3599] Forecasting RGCO... [2025-11-26T21:33:53.999339] [INFO ] [sig ] Generating forecast for: RGCO [2025-11-26T21:33:53.999385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'. [2025-11-26T21:33:54.013958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGCO'. [2025-11-26T21:33:54.014824] [INFO ] [FORECASTER] Starting predict_future for RGCO [2025-11-26T21:33:54.016201] [DEBUG] [LOCAL ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt [2025-11-26T21:33:54.016277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:54.016325] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:54.016366] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:54.016437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:54.076593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:54.078084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:54.078209] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:54.078260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:54.187952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:54.188259] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:33:54.188324] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:54.188369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:54.193083] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-11-26T21:33:54.193492] [INFO ] [FORECASTER] Completed predict_future for RGCO [2025-11-26T21:33:54.193692] [INFO ] [sig ] RGCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:54.343047] [INFO ] [LOCAL ] Saved forecast: RGCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGCO.txt [2025-11-26T21:33:54.343331] [INFO ] [sig ] [2723/3599] Completed RGCO in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:54.343394] [INFO ] [sig ] [2724/3599] Forecasting RGEN... [2025-11-26T21:33:54.343442] [INFO ] [sig ] Generating forecast for: RGEN [2025-11-26T21:33:54.343486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'. [2025-11-26T21:33:54.356337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGEN'. [2025-11-26T21:33:54.356899] [INFO ] [FORECASTER] Starting predict_future for RGEN [2025-11-26T21:33:54.357939] [DEBUG] [LOCAL ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt [2025-11-26T21:33:54.358015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:54.358064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:54.358103] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:54.358177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:54.416511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:54.417804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:54.417937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:54.417994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:54.543359] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:54.543658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:54.543729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:54.543776] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:54.547636] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-11-26T21:33:54.547997] [INFO ] [FORECASTER] Completed predict_future for RGEN [2025-11-26T21:33:54.548159] [INFO ] [sig ] RGEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:54.690845] [INFO ] [LOCAL ] Saved forecast: RGEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGEN.txt [2025-11-26T21:33:54.691129] [INFO ] [sig ] [2724/3599] Completed RGEN in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:54.691200] [INFO ] [sig ] [2725/3599] Forecasting RGLD... [2025-11-26T21:33:54.691250] [INFO ] [sig ] Generating forecast for: RGLD [2025-11-26T21:33:54.691299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'. [2025-11-26T21:33:54.703961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGLD'. [2025-11-26T21:33:54.704539] [INFO ] [FORECASTER] Starting predict_future for RGLD [2025-11-26T21:33:54.705507] [DEBUG] [LOCAL ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt [2025-11-26T21:33:54.705583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:54.705633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:54.705703] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:54.705778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:54.764223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:54.765462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:54.765585] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:54.765634] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:54.889334] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:54.889622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:54.889710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:54.889756] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:54.893743] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: DOWN (p=3.83%) [2025-11-26T21:33:54.894090] [INFO ] [FORECASTER] Completed predict_future for RGLD [2025-11-26T21:33:54.894259] [INFO ] [sig ] RGLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:55.044693] [INFO ] [LOCAL ] Saved forecast: RGLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGLD.txt [2025-11-26T21:33:55.044955] [INFO ] [sig ] [2725/3599] Completed RGLD in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:55.045019] [INFO ] [sig ] [2726/3599] Forecasting RGNX... [2025-11-26T21:33:55.045068] [INFO ] [sig ] Generating forecast for: RGNX [2025-11-26T21:33:55.045112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'. [2025-11-26T21:33:55.057085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGNX'. [2025-11-26T21:33:55.057712] [INFO ] [FORECASTER] Starting predict_future for RGNX [2025-11-26T21:33:55.058616] [DEBUG] [LOCAL ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt [2025-11-26T21:33:55.058711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:55.058764] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:55.058808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:55.058881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:55.117346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:55.118561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:55.118710] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:55.118762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:55.244620] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:55.244896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:55.244958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:55.245005] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:55.249086] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=52.80%) [2025-11-26T21:33:55.249428] [INFO ] [FORECASTER] Completed predict_future for RGNX [2025-11-26T21:33:55.249600] [INFO ] [sig ] RGNX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:55.399416] [INFO ] [LOCAL ] Saved forecast: RGNX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RGNX.txt [2025-11-26T21:33:55.399659] [INFO ] [sig ] [2726/3599] Completed RGNX in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:55.399753] [INFO ] [sig ] [2727/3599] Forecasting RGP... [2025-11-26T21:33:55.399810] [INFO ] [sig ] Generating forecast for: RGP [2025-11-26T21:33:55.399864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'. [2025-11-26T21:33:55.411514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGP'. [2025-11-26T21:33:55.411976] [INFO ] [FORECASTER] Starting predict_future for RGP [2025-11-26T21:33:55.413022] [DEBUG] [LOCAL ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt [2025-11-26T21:33:55.413115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:55.413174] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:55.413216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:55.413315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:55.471333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:55.472374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:55.472499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:55.472549] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:55.597884] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:55.598146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:55.598208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:55.598256] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:55.602437] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=26.15%) [2025-11-26T21:33:55.602838] [INFO ] [FORECASTER] Completed predict_future for RGP [2025-11-26T21:33:55.603007] [INFO ] [sig ] RGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:55.748991] [INFO ] [LOCAL ] Saved forecast: RGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGP.txt [2025-11-26T21:33:55.749218] [INFO ] [sig ] [2727/3599] Completed RGP in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:55.749275] [INFO ] [sig ] [2728/3599] Forecasting RGS... [2025-11-26T21:33:55.749321] [INFO ] [sig ] Generating forecast for: RGS [2025-11-26T21:33:55.749401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'. [2025-11-26T21:33:55.762413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGS'. [2025-11-26T21:33:55.762960] [INFO ] [FORECASTER] Starting predict_future for RGS [2025-11-26T21:33:55.763934] [DEBUG] [LOCAL ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt [2025-11-26T21:33:55.764006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:55.764054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:55.764097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:55.764174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:55.821767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:55.822852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:55.822969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:55.823026] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:55.935765] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:55.936040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:55.936107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:55.936154] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:55.940361] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=45.50%) [2025-11-26T21:33:55.940748] [INFO ] [FORECASTER] Completed predict_future for RGS [2025-11-26T21:33:55.940920] [INFO ] [sig ] RGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:56.086566] [INFO ] [LOCAL ] Saved forecast: RGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RGS.txt [2025-11-26T21:33:56.086829] [INFO ] [sig ] [2728/3599] Completed RGS in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:56.086900] [INFO ] [sig ] [2729/3599] Forecasting RGTI... [2025-11-26T21:33:56.086977] [INFO ] [sig ] Generating forecast for: RGTI [2025-11-26T21:33:56.087019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'. [2025-11-26T21:33:56.099984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGTI'. [2025-11-26T21:33:56.100439] [INFO ] [FORECASTER] Starting predict_future for RGTI [2025-11-26T21:33:56.101372] [DEBUG] [LOCAL ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt [2025-11-26T21:33:56.101448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:56.101511] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:56.101554] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:56.101626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:56.159075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:56.160216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:56.160334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:56.160385] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:56.281019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:56.281282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:56.281341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:56.281383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:56.285246] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-11-26T21:33:56.285583] [INFO ] [FORECASTER] Completed predict_future for RGTI [2025-11-26T21:33:56.285764] [INFO ] [sig ] RGTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:56.425386] [INFO ] [LOCAL ] Saved forecast: RGTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RGTI.txt [2025-11-26T21:33:56.425625] [INFO ] [sig ] [2729/3599] Completed RGTI in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:56.425710] [INFO ] [sig ] [2730/3599] Forecasting RH... [2025-11-26T21:33:56.425789] [INFO ] [sig ] Generating forecast for: RH [2025-11-26T21:33:56.425841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-11-26T21:33:56.438141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RH'. [2025-11-26T21:33:56.438707] [INFO ] [FORECASTER] Starting predict_future for RH [2025-11-26T21:33:56.439639] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-11-26T21:33:56.439933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:56.439979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:56.440018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:56.440090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:56.497221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:56.498434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:56.498557] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:56.498607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:56.624879] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:56.625156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:56.625218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:56.625258] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:56.629374] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=3.00%) [2025-11-26T21:33:56.629766] [INFO ] [FORECASTER] Completed predict_future for RH [2025-11-26T21:33:56.629940] [INFO ] [sig ] RH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:56.779435] [INFO ] [LOCAL ] Saved forecast: RH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RH.txt [2025-11-26T21:33:56.779682] [INFO ] [sig ] [2730/3599] Completed RH in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:56.779786] [INFO ] [sig ] [2731/3599] Forecasting RHI... [2025-11-26T21:33:56.779839] [INFO ] [sig ] Generating forecast for: RHI [2025-11-26T21:33:56.779884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-11-26T21:33:56.792063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHI'. [2025-11-26T21:33:56.792538] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-11-26T21:33:56.793458] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-11-26T21:33:56.793533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:56.793583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:56.793628] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:56.793738] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:56.854054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:56.855172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:56.855293] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:56.855346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:56.979987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:56.980254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:56.980315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:56.980351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:56.984108] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-11-26T21:33:56.984439] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-11-26T21:33:56.984600] [INFO ] [sig ] RHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:57.134257] [INFO ] [LOCAL ] Saved forecast: RHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RHI.txt [2025-11-26T21:33:57.134619] [INFO ] [sig ] [2731/3599] Completed RHI in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:57.134724] [INFO ] [sig ] [2732/3599] Forecasting RHP... [2025-11-26T21:33:57.134791] [INFO ] [sig ] Generating forecast for: RHP [2025-11-26T21:33:57.134855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-11-26T21:33:57.148619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHP'. [2025-11-26T21:33:57.149270] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-11-26T21:33:57.150327] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-11-26T21:33:57.150408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:57.150459] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:57.150503] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:57.150577] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:57.212630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:57.213995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:57.214141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:57.214200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:57.353725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:57.354011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:57.354071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:57.354108] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:57.358466] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=57.49%) [2025-11-26T21:33:57.358898] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-11-26T21:33:57.359130] [INFO ] [sig ] RHP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:57.523541] [INFO ] [LOCAL ] Saved forecast: RHP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RHP.txt [2025-11-26T21:33:57.523871] [INFO ] [sig ] [2732/3599] Completed RHP in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 5.0m [2025-11-26T21:33:57.523966] [INFO ] [sig ] [2733/3599] Forecasting RICK... [2025-11-26T21:33:57.524027] [INFO ] [sig ] Generating forecast for: RICK [2025-11-26T21:33:57.524078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'. [2025-11-26T21:33:57.536708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RICK'. [2025-11-26T21:33:57.537238] [INFO ] [FORECASTER] Starting predict_future for RICK [2025-11-26T21:33:57.538200] [DEBUG] [LOCAL ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt [2025-11-26T21:33:57.538285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:57.538348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:57.538400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:57.538490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:57.598997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:57.600045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:57.600181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:57.600251] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:57.776390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:57.776626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:57.776729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:57.776793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:57.782319] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=76.29%) [2025-11-26T21:33:57.782916] [INFO ] [FORECASTER] Completed predict_future for RICK [2025-11-26T21:33:57.783143] [INFO ] [sig ] RICK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:57.990214] [INFO ] [LOCAL ] Saved forecast: RICK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RICK.txt [2025-11-26T21:33:57.990414] [INFO ] [sig ] [2733/3599] Completed RICK in 0.5s | 2.92 sym/s | Total: 15.6m | ETA: 4.9m [2025-11-26T21:33:57.990474] [INFO ] [sig ] [2734/3599] Forecasting RIG... [2025-11-26T21:33:57.990541] [INFO ] [sig ] Generating forecast for: RIG [2025-11-26T21:33:57.990580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-11-26T21:33:58.003293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIG'. [2025-11-26T21:33:58.003786] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-11-26T21:33:58.004727] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-11-26T21:33:58.004817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:58.004885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:58.004945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:58.005041] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:58.073388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:58.074444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:58.074581] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:58.074671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:58.221617] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:58.221848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:58.221950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:58.221997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:58.225896] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=9.40%) [2025-11-26T21:33:58.226342] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-11-26T21:33:58.226560] [INFO ] [sig ] RIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:58.393538] [INFO ] [LOCAL ] Saved forecast: RIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RIG.txt [2025-11-26T21:33:58.393744] [INFO ] [sig ] [2734/3599] Completed RIG in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 4.9m [2025-11-26T21:33:58.393821] [INFO ] [sig ] [2735/3599] Forecasting RIGL... [2025-11-26T21:33:58.393857] [INFO ] [sig ] Generating forecast for: RIGL [2025-11-26T21:33:58.393897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'. [2025-11-26T21:33:58.410870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIGL'. [2025-11-26T21:33:58.411604] [INFO ] [FORECASTER] Starting predict_future for RIGL [2025-11-26T21:33:58.413020] [DEBUG] [LOCAL ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt [2025-11-26T21:33:58.413116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:58.413195] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:58.413274] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:58.413402] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:58.478769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:58.480007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:58.480144] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:58.480219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:58.609826] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:58.610087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:58.610153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:58.610206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:58.615391] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=78.11%) [2025-11-26T21:33:58.615838] [INFO ] [FORECASTER] Completed predict_future for RIGL [2025-11-26T21:33:58.616037] [INFO ] [sig ] RIGL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:58.768017] [INFO ] [LOCAL ] Saved forecast: RIGL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RIGL.txt [2025-11-26T21:33:58.768290] [INFO ] [sig ] [2735/3599] Completed RIGL in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 4.9m [2025-11-26T21:33:58.768358] [INFO ] [sig ] [2736/3599] Forecasting RILY... [2025-11-26T21:33:58.768418] [INFO ] [sig ] Generating forecast for: RILY [2025-11-26T21:33:58.768521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'. [2025-11-26T21:33:58.781176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILY'. [2025-11-26T21:33:58.781712] [INFO ] [FORECASTER] Starting predict_future for RILY [2025-11-26T21:33:58.782615] [DEBUG] [LOCAL ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt [2025-11-26T21:33:58.782713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:58.782776] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:58.782829] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:58.782927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:58.842606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:58.843679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:58.843820] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:58.843872] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:58.967387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:58.967669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:58.967728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:58.967772] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:58.972065] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=12.26%) [2025-11-26T21:33:58.972521] [INFO ] [FORECASTER] Completed predict_future for RILY [2025-11-26T21:33:58.972727] [INFO ] [sig ] RILY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:33:59.118161] [INFO ] [LOCAL ] Saved forecast: RILY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RILY.txt [2025-11-26T21:33:59.118419] [INFO ] [sig ] [2736/3599] Completed RILY in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 4.9m [2025-11-26T21:33:59.118510] [INFO ] [sig ] [2737/3599] Forecasting RILYN... [2025-11-26T21:33:59.118561] [INFO ] [sig ] Generating forecast for: RILYN [2025-11-26T21:33:59.118607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'. [2025-11-26T21:33:59.133339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYN'. [2025-11-26T21:33:59.133942] [INFO ] [FORECASTER] Starting predict_future for RILYN [2025-11-26T21:33:59.134924] [DEBUG] [LOCAL ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt [2025-11-26T21:33:59.135000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:59.135057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:59.135106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:59.135179] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:59.195501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:59.196756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:59.196874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:59.196924] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:59.326491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:59.326735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:59.326795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:59.326840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:59.330479] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=61.58%) [2025-11-26T21:33:59.330834] [INFO ] [FORECASTER] Completed predict_future for RILYN [2025-11-26T21:33:59.330991] [INFO ] [sig ] RILYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:59.474000] [INFO ] [LOCAL ] Saved forecast: RILYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RILYN.txt [2025-11-26T21:33:59.474184] [INFO ] [sig ] [2737/3599] Completed RILYN in 0.4s | 2.92 sym/s | Total: 15.6m | ETA: 4.9m [2025-11-26T21:33:59.474241] [INFO ] [sig ] [2738/3599] Forecasting RILYZ... [2025-11-26T21:33:59.474283] [INFO ] [sig ] Generating forecast for: RILYZ [2025-11-26T21:33:59.474348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'. [2025-11-26T21:33:59.485425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'. [2025-11-26T21:33:59.485900] [INFO ] [FORECASTER] Starting predict_future for RILYZ [2025-11-26T21:33:59.486767] [DEBUG] [LOCAL ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt [2025-11-26T21:33:59.486837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:59.486898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:59.486942] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:59.487014] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:59.544237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:59.545226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:59.545338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:59.545385] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:33:59.665336] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:33:59.665539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:33:59.665595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:33:59.665633] [INFO ] [FORECASTER] Training complete [2025-11-26T21:33:59.669211] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=85.16%) [2025-11-26T21:33:59.669572] [INFO ] [FORECASTER] Completed predict_future for RILYZ [2025-11-26T21:33:59.669755] [INFO ] [sig ] RILYZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:33:59.811664] [INFO ] [LOCAL ] Saved forecast: RILYZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RILYZ.txt [2025-11-26T21:33:59.811860] [INFO ] [sig ] [2738/3599] Completed RILYZ in 0.3s | 2.92 sym/s | Total: 15.6m | ETA: 4.9m [2025-11-26T21:33:59.811916] [INFO ] [sig ] [2739/3599] Forecasting RIME... [2025-11-26T21:33:59.811978] [INFO ] [sig ] Generating forecast for: RIME [2025-11-26T21:33:59.812017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'. [2025-11-26T21:33:59.823234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIME'. [2025-11-26T21:33:59.823713] [INFO ] [FORECASTER] Starting predict_future for RIME [2025-11-26T21:33:59.824510] [DEBUG] [LOCAL ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt [2025-11-26T21:33:59.824581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:33:59.824626] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:33:59.824720] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:33:59.824990] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:33:59.883569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:33:59.884479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:33:59.884597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:33:59.884673] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:00.008379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:00.008598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:00.008694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:00.008744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:00.012500] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=90.73%) [2025-11-26T21:34:00.012926] [INFO ] [FORECASTER] Completed predict_future for RIME [2025-11-26T21:34:00.013086] [INFO ] [sig ] RIME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:00.171558] [INFO ] [LOCAL ] Saved forecast: RIME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RIME.txt [2025-11-26T21:34:00.171839] [INFO ] [sig ] [2739/3599] Completed RIME in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:00.171908] [INFO ] [sig ] [2740/3599] Forecasting RING... [2025-11-26T21:34:00.171952] [INFO ] [sig ] Generating forecast for: RING [2025-11-26T21:34:00.171996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'. [2025-11-26T21:34:00.185204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RING'. [2025-11-26T21:34:00.185937] [INFO ] [FORECASTER] Starting predict_future for RING [2025-11-26T21:34:00.186970] [DEBUG] [LOCAL ] No optimal features file found for RING: ./output/feature-sets/RING.txt [2025-11-26T21:34:00.187046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:00.187093] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:00.187134] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:00.187210] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:00.248055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:00.249230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:00.249350] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:00.249402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:00.376260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:00.376470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:00.376525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:00.376567] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:00.380294] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=5.58%) [2025-11-26T21:34:00.380662] [INFO ] [FORECASTER] Completed predict_future for RING [2025-11-26T21:34:00.380833] [INFO ] [sig ] RING: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:00.534728] [INFO ] [LOCAL ] Saved forecast: RING 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RING.txt [2025-11-26T21:34:00.535260] [INFO ] [sig ] [2740/3599] Completed RING in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:00.535318] [INFO ] [sig ] [2741/3599] Forecasting RIO... [2025-11-26T21:34:00.535357] [INFO ] [sig ] Generating forecast for: RIO [2025-11-26T21:34:00.535397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-11-26T21:34:00.551310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIO'. [2025-11-26T21:34:00.551803] [INFO ] [FORECASTER] Starting predict_future for RIO [2025-11-26T21:34:00.552768] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-11-26T21:34:00.552840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:00.552881] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:00.552915] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:00.552980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:00.617271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:00.618450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:00.618574] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:00.618628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:00.747706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:00.747918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:00.747974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:00.748016] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:00.751517] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=82.06%) [2025-11-26T21:34:00.751835] [INFO ] [FORECASTER] Completed predict_future for RIO [2025-11-26T21:34:00.751986] [INFO ] [sig ] RIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:00.894502] [INFO ] [LOCAL ] Saved forecast: RIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RIO.txt [2025-11-26T21:34:00.894720] [INFO ] [sig ] [2741/3599] Completed RIO in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:00.894801] [INFO ] [sig ] [2742/3599] Forecasting RITM... [2025-11-26T21:34:00.894864] [INFO ] [sig ] Generating forecast for: RITM [2025-11-26T21:34:00.894912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-11-26T21:34:00.906048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RITM'. [2025-11-26T21:34:00.906455] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-11-26T21:34:00.907301] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-11-26T21:34:00.907374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:00.907446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:00.907490] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:00.907564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:00.965933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:00.966885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:00.967003] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:00.967054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:01.090710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:01.090909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:01.090966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:01.091022] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:01.094506] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=44.90%) [2025-11-26T21:34:01.094865] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-11-26T21:34:01.095022] [INFO ] [sig ] RITM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:01.245543] [INFO ] [LOCAL ] Saved forecast: RITM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RITM.txt [2025-11-26T21:34:01.245860] [INFO ] [sig ] [2742/3599] Completed RITM in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:01.245918] [INFO ] [sig ] [2743/3599] Forecasting RIVN... [2025-11-26T21:34:01.245968] [INFO ] [sig ] Generating forecast for: RIVN [2025-11-26T21:34:01.246016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'. [2025-11-26T21:34:01.259451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIVN'. [2025-11-26T21:34:01.260061] [INFO ] [FORECASTER] Starting predict_future for RIVN [2025-11-26T21:34:01.261035] [DEBUG] [LOCAL ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt [2025-11-26T21:34:01.261109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:01.261157] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:01.261198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:01.261269] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:01.320734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:01.321944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:01.322068] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:01.322121] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:01.451551] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:01.451841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:01.451905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:01.451952] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:01.455933] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=8.67%) [2025-11-26T21:34:01.456305] [INFO ] [FORECASTER] Completed predict_future for RIVN [2025-11-26T21:34:01.456471] [INFO ] [sig ] RIVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:01.626815] [INFO ] [LOCAL ] Saved forecast: RIVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RIVN.txt [2025-11-26T21:34:01.627109] [INFO ] [sig ] [2743/3599] Completed RIVN in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:01.627213] [INFO ] [sig ] [2744/3599] Forecasting RKLB... [2025-11-26T21:34:01.627274] [INFO ] [sig ] Generating forecast for: RKLB [2025-11-26T21:34:01.627330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'. [2025-11-26T21:34:01.640726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RKLB'. [2025-11-26T21:34:01.641381] [INFO ] [FORECASTER] Starting predict_future for RKLB [2025-11-26T21:34:01.642400] [DEBUG] [LOCAL ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt [2025-11-26T21:34:01.642486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:01.642547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:01.642597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:01.642714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:01.711071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:01.712463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:01.712619] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:01.712714] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:01.836967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:01.837242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:01.837314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:01.837368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:01.841888] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-11-26T21:34:01.842391] [INFO ] [FORECASTER] Completed predict_future for RKLB [2025-11-26T21:34:01.842618] [INFO ] [sig ] RKLB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:02.016248] [INFO ] [LOCAL ] Saved forecast: RKLB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RKLB.txt [2025-11-26T21:34:02.016491] [INFO ] [sig ] [2744/3599] Completed RKLB in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:02.016583] [INFO ] [sig ] [2745/3599] Forecasting RL... [2025-11-26T21:34:02.016635] [INFO ] [sig ] Generating forecast for: RL [2025-11-26T21:34:02.016700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-11-26T21:34:02.029813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RL'. [2025-11-26T21:34:02.030453] [INFO ] [FORECASTER] Starting predict_future for RL [2025-11-26T21:34:02.031448] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-11-26T21:34:02.031526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:02.031578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:02.031621] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:02.031721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:02.092471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:02.093690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:02.093807] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:02.093858] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:02.222249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:02.222609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:02.222692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:02.222795] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:02.227073] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=95.94%) [2025-11-26T21:34:02.227709] [INFO ] [FORECASTER] Completed predict_future for RL [2025-11-26T21:34:02.227924] [INFO ] [sig ] RL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:02.376493] [INFO ] [LOCAL ] Saved forecast: RL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RL.txt [2025-11-26T21:34:02.376777] [INFO ] [sig ] [2745/3599] Completed RL in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:02.376905] [INFO ] [sig ] [2746/3599] Forecasting RLAY... [2025-11-26T21:34:02.376951] [INFO ] [sig ] Generating forecast for: RLAY [2025-11-26T21:34:02.377000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'. [2025-11-26T21:34:02.391232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLAY'. [2025-11-26T21:34:02.391878] [INFO ] [FORECASTER] Starting predict_future for RLAY [2025-11-26T21:34:02.392902] [DEBUG] [LOCAL ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt [2025-11-26T21:34:02.392978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:02.393028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:02.393071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:02.393146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:02.453368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:02.454588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:02.454732] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:02.454784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:02.584283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:02.584551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:02.584611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:02.584682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:02.588659] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=8.37%) [2025-11-26T21:34:02.589032] [INFO ] [FORECASTER] Completed predict_future for RLAY [2025-11-26T21:34:02.589205] [INFO ] [sig ] RLAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:02.737087] [INFO ] [LOCAL ] Saved forecast: RLAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RLAY.txt [2025-11-26T21:34:02.737348] [INFO ] [sig ] [2746/3599] Completed RLAY in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:02.737464] [INFO ] [sig ] [2747/3599] Forecasting RLI... [2025-11-26T21:34:02.737517] [INFO ] [sig ] Generating forecast for: RLI [2025-11-26T21:34:02.737564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-11-26T21:34:02.749832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLI'. [2025-11-26T21:34:02.750318] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-11-26T21:34:02.751270] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-11-26T21:34:02.751345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:02.751395] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:02.751440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:02.751515] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:02.811033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:02.812265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:02.812395] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:02.812492] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:02.933993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:02.934258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:02.934320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:02.934369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:02.938355] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=10.46%) [2025-11-26T21:34:02.938767] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-11-26T21:34:02.938946] [INFO ] [sig ] RLI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:03.097594] [INFO ] [LOCAL ] Saved forecast: RLI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RLI.txt [2025-11-26T21:34:03.097924] [INFO ] [sig ] [2747/3599] Completed RLI in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:03.097997] [INFO ] [sig ] [2748/3599] Forecasting RLJ... [2025-11-26T21:34:03.098066] [INFO ] [sig ] Generating forecast for: RLJ [2025-11-26T21:34:03.098136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-11-26T21:34:03.111682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLJ'. [2025-11-26T21:34:03.112367] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-11-26T21:34:03.113407] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-11-26T21:34:03.113498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:03.113551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:03.113593] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:03.113695] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:03.184467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:03.185744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:03.185893] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:03.185945] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:03.308677] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:03.308982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:03.309046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:03.309091] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:03.312936] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=12.25%) [2025-11-26T21:34:03.313292] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-11-26T21:34:03.313459] [INFO ] [sig ] RLJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:03.458817] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RLJ.txt [2025-11-26T21:34:03.459067] [INFO ] [sig ] [2748/3599] Completed RLJ in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:03.459153] [INFO ] [sig ] [2749/3599] Forecasting RLMD... [2025-11-26T21:34:03.459194] [INFO ] [sig ] Generating forecast for: RLMD [2025-11-26T21:34:03.459235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'. [2025-11-26T21:34:03.471994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLMD'. [2025-11-26T21:34:03.472601] [INFO ] [FORECASTER] Starting predict_future for RLMD [2025-11-26T21:34:03.473592] [DEBUG] [LOCAL ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt [2025-11-26T21:34:03.473694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:03.473754] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:03.473824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:03.473900] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:03.532464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:03.533709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:03.533855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:03.533909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:03.660889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:03.661096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:03.661154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:03.661201] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:03.665028] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=68.51%) [2025-11-26T21:34:03.665397] [INFO ] [FORECASTER] Completed predict_future for RLMD [2025-11-26T21:34:03.665569] [INFO ] [sig ] RLMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:03.815272] [INFO ] [LOCAL ] Saved forecast: RLMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RLMD.txt [2025-11-26T21:34:03.815473] [INFO ] [sig ] [2749/3599] Completed RLMD in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:03.815551] [INFO ] [sig ] [2750/3599] Forecasting RLTY... [2025-11-26T21:34:03.815617] [INFO ] [sig ] Generating forecast for: RLTY [2025-11-26T21:34:03.815689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-11-26T21:34:03.827920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLTY'. [2025-11-26T21:34:03.828374] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-11-26T21:34:03.829251] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-11-26T21:34:03.829326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:03.829375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:03.829416] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:03.829482] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:03.891160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:03.892260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:03.892386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:03.892435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:04.008836] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:04.009035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:04.009090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:04.009134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:04.012558] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=84.00%) [2025-11-26T21:34:04.012944] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-11-26T21:34:04.013097] [INFO ] [sig ] RLTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:04.206263] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RLTY.txt [2025-11-26T21:34:04.206452] [INFO ] [sig ] [2750/3599] Completed RLTY in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.9m [2025-11-26T21:34:04.206508] [INFO ] [sig ] [2751/3599] Forecasting RLX... [2025-11-26T21:34:04.206578] [INFO ] [sig ] Generating forecast for: RLX [2025-11-26T21:34:04.206618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-11-26T21:34:04.218074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLX'. [2025-11-26T21:34:04.218530] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-11-26T21:34:04.219439] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-11-26T21:34:04.219517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:04.219562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:04.219600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:04.219693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:04.280752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:04.281726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:04.281853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:04.281900] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:04.411019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:04.411217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:04.411272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:04.411308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:04.414792] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=71.91%) [2025-11-26T21:34:04.415095] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-11-26T21:34:04.415241] [INFO ] [sig ] RLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:04.560064] [INFO ] [LOCAL ] Saved forecast: RLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RLX.txt [2025-11-26T21:34:04.560257] [INFO ] [sig ] [2751/3599] Completed RLX in 0.4s | 2.92 sym/s | Total: 15.7m | ETA: 4.8m [2025-11-26T21:34:04.560311] [INFO ] [sig ] [2752/3599] Forecasting RM... [2025-11-26T21:34:04.560383] [INFO ] [sig ] Generating forecast for: RM [2025-11-26T21:34:04.560428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-11-26T21:34:04.572613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RM'. [2025-11-26T21:34:04.573102] [INFO ] [FORECASTER] Starting predict_future for RM [2025-11-26T21:34:04.573948] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-11-26T21:34:04.574019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:04.574064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:04.574104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:04.574171] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:04.632419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:04.633420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:04.633527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:04.633576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:04.752521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:04.752755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:04.752815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:04.752868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:04.756486] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=82.82%) [2025-11-26T21:34:04.756865] [INFO ] [FORECASTER] Completed predict_future for RM [2025-11-26T21:34:04.757024] [INFO ] [sig ] RM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:04.898198] [INFO ] [LOCAL ] Saved forecast: RM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RM.txt [2025-11-26T21:34:04.898381] [INFO ] [sig ] [2752/3599] Completed RM in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.8m [2025-11-26T21:34:04.898438] [INFO ] [sig ] [2753/3599] Forecasting RMAX... [2025-11-26T21:34:04.898507] [INFO ] [sig ] Generating forecast for: RMAX [2025-11-26T21:34:04.898558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-11-26T21:34:04.909425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMAX'. [2025-11-26T21:34:04.909774] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-11-26T21:34:04.910535] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-11-26T21:34:04.910607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:04.910680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:04.910725] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:04.910794] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:04.968015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:04.968901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:04.969007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:04.969054] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:05.084801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:05.084972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:05.085024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:05.085065] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:05.088445] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-11-26T21:34:05.088752] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-11-26T21:34:05.088891] [INFO ] [sig ] RMAX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:05.229418] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMAX.txt [2025-11-26T21:34:05.229556] [INFO ] [sig ] [2753/3599] Completed RMAX in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.8m [2025-11-26T21:34:05.229611] [INFO ] [sig ] [2754/3599] Forecasting RMBI... [2025-11-26T21:34:05.229672] [INFO ] [sig ] Generating forecast for: RMBI [2025-11-26T21:34:05.229718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'. [2025-11-26T21:34:05.240808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBI'. [2025-11-26T21:34:05.241129] [INFO ] [FORECASTER] Starting predict_future for RMBI [2025-11-26T21:34:05.241915] [DEBUG] [LOCAL ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt [2025-11-26T21:34:05.242029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:05.242080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:05.242121] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:05.242189] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:05.299879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:05.300490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:05.300586] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:05.300633] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:05.408412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:05.408579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:05.408634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:05.408710] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:05.411973] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-11-26T21:34:05.412257] [INFO ] [FORECASTER] Completed predict_future for RMBI [2025-11-26T21:34:05.412395] [INFO ] [sig ] RMBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:05.551134] [INFO ] [LOCAL ] Saved forecast: RMBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMBI.txt [2025-11-26T21:34:05.551282] [INFO ] [sig ] [2754/3599] Completed RMBI in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.8m [2025-11-26T21:34:05.551337] [INFO ] [sig ] [2755/3599] Forecasting RMBS... [2025-11-26T21:34:05.551378] [INFO ] [sig ] Generating forecast for: RMBS [2025-11-26T21:34:05.551420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'. [2025-11-26T21:34:05.561758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBS'. [2025-11-26T21:34:05.562043] [INFO ] [FORECASTER] Starting predict_future for RMBS [2025-11-26T21:34:05.562844] [DEBUG] [LOCAL ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt [2025-11-26T21:34:05.562916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:05.562963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:05.563002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:05.563072] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:05.619699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:05.620297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:05.620390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:05.620437] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:05.737260] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:05.737994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:05.738052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:05.738100] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:05.741419] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=87.21%) [2025-11-26T21:34:05.741747] [INFO ] [FORECASTER] Completed predict_future for RMBS [2025-11-26T21:34:05.741885] [INFO ] [sig ] RMBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:05.881666] [INFO ] [LOCAL ] Saved forecast: RMBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMBS.txt [2025-11-26T21:34:05.881843] [INFO ] [sig ] [2755/3599] Completed RMBS in 0.3s | 2.92 sym/s | Total: 15.7m | ETA: 4.8m [2025-11-26T21:34:05.881898] [INFO ] [sig ] [2756/3599] Forecasting RMD... [2025-11-26T21:34:05.881940] [INFO ] [sig ] Generating forecast for: RMD [2025-11-26T21:34:05.882040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-11-26T21:34:05.893363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMD'. [2025-11-26T21:34:05.893782] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-11-26T21:34:05.894559] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-11-26T21:34:05.894629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:05.894703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:05.894745] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:05.894815] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:05.950750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:05.951570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:05.951692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:05.951743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:06.073060] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:06.073250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:06.073304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:06.073345] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:06.076697] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-11-26T21:34:06.077051] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-11-26T21:34:06.077196] [INFO ] [sig ] RMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:06.215151] [INFO ] [LOCAL ] Saved forecast: RMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMD.txt [2025-11-26T21:34:06.215322] [INFO ] [sig ] [2756/3599] Completed RMD in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:06.215376] [INFO ] [sig ] [2757/3599] Forecasting RMI... [2025-11-26T21:34:06.215418] [INFO ] [sig ] Generating forecast for: RMI [2025-11-26T21:34:06.215459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-11-26T21:34:06.226516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMI'. [2025-11-26T21:34:06.226962] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-11-26T21:34:06.227792] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-11-26T21:34:06.227860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:06.227905] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:06.227944] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:06.228011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:06.283918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:06.284832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:06.284933] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:06.284980] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:06.393092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:06.393284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:06.393339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:06.393380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:06.396722] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=47.40%) [2025-11-26T21:34:06.397008] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-11-26T21:34:06.397149] [INFO ] [sig ] RMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:06.539668] [INFO ] [LOCAL ] Saved forecast: RMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMI.txt [2025-11-26T21:34:06.539866] [INFO ] [sig ] [2757/3599] Completed RMI in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:06.539922] [INFO ] [sig ] [2758/3599] Forecasting RMM... [2025-11-26T21:34:06.539992] [INFO ] [sig ] Generating forecast for: RMM [2025-11-26T21:34:06.540039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-11-26T21:34:06.550820] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMM'. [2025-11-26T21:34:06.551212] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-11-26T21:34:06.552076] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-11-26T21:34:06.552145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:06.552190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:06.552229] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:06.552301] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:06.609064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:06.609977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:06.610096] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:06.610146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:06.732380] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:06.732592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:06.732665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:06.732706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:06.736079] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=91.55%) [2025-11-26T21:34:06.736373] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-11-26T21:34:06.736519] [INFO ] [sig ] RMM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:06.875716] [INFO ] [LOCAL ] Saved forecast: RMM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMM.txt [2025-11-26T21:34:06.875900] [INFO ] [sig ] [2758/3599] Completed RMM in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:06.875954] [INFO ] [sig ] [2759/3599] Forecasting RMMZ... [2025-11-26T21:34:06.875997] [INFO ] [sig ] Generating forecast for: RMMZ [2025-11-26T21:34:06.876065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-11-26T21:34:06.887804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'. [2025-11-26T21:34:06.888224] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-11-26T21:34:06.889018] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-11-26T21:34:06.889090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:06.889135] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:06.889176] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:06.889245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:06.944917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:06.945750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:06.945860] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:06.945906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:07.056319] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:07.056508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:07.056562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:07.056604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:07.059993] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=91.16%) [2025-11-26T21:34:07.060288] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-11-26T21:34:07.060428] [INFO ] [sig ] RMMZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:07.203261] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RMMZ.txt [2025-11-26T21:34:07.203434] [INFO ] [sig ] [2759/3599] Completed RMMZ in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:07.203488] [INFO ] [sig ] [2760/3599] Forecasting RMNI... [2025-11-26T21:34:07.203529] [INFO ] [sig ] Generating forecast for: RMNI [2025-11-26T21:34:07.203570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'. [2025-11-26T21:34:07.214055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMNI'. [2025-11-26T21:34:07.214435] [INFO ] [FORECASTER] Starting predict_future for RMNI [2025-11-26T21:34:07.215250] [DEBUG] [LOCAL ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt [2025-11-26T21:34:07.215323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:07.215373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:07.215413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:07.215476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:07.270867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:07.271729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:07.271830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:07.271876] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:07.388841] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:07.389038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:07.389091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:07.389134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:07.392444] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: DOWN (p=40.17%) [2025-11-26T21:34:07.392771] [INFO ] [FORECASTER] Completed predict_future for RMNI [2025-11-26T21:34:07.392916] [INFO ] [sig ] RMNI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:07.531854] [INFO ] [LOCAL ] Saved forecast: RMNI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RMNI.txt [2025-11-26T21:34:07.532026] [INFO ] [sig ] [2760/3599] Completed RMNI in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:07.532081] [INFO ] [sig ] [2761/3599] Forecasting RNA... [2025-11-26T21:34:07.532124] [INFO ] [sig ] Generating forecast for: RNA [2025-11-26T21:34:07.532166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'. [2025-11-26T21:34:07.542528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNA'. [2025-11-26T21:34:07.542927] [INFO ] [FORECASTER] Starting predict_future for RNA [2025-11-26T21:34:07.543720] [DEBUG] [LOCAL ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt [2025-11-26T21:34:07.543789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:07.543835] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:07.543873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:07.543948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:07.599938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:07.600813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:07.600915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:07.600961] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:07.719831] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:07.720030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:07.720084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:07.720127] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:07.723436] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=13.16%) [2025-11-26T21:34:07.723752] [INFO ] [FORECASTER] Completed predict_future for RNA [2025-11-26T21:34:07.723892] [INFO ] [sig ] RNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:07.864872] [INFO ] [LOCAL ] Saved forecast: RNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RNA.txt [2025-11-26T21:34:07.865033] [INFO ] [sig ] [2761/3599] Completed RNA in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:07.865090] [INFO ] [sig ] [2762/3599] Forecasting RNAC... [2025-11-26T21:34:07.865158] [INFO ] [sig ] Generating forecast for: RNAC [2025-11-26T21:34:07.865200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'. [2025-11-26T21:34:07.875376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAC'. [2025-11-26T21:34:07.875725] [INFO ] [FORECASTER] Starting predict_future for RNAC [2025-11-26T21:34:07.876486] [DEBUG] [LOCAL ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt [2025-11-26T21:34:07.876557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:07.876616] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:07.876678] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:07.876750] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:07.936545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:07.937530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:07.937631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:07.937698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:08.054372] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:08.054571] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:08.054625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:08.054693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:08.058168] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=75.97%) [2025-11-26T21:34:08.058487] [INFO ] [FORECASTER] Completed predict_future for RNAC [2025-11-26T21:34:08.058635] [INFO ] [sig ] RNAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:08.202231] [INFO ] [LOCAL ] Saved forecast: RNAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNAC.txt [2025-11-26T21:34:08.202415] [INFO ] [sig ] [2762/3599] Completed RNAC in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:08.202465] [INFO ] [sig ] [2763/3599] Forecasting RNAZ... [2025-11-26T21:34:08.202510] [INFO ] [sig ] Generating forecast for: RNAZ [2025-11-26T21:34:08.202580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'. [2025-11-26T21:34:08.213421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'. [2025-11-26T21:34:08.213874] [INFO ] [FORECASTER] Starting predict_future for RNAZ [2025-11-26T21:34:08.214690] [DEBUG] [LOCAL ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt [2025-11-26T21:34:08.214761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:08.214809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:08.214850] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:08.214922] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:08.279542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:08.280456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:08.280564] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:08.280613] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:08.400761] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:08.400959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:08.401014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:08.401057] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:08.404594] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=52.84%) [2025-11-26T21:34:08.404981] [INFO ] [FORECASTER] Completed predict_future for RNAZ [2025-11-26T21:34:08.405127] [INFO ] [sig ] RNAZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:08.551314] [INFO ] [LOCAL ] Saved forecast: RNAZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNAZ.txt [2025-11-26T21:34:08.551503] [INFO ] [sig ] [2763/3599] Completed RNAZ in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:08.551580] [INFO ] [sig ] [2764/3599] Forecasting RNG... [2025-11-26T21:34:08.551673] [INFO ] [sig ] Generating forecast for: RNG [2025-11-26T21:34:08.551725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-11-26T21:34:08.562517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNG'. [2025-11-26T21:34:08.562995] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-11-26T21:34:08.563996] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-11-26T21:34:08.564084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:08.564146] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:08.564202] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:08.564288] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:08.625774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:08.626923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:08.627054] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:08.627116] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:08.747067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:08.747272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:08.747325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:08.747368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:08.750887] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=93.91%) [2025-11-26T21:34:08.751217] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-11-26T21:34:08.751368] [INFO ] [sig ] RNG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:08.892295] [INFO ] [LOCAL ] Saved forecast: RNG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNG.txt [2025-11-26T21:34:08.892479] [INFO ] [sig ] [2764/3599] Completed RNG in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:08.892532] [INFO ] [sig ] [2765/3599] Forecasting RNP... [2025-11-26T21:34:08.892596] [INFO ] [sig ] Generating forecast for: RNP [2025-11-26T21:34:08.892631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-11-26T21:34:08.903463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNP'. [2025-11-26T21:34:08.903893] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-11-26T21:34:08.904718] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-11-26T21:34:08.904786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:08.904831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:08.904871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:08.904940] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:08.962847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:08.963729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:08.963830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:08.963882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:09.078577] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:09.078785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:09.078837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:09.078878] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:09.082224] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=75.16%) [2025-11-26T21:34:09.082530] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-11-26T21:34:09.082693] [INFO ] [sig ] RNP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:09.225035] [INFO ] [LOCAL ] Saved forecast: RNP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RNP.txt [2025-11-26T21:34:09.225216] [INFO ] [sig ] [2765/3599] Completed RNP in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:09.225327] [INFO ] [sig ] [2766/3599] Forecasting ROAD... [2025-11-26T21:34:09.225378] [INFO ] [sig ] Generating forecast for: ROAD [2025-11-26T21:34:09.225428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'. [2025-11-26T21:34:09.236805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROAD'. [2025-11-26T21:34:09.237202] [INFO ] [FORECASTER] Starting predict_future for ROAD [2025-11-26T21:34:09.238102] [DEBUG] [LOCAL ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt [2025-11-26T21:34:09.238178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:09.238274] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:09.238329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:09.238444] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:09.297859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:09.298613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:09.298746] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:09.298825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:09.419892] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:09.420078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:09.420141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:09.420184] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:09.423603] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=38.63%) [2025-11-26T21:34:09.423931] [INFO ] [FORECASTER] Completed predict_future for ROAD [2025-11-26T21:34:09.424103] [INFO ] [sig ] ROAD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:09.566080] [INFO ] [LOCAL ] Saved forecast: ROAD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ROAD.txt [2025-11-26T21:34:09.566278] [INFO ] [sig ] [2766/3599] Completed ROAD in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:09.566433] [INFO ] [sig ] [2767/3599] Forecasting ROCK... [2025-11-26T21:34:09.566496] [INFO ] [sig ] Generating forecast for: ROCK [2025-11-26T21:34:09.566563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'. [2025-11-26T21:34:09.577618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROCK'. [2025-11-26T21:34:09.578035] [INFO ] [FORECASTER] Starting predict_future for ROCK [2025-11-26T21:34:09.578891] [DEBUG] [LOCAL ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt [2025-11-26T21:34:09.578971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:09.579034] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:09.579113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:09.579228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:09.637919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:09.638760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:09.638863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:09.638913] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:09.756473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:09.756684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:09.756745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:09.756788] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:09.760223] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: DOWN (p=44.38%) [2025-11-26T21:34:09.760520] [INFO ] [FORECASTER] Completed predict_future for ROCK [2025-11-26T21:34:09.760702] [INFO ] [sig ] ROCK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:09.906227] [INFO ] [LOCAL ] Saved forecast: ROCK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ROCK.txt [2025-11-26T21:34:09.906411] [INFO ] [sig ] [2767/3599] Completed ROCK in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.8m [2025-11-26T21:34:09.906465] [INFO ] [sig ] [2768/3599] Forecasting ROE... [2025-11-26T21:34:09.906528] [INFO ] [sig ] Generating forecast for: ROE [2025-11-26T21:34:09.906605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'. [2025-11-26T21:34:09.917436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROE'. [2025-11-26T21:34:09.917878] [INFO ] [FORECASTER] Starting predict_future for ROE [2025-11-26T21:34:09.918721] [DEBUG] [LOCAL ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt [2025-11-26T21:34:09.918805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:09.918867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:09.918925] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:09.919020] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:09.978233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:09.979172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:09.979284] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:09.979346] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:10.099563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:10.099754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:10.099807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:10.099848] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:10.103117] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-11-26T21:34:10.103406] [INFO ] [FORECASTER] Completed predict_future for ROE [2025-11-26T21:34:10.103545] [INFO ] [sig ] ROE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:10.245069] [INFO ] [LOCAL ] Saved forecast: ROE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ROE.txt [2025-11-26T21:34:10.245253] [INFO ] [sig ] [2768/3599] Completed ROE in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.7m [2025-11-26T21:34:10.245312] [INFO ] [sig ] [2769/3599] Forecasting ROP... [2025-11-26T21:34:10.245380] [INFO ] [sig ] Generating forecast for: ROP [2025-11-26T21:34:10.245417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'. [2025-11-26T21:34:10.255528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROP'. [2025-11-26T21:34:10.255881] [INFO ] [FORECASTER] Starting predict_future for ROP [2025-11-26T21:34:10.256697] [DEBUG] [LOCAL ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt [2025-11-26T21:34:10.256766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:10.256816] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:10.256859] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:10.256929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:10.316358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:10.317326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:10.317460] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:10.317515] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:10.438879] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:10.439067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:10.439136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:10.439215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:10.442598] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=98.18%) [2025-11-26T21:34:10.442937] [INFO ] [FORECASTER] Completed predict_future for ROP [2025-11-26T21:34:10.443096] [INFO ] [sig ] ROP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:10.585596] [INFO ] [LOCAL ] Saved forecast: ROP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ROP.txt [2025-11-26T21:34:10.585806] [INFO ] [sig ] [2769/3599] Completed ROP in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.7m [2025-11-26T21:34:10.585889] [INFO ] [sig ] [2770/3599] Forecasting RPAY... [2025-11-26T21:34:10.585961] [INFO ] [sig ] Generating forecast for: RPAY [2025-11-26T21:34:10.586001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'. [2025-11-26T21:34:10.596068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPAY'. [2025-11-26T21:34:10.596376] [INFO ] [FORECASTER] Starting predict_future for RPAY [2025-11-26T21:34:10.597215] [DEBUG] [LOCAL ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt [2025-11-26T21:34:10.597286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:10.597333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:10.597373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:10.597468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:10.656530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:10.657312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:10.657427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:10.657478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:10.776670] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:10.776866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:10.776914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:10.776957] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:10.780397] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=88.99%) [2025-11-26T21:34:10.780731] [INFO ] [FORECASTER] Completed predict_future for RPAY [2025-11-26T21:34:10.780885] [INFO ] [sig ] RPAY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:10.922620] [INFO ] [LOCAL ] Saved forecast: RPAY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RPAY.txt [2025-11-26T21:34:10.922823] [INFO ] [sig ] [2770/3599] Completed RPAY in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.7m [2025-11-26T21:34:10.922938] [INFO ] [sig ] [2771/3599] Forecasting RPD... [2025-11-26T21:34:10.923001] [INFO ] [sig ] Generating forecast for: RPD [2025-11-26T21:34:10.923064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'. [2025-11-26T21:34:10.933929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPD'. [2025-11-26T21:34:10.934291] [INFO ] [FORECASTER] Starting predict_future for RPD [2025-11-26T21:34:10.935148] [DEBUG] [LOCAL ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt [2025-11-26T21:34:10.935221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:10.935287] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:10.935353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:10.935459] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:10.994322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:10.995326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:10.995485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:10.995560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:11.117093] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:11.117283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:11.117375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:11.117457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:11.120817] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=37.79%) [2025-11-26T21:34:11.121143] [INFO ] [FORECASTER] Completed predict_future for RPD [2025-11-26T21:34:11.121315] [INFO ] [sig ] RPD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:11.263744] [INFO ] [LOCAL ] Saved forecast: RPD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RPD.txt [2025-11-26T21:34:11.263910] [INFO ] [sig ] [2771/3599] Completed RPD in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.7m [2025-11-26T21:34:11.263962] [INFO ] [sig ] [2772/3599] Forecasting RPID... [2025-11-26T21:34:11.264039] [INFO ] [sig ] Generating forecast for: RPID [2025-11-26T21:34:11.264099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'. [2025-11-26T21:34:11.274970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPID'. [2025-11-26T21:34:11.275342] [INFO ] [FORECASTER] Starting predict_future for RPID [2025-11-26T21:34:11.276178] [DEBUG] [LOCAL ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt [2025-11-26T21:34:11.276259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:11.276322] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:11.276379] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:11.276467] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:11.335123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:11.335901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:11.336024] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:11.336086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:11.452448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:11.452672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:11.452730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:11.452774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:11.456217] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=73.63%) [2025-11-26T21:34:11.456572] [INFO ] [FORECASTER] Completed predict_future for RPID [2025-11-26T21:34:11.456754] [INFO ] [sig ] RPID: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:11.597427] [INFO ] [LOCAL ] Saved forecast: RPID 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RPID.txt [2025-11-26T21:34:11.597593] [INFO ] [sig ] [2772/3599] Completed RPID in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.7m [2025-11-26T21:34:11.597684] [INFO ] [sig ] [2773/3599] Forecasting RPRX... [2025-11-26T21:34:11.597735] [INFO ] [sig ] Generating forecast for: RPRX [2025-11-26T21:34:11.597776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'. [2025-11-26T21:34:11.608211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPRX'. [2025-11-26T21:34:11.608524] [INFO ] [FORECASTER] Starting predict_future for RPRX [2025-11-26T21:34:11.609348] [DEBUG] [LOCAL ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt [2025-11-26T21:34:11.609419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:11.609477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:11.609527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:11.609613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:11.665582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:11.666242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:11.666335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:11.666382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:11.786038] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:11.786204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:11.786258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:11.786298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:11.789610] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=6.00%) [2025-11-26T21:34:11.789923] [INFO ] [FORECASTER] Completed predict_future for RPRX [2025-11-26T21:34:11.790221] [INFO ] [sig ] RPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:11.930706] [INFO ] [LOCAL ] Saved forecast: RPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RPRX.txt [2025-11-26T21:34:11.930867] [INFO ] [sig ] [2773/3599] Completed RPRX in 0.3s | 2.92 sym/s | Total: 15.8m | ETA: 4.7m [2025-11-26T21:34:11.930922] [INFO ] [sig ] [2774/3599] Forecasting RPTX... [2025-11-26T21:34:11.930964] [INFO ] [sig ] Generating forecast for: RPTX [2025-11-26T21:34:11.931026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'. [2025-11-26T21:34:11.941742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPTX'. [2025-11-26T21:34:11.942060] [INFO ] [FORECASTER] Starting predict_future for RPTX [2025-11-26T21:34:11.942874] [DEBUG] [LOCAL ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt [2025-11-26T21:34:11.942943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:11.942991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:11.943029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:11.943097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:11.998771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:11.999434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:11.999529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:11.999569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:12.114134] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:12.114302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:12.114354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:12.114395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:12.117726] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-11-26T21:34:12.118014] [INFO ] [FORECASTER] Completed predict_future for RPTX [2025-11-26T21:34:12.118153] [INFO ] [sig ] RPTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:12.256217] [INFO ] [LOCAL ] Saved forecast: RPTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RPTX.txt [2025-11-26T21:34:12.256364] [INFO ] [sig ] [2774/3599] Completed RPTX in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:12.256417] [INFO ] [sig ] [2775/3599] Forecasting RQI... [2025-11-26T21:34:12.256484] [INFO ] [sig ] Generating forecast for: RQI [2025-11-26T21:34:12.256525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-11-26T21:34:12.266862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RQI'. [2025-11-26T21:34:12.267199] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-11-26T21:34:12.268083] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-11-26T21:34:12.268157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:12.268202] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:12.268240] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:12.268308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:12.323702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:12.324326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:12.324420] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:12.324466] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:12.444251] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:12.444445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:12.444498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:12.444540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:12.448025] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=78.96%) [2025-11-26T21:34:12.448385] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-11-26T21:34:12.448538] [INFO ] [sig ] RQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:12.589529] [INFO ] [LOCAL ] Saved forecast: RQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RQI.txt [2025-11-26T21:34:12.589745] [INFO ] [sig ] [2775/3599] Completed RQI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:12.589834] [INFO ] [sig ] [2776/3599] Forecasting RRBI... [2025-11-26T21:34:12.589927] [INFO ] [sig ] Generating forecast for: RRBI [2025-11-26T21:34:12.589973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'. [2025-11-26T21:34:12.600454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRBI'. [2025-11-26T21:34:12.600913] [INFO ] [FORECASTER] Starting predict_future for RRBI [2025-11-26T21:34:12.601762] [DEBUG] [LOCAL ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt [2025-11-26T21:34:12.601838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:12.601883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:12.601922] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:12.601989] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:12.662602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:12.663590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:12.663730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:12.663781] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:12.767948] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:12.768151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:12.768207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:12.768250] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:12.771753] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=81.83%) [2025-11-26T21:34:12.772074] [INFO ] [FORECASTER] Completed predict_future for RRBI [2025-11-26T21:34:12.772227] [INFO ] [sig ] RRBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:12.915162] [INFO ] [LOCAL ] Saved forecast: RRBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RRBI.txt [2025-11-26T21:34:12.915324] [INFO ] [sig ] [2776/3599] Completed RRBI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:12.915378] [INFO ] [sig ] [2777/3599] Forecasting RRC... [2025-11-26T21:34:12.915434] [INFO ] [sig ] Generating forecast for: RRC [2025-11-26T21:34:12.915476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-11-26T21:34:12.925525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRC'. [2025-11-26T21:34:12.925853] [INFO ] [FORECASTER] Starting predict_future for RRC [2025-11-26T21:34:12.926715] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-11-26T21:34:12.926784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:12.926831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:12.926871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:12.926937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:12.984954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:12.985679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:12.985780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:12.985829] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:13.102285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:13.102443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:13.102499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:13.102542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:13.105855] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=44.76%) [2025-11-26T21:34:13.106148] [INFO ] [FORECASTER] Completed predict_future for RRC [2025-11-26T21:34:13.106287] [INFO ] [sig ] RRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:13.245755] [INFO ] [LOCAL ] Saved forecast: RRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RRC.txt [2025-11-26T21:34:13.245927] [INFO ] [sig ] [2777/3599] Completed RRC in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:13.245983] [INFO ] [sig ] [2778/3599] Forecasting RRGB... [2025-11-26T21:34:13.246028] [INFO ] [sig ] Generating forecast for: RRGB [2025-11-26T21:34:13.246072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'. [2025-11-26T21:34:13.256944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRGB'. [2025-11-26T21:34:13.257283] [INFO ] [FORECASTER] Starting predict_future for RRGB [2025-11-26T21:34:13.258211] [DEBUG] [LOCAL ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt [2025-11-26T21:34:13.258284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:13.258331] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:13.258388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:13.258509] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:13.315868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:13.316836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:13.316940] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:13.317005] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:13.440526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:13.440897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:13.440962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:13.440999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:13.444711] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=86.42%) [2025-11-26T21:34:13.445013] [INFO ] [FORECASTER] Completed predict_future for RRGB [2025-11-26T21:34:13.445156] [INFO ] [sig ] RRGB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:13.585556] [INFO ] [LOCAL ] Saved forecast: RRGB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RRGB.txt [2025-11-26T21:34:13.585734] [INFO ] [sig ] [2778/3599] Completed RRGB in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:13.585791] [INFO ] [sig ] [2779/3599] Forecasting RRX... [2025-11-26T21:34:13.585860] [INFO ] [sig ] Generating forecast for: RRX [2025-11-26T21:34:13.585906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-11-26T21:34:13.597391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRX'. [2025-11-26T21:34:13.597833] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-11-26T21:34:13.598630] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-11-26T21:34:13.598715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:13.598765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:13.598802] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:13.598874] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:13.657051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:13.657973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:13.658075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:13.658126] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:13.777727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:13.777920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:13.777981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:13.778025] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:13.781444] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=60.13%) [2025-11-26T21:34:13.781767] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-11-26T21:34:13.781942] [INFO ] [sig ] RRX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:13.923928] [INFO ] [LOCAL ] Saved forecast: RRX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RRX.txt [2025-11-26T21:34:13.924100] [INFO ] [sig ] [2779/3599] Completed RRX in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:13.924153] [INFO ] [sig ] [2780/3599] Forecasting RS... [2025-11-26T21:34:13.924194] [INFO ] [sig ] Generating forecast for: RS [2025-11-26T21:34:13.924236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-11-26T21:34:13.935116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RS'. [2025-11-26T21:34:13.935469] [INFO ] [FORECASTER] Starting predict_future for RS [2025-11-26T21:34:13.936274] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-11-26T21:34:13.936344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:13.936389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:13.936429] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:13.936499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:13.992544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:13.993193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:13.993287] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:13.993332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:14.114536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:14.114749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:14.114803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:14.114849] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:14.118209] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=31.97%) [2025-11-26T21:34:14.118497] [INFO ] [FORECASTER] Completed predict_future for RS [2025-11-26T21:34:14.118653] [INFO ] [sig ] RS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:14.259700] [INFO ] [LOCAL ] Saved forecast: RS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RS.txt [2025-11-26T21:34:14.259881] [INFO ] [sig ] [2780/3599] Completed RS in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:14.259935] [INFO ] [sig ] [2781/3599] Forecasting RSG... [2025-11-26T21:34:14.259998] [INFO ] [sig ] Generating forecast for: RSG [2025-11-26T21:34:14.260233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-11-26T21:34:14.270822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSG'. [2025-11-26T21:34:14.271142] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-11-26T21:34:14.271972] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-11-26T21:34:14.272041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:14.272091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:14.272143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:14.272262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:14.330230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:14.331088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:14.331185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:14.331243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:14.458416] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:14.458626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:14.458713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:14.458759] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:14.462396] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-11-26T21:34:14.462748] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-11-26T21:34:14.462920] [INFO ] [sig ] RSG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:14.603691] [INFO ] [LOCAL ] Saved forecast: RSG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RSG.txt [2025-11-26T21:34:14.603848] [INFO ] [sig ] [2781/3599] Completed RSG in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:14.603906] [INFO ] [sig ] [2782/3599] Forecasting RSI... [2025-11-26T21:34:14.603953] [INFO ] [sig ] Generating forecast for: RSI [2025-11-26T21:34:14.604021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-11-26T21:34:14.614732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSI'. [2025-11-26T21:34:14.615039] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-11-26T21:34:14.615877] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-11-26T21:34:14.615948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:14.616007] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:14.616071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:14.616152] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:14.672940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:14.673670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:14.673784] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:14.673833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:14.796329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:14.796507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:14.796561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:14.796604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:14.800042] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=57.41%) [2025-11-26T21:34:14.800350] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-11-26T21:34:14.800504] [INFO ] [sig ] RSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:14.939445] [INFO ] [LOCAL ] Saved forecast: RSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RSI.txt [2025-11-26T21:34:14.939596] [INFO ] [sig ] [2782/3599] Completed RSI in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:14.939689] [INFO ] [sig ] [2783/3599] Forecasting RSKD... [2025-11-26T21:34:14.939794] [INFO ] [sig ] Generating forecast for: RSKD [2025-11-26T21:34:14.939840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-11-26T21:34:14.950179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSKD'. [2025-11-26T21:34:14.950490] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-11-26T21:34:14.951328] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-11-26T21:34:14.951399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:14.951446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:14.951485] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:14.951554] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:15.008539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:15.009316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:15.009419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:15.009485] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:15.128472] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:15.128681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:15.128751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:15.128797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:15.132448] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=3.30%) [2025-11-26T21:34:15.132780] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-11-26T21:34:15.132932] [INFO ] [sig ] RSKD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:15.270842] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RSKD.txt [2025-11-26T21:34:15.270998] [INFO ] [sig ] [2783/3599] Completed RSKD in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:15.271052] [INFO ] [sig ] [2784/3599] Forecasting RSSS... [2025-11-26T21:34:15.271095] [INFO ] [sig ] Generating forecast for: RSSS [2025-11-26T21:34:15.271172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'. [2025-11-26T21:34:15.283217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSSS'. [2025-11-26T21:34:15.283732] [INFO ] [FORECASTER] Starting predict_future for RSSS [2025-11-26T21:34:15.284559] [DEBUG] [LOCAL ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt [2025-11-26T21:34:15.284631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:15.284699] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:15.284741] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:15.284818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:15.344273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:15.345369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:15.345478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:15.345531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:15.467712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:15.467906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:15.467959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:15.468000] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:15.471424] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=89.64%) [2025-11-26T21:34:15.471760] [INFO ] [FORECASTER] Completed predict_future for RSSS [2025-11-26T21:34:15.471911] [INFO ] [sig ] RSSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:15.615828] [INFO ] [LOCAL ] Saved forecast: RSSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RSSS.txt [2025-11-26T21:34:15.615982] [INFO ] [sig ] [2784/3599] Completed RSSS in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:15.616035] [INFO ] [sig ] [2785/3599] Forecasting RTO... [2025-11-26T21:34:15.616077] [INFO ] [sig ] Generating forecast for: RTO [2025-11-26T21:34:15.616117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-11-26T21:34:15.626198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RTO'. [2025-11-26T21:34:15.626487] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-11-26T21:34:15.627280] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-11-26T21:34:15.627348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:15.627393] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:15.627458] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:15.627529] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:15.684106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:15.684748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:15.684839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:15.684879] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:15.804268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:15.804407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:15.804456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:15.804494] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:15.807801] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=8.07%) [2025-11-26T21:34:15.808123] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-11-26T21:34:15.808262] [INFO ] [sig ] RTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:15.947811] [INFO ] [LOCAL ] Saved forecast: RTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RTO.txt [2025-11-26T21:34:15.947943] [INFO ] [sig ] [2785/3599] Completed RTO in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.7m [2025-11-26T21:34:15.947999] [INFO ] [sig ] [2786/3599] Forecasting RUM... [2025-11-26T21:34:15.948039] [INFO ] [sig ] Generating forecast for: RUM [2025-11-26T21:34:15.948079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'. [2025-11-26T21:34:15.958371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUM'. [2025-11-26T21:34:15.958699] [INFO ] [FORECASTER] Starting predict_future for RUM [2025-11-26T21:34:15.959488] [DEBUG] [LOCAL ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt [2025-11-26T21:34:15.959572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:15.959619] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:15.959686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:15.959757] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:16.017208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:16.017896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:16.018006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:16.018055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:16.135813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:16.135954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:16.136004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:16.136047] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:16.139317] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=28.89%) [2025-11-26T21:34:16.139603] [INFO ] [FORECASTER] Completed predict_future for RUM [2025-11-26T21:34:16.139763] [INFO ] [sig ] RUM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:16.279701] [INFO ] [LOCAL ] Saved forecast: RUM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RUM.txt [2025-11-26T21:34:16.279852] [INFO ] [sig ] [2786/3599] Completed RUM in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.6m [2025-11-26T21:34:16.279905] [INFO ] [sig ] [2787/3599] Forecasting RUN... [2025-11-26T21:34:16.279941] [INFO ] [sig ] Generating forecast for: RUN [2025-11-26T21:34:16.279979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'. [2025-11-26T21:34:16.290129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUN'. [2025-11-26T21:34:16.290431] [INFO ] [FORECASTER] Starting predict_future for RUN [2025-11-26T21:34:16.291240] [DEBUG] [LOCAL ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt [2025-11-26T21:34:16.291311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:16.291355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:16.291388] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:16.291460] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:16.351387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:16.352157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:16.352251] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:16.352296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:16.471141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:16.471315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:16.471368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:16.471406] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:16.474864] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=58.67%) [2025-11-26T21:34:16.475157] [INFO ] [FORECASTER] Completed predict_future for RUN [2025-11-26T21:34:16.475316] [INFO ] [sig ] RUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:16.615185] [INFO ] [LOCAL ] Saved forecast: RUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RUN.txt [2025-11-26T21:34:16.615333] [INFO ] [sig ] [2787/3599] Completed RUN in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.6m [2025-11-26T21:34:16.615385] [INFO ] [sig ] [2788/3599] Forecasting RUNN... [2025-11-26T21:34:16.615420] [INFO ] [sig ] Generating forecast for: RUNN [2025-11-26T21:34:16.615457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'. [2025-11-26T21:34:16.626604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUNN'. [2025-11-26T21:34:16.626954] [INFO ] [FORECASTER] Starting predict_future for RUNN [2025-11-26T21:34:16.627768] [DEBUG] [LOCAL ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt [2025-11-26T21:34:16.627840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:16.627885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:16.627924] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:16.627993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:16.684906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:16.685758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:16.685861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:16.685911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:16.805217] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:16.805400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:16.805455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:16.805496] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:16.808891] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-11-26T21:34:16.809199] [INFO ] [FORECASTER] Completed predict_future for RUNN [2025-11-26T21:34:16.809343] [INFO ] [sig ] RUNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:16.946532] [INFO ] [LOCAL ] Saved forecast: RUNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RUNN.txt [2025-11-26T21:34:16.946703] [INFO ] [sig ] [2788/3599] Completed RUNN in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.6m [2025-11-26T21:34:16.946759] [INFO ] [sig ] [2789/3599] Forecasting RUSHA... [2025-11-26T21:34:16.946802] [INFO ] [sig ] Generating forecast for: RUSHA [2025-11-26T21:34:16.946843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'. [2025-11-26T21:34:16.959148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'. [2025-11-26T21:34:16.959793] [INFO ] [FORECASTER] Starting predict_future for RUSHA [2025-11-26T21:34:16.960718] [DEBUG] [LOCAL ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt [2025-11-26T21:34:16.960789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:16.960831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:16.960874] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:16.960945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:17.017706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:17.018549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:17.018690] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:17.018745] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:17.138162] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:17.138426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:17.138484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:17.138520] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:17.142338] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=62.04%) [2025-11-26T21:34:17.142695] [INFO ] [FORECASTER] Completed predict_future for RUSHA [2025-11-26T21:34:17.142852] [INFO ] [sig ] RUSHA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:17.285042] [INFO ] [LOCAL ] Saved forecast: RUSHA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RUSHA.txt [2025-11-26T21:34:17.285295] [INFO ] [sig ] [2789/3599] Completed RUSHA in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.6m [2025-11-26T21:34:17.285396] [INFO ] [sig ] [2790/3599] Forecasting RUSHB... [2025-11-26T21:34:17.285448] [INFO ] [sig ] Generating forecast for: RUSHB [2025-11-26T21:34:17.285494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'. [2025-11-26T21:34:17.298719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'. [2025-11-26T21:34:17.299272] [INFO ] [FORECASTER] Starting predict_future for RUSHB [2025-11-26T21:34:17.300221] [DEBUG] [LOCAL ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt [2025-11-26T21:34:17.300301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:17.300351] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:17.300393] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:17.300466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:17.361386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:17.362770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:17.362922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:17.362988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:17.470469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:17.470772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:17.470839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:17.470883] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:17.474739] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-11-26T21:34:17.475076] [INFO ] [FORECASTER] Completed predict_future for RUSHB [2025-11-26T21:34:17.475234] [INFO ] [sig ] RUSHB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:17.622451] [INFO ] [LOCAL ] Saved forecast: RUSHB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RUSHB.txt [2025-11-26T21:34:17.622741] [INFO ] [sig ] [2790/3599] Completed RUSHB in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.6m [2025-11-26T21:34:17.622816] [INFO ] [sig ] [2791/3599] Forecasting RVMD... [2025-11-26T21:34:17.622891] [INFO ] [sig ] Generating forecast for: RVMD [2025-11-26T21:34:17.622936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'. [2025-11-26T21:34:17.635569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVMD'. [2025-11-26T21:34:17.636081] [INFO ] [FORECASTER] Starting predict_future for RVMD [2025-11-26T21:34:17.636987] [DEBUG] [LOCAL ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt [2025-11-26T21:34:17.637060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:17.637108] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:17.637151] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:17.637223] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:17.695723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:17.696797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:17.696918] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:17.696968] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:17.820008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:17.820291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:17.820351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:17.820388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:17.824180] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-11-26T21:34:17.824574] [INFO ] [FORECASTER] Completed predict_future for RVMD [2025-11-26T21:34:17.824762] [INFO ] [sig ] RVMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:17.967510] [INFO ] [LOCAL ] Saved forecast: RVMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RVMD.txt [2025-11-26T21:34:17.967760] [INFO ] [sig ] [2791/3599] Completed RVMD in 0.3s | 2.92 sym/s | Total: 15.9m | ETA: 4.6m [2025-11-26T21:34:17.967825] [INFO ] [sig ] [2792/3599] Forecasting RVSB... [2025-11-26T21:34:17.967900] [INFO ] [sig ] Generating forecast for: RVSB [2025-11-26T21:34:17.967959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'. [2025-11-26T21:34:17.980932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVSB'. [2025-11-26T21:34:17.981532] [INFO ] [FORECASTER] Starting predict_future for RVSB [2025-11-26T21:34:17.982473] [DEBUG] [LOCAL ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt [2025-11-26T21:34:17.982549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:17.982599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:17.982662] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:17.982761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:18.039057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:18.040028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:18.040132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:18.040180] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:18.153634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:18.153853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:18.153907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:18.153950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:18.157280] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=28.22%) [2025-11-26T21:34:18.157605] [INFO ] [FORECASTER] Completed predict_future for RVSB [2025-11-26T21:34:18.157770] [INFO ] [sig ] RVSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:18.303444] [INFO ] [LOCAL ] Saved forecast: RVSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RVSB.txt [2025-11-26T21:34:18.303635] [INFO ] [sig ] [2792/3599] Completed RVSB in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:18.303707] [INFO ] [sig ] [2793/3599] Forecasting RVTY... [2025-11-26T21:34:18.303748] [INFO ] [sig ] Generating forecast for: RVTY [2025-11-26T21:34:18.303806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-11-26T21:34:18.314300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVTY'. [2025-11-26T21:34:18.314700] [INFO ] [FORECASTER] Starting predict_future for RVTY [2025-11-26T21:34:18.315475] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-11-26T21:34:18.315545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:18.315590] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:18.315631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:18.315728] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:18.374291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:18.375188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:18.375292] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:18.375345] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:18.497285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:18.497523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:18.497580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:18.497623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:18.501171] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=52.27%) [2025-11-26T21:34:18.501561] [INFO ] [FORECASTER] Completed predict_future for RVTY [2025-11-26T21:34:18.501738] [INFO ] [sig ] RVTY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:18.645420] [INFO ] [LOCAL ] Saved forecast: RVTY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RVTY.txt [2025-11-26T21:34:18.645608] [INFO ] [sig ] [2793/3599] Completed RVTY in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:18.645683] [INFO ] [sig ] [2794/3599] Forecasting RWAY... [2025-11-26T21:34:18.645728] [INFO ] [sig ] Generating forecast for: RWAY [2025-11-26T21:34:18.645797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'. [2025-11-26T21:34:18.658543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RWAY'. [2025-11-26T21:34:18.659117] [INFO ] [FORECASTER] Starting predict_future for RWAY [2025-11-26T21:34:18.660097] [DEBUG] [LOCAL ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt [2025-11-26T21:34:18.660174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:18.660226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:18.660269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:18.660342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:18.717834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:18.719056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:18.719181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:18.719233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:18.841473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:18.841746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:18.841811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:18.841854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:18.845623] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: DOWN (p=21.85%) [2025-11-26T21:34:18.845969] [INFO ] [FORECASTER] Completed predict_future for RWAY [2025-11-26T21:34:18.846122] [INFO ] [sig ] RWAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:18.999403] [INFO ] [LOCAL ] Saved forecast: RWAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RWAY.txt [2025-11-26T21:34:18.999722] [INFO ] [sig ] [2794/3599] Completed RWAY in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:18.999796] [INFO ] [sig ] [2795/3599] Forecasting RXO... [2025-11-26T21:34:18.999849] [INFO ] [sig ] Generating forecast for: RXO [2025-11-26T21:34:18.999897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-11-26T21:34:19.012369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXO'. [2025-11-26T21:34:19.012824] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-11-26T21:34:19.013747] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-11-26T21:34:19.013819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:19.013869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:19.013911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:19.013985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:19.073140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:19.074492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:19.074691] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:19.074749] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:19.196549] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:19.196841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:19.196905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:19.196949] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:19.201291] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=79.73%) [2025-11-26T21:34:19.201683] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-11-26T21:34:19.201864] [INFO ] [sig ] RXO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:19.345077] [INFO ] [LOCAL ] Saved forecast: RXO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RXO.txt [2025-11-26T21:34:19.345292] [INFO ] [sig ] [2795/3599] Completed RXO in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:19.345350] [INFO ] [sig ] [2796/3599] Forecasting RXRX... [2025-11-26T21:34:19.345388] [INFO ] [sig ] Generating forecast for: RXRX [2025-11-26T21:34:19.345424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'. [2025-11-26T21:34:19.357910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXRX'. [2025-11-26T21:34:19.358385] [INFO ] [FORECASTER] Starting predict_future for RXRX [2025-11-26T21:34:19.359389] [DEBUG] [LOCAL ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt [2025-11-26T21:34:19.359466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:19.359530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:19.359590] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:19.359722] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:19.419516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:19.420689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:19.420819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:19.420870] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:19.544666] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:19.544936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:19.544996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:19.545044] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:19.549280] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=19.34%) [2025-11-26T21:34:19.549717] [INFO ] [FORECASTER] Completed predict_future for RXRX [2025-11-26T21:34:19.549902] [INFO ] [sig ] RXRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:19.720469] [INFO ] [LOCAL ] Saved forecast: RXRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RXRX.txt [2025-11-26T21:34:19.720729] [INFO ] [sig ] [2796/3599] Completed RXRX in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:19.720794] [INFO ] [sig ] [2797/3599] Forecasting RY... [2025-11-26T21:34:19.720968] [INFO ] [sig ] Generating forecast for: RY [2025-11-26T21:34:19.721044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-11-26T21:34:19.734182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RY'. [2025-11-26T21:34:19.734775] [INFO ] [FORECASTER] Starting predict_future for RY [2025-11-26T21:34:19.735920] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-11-26T21:34:19.736005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:19.736127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:19.736191] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:19.736347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:19.803904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:19.805209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:19.805368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:19.805431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:19.939825] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:19.940116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:19.940210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:19.940268] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:19.944608] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=12.97%) [2025-11-26T21:34:19.945127] [INFO ] [FORECASTER] Completed predict_future for RY [2025-11-26T21:34:19.945329] [INFO ] [sig ] RY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:20.093501] [INFO ] [LOCAL ] Saved forecast: RY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RY.txt [2025-11-26T21:34:20.093794] [INFO ] [sig ] [2797/3599] Completed RY in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:20.093875] [INFO ] [sig ] [2798/3599] Forecasting RYAAY... [2025-11-26T21:34:20.093925] [INFO ] [sig ] Generating forecast for: RYAAY [2025-11-26T21:34:20.093970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'. [2025-11-26T21:34:20.106331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'. [2025-11-26T21:34:20.106808] [INFO ] [FORECASTER] Starting predict_future for RYAAY [2025-11-26T21:34:20.107931] [DEBUG] [LOCAL ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt [2025-11-26T21:34:20.108009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:20.108064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:20.108113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:20.108188] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:20.166418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:20.167593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:20.167733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:20.167783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:20.291400] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:20.291683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:20.291743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:20.291785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:20.295926] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T21:34:20.296290] [INFO ] [FORECASTER] Completed predict_future for RYAAY [2025-11-26T21:34:20.296467] [INFO ] [sig ] RYAAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:20.446721] [INFO ] [LOCAL ] Saved forecast: RYAAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RYAAY.txt [2025-11-26T21:34:20.447000] [INFO ] [sig ] [2798/3599] Completed RYAAY in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:20.447099] [INFO ] [sig ] [2799/3599] Forecasting RYAM... [2025-11-26T21:34:20.447181] [INFO ] [sig ] Generating forecast for: RYAM [2025-11-26T21:34:20.447231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-11-26T21:34:20.460875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAM'. [2025-11-26T21:34:20.461471] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-11-26T21:34:20.462627] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-11-26T21:34:20.462744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:20.462794] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:20.462853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:20.462946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:20.523781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:20.525028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:20.525148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:20.525215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:20.654395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:20.654699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:20.654762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:20.654818] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:20.658960] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=1.40%) [2025-11-26T21:34:20.659316] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-11-26T21:34:20.659493] [INFO ] [sig ] RYAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:20.808877] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RYAM.txt [2025-11-26T21:34:20.809151] [INFO ] [sig ] [2799/3599] Completed RYAM in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:20.809252] [INFO ] [sig ] [2800/3599] Forecasting RYAN... [2025-11-26T21:34:20.809300] [INFO ] [sig ] Generating forecast for: RYAN [2025-11-26T21:34:20.809350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-11-26T21:34:20.820863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAN'. [2025-11-26T21:34:20.821302] [INFO ] [FORECASTER] Starting predict_future for RYAN [2025-11-26T21:34:20.822258] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-11-26T21:34:20.822333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:20.822400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:20.822455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:20.822551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:20.882339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:20.883583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:20.883779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:20.883840] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:21.008168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:21.008462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:21.008530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:21.008576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:21.012508] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=95.31%) [2025-11-26T21:34:21.012873] [INFO ] [FORECASTER] Completed predict_future for RYAN [2025-11-26T21:34:21.013044] [INFO ] [sig ] RYAN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:21.161410] [INFO ] [LOCAL ] Saved forecast: RYAN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RYAN.txt [2025-11-26T21:34:21.161677] [INFO ] [sig ] [2800/3599] Completed RYAN in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:21.161818] [INFO ] [sig ] [2801/3599] Forecasting RYI... [2025-11-26T21:34:21.161869] [INFO ] [sig ] Generating forecast for: RYI [2025-11-26T21:34:21.161920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-11-26T21:34:21.173997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYI'. [2025-11-26T21:34:21.174604] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-11-26T21:34:21.175694] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-11-26T21:34:21.175774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:21.175826] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:21.175870] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:21.175945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:21.235063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:21.236283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:21.236405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:21.236462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:21.358910] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:21.359163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:21.359226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:21.359262] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:21.363171] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=78.32%) [2025-11-26T21:34:21.363513] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-11-26T21:34:21.363695] [INFO ] [sig ] RYI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:21.512532] [INFO ] [LOCAL ] Saved forecast: RYI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RYI.txt [2025-11-26T21:34:21.512790] [INFO ] [sig ] [2801/3599] Completed RYI in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:21.512890] [INFO ] [sig ] [2802/3599] Forecasting RYN... [2025-11-26T21:34:21.512937] [INFO ] [sig ] Generating forecast for: RYN [2025-11-26T21:34:21.512983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-11-26T21:34:21.526291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYN'. [2025-11-26T21:34:21.526844] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-11-26T21:34:21.527861] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-11-26T21:34:21.527936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:21.527988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:21.528031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:21.528106] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:21.585085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:21.586216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:21.586329] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:21.586379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:21.698744] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:21.699003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:21.699063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:21.699099] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:21.702800] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-11-26T21:34:21.703130] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-11-26T21:34:21.703316] [INFO ] [sig ] RYN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:21.850305] [INFO ] [LOCAL ] Saved forecast: RYN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RYN.txt [2025-11-26T21:34:21.850544] [INFO ] [sig ] [2802/3599] Completed RYN in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.6m [2025-11-26T21:34:21.850603] [INFO ] [sig ] [2803/3599] Forecasting RYTM... [2025-11-26T21:34:21.850659] [INFO ] [sig ] Generating forecast for: RYTM [2025-11-26T21:34:21.850742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'. [2025-11-26T21:34:21.863019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYTM'. [2025-11-26T21:34:21.863463] [INFO ] [FORECASTER] Starting predict_future for RYTM [2025-11-26T21:34:21.864364] [DEBUG] [LOCAL ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt [2025-11-26T21:34:21.864437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:21.864487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:21.864527] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:21.864599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:21.920094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:21.920922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:21.921030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:21.921077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:22.044161] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:22.044436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:22.044498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:22.044547] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:22.048515] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=35.56%) [2025-11-26T21:34:22.048881] [INFO ] [FORECASTER] Completed predict_future for RYTM [2025-11-26T21:34:22.049054] [INFO ] [sig ] RYTM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:22.188772] [INFO ] [LOCAL ] Saved forecast: RYTM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RYTM.txt [2025-11-26T21:34:22.188989] [INFO ] [sig ] [2803/3599] Completed RYTM in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.5m [2025-11-26T21:34:22.189071] [INFO ] [sig ] [2804/3599] Forecasting RZB... [2025-11-26T21:34:22.189115] [INFO ] [sig ] Generating forecast for: RZB [2025-11-26T21:34:22.189162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-11-26T21:34:22.201558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZB'. [2025-11-26T21:34:22.202082] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-11-26T21:34:22.202975] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-11-26T21:34:22.203069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:22.203118] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:22.203159] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:22.203229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:22.261724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:22.262904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:22.263026] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:22.263083] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:22.380957] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:22.381228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:22.381287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:22.381354] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:22.385415] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-11-26T21:34:22.385772] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-11-26T21:34:22.385933] [INFO ] [sig ] RZB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:22.534088] [INFO ] [LOCAL ] Saved forecast: RZB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/RZB.txt [2025-11-26T21:34:22.534404] [INFO ] [sig ] [2804/3599] Completed RZB in 0.3s | 2.92 sym/s | Total: 16.0m | ETA: 4.5m [2025-11-26T21:34:22.534510] [INFO ] [sig ] [2805/3599] Forecasting RZC... [2025-11-26T21:34:22.534575] [INFO ] [sig ] Generating forecast for: RZC [2025-11-26T21:34:22.534673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-11-26T21:34:22.547149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZC'. [2025-11-26T21:34:22.547815] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-11-26T21:34:22.548823] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-11-26T21:34:22.548900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:22.548979] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:22.549033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:22.549109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:22.608338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:22.609411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:22.609760] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:22.610103] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:22.734243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:22.734554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:22.734633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:22.734744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:22.739292] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=1.68%) [2025-11-26T21:34:22.739816] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-11-26T21:34:22.740047] [INFO ] [sig ] RZC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:22.888479] [INFO ] [LOCAL ] Saved forecast: RZC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/RZC.txt [2025-11-26T21:34:22.888829] [INFO ] [sig ] [2805/3599] Completed RZC in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.5m [2025-11-26T21:34:22.888902] [INFO ] [sig ] [2806/3599] Forecasting S... [2025-11-26T21:34:22.888965] [INFO ] [sig ] Generating forecast for: S [2025-11-26T21:34:22.889011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-11-26T21:34:22.901711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'S'. [2025-11-26T21:34:22.902394] [INFO ] [FORECASTER] Starting predict_future for S [2025-11-26T21:34:22.903472] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-11-26T21:34:22.903543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:22.903594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:22.903736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:22.903820] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:22.961194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:22.962476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:22.962601] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:22.962723] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:23.091799] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:23.092117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:23.092188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:23.092224] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:23.096273] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-11-26T21:34:23.096689] [INFO ] [FORECASTER] Completed predict_future for S [2025-11-26T21:34:23.096870] [INFO ] [sig ] S: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:23.241766] [INFO ] [LOCAL ] Saved forecast: S 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/S.txt [2025-11-26T21:34:23.241963] [INFO ] [sig ] [2806/3599] Completed S in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.5m [2025-11-26T21:34:23.242017] [INFO ] [sig ] [2807/3599] Forecasting SA... [2025-11-26T21:34:23.242079] [INFO ] [sig ] Generating forecast for: SA [2025-11-26T21:34:23.242132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-11-26T21:34:23.253781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SA'. [2025-11-26T21:34:23.254239] [INFO ] [FORECASTER] Starting predict_future for SA [2025-11-26T21:34:23.255165] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-11-26T21:34:23.255241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:23.255288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:23.255327] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:23.255396] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:23.315006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:23.315926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:23.316029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:23.316077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:23.444501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:23.444715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:23.444770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:23.444812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:23.448300] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=92.97%) [2025-11-26T21:34:23.448623] [INFO ] [FORECASTER] Completed predict_future for SA [2025-11-26T21:34:23.448827] [INFO ] [sig ] SA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:23.603585] [INFO ] [LOCAL ] Saved forecast: SA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SA.txt [2025-11-26T21:34:23.603815] [INFO ] [sig ] [2807/3599] Completed SA in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.5m [2025-11-26T21:34:23.603922] [INFO ] [sig ] [2808/3599] Forecasting SAFE... [2025-11-26T21:34:23.603988] [INFO ] [sig ] Generating forecast for: SAFE [2025-11-26T21:34:23.604037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-11-26T21:34:23.615597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAFE'. [2025-11-26T21:34:23.616003] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-11-26T21:34:23.616965] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-11-26T21:34:23.617044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:23.617090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:23.617129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:23.617218] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:23.678775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:23.679624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:23.679749] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:23.679797] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:23.804569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:23.804786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:23.804849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:23.804914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:23.808763] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=92.31%) [2025-11-26T21:34:23.809084] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-11-26T21:34:23.809249] [INFO ] [sig ] SAFE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:23.959662] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAFE.txt [2025-11-26T21:34:23.959849] [INFO ] [sig ] [2808/3599] Completed SAFE in 0.4s | 2.92 sym/s | Total: 16.0m | ETA: 4.5m [2025-11-26T21:34:23.959910] [INFO ] [sig ] [2809/3599] Forecasting SAH... [2025-11-26T21:34:23.959971] [INFO ] [sig ] Generating forecast for: SAH [2025-11-26T21:34:23.960012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-11-26T21:34:23.970322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAH'. [2025-11-26T21:34:23.970783] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-11-26T21:34:23.971676] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-11-26T21:34:23.971762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:23.971850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:23.971912] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:23.972030] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:24.030365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:24.031322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:24.031443] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:24.031526] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:24.155762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:24.155958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:24.156010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:24.156050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:24.159530] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=56.12%) [2025-11-26T21:34:24.159932] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-11-26T21:34:24.160150] [INFO ] [sig ] SAH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:24.300930] [INFO ] [LOCAL ] Saved forecast: SAH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAH.txt [2025-11-26T21:34:24.301109] [INFO ] [sig ] [2809/3599] Completed SAH in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:24.301163] [INFO ] [sig ] [2810/3599] Forecasting SAIA... [2025-11-26T21:34:24.301205] [INFO ] [sig ] Generating forecast for: SAIA [2025-11-26T21:34:24.301278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'. [2025-11-26T21:34:24.311569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIA'. [2025-11-26T21:34:24.312012] [INFO ] [FORECASTER] Starting predict_future for SAIA [2025-11-26T21:34:24.312910] [DEBUG] [LOCAL ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt [2025-11-26T21:34:24.312989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:24.313057] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:24.313126] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:24.313231] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:24.373915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:24.374863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:24.374967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:24.375016] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:24.498006] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:24.498201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:24.498253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:24.498296] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:24.501621] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=25.28%) [2025-11-26T21:34:24.501946] [INFO ] [FORECASTER] Completed predict_future for SAIA [2025-11-26T21:34:24.502090] [INFO ] [sig ] SAIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:24.642878] [INFO ] [LOCAL ] Saved forecast: SAIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAIA.txt [2025-11-26T21:34:24.643038] [INFO ] [sig ] [2810/3599] Completed SAIA in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:24.643091] [INFO ] [sig ] [2811/3599] Forecasting SAIC... [2025-11-26T21:34:24.643133] [INFO ] [sig ] Generating forecast for: SAIC [2025-11-26T21:34:24.643198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'. [2025-11-26T21:34:24.653280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIC'. [2025-11-26T21:34:24.653591] [INFO ] [FORECASTER] Starting predict_future for SAIC [2025-11-26T21:34:24.654389] [DEBUG] [LOCAL ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt [2025-11-26T21:34:24.654458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:24.654502] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:24.654541] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:24.654606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:24.711399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:24.712076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:24.712170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:24.712216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:24.834382] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:24.834562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:24.834616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:24.834682] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:24.838211] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=81.71%) [2025-11-26T21:34:24.838519] [INFO ] [FORECASTER] Completed predict_future for SAIC [2025-11-26T21:34:24.838692] [INFO ] [sig ] SAIC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:24.976997] [INFO ] [LOCAL ] Saved forecast: SAIC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAIC.txt [2025-11-26T21:34:24.977210] [INFO ] [sig ] [2811/3599] Completed SAIC in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:24.977275] [INFO ] [sig ] [2812/3599] Forecasting SAM... [2025-11-26T21:34:24.977319] [INFO ] [sig ] Generating forecast for: SAM [2025-11-26T21:34:24.977371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-11-26T21:34:24.987420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAM'. [2025-11-26T21:34:24.987849] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-11-26T21:34:24.988673] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-11-26T21:34:24.988741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:24.988785] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:24.988821] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:24.988887] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:25.046075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:25.047044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:25.047151] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:25.047200] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:25.166412] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:25.166612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:25.166687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:25.166733] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:25.170397] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=5.76%) [2025-11-26T21:34:25.170731] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-11-26T21:34:25.170883] [INFO ] [sig ] SAM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:25.316039] [INFO ] [LOCAL ] Saved forecast: SAM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAM.txt [2025-11-26T21:34:25.316208] [INFO ] [sig ] [2812/3599] Completed SAM in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:25.316292] [INFO ] [sig ] [2813/3599] Forecasting SAMG... [2025-11-26T21:34:25.316375] [INFO ] [sig ] Generating forecast for: SAMG [2025-11-26T21:34:25.316444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'. [2025-11-26T21:34:25.327327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAMG'. [2025-11-26T21:34:25.327733] [INFO ] [FORECASTER] Starting predict_future for SAMG [2025-11-26T21:34:25.328557] [DEBUG] [LOCAL ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt [2025-11-26T21:34:25.328629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:25.328712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:25.328781] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:25.328889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:25.387319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:25.388022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:25.388122] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:25.388187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:25.505051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:25.505219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:25.505292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:25.505361] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:25.508846] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=43.78%) [2025-11-26T21:34:25.509175] [INFO ] [FORECASTER] Completed predict_future for SAMG [2025-11-26T21:34:25.509349] [INFO ] [sig ] SAMG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:25.649680] [INFO ] [LOCAL ] Saved forecast: SAMG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAMG.txt [2025-11-26T21:34:25.649885] [INFO ] [sig ] [2813/3599] Completed SAMG in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:25.649953] [INFO ] [sig ] [2814/3599] Forecasting SAN... [2025-11-26T21:34:25.650006] [INFO ] [sig ] Generating forecast for: SAN [2025-11-26T21:34:25.650054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-11-26T21:34:25.660535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAN'. [2025-11-26T21:34:25.660965] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-11-26T21:34:25.661832] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-11-26T21:34:25.661908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:25.661975] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:25.662081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:25.662186] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:25.725729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:25.726612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:25.726779] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:25.726849] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:25.848082] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:25.848244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:25.848326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:25.848394] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:25.851880] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=45.78%) [2025-11-26T21:34:25.852199] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-11-26T21:34:25.852371] [INFO ] [sig ] SAN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:25.991060] [INFO ] [LOCAL ] Saved forecast: SAN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAN.txt [2025-11-26T21:34:25.991217] [INFO ] [sig ] [2814/3599] Completed SAN in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:25.991320] [INFO ] [sig ] [2815/3599] Forecasting SANA... [2025-11-26T21:34:25.991387] [INFO ] [sig ] Generating forecast for: SANA [2025-11-26T21:34:25.991453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'. [2025-11-26T21:34:26.001729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANA'. [2025-11-26T21:34:26.002061] [INFO ] [FORECASTER] Starting predict_future for SANA [2025-11-26T21:34:26.002931] [DEBUG] [LOCAL ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt [2025-11-26T21:34:26.003011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:26.003080] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:26.003145] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:26.003251] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:26.061322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:26.062021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:26.062130] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:26.062205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:26.181345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:26.181512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:26.181588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:26.181678] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:26.185122] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=34.41%) [2025-11-26T21:34:26.185448] [INFO ] [FORECASTER] Completed predict_future for SANA [2025-11-26T21:34:26.185626] [INFO ] [sig ] SANA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:26.323944] [INFO ] [LOCAL ] Saved forecast: SANA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SANA.txt [2025-11-26T21:34:26.324082] [INFO ] [sig ] [2815/3599] Completed SANA in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:26.324134] [INFO ] [sig ] [2816/3599] Forecasting SANM... [2025-11-26T21:34:26.324174] [INFO ] [sig ] Generating forecast for: SANM [2025-11-26T21:34:26.324231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'. [2025-11-26T21:34:26.334040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANM'. [2025-11-26T21:34:26.334330] [INFO ] [FORECASTER] Starting predict_future for SANM [2025-11-26T21:34:26.335121] [DEBUG] [LOCAL ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt [2025-11-26T21:34:26.335189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:26.335233] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:26.335271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:26.335340] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:26.391464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:26.392106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:26.392199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:26.392244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:26.510862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:26.511036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:26.511087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:26.511128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:26.514443] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: DOWN (p=43.03%) [2025-11-26T21:34:26.514757] [INFO ] [FORECASTER] Completed predict_future for SANM [2025-11-26T21:34:26.514892] [INFO ] [sig ] SANM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:26.653997] [INFO ] [LOCAL ] Saved forecast: SANM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SANM.txt [2025-11-26T21:34:26.654148] [INFO ] [sig ] [2816/3599] Completed SANM in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:26.654200] [INFO ] [sig ] [2817/3599] Forecasting SAP... [2025-11-26T21:34:26.654240] [INFO ] [sig ] Generating forecast for: SAP [2025-11-26T21:34:26.654279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-11-26T21:34:26.664231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAP'. [2025-11-26T21:34:26.664535] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-11-26T21:34:26.665323] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-11-26T21:34:26.665392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:26.665437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:26.665475] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:26.665542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:26.721778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:26.722426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:26.722521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:26.722566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:26.841611] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:26.841803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:26.841854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:26.841895] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:26.845156] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-11-26T21:34:26.845446] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-11-26T21:34:26.845587] [INFO ] [sig ] SAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:26.986948] [INFO ] [LOCAL ] Saved forecast: SAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SAP.txt [2025-11-26T21:34:26.987142] [INFO ] [sig ] [2817/3599] Completed SAP in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:26.987207] [INFO ] [sig ] [2818/3599] Forecasting SARK... [2025-11-26T21:34:26.987287] [INFO ] [sig ] Generating forecast for: SARK [2025-11-26T21:34:26.987330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'. [2025-11-26T21:34:26.997833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SARK'. [2025-11-26T21:34:26.998250] [INFO ] [FORECASTER] Starting predict_future for SARK [2025-11-26T21:34:26.999102] [DEBUG] [LOCAL ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt [2025-11-26T21:34:26.999184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:26.999245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:26.999300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:26.999395] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:27.057832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:27.058777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:27.058887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:27.058950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:27.178856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:27.179041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:27.179103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:27.179156] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:27.182661] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-11-26T21:34:27.182957] [INFO ] [FORECASTER] Completed predict_future for SARK [2025-11-26T21:34:27.183099] [INFO ] [sig ] SARK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:27.323813] [INFO ] [LOCAL ] Saved forecast: SARK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SARK.txt [2025-11-26T21:34:27.323981] [INFO ] [sig ] [2818/3599] Completed SARK in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:27.324062] [INFO ] [sig ] [2819/3599] Forecasting SATL... [2025-11-26T21:34:27.324106] [INFO ] [sig ] Generating forecast for: SATL [2025-11-26T21:34:27.324149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'. [2025-11-26T21:34:27.334374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATL'. [2025-11-26T21:34:27.334716] [INFO ] [FORECASTER] Starting predict_future for SATL [2025-11-26T21:34:27.335473] [DEBUG] [LOCAL ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt [2025-11-26T21:34:27.335544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:27.335589] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:27.335629] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:27.335723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:27.391957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:27.392615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:27.392733] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:27.392780] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:27.507534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:27.507738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:27.507792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:27.507835] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:27.511209] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=31.73%) [2025-11-26T21:34:27.511496] [INFO ] [FORECASTER] Completed predict_future for SATL [2025-11-26T21:34:27.511635] [INFO ] [sig ] SATL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:27.650672] [INFO ] [LOCAL ] Saved forecast: SATL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SATL.txt [2025-11-26T21:34:27.650888] [INFO ] [sig ] [2819/3599] Completed SATL in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:27.650939] [INFO ] [sig ] [2820/3599] Forecasting SATS... [2025-11-26T21:34:27.650983] [INFO ] [sig ] Generating forecast for: SATS [2025-11-26T21:34:27.651027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'. [2025-11-26T21:34:27.661413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATS'. [2025-11-26T21:34:27.661862] [INFO ] [FORECASTER] Starting predict_future for SATS [2025-11-26T21:34:27.662674] [DEBUG] [LOCAL ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt [2025-11-26T21:34:27.662743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:27.662791] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:27.662831] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:27.662899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:27.719316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:27.720281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:27.720398] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:27.720458] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:27.845794] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:27.845984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:27.846036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:27.846079] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:27.849530] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=61.50%) [2025-11-26T21:34:27.849837] [INFO ] [FORECASTER] Completed predict_future for SATS [2025-11-26T21:34:27.849975] [INFO ] [sig ] SATS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:27.991678] [INFO ] [LOCAL ] Saved forecast: SATS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SATS.txt [2025-11-26T21:34:27.991843] [INFO ] [sig ] [2820/3599] Completed SATS in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.5m [2025-11-26T21:34:27.991894] [INFO ] [sig ] [2821/3599] Forecasting SAVA... [2025-11-26T21:34:27.991957] [INFO ] [sig ] Generating forecast for: SAVA [2025-11-26T21:34:27.991996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'. [2025-11-26T21:34:28.002206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAVA'. [2025-11-26T21:34:28.002566] [INFO ] [FORECASTER] Starting predict_future for SAVA [2025-11-26T21:34:28.003348] [DEBUG] [LOCAL ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt [2025-11-26T21:34:28.003433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:28.003479] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:28.003518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:28.003586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:28.060404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:28.061141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:28.061238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:28.061284] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:28.178430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:28.178622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:28.178696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:28.178738] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:28.182065] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=96.56%) [2025-11-26T21:34:28.182361] [INFO ] [FORECASTER] Completed predict_future for SAVA [2025-11-26T21:34:28.182503] [INFO ] [sig ] SAVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:28.321713] [INFO ] [LOCAL ] Saved forecast: SAVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SAVA.txt [2025-11-26T21:34:28.321876] [INFO ] [sig ] [2821/3599] Completed SAVA in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.4m [2025-11-26T21:34:28.321928] [INFO ] [sig ] [2822/3599] Forecasting SB... [2025-11-26T21:34:28.321991] [INFO ] [sig ] Generating forecast for: SB [2025-11-26T21:34:28.322034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-11-26T21:34:28.332145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SB'. [2025-11-26T21:34:28.332463] [INFO ] [FORECASTER] Starting predict_future for SB [2025-11-26T21:34:28.333260] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-11-26T21:34:28.333329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:28.333374] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:28.333414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:28.333481] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:28.389854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:28.390610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:28.390726] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:28.390774] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:28.505801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:28.505978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:28.506031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:28.506067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:28.509430] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=24.50%) [2025-11-26T21:34:28.509743] [INFO ] [FORECASTER] Completed predict_future for SB [2025-11-26T21:34:28.509881] [INFO ] [sig ] SB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:28.650996] [INFO ] [LOCAL ] Saved forecast: SB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SB.txt [2025-11-26T21:34:28.651173] [INFO ] [sig ] [2822/3599] Completed SB in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.4m [2025-11-26T21:34:28.651228] [INFO ] [sig ] [2823/3599] Forecasting SBAC... [2025-11-26T21:34:28.651293] [INFO ] [sig ] Generating forecast for: SBAC [2025-11-26T21:34:28.651328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'. [2025-11-26T21:34:28.661401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBAC'. [2025-11-26T21:34:28.661726] [INFO ] [FORECASTER] Starting predict_future for SBAC [2025-11-26T21:34:28.662478] [DEBUG] [LOCAL ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt [2025-11-26T21:34:28.662547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:28.662593] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:28.662632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:28.662721] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:28.718772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:28.719471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:28.719565] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:28.719610] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:28.840345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:28.840539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:28.840592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:28.840634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:28.844034] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=94.83%) [2025-11-26T21:34:28.844332] [INFO ] [FORECASTER] Completed predict_future for SBAC [2025-11-26T21:34:28.844473] [INFO ] [sig ] SBAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:28.983718] [INFO ] [LOCAL ] Saved forecast: SBAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBAC.txt [2025-11-26T21:34:28.983905] [INFO ] [sig ] [2823/3599] Completed SBAC in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.4m [2025-11-26T21:34:28.983999] [INFO ] [sig ] [2824/3599] Forecasting SBCF... [2025-11-26T21:34:28.984049] [INFO ] [sig ] Generating forecast for: SBCF [2025-11-26T21:34:28.984091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'. [2025-11-26T21:34:28.995180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBCF'. [2025-11-26T21:34:28.995537] [INFO ] [FORECASTER] Starting predict_future for SBCF [2025-11-26T21:34:28.996334] [DEBUG] [LOCAL ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt [2025-11-26T21:34:28.996406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:28.996452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:28.996493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:28.996561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:29.052903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:29.053596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:29.053716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:29.053766] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:29.168598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:29.168797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:29.168850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:29.168893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:29.172194] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=2.59%) [2025-11-26T21:34:29.172485] [INFO ] [FORECASTER] Completed predict_future for SBCF [2025-11-26T21:34:29.172623] [INFO ] [sig ] SBCF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:29.312095] [INFO ] [LOCAL ] Saved forecast: SBCF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBCF.txt [2025-11-26T21:34:29.312269] [INFO ] [sig ] [2824/3599] Completed SBCF in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.4m [2025-11-26T21:34:29.312366] [INFO ] [sig ] [2825/3599] Forecasting SBFM... [2025-11-26T21:34:29.312438] [INFO ] [sig ] Generating forecast for: SBFM [2025-11-26T21:34:29.312508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'. [2025-11-26T21:34:29.323081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBFM'. [2025-11-26T21:34:29.323391] [INFO ] [FORECASTER] Starting predict_future for SBFM [2025-11-26T21:34:29.324250] [DEBUG] [LOCAL ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt [2025-11-26T21:34:29.324330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:29.324391] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:29.324449] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:29.324543] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:29.382918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:29.383597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:29.383718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:29.383782] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:29.506516] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:29.506701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:29.506770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:29.506828] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:29.510256] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=49.79%) [2025-11-26T21:34:29.510562] [INFO ] [FORECASTER] Completed predict_future for SBFM [2025-11-26T21:34:29.510792] [INFO ] [sig ] SBFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:29.651593] [INFO ] [LOCAL ] Saved forecast: SBFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBFM.txt [2025-11-26T21:34:29.651777] [INFO ] [sig ] [2825/3599] Completed SBFM in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.4m [2025-11-26T21:34:29.651889] [INFO ] [sig ] [2826/3599] Forecasting SBGI... [2025-11-26T21:34:29.651956] [INFO ] [sig ] Generating forecast for: SBGI [2025-11-26T21:34:29.652016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'. [2025-11-26T21:34:29.662426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBGI'. [2025-11-26T21:34:29.662776] [INFO ] [FORECASTER] Starting predict_future for SBGI [2025-11-26T21:34:29.663571] [DEBUG] [LOCAL ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt [2025-11-26T21:34:29.663668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:29.663731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:29.663788] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:29.663882] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:29.722376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:29.723381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:29.723486] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:29.723532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:29.840604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:29.840810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:29.840863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:29.840904] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:29.844316] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=58.16%) [2025-11-26T21:34:29.844624] [INFO ] [FORECASTER] Completed predict_future for SBGI [2025-11-26T21:34:29.844785] [INFO ] [sig ] SBGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:29.983736] [INFO ] [LOCAL ] Saved forecast: SBGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBGI.txt [2025-11-26T21:34:29.983890] [INFO ] [sig ] [2826/3599] Completed SBGI in 0.3s | 2.92 sym/s | Total: 16.1m | ETA: 4.4m [2025-11-26T21:34:29.983944] [INFO ] [sig ] [2827/3599] Forecasting SBH... [2025-11-26T21:34:29.983986] [INFO ] [sig ] Generating forecast for: SBH [2025-11-26T21:34:29.984049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-11-26T21:34:29.994055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBH'. [2025-11-26T21:34:29.994372] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-11-26T21:34:29.995149] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-11-26T21:34:29.995218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:29.995264] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:29.995304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:29.995373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:30.057503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:30.058445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:30.058551] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:30.058601] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:30.178866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:30.179059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:30.179114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:30.179158] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:30.182466] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=28.63%) [2025-11-26T21:34:30.182775] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-11-26T21:34:30.182913] [INFO ] [sig ] SBH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:30.320789] [INFO ] [LOCAL ] Saved forecast: SBH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBH.txt [2025-11-26T21:34:30.320930] [INFO ] [sig ] [2827/3599] Completed SBH in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:30.320985] [INFO ] [sig ] [2828/3599] Forecasting SBI... [2025-11-26T21:34:30.321031] [INFO ] [sig ] Generating forecast for: SBI [2025-11-26T21:34:30.321097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-11-26T21:34:30.335019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBI'. [2025-11-26T21:34:30.335714] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-11-26T21:34:30.336834] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-11-26T21:34:30.336916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:30.336969] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:30.337013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:30.337087] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:30.395806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:30.397025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:30.397155] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:30.397205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:30.515333] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:30.515619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:30.515734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:30.515783] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:30.519839] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=59.17%) [2025-11-26T21:34:30.520199] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-11-26T21:34:30.520369] [INFO ] [sig ] SBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:30.664018] [INFO ] [LOCAL ] Saved forecast: SBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBI.txt [2025-11-26T21:34:30.664298] [INFO ] [sig ] [2828/3599] Completed SBI in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:30.664367] [INFO ] [sig ] [2829/3599] Forecasting SBLK... [2025-11-26T21:34:30.664425] [INFO ] [sig ] Generating forecast for: SBLK [2025-11-26T21:34:30.664470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'. [2025-11-26T21:34:30.677386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBLK'. [2025-11-26T21:34:30.678044] [INFO ] [FORECASTER] Starting predict_future for SBLK [2025-11-26T21:34:30.679073] [DEBUG] [LOCAL ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt [2025-11-26T21:34:30.679153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:30.679215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:30.679263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:30.679338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:30.737140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:30.738454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:30.738577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:30.738628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:30.857222] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:30.857543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:30.857609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:30.857676] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:30.861594] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: UP (p=54.36%) [2025-11-26T21:34:30.861945] [INFO ] [FORECASTER] Completed predict_future for SBLK [2025-11-26T21:34:30.862113] [INFO ] [sig ] SBLK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:31.012367] [INFO ] [LOCAL ] Saved forecast: SBLK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBLK.txt [2025-11-26T21:34:31.012669] [INFO ] [sig ] [2829/3599] Completed SBLK in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:31.012728] [INFO ] [sig ] [2830/3599] Forecasting SBRA... [2025-11-26T21:34:31.012777] [INFO ] [sig ] Generating forecast for: SBRA [2025-11-26T21:34:31.012835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'. [2025-11-26T21:34:31.026027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBRA'. [2025-11-26T21:34:31.026632] [INFO ] [FORECASTER] Starting predict_future for SBRA [2025-11-26T21:34:31.027667] [DEBUG] [LOCAL ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt [2025-11-26T21:34:31.027743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:31.027793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:31.027836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:31.027909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:31.086904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:31.088221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:31.088368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:31.088416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:31.211329] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:31.211597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:31.211675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:31.211725] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:31.215774] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=30.32%) [2025-11-26T21:34:31.216174] [INFO ] [FORECASTER] Completed predict_future for SBRA [2025-11-26T21:34:31.216356] [INFO ] [sig ] SBRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:31.363092] [INFO ] [LOCAL ] Saved forecast: SBRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBRA.txt [2025-11-26T21:34:31.363330] [INFO ] [sig ] [2830/3599] Completed SBRA in 0.4s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:31.363412] [INFO ] [sig ] [2831/3599] Forecasting SBS... [2025-11-26T21:34:31.363448] [INFO ] [sig ] Generating forecast for: SBS [2025-11-26T21:34:31.363494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-11-26T21:34:31.375597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBS'. [2025-11-26T21:34:31.376280] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-11-26T21:34:31.377221] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-11-26T21:34:31.377300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:31.377358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:31.377431] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:31.377508] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:31.435911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:31.437153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:31.437270] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:31.437320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:31.575219] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:31.575483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:31.575543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:31.575588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:31.579622] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=57.46%) [2025-11-26T21:34:31.579990] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-11-26T21:34:31.580156] [INFO ] [sig ] SBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:31.729316] [INFO ] [LOCAL ] Saved forecast: SBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SBS.txt [2025-11-26T21:34:31.729560] [INFO ] [sig ] [2831/3599] Completed SBS in 0.4s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:31.729625] [INFO ] [sig ] [2832/3599] Forecasting SBSI... [2025-11-26T21:34:31.729694] [INFO ] [sig ] Generating forecast for: SBSI [2025-11-26T21:34:31.729746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-11-26T21:34:31.742171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBSI'. [2025-11-26T21:34:31.742633] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-11-26T21:34:31.743541] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-11-26T21:34:31.743621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:31.743717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:31.743776] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:31.743873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:31.807697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:31.808533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:31.808663] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:31.808740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:31.923499] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:31.923678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:31.923748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:31.923804] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:31.927203] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=14.25%) [2025-11-26T21:34:31.927529] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-11-26T21:34:31.927707] [INFO ] [sig ] SBSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:32.070346] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBSI.txt [2025-11-26T21:34:32.070602] [INFO ] [sig ] [2832/3599] Completed SBSI in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:32.070723] [INFO ] [sig ] [2833/3599] Forecasting SBUX... [2025-11-26T21:34:32.070780] [INFO ] [sig ] Generating forecast for: SBUX [2025-11-26T21:34:32.070823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'. [2025-11-26T21:34:32.081220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBUX'. [2025-11-26T21:34:32.081610] [INFO ] [FORECASTER] Starting predict_future for SBUX [2025-11-26T21:34:32.082464] [DEBUG] [LOCAL ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt [2025-11-26T21:34:32.082537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:32.082583] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:32.082627] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:32.082731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:32.143602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:32.144488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:32.144597] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:32.144673] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:32.266505] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:32.266717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:32.266774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:32.266816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:32.270210] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-11-26T21:34:32.270506] [INFO ] [FORECASTER] Completed predict_future for SBUX [2025-11-26T21:34:32.270673] [INFO ] [sig ] SBUX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:32.408412] [INFO ] [LOCAL ] Saved forecast: SBUX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SBUX.txt [2025-11-26T21:34:32.408571] [INFO ] [sig ] [2833/3599] Completed SBUX in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:32.408624] [INFO ] [sig ] [2834/3599] Forecasting SCD... [2025-11-26T21:34:32.408710] [INFO ] [sig ] Generating forecast for: SCD [2025-11-26T21:34:32.408754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-11-26T21:34:32.419071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCD'. [2025-11-26T21:34:32.419407] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-11-26T21:34:32.420195] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-11-26T21:34:32.420264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:32.420310] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:32.420350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:32.420418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:32.476237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:32.477017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:32.477117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:32.477162] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:32.591721] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:32.591907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:32.591959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:32.592000] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:32.595312] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=86.29%) [2025-11-26T21:34:32.595597] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-11-26T21:34:32.595760] [INFO ] [sig ] SCD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:32.732989] [INFO ] [LOCAL ] Saved forecast: SCD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCD.txt [2025-11-26T21:34:32.733145] [INFO ] [sig ] [2834/3599] Completed SCD in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:32.733199] [INFO ] [sig ] [2835/3599] Forecasting SCHL... [2025-11-26T21:34:32.733265] [INFO ] [sig ] Generating forecast for: SCHL [2025-11-26T21:34:32.733319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'. [2025-11-26T21:34:32.743683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCHL'. [2025-11-26T21:34:32.744031] [INFO ] [FORECASTER] Starting predict_future for SCHL [2025-11-26T21:34:32.744819] [DEBUG] [LOCAL ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt [2025-11-26T21:34:32.744887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:32.744931] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:32.744973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:32.745045] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:32.800769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:32.801473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:32.801568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:32.801614] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:32.927988] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:32.928178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:32.928252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:32.928309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:32.932170] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-11-26T21:34:32.932497] [INFO ] [FORECASTER] Completed predict_future for SCHL [2025-11-26T21:34:32.932681] [INFO ] [sig ] SCHL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:33.074519] [INFO ] [LOCAL ] Saved forecast: SCHL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SCHL.txt [2025-11-26T21:34:33.074722] [INFO ] [sig ] [2835/3599] Completed SCHL in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:33.074821] [INFO ] [sig ] [2836/3599] Forecasting SCI... [2025-11-26T21:34:33.074902] [INFO ] [sig ] Generating forecast for: SCI [2025-11-26T21:34:33.074959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-11-26T21:34:33.085180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCI'. [2025-11-26T21:34:33.085511] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-11-26T21:34:33.086370] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-11-26T21:34:33.086441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:33.086486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:33.086526] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:33.086599] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:33.143410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:33.144092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:33.144186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:33.144232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:33.262036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:33.262197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:33.262257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:33.262310] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:33.265760] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=59.64%) [2025-11-26T21:34:33.266062] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-11-26T21:34:33.266217] [INFO ] [sig ] SCI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:33.404669] [INFO ] [LOCAL ] Saved forecast: SCI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCI.txt [2025-11-26T21:34:33.404821] [INFO ] [sig ] [2836/3599] Completed SCI in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:33.404887] [INFO ] [sig ] [2837/3599] Forecasting SCL... [2025-11-26T21:34:33.404955] [INFO ] [sig ] Generating forecast for: SCL [2025-11-26T21:34:33.404996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-11-26T21:34:33.414884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCL'. [2025-11-26T21:34:33.415197] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-11-26T21:34:33.416031] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-11-26T21:34:33.416102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:33.416148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:33.416188] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:33.416256] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:33.471622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:33.472332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:33.472427] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:33.472472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:33.589473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:33.589673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:33.589732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:33.589774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:33.593210] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=57.52%) [2025-11-26T21:34:33.593510] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-11-26T21:34:33.593679] [INFO ] [sig ] SCL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:33.737958] [INFO ] [LOCAL ] Saved forecast: SCL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCL.txt [2025-11-26T21:34:33.738115] [INFO ] [sig ] [2837/3599] Completed SCL in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.4m [2025-11-26T21:34:33.738177] [INFO ] [sig ] [2838/3599] Forecasting SCLX... [2025-11-26T21:34:33.738241] [INFO ] [sig ] Generating forecast for: SCLX [2025-11-26T21:34:33.738289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'. [2025-11-26T21:34:33.748334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCLX'. [2025-11-26T21:34:33.748636] [INFO ] [FORECASTER] Starting predict_future for SCLX [2025-11-26T21:34:33.749429] [DEBUG] [LOCAL ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt [2025-11-26T21:34:33.749499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:33.749544] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:33.749618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:33.749740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:33.806925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:33.807605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:33.807719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:33.807779] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:33.931851] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:33.932016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:33.932070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:33.932114] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:33.935802] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=82.45%) [2025-11-26T21:34:33.936166] [INFO ] [FORECASTER] Completed predict_future for SCLX [2025-11-26T21:34:33.936341] [INFO ] [sig ] SCLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:34.076581] [INFO ] [LOCAL ] Saved forecast: SCLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCLX.txt [2025-11-26T21:34:34.076756] [INFO ] [sig ] [2838/3599] Completed SCLX in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.3m [2025-11-26T21:34:34.076843] [INFO ] [sig ] [2839/3599] Forecasting SCM... [2025-11-26T21:34:34.076894] [INFO ] [sig ] Generating forecast for: SCM [2025-11-26T21:34:34.076935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-11-26T21:34:34.087431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCM'. [2025-11-26T21:34:34.087786] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-11-26T21:34:34.088590] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-11-26T21:34:34.088680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:34.088729] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:34.088772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:34.088842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:34.148948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:34.149938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:34.150049] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:34.150127] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:34.269541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:34.269741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:34.269812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:34.269892] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:34.273351] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=75.48%) [2025-11-26T21:34:34.273721] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-11-26T21:34:34.273892] [INFO ] [sig ] SCM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:34.418049] [INFO ] [LOCAL ] Saved forecast: SCM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCM.txt [2025-11-26T21:34:34.418223] [INFO ] [sig ] [2839/3599] Completed SCM in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.3m [2025-11-26T21:34:34.418295] [INFO ] [sig ] [2840/3599] Forecasting SCS... [2025-11-26T21:34:34.418381] [INFO ] [sig ] Generating forecast for: SCS [2025-11-26T21:34:34.418445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-11-26T21:34:34.428638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCS'. [2025-11-26T21:34:34.428963] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-11-26T21:34:34.429790] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-11-26T21:34:34.429857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:34.429900] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:34.429937] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:34.430003] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:34.488138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:34.488991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:34.489094] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:34.489142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:34.607788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:34.607964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:34.608016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:34.608054] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:34.611360] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=81.22%) [2025-11-26T21:34:34.611661] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-11-26T21:34:34.611801] [INFO ] [sig ] SCS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:34.751128] [INFO ] [LOCAL ] Saved forecast: SCS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCS.txt [2025-11-26T21:34:34.751301] [INFO ] [sig ] [2840/3599] Completed SCS in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.3m [2025-11-26T21:34:34.751355] [INFO ] [sig ] [2841/3599] Forecasting SCSC... [2025-11-26T21:34:34.751391] [INFO ] [sig ] Generating forecast for: SCSC [2025-11-26T21:34:34.751452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'. [2025-11-26T21:34:34.761576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCSC'. [2025-11-26T21:34:34.761966] [INFO ] [FORECASTER] Starting predict_future for SCSC [2025-11-26T21:34:34.762793] [DEBUG] [LOCAL ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt [2025-11-26T21:34:34.762862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:34.762917] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:34.762967] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:34.763047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:34.821682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:34.822554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:34.822678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:34.822748] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:34.946619] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:34.946841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:34.946918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:34.946982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:34.950548] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=13.71%) [2025-11-26T21:34:34.950907] [INFO ] [FORECASTER] Completed predict_future for SCSC [2025-11-26T21:34:34.951082] [INFO ] [sig ] SCSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:35.092418] [INFO ] [LOCAL ] Saved forecast: SCSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SCSC.txt [2025-11-26T21:34:35.092662] [INFO ] [sig ] [2841/3599] Completed SCSC in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.3m [2025-11-26T21:34:35.092778] [INFO ] [sig ] [2842/3599] Forecasting SCVL... [2025-11-26T21:34:35.092843] [INFO ] [sig ] Generating forecast for: SCVL [2025-11-26T21:34:35.092905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'. [2025-11-26T21:34:35.103887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCVL'. [2025-11-26T21:34:35.104321] [INFO ] [FORECASTER] Starting predict_future for SCVL [2025-11-26T21:34:35.105236] [DEBUG] [LOCAL ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt [2025-11-26T21:34:35.105325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:35.105404] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:35.105468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:35.105570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:35.168832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:35.169965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:35.170086] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:35.170156] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:35.295393] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:35.295609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:35.295714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:35.295781] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:35.299511] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=5.51%) [2025-11-26T21:34:35.299959] [INFO ] [FORECASTER] Completed predict_future for SCVL [2025-11-26T21:34:35.300153] [INFO ] [sig ] SCVL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:35.440691] [INFO ] [LOCAL ] Saved forecast: SCVL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SCVL.txt [2025-11-26T21:34:35.440881] [INFO ] [sig ] [2842/3599] Completed SCVL in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.3m [2025-11-26T21:34:35.440969] [INFO ] [sig ] [2843/3599] Forecasting SCZ... [2025-11-26T21:34:35.441095] [INFO ] [sig ] Generating forecast for: SCZ [2025-11-26T21:34:35.441160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'. [2025-11-26T21:34:35.452261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCZ'. [2025-11-26T21:34:35.452616] [INFO ] [FORECASTER] Starting predict_future for SCZ [2025-11-26T21:34:35.453475] [DEBUG] [LOCAL ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt [2025-11-26T21:34:35.453554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:35.453624] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:35.453709] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:35.453838] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:35.512423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:35.513143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:35.513256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:35.513337] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:35.632963] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:35.633132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:35.633185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:35.633226] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:35.636503] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=88.03%) [2025-11-26T21:34:35.636810] [INFO ] [FORECASTER] Completed predict_future for SCZ [2025-11-26T21:34:35.636951] [INFO ] [sig ] SCZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:35.776452] [INFO ] [LOCAL ] Saved forecast: SCZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SCZ.txt [2025-11-26T21:34:35.776599] [INFO ] [sig ] [2843/3599] Completed SCZ in 0.3s | 2.92 sym/s | Total: 16.2m | ETA: 4.3m [2025-11-26T21:34:35.776667] [INFO ] [sig ] [2844/3599] Forecasting SD... [2025-11-26T21:34:35.776710] [INFO ] [sig ] Generating forecast for: SD [2025-11-26T21:34:35.776790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-11-26T21:34:35.786872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SD'. [2025-11-26T21:34:35.787176] [INFO ] [FORECASTER] Starting predict_future for SD [2025-11-26T21:34:35.788025] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-11-26T21:34:35.788093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:35.788132] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:35.788171] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:35.788245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:35.844322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:35.844989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:35.845083] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:35.845132] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:35.962905] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:35.963074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:35.963125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:35.963164] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:35.966475] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-11-26T21:34:35.966800] [INFO ] [FORECASTER] Completed predict_future for SD [2025-11-26T21:34:35.966947] [INFO ] [sig ] SD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:36.105816] [INFO ] [LOCAL ] Saved forecast: SD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SD.txt [2025-11-26T21:34:36.105961] [INFO ] [sig ] [2844/3599] Completed SD in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:36.106036] [INFO ] [sig ] [2845/3599] Forecasting SDA... [2025-11-26T21:34:36.106092] [INFO ] [sig ] Generating forecast for: SDA [2025-11-26T21:34:36.106135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'. [2025-11-26T21:34:36.116197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDA'. [2025-11-26T21:34:36.116500] [INFO ] [FORECASTER] Starting predict_future for SDA [2025-11-26T21:34:36.117296] [DEBUG] [LOCAL ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt [2025-11-26T21:34:36.117380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:36.117462] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:36.117518] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:36.117601] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:36.175416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:36.176122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:36.176221] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:36.176272] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:36.292135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:36.292303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:36.292354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:36.292394] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:36.295745] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-11-26T21:34:36.296052] [INFO ] [FORECASTER] Completed predict_future for SDA [2025-11-26T21:34:36.296202] [INFO ] [sig ] SDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:36.436762] [INFO ] [LOCAL ] Saved forecast: SDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SDA.txt [2025-11-26T21:34:36.436911] [INFO ] [sig ] [2845/3599] Completed SDA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:36.436966] [INFO ] [sig ] [2846/3599] Forecasting SDHY... [2025-11-26T21:34:36.437022] [INFO ] [sig ] Generating forecast for: SDHY [2025-11-26T21:34:36.437099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-11-26T21:34:36.447927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDHY'. [2025-11-26T21:34:36.448250] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-11-26T21:34:36.449151] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-11-26T21:34:36.449227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:36.449276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:36.449317] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:36.449388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:36.508608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:36.509303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:36.509406] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:36.509457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:36.628827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:36.628993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:36.629046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:36.629086] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:36.632571] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-11-26T21:34:36.632916] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-11-26T21:34:36.633067] [INFO ] [sig ] SDHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:36.776838] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SDHY.txt [2025-11-26T21:34:36.776996] [INFO ] [sig ] [2846/3599] Completed SDHY in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:36.777072] [INFO ] [sig ] [2847/3599] Forecasting SDRL... [2025-11-26T21:34:36.777120] [INFO ] [sig ] Generating forecast for: SDRL [2025-11-26T21:34:36.777165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-11-26T21:34:36.787638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDRL'. [2025-11-26T21:34:36.787982] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-11-26T21:34:36.788824] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-11-26T21:34:36.788894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:36.788941] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:36.788982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:36.789050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:36.848121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:36.848870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:36.848969] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:36.849017] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:36.969132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:36.969302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:36.969358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:36.969403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:36.972865] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=97.94%) [2025-11-26T21:34:36.973165] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-11-26T21:34:36.973325] [INFO ] [sig ] SDRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:37.117420] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SDRL.txt [2025-11-26T21:34:37.117595] [INFO ] [sig ] [2847/3599] Completed SDRL in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:37.117669] [INFO ] [sig ] [2848/3599] Forecasting SDVY... [2025-11-26T21:34:37.117735] [INFO ] [sig ] Generating forecast for: SDVY [2025-11-26T21:34:37.117784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'. [2025-11-26T21:34:37.127940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDVY'. [2025-11-26T21:34:37.128270] [INFO ] [FORECASTER] Starting predict_future for SDVY [2025-11-26T21:34:37.129120] [DEBUG] [LOCAL ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt [2025-11-26T21:34:37.129200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:37.129253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:37.129295] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:37.129366] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:37.189483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:37.190288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:37.190390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:37.190441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:37.311556] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:37.311740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:37.311808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:37.311858] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:37.315420] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=11.26%) [2025-11-26T21:34:37.315779] [INFO ] [FORECASTER] Completed predict_future for SDVY [2025-11-26T21:34:37.315934] [INFO ] [sig ] SDVY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:37.461082] [INFO ] [LOCAL ] Saved forecast: SDVY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SDVY.txt [2025-11-26T21:34:37.461269] [INFO ] [sig ] [2848/3599] Completed SDVY in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:37.461349] [INFO ] [sig ] [2849/3599] Forecasting SE... [2025-11-26T21:34:37.461394] [INFO ] [sig ] Generating forecast for: SE [2025-11-26T21:34:37.461438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-11-26T21:34:37.471887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SE'. [2025-11-26T21:34:37.472189] [INFO ] [FORECASTER] Starting predict_future for SE [2025-11-26T21:34:37.473009] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-11-26T21:34:37.473080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:37.473125] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:37.473166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:37.473233] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:37.529084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:37.529780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:37.529875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:37.529920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:37.649719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:37.649888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:37.649940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:37.649980] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:37.653269] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=22.53%) [2025-11-26T21:34:37.653568] [INFO ] [FORECASTER] Completed predict_future for SE [2025-11-26T21:34:37.653723] [INFO ] [sig ] SE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:37.793486] [INFO ] [LOCAL ] Saved forecast: SE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SE.txt [2025-11-26T21:34:37.793635] [INFO ] [sig ] [2849/3599] Completed SE in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:37.793704] [INFO ] [sig ] [2850/3599] Forecasting SEDG... [2025-11-26T21:34:37.793739] [INFO ] [sig ] Generating forecast for: SEDG [2025-11-26T21:34:37.793796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'. [2025-11-26T21:34:37.804043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEDG'. [2025-11-26T21:34:37.804352] [INFO ] [FORECASTER] Starting predict_future for SEDG [2025-11-26T21:34:37.805158] [DEBUG] [LOCAL ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt [2025-11-26T21:34:37.805227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:37.805271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:37.805310] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:37.805440] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:37.864406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:37.865261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:37.865361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:37.865408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:37.989157] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:37.989350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:37.989434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:37.989502] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:37.993072] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=20.57%) [2025-11-26T21:34:37.993419] [INFO ] [FORECASTER] Completed predict_future for SEDG [2025-11-26T21:34:37.993594] [INFO ] [sig ] SEDG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:38.131765] [INFO ] [LOCAL ] Saved forecast: SEDG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEDG.txt [2025-11-26T21:34:38.131913] [INFO ] [sig ] [2850/3599] Completed SEDG in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:38.131972] [INFO ] [sig ] [2851/3599] Forecasting SEE... [2025-11-26T21:34:38.132016] [INFO ] [sig ] Generating forecast for: SEE [2025-11-26T21:34:38.132078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-11-26T21:34:38.142204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEE'. [2025-11-26T21:34:38.142505] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-11-26T21:34:38.143337] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-11-26T21:34:38.143414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:38.143461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:38.143502] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:38.143570] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:38.202444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:38.203176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:38.203275] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:38.203317] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:38.333595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:38.333788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:38.333842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:38.333882] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:38.337367] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-11-26T21:34:38.337707] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-11-26T21:34:38.337868] [INFO ] [sig ] SEE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:38.482899] [INFO ] [LOCAL ] Saved forecast: SEE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEE.txt [2025-11-26T21:34:38.483123] [INFO ] [sig ] [2851/3599] Completed SEE in 0.4s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:38.483227] [INFO ] [sig ] [2852/3599] Forecasting SEIC... [2025-11-26T21:34:38.483267] [INFO ] [sig ] Generating forecast for: SEIC [2025-11-26T21:34:38.483302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'. [2025-11-26T21:34:38.494256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEIC'. [2025-11-26T21:34:38.494574] [INFO ] [FORECASTER] Starting predict_future for SEIC [2025-11-26T21:34:38.495433] [DEBUG] [LOCAL ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt [2025-11-26T21:34:38.495506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:38.495553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:38.495592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:38.495685] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:38.553808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:38.554910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:38.555044] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:38.555090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:38.679071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:38.679247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:38.679317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:38.679359] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:38.682691] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=42.93%) [2025-11-26T21:34:38.682978] [INFO ] [FORECASTER] Completed predict_future for SEIC [2025-11-26T21:34:38.683119] [INFO ] [sig ] SEIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:38.822471] [INFO ] [LOCAL ] Saved forecast: SEIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEIC.txt [2025-11-26T21:34:38.822666] [INFO ] [sig ] [2852/3599] Completed SEIC in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:38.822728] [INFO ] [sig ] [2853/3599] Forecasting SELF... [2025-11-26T21:34:38.822809] [INFO ] [sig ] Generating forecast for: SELF [2025-11-26T21:34:38.822860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'. [2025-11-26T21:34:38.833472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SELF'. [2025-11-26T21:34:38.833860] [INFO ] [FORECASTER] Starting predict_future for SELF [2025-11-26T21:34:38.834684] [DEBUG] [LOCAL ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt [2025-11-26T21:34:38.834755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:38.834809] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:38.834858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:38.834940] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:38.891746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:38.892613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:38.892746] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:38.892798] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:39.004186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:39.004363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:39.004418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:39.004473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:39.007811] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=90.97%) [2025-11-26T21:34:39.008106] [INFO ] [FORECASTER] Completed predict_future for SELF [2025-11-26T21:34:39.008255] [INFO ] [sig ] SELF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:39.147254] [INFO ] [LOCAL ] Saved forecast: SELF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SELF.txt [2025-11-26T21:34:39.147463] [INFO ] [sig ] [2853/3599] Completed SELF in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:39.147540] [INFO ] [sig ] [2854/3599] Forecasting SEM... [2025-11-26T21:34:39.147622] [INFO ] [sig ] Generating forecast for: SEM [2025-11-26T21:34:39.147701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-11-26T21:34:39.158192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEM'. [2025-11-26T21:34:39.158529] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-11-26T21:34:39.159387] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-11-26T21:34:39.159463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:39.159510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:39.159551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:39.159618] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:39.216814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:39.217607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:39.217724] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:39.217771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:39.342299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:39.342449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:39.342514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:39.342565] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:39.346144] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=58.65%) [2025-11-26T21:34:39.346443] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-11-26T21:34:39.346588] [INFO ] [sig ] SEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:39.488897] [INFO ] [LOCAL ] Saved forecast: SEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SEM.txt [2025-11-26T21:34:39.489050] [INFO ] [sig ] [2854/3599] Completed SEM in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:39.489105] [INFO ] [sig ] [2855/3599] Forecasting SENEA... [2025-11-26T21:34:39.489147] [INFO ] [sig ] Generating forecast for: SENEA [2025-11-26T21:34:39.489185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'. [2025-11-26T21:34:39.499915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENEA'. [2025-11-26T21:34:39.500271] [INFO ] [FORECASTER] Starting predict_future for SENEA [2025-11-26T21:34:39.501119] [DEBUG] [LOCAL ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt [2025-11-26T21:34:39.501190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:39.501237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:39.501278] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:39.501346] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:39.559413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:39.560165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:39.560260] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:39.560302] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:39.680294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:39.680452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:39.680502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:39.680537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:39.683880] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=56.96%) [2025-11-26T21:34:39.684197] [INFO ] [FORECASTER] Completed predict_future for SENEA [2025-11-26T21:34:39.684351] [INFO ] [sig ] SENEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:39.827391] [INFO ] [LOCAL ] Saved forecast: SENEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SENEA.txt [2025-11-26T21:34:39.827653] [INFO ] [sig ] [2855/3599] Completed SENEA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.3m [2025-11-26T21:34:39.827754] [INFO ] [sig ] [2856/3599] Forecasting SENS... [2025-11-26T21:34:39.827822] [INFO ] [sig ] Generating forecast for: SENS [2025-11-26T21:34:39.827900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'. [2025-11-26T21:34:39.838183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENS'. [2025-11-26T21:34:39.838501] [INFO ] [FORECASTER] Starting predict_future for SENS [2025-11-26T21:34:39.839343] [DEBUG] [LOCAL ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt [2025-11-26T21:34:39.839414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:39.839476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:39.839517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:39.839583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:39.901354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:39.902208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:39.902313] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:39.902361] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:40.024795] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:40.024971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:40.025022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:40.025063] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:40.028512] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=36.29%) [2025-11-26T21:34:40.028835] [INFO ] [FORECASTER] Completed predict_future for SENS [2025-11-26T21:34:40.028981] [INFO ] [sig ] SENS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:40.168591] [INFO ] [LOCAL ] Saved forecast: SENS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SENS.txt [2025-11-26T21:34:40.168773] [INFO ] [sig ] [2856/3599] Completed SENS in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.2m [2025-11-26T21:34:40.168828] [INFO ] [sig ] [2857/3599] Forecasting SERA... [2025-11-26T21:34:40.168892] [INFO ] [sig ] Generating forecast for: SERA [2025-11-26T21:34:40.168933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'. [2025-11-26T21:34:40.178814] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SERA'. [2025-11-26T21:34:40.179107] [INFO ] [FORECASTER] Starting predict_future for SERA [2025-11-26T21:34:40.179951] [DEBUG] [LOCAL ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt [2025-11-26T21:34:40.180028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:40.180097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:40.180169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:40.180285] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:40.236508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:40.237216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:40.237326] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:40.237424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:40.363351] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:40.363970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:40.364028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:40.364065] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:40.367510] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=5.95%) [2025-11-26T21:34:40.367854] [INFO ] [FORECASTER] Completed predict_future for SERA [2025-11-26T21:34:40.367995] [INFO ] [sig ] SERA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:40.509015] [INFO ] [LOCAL ] Saved forecast: SERA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SERA.txt [2025-11-26T21:34:40.509208] [INFO ] [sig ] [2857/3599] Completed SERA in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.2m [2025-11-26T21:34:40.509323] [INFO ] [sig ] [2858/3599] Forecasting SES... [2025-11-26T21:34:40.509368] [INFO ] [sig ] Generating forecast for: SES [2025-11-26T21:34:40.509430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-11-26T21:34:40.520556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SES'. [2025-11-26T21:34:40.521026] [INFO ] [FORECASTER] Starting predict_future for SES [2025-11-26T21:34:40.521887] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-11-26T21:34:40.521955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:40.522005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:40.522062] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:40.522136] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:40.581818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:40.582691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:40.582802] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:40.582864] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:40.707589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:40.707815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:40.707907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:40.707974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:40.711593] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-11-26T21:34:40.711939] [INFO ] [FORECASTER] Completed predict_future for SES [2025-11-26T21:34:40.712097] [INFO ] [sig ] SES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:40.855858] [INFO ] [LOCAL ] Saved forecast: SES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SES.txt [2025-11-26T21:34:40.856049] [INFO ] [sig ] [2858/3599] Completed SES in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.2m [2025-11-26T21:34:40.856131] [INFO ] [sig ] [2859/3599] Forecasting SEVN... [2025-11-26T21:34:40.856195] [INFO ] [sig ] Generating forecast for: SEVN [2025-11-26T21:34:40.856256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'. [2025-11-26T21:34:40.866547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEVN'. [2025-11-26T21:34:40.866994] [INFO ] [FORECASTER] Starting predict_future for SEVN [2025-11-26T21:34:40.867857] [DEBUG] [LOCAL ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt [2025-11-26T21:34:40.867927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:40.867992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:40.868050] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:40.868151] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:40.928693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:40.929779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:40.929915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:40.929984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:41.082818] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:41.083065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:41.083153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:41.083246] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:41.088472] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-11-26T21:34:41.089133] [INFO ] [FORECASTER] Completed predict_future for SEVN [2025-11-26T21:34:41.089356] [INFO ] [sig ] SEVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:41.228025] [INFO ] [LOCAL ] Saved forecast: SEVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SEVN.txt [2025-11-26T21:34:41.228197] [INFO ] [sig ] [2859/3599] Completed SEVN in 0.4s | 2.92 sym/s | Total: 16.3m | ETA: 4.2m [2025-11-26T21:34:41.228261] [INFO ] [sig ] [2860/3599] Forecasting SEZL... [2025-11-26T21:34:41.228305] [INFO ] [sig ] Generating forecast for: SEZL [2025-11-26T21:34:41.228376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'. [2025-11-26T21:34:41.239420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEZL'. [2025-11-26T21:34:41.239890] [INFO ] [FORECASTER] Starting predict_future for SEZL [2025-11-26T21:34:41.240756] [DEBUG] [LOCAL ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt [2025-11-26T21:34:41.240836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:41.240898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:41.240954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:41.241055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:41.299021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:41.299901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:41.300012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:41.300074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:41.415845] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:41.416049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:41.416123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:41.416183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:41.419704] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=54.42%) [2025-11-26T21:34:41.420023] [INFO ] [FORECASTER] Completed predict_future for SEZL [2025-11-26T21:34:41.420184] [INFO ] [sig ] SEZL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:41.558081] [INFO ] [LOCAL ] Saved forecast: SEZL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SEZL.txt [2025-11-26T21:34:41.558254] [INFO ] [sig ] [2860/3599] Completed SEZL in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.2m [2025-11-26T21:34:41.558328] [INFO ] [sig ] [2861/3599] Forecasting SF... [2025-11-26T21:34:41.558411] [INFO ] [sig ] Generating forecast for: SF [2025-11-26T21:34:41.558472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-11-26T21:34:41.568701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SF'. [2025-11-26T21:34:41.569021] [INFO ] [FORECASTER] Starting predict_future for SF [2025-11-26T21:34:41.569872] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-11-26T21:34:41.569952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:41.570014] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:41.570072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:41.570165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:41.628065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:41.628808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:41.628916] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:41.628976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:41.753732] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:41.753923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:41.753996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:41.754056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:41.757495] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-11-26T21:34:41.757850] [INFO ] [FORECASTER] Completed predict_future for SF [2025-11-26T21:34:41.758041] [INFO ] [sig ] SF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:41.895580] [INFO ] [LOCAL ] Saved forecast: SF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SF.txt [2025-11-26T21:34:41.895762] [INFO ] [sig ] [2861/3599] Completed SF in 0.3s | 2.92 sym/s | Total: 16.3m | ETA: 4.2m [2025-11-26T21:34:41.895833] [INFO ] [sig ] [2862/3599] Forecasting SFB... [2025-11-26T21:34:41.895895] [INFO ] [sig ] Generating forecast for: SFB [2025-11-26T21:34:41.895990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-11-26T21:34:41.906072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFB'. [2025-11-26T21:34:41.906377] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-11-26T21:34:41.907226] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-11-26T21:34:41.907304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:41.907374] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:41.907463] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:41.907565] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:41.965306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:41.965973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:41.966070] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:41.966115] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:42.074480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:42.074632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:42.074711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:42.074752] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:42.078140] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=19.41%) [2025-11-26T21:34:42.078450] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-11-26T21:34:42.078593] [INFO ] [sig ] SFB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:42.220917] [INFO ] [LOCAL ] Saved forecast: SFB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SFB.txt [2025-11-26T21:34:42.221057] [INFO ] [sig ] [2862/3599] Completed SFB in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:42.221107] [INFO ] [sig ] [2863/3599] Forecasting SFBS... [2025-11-26T21:34:42.221146] [INFO ] [sig ] Generating forecast for: SFBS [2025-11-26T21:34:42.221186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-11-26T21:34:42.230837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFBS'. [2025-11-26T21:34:42.231120] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-11-26T21:34:42.231912] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-11-26T21:34:42.231981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:42.232026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:42.232066] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:42.232133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:42.290338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:42.291017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:42.291114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:42.291159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:42.412379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:42.412526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:42.412576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:42.412634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:42.415862] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-11-26T21:34:42.416150] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-11-26T21:34:42.416285] [INFO ] [sig ] SFBS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:42.555909] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFBS.txt [2025-11-26T21:34:42.556064] [INFO ] [sig ] [2863/3599] Completed SFBS in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:42.556137] [INFO ] [sig ] [2864/3599] Forecasting SFIX... [2025-11-26T21:34:42.556175] [INFO ] [sig ] Generating forecast for: SFIX [2025-11-26T21:34:42.556228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'. [2025-11-26T21:34:42.566167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFIX'. [2025-11-26T21:34:42.566481] [INFO ] [FORECASTER] Starting predict_future for SFIX [2025-11-26T21:34:42.567291] [DEBUG] [LOCAL ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt [2025-11-26T21:34:42.567361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:42.567427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:42.567470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:42.567573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:42.625179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:42.625837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:42.625930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:42.625979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:42.744763] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:42.744921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:42.744992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:42.745040] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:42.748406] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=91.71%) [2025-11-26T21:34:42.748739] [INFO ] [FORECASTER] Completed predict_future for SFIX [2025-11-26T21:34:42.748885] [INFO ] [sig ] SFIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:42.889314] [INFO ] [LOCAL ] Saved forecast: SFIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFIX.txt [2025-11-26T21:34:42.889463] [INFO ] [sig ] [2864/3599] Completed SFIX in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:42.889530] [INFO ] [sig ] [2865/3599] Forecasting SFL... [2025-11-26T21:34:42.889587] [INFO ] [sig ] Generating forecast for: SFL [2025-11-26T21:34:42.889688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-11-26T21:34:42.899969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFL'. [2025-11-26T21:34:42.900264] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-11-26T21:34:42.901044] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-11-26T21:34:42.901113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:42.901158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:42.901197] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:42.901262] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:42.960853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:42.961553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:42.961688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:42.961740] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:43.084212] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:43.084402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:43.084468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:43.084510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:43.089365] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=82.21%) [2025-11-26T21:34:43.089917] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-11-26T21:34:43.090119] [INFO ] [sig ] SFL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:43.235984] [INFO ] [LOCAL ] Saved forecast: SFL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFL.txt [2025-11-26T21:34:43.236139] [INFO ] [sig ] [2865/3599] Completed SFL in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:43.236193] [INFO ] [sig ] [2866/3599] Forecasting SFLO... [2025-11-26T21:34:43.236240] [INFO ] [sig ] Generating forecast for: SFLO [2025-11-26T21:34:43.236298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'. [2025-11-26T21:34:43.246304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFLO'. [2025-11-26T21:34:43.246614] [INFO ] [FORECASTER] Starting predict_future for SFLO [2025-11-26T21:34:43.247501] [DEBUG] [LOCAL ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt [2025-11-26T21:34:43.247679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:43.247731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:43.247773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:43.247864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:43.305796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:43.306678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:43.306781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:43.306828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:43.431430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:43.431656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:43.431711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:43.431753] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:43.435284] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=79.34%) [2025-11-26T21:34:43.435620] [INFO ] [FORECASTER] Completed predict_future for SFLO [2025-11-26T21:34:43.435786] [INFO ] [sig ] SFLO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:43.575996] [INFO ] [LOCAL ] Saved forecast: SFLO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFLO.txt [2025-11-26T21:34:43.576151] [INFO ] [sig ] [2866/3599] Completed SFLO in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:43.576204] [INFO ] [sig ] [2867/3599] Forecasting SFM... [2025-11-26T21:34:43.576246] [INFO ] [sig ] Generating forecast for: SFM [2025-11-26T21:34:43.576289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'. [2025-11-26T21:34:43.586582] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFM'. [2025-11-26T21:34:43.586918] [INFO ] [FORECASTER] Starting predict_future for SFM [2025-11-26T21:34:43.587734] [DEBUG] [LOCAL ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt [2025-11-26T21:34:43.587802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:43.587845] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:43.587895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:43.587965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:43.644442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:43.645106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:43.645198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:43.645243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:43.763132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:43.763298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:43.763347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:43.763388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:43.766729] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=9.56%) [2025-11-26T21:34:43.767022] [INFO ] [FORECASTER] Completed predict_future for SFM [2025-11-26T21:34:43.767159] [INFO ] [sig ] SFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:43.906635] [INFO ] [LOCAL ] Saved forecast: SFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SFM.txt [2025-11-26T21:34:43.906803] [INFO ] [sig ] [2867/3599] Completed SFM in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:43.906863] [INFO ] [sig ] [2868/3599] Forecasting SFNC... [2025-11-26T21:34:43.906914] [INFO ] [sig ] Generating forecast for: SFNC [2025-11-26T21:34:43.906967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'. [2025-11-26T21:34:43.916742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFNC'. [2025-11-26T21:34:43.917048] [INFO ] [FORECASTER] Starting predict_future for SFNC [2025-11-26T21:34:43.917862] [DEBUG] [LOCAL ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt [2025-11-26T21:34:43.917930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:43.917982] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:43.918030] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:43.918105] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:43.975404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:43.976084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:43.976180] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:43.976236] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:44.102323] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:44.102491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:44.102541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:44.102579] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:44.105933] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=93.45%) [2025-11-26T21:34:44.106242] [INFO ] [FORECASTER] Completed predict_future for SFNC [2025-11-26T21:34:44.106379] [INFO ] [sig ] SFNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:44.248874] [INFO ] [LOCAL ] Saved forecast: SFNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SFNC.txt [2025-11-26T21:34:44.249015] [INFO ] [sig ] [2868/3599] Completed SFNC in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:44.249067] [INFO ] [sig ] [2869/3599] Forecasting SG... [2025-11-26T21:34:44.249109] [INFO ] [sig ] Generating forecast for: SG [2025-11-26T21:34:44.249209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-11-26T21:34:44.259219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SG'. [2025-11-26T21:34:44.259500] [INFO ] [FORECASTER] Starting predict_future for SG [2025-11-26T21:34:44.260353] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-11-26T21:34:44.260422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:44.260466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:44.260505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:44.260571] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:44.317175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:44.317939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:44.318037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:44.318084] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:44.439542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:44.439713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:44.439768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:44.439810] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:44.443202] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=1.56%) [2025-11-26T21:34:44.443503] [INFO ] [FORECASTER] Completed predict_future for SG [2025-11-26T21:34:44.443666] [INFO ] [sig ] SG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:44.583631] [INFO ] [LOCAL ] Saved forecast: SG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SG.txt [2025-11-26T21:34:44.583874] [INFO ] [sig ] [2869/3599] Completed SG in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:44.583950] [INFO ] [sig ] [2870/3599] Forecasting SGBX... [2025-11-26T21:34:44.584022] [INFO ] [sig ] Generating forecast for: SGBX [2025-11-26T21:34:44.584091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'. [2025-11-26T21:34:44.594218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGBX'. [2025-11-26T21:34:44.594552] [INFO ] [FORECASTER] Starting predict_future for SGBX [2025-11-26T21:34:44.595427] [DEBUG] [LOCAL ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt [2025-11-26T21:34:44.595507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:44.595576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:44.595660] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:44.595769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:44.655427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:44.656251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:44.656391] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:44.656487] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:44.776423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:44.776616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:44.776715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:44.776782] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:44.780228] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=64.33%) [2025-11-26T21:34:44.780592] [INFO ] [FORECASTER] Completed predict_future for SGBX [2025-11-26T21:34:44.780799] [INFO ] [sig ] SGBX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:44.919758] [INFO ] [LOCAL ] Saved forecast: SGBX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGBX.txt [2025-11-26T21:34:44.919925] [INFO ] [sig ] [2870/3599] Completed SGBX in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:44.919997] [INFO ] [sig ] [2871/3599] Forecasting SGC... [2025-11-26T21:34:44.920081] [INFO ] [sig ] Generating forecast for: SGC [2025-11-26T21:34:44.920156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'. [2025-11-26T21:34:44.931185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGC'. [2025-11-26T21:34:44.931549] [INFO ] [FORECASTER] Starting predict_future for SGC [2025-11-26T21:34:44.932370] [DEBUG] [LOCAL ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt [2025-11-26T21:34:44.932441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:44.932486] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:44.932525] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:44.932668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:44.988890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:44.989627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:44.989740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:44.989785] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:45.115614] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:45.115897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:45.115957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:45.116017] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:45.119943] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=70.14%) [2025-11-26T21:34:45.120276] [INFO ] [FORECASTER] Completed predict_future for SGC [2025-11-26T21:34:45.120630] [INFO ] [sig ] SGC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:45.266796] [INFO ] [LOCAL ] Saved forecast: SGC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGC.txt [2025-11-26T21:34:45.266987] [INFO ] [sig ] [2871/3599] Completed SGC in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:45.267052] [INFO ] [sig ] [2872/3599] Forecasting SGHC... [2025-11-26T21:34:45.267182] [INFO ] [sig ] Generating forecast for: SGHC [2025-11-26T21:34:45.267249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-11-26T21:34:45.279714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGHC'. [2025-11-26T21:34:45.280088] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-11-26T21:34:45.280994] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-11-26T21:34:45.281072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:45.281128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:45.281178] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:45.281284] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:45.342111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:45.343022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:45.343125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:45.343173] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:45.465873] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:45.466108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:45.466200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:45.466264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:45.470459] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=96.33%) [2025-11-26T21:34:45.471014] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-11-26T21:34:45.471211] [INFO ] [sig ] SGHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:45.635183] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGHC.txt [2025-11-26T21:34:45.635410] [INFO ] [sig ] [2872/3599] Completed SGHC in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.2m [2025-11-26T21:34:45.635468] [INFO ] [sig ] [2873/3599] Forecasting SGRY... [2025-11-26T21:34:45.635551] [INFO ] [sig ] Generating forecast for: SGRY [2025-11-26T21:34:45.635627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'. [2025-11-26T21:34:45.648602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGRY'. [2025-11-26T21:34:45.649157] [INFO ] [FORECASTER] Starting predict_future for SGRY [2025-11-26T21:34:45.650086] [DEBUG] [LOCAL ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt [2025-11-26T21:34:45.650177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:45.650234] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:45.650269] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:45.650342] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:45.729149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:45.730291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:45.730479] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:45.730537] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:45.892474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:45.892755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:45.892868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:45.892944] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:45.899100] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-11-26T21:34:45.899809] [INFO ] [FORECASTER] Completed predict_future for SGRY [2025-11-26T21:34:45.900074] [INFO ] [sig ] SGRY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:46.104601] [INFO ] [LOCAL ] Saved forecast: SGRY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SGRY.txt [2025-11-26T21:34:46.104890] [INFO ] [sig ] [2873/3599] Completed SGRY in 0.5s | 2.92 sym/s | Total: 16.4m | ETA: 4.1m [2025-11-26T21:34:46.104964] [INFO ] [sig ] [2874/3599] Forecasting SHAK... [2025-11-26T21:34:46.105013] [INFO ] [sig ] Generating forecast for: SHAK [2025-11-26T21:34:46.105058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-11-26T21:34:46.117734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHAK'. [2025-11-26T21:34:46.118232] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-11-26T21:34:46.119188] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-11-26T21:34:46.119263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:46.119336] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:46.119406] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:46.119486] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:46.189010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:46.190025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:46.190140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:46.190197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:46.328780] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:46.328978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:46.329033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:46.329077] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:46.332719] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=90.95%) [2025-11-26T21:34:46.333085] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-11-26T21:34:46.333253] [INFO ] [sig ] SHAK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:46.490722] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHAK.txt [2025-11-26T21:34:46.490905] [INFO ] [sig ] [2874/3599] Completed SHAK in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.1m [2025-11-26T21:34:46.490957] [INFO ] [sig ] [2875/3599] Forecasting SHBI... [2025-11-26T21:34:46.491022] [INFO ] [sig ] Generating forecast for: SHBI [2025-11-26T21:34:46.491068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'. [2025-11-26T21:34:46.505933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHBI'. [2025-11-26T21:34:46.506421] [INFO ] [FORECASTER] Starting predict_future for SHBI [2025-11-26T21:34:46.508132] [DEBUG] [LOCAL ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt [2025-11-26T21:34:46.508224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:46.508284] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:46.508336] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:46.508434] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:46.577304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:46.578368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:46.578505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:46.578582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:46.704410] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:46.704614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:46.704729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:46.704793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:46.708353] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-11-26T21:34:46.708777] [INFO ] [FORECASTER] Completed predict_future for SHBI [2025-11-26T21:34:46.708967] [INFO ] [sig ] SHBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:46.851279] [INFO ] [LOCAL ] Saved forecast: SHBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHBI.txt [2025-11-26T21:34:46.851488] [INFO ] [sig ] [2875/3599] Completed SHBI in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.1m [2025-11-26T21:34:46.851578] [INFO ] [sig ] [2876/3599] Forecasting SHC... [2025-11-26T21:34:46.851701] [INFO ] [sig ] Generating forecast for: SHC [2025-11-26T21:34:46.851773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'. [2025-11-26T21:34:46.862763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHC'. [2025-11-26T21:34:46.863204] [INFO ] [FORECASTER] Starting predict_future for SHC [2025-11-26T21:34:46.864246] [DEBUG] [LOCAL ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt [2025-11-26T21:34:46.864340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:46.864425] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:46.864505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:46.864631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:46.929798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:46.930717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:46.930823] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:46.930882] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:47.051232] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:47.051442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:47.051506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:47.051560] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:47.055376] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=90.63%) [2025-11-26T21:34:47.055752] [INFO ] [FORECASTER] Completed predict_future for SHC [2025-11-26T21:34:47.055916] [INFO ] [sig ] SHC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:47.204574] [INFO ] [LOCAL ] Saved forecast: SHC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHC.txt [2025-11-26T21:34:47.204781] [INFO ] [sig ] [2876/3599] Completed SHC in 0.4s | 2.92 sym/s | Total: 16.4m | ETA: 4.1m [2025-11-26T21:34:47.204906] [INFO ] [sig ] [2877/3599] Forecasting SHCO... [2025-11-26T21:34:47.204984] [INFO ] [sig ] Generating forecast for: SHCO [2025-11-26T21:34:47.205051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-11-26T21:34:47.216147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHCO'. [2025-11-26T21:34:47.216563] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-11-26T21:34:47.217372] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-11-26T21:34:47.217471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:47.217519] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:47.217559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:47.217670] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:47.280337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:47.281292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:47.281397] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:47.281442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:47.403417] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:47.403588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:47.403660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:47.403708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:47.407202] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=55.11%) [2025-11-26T21:34:47.407517] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-11-26T21:34:47.407688] [INFO ] [sig ] SHCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:47.550058] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHCO.txt [2025-11-26T21:34:47.550220] [INFO ] [sig ] [2877/3599] Completed SHCO in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.1m [2025-11-26T21:34:47.550276] [INFO ] [sig ] [2878/3599] Forecasting SHEL... [2025-11-26T21:34:47.550341] [INFO ] [sig ] Generating forecast for: SHEL [2025-11-26T21:34:47.550376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-11-26T21:34:47.564047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEL'. [2025-11-26T21:34:47.564449] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-11-26T21:34:47.565374] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-11-26T21:34:47.565447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:47.565496] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:47.565536] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:47.565600] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:47.624681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:47.625594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:47.625720] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:47.625771] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:47.745186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:47.745380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:47.745435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:47.745470] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:47.748872] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=42.81%) [2025-11-26T21:34:47.749165] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-11-26T21:34:47.749308] [INFO ] [sig ] SHEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:47.889264] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHEL.txt [2025-11-26T21:34:47.889434] [INFO ] [sig ] [2878/3599] Completed SHEL in 0.3s | 2.92 sym/s | Total: 16.4m | ETA: 4.1m [2025-11-26T21:34:47.889490] [INFO ] [sig ] [2879/3599] Forecasting SHEN... [2025-11-26T21:34:47.889534] [INFO ] [sig ] Generating forecast for: SHEN [2025-11-26T21:34:47.889605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'. [2025-11-26T21:34:47.900574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEN'. [2025-11-26T21:34:47.901022] [INFO ] [FORECASTER] Starting predict_future for SHEN [2025-11-26T21:34:47.901882] [DEBUG] [LOCAL ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt [2025-11-26T21:34:47.901953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:47.901999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:47.902040] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:47.902110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:47.959356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:47.960216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:47.960319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:47.960367] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:48.082296] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:48.082483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:48.082535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:48.082576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:48.085980] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=67.25%) [2025-11-26T21:34:48.086300] [INFO ] [FORECASTER] Completed predict_future for SHEN [2025-11-26T21:34:48.086450] [INFO ] [sig ] SHEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:48.227030] [INFO ] [LOCAL ] Saved forecast: SHEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHEN.txt [2025-11-26T21:34:48.227225] [INFO ] [sig ] [2879/3599] Completed SHEN in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:48.227277] [INFO ] [sig ] [2880/3599] Forecasting SHFS... [2025-11-26T21:34:48.227321] [INFO ] [sig ] Generating forecast for: SHFS [2025-11-26T21:34:48.227432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'. [2025-11-26T21:34:48.238902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHFS'. [2025-11-26T21:34:48.239342] [INFO ] [FORECASTER] Starting predict_future for SHFS [2025-11-26T21:34:48.240333] [DEBUG] [LOCAL ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt [2025-11-26T21:34:48.240424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:48.240474] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:48.240511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:48.240583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:48.302413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:48.303423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:48.303543] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:48.303594] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:48.421693] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:48.421899] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:34:48.421970] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:48.422026] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:48.425550] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=38.76%) [2025-11-26T21:34:48.425895] [INFO ] [FORECASTER] Completed predict_future for SHFS [2025-11-26T21:34:48.426052] [INFO ] [sig ] SHFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:48.572139] [INFO ] [LOCAL ] Saved forecast: SHFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHFS.txt [2025-11-26T21:34:48.572309] [INFO ] [sig ] [2880/3599] Completed SHFS in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:48.572365] [INFO ] [sig ] [2881/3599] Forecasting SHG... [2025-11-26T21:34:48.572431] [INFO ] [sig ] Generating forecast for: SHG [2025-11-26T21:34:48.572485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-11-26T21:34:48.583311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHG'. [2025-11-26T21:34:48.583694] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-11-26T21:34:48.584496] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-11-26T21:34:48.584575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:48.584622] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:48.584695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:48.584769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:48.646069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:48.647192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:48.647322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:48.647388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:48.785274] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:48.785458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:48.785508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:48.785555] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:48.789154] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=86.10%) [2025-11-26T21:34:48.789486] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-11-26T21:34:48.789681] [INFO ] [sig ] SHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:48.984362] [INFO ] [LOCAL ] Saved forecast: SHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHG.txt [2025-11-26T21:34:48.984557] [INFO ] [sig ] [2881/3599] Completed SHG in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:48.984616] [INFO ] [sig ] [2882/3599] Forecasting SHIP... [2025-11-26T21:34:48.984701] [INFO ] [sig ] Generating forecast for: SHIP [2025-11-26T21:34:48.984747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'. [2025-11-26T21:34:48.995673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHIP'. [2025-11-26T21:34:48.996029] [INFO ] [FORECASTER] Starting predict_future for SHIP [2025-11-26T21:34:48.996904] [DEBUG] [LOCAL ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt [2025-11-26T21:34:48.996976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:48.997030] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:48.997079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:48.997159] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:49.056675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:49.057576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:49.057703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:49.057760] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:49.181522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:49.181718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:49.181774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:49.181815] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:49.185336] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: UP (p=66.79%) [2025-11-26T21:34:49.185678] [INFO ] [FORECASTER] Completed predict_future for SHIP [2025-11-26T21:34:49.185830] [INFO ] [sig ] SHIP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:49.325834] [INFO ] [LOCAL ] Saved forecast: SHIP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHIP.txt [2025-11-26T21:34:49.326030] [INFO ] [sig ] [2882/3599] Completed SHIP in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:49.326089] [INFO ] [sig ] [2883/3599] Forecasting SHLS... [2025-11-26T21:34:49.326166] [INFO ] [sig ] Generating forecast for: SHLS [2025-11-26T21:34:49.326220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'. [2025-11-26T21:34:49.337222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHLS'. [2025-11-26T21:34:49.340702] [INFO ] [FORECASTER] Starting predict_future for SHLS [2025-11-26T21:34:49.341695] [DEBUG] [LOCAL ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt [2025-11-26T21:34:49.341769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:49.341818] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:49.341860] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:49.341933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:49.401587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:49.402490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:49.402598] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:49.402673] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:49.526949] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:49.527134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:49.527187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:49.527230] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:49.530773] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=56.40%) [2025-11-26T21:34:49.531076] [INFO ] [FORECASTER] Completed predict_future for SHLS [2025-11-26T21:34:49.531238] [INFO ] [sig ] SHLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:49.672383] [INFO ] [LOCAL ] Saved forecast: SHLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHLS.txt [2025-11-26T21:34:49.672607] [INFO ] [sig ] [2883/3599] Completed SHLS in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:49.672720] [INFO ] [sig ] [2884/3599] Forecasting SHO... [2025-11-26T21:34:49.672766] [INFO ] [sig ] Generating forecast for: SHO [2025-11-26T21:34:49.672824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-11-26T21:34:49.684043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHO'. [2025-11-26T21:34:49.684435] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-11-26T21:34:49.685278] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-11-26T21:34:49.685352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:49.685400] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:49.685435] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:49.685498] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:49.746541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:49.747429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:49.747534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:49.747582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:49.871700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:49.871905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:49.871978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:49.872031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:49.875514] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=0.28%) [2025-11-26T21:34:49.875844] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-11-26T21:34:49.875997] [INFO ] [sig ] SHO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:50.020919] [INFO ] [LOCAL ] Saved forecast: SHO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHO.txt [2025-11-26T21:34:50.021119] [INFO ] [sig ] [2884/3599] Completed SHO in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:50.021179] [INFO ] [sig ] [2885/3599] Forecasting SHOC... [2025-11-26T21:34:50.021226] [INFO ] [sig ] Generating forecast for: SHOC [2025-11-26T21:34:50.021296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-11-26T21:34:50.033195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOC'. [2025-11-26T21:34:50.033574] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-11-26T21:34:50.034400] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-11-26T21:34:50.034474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:50.034523] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:50.034566] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:50.034761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:50.102868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:50.103930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:50.104034] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:50.104085] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:50.219377] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:50.219590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:50.219668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:50.219715] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:50.223203] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=86.73%) [2025-11-26T21:34:50.223523] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-11-26T21:34:50.223699] [INFO ] [sig ] SHOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:50.363866] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHOC.txt [2025-11-26T21:34:50.364058] [INFO ] [sig ] [2885/3599] Completed SHOC in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:50.364114] [INFO ] [sig ] [2886/3599] Forecasting SHOO... [2025-11-26T21:34:50.364179] [INFO ] [sig ] Generating forecast for: SHOO [2025-11-26T21:34:50.364214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'. [2025-11-26T21:34:50.375163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOO'. [2025-11-26T21:34:50.375544] [INFO ] [FORECASTER] Starting predict_future for SHOO [2025-11-26T21:34:50.376374] [DEBUG] [LOCAL ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt [2025-11-26T21:34:50.376446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:50.376494] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:50.376535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:50.376610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:50.436799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:50.437754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:50.437859] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:50.437908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:50.557917] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:50.558096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:50.558148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:50.558186] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:50.561486] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-11-26T21:34:50.561799] [INFO ] [FORECASTER] Completed predict_future for SHOO [2025-11-26T21:34:50.561935] [INFO ] [sig ] SHOO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:50.701052] [INFO ] [LOCAL ] Saved forecast: SHOO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHOO.txt [2025-11-26T21:34:50.701252] [INFO ] [sig ] [2886/3599] Completed SHOO in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:50.701310] [INFO ] [sig ] [2887/3599] Forecasting SHOP... [2025-11-26T21:34:50.701352] [INFO ] [sig ] Generating forecast for: SHOP [2025-11-26T21:34:50.701417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'. [2025-11-26T21:34:50.712107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOP'. [2025-11-26T21:34:50.712410] [INFO ] [FORECASTER] Starting predict_future for SHOP [2025-11-26T21:34:50.713243] [DEBUG] [LOCAL ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt [2025-11-26T21:34:50.713313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:50.713359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:50.713398] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:50.713466] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:50.770762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:50.771708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:50.771815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:50.771863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:50.900188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:50.900419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:50.900498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:50.900542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:50.905170] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=77.19%) [2025-11-26T21:34:50.905541] [INFO ] [FORECASTER] Completed predict_future for SHOP [2025-11-26T21:34:50.905743] [INFO ] [sig ] SHOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:51.051854] [INFO ] [LOCAL ] Saved forecast: SHOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHOP.txt [2025-11-26T21:34:51.052040] [INFO ] [sig ] [2887/3599] Completed SHOP in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:51.052096] [INFO ] [sig ] [2888/3599] Forecasting SHPH... [2025-11-26T21:34:51.052144] [INFO ] [sig ] Generating forecast for: SHPH [2025-11-26T21:34:51.052196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'. [2025-11-26T21:34:51.062524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHPH'. [2025-11-26T21:34:51.062972] [INFO ] [FORECASTER] Starting predict_future for SHPH [2025-11-26T21:34:51.063838] [DEBUG] [LOCAL ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt [2025-11-26T21:34:51.063910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:51.063967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:51.064014] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:51.064099] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:51.122562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:51.123514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:51.123618] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:51.123688] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:51.234268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:51.234440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:51.234494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:51.234538] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:51.237949] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:34:51.238241] [INFO ] [FORECASTER] Completed predict_future for SHPH [2025-11-26T21:34:51.238383] [INFO ] [sig ] SHPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:51.378459] [INFO ] [LOCAL ] Saved forecast: SHPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SHPH.txt [2025-11-26T21:34:51.378629] [INFO ] [sig ] [2888/3599] Completed SHPH in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:51.378702] [INFO ] [sig ] [2889/3599] Forecasting SHY... [2025-11-26T21:34:51.378765] [INFO ] [sig ] Generating forecast for: SHY [2025-11-26T21:34:51.378840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'. [2025-11-26T21:34:51.389513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHY'. [2025-11-26T21:34:51.389859] [INFO ] [FORECASTER] Starting predict_future for SHY [2025-11-26T21:34:51.390693] [DEBUG] [LOCAL ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt [2025-11-26T21:34:51.390766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:51.390812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:51.390852] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:51.390921] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:51.449899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:51.451078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:51.451219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:51.451290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:51.593980] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:51.594226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:51.594377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:51.594503] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:51.599809] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=95.36%) [2025-11-26T21:34:51.600256] [INFO ] [FORECASTER] Completed predict_future for SHY [2025-11-26T21:34:51.600450] [INFO ] [sig ] SHY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:51.749820] [INFO ] [LOCAL ] Saved forecast: SHY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SHY.txt [2025-11-26T21:34:51.749996] [INFO ] [sig ] [2889/3599] Completed SHY in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:51.750050] [INFO ] [sig ] [2890/3599] Forecasting SIBN... [2025-11-26T21:34:51.750092] [INFO ] [sig ] Generating forecast for: SIBN [2025-11-26T21:34:51.750133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'. [2025-11-26T21:34:51.761578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIBN'. [2025-11-26T21:34:51.761980] [INFO ] [FORECASTER] Starting predict_future for SIBN [2025-11-26T21:34:51.762781] [DEBUG] [LOCAL ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt [2025-11-26T21:34:51.762850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:51.762895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:51.762933] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:51.763002] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:51.820401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:51.821317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:51.821421] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:51.821467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:51.952926] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:51.953100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:51.953155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:51.953199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:51.956987] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=8.55%) [2025-11-26T21:34:51.957289] [INFO ] [FORECASTER] Completed predict_future for SIBN [2025-11-26T21:34:51.957460] [INFO ] [sig ] SIBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:52.105153] [INFO ] [LOCAL ] Saved forecast: SIBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SIBN.txt [2025-11-26T21:34:52.105357] [INFO ] [sig ] [2890/3599] Completed SIBN in 0.4s | 2.92 sym/s | Total: 16.5m | ETA: 4.1m [2025-11-26T21:34:52.105461] [INFO ] [sig ] [2891/3599] Forecasting SID... [2025-11-26T21:34:52.105510] [INFO ] [sig ] Generating forecast for: SID [2025-11-26T21:34:52.105555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-11-26T21:34:52.116528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SID'. [2025-11-26T21:34:52.116933] [INFO ] [FORECASTER] Starting predict_future for SID [2025-11-26T21:34:52.117809] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-11-26T21:34:52.117880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:52.117944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:52.117987] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:52.118056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:52.178410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:52.179377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:52.179499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:52.179569] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:52.301243] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:52.301432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:52.301486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:52.301529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:52.304866] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-11-26T21:34:52.305156] [INFO ] [FORECASTER] Completed predict_future for SID [2025-11-26T21:34:52.305296] [INFO ] [sig ] SID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:52.447138] [INFO ] [LOCAL ] Saved forecast: SID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SID.txt [2025-11-26T21:34:52.447319] [INFO ] [sig ] [2891/3599] Completed SID in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.0m [2025-11-26T21:34:52.447385] [INFO ] [sig ] [2892/3599] Forecasting SIEB... [2025-11-26T21:34:52.447450] [INFO ] [sig ] Generating forecast for: SIEB [2025-11-26T21:34:52.447526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'. [2025-11-26T21:34:52.458356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIEB'. [2025-11-26T21:34:52.458784] [INFO ] [FORECASTER] Starting predict_future for SIEB [2025-11-26T21:34:52.459599] [DEBUG] [LOCAL ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt [2025-11-26T21:34:52.459689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:52.459736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:52.459780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:52.459848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:52.516347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:52.517273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:52.517382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:52.517446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:52.627997] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:52.628183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:52.628237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:52.628280] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:52.631965] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=22.64%) [2025-11-26T21:34:52.632267] [INFO ] [FORECASTER] Completed predict_future for SIEB [2025-11-26T21:34:52.632440] [INFO ] [sig ] SIEB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:52.782871] [INFO ] [LOCAL ] Saved forecast: SIEB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SIEB.txt [2025-11-26T21:34:52.783068] [INFO ] [sig ] [2892/3599] Completed SIEB in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.0m [2025-11-26T21:34:52.783175] [INFO ] [sig ] [2893/3599] Forecasting SIFY... [2025-11-26T21:34:52.783237] [INFO ] [sig ] Generating forecast for: SIFY [2025-11-26T21:34:52.783281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'. [2025-11-26T21:34:52.794274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIFY'. [2025-11-26T21:34:52.794709] [INFO ] [FORECASTER] Starting predict_future for SIFY [2025-11-26T21:34:52.795509] [DEBUG] [LOCAL ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt [2025-11-26T21:34:52.795580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:52.795656] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:52.795706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:52.795792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:52.853210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:52.854148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:52.854252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:52.854308] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:52.973039] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:52.973214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:52.973266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:52.973308] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:52.976585] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=92.28%) [2025-11-26T21:34:52.976890] [INFO ] [FORECASTER] Completed predict_future for SIFY [2025-11-26T21:34:52.977030] [INFO ] [sig ] SIFY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:53.115567] [INFO ] [LOCAL ] Saved forecast: SIFY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIFY.txt [2025-11-26T21:34:53.115733] [INFO ] [sig ] [2893/3599] Completed SIFY in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.0m [2025-11-26T21:34:53.115787] [INFO ] [sig ] [2894/3599] Forecasting SIG... [2025-11-26T21:34:53.115850] [INFO ] [sig ] Generating forecast for: SIG [2025-11-26T21:34:53.115900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-11-26T21:34:53.125889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIG'. [2025-11-26T21:34:53.126169] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-11-26T21:34:53.126945] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-11-26T21:34:53.127014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:53.127058] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:53.127098] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:53.127165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:53.183824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:53.184425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:53.184518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:53.184564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:53.301166] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:53.301356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:53.301409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:53.301450] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:53.304790] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=16.32%) [2025-11-26T21:34:53.305074] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-11-26T21:34:53.305213] [INFO ] [sig ] SIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:53.442410] [INFO ] [LOCAL ] Saved forecast: SIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SIG.txt [2025-11-26T21:34:53.442554] [INFO ] [sig ] [2894/3599] Completed SIG in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.0m [2025-11-26T21:34:53.442621] [INFO ] [sig ] [2895/3599] Forecasting SIGA... [2025-11-26T21:34:53.442702] [INFO ] [sig ] Generating forecast for: SIGA [2025-11-26T21:34:53.442751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'. [2025-11-26T21:34:53.452718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGA'. [2025-11-26T21:34:53.452995] [INFO ] [FORECASTER] Starting predict_future for SIGA [2025-11-26T21:34:53.453758] [DEBUG] [LOCAL ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt [2025-11-26T21:34:53.453826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:53.453871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:53.453909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:53.453976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:53.511182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:53.511792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:53.511884] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:53.511929] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:53.632497] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:53.632680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:53.632733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:53.632774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:53.636042] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=79.74%) [2025-11-26T21:34:53.636336] [INFO ] [FORECASTER] Completed predict_future for SIGA [2025-11-26T21:34:53.636480] [INFO ] [sig ] SIGA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:53.776544] [INFO ] [LOCAL ] Saved forecast: SIGA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIGA.txt [2025-11-26T21:34:53.776773] [INFO ] [sig ] [2895/3599] Completed SIGA in 0.3s | 2.92 sym/s | Total: 16.5m | ETA: 4.0m [2025-11-26T21:34:53.776831] [INFO ] [sig ] [2896/3599] Forecasting SIGI... [2025-11-26T21:34:53.776873] [INFO ] [sig ] Generating forecast for: SIGI [2025-11-26T21:34:53.776914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'. [2025-11-26T21:34:53.786935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGI'. [2025-11-26T21:34:53.787251] [INFO ] [FORECASTER] Starting predict_future for SIGI [2025-11-26T21:34:53.788101] [DEBUG] [LOCAL ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt [2025-11-26T21:34:53.788170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:53.788215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:53.788253] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:53.788321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:53.845223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:53.845886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:53.845978] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:53.846023] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:53.962522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:53.962628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:53.962694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:53.962734] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:53.965770] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=52.87%) [2025-11-26T21:34:53.966045] [INFO ] [FORECASTER] Completed predict_future for SIGI [2025-11-26T21:34:53.966196] [INFO ] [sig ] SIGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:54.106046] [INFO ] [LOCAL ] Saved forecast: SIGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIGI.txt [2025-11-26T21:34:54.106178] [INFO ] [sig ] [2896/3599] Completed SIGI in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:54.106230] [INFO ] [sig ] [2897/3599] Forecasting SII... [2025-11-26T21:34:54.106271] [INFO ] [sig ] Generating forecast for: SII [2025-11-26T21:34:54.106311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-11-26T21:34:54.116845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SII'. [2025-11-26T21:34:54.117105] [INFO ] [FORECASTER] Starting predict_future for SII [2025-11-26T21:34:54.117896] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-11-26T21:34:54.117964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:54.118008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:54.118046] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:54.118113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:54.175810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:54.176562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:54.176675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:54.176724] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:54.292007] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:54.292189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:54.292240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:54.292282] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:54.295687] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=48.45%) [2025-11-26T21:34:54.295982] [INFO ] [FORECASTER] Completed predict_future for SII [2025-11-26T21:34:54.296118] [INFO ] [sig ] SII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:54.434870] [INFO ] [LOCAL ] Saved forecast: SII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SII.txt [2025-11-26T21:34:54.435033] [INFO ] [sig ] [2897/3599] Completed SII in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:54.435087] [INFO ] [sig ] [2898/3599] Forecasting SIMO... [2025-11-26T21:34:54.435160] [INFO ] [sig ] Generating forecast for: SIMO [2025-11-26T21:34:54.435201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'. [2025-11-26T21:34:54.445133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIMO'. [2025-11-26T21:34:54.445401] [INFO ] [FORECASTER] Starting predict_future for SIMO [2025-11-26T21:34:54.446181] [DEBUG] [LOCAL ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt [2025-11-26T21:34:54.446249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:54.446294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:54.446332] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:54.446400] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:54.503475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:54.504087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:54.504178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:54.504223] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:54.621356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:54.621494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:54.621543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:54.621599] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:54.625042] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=83.16%) [2025-11-26T21:34:54.625342] [INFO ] [FORECASTER] Completed predict_future for SIMO [2025-11-26T21:34:54.625478] [INFO ] [sig ] SIMO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:54.765020] [INFO ] [LOCAL ] Saved forecast: SIMO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIMO.txt [2025-11-26T21:34:54.765176] [INFO ] [sig ] [2898/3599] Completed SIMO in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:54.765229] [INFO ] [sig ] [2899/3599] Forecasting SIRI... [2025-11-26T21:34:54.765271] [INFO ] [sig ] Generating forecast for: SIRI [2025-11-26T21:34:54.765331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'. [2025-11-26T21:34:54.775296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIRI'. [2025-11-26T21:34:54.775601] [INFO ] [FORECASTER] Starting predict_future for SIRI [2025-11-26T21:34:54.776388] [DEBUG] [LOCAL ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt [2025-11-26T21:34:54.776458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:54.776514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:54.776558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:54.776667] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:54.832889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:54.833506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:54.833602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:54.833796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:54.951945] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:54.952057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:54.952105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:54.952146] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:54.955250] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=96.58%) [2025-11-26T21:34:54.955540] [INFO ] [FORECASTER] Completed predict_future for SIRI [2025-11-26T21:34:54.955708] [INFO ] [sig ] SIRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:55.098142] [INFO ] [LOCAL ] Saved forecast: SIRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIRI.txt [2025-11-26T21:34:55.098278] [INFO ] [sig ] [2899/3599] Completed SIRI in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:55.098330] [INFO ] [sig ] [2900/3599] Forecasting SITC... [2025-11-26T21:34:55.098380] [INFO ] [sig ] Generating forecast for: SITC [2025-11-26T21:34:55.098460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-11-26T21:34:55.108425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITC'. [2025-11-26T21:34:55.108722] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-11-26T21:34:55.109486] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-11-26T21:34:55.109555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:55.109599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:55.109656] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:55.109731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:55.166105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:55.166712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:55.166831] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:55.166880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:55.285300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:55.285409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:55.285461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:55.285503] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:55.288609] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=21.85%) [2025-11-26T21:34:55.288905] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-11-26T21:34:55.289039] [INFO ] [sig ] SITC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:55.429945] [INFO ] [LOCAL ] Saved forecast: SITC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SITC.txt [2025-11-26T21:34:55.430094] [INFO ] [sig ] [2900/3599] Completed SITC in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:55.430145] [INFO ] [sig ] [2901/3599] Forecasting SITE... [2025-11-26T21:34:55.430185] [INFO ] [sig ] Generating forecast for: SITE [2025-11-26T21:34:55.430245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-11-26T21:34:55.440494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITE'. [2025-11-26T21:34:55.440802] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-11-26T21:34:55.441561] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-11-26T21:34:55.441629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:55.441694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:55.441734] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:55.441800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:55.497929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:55.498581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:55.498692] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:55.498739] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:55.620126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:55.620269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:55.620325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:55.620370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:55.623617] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=35.86%) [2025-11-26T21:34:55.623931] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-11-26T21:34:55.624070] [INFO ] [sig ] SITE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:55.763962] [INFO ] [LOCAL ] Saved forecast: SITE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SITE.txt [2025-11-26T21:34:55.764090] [INFO ] [sig ] [2901/3599] Completed SITE in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:55.764146] [INFO ] [sig ] [2902/3599] Forecasting SITM... [2025-11-26T21:34:55.764190] [INFO ] [sig ] Generating forecast for: SITM [2025-11-26T21:34:55.764236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'. [2025-11-26T21:34:55.777715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITM'. [2025-11-26T21:34:55.778264] [INFO ] [FORECASTER] Starting predict_future for SITM [2025-11-26T21:34:55.779141] [DEBUG] [LOCAL ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt [2025-11-26T21:34:55.779211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:55.779272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:55.779313] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:55.779382] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:55.838751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:55.839807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:55.839923] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:55.839972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:55.968862] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:55.969057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:55.969106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:55.969151] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:55.972598] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=16.37%) [2025-11-26T21:34:55.972924] [INFO ] [FORECASTER] Completed predict_future for SITM [2025-11-26T21:34:55.973072] [INFO ] [sig ] SITM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:56.118603] [INFO ] [LOCAL ] Saved forecast: SITM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SITM.txt [2025-11-26T21:34:56.118824] [INFO ] [sig ] [2902/3599] Completed SITM in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:56.118890] [INFO ] [sig ] [2903/3599] Forecasting SIXG... [2025-11-26T21:34:56.118966] [INFO ] [sig ] Generating forecast for: SIXG [2025-11-26T21:34:56.119016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'. [2025-11-26T21:34:56.133434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIXG'. [2025-11-26T21:34:56.133980] [INFO ] [FORECASTER] Starting predict_future for SIXG [2025-11-26T21:34:56.135004] [DEBUG] [LOCAL ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt [2025-11-26T21:34:56.135089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:56.135147] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:56.135198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:56.135293] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:56.198796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:56.199689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:56.199787] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:56.199833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:56.316199] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:56.316383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:56.316435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:56.316473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:56.319895] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-11-26T21:34:56.320200] [INFO ] [FORECASTER] Completed predict_future for SIXG [2025-11-26T21:34:56.320342] [INFO ] [sig ] SIXG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:56.462718] [INFO ] [LOCAL ] Saved forecast: SIXG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SIXG.txt [2025-11-26T21:34:56.462880] [INFO ] [sig ] [2903/3599] Completed SIXG in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:56.462933] [INFO ] [sig ] [2904/3599] Forecasting SJM... [2025-11-26T21:34:56.462976] [INFO ] [sig ] Generating forecast for: SJM [2025-11-26T21:34:56.463038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-11-26T21:34:56.473094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SJM'. [2025-11-26T21:34:56.473423] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-11-26T21:34:56.474295] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-11-26T21:34:56.474368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:56.474414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:56.474454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:56.474523] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:56.532294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:56.533003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:56.533098] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:56.533143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:56.652181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:56.652314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:56.652389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:56.652439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:56.655814] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-11-26T21:34:56.656138] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-11-26T21:34:56.656285] [INFO ] [sig ] SJM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:56.795550] [INFO ] [LOCAL ] Saved forecast: SJM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SJM.txt [2025-11-26T21:34:56.795703] [INFO ] [sig ] [2904/3599] Completed SJM in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:56.795763] [INFO ] [sig ] [2905/3599] Forecasting SKE... [2025-11-26T21:34:56.795810] [INFO ] [sig ] Generating forecast for: SKE [2025-11-26T21:34:56.795874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-11-26T21:34:56.806331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKE'. [2025-11-26T21:34:56.806638] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-11-26T21:34:56.807455] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-11-26T21:34:56.807531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:56.807576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:56.807614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:56.807700] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:56.866970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:56.867764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:56.867866] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:56.867917] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:56.987460] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:56.987582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:56.987634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:56.987693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:56.990815] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=87.20%) [2025-11-26T21:34:56.991096] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-11-26T21:34:56.991242] [INFO ] [sig ] SKE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:57.131560] [INFO ] [LOCAL ] Saved forecast: SKE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKE.txt [2025-11-26T21:34:57.131712] [INFO ] [sig ] [2905/3599] Completed SKE in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:57.131767] [INFO ] [sig ] [2906/3599] Forecasting SKIL... [2025-11-26T21:34:57.131813] [INFO ] [sig ] Generating forecast for: SKIL [2025-11-26T21:34:57.131888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-11-26T21:34:57.142240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIL'. [2025-11-26T21:34:57.142520] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-11-26T21:34:57.143312] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-11-26T21:34:57.143383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:57.143427] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:57.143467] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:57.143534] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:57.199122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:57.199760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:57.199861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:57.199908] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:57.317929] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:57.318047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:57.318094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:57.318137] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:57.321202] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=70.48%) [2025-11-26T21:34:57.321493] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-11-26T21:34:57.321628] [INFO ] [sig ] SKIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:57.463338] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKIL.txt [2025-11-26T21:34:57.463477] [INFO ] [sig ] [2906/3599] Completed SKIL in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:57.463529] [INFO ] [sig ] [2907/3599] Forecasting SKIN... [2025-11-26T21:34:57.463572] [INFO ] [sig ] Generating forecast for: SKIN [2025-11-26T21:34:57.463633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'. [2025-11-26T21:34:57.475146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIN'. [2025-11-26T21:34:57.475553] [INFO ] [FORECASTER] Starting predict_future for SKIN [2025-11-26T21:34:57.476447] [DEBUG] [LOCAL ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt [2025-11-26T21:34:57.476518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:57.476565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:57.476606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:57.476696] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:57.532561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:57.533422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:57.533526] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:57.533572] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:57.656710] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:57.656915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:57.656970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:57.657012] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:57.660531] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=65.15%) [2025-11-26T21:34:57.660851] [INFO ] [FORECASTER] Completed predict_future for SKIN [2025-11-26T21:34:57.660995] [INFO ] [sig ] SKIN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:57.800763] [INFO ] [LOCAL ] Saved forecast: SKIN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKIN.txt [2025-11-26T21:34:57.800940] [INFO ] [sig ] [2907/3599] Completed SKIN in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 4.0m [2025-11-26T21:34:57.800997] [INFO ] [sig ] [2908/3599] Forecasting SKLZ... [2025-11-26T21:34:57.801039] [INFO ] [sig ] Generating forecast for: SKLZ [2025-11-26T21:34:57.801081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-11-26T21:34:57.811556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'. [2025-11-26T21:34:57.811898] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-11-26T21:34:57.812735] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-11-26T21:34:57.812804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:57.812850] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:57.812890] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:57.812958] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:57.869103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:57.869882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:57.869984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:57.870031] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:57.990757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:57.990967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:57.991021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:57.991055] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:57.994523] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=53.41%) [2025-11-26T21:34:57.994842] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-11-26T21:34:57.994994] [INFO ] [sig ] SKLZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:58.136765] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKLZ.txt [2025-11-26T21:34:58.136976] [INFO ] [sig ] [2908/3599] Completed SKLZ in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.9m [2025-11-26T21:34:58.137056] [INFO ] [sig ] [2909/3599] Forecasting SKM... [2025-11-26T21:34:58.137096] [INFO ] [sig ] Generating forecast for: SKM [2025-11-26T21:34:58.137140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-11-26T21:34:58.147986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKM'. [2025-11-26T21:34:58.148468] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-11-26T21:34:58.149336] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-11-26T21:34:58.149408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:58.149453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:58.149493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:58.149561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:58.213593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:58.214721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:58.214846] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:58.214903] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:58.347871] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:58.348125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:58.348179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:58.348240] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:58.352130] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=62.56%) [2025-11-26T21:34:58.352503] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-11-26T21:34:58.352711] [INFO ] [sig ] SKM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:58.503064] [INFO ] [LOCAL ] Saved forecast: SKM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKM.txt [2025-11-26T21:34:58.503297] [INFO ] [sig ] [2909/3599] Completed SKM in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.9m [2025-11-26T21:34:58.503372] [INFO ] [sig ] [2910/3599] Forecasting SKRE... [2025-11-26T21:34:58.503420] [INFO ] [sig ] Generating forecast for: SKRE [2025-11-26T21:34:58.503470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'. [2025-11-26T21:34:58.515461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKRE'. [2025-11-26T21:34:58.515938] [INFO ] [FORECASTER] Starting predict_future for SKRE [2025-11-26T21:34:58.516825] [DEBUG] [LOCAL ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt [2025-11-26T21:34:58.516896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:58.516946] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:58.516988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:58.517057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:58.579920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:58.580818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:58.580924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:58.580972] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:58.701724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:58.701911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:58.701968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:58.702011] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:58.705530] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=1.03%) [2025-11-26T21:34:58.705858] [INFO ] [FORECASTER] Completed predict_future for SKRE [2025-11-26T21:34:58.706036] [INFO ] [sig ] SKRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:58.855434] [INFO ] [LOCAL ] Saved forecast: SKRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKRE.txt [2025-11-26T21:34:58.855630] [INFO ] [sig ] [2910/3599] Completed SKRE in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.9m [2025-11-26T21:34:58.855763] [INFO ] [sig ] [2911/3599] Forecasting SKWD... [2025-11-26T21:34:58.855824] [INFO ] [sig ] Generating forecast for: SKWD [2025-11-26T21:34:58.855875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'. [2025-11-26T21:34:58.867237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKWD'. [2025-11-26T21:34:58.867694] [INFO ] [FORECASTER] Starting predict_future for SKWD [2025-11-26T21:34:58.868528] [DEBUG] [LOCAL ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt [2025-11-26T21:34:58.868607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:58.868694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:58.868761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:58.868872] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:58.925951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:58.926624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:58.926754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:58.926826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:59.049148] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:59.049349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:59.049402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:59.049444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:59.052829] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=4.18%) [2025-11-26T21:34:59.053117] [INFO ] [FORECASTER] Completed predict_future for SKWD [2025-11-26T21:34:59.053257] [INFO ] [sig ] SKWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:34:59.199089] [INFO ] [LOCAL ] Saved forecast: SKWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKWD.txt [2025-11-26T21:34:59.199281] [INFO ] [sig ] [2911/3599] Completed SKWD in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.9m [2025-11-26T21:34:59.199336] [INFO ] [sig ] [2912/3599] Forecasting SKY... [2025-11-26T21:34:59.199381] [INFO ] [sig ] Generating forecast for: SKY [2025-11-26T21:34:59.199447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-11-26T21:34:59.210298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKY'. [2025-11-26T21:34:59.210635] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-11-26T21:34:59.211454] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-11-26T21:34:59.211526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:59.211573] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:59.211614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:59.211705] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:59.271416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:59.272184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:59.272283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:59.272331] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:59.396966] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:59.397154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:59.397206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:59.397248] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:59.400803] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-11-26T21:34:59.401120] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-11-26T21:34:59.401267] [INFO ] [sig ] SKY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:59.552878] [INFO ] [LOCAL ] Saved forecast: SKY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKY.txt [2025-11-26T21:34:59.553115] [INFO ] [sig ] [2912/3599] Completed SKY in 0.4s | 2.92 sym/s | Total: 16.6m | ETA: 3.9m [2025-11-26T21:34:59.553203] [INFO ] [sig ] [2913/3599] Forecasting SKYE... [2025-11-26T21:34:59.553246] [INFO ] [sig ] Generating forecast for: SKYE [2025-11-26T21:34:59.553293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'. [2025-11-26T21:34:59.564085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYE'. [2025-11-26T21:34:59.564366] [INFO ] [FORECASTER] Starting predict_future for SKYE [2025-11-26T21:34:59.565178] [DEBUG] [LOCAL ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt [2025-11-26T21:34:59.565246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:59.565290] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:59.565328] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:59.565416] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:59.622119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:59.622813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:59.622922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:59.622976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:34:59.742914] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:34:59.743078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:34:59.743134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:34:59.743178] [INFO ] [FORECASTER] Training complete [2025-11-26T21:34:59.746508] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=78.00%) [2025-11-26T21:34:59.746820] [INFO ] [FORECASTER] Completed predict_future for SKYE [2025-11-26T21:34:59.746963] [INFO ] [sig ] SKYE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:34:59.890455] [INFO ] [LOCAL ] Saved forecast: SKYE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SKYE.txt [2025-11-26T21:34:59.890665] [INFO ] [sig ] [2913/3599] Completed SKYE in 0.3s | 2.92 sym/s | Total: 16.6m | ETA: 3.9m [2025-11-26T21:34:59.890749] [INFO ] [sig ] [2914/3599] Forecasting SKYH... [2025-11-26T21:34:59.890788] [INFO ] [sig ] Generating forecast for: SKYH [2025-11-26T21:34:59.890833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-11-26T21:34:59.902315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYH'. [2025-11-26T21:34:59.902721] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-11-26T21:34:59.903567] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-11-26T21:34:59.903680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:34:59.903753] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:34:59.903806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:34:59.903889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:34:59.966798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:34:59.967744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:34:59.967848] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:34:59.967905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:00.089876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:00.090072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:00.090133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:00.090197] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:00.094017] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-11-26T21:35:00.094360] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-11-26T21:35:00.094528] [INFO ] [sig ] SKYH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:00.253806] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKYH.txt [2025-11-26T21:35:00.254031] [INFO ] [sig ] [2914/3599] Completed SKYH in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:00.254115] [INFO ] [sig ] [2915/3599] Forecasting SKYX... [2025-11-26T21:35:00.254226] [INFO ] [sig ] Generating forecast for: SKYX [2025-11-26T21:35:00.254297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'. [2025-11-26T21:35:00.265434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYX'. [2025-11-26T21:35:00.265775] [INFO ] [FORECASTER] Starting predict_future for SKYX [2025-11-26T21:35:00.266549] [DEBUG] [LOCAL ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt [2025-11-26T21:35:00.266633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:00.266700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:00.266740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:00.266806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:00.323949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:00.324630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:00.324743] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:00.324783] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:00.447717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:00.447883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:00.447965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:00.448036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:00.451386] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=38.19%) [2025-11-26T21:35:00.451731] [INFO ] [FORECASTER] Completed predict_future for SKYX [2025-11-26T21:35:00.451891] [INFO ] [sig ] SKYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:00.594850] [INFO ] [LOCAL ] Saved forecast: SKYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKYX.txt [2025-11-26T21:35:00.595053] [INFO ] [sig ] [2915/3599] Completed SKYX in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:00.595124] [INFO ] [sig ] [2916/3599] Forecasting SKYY... [2025-11-26T21:35:00.595202] [INFO ] [sig ] Generating forecast for: SKYY [2025-11-26T21:35:00.595265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'. [2025-11-26T21:35:00.606052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYY'. [2025-11-26T21:35:00.606420] [INFO ] [FORECASTER] Starting predict_future for SKYY [2025-11-26T21:35:00.607261] [DEBUG] [LOCAL ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt [2025-11-26T21:35:00.607341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:00.607469] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:00.607535] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:00.607636] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:00.673683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:00.674481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:00.674587] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:00.674672] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:00.806345] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:00.806487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:00.806540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:00.806581] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:00.810069] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=12.24%) [2025-11-26T21:35:00.810373] [INFO ] [FORECASTER] Completed predict_future for SKYY [2025-11-26T21:35:00.810540] [INFO ] [sig ] SKYY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:00.957245] [INFO ] [LOCAL ] Saved forecast: SKYY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SKYY.txt [2025-11-26T21:35:00.957478] [INFO ] [sig ] [2916/3599] Completed SKYY in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:00.957589] [INFO ] [sig ] [2917/3599] Forecasting SLAB... [2025-11-26T21:35:00.957680] [INFO ] [sig ] Generating forecast for: SLAB [2025-11-26T21:35:00.957750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'. [2025-11-26T21:35:00.968441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLAB'. [2025-11-26T21:35:00.968797] [INFO ] [FORECASTER] Starting predict_future for SLAB [2025-11-26T21:35:00.969621] [DEBUG] [LOCAL ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt [2025-11-26T21:35:00.969711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:00.969758] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:00.969797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:00.969864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:01.027891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:01.028709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:01.028813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:01.028862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:01.147048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:01.147229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:01.147281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:01.147322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:01.150701] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=99.01%) [2025-11-26T21:35:01.151019] [INFO ] [FORECASTER] Completed predict_future for SLAB [2025-11-26T21:35:01.151167] [INFO ] [sig ] SLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:01.294933] [INFO ] [LOCAL ] Saved forecast: SLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLAB.txt [2025-11-26T21:35:01.295126] [INFO ] [sig ] [2917/3599] Completed SLAB in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:01.295182] [INFO ] [sig ] [2918/3599] Forecasting SLB... [2025-11-26T21:35:01.295226] [INFO ] [sig ] Generating forecast for: SLB [2025-11-26T21:35:01.295294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-11-26T21:35:01.307356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLB'. [2025-11-26T21:35:01.307800] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-11-26T21:35:01.308619] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-11-26T21:35:01.308713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:01.308765] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:01.308807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:01.308880] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:01.369239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:01.370079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:01.370177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:01.370226] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:01.488249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:01.488420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:01.488474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:01.488520] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:01.491954] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=18.30%) [2025-11-26T21:35:01.492252] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-11-26T21:35:01.492397] [INFO ] [sig ] SLB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:01.632114] [INFO ] [LOCAL ] Saved forecast: SLB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLB.txt [2025-11-26T21:35:01.632326] [INFO ] [sig ] [2918/3599] Completed SLB in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:01.632381] [INFO ] [sig ] [2919/3599] Forecasting SLDB... [2025-11-26T21:35:01.632443] [INFO ] [sig ] Generating forecast for: SLDB [2025-11-26T21:35:01.632481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'. [2025-11-26T21:35:01.643376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDB'. [2025-11-26T21:35:01.643854] [INFO ] [FORECASTER] Starting predict_future for SLDB [2025-11-26T21:35:01.644769] [DEBUG] [LOCAL ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt [2025-11-26T21:35:01.644850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:01.644913] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:01.644972] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:01.645068] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:01.706492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:01.707438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:01.707552] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:01.707615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:01.830301] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:01.830504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:01.830574] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:01.830631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:01.834137] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=17.36%) [2025-11-26T21:35:01.834459] [INFO ] [FORECASTER] Completed predict_future for SLDB [2025-11-26T21:35:01.834627] [INFO ] [sig ] SLDB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:01.976413] [INFO ] [LOCAL ] Saved forecast: SLDB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLDB.txt [2025-11-26T21:35:01.976587] [INFO ] [sig ] [2919/3599] Completed SLDB in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:01.976677] [INFO ] [sig ] [2920/3599] Forecasting SLDP... [2025-11-26T21:35:01.976738] [INFO ] [sig ] Generating forecast for: SLDP [2025-11-26T21:35:01.976792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'. [2025-11-26T21:35:01.987436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDP'. [2025-11-26T21:35:01.987784] [INFO ] [FORECASTER] Starting predict_future for SLDP [2025-11-26T21:35:01.988611] [DEBUG] [LOCAL ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt [2025-11-26T21:35:01.988715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:01.988782] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:01.988843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:01.988948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:02.046147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:02.047104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:02.047224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:02.047297] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:02.164141] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:02.164338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:02.164395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:02.164438] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:02.168224] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=43.02%) [2025-11-26T21:35:02.168538] [INFO ] [FORECASTER] Completed predict_future for SLDP [2025-11-26T21:35:02.168697] [INFO ] [sig ] SLDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:02.306820] [INFO ] [LOCAL ] Saved forecast: SLDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLDP.txt [2025-11-26T21:35:02.306967] [INFO ] [sig ] [2920/3599] Completed SLDP in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:02.307020] [INFO ] [sig ] [2921/3599] Forecasting SLF... [2025-11-26T21:35:02.307058] [INFO ] [sig ] Generating forecast for: SLF [2025-11-26T21:35:02.307100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-11-26T21:35:02.317541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLF'. [2025-11-26T21:35:02.317976] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-11-26T21:35:02.318876] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-11-26T21:35:02.318951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:02.318998] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:02.319036] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:02.319108] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:02.384673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:02.385578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:02.385713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:02.385788] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:02.508029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:02.508233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:02.508306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:02.508368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:02.511778] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=9.42%) [2025-11-26T21:35:02.512103] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-11-26T21:35:02.512281] [INFO ] [sig ] SLF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:02.651247] [INFO ] [LOCAL ] Saved forecast: SLF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLF.txt [2025-11-26T21:35:02.651439] [INFO ] [sig ] [2921/3599] Completed SLF in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:02.651521] [INFO ] [sig ] [2922/3599] Forecasting SLG... [2025-11-26T21:35:02.651611] [INFO ] [sig ] Generating forecast for: SLG [2025-11-26T21:35:02.651706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-11-26T21:35:02.662556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLG'. [2025-11-26T21:35:02.662902] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-11-26T21:35:02.663759] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-11-26T21:35:02.663829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:02.663895] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:02.663962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:02.664071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:02.721024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:02.721892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:02.722007] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:02.722078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:02.841719] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:02.841941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:02.842015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:02.842078] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:02.846102] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-11-26T21:35:02.846430] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-11-26T21:35:02.846609] [INFO ] [sig ] SLG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:02.990138] [INFO ] [LOCAL ] Saved forecast: SLG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLG.txt [2025-11-26T21:35:02.990345] [INFO ] [sig ] [2922/3599] Completed SLG in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:02.990417] [INFO ] [sig ] [2923/3599] Forecasting SLGN... [2025-11-26T21:35:02.990482] [INFO ] [sig ] Generating forecast for: SLGN [2025-11-26T21:35:02.990549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-11-26T21:35:03.004583] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLGN'. [2025-11-26T21:35:03.005254] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-11-26T21:35:03.006363] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-11-26T21:35:03.006439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:03.006489] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:03.006542] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:03.006689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:03.070439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:03.071839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:03.072000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:03.072058] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:03.197005] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:03.197238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:03.197322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:03.197369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:03.200986] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=56.31%) [2025-11-26T21:35:03.201319] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-11-26T21:35:03.201489] [INFO ] [sig ] SLGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:03.342104] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLGN.txt [2025-11-26T21:35:03.342303] [INFO ] [sig ] [2923/3599] Completed SLGN in 0.4s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:03.342375] [INFO ] [sig ] [2924/3599] Forecasting SLM... [2025-11-26T21:35:03.342429] [INFO ] [sig ] Generating forecast for: SLM [2025-11-26T21:35:03.342497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'. [2025-11-26T21:35:03.352629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLM'. [2025-11-26T21:35:03.352938] [INFO ] [FORECASTER] Starting predict_future for SLM [2025-11-26T21:35:03.353760] [DEBUG] [LOCAL ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt [2025-11-26T21:35:03.353829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:03.353874] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:03.353914] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:03.353985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:03.412331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:03.413230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:03.413332] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:03.413383] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:03.532287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:03.532463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:03.532518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:03.532559] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:03.535913] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=83.12%) [2025-11-26T21:35:03.536246] [INFO ] [FORECASTER] Completed predict_future for SLM [2025-11-26T21:35:03.536389] [INFO ] [sig ] SLM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:03.675886] [INFO ] [LOCAL ] Saved forecast: SLM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLM.txt [2025-11-26T21:35:03.676034] [INFO ] [sig ] [2924/3599] Completed SLM in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:03.676090] [INFO ] [sig ] [2925/3599] Forecasting SLN... [2025-11-26T21:35:03.676130] [INFO ] [sig ] Generating forecast for: SLN [2025-11-26T21:35:03.676172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'. [2025-11-26T21:35:03.686038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLN'. [2025-11-26T21:35:03.686327] [INFO ] [FORECASTER] Starting predict_future for SLN [2025-11-26T21:35:03.687119] [DEBUG] [LOCAL ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt [2025-11-26T21:35:03.687187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:03.687232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:03.687271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:03.687338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:03.742776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:03.743386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:03.743478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:03.743523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:03.861845] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:03.861993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:03.862045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:03.862084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:03.865344] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=28.00%) [2025-11-26T21:35:03.865638] [INFO ] [FORECASTER] Completed predict_future for SLN [2025-11-26T21:35:03.865797] [INFO ] [sig ] SLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:04.006777] [INFO ] [LOCAL ] Saved forecast: SLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLN.txt [2025-11-26T21:35:04.006925] [INFO ] [sig ] [2925/3599] Completed SLN in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.9m [2025-11-26T21:35:04.007000] [INFO ] [sig ] [2926/3599] Forecasting SLNO... [2025-11-26T21:35:04.007043] [INFO ] [sig ] Generating forecast for: SLNO [2025-11-26T21:35:04.007082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'. [2025-11-26T21:35:04.017251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLNO'. [2025-11-26T21:35:04.017594] [INFO ] [FORECASTER] Starting predict_future for SLNO [2025-11-26T21:35:04.018415] [DEBUG] [LOCAL ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt [2025-11-26T21:35:04.018494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:04.018580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:04.018665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:04.018770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:04.076173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:04.076903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:04.077013] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:04.077082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:04.198022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:04.198198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:04.198249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:04.198284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:04.201623] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=56.98%) [2025-11-26T21:35:04.201928] [INFO ] [FORECASTER] Completed predict_future for SLNO [2025-11-26T21:35:04.202068] [INFO ] [sig ] SLNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:04.342120] [INFO ] [LOCAL ] Saved forecast: SLNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLNO.txt [2025-11-26T21:35:04.342277] [INFO ] [sig ] [2926/3599] Completed SLNO in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.8m [2025-11-26T21:35:04.342373] [INFO ] [sig ] [2927/3599] Forecasting SLP... [2025-11-26T21:35:04.342431] [INFO ] [sig ] Generating forecast for: SLP [2025-11-26T21:35:04.342473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'. [2025-11-26T21:35:04.353149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLP'. [2025-11-26T21:35:04.353511] [INFO ] [FORECASTER] Starting predict_future for SLP [2025-11-26T21:35:04.354297] [DEBUG] [LOCAL ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt [2025-11-26T21:35:04.354367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:04.354413] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:04.354452] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:04.354520] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:04.410568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:04.411235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:04.411331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:04.411377] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:04.526203] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:04.526354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:04.526404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:04.526444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:04.529783] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-11-26T21:35:04.530072] [INFO ] [FORECASTER] Completed predict_future for SLP [2025-11-26T21:35:04.530212] [INFO ] [sig ] SLP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:04.673911] [INFO ] [LOCAL ] Saved forecast: SLP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLP.txt [2025-11-26T21:35:04.674134] [INFO ] [sig ] [2927/3599] Completed SLP in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.8m [2025-11-26T21:35:04.674209] [INFO ] [sig ] [2928/3599] Forecasting SLQD... [2025-11-26T21:35:04.674276] [INFO ] [sig ] Generating forecast for: SLQD [2025-11-26T21:35:04.674342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'. [2025-11-26T21:35:04.685358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLQD'. [2025-11-26T21:35:04.685815] [INFO ] [FORECASTER] Starting predict_future for SLQD [2025-11-26T21:35:04.686768] [DEBUG] [LOCAL ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt [2025-11-26T21:35:04.686837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:04.686884] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:04.686923] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:04.686993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:04.747441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:04.748324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:04.748429] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:04.748478] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:04.870920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:04.871119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:04.871171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:04.871211] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:04.874596] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=93.75%) [2025-11-26T21:35:04.874932] [INFO ] [FORECASTER] Completed predict_future for SLQD [2025-11-26T21:35:04.875082] [INFO ] [sig ] SLQD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:05.017358] [INFO ] [LOCAL ] Saved forecast: SLQD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLQD.txt [2025-11-26T21:35:05.017575] [INFO ] [sig ] [2928/3599] Completed SLQD in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.8m [2025-11-26T21:35:05.017673] [INFO ] [sig ] [2929/3599] Forecasting SLRC... [2025-11-26T21:35:05.017721] [INFO ] [sig ] Generating forecast for: SLRC [2025-11-26T21:35:05.017763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'. [2025-11-26T21:35:05.028140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLRC'. [2025-11-26T21:35:05.028569] [INFO ] [FORECASTER] Starting predict_future for SLRC [2025-11-26T21:35:05.029436] [DEBUG] [LOCAL ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt [2025-11-26T21:35:05.029512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:05.029578] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:05.029666] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:05.029776] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:05.088066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:05.089074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:05.089199] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:05.089270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:05.207084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:05.207288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:05.207360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:05.207450] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:05.210921] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=4.47%) [2025-11-26T21:35:05.211259] [INFO ] [FORECASTER] Completed predict_future for SLRC [2025-11-26T21:35:05.211438] [INFO ] [sig ] SLRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:05.357479] [INFO ] [LOCAL ] Saved forecast: SLRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLRC.txt [2025-11-26T21:35:05.357758] [INFO ] [sig ] [2929/3599] Completed SLRC in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.8m [2025-11-26T21:35:05.357852] [INFO ] [sig ] [2930/3599] Forecasting SLS... [2025-11-26T21:35:05.357914] [INFO ] [sig ] Generating forecast for: SLS [2025-11-26T21:35:05.357981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'. [2025-11-26T21:35:05.369234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLS'. [2025-11-26T21:35:05.369684] [INFO ] [FORECASTER] Starting predict_future for SLS [2025-11-26T21:35:05.370563] [DEBUG] [LOCAL ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt [2025-11-26T21:35:05.370636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:05.370736] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:05.370793] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:05.370869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:05.429119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:05.430037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:05.430145] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:05.430194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:05.548170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:05.548372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:05.548427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:05.548470] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:05.552026] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=6.23%) [2025-11-26T21:35:05.552518] [INFO ] [FORECASTER] Completed predict_future for SLS [2025-11-26T21:35:05.552687] [INFO ] [sig ] SLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:05.692809] [INFO ] [LOCAL ] Saved forecast: SLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLS.txt [2025-11-26T21:35:05.693032] [INFO ] [sig ] [2930/3599] Completed SLS in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.8m [2025-11-26T21:35:05.693103] [INFO ] [sig ] [2931/3599] Forecasting SLVM... [2025-11-26T21:35:05.693158] [INFO ] [sig ] Generating forecast for: SLVM [2025-11-26T21:35:05.693210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-11-26T21:35:05.703766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVM'. [2025-11-26T21:35:05.704205] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-11-26T21:35:05.705124] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-11-26T21:35:05.705209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:05.705272] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:05.705331] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:05.705429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:05.762935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:05.763933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:05.764060] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:05.764122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:05.886285] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:05.886480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:05.886566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:05.886623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:05.890238] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=41.17%) [2025-11-26T21:35:05.890608] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-11-26T21:35:05.890824] [INFO ] [sig ] SLVM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:06.040372] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SLVM.txt [2025-11-26T21:35:06.040580] [INFO ] [sig ] [2931/3599] Completed SLVM in 0.3s | 2.92 sym/s | Total: 16.7m | ETA: 3.8m [2025-11-26T21:35:06.040705] [INFO ] [sig ] [2932/3599] Forecasting SLVO... [2025-11-26T21:35:06.040774] [INFO ] [sig ] Generating forecast for: SLVO [2025-11-26T21:35:06.040844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'. [2025-11-26T21:35:06.052680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVO'. [2025-11-26T21:35:06.053079] [INFO ] [FORECASTER] Starting predict_future for SLVO [2025-11-26T21:35:06.054195] [DEBUG] [LOCAL ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt [2025-11-26T21:35:06.054267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:06.054324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:06.054376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:06.054463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:06.119705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:06.120630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:06.120758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:06.120817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:06.268729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:06.268959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:06.269046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:06.269121] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:06.274636] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-11-26T21:35:06.275203] [INFO ] [FORECASTER] Completed predict_future for SLVO [2025-11-26T21:35:06.275430] [INFO ] [sig ] SLVO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:06.418321] [INFO ] [LOCAL ] Saved forecast: SLVO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLVO.txt [2025-11-26T21:35:06.418505] [INFO ] [sig ] [2932/3599] Completed SLVO in 0.4s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:06.418560] [INFO ] [sig ] [2933/3599] Forecasting SLXN... [2025-11-26T21:35:06.418629] [INFO ] [sig ] Generating forecast for: SLXN [2025-11-26T21:35:06.418687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'. [2025-11-26T21:35:06.433437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLXN'. [2025-11-26T21:35:06.433973] [INFO ] [FORECASTER] Starting predict_future for SLXN [2025-11-26T21:35:06.435050] [DEBUG] [LOCAL ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt [2025-11-26T21:35:06.435128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:06.435177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:06.435218] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:06.435296] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:06.495297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:06.496209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:06.496317] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:06.496368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:06.611449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:06.611625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:06.611715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:06.611760] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:06.615059] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:35:06.615347] [INFO ] [FORECASTER] Completed predict_future for SLXN [2025-11-26T21:35:06.615490] [INFO ] [sig ] SLXN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:06.756342] [INFO ] [LOCAL ] Saved forecast: SLXN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SLXN.txt [2025-11-26T21:35:06.756508] [INFO ] [sig ] [2933/3599] Completed SLXN in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:06.756563] [INFO ] [sig ] [2934/3599] Forecasting SM... [2025-11-26T21:35:06.756628] [INFO ] [sig ] Generating forecast for: SM [2025-11-26T21:35:06.756696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-11-26T21:35:06.766806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SM'. [2025-11-26T21:35:06.767143] [INFO ] [FORECASTER] Starting predict_future for SM [2025-11-26T21:35:06.768005] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-11-26T21:35:06.768078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:06.768126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:06.768168] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:06.768240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:06.825402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:06.826182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:06.826283] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:06.826333] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:06.949411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:06.949604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:06.949681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:06.949726] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:06.953342] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=98.97%) [2025-11-26T21:35:06.953769] [INFO ] [FORECASTER] Completed predict_future for SM [2025-11-26T21:35:06.953971] [INFO ] [sig ] SM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:07.097537] [INFO ] [LOCAL ] Saved forecast: SM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SM.txt [2025-11-26T21:35:07.097747] [INFO ] [sig ] [2934/3599] Completed SM in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:07.097807] [INFO ] [sig ] [2935/3599] Forecasting SMBC... [2025-11-26T21:35:07.097850] [INFO ] [sig ] Generating forecast for: SMBC [2025-11-26T21:35:07.097890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'. [2025-11-26T21:35:07.108758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBC'. [2025-11-26T21:35:07.109145] [INFO ] [FORECASTER] Starting predict_future for SMBC [2025-11-26T21:35:07.110006] [DEBUG] [LOCAL ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt [2025-11-26T21:35:07.110081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:07.110128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:07.110169] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:07.110246] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:07.169181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:07.169969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:07.170093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:07.170142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:07.286689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:07.286867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:07.286921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:07.286964] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:07.290432] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-11-26T21:35:07.290756] [INFO ] [FORECASTER] Completed predict_future for SMBC [2025-11-26T21:35:07.290906] [INFO ] [sig ] SMBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:07.431906] [INFO ] [LOCAL ] Saved forecast: SMBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMBC.txt [2025-11-26T21:35:07.432062] [INFO ] [sig ] [2935/3599] Completed SMBC in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:07.432118] [INFO ] [sig ] [2936/3599] Forecasting SMBK... [2025-11-26T21:35:07.432161] [INFO ] [sig ] Generating forecast for: SMBK [2025-11-26T21:35:07.432230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-11-26T21:35:07.442516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBK'. [2025-11-26T21:35:07.442874] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-11-26T21:35:07.443727] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-11-26T21:35:07.443799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:07.443846] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:07.443887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:07.443957] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:07.501846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:07.502569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:07.502686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:07.502743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:07.628100] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:07.628296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:07.628351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:07.628394] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:07.631891] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=19.57%) [2025-11-26T21:35:07.632251] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-11-26T21:35:07.632421] [INFO ] [sig ] SMBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:07.777436] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMBK.txt [2025-11-26T21:35:07.777692] [INFO ] [sig ] [2936/3599] Completed SMBK in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:07.777777] [INFO ] [sig ] [2937/3599] Forecasting SMCI... [2025-11-26T21:35:07.777845] [INFO ] [sig ] Generating forecast for: SMCI [2025-11-26T21:35:07.777912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'. [2025-11-26T21:35:07.788266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCI'. [2025-11-26T21:35:07.788612] [INFO ] [FORECASTER] Starting predict_future for SMCI [2025-11-26T21:35:07.789453] [DEBUG] [LOCAL ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt [2025-11-26T21:35:07.789533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:07.789609] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:07.789686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:07.789786] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:07.846917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:07.847830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:07.847942] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:07.848006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:07.973784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:07.973978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:07.974061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:07.974133] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:07.977770] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-11-26T21:35:07.978160] [INFO ] [FORECASTER] Completed predict_future for SMCI [2025-11-26T21:35:07.978354] [INFO ] [sig ] SMCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:08.126599] [INFO ] [LOCAL ] Saved forecast: SMCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMCI.txt [2025-11-26T21:35:08.126830] [INFO ] [sig ] [2937/3599] Completed SMCI in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:08.126890] [INFO ] [sig ] [2938/3599] Forecasting SMCX... [2025-11-26T21:35:08.126935] [INFO ] [sig ] Generating forecast for: SMCX [2025-11-26T21:35:08.126976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'. [2025-11-26T21:35:08.137206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCX'. [2025-11-26T21:35:08.137550] [INFO ] [FORECASTER] Starting predict_future for SMCX [2025-11-26T21:35:08.138400] [DEBUG] [LOCAL ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt [2025-11-26T21:35:08.138471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:08.138517] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:08.138558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:08.138626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:08.196408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:08.197184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:08.197284] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:08.197332] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:08.324530] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:08.324734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:08.324790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:08.324835] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:08.328301] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=43.96%) [2025-11-26T21:35:08.328604] [INFO ] [FORECASTER] Completed predict_future for SMCX [2025-11-26T21:35:08.328767] [INFO ] [sig ] SMCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:08.471879] [INFO ] [LOCAL ] Saved forecast: SMCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMCX.txt [2025-11-26T21:35:08.472040] [INFO ] [sig ] [2938/3599] Completed SMCX in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:08.472124] [INFO ] [sig ] [2939/3599] Forecasting SMFG... [2025-11-26T21:35:08.472173] [INFO ] [sig ] Generating forecast for: SMFG [2025-11-26T21:35:08.472219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-11-26T21:35:08.484473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMFG'. [2025-11-26T21:35:08.484824] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-11-26T21:35:08.485602] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-11-26T21:35:08.485689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:08.485747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:08.485796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:08.485884] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:08.542680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:08.543450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:08.543553] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:08.543609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:08.667396] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:08.667622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:08.667694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:08.667738] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:08.671088] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=42.18%) [2025-11-26T21:35:08.671407] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-11-26T21:35:08.671564] [INFO ] [sig ] SMFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:08.818376] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMFG.txt [2025-11-26T21:35:08.818584] [INFO ] [sig ] [2939/3599] Completed SMFG in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:08.818708] [INFO ] [sig ] [2940/3599] Forecasting SMH... [2025-11-26T21:35:08.818778] [INFO ] [sig ] Generating forecast for: SMH [2025-11-26T21:35:08.818847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'. [2025-11-26T21:35:08.829593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMH'. [2025-11-26T21:35:08.830028] [INFO ] [FORECASTER] Starting predict_future for SMH [2025-11-26T21:35:08.830917] [DEBUG] [LOCAL ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt [2025-11-26T21:35:08.830995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:08.831064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:08.831133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:08.831227] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:08.887826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:08.888737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:08.888853] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:08.888920] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:09.009526] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:09.009721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:09.009775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:09.009816] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:09.013117] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=85.06%) [2025-11-26T21:35:09.013405] [INFO ] [FORECASTER] Completed predict_future for SMH [2025-11-26T21:35:09.013548] [INFO ] [sig ] SMH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:09.151874] [INFO ] [LOCAL ] Saved forecast: SMH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SMH.txt [2025-11-26T21:35:09.152031] [INFO ] [sig ] [2940/3599] Completed SMH in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:09.152102] [INFO ] [sig ] [2941/3599] Forecasting SMHI... [2025-11-26T21:35:09.152163] [INFO ] [sig ] Generating forecast for: SMHI [2025-11-26T21:35:09.152225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-11-26T21:35:09.162053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHI'. [2025-11-26T21:35:09.162369] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-11-26T21:35:09.163181] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-11-26T21:35:09.163251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:09.163295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:09.163335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:09.163402] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:09.219355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:09.220062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:09.220160] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:09.220208] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:09.329971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:09.330139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:09.330191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:09.330233] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:09.333553] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-11-26T21:35:09.333874] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-11-26T21:35:09.334025] [INFO ] [sig ] SMHI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:09.474156] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMHI.txt [2025-11-26T21:35:09.474300] [INFO ] [sig ] [2941/3599] Completed SMHI in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:09.474365] [INFO ] [sig ] [2942/3599] Forecasting SMHX... [2025-11-26T21:35:09.474414] [INFO ] [sig ] Generating forecast for: SMHX [2025-11-26T21:35:09.474457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'. [2025-11-26T21:35:09.484740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHX'. [2025-11-26T21:35:09.485043] [INFO ] [FORECASTER] Starting predict_future for SMHX [2025-11-26T21:35:09.485818] [DEBUG] [LOCAL ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt [2025-11-26T21:35:09.485886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:09.485932] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:09.485970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:09.486038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:09.543502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:09.544220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:09.544319] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:09.544368] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:09.661868] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:09.662021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:09.662076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:09.662116] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:09.665426] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=95.56%) [2025-11-26T21:35:09.665737] [INFO ] [FORECASTER] Completed predict_future for SMHX [2025-11-26T21:35:09.665877] [INFO ] [sig ] SMHX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:09.805020] [INFO ] [LOCAL ] Saved forecast: SMHX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SMHX.txt [2025-11-26T21:35:09.805186] [INFO ] [sig ] [2942/3599] Completed SMHX in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.8m [2025-11-26T21:35:09.805241] [INFO ] [sig ] [2943/3599] Forecasting SMID... [2025-11-26T21:35:09.805285] [INFO ] [sig ] Generating forecast for: SMID [2025-11-26T21:35:09.805324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'. [2025-11-26T21:35:09.816161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMID'. [2025-11-26T21:35:09.816575] [INFO ] [FORECASTER] Starting predict_future for SMID [2025-11-26T21:35:09.817423] [DEBUG] [LOCAL ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt [2025-11-26T21:35:09.817496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:09.817546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:09.817583] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:09.817673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:09.873462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:09.874366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:09.874470] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:09.874518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:09.978829] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:09.979038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:09.979093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:09.979134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:09.982488] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=5.64%) [2025-11-26T21:35:09.982814] [INFO ] [FORECASTER] Completed predict_future for SMID [2025-11-26T21:35:09.982959] [INFO ] [sig ] SMID: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:10.123787] [INFO ] [LOCAL ] Saved forecast: SMID 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMID.txt [2025-11-26T21:35:10.123968] [INFO ] [sig ] [2943/3599] Completed SMID in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.7m [2025-11-26T21:35:10.124024] [INFO ] [sig ] [2944/3599] Forecasting SMPL... [2025-11-26T21:35:10.124066] [INFO ] [sig ] Generating forecast for: SMPL [2025-11-26T21:35:10.124130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'. [2025-11-26T21:35:10.134571] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMPL'. [2025-11-26T21:35:10.134908] [INFO ] [FORECASTER] Starting predict_future for SMPL [2025-11-26T21:35:10.135693] [DEBUG] [LOCAL ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt [2025-11-26T21:35:10.135760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:10.135804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:10.135843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:10.135912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:10.192540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:10.193427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:10.193527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:10.193573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:10.312160] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:10.312351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:10.312406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:10.312468] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:10.315793] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=34.79%) [2025-11-26T21:35:10.316081] [INFO ] [FORECASTER] Completed predict_future for SMPL [2025-11-26T21:35:10.316219] [INFO ] [sig ] SMPL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:10.455955] [INFO ] [LOCAL ] Saved forecast: SMPL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMPL.txt [2025-11-26T21:35:10.456146] [INFO ] [sig ] [2944/3599] Completed SMPL in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.7m [2025-11-26T21:35:10.456202] [INFO ] [sig ] [2945/3599] Forecasting SMTC... [2025-11-26T21:35:10.456270] [INFO ] [sig ] Generating forecast for: SMTC [2025-11-26T21:35:10.456313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'. [2025-11-26T21:35:10.466477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTC'. [2025-11-26T21:35:10.466823] [INFO ] [FORECASTER] Starting predict_future for SMTC [2025-11-26T21:35:10.467618] [DEBUG] [LOCAL ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt [2025-11-26T21:35:10.467705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:10.467752] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:10.467790] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:10.467856] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:10.524599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:10.525518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:10.525630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:10.525700] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:10.641115] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:10.641303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:10.641358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:10.641395] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:10.644802] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=49.59%) [2025-11-26T21:35:10.645127] [INFO ] [FORECASTER] Completed predict_future for SMTC [2025-11-26T21:35:10.645281] [INFO ] [sig ] SMTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:10.784989] [INFO ] [LOCAL ] Saved forecast: SMTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMTC.txt [2025-11-26T21:35:10.785168] [INFO ] [sig ] [2945/3599] Completed SMTC in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.7m [2025-11-26T21:35:10.785221] [INFO ] [sig ] [2946/3599] Forecasting SMTI... [2025-11-26T21:35:10.785287] [INFO ] [sig ] Generating forecast for: SMTI [2025-11-26T21:35:10.785331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'. [2025-11-26T21:35:10.795462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTI'. [2025-11-26T21:35:10.795894] [INFO ] [FORECASTER] Starting predict_future for SMTI [2025-11-26T21:35:10.796738] [DEBUG] [LOCAL ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt [2025-11-26T21:35:10.796915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:10.796973] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:10.797013] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:10.797094] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:10.854769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:10.855629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:10.855745] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:10.855810] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:10.972452] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:10.972665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:10.972714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:10.972749] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:10.976172] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-11-26T21:35:10.976544] [INFO ] [FORECASTER] Completed predict_future for SMTI [2025-11-26T21:35:10.976797] [INFO ] [sig ] SMTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:11.125600] [INFO ] [LOCAL ] Saved forecast: SMTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMTI.txt [2025-11-26T21:35:11.125806] [INFO ] [sig ] [2946/3599] Completed SMTI in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.7m [2025-11-26T21:35:11.125892] [INFO ] [sig ] [2947/3599] Forecasting SMWB... [2025-11-26T21:35:11.125939] [INFO ] [sig ] Generating forecast for: SMWB [2025-11-26T21:35:11.125983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-11-26T21:35:11.136213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMWB'. [2025-11-26T21:35:11.136596] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-11-26T21:35:11.137442] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-11-26T21:35:11.137825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:11.137885] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:11.137927] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:11.138026] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:11.195140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:11.196062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:11.196166] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:11.196215] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:11.318177] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:11.318396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:11.318454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:11.318496] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:11.321957] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=37.17%) [2025-11-26T21:35:11.322256] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-11-26T21:35:11.322402] [INFO ] [sig ] SMWB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:11.471907] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SMWB.txt [2025-11-26T21:35:11.472091] [INFO ] [sig ] [2947/3599] Completed SMWB in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.7m [2025-11-26T21:35:11.472146] [INFO ] [sig ] [2948/3599] Forecasting SMX... [2025-11-26T21:35:11.472190] [INFO ] [sig ] Generating forecast for: SMX [2025-11-26T21:35:11.472255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'. [2025-11-26T21:35:11.483050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMX'. [2025-11-26T21:35:11.483389] [INFO ] [FORECASTER] Starting predict_future for SMX [2025-11-26T21:35:11.484209] [DEBUG] [LOCAL ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt [2025-11-26T21:35:11.484277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:11.484323] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:11.484376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:11.484453] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:11.540991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:11.541872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:11.541975] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:11.542019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:11.638403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:11.638588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:11.638656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:11.638700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:11.642084] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: UP (p=74.08%) [2025-11-26T21:35:11.642399] [INFO ] [FORECASTER] Completed predict_future for SMX [2025-11-26T21:35:11.642546] [INFO ] [sig ] SMX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:11.782134] [INFO ] [LOCAL ] Saved forecast: SMX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SMX.txt [2025-11-26T21:35:11.782310] [INFO ] [sig ] [2948/3599] Completed SMX in 0.3s | 2.92 sym/s | Total: 16.8m | ETA: 3.7m [2025-11-26T21:35:11.782364] [INFO ] [sig ] [2949/3599] Forecasting SN... [2025-11-26T21:35:11.782406] [INFO ] [sig ] Generating forecast for: SN [2025-11-26T21:35:11.782468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-11-26T21:35:11.793573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SN'. [2025-11-26T21:35:11.793971] [INFO ] [FORECASTER] Starting predict_future for SN [2025-11-26T21:35:11.794777] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-11-26T21:35:11.794846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:11.794891] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:11.794928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:11.794996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:11.851836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:11.852666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:11.852761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:11.852804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:11.976857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:11.977050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:11.977102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:11.977142] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:11.980508] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-11-26T21:35:11.980833] [INFO ] [FORECASTER] Completed predict_future for SN [2025-11-26T21:35:11.980979] [INFO ] [sig ] SN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:12.120229] [INFO ] [LOCAL ] Saved forecast: SN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SN.txt [2025-11-26T21:35:12.120421] [INFO ] [sig ] [2949/3599] Completed SN in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:12.120472] [INFO ] [sig ] [2950/3599] Forecasting SNA... [2025-11-26T21:35:12.120514] [INFO ] [sig ] Generating forecast for: SNA [2025-11-26T21:35:12.120555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-11-26T21:35:12.130612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNA'. [2025-11-26T21:35:12.130930] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-11-26T21:35:12.131704] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-11-26T21:35:12.131784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:12.131828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:12.131865] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:12.131937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:12.189012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:12.189909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:12.190009] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:12.190051] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:12.307160] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:12.307350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:12.307418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:12.307464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:12.314966] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=28.85%) [2025-11-26T21:35:12.315288] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-11-26T21:35:12.315427] [INFO ] [sig ] SNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:12.455036] [INFO ] [LOCAL ] Saved forecast: SNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNA.txt [2025-11-26T21:35:12.455200] [INFO ] [sig ] [2950/3599] Completed SNA in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:12.455255] [INFO ] [sig ] [2951/3599] Forecasting SNAP... [2025-11-26T21:35:12.455352] [INFO ] [sig ] Generating forecast for: SNAP [2025-11-26T21:35:12.455409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-11-26T21:35:12.466896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNAP'. [2025-11-26T21:35:12.467218] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-11-26T21:35:12.468028] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-11-26T21:35:12.468100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:12.468145] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:12.468184] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:12.468255] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:12.524766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:12.525613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:12.525742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:12.525787] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:12.643370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:12.643547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:12.643599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:12.643657] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:12.646990] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=95.19%) [2025-11-26T21:35:12.647277] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-11-26T21:35:12.647442] [INFO ] [sig ] SNAP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:12.786049] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNAP.txt [2025-11-26T21:35:12.786210] [INFO ] [sig ] [2951/3599] Completed SNAP in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:12.786262] [INFO ] [sig ] [2952/3599] Forecasting SNCY... [2025-11-26T21:35:12.786305] [INFO ] [sig ] Generating forecast for: SNCY [2025-11-26T21:35:12.786368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'. [2025-11-26T21:35:12.797537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNCY'. [2025-11-26T21:35:12.797986] [INFO ] [FORECASTER] Starting predict_future for SNCY [2025-11-26T21:35:12.798807] [DEBUG] [LOCAL ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt [2025-11-26T21:35:12.798876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:12.798920] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:12.798959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:12.799027] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:12.855411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:12.856280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:12.856378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:12.856425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:12.975886] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:12.976079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:12.976133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:12.976175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:12.979573] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-11-26T21:35:12.979897] [INFO ] [FORECASTER] Completed predict_future for SNCY [2025-11-26T21:35:12.980044] [INFO ] [sig ] SNCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:13.121820] [INFO ] [LOCAL ] Saved forecast: SNCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNCY.txt [2025-11-26T21:35:13.122002] [INFO ] [sig ] [2952/3599] Completed SNCY in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:13.122059] [INFO ] [sig ] [2953/3599] Forecasting SND... [2025-11-26T21:35:13.122102] [INFO ] [sig ] Generating forecast for: SND [2025-11-26T21:35:13.122144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'. [2025-11-26T21:35:13.133773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SND'. [2025-11-26T21:35:13.134231] [INFO ] [FORECASTER] Starting predict_future for SND [2025-11-26T21:35:13.135103] [DEBUG] [LOCAL ] No optimal features file found for SND: ./output/feature-sets/SND.txt [2025-11-26T21:35:13.135185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:13.135249] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:13.135307] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:13.135407] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:13.194498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:13.195398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:13.195515] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:13.195580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:13.312395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:13.312614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:13.312708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:13.312769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:13.316210] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=76.55%) [2025-11-26T21:35:13.316554] [INFO ] [FORECASTER] Completed predict_future for SND [2025-11-26T21:35:13.316741] [INFO ] [sig ] SND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:13.458219] [INFO ] [LOCAL ] Saved forecast: SND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SND.txt [2025-11-26T21:35:13.458427] [INFO ] [sig ] [2953/3599] Completed SND in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:13.458525] [INFO ] [sig ] [2954/3599] Forecasting SNDL... [2025-11-26T21:35:13.458593] [INFO ] [sig ] Generating forecast for: SNDL [2025-11-26T21:35:13.458674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'. [2025-11-26T21:35:13.469697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDL'. [2025-11-26T21:35:13.470110] [INFO ] [FORECASTER] Starting predict_future for SNDL [2025-11-26T21:35:13.470980] [DEBUG] [LOCAL ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt [2025-11-26T21:35:13.471051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:13.471096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:13.471137] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:13.471205] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:13.528530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:13.529422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:13.529534] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:13.529580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:13.648186] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:13.648398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:13.648450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:13.648491] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:13.651909] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-11-26T21:35:13.652225] [INFO ] [FORECASTER] Completed predict_future for SNDL [2025-11-26T21:35:13.652369] [INFO ] [sig ] SNDL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:13.794349] [INFO ] [LOCAL ] Saved forecast: SNDL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNDL.txt [2025-11-26T21:35:13.794554] [INFO ] [sig ] [2954/3599] Completed SNDL in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:13.794669] [INFO ] [sig ] [2955/3599] Forecasting SNDX... [2025-11-26T21:35:13.794732] [INFO ] [sig ] Generating forecast for: SNDX [2025-11-26T21:35:13.794790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'. [2025-11-26T21:35:13.805874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDX'. [2025-11-26T21:35:13.806285] [INFO ] [FORECASTER] Starting predict_future for SNDX [2025-11-26T21:35:13.807146] [DEBUG] [LOCAL ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt [2025-11-26T21:35:13.807221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:13.807286] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:13.807330] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:13.807457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:13.864328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:13.865224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:13.865345] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:13.865416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:13.985754] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:13.985947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:13.986021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:13.986084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:13.989556] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=72.87%) [2025-11-26T21:35:13.989916] [INFO ] [FORECASTER] Completed predict_future for SNDX [2025-11-26T21:35:13.990090] [INFO ] [sig ] SNDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:14.131147] [INFO ] [LOCAL ] Saved forecast: SNDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNDX.txt [2025-11-26T21:35:14.131309] [INFO ] [sig ] [2955/3599] Completed SNDX in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:14.131385] [INFO ] [sig ] [2956/3599] Forecasting SNES... [2025-11-26T21:35:14.131457] [INFO ] [sig ] Generating forecast for: SNES [2025-11-26T21:35:14.131501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'. [2025-11-26T21:35:14.142013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNES'. [2025-11-26T21:35:14.142358] [INFO ] [FORECASTER] Starting predict_future for SNES [2025-11-26T21:35:14.143217] [DEBUG] [LOCAL ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt [2025-11-26T21:35:14.143290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:14.143338] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:14.143378] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:14.143447] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:14.200482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:14.201149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:14.201246] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:14.201294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:14.318197] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:14.318353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:14.318402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:14.318439] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:14.321708] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=86.39%) [2025-11-26T21:35:14.321995] [INFO ] [FORECASTER] Completed predict_future for SNES [2025-11-26T21:35:14.322133] [INFO ] [sig ] SNES: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:14.461589] [INFO ] [LOCAL ] Saved forecast: SNES 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNES.txt [2025-11-26T21:35:14.461769] [INFO ] [sig ] [2956/3599] Completed SNES in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:14.461835] [INFO ] [sig ] [2957/3599] Forecasting SNEX... [2025-11-26T21:35:14.461894] [INFO ] [sig ] Generating forecast for: SNEX [2025-11-26T21:35:14.461945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'. [2025-11-26T21:35:14.472268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNEX'. [2025-11-26T21:35:14.472600] [INFO ] [FORECASTER] Starting predict_future for SNEX [2025-11-26T21:35:14.473427] [DEBUG] [LOCAL ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt [2025-11-26T21:35:14.473500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:14.473547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:14.473588] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:14.473686] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:14.530070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:14.530787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:14.530892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:14.530954] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:14.649669] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:14.649833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:14.649887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:14.649929] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:14.653215] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=3.81%) [2025-11-26T21:35:14.653526] [INFO ] [FORECASTER] Completed predict_future for SNEX [2025-11-26T21:35:14.653691] [INFO ] [sig ] SNEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:14.792623] [INFO ] [LOCAL ] Saved forecast: SNEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNEX.txt [2025-11-26T21:35:14.792827] [INFO ] [sig ] [2957/3599] Completed SNEX in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:14.792882] [INFO ] [sig ] [2958/3599] Forecasting SNFCA... [2025-11-26T21:35:14.792921] [INFO ] [sig ] Generating forecast for: SNFCA [2025-11-26T21:35:14.793015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'. [2025-11-26T21:35:14.803889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'. [2025-11-26T21:35:14.804304] [INFO ] [FORECASTER] Starting predict_future for SNFCA [2025-11-26T21:35:14.805107] [DEBUG] [LOCAL ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt [2025-11-26T21:35:14.805177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:14.805223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:14.805263] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:14.805330] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:14.862193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:14.863054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:14.863152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:14.863194] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:14.989063] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:14.989258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:14.989313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:14.989348] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:14.992633] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=13.53%) [2025-11-26T21:35:14.992946] [INFO ] [FORECASTER] Completed predict_future for SNFCA [2025-11-26T21:35:14.993089] [INFO ] [sig ] SNFCA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:15.132388] [INFO ] [LOCAL ] Saved forecast: SNFCA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNFCA.txt [2025-11-26T21:35:15.132547] [INFO ] [sig ] [2958/3599] Completed SNFCA in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:15.132601] [INFO ] [sig ] [2959/3599] Forecasting SNGX... [2025-11-26T21:35:15.132681] [INFO ] [sig ] Generating forecast for: SNGX [2025-11-26T21:35:15.132732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'. [2025-11-26T21:35:15.143487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNGX'. [2025-11-26T21:35:15.143842] [INFO ] [FORECASTER] Starting predict_future for SNGX [2025-11-26T21:35:15.144600] [DEBUG] [LOCAL ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt [2025-11-26T21:35:15.144693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:15.144741] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:15.144780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:15.144842] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:15.201475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:15.202235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:15.202338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:15.202385] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:15.323196] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:15.323385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:15.323438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:15.323474] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:15.326764] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=37.26%) [2025-11-26T21:35:15.327046] [INFO ] [FORECASTER] Completed predict_future for SNGX [2025-11-26T21:35:15.327187] [INFO ] [sig ] SNGX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:15.468989] [INFO ] [LOCAL ] Saved forecast: SNGX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNGX.txt [2025-11-26T21:35:15.469157] [INFO ] [sig ] [2959/3599] Completed SNGX in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:15.469213] [INFO ] [sig ] [2960/3599] Forecasting SNN... [2025-11-26T21:35:15.469278] [INFO ] [sig ] Generating forecast for: SNN [2025-11-26T21:35:15.469330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-11-26T21:35:15.480740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNN'. [2025-11-26T21:35:15.481147] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-11-26T21:35:15.481981] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-11-26T21:35:15.482051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:15.482097] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:15.482136] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:15.482201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:15.539126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:15.540093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:15.540195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:15.540241] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:15.659960] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:15.660169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:15.660216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:15.660258] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:15.663626] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=67.54%) [2025-11-26T21:35:15.663951] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-11-26T21:35:15.664095] [INFO ] [sig ] SNN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:15.806585] [INFO ] [LOCAL ] Saved forecast: SNN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNN.txt [2025-11-26T21:35:15.806839] [INFO ] [sig ] [2960/3599] Completed SNN in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.7m [2025-11-26T21:35:15.806905] [INFO ] [sig ] [2961/3599] Forecasting SNOA... [2025-11-26T21:35:15.806950] [INFO ] [sig ] Generating forecast for: SNOA [2025-11-26T21:35:15.806993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'. [2025-11-26T21:35:15.817879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNOA'. [2025-11-26T21:35:15.818207] [INFO ] [FORECASTER] Starting predict_future for SNOA [2025-11-26T21:35:15.819018] [DEBUG] [LOCAL ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt [2025-11-26T21:35:15.819112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:15.819160] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:15.819201] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:15.819268] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:15.875184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:15.875856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:15.875951] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:15.875992] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:15.992609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:15.992842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:15.992898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:15.992939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:15.996388] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=3.26%) [2025-11-26T21:35:15.996838] [INFO ] [FORECASTER] Completed predict_future for SNOA [2025-11-26T21:35:15.997010] [INFO ] [sig ] SNOA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:16.135420] [INFO ] [LOCAL ] Saved forecast: SNOA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNOA.txt [2025-11-26T21:35:16.135612] [INFO ] [sig ] [2961/3599] Completed SNOA in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.6m [2025-11-26T21:35:16.135719] [INFO ] [sig ] [2962/3599] Forecasting SNPS... [2025-11-26T21:35:16.135772] [INFO ] [sig ] Generating forecast for: SNPS [2025-11-26T21:35:16.135815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'. [2025-11-26T21:35:16.146695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNPS'. [2025-11-26T21:35:16.147074] [INFO ] [FORECASTER] Starting predict_future for SNPS [2025-11-26T21:35:16.147911] [DEBUG] [LOCAL ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt [2025-11-26T21:35:16.147981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:16.148026] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:16.148064] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:16.148132] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:16.205033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:16.205947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:16.206048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:16.206095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:16.325131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:16.325306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:16.325360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:16.325402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:16.328770] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-11-26T21:35:16.329064] [INFO ] [FORECASTER] Completed predict_future for SNPS [2025-11-26T21:35:16.329198] [INFO ] [sig ] SNPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:16.468114] [INFO ] [LOCAL ] Saved forecast: SNPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNPS.txt [2025-11-26T21:35:16.468254] [INFO ] [sig ] [2962/3599] Completed SNPS in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.6m [2025-11-26T21:35:16.468311] [INFO ] [sig ] [2963/3599] Forecasting SNTI... [2025-11-26T21:35:16.468363] [INFO ] [sig ] Generating forecast for: SNTI [2025-11-26T21:35:16.468433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'. [2025-11-26T21:35:16.479163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNTI'. [2025-11-26T21:35:16.479472] [INFO ] [FORECASTER] Starting predict_future for SNTI [2025-11-26T21:35:16.480254] [DEBUG] [LOCAL ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt [2025-11-26T21:35:16.480323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:16.480368] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:16.480407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:16.480474] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:16.536681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:16.537302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:16.537419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:16.537471] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:16.658802] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:16.658953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:16.659002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:16.659042] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:16.662246] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=78.12%) [2025-11-26T21:35:16.662537] [INFO ] [FORECASTER] Completed predict_future for SNTI [2025-11-26T21:35:16.662694] [INFO ] [sig ] SNTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:16.801035] [INFO ] [LOCAL ] Saved forecast: SNTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SNTI.txt [2025-11-26T21:35:16.801167] [INFO ] [sig ] [2963/3599] Completed SNTI in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.6m [2025-11-26T21:35:16.801220] [INFO ] [sig ] [2964/3599] Forecasting SNX... [2025-11-26T21:35:16.801256] [INFO ] [sig ] Generating forecast for: SNX [2025-11-26T21:35:16.801298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-11-26T21:35:16.811788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNX'. [2025-11-26T21:35:16.812093] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-11-26T21:35:16.812913] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-11-26T21:35:16.812984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:16.813029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:16.813068] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:16.813133] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:16.869509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:16.870161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:16.870255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:16.870296] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:16.987221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:16.987371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:16.987434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:16.987474] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:16.990736] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=3.57%) [2025-11-26T21:35:16.991039] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-11-26T21:35:16.991181] [INFO ] [sig ] SNX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:17.130481] [INFO ] [LOCAL ] Saved forecast: SNX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNX.txt [2025-11-26T21:35:17.130634] [INFO ] [sig ] [2964/3599] Completed SNX in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.6m [2025-11-26T21:35:17.130714] [INFO ] [sig ] [2965/3599] Forecasting SNY... [2025-11-26T21:35:17.130784] [INFO ] [sig ] Generating forecast for: SNY [2025-11-26T21:35:17.130829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'. [2025-11-26T21:35:17.140271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNY'. [2025-11-26T21:35:17.140559] [INFO ] [FORECASTER] Starting predict_future for SNY [2025-11-26T21:35:17.141360] [DEBUG] [LOCAL ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt [2025-11-26T21:35:17.141429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:17.141473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:17.141520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:17.141620] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:17.198480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:17.199110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:17.199204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:17.199261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:17.318421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:17.318590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:17.318657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:17.318700] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:17.322068] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-11-26T21:35:17.322374] [INFO ] [FORECASTER] Completed predict_future for SNY [2025-11-26T21:35:17.322517] [INFO ] [sig ] SNY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:17.461954] [INFO ] [LOCAL ] Saved forecast: SNY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SNY.txt [2025-11-26T21:35:17.462091] [INFO ] [sig ] [2965/3599] Completed SNY in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.6m [2025-11-26T21:35:17.462148] [INFO ] [sig ] [2966/3599] Forecasting SO... [2025-11-26T21:35:17.462194] [INFO ] [sig ] Generating forecast for: SO [2025-11-26T21:35:17.462230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-11-26T21:35:17.472195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SO'. [2025-11-26T21:35:17.472496] [INFO ] [FORECASTER] Starting predict_future for SO [2025-11-26T21:35:17.473285] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-11-26T21:35:17.473357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:17.473407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:17.473446] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:17.473511] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:17.530175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:17.530910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:17.531005] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:17.531044] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:17.648598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:17.648777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:17.648830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:17.648869] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:17.652159] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-11-26T21:35:17.652452] [INFO ] [FORECASTER] Completed predict_future for SO [2025-11-26T21:35:17.652621] [INFO ] [sig ] SO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:17.791165] [INFO ] [LOCAL ] Saved forecast: SO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SO.txt [2025-11-26T21:35:17.791321] [INFO ] [sig ] [2966/3599] Completed SO in 0.3s | 2.92 sym/s | Total: 16.9m | ETA: 3.6m [2025-11-26T21:35:17.791376] [INFO ] [sig ] [2967/3599] Forecasting SOCL... [2025-11-26T21:35:17.791424] [INFO ] [sig ] Generating forecast for: SOCL [2025-11-26T21:35:17.791482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'. [2025-11-26T21:35:17.801298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOCL'. [2025-11-26T21:35:17.801619] [INFO ] [FORECASTER] Starting predict_future for SOCL [2025-11-26T21:35:17.802414] [DEBUG] [LOCAL ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt [2025-11-26T21:35:17.802484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:17.802530] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:17.802570] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:17.802658] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:17.859428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:17.860073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:17.860171] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:17.860217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:17.961745] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:17.961886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:17.961937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:17.961977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:17.965220] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=87.61%) [2025-11-26T21:35:17.965508] [INFO ] [FORECASTER] Completed predict_future for SOCL [2025-11-26T21:35:17.965666] [INFO ] [sig ] SOCL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:18.103656] [INFO ] [LOCAL ] Saved forecast: SOCL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOCL.txt [2025-11-26T21:35:18.103837] [INFO ] [sig ] [2967/3599] Completed SOCL in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:18.103891] [INFO ] [sig ] [2968/3599] Forecasting SOFI... [2025-11-26T21:35:18.103935] [INFO ] [sig ] Generating forecast for: SOFI [2025-11-26T21:35:18.103975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'. [2025-11-26T21:35:18.114356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOFI'. [2025-11-26T21:35:18.114761] [INFO ] [FORECASTER] Starting predict_future for SOFI [2025-11-26T21:35:18.115562] [DEBUG] [LOCAL ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt [2025-11-26T21:35:18.115633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:18.115706] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:18.115757] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:18.115841] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:18.172788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:18.173681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:18.173790] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:18.173845] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:18.301370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:18.301564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:18.301662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:18.301719] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:18.305142] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=78.31%) [2025-11-26T21:35:18.305451] [INFO ] [FORECASTER] Completed predict_future for SOFI [2025-11-26T21:35:18.305608] [INFO ] [sig ] SOFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:18.445367] [INFO ] [LOCAL ] Saved forecast: SOFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOFI.txt [2025-11-26T21:35:18.445506] [INFO ] [sig ] [2968/3599] Completed SOFI in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:18.445558] [INFO ] [sig ] [2969/3599] Forecasting SOGP... [2025-11-26T21:35:18.445598] [INFO ] [sig ] Generating forecast for: SOGP [2025-11-26T21:35:18.445637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'. [2025-11-26T21:35:18.455973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOGP'. [2025-11-26T21:35:18.456310] [INFO ] [FORECASTER] Starting predict_future for SOGP [2025-11-26T21:35:18.457115] [DEBUG] [LOCAL ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt [2025-11-26T21:35:18.457184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:18.457228] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:18.457276] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:18.457377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:18.514382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:18.515060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:18.515153] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:18.515202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:18.628750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:18.628911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:18.628963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:18.629004] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:18.632330] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-11-26T21:35:18.632664] [INFO ] [FORECASTER] Completed predict_future for SOGP [2025-11-26T21:35:18.632825] [INFO ] [sig ] SOGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:18.776595] [INFO ] [LOCAL ] Saved forecast: SOGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOGP.txt [2025-11-26T21:35:18.776801] [INFO ] [sig ] [2969/3599] Completed SOGP in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:18.776856] [INFO ] [sig ] [2970/3599] Forecasting SOJC... [2025-11-26T21:35:18.776945] [INFO ] [sig ] Generating forecast for: SOJC [2025-11-26T21:35:18.777020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-11-26T21:35:18.788232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJC'. [2025-11-26T21:35:18.788588] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-11-26T21:35:18.789418] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-11-26T21:35:18.789500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:18.789562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:18.789622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:18.789782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:18.847121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:18.848119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:18.848248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:18.848321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:18.966375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:18.966587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:18.966685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:18.966752] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:18.970310] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=32.00%) [2025-11-26T21:35:18.970668] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-11-26T21:35:18.970840] [INFO ] [sig ] SOJC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:19.111269] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOJC.txt [2025-11-26T21:35:19.111452] [INFO ] [sig ] [2970/3599] Completed SOJC in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:19.111509] [INFO ] [sig ] [2971/3599] Forecasting SOJD... [2025-11-26T21:35:19.111552] [INFO ] [sig ] Generating forecast for: SOJD [2025-11-26T21:35:19.111629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-11-26T21:35:19.122765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJD'. [2025-11-26T21:35:19.123162] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-11-26T21:35:19.123998] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-11-26T21:35:19.124066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:19.124111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:19.124160] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:19.124240] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:19.181487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:19.182425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:19.182531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:19.182580] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:19.299621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:19.299800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:19.299857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:19.299898] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:19.303195] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=2.48%) [2025-11-26T21:35:19.303501] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-11-26T21:35:19.303668] [INFO ] [sig ] SOJD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:19.445329] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOJD.txt [2025-11-26T21:35:19.445490] [INFO ] [sig ] [2971/3599] Completed SOJD in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:19.445544] [INFO ] [sig ] [2972/3599] Forecasting SOJE... [2025-11-26T21:35:19.445584] [INFO ] [sig ] Generating forecast for: SOJE [2025-11-26T21:35:19.445623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-11-26T21:35:19.455773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJE'. [2025-11-26T21:35:19.456079] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-11-26T21:35:19.456877] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-11-26T21:35:19.456949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:19.457016] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:19.457065] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:19.457144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:19.513482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:19.514195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:19.514306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:19.514353] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:19.633781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:19.633924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:19.633980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:19.634018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:19.637408] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=89.58%) [2025-11-26T21:35:19.637743] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-11-26T21:35:19.637885] [INFO ] [sig ] SOJE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:19.778346] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOJE.txt [2025-11-26T21:35:19.778514] [INFO ] [sig ] [2972/3599] Completed SOJE in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:19.778577] [INFO ] [sig ] [2973/3599] Forecasting SOL... [2025-11-26T21:35:19.778619] [INFO ] [sig ] Generating forecast for: SOL [2025-11-26T21:35:19.778727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-11-26T21:35:19.788862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOL'. [2025-11-26T21:35:19.789155] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-11-26T21:35:19.790001] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-11-26T21:35:19.790078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:19.790133] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:19.790183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:19.790267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:19.848417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:19.849123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:19.849224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:19.849275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:19.960983] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:19.961132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:19.961182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:19.961223] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:19.964557] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=65.73%) [2025-11-26T21:35:19.964873] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-11-26T21:35:19.965027] [INFO ] [sig ] SOL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:20.105812] [INFO ] [LOCAL ] Saved forecast: SOL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOL.txt [2025-11-26T21:35:20.105981] [INFO ] [sig ] [2973/3599] Completed SOL in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:20.106044] [INFO ] [sig ] [2974/3599] Forecasting SON... [2025-11-26T21:35:20.106090] [INFO ] [sig ] Generating forecast for: SON [2025-11-26T21:35:20.106130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-11-26T21:35:20.119493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SON'. [2025-11-26T21:35:20.119882] [INFO ] [FORECASTER] Starting predict_future for SON [2025-11-26T21:35:20.121004] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-11-26T21:35:20.121094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:20.121165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:20.121239] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:20.121355] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:20.180746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:20.181517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:20.181614] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:20.181682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:20.297883] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:20.298035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:20.298086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:20.298127] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:20.301405] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=78.77%) [2025-11-26T21:35:20.301715] [INFO ] [FORECASTER] Completed predict_future for SON [2025-11-26T21:35:20.301861] [INFO ] [sig ] SON: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:20.440380] [INFO ] [LOCAL ] Saved forecast: SON 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SON.txt [2025-11-26T21:35:20.440525] [INFO ] [sig ] [2974/3599] Completed SON in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:20.440578] [INFO ] [sig ] [2975/3599] Forecasting SONN... [2025-11-26T21:35:20.440623] [INFO ] [sig ] Generating forecast for: SONN [2025-11-26T21:35:20.440681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'. [2025-11-26T21:35:20.450550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONN'. [2025-11-26T21:35:20.450866] [INFO ] [FORECASTER] Starting predict_future for SONN [2025-11-26T21:35:20.451669] [DEBUG] [LOCAL ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt [2025-11-26T21:35:20.451735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:20.451778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:20.451816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:20.451881] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:20.508868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:20.509605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:20.509729] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:20.509776] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:20.627715] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:20.627904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:20.627981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:20.628045] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:20.631430] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-11-26T21:35:20.631781] [INFO ] [FORECASTER] Completed predict_future for SONN [2025-11-26T21:35:20.631947] [INFO ] [sig ] SONN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:20.773078] [INFO ] [LOCAL ] Saved forecast: SONN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SONN.txt [2025-11-26T21:35:20.773237] [INFO ] [sig ] [2975/3599] Completed SONN in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:20.773344] [INFO ] [sig ] [2976/3599] Forecasting SONO... [2025-11-26T21:35:20.773431] [INFO ] [sig ] Generating forecast for: SONO [2025-11-26T21:35:20.773503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'. [2025-11-26T21:35:20.784145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONO'. [2025-11-26T21:35:20.784446] [INFO ] [FORECASTER] Starting predict_future for SONO [2025-11-26T21:35:20.785238] [DEBUG] [LOCAL ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt [2025-11-26T21:35:20.785307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:20.785352] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:20.785389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:20.785462] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:20.844060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:20.844799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:20.844895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:20.844943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:20.963504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:20.963657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:20.963712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:20.963751] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:20.967006] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=57.08%) [2025-11-26T21:35:20.967299] [INFO ] [FORECASTER] Completed predict_future for SONO [2025-11-26T21:35:20.967457] [INFO ] [sig ] SONO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:21.106612] [INFO ] [LOCAL ] Saved forecast: SONO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SONO.txt [2025-11-26T21:35:21.106780] [INFO ] [sig ] [2976/3599] Completed SONO in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:21.106834] [INFO ] [sig ] [2977/3599] Forecasting SOPA... [2025-11-26T21:35:21.106893] [INFO ] [sig ] Generating forecast for: SOPA [2025-11-26T21:35:21.106929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'. [2025-11-26T21:35:21.116706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPA'. [2025-11-26T21:35:21.116981] [INFO ] [FORECASTER] Starting predict_future for SOPA [2025-11-26T21:35:21.117780] [DEBUG] [LOCAL ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt [2025-11-26T21:35:21.117849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:21.117893] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:21.117931] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:21.117999] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:21.174266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:21.174910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:21.175002] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:21.175042] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:21.291320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:21.291483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:21.291536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:21.291574] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:21.294992] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=32.39%) [2025-11-26T21:35:21.295286] [INFO ] [FORECASTER] Completed predict_future for SOPA [2025-11-26T21:35:21.295435] [INFO ] [sig ] SOPA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:21.436127] [INFO ] [LOCAL ] Saved forecast: SOPA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOPA.txt [2025-11-26T21:35:21.436276] [INFO ] [sig ] [2977/3599] Completed SOPA in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.6m [2025-11-26T21:35:21.436330] [INFO ] [sig ] [2978/3599] Forecasting SOPH... [2025-11-26T21:35:21.436396] [INFO ] [sig ] Generating forecast for: SOPH [2025-11-26T21:35:21.436438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'. [2025-11-26T21:35:21.447110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPH'. [2025-11-26T21:35:21.447446] [INFO ] [FORECASTER] Starting predict_future for SOPH [2025-11-26T21:35:21.448231] [DEBUG] [LOCAL ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt [2025-11-26T21:35:21.448300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:21.448344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:21.448383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:21.448454] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:21.505559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:21.506421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:21.506521] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:21.506568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:21.621482] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:21.621652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:21.621705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:21.621740] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:21.625018] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=6.43%) [2025-11-26T21:35:21.625314] [INFO ] [FORECASTER] Completed predict_future for SOPH [2025-11-26T21:35:21.625455] [INFO ] [sig ] SOPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:21.768285] [INFO ] [LOCAL ] Saved forecast: SOPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOPH.txt [2025-11-26T21:35:21.768437] [INFO ] [sig ] [2978/3599] Completed SOPH in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:21.768519] [INFO ] [sig ] [2979/3599] Forecasting SOUN... [2025-11-26T21:35:21.768570] [INFO ] [sig ] Generating forecast for: SOUN [2025-11-26T21:35:21.768632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'. [2025-11-26T21:35:21.779262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOUN'. [2025-11-26T21:35:21.779616] [INFO ] [FORECASTER] Starting predict_future for SOUN [2025-11-26T21:35:21.780457] [DEBUG] [LOCAL ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt [2025-11-26T21:35:21.780538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:21.780600] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:21.780679] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:21.780778] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:21.838569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:21.839215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:21.839307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:21.839356] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:21.957724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:21.957895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:21.957945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:21.957996] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:21.961315] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-11-26T21:35:21.961617] [INFO ] [FORECASTER] Completed predict_future for SOUN [2025-11-26T21:35:21.961776] [INFO ] [sig ] SOUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:22.099797] [INFO ] [LOCAL ] Saved forecast: SOUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOUN.txt [2025-11-26T21:35:22.099942] [INFO ] [sig ] [2979/3599] Completed SOUN in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:22.099995] [INFO ] [sig ] [2980/3599] Forecasting SOXQ... [2025-11-26T21:35:22.100035] [INFO ] [sig ] Generating forecast for: SOXQ [2025-11-26T21:35:22.100080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'. [2025-11-26T21:35:22.109837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'. [2025-11-26T21:35:22.110138] [INFO ] [FORECASTER] Starting predict_future for SOXQ [2025-11-26T21:35:22.110928] [DEBUG] [LOCAL ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt [2025-11-26T21:35:22.110997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:22.111040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:22.111079] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:22.111143] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:22.166528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:22.167152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:22.167244] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:22.167290] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:22.290971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:22.291144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:22.291196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:22.291238] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:22.294555] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=69.76%) [2025-11-26T21:35:22.294879] [INFO ] [FORECASTER] Completed predict_future for SOXQ [2025-11-26T21:35:22.295026] [INFO ] [sig ] SOXQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:22.433397] [INFO ] [LOCAL ] Saved forecast: SOXQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SOXQ.txt [2025-11-26T21:35:22.433550] [INFO ] [sig ] [2980/3599] Completed SOXQ in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:22.433603] [INFO ] [sig ] [2981/3599] Forecasting SOXX... [2025-11-26T21:35:22.433667] [INFO ] [sig ] Generating forecast for: SOXX [2025-11-26T21:35:22.433731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'. [2025-11-26T21:35:22.447368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXX'. [2025-11-26T21:35:22.447726] [INFO ] [FORECASTER] Starting predict_future for SOXX [2025-11-26T21:35:22.448557] [DEBUG] [LOCAL ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt [2025-11-26T21:35:22.448634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:22.448700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:22.448740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:22.448809] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:22.506459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:22.507229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:22.507327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:22.507394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:22.629362] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:22.629531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:22.629587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:22.629631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:22.632952] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=12.20%) [2025-11-26T21:35:22.633249] [INFO ] [FORECASTER] Completed predict_future for SOXX [2025-11-26T21:35:22.633395] [INFO ] [sig ] SOXX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:22.772232] [INFO ] [LOCAL ] Saved forecast: SOXX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SOXX.txt [2025-11-26T21:35:22.772370] [INFO ] [sig ] [2981/3599] Completed SOXX in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:22.772429] [INFO ] [sig ] [2982/3599] Forecasting SPAI... [2025-11-26T21:35:22.772481] [INFO ] [sig ] Generating forecast for: SPAI [2025-11-26T21:35:22.772530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'. [2025-11-26T21:35:22.782916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPAI'. [2025-11-26T21:35:22.783218] [INFO ] [FORECASTER] Starting predict_future for SPAI [2025-11-26T21:35:22.784043] [DEBUG] [LOCAL ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt [2025-11-26T21:35:22.784114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:22.784162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:22.784204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:22.784281] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:22.841145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:22.841829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:22.841925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:22.841970] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:22.958258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:22.958422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:22.958473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:22.958512] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:22.961819] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=67.06%) [2025-11-26T21:35:22.962110] [INFO ] [FORECASTER] Completed predict_future for SPAI [2025-11-26T21:35:22.962268] [INFO ] [sig ] SPAI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:23.098629] [INFO ] [LOCAL ] Saved forecast: SPAI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPAI.txt [2025-11-26T21:35:23.098782] [INFO ] [sig ] [2982/3599] Completed SPAI in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:23.098859] [INFO ] [sig ] [2983/3599] Forecasting SPB... [2025-11-26T21:35:23.098901] [INFO ] [sig ] Generating forecast for: SPB [2025-11-26T21:35:23.098944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-11-26T21:35:23.109035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPB'. [2025-11-26T21:35:23.109333] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-11-26T21:35:23.110137] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-11-26T21:35:23.110206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:23.110250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:23.110304] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:23.110376] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:23.168168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:23.168944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:23.169042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:23.169093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:23.286730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:23.286899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:23.286949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:23.286988] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:23.290305] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=91.67%) [2025-11-26T21:35:23.290607] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-11-26T21:35:23.290767] [INFO ] [sig ] SPB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:23.433067] [INFO ] [LOCAL ] Saved forecast: SPB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPB.txt [2025-11-26T21:35:23.433214] [INFO ] [sig ] [2983/3599] Completed SPB in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:23.433283] [INFO ] [sig ] [2984/3599] Forecasting SPCB... [2025-11-26T21:35:23.433325] [INFO ] [sig ] Generating forecast for: SPCB [2025-11-26T21:35:23.433361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'. [2025-11-26T21:35:23.443535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCB'. [2025-11-26T21:35:23.443845] [INFO ] [FORECASTER] Starting predict_future for SPCB [2025-11-26T21:35:23.444751] [DEBUG] [LOCAL ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt [2025-11-26T21:35:23.444823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:23.444869] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:23.444909] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:23.444978] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:23.504120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:23.504904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:23.505004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:23.505052] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:23.625364] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:23.625534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:23.625585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:23.625626] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:23.629041] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=21.93%) [2025-11-26T21:35:23.629334] [INFO ] [FORECASTER] Completed predict_future for SPCB [2025-11-26T21:35:23.629469] [INFO ] [sig ] SPCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:23.768785] [INFO ] [LOCAL ] Saved forecast: SPCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPCB.txt [2025-11-26T21:35:23.768930] [INFO ] [sig ] [2984/3599] Completed SPCB in 0.3s | 2.92 sym/s | Total: 17.0m | ETA: 3.5m [2025-11-26T21:35:23.769004] [INFO ] [sig ] [2985/3599] Forecasting SPCE... [2025-11-26T21:35:23.769048] [INFO ] [sig ] Generating forecast for: SPCE [2025-11-26T21:35:23.769088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-11-26T21:35:23.778678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCE'. [2025-11-26T21:35:23.778982] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-11-26T21:35:23.779782] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-11-26T21:35:23.779849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:23.779892] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:23.779930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:23.779995] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:23.836381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:23.837055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:23.837152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:23.837197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:23.953688] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:23.953846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:23.953898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:23.953936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:23.957353] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-11-26T21:35:23.957702] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-11-26T21:35:23.957844] [INFO ] [sig ] SPCE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:24.100532] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPCE.txt [2025-11-26T21:35:24.100732] [INFO ] [sig ] [2985/3599] Completed SPCE in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:24.100790] [INFO ] [sig ] [2986/3599] Forecasting SPE... [2025-11-26T21:35:24.100827] [INFO ] [sig ] Generating forecast for: SPE [2025-11-26T21:35:24.100868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-11-26T21:35:24.110888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPE'. [2025-11-26T21:35:24.111173] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-11-26T21:35:24.111992] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-11-26T21:35:24.112059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:24.112103] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:24.112143] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:24.112209] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:24.168348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:24.168978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:24.169090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:24.169131] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:24.288128] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:24.288304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:24.288355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:24.288392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:24.291727] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=87.04%) [2025-11-26T21:35:24.292021] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-11-26T21:35:24.292159] [INFO ] [sig ] SPE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:24.431185] [INFO ] [LOCAL ] Saved forecast: SPE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPE.txt [2025-11-26T21:35:24.431343] [INFO ] [sig ] [2986/3599] Completed SPE in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:24.431396] [INFO ] [sig ] [2987/3599] Forecasting SPFI... [2025-11-26T21:35:24.431436] [INFO ] [sig ] Generating forecast for: SPFI [2025-11-26T21:35:24.431486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'. [2025-11-26T21:35:24.442072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPFI'. [2025-11-26T21:35:24.442408] [INFO ] [FORECASTER] Starting predict_future for SPFI [2025-11-26T21:35:24.443205] [DEBUG] [LOCAL ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt [2025-11-26T21:35:24.443274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:24.443319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:24.443358] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:24.443423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:24.499278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:24.500061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:24.500157] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:24.500201] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:24.614107] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:24.614246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:24.614297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:24.614339] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:24.617669] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: UP (p=72.92%) [2025-11-26T21:35:24.617962] [INFO ] [FORECASTER] Completed predict_future for SPFI [2025-11-26T21:35:24.618098] [INFO ] [sig ] SPFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:24.756712] [INFO ] [LOCAL ] Saved forecast: SPFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPFI.txt [2025-11-26T21:35:24.756863] [INFO ] [sig ] [2987/3599] Completed SPFI in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:24.756916] [INFO ] [sig ] [2988/3599] Forecasting SPG... [2025-11-26T21:35:24.756956] [INFO ] [sig ] Generating forecast for: SPG [2025-11-26T21:35:24.756995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-11-26T21:35:24.767299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPG'. [2025-11-26T21:35:24.767623] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-11-26T21:35:24.768400] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-11-26T21:35:24.768468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:24.768513] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:24.768551] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:24.768621] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:24.824925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:24.825557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:24.825668] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:24.825717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:24.946728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:24.946873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:24.946921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:24.946961] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:24.950280] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=43.31%) [2025-11-26T21:35:24.950572] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-11-26T21:35:24.950735] [INFO ] [sig ] SPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:25.089777] [INFO ] [LOCAL ] Saved forecast: SPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPG.txt [2025-11-26T21:35:25.089975] [INFO ] [sig ] [2988/3599] Completed SPG in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:25.090051] [INFO ] [sig ] [2989/3599] Forecasting SPGI... [2025-11-26T21:35:25.090093] [INFO ] [sig ] Generating forecast for: SPGI [2025-11-26T21:35:25.090135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-11-26T21:35:25.100482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPGI'. [2025-11-26T21:35:25.100895] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-11-26T21:35:25.101695] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-11-26T21:35:25.101759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:25.101804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:25.101842] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:25.101908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:25.159015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:25.159893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:25.159997] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:25.160048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:25.280830] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:25.281028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:25.281078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:25.281124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:25.284608] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=74.82%) [2025-11-26T21:35:25.285006] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-11-26T21:35:25.285172] [INFO ] [sig ] SPGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:25.425315] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPGI.txt [2025-11-26T21:35:25.425465] [INFO ] [sig ] [2989/3599] Completed SPGI in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:25.425519] [INFO ] [sig ] [2990/3599] Forecasting SPH... [2025-11-26T21:35:25.425591] [INFO ] [sig ] Generating forecast for: SPH [2025-11-26T21:35:25.425634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-11-26T21:35:25.435581] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPH'. [2025-11-26T21:35:25.435908] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-11-26T21:35:25.436695] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-11-26T21:35:25.436762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:25.436807] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:25.436846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:25.436912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:25.494099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:25.494831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:25.494928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:25.494979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:25.614363] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:25.614523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:25.614583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:25.614628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:25.618184] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-11-26T21:35:25.618489] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-11-26T21:35:25.618660] [INFO ] [sig ] SPH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:25.757701] [INFO ] [LOCAL ] Saved forecast: SPH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPH.txt [2025-11-26T21:35:25.757842] [INFO ] [sig ] [2990/3599] Completed SPH in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:25.757897] [INFO ] [sig ] [2991/3599] Forecasting SPNS... [2025-11-26T21:35:25.757965] [INFO ] [sig ] Generating forecast for: SPNS [2025-11-26T21:35:25.758004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'. [2025-11-26T21:35:25.768373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPNS'. [2025-11-26T21:35:25.768714] [INFO ] [FORECASTER] Starting predict_future for SPNS [2025-11-26T21:35:25.769472] [DEBUG] [LOCAL ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt [2025-11-26T21:35:25.769546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:25.769592] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:25.769632] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:25.769727] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:25.826381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:25.827008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:25.827106] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:25.827154] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:25.943201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:25.943362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:25.943415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:25.943458] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:25.946818] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-11-26T21:35:25.947108] [INFO ] [FORECASTER] Completed predict_future for SPNS [2025-11-26T21:35:25.947249] [INFO ] [sig ] SPNS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:26.086767] [INFO ] [LOCAL ] Saved forecast: SPNS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPNS.txt [2025-11-26T21:35:26.086905] [INFO ] [sig ] [2991/3599] Completed SPNS in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:26.086960] [INFO ] [sig ] [2992/3599] Forecasting SPOK... [2025-11-26T21:35:26.087002] [INFO ] [sig ] Generating forecast for: SPOK [2025-11-26T21:35:26.087063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'. [2025-11-26T21:35:26.097099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPOK'. [2025-11-26T21:35:26.097391] [INFO ] [FORECASTER] Starting predict_future for SPOK [2025-11-26T21:35:26.098227] [DEBUG] [LOCAL ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt [2025-11-26T21:35:26.098301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:26.098346] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:26.098386] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:26.098455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:26.154009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:26.154634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:26.154742] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:26.154784] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:26.268986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:26.269144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:26.269196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:26.269240] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:26.272512] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=43.28%) [2025-11-26T21:35:26.272830] [INFO ] [FORECASTER] Completed predict_future for SPOK [2025-11-26T21:35:26.272970] [INFO ] [sig ] SPOK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:26.411687] [INFO ] [LOCAL ] Saved forecast: SPOK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPOK.txt [2025-11-26T21:35:26.411836] [INFO ] [sig ] [2992/3599] Completed SPOK in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:26.411889] [INFO ] [sig ] [2993/3599] Forecasting SPRC... [2025-11-26T21:35:26.411927] [INFO ] [sig ] Generating forecast for: SPRC [2025-11-26T21:35:26.411984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'. [2025-11-26T21:35:26.422029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRC'. [2025-11-26T21:35:26.422345] [INFO ] [FORECASTER] Starting predict_future for SPRC [2025-11-26T21:35:26.423151] [DEBUG] [LOCAL ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt [2025-11-26T21:35:26.423221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:26.423266] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:26.423306] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:26.423373] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:26.481147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:26.481836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:26.481934] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:26.481984] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:26.598192] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:26.598369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:26.598424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:26.598467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:26.601778] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=48.66%) [2025-11-26T21:35:26.602071] [INFO ] [FORECASTER] Completed predict_future for SPRC [2025-11-26T21:35:26.602210] [INFO ] [sig ] SPRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:26.744070] [INFO ] [LOCAL ] Saved forecast: SPRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRC.txt [2025-11-26T21:35:26.744254] [INFO ] [sig ] [2993/3599] Completed SPRC in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:26.744310] [INFO ] [sig ] [2994/3599] Forecasting SPRO... [2025-11-26T21:35:26.744354] [INFO ] [sig ] Generating forecast for: SPRO [2025-11-26T21:35:26.744420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'. [2025-11-26T21:35:26.755966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRO'. [2025-11-26T21:35:26.756430] [INFO ] [FORECASTER] Starting predict_future for SPRO [2025-11-26T21:35:26.757436] [DEBUG] [LOCAL ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt [2025-11-26T21:35:26.757515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:26.757581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:26.757635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:26.757798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:26.817253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:26.818262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:26.818379] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:26.818428] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:26.939653] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:26.939844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:26.939898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:26.939939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:26.943278] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=11.53%) [2025-11-26T21:35:26.943565] [INFO ] [FORECASTER] Completed predict_future for SPRO [2025-11-26T21:35:26.943727] [INFO ] [sig ] SPRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:27.082701] [INFO ] [LOCAL ] Saved forecast: SPRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRO.txt [2025-11-26T21:35:27.082852] [INFO ] [sig ] [2994/3599] Completed SPRO in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.5m [2025-11-26T21:35:27.082907] [INFO ] [sig ] [2995/3599] Forecasting SPRX... [2025-11-26T21:35:27.082960] [INFO ] [sig ] Generating forecast for: SPRX [2025-11-26T21:35:27.083000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'. [2025-11-26T21:35:27.094276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRX'. [2025-11-26T21:35:27.094567] [INFO ] [FORECASTER] Starting predict_future for SPRX [2025-11-26T21:35:27.095351] [DEBUG] [LOCAL ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt [2025-11-26T21:35:27.095420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:27.095467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:27.095508] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:27.095578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:27.152059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:27.152683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:27.152776] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:27.152823] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:27.268402] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:27.268563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:27.268612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:27.268674] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:27.271886] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=31.27%) [2025-11-26T21:35:27.272168] [INFO ] [FORECASTER] Completed predict_future for SPRX [2025-11-26T21:35:27.272305] [INFO ] [sig ] SPRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:27.411659] [INFO ] [LOCAL ] Saved forecast: SPRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRX.txt [2025-11-26T21:35:27.411800] [INFO ] [sig ] [2995/3599] Completed SPRX in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:27.411854] [INFO ] [sig ] [2996/3599] Forecasting SPRY... [2025-11-26T21:35:27.411910] [INFO ] [sig ] Generating forecast for: SPRY [2025-11-26T21:35:27.411953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'. [2025-11-26T21:35:27.422823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRY'. [2025-11-26T21:35:27.423099] [INFO ] [FORECASTER] Starting predict_future for SPRY [2025-11-26T21:35:27.423882] [DEBUG] [LOCAL ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt [2025-11-26T21:35:27.423965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:27.424013] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:27.424053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:27.424121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:27.480810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:27.481408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:27.481501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:27.481548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:27.601028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:27.601250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:27.601308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:27.601351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:27.604804] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-11-26T21:35:27.605107] [INFO ] [FORECASTER] Completed predict_future for SPRY [2025-11-26T21:35:27.605257] [INFO ] [sig ] SPRY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:27.742929] [INFO ] [LOCAL ] Saved forecast: SPRY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPRY.txt [2025-11-26T21:35:27.743094] [INFO ] [sig ] [2996/3599] Completed SPRY in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:27.743174] [INFO ] [sig ] [2997/3599] Forecasting SPSC... [2025-11-26T21:35:27.743222] [INFO ] [sig ] Generating forecast for: SPSC [2025-11-26T21:35:27.743269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'. [2025-11-26T21:35:27.753730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPSC'. [2025-11-26T21:35:27.754031] [INFO ] [FORECASTER] Starting predict_future for SPSC [2025-11-26T21:35:27.754814] [DEBUG] [LOCAL ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt [2025-11-26T21:35:27.754885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:27.754926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:27.754968] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:27.755035] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:27.810831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:27.811586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:27.811709] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:27.811759] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:27.927701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:27.927884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:27.927939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:27.927982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:27.931315] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=24.20%) [2025-11-26T21:35:27.931609] [INFO ] [FORECASTER] Completed predict_future for SPSC [2025-11-26T21:35:27.931768] [INFO ] [sig ] SPSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:28.070205] [INFO ] [LOCAL ] Saved forecast: SPSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPSC.txt [2025-11-26T21:35:28.070363] [INFO ] [sig ] [2997/3599] Completed SPSC in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:28.070416] [INFO ] [sig ] [2998/3599] Forecasting SPWH... [2025-11-26T21:35:28.070455] [INFO ] [sig ] Generating forecast for: SPWH [2025-11-26T21:35:28.070512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'. [2025-11-26T21:35:28.080887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPWH'. [2025-11-26T21:35:28.081197] [INFO ] [FORECASTER] Starting predict_future for SPWH [2025-11-26T21:35:28.082010] [DEBUG] [LOCAL ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt [2025-11-26T21:35:28.082078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:28.082122] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:28.082161] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:28.082228] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:28.141191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:28.142050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:28.142156] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:28.142209] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:28.262943] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:28.263120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:28.263173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:28.263212] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:28.266560] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-11-26T21:35:28.266867] [INFO ] [FORECASTER] Completed predict_future for SPWH [2025-11-26T21:35:28.267005] [INFO ] [sig ] SPWH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:28.406396] [INFO ] [LOCAL ] Saved forecast: SPWH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPWH.txt [2025-11-26T21:35:28.406559] [INFO ] [sig ] [2998/3599] Completed SPWH in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:28.406613] [INFO ] [sig ] [2999/3599] Forecasting SPXC... [2025-11-26T21:35:28.406693] [INFO ] [sig ] Generating forecast for: SPXC [2025-11-26T21:35:28.406736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-11-26T21:35:28.416873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXC'. [2025-11-26T21:35:28.417208] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-11-26T21:35:28.418055] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-11-26T21:35:28.418125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:28.418170] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:28.418211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:28.418278] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:28.474013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:28.474750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:28.474843] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:28.474889] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:28.598665] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:28.598823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:28.598875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:28.598915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:28.602300] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=49.52%) [2025-11-26T21:35:28.602593] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-11-26T21:35:28.602757] [INFO ] [sig ] SPXC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:28.741242] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SPXC.txt [2025-11-26T21:35:28.741429] [INFO ] [sig ] [2999/3599] Completed SPXC in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:28.741502] [INFO ] [sig ] [3000/3599] Forecasting SPXX... [2025-11-26T21:35:28.741563] [INFO ] [sig ] Generating forecast for: SPXX [2025-11-26T21:35:28.741622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-11-26T21:35:28.752284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXX'. [2025-11-26T21:35:28.752676] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-11-26T21:35:28.753518] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-11-26T21:35:28.753596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:28.753672] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:28.753726] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:28.753811] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:28.813599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:28.814287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:28.814386] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:28.814445] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:28.930515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:28.930693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:28.930747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:28.930785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:28.934073] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=59.80%) [2025-11-26T21:35:28.934363] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-11-26T21:35:28.934500] [INFO ] [sig ] SPXX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:29.073441] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SPXX.txt [2025-11-26T21:35:29.073572] [INFO ] [sig ] [3000/3599] Completed SPXX in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:29.073628] [INFO ] [sig ] [3001/3599] Forecasting SQM... [2025-11-26T21:35:29.073702] [INFO ] [sig ] Generating forecast for: SQM [2025-11-26T21:35:29.073745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-11-26T21:35:29.083603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQM'. [2025-11-26T21:35:29.083939] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-11-26T21:35:29.084715] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-11-26T21:35:29.084783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:29.084828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:29.084867] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:29.084933] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:29.141699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:29.142346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:29.142441] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:29.142483] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:29.262234] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:29.262376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:29.262429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:29.262473] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:29.265894] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=99.77%) [2025-11-26T21:35:29.266211] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-11-26T21:35:29.266362] [INFO ] [sig ] SQM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:29.409324] [INFO ] [LOCAL ] Saved forecast: SQM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SQM.txt [2025-11-26T21:35:29.409598] [INFO ] [sig ] [3001/3599] Completed SQM in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:29.409713] [INFO ] [sig ] [3002/3599] Forecasting SQNS... [2025-11-26T21:35:29.409775] [INFO ] [sig ] Generating forecast for: SQNS [2025-11-26T21:35:29.409821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-11-26T21:35:29.420989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQNS'. [2025-11-26T21:35:29.421342] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-11-26T21:35:29.422164] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-11-26T21:35:29.422233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:29.422277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:29.422313] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:29.422377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:29.478145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:29.478878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:29.478989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:29.479038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:29.592596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:29.592759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:29.592810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:29.592854] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:29.596167] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=29.98%) [2025-11-26T21:35:29.596451] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-11-26T21:35:29.596589] [INFO ] [sig ] SQNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:29.734621] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SQNS.txt [2025-11-26T21:35:29.734790] [INFO ] [sig ] [3002/3599] Completed SQNS in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:29.734851] [INFO ] [sig ] [3003/3599] Forecasting SQQQ... [2025-11-26T21:35:29.734890] [INFO ] [sig ] Generating forecast for: SQQQ [2025-11-26T21:35:29.734958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'. [2025-11-26T21:35:29.744874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'. [2025-11-26T21:35:29.745162] [INFO ] [FORECASTER] Starting predict_future for SQQQ [2025-11-26T21:35:29.745944] [DEBUG] [LOCAL ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt [2025-11-26T21:35:29.746012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:29.746055] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:29.746094] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:29.746164] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:29.802392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:29.803253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:29.803352] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:29.803402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:29.923521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:29.923742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:29.923800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:29.923837] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:29.927164] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-11-26T21:35:29.927505] [INFO ] [FORECASTER] Completed predict_future for SQQQ [2025-11-26T21:35:29.927675] [INFO ] [sig ] SQQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:30.065215] [INFO ] [LOCAL ] Saved forecast: SQQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SQQQ.txt [2025-11-26T21:35:30.065356] [INFO ] [sig ] [3003/3599] Completed SQQQ in 0.3s | 2.92 sym/s | Total: 17.1m | ETA: 3.4m [2025-11-26T21:35:30.065408] [INFO ] [sig ] [3004/3599] Forecasting SRAD... [2025-11-26T21:35:30.065444] [INFO ] [sig ] Generating forecast for: SRAD [2025-11-26T21:35:30.065484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'. [2025-11-26T21:35:30.075408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRAD'. [2025-11-26T21:35:30.075733] [INFO ] [FORECASTER] Starting predict_future for SRAD [2025-11-26T21:35:30.076497] [DEBUG] [LOCAL ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt [2025-11-26T21:35:30.076566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:30.076610] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:30.076671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:30.076746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:30.132358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:30.133000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:30.133097] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:30.133142] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:30.249484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:30.249631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:30.249707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:30.249757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:30.252974] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=50.95%) [2025-11-26T21:35:30.253261] [INFO ] [FORECASTER] Completed predict_future for SRAD [2025-11-26T21:35:30.253400] [INFO ] [sig ] SRAD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:30.396712] [INFO ] [LOCAL ] Saved forecast: SRAD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRAD.txt [2025-11-26T21:35:30.396902] [INFO ] [sig ] [3004/3599] Completed SRAD in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:30.396962] [INFO ] [sig ] [3005/3599] Forecasting SRBK... [2025-11-26T21:35:30.397036] [INFO ] [sig ] Generating forecast for: SRBK [2025-11-26T21:35:30.397114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'. [2025-11-26T21:35:30.407617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRBK'. [2025-11-26T21:35:30.407960] [INFO ] [FORECASTER] Starting predict_future for SRBK [2025-11-26T21:35:30.408827] [DEBUG] [LOCAL ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt [2025-11-26T21:35:30.408899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:30.408945] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:30.408989] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:30.409056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:30.466104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:30.466771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:30.466863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:30.466904] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:30.580825] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:30.580995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:30.581047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:30.581087] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:30.584400] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=88.39%) [2025-11-26T21:35:30.584712] [INFO ] [FORECASTER] Completed predict_future for SRBK [2025-11-26T21:35:30.584866] [INFO ] [sig ] SRBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:30.725106] [INFO ] [LOCAL ] Saved forecast: SRBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRBK.txt [2025-11-26T21:35:30.725258] [INFO ] [sig ] [3005/3599] Completed SRBK in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:30.725312] [INFO ] [sig ] [3006/3599] Forecasting SRCE... [2025-11-26T21:35:30.725351] [INFO ] [sig ] Generating forecast for: SRCE [2025-11-26T21:35:30.725389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'. [2025-11-26T21:35:30.735126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRCE'. [2025-11-26T21:35:30.735412] [INFO ] [FORECASTER] Starting predict_future for SRCE [2025-11-26T21:35:30.736201] [DEBUG] [LOCAL ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt [2025-11-26T21:35:30.736270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:30.736314] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:30.736353] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:30.736420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:30.793199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:30.793944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:30.794037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:30.794086] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:30.911537] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:30.911746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:30.911805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:30.911846] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:30.915215] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=79.98%) [2025-11-26T21:35:30.915511] [INFO ] [FORECASTER] Completed predict_future for SRCE [2025-11-26T21:35:30.915694] [INFO ] [sig ] SRCE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:31.056097] [INFO ] [LOCAL ] Saved forecast: SRCE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRCE.txt [2025-11-26T21:35:31.056298] [INFO ] [sig ] [3006/3599] Completed SRCE in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:31.056395] [INFO ] [sig ] [3007/3599] Forecasting SRE... [2025-11-26T21:35:31.056455] [INFO ] [sig ] Generating forecast for: SRE [2025-11-26T21:35:31.056513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-11-26T21:35:31.067040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRE'. [2025-11-26T21:35:31.067395] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-11-26T21:35:31.068213] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-11-26T21:35:31.068283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:31.068341] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:31.068383] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:31.068449] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:31.127189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:31.128104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:31.128218] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:31.128267] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:31.243821] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:31.244011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:31.244066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:31.244109] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:31.248390] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=32.64%) [2025-11-26T21:35:31.248826] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-11-26T21:35:31.249002] [INFO ] [sig ] SRE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:31.387758] [INFO ] [LOCAL ] Saved forecast: SRE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRE.txt [2025-11-26T21:35:31.387929] [INFO ] [sig ] [3007/3599] Completed SRE in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:31.387985] [INFO ] [sig ] [3008/3599] Forecasting SREA... [2025-11-26T21:35:31.388049] [INFO ] [sig ] Generating forecast for: SREA [2025-11-26T21:35:31.388089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-11-26T21:35:31.397806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SREA'. [2025-11-26T21:35:31.398096] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-11-26T21:35:31.398874] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-11-26T21:35:31.398945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:31.398990] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:31.399029] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:31.399096] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:31.455155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:31.455835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:31.455928] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:31.455974] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:31.569928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:31.570106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:31.570165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:31.570200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:31.573506] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=1.55%) [2025-11-26T21:35:31.573824] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-11-26T21:35:31.573969] [INFO ] [sig ] SREA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:31.713141] [INFO ] [LOCAL ] Saved forecast: SREA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SREA.txt [2025-11-26T21:35:31.713289] [INFO ] [sig ] [3008/3599] Completed SREA in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:31.713343] [INFO ] [sig ] [3009/3599] Forecasting SRFM... [2025-11-26T21:35:31.713383] [INFO ] [sig ] Generating forecast for: SRFM [2025-11-26T21:35:31.713423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-11-26T21:35:31.723723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRFM'. [2025-11-26T21:35:31.724031] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-11-26T21:35:31.724814] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-11-26T21:35:31.724881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:31.724926] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:31.724964] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:31.725031] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:31.781415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:31.782048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:31.782141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:31.782187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:31.901985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:31.902163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:31.902222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:31.902265] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:31.905693] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=2.10%) [2025-11-26T21:35:31.905983] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-11-26T21:35:31.906117] [INFO ] [sig ] SRFM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:32.045516] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRFM.txt [2025-11-26T21:35:32.045680] [INFO ] [sig ] [3009/3599] Completed SRFM in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:32.045736] [INFO ] [sig ] [3010/3599] Forecasting SRG... [2025-11-26T21:35:32.045778] [INFO ] [sig ] Generating forecast for: SRG [2025-11-26T21:35:32.045845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-11-26T21:35:32.056253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRG'. [2025-11-26T21:35:32.056565] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-11-26T21:35:32.057379] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-11-26T21:35:32.057488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:32.057534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:32.057574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:32.057661] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:32.117152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:32.117891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:32.117989] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:32.118038] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:32.237981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:32.238140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:32.238193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:32.238234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:32.241554] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=20.99%) [2025-11-26T21:35:32.241867] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-11-26T21:35:32.242003] [INFO ] [sig ] SRG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:32.383143] [INFO ] [LOCAL ] Saved forecast: SRG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRG.txt [2025-11-26T21:35:32.383299] [INFO ] [sig ] [3010/3599] Completed SRG in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:32.383362] [INFO ] [sig ] [3011/3599] Forecasting SRI... [2025-11-26T21:35:32.383407] [INFO ] [sig ] Generating forecast for: SRI [2025-11-26T21:35:32.383467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-11-26T21:35:32.393485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRI'. [2025-11-26T21:35:32.393802] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-11-26T21:35:32.394559] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-11-26T21:35:32.394628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:32.394695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:32.394740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:32.394809] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:32.450856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:32.451477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:32.451569] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:32.451615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:32.573132] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:32.573341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:32.573403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:32.573447] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:32.577144] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=40.41%) [2025-11-26T21:35:32.577550] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-11-26T21:35:32.577736] [INFO ] [sig ] SRI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:32.717362] [INFO ] [LOCAL ] Saved forecast: SRI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRI.txt [2025-11-26T21:35:32.717574] [INFO ] [sig ] [3011/3599] Completed SRI in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:32.717632] [INFO ] [sig ] [3012/3599] Forecasting SRRK... [2025-11-26T21:35:32.717695] [INFO ] [sig ] Generating forecast for: SRRK [2025-11-26T21:35:32.717744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'. [2025-11-26T21:35:32.728056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRRK'. [2025-11-26T21:35:32.728398] [INFO ] [FORECASTER] Starting predict_future for SRRK [2025-11-26T21:35:32.729209] [DEBUG] [LOCAL ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt [2025-11-26T21:35:32.729280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:32.729327] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:32.729368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:32.729439] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:32.788988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:32.789868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:32.789966] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:32.790016] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:32.907849] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:32.908019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:32.908071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:32.908112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:32.911567] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=19.62%) [2025-11-26T21:35:32.911889] [INFO ] [FORECASTER] Completed predict_future for SRRK [2025-11-26T21:35:32.912045] [INFO ] [sig ] SRRK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:33.093081] [INFO ] [LOCAL ] Saved forecast: SRRK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SRRK.txt [2025-11-26T21:35:33.093245] [INFO ] [sig ] [3012/3599] Completed SRRK in 0.4s | 2.92 sym/s | Total: 17.2m | ETA: 3.4m [2025-11-26T21:35:33.093298] [INFO ] [sig ] [3013/3599] Forecasting SRTS... [2025-11-26T21:35:33.093337] [INFO ] [sig ] Generating forecast for: SRTS [2025-11-26T21:35:33.093399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'. [2025-11-26T21:35:33.103377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRTS'. [2025-11-26T21:35:33.103729] [INFO ] [FORECASTER] Starting predict_future for SRTS [2025-11-26T21:35:33.104548] [DEBUG] [LOCAL ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt [2025-11-26T21:35:33.104630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:33.104716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:33.104775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:33.104873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:33.163265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:33.163978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:33.164082] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:33.164145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:33.281113] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:33.281332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:33.281408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:33.281467] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:33.285027] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=94.33%) [2025-11-26T21:35:33.285415] [INFO ] [FORECASTER] Completed predict_future for SRTS [2025-11-26T21:35:33.285587] [INFO ] [sig ] SRTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:33.427804] [INFO ] [LOCAL ] Saved forecast: SRTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SRTS.txt [2025-11-26T21:35:33.427977] [INFO ] [sig ] [3013/3599] Completed SRTS in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:33.428034] [INFO ] [sig ] [3014/3599] Forecasting SSB... [2025-11-26T21:35:33.428074] [INFO ] [sig ] Generating forecast for: SSB [2025-11-26T21:35:33.428114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-11-26T21:35:33.439855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSB'. [2025-11-26T21:35:33.440288] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-11-26T21:35:33.441175] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-11-26T21:35:33.441253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:33.441301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:33.441343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:33.441415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:33.502154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:33.503057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:33.503170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:33.503217] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:33.621690] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:33.621875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:33.621968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:33.622029] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:33.625448] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=11.08%) [2025-11-26T21:35:33.625798] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-11-26T21:35:33.625956] [INFO ] [sig ] SSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:33.765040] [INFO ] [LOCAL ] Saved forecast: SSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSB.txt [2025-11-26T21:35:33.765250] [INFO ] [sig ] [3014/3599] Completed SSB in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:33.765342] [INFO ] [sig ] [3015/3599] Forecasting SSD... [2025-11-26T21:35:33.765401] [INFO ] [sig ] Generating forecast for: SSD [2025-11-26T21:35:33.765489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-11-26T21:35:33.776380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSD'. [2025-11-26T21:35:33.776767] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-11-26T21:35:33.777628] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-11-26T21:35:33.777726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:33.777781] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:33.777834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:33.777920] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:33.836203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:33.836957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:33.837056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:33.837111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:33.959919] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:33.960115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:33.960171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:33.960207] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:33.963798] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=50.69%) [2025-11-26T21:35:33.964113] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-11-26T21:35:33.964259] [INFO ] [sig ] SSD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:34.105084] [INFO ] [LOCAL ] Saved forecast: SSD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSD.txt [2025-11-26T21:35:34.105228] [INFO ] [sig ] [3015/3599] Completed SSD in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:34.105274] [INFO ] [sig ] [3016/3599] Forecasting SSL... [2025-11-26T21:35:34.105318] [INFO ] [sig ] Generating forecast for: SSL [2025-11-26T21:35:34.105373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-11-26T21:35:34.115629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSL'. [2025-11-26T21:35:34.116045] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-11-26T21:35:34.116898] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-11-26T21:35:34.116970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:34.117017] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:34.117054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:34.117125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:34.176090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:34.176833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:34.176956] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:34.177003] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:34.299661] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:34.299850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:34.299903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:34.299945] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:34.303392] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=45.56%) [2025-11-26T21:35:34.303718] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-11-26T21:35:34.303868] [INFO ] [sig ] SSL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:34.445343] [INFO ] [LOCAL ] Saved forecast: SSL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSL.txt [2025-11-26T21:35:34.445499] [INFO ] [sig ] [3016/3599] Completed SSL in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:34.445555] [INFO ] [sig ] [3017/3599] Forecasting SSNC... [2025-11-26T21:35:34.445598] [INFO ] [sig ] Generating forecast for: SSNC [2025-11-26T21:35:34.445665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'. [2025-11-26T21:35:34.455716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSNC'. [2025-11-26T21:35:34.456008] [INFO ] [FORECASTER] Starting predict_future for SSNC [2025-11-26T21:35:34.456798] [DEBUG] [LOCAL ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt [2025-11-26T21:35:34.456869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:34.456947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:34.457004] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:34.457075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:34.512934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:34.513725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:34.513824] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:34.513871] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:34.636969] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:34.637123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:34.637178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:34.637215] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:34.640665] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=66.39%) [2025-11-26T21:35:34.640964] [INFO ] [FORECASTER] Completed predict_future for SSNC [2025-11-26T21:35:34.641107] [INFO ] [sig ] SSNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:34.782675] [INFO ] [LOCAL ] Saved forecast: SSNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSNC.txt [2025-11-26T21:35:34.782836] [INFO ] [sig ] [3017/3599] Completed SSNC in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:34.782891] [INFO ] [sig ] [3018/3599] Forecasting SSP... [2025-11-26T21:35:34.782933] [INFO ] [sig ] Generating forecast for: SSP [2025-11-26T21:35:34.782973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'. [2025-11-26T21:35:34.792877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSP'. [2025-11-26T21:35:34.793161] [INFO ] [FORECASTER] Starting predict_future for SSP [2025-11-26T21:35:34.793949] [DEBUG] [LOCAL ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt [2025-11-26T21:35:34.794018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:34.794075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:34.794115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:34.794182] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:34.850926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:34.851692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:34.851800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:34.851845] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:34.968601] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:34.968775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:34.968833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:34.968874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:34.972253] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=21.21%) [2025-11-26T21:35:34.972561] [INFO ] [FORECASTER] Completed predict_future for SSP [2025-11-26T21:35:34.972744] [INFO ] [sig ] SSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:35.111748] [INFO ] [LOCAL ] Saved forecast: SSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSP.txt [2025-11-26T21:35:35.111896] [INFO ] [sig ] [3018/3599] Completed SSP in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:35.111950] [INFO ] [sig ] [3019/3599] Forecasting SSRM... [2025-11-26T21:35:35.111987] [INFO ] [sig ] Generating forecast for: SSRM [2025-11-26T21:35:35.112026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'. [2025-11-26T21:35:35.122202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSRM'. [2025-11-26T21:35:35.122521] [INFO ] [FORECASTER] Starting predict_future for SSRM [2025-11-26T21:35:35.123330] [DEBUG] [LOCAL ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt [2025-11-26T21:35:35.123400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:35.123446] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:35.123486] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:35.123557] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:35.181553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:35.182239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:35.182334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:35.182374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:35.300311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:35.300456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:35.300507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:35.300552] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:35.303869] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=82.26%) [2025-11-26T21:35:35.304160] [INFO ] [FORECASTER] Completed predict_future for SSRM [2025-11-26T21:35:35.304297] [INFO ] [sig ] SSRM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:35.444944] [INFO ] [LOCAL ] Saved forecast: SSRM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSRM.txt [2025-11-26T21:35:35.445093] [INFO ] [sig ] [3019/3599] Completed SSRM in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:35.445146] [INFO ] [sig ] [3020/3599] Forecasting SSSS... [2025-11-26T21:35:35.445186] [INFO ] [sig ] Generating forecast for: SSSS [2025-11-26T21:35:35.445250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'. [2025-11-26T21:35:35.455212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSSS'. [2025-11-26T21:35:35.455542] [INFO ] [FORECASTER] Starting predict_future for SSSS [2025-11-26T21:35:35.456353] [DEBUG] [LOCAL ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt [2025-11-26T21:35:35.456424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:35.456466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:35.456507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:35.456574] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:35.517433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:35.518361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:35.518463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:35.518512] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:35.641976] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:35.642144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:35.642196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:35.642234] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:35.645578] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=6.71%) [2025-11-26T21:35:35.645909] [INFO ] [FORECASTER] Completed predict_future for SSSS [2025-11-26T21:35:35.646054] [INFO ] [sig ] SSSS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:35.786171] [INFO ] [LOCAL ] Saved forecast: SSSS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSSS.txt [2025-11-26T21:35:35.786325] [INFO ] [sig ] [3020/3599] Completed SSSS in 0.3s | 2.92 sym/s | Total: 17.2m | ETA: 3.3m [2025-11-26T21:35:35.786379] [INFO ] [sig ] [3021/3599] Forecasting SSTI... [2025-11-26T21:35:35.786423] [INFO ] [sig ] Generating forecast for: SSTI [2025-11-26T21:35:35.786463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'. [2025-11-26T21:35:35.796444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTI'. [2025-11-26T21:35:35.796761] [INFO ] [FORECASTER] Starting predict_future for SSTI [2025-11-26T21:35:35.797550] [DEBUG] [LOCAL ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt [2025-11-26T21:35:35.797619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:35.797684] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:35.797722] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:35.797792] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:35.856361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:35.857151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:35.857258] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:35.857321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:35.978832] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:35.979019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:35.979093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:35.979152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:35.982578] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=84.57%) [2025-11-26T21:35:35.982928] [INFO ] [FORECASTER] Completed predict_future for SSTI [2025-11-26T21:35:35.983092] [INFO ] [sig ] SSTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:36.122988] [INFO ] [LOCAL ] Saved forecast: SSTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SSTI.txt [2025-11-26T21:35:36.123145] [INFO ] [sig ] [3021/3599] Completed SSTI in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:36.123199] [INFO ] [sig ] [3022/3599] Forecasting SSTK... [2025-11-26T21:35:36.123260] [INFO ] [sig ] Generating forecast for: SSTK [2025-11-26T21:35:36.123302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-11-26T21:35:36.133226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTK'. [2025-11-26T21:35:36.133543] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-11-26T21:35:36.134339] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-11-26T21:35:36.134407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:36.134452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:36.134492] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:36.134558] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:36.190711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:36.191391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:36.191485] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:36.191530] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:36.309595] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:36.309801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:36.309854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:36.309893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:36.313345] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=2.11%) [2025-11-26T21:35:36.313666] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-11-26T21:35:36.313810] [INFO ] [sig ] SSTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:36.452977] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSTK.txt [2025-11-26T21:35:36.453163] [INFO ] [sig ] [3022/3599] Completed SSTK in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:36.453224] [INFO ] [sig ] [3023/3599] Forecasting SSYS... [2025-11-26T21:35:36.453292] [INFO ] [sig ] Generating forecast for: SSYS [2025-11-26T21:35:36.453353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'. [2025-11-26T21:35:36.463723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSYS'. [2025-11-26T21:35:36.464045] [INFO ] [FORECASTER] Starting predict_future for SSYS [2025-11-26T21:35:36.464904] [DEBUG] [LOCAL ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt [2025-11-26T21:35:36.464975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:36.465029] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:36.465078] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:36.465163] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:36.523449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:36.524277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:36.524382] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:36.524434] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:36.638769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:36.638964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:36.639018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:36.639061] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:36.642550] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-11-26T21:35:36.642872] [INFO ] [FORECASTER] Completed predict_future for SSYS [2025-11-26T21:35:36.643013] [INFO ] [sig ] SSYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:36.782736] [INFO ] [LOCAL ] Saved forecast: SSYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SSYS.txt [2025-11-26T21:35:36.782895] [INFO ] [sig ] [3023/3599] Completed SSYS in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:36.782951] [INFO ] [sig ] [3024/3599] Forecasting STAA... [2025-11-26T21:35:36.782993] [INFO ] [sig ] Generating forecast for: STAA [2025-11-26T21:35:36.783034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'. [2025-11-26T21:35:36.793354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAA'. [2025-11-26T21:35:36.793672] [INFO ] [FORECASTER] Starting predict_future for STAA [2025-11-26T21:35:36.794436] [DEBUG] [LOCAL ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt [2025-11-26T21:35:36.794505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:36.794550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:36.794585] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:36.794676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:36.851487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:36.852234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:36.852331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:36.852379] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:36.971500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:36.971699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:36.971755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:36.971793] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:36.975077] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=33.91%) [2025-11-26T21:35:36.975360] [INFO ] [FORECASTER] Completed predict_future for STAA [2025-11-26T21:35:36.975497] [INFO ] [sig ] STAA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:37.118111] [INFO ] [LOCAL ] Saved forecast: STAA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STAA.txt [2025-11-26T21:35:37.118309] [INFO ] [sig ] [3024/3599] Completed STAA in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:37.118404] [INFO ] [sig ] [3025/3599] Forecasting STAG... [2025-11-26T21:35:37.118445] [INFO ] [sig ] Generating forecast for: STAG [2025-11-26T21:35:37.118495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-11-26T21:35:37.128837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAG'. [2025-11-26T21:35:37.129152] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-11-26T21:35:37.129953] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-11-26T21:35:37.130021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:37.130066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:37.130104] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:37.130171] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:37.187184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:37.188065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:37.188164] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:37.188211] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:37.322786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:37.323003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:37.323086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:37.323178] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:37.327934] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=61.06%) [2025-11-26T21:35:37.328343] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-11-26T21:35:37.328505] [INFO ] [sig ] STAG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:37.477498] [INFO ] [LOCAL ] Saved forecast: STAG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STAG.txt [2025-11-26T21:35:37.477700] [INFO ] [sig ] [3025/3599] Completed STAG in 0.4s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:37.477779] [INFO ] [sig ] [3026/3599] Forecasting STBA... [2025-11-26T21:35:37.477831] [INFO ] [sig ] Generating forecast for: STBA [2025-11-26T21:35:37.477873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'. [2025-11-26T21:35:37.488332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STBA'. [2025-11-26T21:35:37.488751] [INFO ] [FORECASTER] Starting predict_future for STBA [2025-11-26T21:35:37.489522] [DEBUG] [LOCAL ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt [2025-11-26T21:35:37.489592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:37.489657] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:37.489701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:37.489771] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:37.546897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:37.547830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:37.547939] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:37.547988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:37.666322] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:37.666507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:37.666562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:37.666605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:37.669951] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=84.09%) [2025-11-26T21:35:37.670242] [INFO ] [FORECASTER] Completed predict_future for STBA [2025-11-26T21:35:37.670383] [INFO ] [sig ] STBA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:37.807593] [INFO ] [LOCAL ] Saved forecast: STBA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STBA.txt [2025-11-26T21:35:37.807764] [INFO ] [sig ] [3026/3599] Completed STBA in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:37.807825] [INFO ] [sig ] [3027/3599] Forecasting STC... [2025-11-26T21:35:37.807889] [INFO ] [sig ] Generating forecast for: STC [2025-11-26T21:35:37.807939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-11-26T21:35:37.817868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STC'. [2025-11-26T21:35:37.818179] [INFO ] [FORECASTER] Starting predict_future for STC [2025-11-26T21:35:37.818960] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-11-26T21:35:37.819029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:37.819074] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:37.819113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:37.819181] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:37.878259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:37.879045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:37.879140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:37.879207] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:38.001300] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:38.001513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:38.001568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:38.001629] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:38.005103] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=22.95%) [2025-11-26T21:35:38.005439] [INFO ] [FORECASTER] Completed predict_future for STC [2025-11-26T21:35:38.005598] [INFO ] [sig ] STC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:38.148982] [INFO ] [LOCAL ] Saved forecast: STC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STC.txt [2025-11-26T21:35:38.149158] [INFO ] [sig ] [3027/3599] Completed STC in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:38.149239] [INFO ] [sig ] [3028/3599] Forecasting STE... [2025-11-26T21:35:38.149276] [INFO ] [sig ] Generating forecast for: STE [2025-11-26T21:35:38.149322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-11-26T21:35:38.160777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STE'. [2025-11-26T21:35:38.161124] [INFO ] [FORECASTER] Starting predict_future for STE [2025-11-26T21:35:38.161936] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-11-26T21:35:38.162010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:38.162056] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:38.162097] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:38.162168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:38.220412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:38.221088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:38.221188] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:38.221237] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:38.345129] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:38.345318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:38.345379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:38.345416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:38.348878] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=82.26%) [2025-11-26T21:35:38.349174] [INFO ] [FORECASTER] Completed predict_future for STE [2025-11-26T21:35:38.349314] [INFO ] [sig ] STE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:38.492431] [INFO ] [LOCAL ] Saved forecast: STE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STE.txt [2025-11-26T21:35:38.492604] [INFO ] [sig ] [3028/3599] Completed STE in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:38.492686] [INFO ] [sig ] [3029/3599] Forecasting STEL... [2025-11-26T21:35:38.492759] [INFO ] [sig ] Generating forecast for: STEL [2025-11-26T21:35:38.492805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-11-26T21:35:38.503539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEL'. [2025-11-26T21:35:38.503880] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-11-26T21:35:38.504705] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-11-26T21:35:38.504774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:38.504819] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:38.504861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:38.504944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:38.563453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:38.564115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:38.564216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:38.564277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:38.690022] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:38.690262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:38.690320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:38.690362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:38.693852] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=8.60%) [2025-11-26T21:35:38.694139] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-11-26T21:35:38.694302] [INFO ] [sig ] STEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:38.839592] [INFO ] [LOCAL ] Saved forecast: STEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STEL.txt [2025-11-26T21:35:38.839853] [INFO ] [sig ] [3029/3599] Completed STEL in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.3m [2025-11-26T21:35:38.839929] [INFO ] [sig ] [3030/3599] Forecasting STEM... [2025-11-26T21:35:38.839984] [INFO ] [sig ] Generating forecast for: STEM [2025-11-26T21:35:38.840046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-11-26T21:35:38.853997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEM'. [2025-11-26T21:35:38.854398] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-11-26T21:35:38.855194] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-11-26T21:35:38.855267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:38.855315] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:38.855356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:38.855426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:38.915821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:38.916786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:38.916886] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:38.916934] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:39.040374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:39.040563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:39.040620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:39.040687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:39.044560] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=2.46%) [2025-11-26T21:35:39.044885] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-11-26T21:35:39.045032] [INFO ] [sig ] STEM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:39.186984] [INFO ] [LOCAL ] Saved forecast: STEM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STEM.txt [2025-11-26T21:35:39.187152] [INFO ] [sig ] [3030/3599] Completed STEM in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:39.187208] [INFO ] [sig ] [3031/3599] Forecasting STEP... [2025-11-26T21:35:39.187272] [INFO ] [sig ] Generating forecast for: STEP [2025-11-26T21:35:39.187322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'. [2025-11-26T21:35:39.198376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEP'. [2025-11-26T21:35:39.198779] [INFO ] [FORECASTER] Starting predict_future for STEP [2025-11-26T21:35:39.199599] [DEBUG] [LOCAL ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt [2025-11-26T21:35:39.199689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:39.199738] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:39.199777] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:39.199848] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:39.263589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:39.264787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:39.264894] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:39.264943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:39.393131] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:39.393312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:39.393365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:39.393406] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:39.396848] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=84.84%) [2025-11-26T21:35:39.397254] [INFO ] [FORECASTER] Completed predict_future for STEP [2025-11-26T21:35:39.397441] [INFO ] [sig ] STEP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:39.540608] [INFO ] [LOCAL ] Saved forecast: STEP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STEP.txt [2025-11-26T21:35:39.540895] [INFO ] [sig ] [3031/3599] Completed STEP in 0.4s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:39.540963] [INFO ] [sig ] [3032/3599] Forecasting STHO... [2025-11-26T21:35:39.541024] [INFO ] [sig ] Generating forecast for: STHO [2025-11-26T21:35:39.541088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'. [2025-11-26T21:35:39.555073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STHO'. [2025-11-26T21:35:39.555617] [INFO ] [FORECASTER] Starting predict_future for STHO [2025-11-26T21:35:39.556720] [DEBUG] [LOCAL ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt [2025-11-26T21:35:39.556806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:39.556867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:39.556919] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:39.557011] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:39.616701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:39.617722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:39.617830] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:39.617881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:39.732700] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:39.732894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:39.732950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:39.732997] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:39.736457] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=44.10%) [2025-11-26T21:35:39.736778] [INFO ] [FORECASTER] Completed predict_future for STHO [2025-11-26T21:35:39.736925] [INFO ] [sig ] STHO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:39.891595] [INFO ] [LOCAL ] Saved forecast: STHO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STHO.txt [2025-11-26T21:35:39.891792] [INFO ] [sig ] [3032/3599] Completed STHO in 0.4s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:39.891865] [INFO ] [sig ] [3033/3599] Forecasting STI... [2025-11-26T21:35:39.891908] [INFO ] [sig ] Generating forecast for: STI [2025-11-26T21:35:39.891959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'. [2025-11-26T21:35:39.903077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STI'. [2025-11-26T21:35:39.903454] [INFO ] [FORECASTER] Starting predict_future for STI [2025-11-26T21:35:39.904282] [DEBUG] [LOCAL ] No optimal features file found for STI: ./output/feature-sets/STI.txt [2025-11-26T21:35:39.904352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:39.904406] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:39.904455] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:39.904538] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:39.961161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:39.961909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:39.962017] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:39.962070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:40.084155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:40.084304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:40.084358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:40.084402] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:40.088271] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=65.53%) [2025-11-26T21:35:40.088602] [INFO ] [FORECASTER] Completed predict_future for STI [2025-11-26T21:35:40.088796] [INFO ] [sig ] STI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:40.240429] [INFO ] [LOCAL ] Saved forecast: STI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STI.txt [2025-11-26T21:35:40.240607] [INFO ] [sig ] [3033/3599] Completed STI in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:40.240688] [INFO ] [sig ] [3034/3599] Forecasting STIM... [2025-11-26T21:35:40.240734] [INFO ] [sig ] Generating forecast for: STIM [2025-11-26T21:35:40.240793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'. [2025-11-26T21:35:40.251462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STIM'. [2025-11-26T21:35:40.251828] [INFO ] [FORECASTER] Starting predict_future for STIM [2025-11-26T21:35:40.252637] [DEBUG] [LOCAL ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt [2025-11-26T21:35:40.252728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:40.252775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:40.252818] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:40.252892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:40.314302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:40.315117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:40.315230] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:40.315300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:40.441456] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:40.441666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:40.441723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:40.441766] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:40.445234] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=42.10%) [2025-11-26T21:35:40.445569] [INFO ] [FORECASTER] Completed predict_future for STIM [2025-11-26T21:35:40.445761] [INFO ] [sig ] STIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:40.583545] [INFO ] [LOCAL ] Saved forecast: STIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STIM.txt [2025-11-26T21:35:40.583741] [INFO ] [sig ] [3034/3599] Completed STIM in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:40.583820] [INFO ] [sig ] [3035/3599] Forecasting STK... [2025-11-26T21:35:40.583873] [INFO ] [sig ] Generating forecast for: STK [2025-11-26T21:35:40.583915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-11-26T21:35:40.594045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STK'. [2025-11-26T21:35:40.594378] [INFO ] [FORECASTER] Starting predict_future for STK [2025-11-26T21:35:40.595243] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-11-26T21:35:40.595322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:40.595391] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:40.595457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:40.595564] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:40.651793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:40.652588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:40.652731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:40.652799] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:40.775028] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:40.775232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:40.775305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:40.775373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:40.778811] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-11-26T21:35:40.779145] [INFO ] [FORECASTER] Completed predict_future for STK [2025-11-26T21:35:40.779322] [INFO ] [sig ] STK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:40.917806] [INFO ] [LOCAL ] Saved forecast: STK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STK.txt [2025-11-26T21:35:40.917991] [INFO ] [sig ] [3035/3599] Completed STK in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:40.918099] [INFO ] [sig ] [3036/3599] Forecasting STKH... [2025-11-26T21:35:40.918168] [INFO ] [sig ] Generating forecast for: STKH [2025-11-26T21:35:40.918237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'. [2025-11-26T21:35:40.928794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKH'. [2025-11-26T21:35:40.929175] [INFO ] [FORECASTER] Starting predict_future for STKH [2025-11-26T21:35:40.930054] [DEBUG] [LOCAL ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt [2025-11-26T21:35:40.930126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:40.930182] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:40.930227] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:40.930326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:40.986511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:40.987265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:40.987371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:40.987439] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:41.090004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:41.090193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:41.090247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:41.090291] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:41.093632] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=79.34%) [2025-11-26T21:35:41.093965] [INFO ] [FORECASTER] Completed predict_future for STKH [2025-11-26T21:35:41.094118] [INFO ] [sig ] STKH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:41.232228] [INFO ] [LOCAL ] Saved forecast: STKH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STKH.txt [2025-11-26T21:35:41.232423] [INFO ] [sig ] [3036/3599] Completed STKH in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:41.232498] [INFO ] [sig ] [3037/3599] Forecasting STKL... [2025-11-26T21:35:41.232596] [INFO ] [sig ] Generating forecast for: STKL [2025-11-26T21:35:41.232677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'. [2025-11-26T21:35:41.243104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKL'. [2025-11-26T21:35:41.243455] [INFO ] [FORECASTER] Starting predict_future for STKL [2025-11-26T21:35:41.244257] [DEBUG] [LOCAL ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt [2025-11-26T21:35:41.244330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:41.244376] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:41.244418] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:41.244488] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:41.300020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:41.300844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:41.300941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:41.300988] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:41.422571] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:41.422792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:41.422846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:41.422887] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:41.426355] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=76.12%) [2025-11-26T21:35:41.426664] [INFO ] [FORECASTER] Completed predict_future for STKL [2025-11-26T21:35:41.426805] [INFO ] [sig ] STKL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:41.563965] [INFO ] [LOCAL ] Saved forecast: STKL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STKL.txt [2025-11-26T21:35:41.564128] [INFO ] [sig ] [3037/3599] Completed STKL in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:41.564208] [INFO ] [sig ] [3038/3599] Forecasting STKS... [2025-11-26T21:35:41.564247] [INFO ] [sig ] Generating forecast for: STKS [2025-11-26T21:35:41.564290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'. [2025-11-26T21:35:41.574223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKS'. [2025-11-26T21:35:41.574556] [INFO ] [FORECASTER] Starting predict_future for STKS [2025-11-26T21:35:41.575356] [DEBUG] [LOCAL ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt [2025-11-26T21:35:41.575427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:41.575471] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:41.575509] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:41.575575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:41.631293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:41.632018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:41.632114] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:41.632160] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:41.752480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:41.752699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:41.752755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:41.752794] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:41.756142] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-11-26T21:35:41.756455] [INFO ] [FORECASTER] Completed predict_future for STKS [2025-11-26T21:35:41.756600] [INFO ] [sig ] STKS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:41.895583] [INFO ] [LOCAL ] Saved forecast: STKS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STKS.txt [2025-11-26T21:35:41.895769] [INFO ] [sig ] [3038/3599] Completed STKS in 0.3s | 2.92 sym/s | Total: 17.3m | ETA: 3.2m [2025-11-26T21:35:41.895825] [INFO ] [sig ] [3039/3599] Forecasting STLA... [2025-11-26T21:35:41.895887] [INFO ] [sig ] Generating forecast for: STLA [2025-11-26T21:35:41.895924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-11-26T21:35:41.906363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLA'. [2025-11-26T21:35:41.906734] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-11-26T21:35:41.907528] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-11-26T21:35:41.907597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:41.907663] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:41.907707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:41.907775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:41.963233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:41.964007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:41.964105] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:41.964151] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:42.077727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:42.077906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:42.077959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:42.078002] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:42.081325] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=93.97%) [2025-11-26T21:35:42.081616] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-11-26T21:35:42.081779] [INFO ] [sig ] STLA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:42.219009] [INFO ] [LOCAL ] Saved forecast: STLA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STLA.txt [2025-11-26T21:35:42.219173] [INFO ] [sig ] [3039/3599] Completed STLA in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:42.219229] [INFO ] [sig ] [3040/3599] Forecasting STLD... [2025-11-26T21:35:42.219297] [INFO ] [sig ] Generating forecast for: STLD [2025-11-26T21:35:42.219343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'. [2025-11-26T21:35:42.230150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLD'. [2025-11-26T21:35:42.230509] [INFO ] [FORECASTER] Starting predict_future for STLD [2025-11-26T21:35:42.231300] [DEBUG] [LOCAL ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt [2025-11-26T21:35:42.231368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:42.231414] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:42.231454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:42.231521] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:42.286918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:42.287664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:42.287762] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:42.287812] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:42.403931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:42.404132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:42.404186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:42.404227] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:42.407688] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=45.78%) [2025-11-26T21:35:42.408057] [INFO ] [FORECASTER] Completed predict_future for STLD [2025-11-26T21:35:42.408208] [INFO ] [sig ] STLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:42.546738] [INFO ] [LOCAL ] Saved forecast: STLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STLD.txt [2025-11-26T21:35:42.546894] [INFO ] [sig ] [3040/3599] Completed STLD in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:42.546950] [INFO ] [sig ] [3041/3599] Forecasting STM... [2025-11-26T21:35:42.546993] [INFO ] [sig ] Generating forecast for: STM [2025-11-26T21:35:42.547061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-11-26T21:35:42.557911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STM'. [2025-11-26T21:35:42.558281] [INFO ] [FORECASTER] Starting predict_future for STM [2025-11-26T21:35:42.559099] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-11-26T21:35:42.559169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:42.559215] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:42.559256] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:42.559323] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:42.614884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:42.615548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:42.615662] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:42.615710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:42.736916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:42.737095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:42.737149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:42.737224] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:42.740708] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=69.32%) [2025-11-26T21:35:42.741011] [INFO ] [FORECASTER] Completed predict_future for STM [2025-11-26T21:35:42.741155] [INFO ] [sig ] STM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:42.880117] [INFO ] [LOCAL ] Saved forecast: STM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STM.txt [2025-11-26T21:35:42.880275] [INFO ] [sig ] [3041/3599] Completed STM in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:42.880350] [INFO ] [sig ] [3042/3599] Forecasting STN... [2025-11-26T21:35:42.880394] [INFO ] [sig ] Generating forecast for: STN [2025-11-26T21:35:42.880436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-11-26T21:35:42.891485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STN'. [2025-11-26T21:35:42.891873] [INFO ] [FORECASTER] Starting predict_future for STN [2025-11-26T21:35:42.892698] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-11-26T21:35:42.892780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:42.892837] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:42.892878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:42.892964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:42.948266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:42.948940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:42.949035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:42.949089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:43.062574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:43.062768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:43.062821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:43.062861] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:43.066196] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-11-26T21:35:43.066497] [INFO ] [FORECASTER] Completed predict_future for STN [2025-11-26T21:35:43.066668] [INFO ] [sig ] STN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:43.203590] [INFO ] [LOCAL ] Saved forecast: STN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STN.txt [2025-11-26T21:35:43.203761] [INFO ] [sig ] [3042/3599] Completed STN in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:43.203817] [INFO ] [sig ] [3043/3599] Forecasting STNE... [2025-11-26T21:35:43.203876] [INFO ] [sig ] Generating forecast for: STNE [2025-11-26T21:35:43.203938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'. [2025-11-26T21:35:43.214078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STNE'. [2025-11-26T21:35:43.214416] [INFO ] [FORECASTER] Starting predict_future for STNE [2025-11-26T21:35:43.215228] [DEBUG] [LOCAL ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt [2025-11-26T21:35:43.215299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:43.215344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:43.215389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:43.215480] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:43.270828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:43.271534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:43.271631] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:43.271696] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:43.393215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:43.393364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:43.393415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:43.393457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:43.396807] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=92.55%) [2025-11-26T21:35:43.397106] [INFO ] [FORECASTER] Completed predict_future for STNE [2025-11-26T21:35:43.397257] [INFO ] [sig ] STNE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:43.534655] [INFO ] [LOCAL ] Saved forecast: STNE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STNE.txt [2025-11-26T21:35:43.534807] [INFO ] [sig ] [3043/3599] Completed STNE in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:43.534860] [INFO ] [sig ] [3044/3599] Forecasting STOK... [2025-11-26T21:35:43.534900] [INFO ] [sig ] Generating forecast for: STOK [2025-11-26T21:35:43.534941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'. [2025-11-26T21:35:43.544903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STOK'. [2025-11-26T21:35:43.545222] [INFO ] [FORECASTER] Starting predict_future for STOK [2025-11-26T21:35:43.546028] [DEBUG] [LOCAL ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt [2025-11-26T21:35:43.546098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:43.546142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:43.546181] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:43.546248] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:43.601710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:43.602373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:43.602468] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:43.602511] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:43.724839] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:43.725009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:43.725061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:43.725103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:43.728427] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=55.70%) [2025-11-26T21:35:43.728738] [INFO ] [FORECASTER] Completed predict_future for STOK [2025-11-26T21:35:43.728880] [INFO ] [sig ] STOK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:43.866551] [INFO ] [LOCAL ] Saved forecast: STOK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STOK.txt [2025-11-26T21:35:43.866721] [INFO ] [sig ] [3044/3599] Completed STOK in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:43.866777] [INFO ] [sig ] [3045/3599] Forecasting STRA... [2025-11-26T21:35:43.866842] [INFO ] [sig ] Generating forecast for: STRA [2025-11-26T21:35:43.866885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'. [2025-11-26T21:35:43.876707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRA'. [2025-11-26T21:35:43.877014] [INFO ] [FORECASTER] Starting predict_future for STRA [2025-11-26T21:35:43.877824] [DEBUG] [LOCAL ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt [2025-11-26T21:35:43.877893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:43.877937] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:43.877977] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:43.878043] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:43.934133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:43.934848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:43.934945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:43.934994] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:44.053252] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:44.053442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:44.053495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:44.053540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:44.056910] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=64.09%) [2025-11-26T21:35:44.057216] [INFO ] [FORECASTER] Completed predict_future for STRA [2025-11-26T21:35:44.057367] [INFO ] [sig ] STRA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:44.198021] [INFO ] [LOCAL ] Saved forecast: STRA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STRA.txt [2025-11-26T21:35:44.198208] [INFO ] [sig ] [3045/3599] Completed STRA in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:44.198287] [INFO ] [sig ] [3046/3599] Forecasting STRL... [2025-11-26T21:35:44.198357] [INFO ] [sig ] Generating forecast for: STRL [2025-11-26T21:35:44.198410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'. [2025-11-26T21:35:44.208601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRL'. [2025-11-26T21:35:44.208996] [INFO ] [FORECASTER] Starting predict_future for STRL [2025-11-26T21:35:44.209805] [DEBUG] [LOCAL ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt [2025-11-26T21:35:44.209873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:44.209918] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:44.209955] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:44.210039] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:44.267662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:44.268496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:44.268595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:44.268658] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:44.389387] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:44.389554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:44.389608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:44.389667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:44.392989] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=91.12%) [2025-11-26T21:35:44.393284] [INFO ] [FORECASTER] Completed predict_future for STRL [2025-11-26T21:35:44.393424] [INFO ] [sig ] STRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:44.530601] [INFO ] [LOCAL ] Saved forecast: STRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STRL.txt [2025-11-26T21:35:44.530785] [INFO ] [sig ] [3046/3599] Completed STRL in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:44.530840] [INFO ] [sig ] [3047/3599] Forecasting STRS... [2025-11-26T21:35:44.530901] [INFO ] [sig ] Generating forecast for: STRS [2025-11-26T21:35:44.530942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'. [2025-11-26T21:35:44.540296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRS'. [2025-11-26T21:35:44.540593] [INFO ] [FORECASTER] Starting predict_future for STRS [2025-11-26T21:35:44.541540] [DEBUG] [LOCAL ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt [2025-11-26T21:35:44.541625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:44.541717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:44.541765] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:44.541836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:44.604544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:44.605396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:44.605504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:44.605560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:44.704471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:44.704680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:44.704738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:44.704785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:44.708372] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-11-26T21:35:44.708729] [INFO ] [FORECASTER] Completed predict_future for STRS [2025-11-26T21:35:44.708880] [INFO ] [sig ] STRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:44.861958] [INFO ] [LOCAL ] Saved forecast: STRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STRS.txt [2025-11-26T21:35:44.862133] [INFO ] [sig ] [3047/3599] Completed STRS in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.2m [2025-11-26T21:35:44.862225] [INFO ] [sig ] [3048/3599] Forecasting STSS... [2025-11-26T21:35:44.862289] [INFO ] [sig ] Generating forecast for: STSS [2025-11-26T21:35:44.862340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'. [2025-11-26T21:35:44.872995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STSS'. [2025-11-26T21:35:44.873337] [INFO ] [FORECASTER] Starting predict_future for STSS [2025-11-26T21:35:44.874173] [DEBUG] [LOCAL ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt [2025-11-26T21:35:44.874246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:44.874293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:44.874335] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:44.874410] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:44.936988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:44.937891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:44.937994] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:44.938041] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:45.064353] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:45.064537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:45.064591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:45.064633] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:45.068373] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=60.75%) [2025-11-26T21:35:45.068746] [INFO ] [FORECASTER] Completed predict_future for STSS [2025-11-26T21:35:45.068907] [INFO ] [sig ] STSS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:45.221693] [INFO ] [LOCAL ] Saved forecast: STSS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STSS.txt [2025-11-26T21:35:45.221891] [INFO ] [sig ] [3048/3599] Completed STSS in 0.4s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:45.222001] [INFO ] [sig ] [3049/3599] Forecasting STTK... [2025-11-26T21:35:45.222052] [INFO ] [sig ] Generating forecast for: STTK [2025-11-26T21:35:45.222096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'. [2025-11-26T21:35:45.235277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STTK'. [2025-11-26T21:35:45.235980] [INFO ] [FORECASTER] Starting predict_future for STTK [2025-11-26T21:35:45.237000] [DEBUG] [LOCAL ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt [2025-11-26T21:35:45.237077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:45.237130] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:45.237174] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:45.237259] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:45.296012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:45.297203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:45.297331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:45.297382] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:45.421303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:45.421512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:45.421588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:45.421635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:45.425167] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=12.27%) [2025-11-26T21:35:45.425477] [INFO ] [FORECASTER] Completed predict_future for STTK [2025-11-26T21:35:45.425631] [INFO ] [sig ] STTK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:45.571829] [INFO ] [LOCAL ] Saved forecast: STTK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STTK.txt [2025-11-26T21:35:45.572031] [INFO ] [sig ] [3049/3599] Completed STTK in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:45.572087] [INFO ] [sig ] [3050/3599] Forecasting STVN... [2025-11-26T21:35:45.572130] [INFO ] [sig ] Generating forecast for: STVN [2025-11-26T21:35:45.572223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-11-26T21:35:45.583371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STVN'. [2025-11-26T21:35:45.583757] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-11-26T21:35:45.584537] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-11-26T21:35:45.584606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:45.584672] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:45.584729] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:45.584799] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:45.641377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:45.642326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:45.642432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:45.642477] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:45.759142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:45.759335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:45.759389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:45.759430] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:45.762842] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=40.85%) [2025-11-26T21:35:45.763197] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-11-26T21:35:45.763367] [INFO ] [sig ] STVN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:45.902043] [INFO ] [LOCAL ] Saved forecast: STVN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STVN.txt [2025-11-26T21:35:45.902199] [INFO ] [sig ] [3050/3599] Completed STVN in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:45.902253] [INFO ] [sig ] [3051/3599] Forecasting STWD... [2025-11-26T21:35:45.902317] [INFO ] [sig ] Generating forecast for: STWD [2025-11-26T21:35:45.902352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-11-26T21:35:45.912801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STWD'. [2025-11-26T21:35:45.913096] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-11-26T21:35:45.913870] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-11-26T21:35:45.913939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:45.913987] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:45.914028] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:45.914098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:45.971057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:45.971699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:45.971789] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:45.971835] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:46.088144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:46.088323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:46.088376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:46.088417] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:46.091763] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=79.68%) [2025-11-26T21:35:46.092056] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-11-26T21:35:46.092196] [INFO ] [sig ] STWD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:46.231287] [INFO ] [LOCAL ] Saved forecast: STWD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STWD.txt [2025-11-26T21:35:46.231472] [INFO ] [sig ] [3051/3599] Completed STWD in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:46.231548] [INFO ] [sig ] [3052/3599] Forecasting STX... [2025-11-26T21:35:46.231586] [INFO ] [sig ] Generating forecast for: STX [2025-11-26T21:35:46.231629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'. [2025-11-26T21:35:46.243332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STX'. [2025-11-26T21:35:46.243768] [INFO ] [FORECASTER] Starting predict_future for STX [2025-11-26T21:35:46.244620] [DEBUG] [LOCAL ] No optimal features file found for STX: ./output/feature-sets/STX.txt [2025-11-26T21:35:46.244714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:46.244760] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:46.244794] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:46.244863] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:46.301489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:46.302482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:46.302594] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:46.302665] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:46.422529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:46.422768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:46.422825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:46.422867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:46.426445] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=27.08%) [2025-11-26T21:35:46.426792] [INFO ] [FORECASTER] Completed predict_future for STX [2025-11-26T21:35:46.426949] [INFO ] [sig ] STX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:46.569583] [INFO ] [LOCAL ] Saved forecast: STX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STX.txt [2025-11-26T21:35:46.569829] [INFO ] [sig ] [3052/3599] Completed STX in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:46.569915] [INFO ] [sig ] [3053/3599] Forecasting STXE... [2025-11-26T21:35:46.569960] [INFO ] [sig ] Generating forecast for: STXE [2025-11-26T21:35:46.570002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-11-26T21:35:46.581481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXE'. [2025-11-26T21:35:46.582015] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-11-26T21:35:46.583055] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-11-26T21:35:46.583161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:46.583232] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:46.583274] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:46.583345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:46.645206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:46.646191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:46.646298] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:46.646348] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:46.757181] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:46.757380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:46.757447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:46.757489] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:46.761080] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=67.08%) [2025-11-26T21:35:46.761450] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-11-26T21:35:46.761609] [INFO ] [sig ] STXE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:46.906844] [INFO ] [LOCAL ] Saved forecast: STXE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STXE.txt [2025-11-26T21:35:46.907042] [INFO ] [sig ] [3053/3599] Completed STXE in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:46.907151] [INFO ] [sig ] [3054/3599] Forecasting STXG... [2025-11-26T21:35:46.907214] [INFO ] [sig ] Generating forecast for: STXG [2025-11-26T21:35:46.907268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-11-26T21:35:46.918715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXG'. [2025-11-26T21:35:46.919166] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-11-26T21:35:46.920085] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-11-26T21:35:46.920162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:46.920210] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:46.920252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:46.920321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:46.980973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:46.982022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:46.982133] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:46.982183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:47.097859] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:47.098042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:47.098101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:47.098148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:47.101739] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=17.55%) [2025-11-26T21:35:47.102054] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-11-26T21:35:47.102212] [INFO ] [sig ] STXG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:47.252403] [INFO ] [LOCAL ] Saved forecast: STXG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/STXG.txt [2025-11-26T21:35:47.252588] [INFO ] [sig ] [3054/3599] Completed STXG in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:47.252683] [INFO ] [sig ] [3055/3599] Forecasting STZ... [2025-11-26T21:35:47.252728] [INFO ] [sig ] Generating forecast for: STZ [2025-11-26T21:35:47.252772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-11-26T21:35:47.263558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STZ'. [2025-11-26T21:35:47.263971] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-11-26T21:35:47.264804] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-11-26T21:35:47.264875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:47.264921] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:47.264962] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:47.265056] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:47.322601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:47.323491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:47.323592] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:47.323669] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:47.446724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:47.446940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:47.447011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:47.447069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:47.451681] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: UP (p=57.40%) [2025-11-26T21:35:47.452047] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-11-26T21:35:47.452220] [INFO ] [sig ] STZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:47.598425] [INFO ] [LOCAL ] Saved forecast: STZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/STZ.txt [2025-11-26T21:35:47.598606] [INFO ] [sig ] [3055/3599] Completed STZ in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:47.598709] [INFO ] [sig ] [3056/3599] Forecasting SUI... [2025-11-26T21:35:47.598753] [INFO ] [sig ] Generating forecast for: SUI [2025-11-26T21:35:47.598797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-11-26T21:35:47.610004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUI'. [2025-11-26T21:35:47.610366] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-11-26T21:35:47.611180] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-11-26T21:35:47.611250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:47.611295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:47.611333] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:47.611399] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:47.667191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:47.667971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:47.668073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:47.668120] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:47.782730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:47.782917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:47.782970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:47.783012] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:47.786368] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=15.07%) [2025-11-26T21:35:47.786687] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-11-26T21:35:47.786832] [INFO ] [sig ] SUI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:47.924098] [INFO ] [LOCAL ] Saved forecast: SUI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUI.txt [2025-11-26T21:35:47.924256] [INFO ] [sig ] [3056/3599] Completed SUI in 0.3s | 2.92 sym/s | Total: 17.4m | ETA: 3.1m [2025-11-26T21:35:47.924312] [INFO ] [sig ] [3057/3599] Forecasting SUN... [2025-11-26T21:35:47.924362] [INFO ] [sig ] Generating forecast for: SUN [2025-11-26T21:35:47.924405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-11-26T21:35:47.935115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUN'. [2025-11-26T21:35:47.935437] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-11-26T21:35:47.936248] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-11-26T21:35:47.936319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:47.936365] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:47.936405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:47.936473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:47.996473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:47.997321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:47.997459] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:47.997518] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:48.121130] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:48.121302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:48.121356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:48.121399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:48.124844] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=37.13%) [2025-11-26T21:35:48.125143] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-11-26T21:35:48.125293] [INFO ] [sig ] SUN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:48.274073] [INFO ] [LOCAL ] Saved forecast: SUN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUN.txt [2025-11-26T21:35:48.274249] [INFO ] [sig ] [3057/3599] Completed SUN in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:48.274303] [INFO ] [sig ] [3058/3599] Forecasting SUNS... [2025-11-26T21:35:48.274348] [INFO ] [sig ] Generating forecast for: SUNS [2025-11-26T21:35:48.274388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'. [2025-11-26T21:35:48.285102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUNS'. [2025-11-26T21:35:48.285421] [INFO ] [FORECASTER] Starting predict_future for SUNS [2025-11-26T21:35:48.286245] [DEBUG] [LOCAL ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt [2025-11-26T21:35:48.286317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:48.286363] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:48.286403] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:48.286472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:48.347805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:48.348671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:48.348770] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:48.348822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:48.477357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:48.477586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:48.477681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:48.477729] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:48.481386] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=15.95%) [2025-11-26T21:35:48.481805] [INFO ] [FORECASTER] Completed predict_future for SUNS [2025-11-26T21:35:48.481967] [INFO ] [sig ] SUNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:48.629498] [INFO ] [LOCAL ] Saved forecast: SUNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUNS.txt [2025-11-26T21:35:48.629721] [INFO ] [sig ] [3058/3599] Completed SUNS in 0.4s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:48.629784] [INFO ] [sig ] [3059/3599] Forecasting SUPN... [2025-11-26T21:35:48.629827] [INFO ] [sig ] Generating forecast for: SUPN [2025-11-26T21:35:48.629889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'. [2025-11-26T21:35:48.644397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUPN'. [2025-11-26T21:35:48.644979] [INFO ] [FORECASTER] Starting predict_future for SUPN [2025-11-26T21:35:48.646152] [DEBUG] [LOCAL ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt [2025-11-26T21:35:48.646246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:48.646321] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:48.646390] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:48.646504] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:48.723375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:48.724354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:48.724473] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:48.724522] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:48.854612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:48.854821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:48.854877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:48.854919] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:48.858460] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=33.78%) [2025-11-26T21:35:48.858809] [INFO ] [FORECASTER] Completed predict_future for SUPN [2025-11-26T21:35:48.858962] [INFO ] [sig ] SUPN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:49.013678] [INFO ] [LOCAL ] Saved forecast: SUPN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUPN.txt [2025-11-26T21:35:49.013861] [INFO ] [sig ] [3059/3599] Completed SUPN in 0.4s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:49.013915] [INFO ] [sig ] [3060/3599] Forecasting SURG... [2025-11-26T21:35:49.013984] [INFO ] [sig ] Generating forecast for: SURG [2025-11-26T21:35:49.014031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'. [2025-11-26T21:35:49.024578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SURG'. [2025-11-26T21:35:49.025044] [INFO ] [FORECASTER] Starting predict_future for SURG [2025-11-26T21:35:49.025881] [DEBUG] [LOCAL ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt [2025-11-26T21:35:49.025952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:49.026002] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:49.026045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:49.026121] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:49.084491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:49.085288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:49.085388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:49.085435] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:49.198849] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:49.199037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:49.199090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:49.199152] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:49.202493] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-11-26T21:35:49.202814] [INFO ] [FORECASTER] Completed predict_future for SURG [2025-11-26T21:35:49.202962] [INFO ] [sig ] SURG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:49.341254] [INFO ] [LOCAL ] Saved forecast: SURG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SURG.txt [2025-11-26T21:35:49.341412] [INFO ] [sig ] [3060/3599] Completed SURG in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:49.341471] [INFO ] [sig ] [3061/3599] Forecasting SUSB... [2025-11-26T21:35:49.341506] [INFO ] [sig ] Generating forecast for: SUSB [2025-11-26T21:35:49.341565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'. [2025-11-26T21:35:49.351487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSB'. [2025-11-26T21:35:49.351826] [INFO ] [FORECASTER] Starting predict_future for SUSB [2025-11-26T21:35:49.352593] [DEBUG] [LOCAL ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt [2025-11-26T21:35:49.352681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:49.352727] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:49.352770] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:49.352836] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:49.408319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:49.409018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:49.409113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:49.409159] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:49.526974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:49.527157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:49.527209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:49.527249] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:49.530587] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=35.63%) [2025-11-26T21:35:49.530902] [INFO ] [FORECASTER] Completed predict_future for SUSB [2025-11-26T21:35:49.531041] [INFO ] [sig ] SUSB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:49.668732] [INFO ] [LOCAL ] Saved forecast: SUSB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUSB.txt [2025-11-26T21:35:49.668878] [INFO ] [sig ] [3061/3599] Completed SUSB in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:49.668931] [INFO ] [sig ] [3062/3599] Forecasting SUSC... [2025-11-26T21:35:49.668972] [INFO ] [sig ] Generating forecast for: SUSC [2025-11-26T21:35:49.669011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'. [2025-11-26T21:35:49.679101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSC'. [2025-11-26T21:35:49.679406] [INFO ] [FORECASTER] Starting predict_future for SUSC [2025-11-26T21:35:49.680202] [DEBUG] [LOCAL ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt [2025-11-26T21:35:49.680271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:49.680316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:49.680355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:49.680423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:49.738936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:49.739674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:49.739784] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:49.739832] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:49.858811] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:49.859015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:49.859079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:49.859125] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:49.862630] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=96.28%) [2025-11-26T21:35:49.862962] [INFO ] [FORECASTER] Completed predict_future for SUSC [2025-11-26T21:35:49.863126] [INFO ] [sig ] SUSC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:50.003260] [INFO ] [LOCAL ] Saved forecast: SUSC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SUSC.txt [2025-11-26T21:35:50.003461] [INFO ] [sig ] [3062/3599] Completed SUSC in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:50.003521] [INFO ] [sig ] [3063/3599] Forecasting SUSL... [2025-11-26T21:35:50.003566] [INFO ] [sig ] Generating forecast for: SUSL [2025-11-26T21:35:50.003603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'. [2025-11-26T21:35:50.014885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSL'. [2025-11-26T21:35:50.015282] [INFO ] [FORECASTER] Starting predict_future for SUSL [2025-11-26T21:35:50.016119] [DEBUG] [LOCAL ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt [2025-11-26T21:35:50.016199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:50.016260] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:50.016315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:50.016409] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:50.072607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:50.073319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:50.073428] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:50.073488] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:50.199835] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:50.199991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:50.200042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:50.200082] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:50.203466] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=92.98%) [2025-11-26T21:35:50.203780] [INFO ] [FORECASTER] Completed predict_future for SUSL [2025-11-26T21:35:50.203923] [INFO ] [sig ] SUSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:50.343762] [INFO ] [LOCAL ] Saved forecast: SUSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SUSL.txt [2025-11-26T21:35:50.343922] [INFO ] [sig ] [3063/3599] Completed SUSL in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:50.343975] [INFO ] [sig ] [3064/3599] Forecasting SUUN... [2025-11-26T21:35:50.344016] [INFO ] [sig ] Generating forecast for: SUUN [2025-11-26T21:35:50.344055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'. [2025-11-26T21:35:50.353724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUUN'. [2025-11-26T21:35:50.354048] [INFO ] [FORECASTER] Starting predict_future for SUUN [2025-11-26T21:35:50.354865] [DEBUG] [LOCAL ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt [2025-11-26T21:35:50.354932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:50.354992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:50.355054] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:50.355146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:50.412029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:50.412731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:50.412826] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:50.412880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:50.535303] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:50.535473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:50.535523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:50.535573] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:50.538938] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=83.86%) [2025-11-26T21:35:50.539246] [INFO ] [FORECASTER] Completed predict_future for SUUN [2025-11-26T21:35:50.539385] [INFO ] [sig ] SUUN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:50.677766] [INFO ] [LOCAL ] Saved forecast: SUUN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SUUN.txt [2025-11-26T21:35:50.677921] [INFO ] [sig ] [3064/3599] Completed SUUN in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.1m [2025-11-26T21:35:50.677974] [INFO ] [sig ] [3065/3599] Forecasting SUZ... [2025-11-26T21:35:50.678013] [INFO ] [sig ] Generating forecast for: SUZ [2025-11-26T21:35:50.678053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-11-26T21:35:50.688068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUZ'. [2025-11-26T21:35:50.688426] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-11-26T21:35:50.689266] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-11-26T21:35:50.689346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:50.689416] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:50.689477] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:50.689578] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:50.745550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:50.746484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:50.746607] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:50.746705] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:50.869004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:50.869201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:50.869254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:50.869298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:50.872729] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-11-26T21:35:50.873042] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-11-26T21:35:50.873218] [INFO ] [sig ] SUZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:51.015809] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SUZ.txt [2025-11-26T21:35:51.015994] [INFO ] [sig ] [3065/3599] Completed SUZ in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:51.016047] [INFO ] [sig ] [3066/3599] Forecasting SVC... [2025-11-26T21:35:51.016084] [INFO ] [sig ] Generating forecast for: SVC [2025-11-26T21:35:51.016123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'. [2025-11-26T21:35:51.026855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVC'. [2025-11-26T21:35:51.027225] [INFO ] [FORECASTER] Starting predict_future for SVC [2025-11-26T21:35:51.028132] [DEBUG] [LOCAL ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt [2025-11-26T21:35:51.028213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:51.028282] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:51.028350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:51.028458] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:51.085343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:51.086279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:51.086393] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:51.086469] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:51.203554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:51.203771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:51.203848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:51.203917] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:51.207518] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: DOWN (p=10.79%) [2025-11-26T21:35:51.207914] [INFO ] [FORECASTER] Completed predict_future for SVC [2025-11-26T21:35:51.208085] [INFO ] [sig ] SVC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:51.349389] [INFO ] [LOCAL ] Saved forecast: SVC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SVC.txt [2025-11-26T21:35:51.349580] [INFO ] [sig ] [3066/3599] Completed SVC in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:51.349677] [INFO ] [sig ] [3067/3599] Forecasting SVCO... [2025-11-26T21:35:51.349773] [INFO ] [sig ] Generating forecast for: SVCO [2025-11-26T21:35:51.349848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'. [2025-11-26T21:35:51.360407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVCO'. [2025-11-26T21:35:51.360794] [INFO ] [FORECASTER] Starting predict_future for SVCO [2025-11-26T21:35:51.361634] [DEBUG] [LOCAL ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt [2025-11-26T21:35:51.361735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:51.361806] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:51.361877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:51.361985] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:51.422824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:51.423509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:51.423617] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:51.423709] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:51.543075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:51.543236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:51.543311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:51.543379] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:51.546684] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: DOWN (p=25.09%) [2025-11-26T21:35:51.547000] [INFO ] [FORECASTER] Completed predict_future for SVCO [2025-11-26T21:35:51.547197] [INFO ] [sig ] SVCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:51.686978] [INFO ] [LOCAL ] Saved forecast: SVCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SVCO.txt [2025-11-26T21:35:51.687130] [INFO ] [sig ] [3067/3599] Completed SVCO in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:51.687228] [INFO ] [sig ] [3068/3599] Forecasting SVRA... [2025-11-26T21:35:51.687283] [INFO ] [sig ] Generating forecast for: SVRA [2025-11-26T21:35:51.687358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'. [2025-11-26T21:35:51.697540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVRA'. [2025-11-26T21:35:51.697910] [INFO ] [FORECASTER] Starting predict_future for SVRA [2025-11-26T21:35:51.698785] [DEBUG] [LOCAL ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt [2025-11-26T21:35:51.698854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:51.698898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:51.698946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:51.699038] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:51.756627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:51.757273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:51.757368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:51.757438] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:51.876974] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:51.877156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:51.877215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:51.877267] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:51.880778] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=20.12%) [2025-11-26T21:35:51.881076] [INFO ] [FORECASTER] Completed predict_future for SVRA [2025-11-26T21:35:51.881258] [INFO ] [sig ] SVRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:52.021835] [INFO ] [LOCAL ] Saved forecast: SVRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SVRA.txt [2025-11-26T21:35:52.021967] [INFO ] [sig ] [3068/3599] Completed SVRA in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:52.022019] [INFO ] [sig ] [3069/3599] Forecasting SWBI... [2025-11-26T21:35:52.022061] [INFO ] [sig ] Generating forecast for: SWBI [2025-11-26T21:35:52.022104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'. [2025-11-26T21:35:52.032113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWBI'. [2025-11-26T21:35:52.032451] [INFO ] [FORECASTER] Starting predict_future for SWBI [2025-11-26T21:35:52.033451] [DEBUG] [LOCAL ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt [2025-11-26T21:35:52.033522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:52.033568] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:52.033608] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:52.033714] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:52.092566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:52.093245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:52.093339] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:52.093388] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:52.210621] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:52.210798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:52.210865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:52.210923] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:52.214412] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=2.89%) [2025-11-26T21:35:52.214761] [INFO ] [FORECASTER] Completed predict_future for SWBI [2025-11-26T21:35:52.214918] [INFO ] [sig ] SWBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:52.356261] [INFO ] [LOCAL ] Saved forecast: SWBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SWBI.txt [2025-11-26T21:35:52.356417] [INFO ] [sig ] [3069/3599] Completed SWBI in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:52.356488] [INFO ] [sig ] [3070/3599] Forecasting SWIM... [2025-11-26T21:35:52.356550] [INFO ] [sig ] Generating forecast for: SWIM [2025-11-26T21:35:52.356613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'. [2025-11-26T21:35:52.367072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWIM'. [2025-11-26T21:35:52.367384] [INFO ] [FORECASTER] Starting predict_future for SWIM [2025-11-26T21:35:52.368478] [DEBUG] [LOCAL ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt [2025-11-26T21:35:52.368558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:52.368627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:52.368718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:52.368829] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:52.427534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:52.428246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:52.428357] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:52.428429] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:52.543857] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:52.544052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:52.544114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:52.544174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:52.547603] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=30.23%) [2025-11-26T21:35:52.547970] [INFO ] [FORECASTER] Completed predict_future for SWIM [2025-11-26T21:35:52.548146] [INFO ] [sig ] SWIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:52.688910] [INFO ] [LOCAL ] Saved forecast: SWIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SWIM.txt [2025-11-26T21:35:52.689110] [INFO ] [sig ] [3070/3599] Completed SWIM in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:52.689188] [INFO ] [sig ] [3071/3599] Forecasting SWK... [2025-11-26T21:35:52.689279] [INFO ] [sig ] Generating forecast for: SWK [2025-11-26T21:35:52.689345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-11-26T21:35:52.699821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWK'. [2025-11-26T21:35:52.700206] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-11-26T21:35:52.701075] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-11-26T21:35:52.701148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:52.701214] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:52.701287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:52.701392] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:52.760821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:52.761777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:52.761898] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:52.761966] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:52.880578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:52.880795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:52.880871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:52.880957] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:52.884338] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=77.86%) [2025-11-26T21:35:52.884706] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-11-26T21:35:52.884876] [INFO ] [sig ] SWK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:53.025770] [INFO ] [LOCAL ] Saved forecast: SWK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWK.txt [2025-11-26T21:35:53.025977] [INFO ] [sig ] [3071/3599] Completed SWK in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:53.026053] [INFO ] [sig ] [3072/3599] Forecasting SWKH... [2025-11-26T21:35:53.026115] [INFO ] [sig ] Generating forecast for: SWKH [2025-11-26T21:35:53.026201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWKH' from 'https://tdm.silogroup.org/data/derivative_storage/SWKH.csv'. [2025-11-26T21:35:53.037772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWKH'. [2025-11-26T21:35:53.038159] [INFO ] [FORECASTER] Starting predict_future for SWKH [2025-11-26T21:35:53.039045] [DEBUG] [LOCAL ] No optimal features file found for SWKH: ./output/feature-sets/SWKH.txt [2025-11-26T21:35:53.039118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:53.039165] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:53.039206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:53.039274] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:53.096441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:53.097328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:53.097450] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:53.097497] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:53.198375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:53.198560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:53.198611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:53.198675] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:53.202010] [DEBUG] [FORECASTER] SWKH: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-11-26T21:35:53.202314] [INFO ] [FORECASTER] Completed predict_future for SWKH [2025-11-26T21:35:53.202467] [INFO ] [sig ] SWKH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:53.343111] [INFO ] [LOCAL ] Saved forecast: SWKH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SWKH.txt [2025-11-26T21:35:53.343299] [INFO ] [sig ] [3072/3599] Completed SWKH in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:53.343407] [INFO ] [sig ] [3073/3599] Forecasting SWKS... [2025-11-26T21:35:53.343480] [INFO ] [sig ] Generating forecast for: SWKS [2025-11-26T21:35:53.343550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'. [2025-11-26T21:35:53.354054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWKS'. [2025-11-26T21:35:53.354411] [INFO ] [FORECASTER] Starting predict_future for SWKS [2025-11-26T21:35:53.355379] [DEBUG] [LOCAL ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt [2025-11-26T21:35:53.355471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:53.355532] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:53.355597] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:53.355734] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:53.414153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:53.415080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:53.415201] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:53.415265] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:53.538294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:53.538503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:53.538573] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:53.538635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:53.542079] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=69.04%) [2025-11-26T21:35:53.542420] [INFO ] [FORECASTER] Completed predict_future for SWKS [2025-11-26T21:35:53.542586] [INFO ] [sig ] SWKS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:53.685274] [INFO ] [LOCAL ] Saved forecast: SWKS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWKS.txt [2025-11-26T21:35:53.685471] [INFO ] [sig ] [3073/3599] Completed SWKS in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:53.685554] [INFO ] [sig ] [3074/3599] Forecasting SWVL... [2025-11-26T21:35:53.685661] [INFO ] [sig ] Generating forecast for: SWVL [2025-11-26T21:35:53.685737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWVL' from 'https://tdm.silogroup.org/data/derivative_storage/SWVL.csv'. [2025-11-26T21:35:53.694839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWVL'. [2025-11-26T21:35:53.695177] [INFO ] [FORECASTER] Starting predict_future for SWVL [2025-11-26T21:35:53.696025] [DEBUG] [LOCAL ] No optimal features file found for SWVL: ./output/feature-sets/SWVL.txt [2025-11-26T21:35:53.696104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:53.696163] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:53.696216] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:53.696308] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:53.760371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:53.761197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:53.761299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:53.761344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:53.864515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:53.864735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:53.864807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:53.864866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:53.869099] [DEBUG] [FORECASTER] SWVL: Forecast T+1@11:T+2@11: UP (p=91.25%) [2025-11-26T21:35:53.869457] [INFO ] [FORECASTER] Completed predict_future for SWVL [2025-11-26T21:35:53.869629] [INFO ] [sig ] SWVL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:54.029777] [INFO ] [LOCAL ] Saved forecast: SWVL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWVL.txt [2025-11-26T21:35:54.030039] [INFO ] [sig ] [3074/3599] Completed SWVL in 0.3s | 2.92 sym/s | Total: 17.5m | ETA: 3.0m [2025-11-26T21:35:54.030130] [INFO ] [sig ] [3075/3599] Forecasting SWX... [2025-11-26T21:35:54.030231] [INFO ] [sig ] Generating forecast for: SWX [2025-11-26T21:35:54.030299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-11-26T21:35:54.045093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWX'. [2025-11-26T21:35:54.045660] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-11-26T21:35:54.046938] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-11-26T21:35:54.047052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:54.047128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:54.047204] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:54.047344] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:54.125913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:54.127230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:54.127415] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:54.127498] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:54.284890] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:54.285222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:54.285284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:54.285327] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:54.289624] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=64.72%) [2025-11-26T21:35:54.290098] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-11-26T21:35:54.290312] [INFO ] [sig ] SWX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:54.488914] [INFO ] [LOCAL ] Saved forecast: SWX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWX.txt [2025-11-26T21:35:54.489230] [INFO ] [sig ] [3075/3599] Completed SWX in 0.5s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:54.489319] [INFO ] [sig ] [3076/3599] Forecasting SWZ... [2025-11-26T21:35:54.489393] [INFO ] [sig ] Generating forecast for: SWZ [2025-11-26T21:35:54.489467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-11-26T21:35:54.504091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWZ'. [2025-11-26T21:35:54.504868] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-11-26T21:35:54.507562] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-11-26T21:35:54.507689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:54.507768] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:54.507834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:54.507937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:54.568686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:54.569746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:54.569895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:54.569943] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:54.687952] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:54.688183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:54.688259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:54.688318] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:54.692273] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-11-26T21:35:54.692789] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-11-26T21:35:54.692984] [INFO ] [sig ] SWZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:54.851759] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SWZ.txt [2025-11-26T21:35:54.852015] [INFO ] [sig ] [3076/3599] Completed SWZ in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:54.852128] [INFO ] [sig ] [3077/3599] Forecasting SXC... [2025-11-26T21:35:54.852176] [INFO ] [sig ] Generating forecast for: SXC [2025-11-26T21:35:54.852226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-11-26T21:35:54.863921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXC'. [2025-11-26T21:35:54.864446] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-11-26T21:35:54.865538] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-11-26T21:35:54.865687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:54.865759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:54.865816] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:54.865909] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:54.932675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:54.933575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:54.933706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:54.933758] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:55.094342] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:55.094541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:55.094598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:55.094664] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:55.099002] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=94.79%) [2025-11-26T21:35:55.099513] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-11-26T21:35:55.099747] [INFO ] [sig ] SXC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:55.246949] [INFO ] [LOCAL ] Saved forecast: SXC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SXC.txt [2025-11-26T21:35:55.247140] [INFO ] [sig ] [3077/3599] Completed SXC in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:55.247197] [INFO ] [sig ] [3078/3599] Forecasting SXI... [2025-11-26T21:35:55.247263] [INFO ] [sig ] Generating forecast for: SXI [2025-11-26T21:35:55.247304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-11-26T21:35:55.260151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXI'. [2025-11-26T21:35:55.260577] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-11-26T21:35:55.261437] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-11-26T21:35:55.261509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:55.261556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:55.261606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:55.261698] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:55.322087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:55.323030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:55.323143] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:55.323188] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:55.449562] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:55.449777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:55.449833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:55.449875] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:55.453245] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=29.73%) [2025-11-26T21:35:55.453564] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-11-26T21:35:55.453728] [INFO ] [sig ] SXI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:55.606370] [INFO ] [LOCAL ] Saved forecast: SXI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SXI.txt [2025-11-26T21:35:55.606553] [INFO ] [sig ] [3078/3599] Completed SXI in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:55.606626] [INFO ] [sig ] [3079/3599] Forecasting SXTC... [2025-11-26T21:35:55.606725] [INFO ] [sig ] Generating forecast for: SXTC [2025-11-26T21:35:55.606773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'. [2025-11-26T21:35:55.618327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXTC'. [2025-11-26T21:35:55.618765] [INFO ] [FORECASTER] Starting predict_future for SXTC [2025-11-26T21:35:55.619575] [DEBUG] [LOCAL ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt [2025-11-26T21:35:55.619670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:55.619719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:55.619759] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:55.619827] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:55.677060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:55.678012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:55.678116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:55.678165] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:55.795544] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:55.795759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:55.795812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:55.795853] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:55.799244] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: UP (p=92.25%) [2025-11-26T21:35:55.799536] [INFO ] [FORECASTER] Completed predict_future for SXTC [2025-11-26T21:35:55.799706] [INFO ] [sig ] SXTC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:55.942672] [INFO ] [LOCAL ] Saved forecast: SXTC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SXTC.txt [2025-11-26T21:35:55.942857] [INFO ] [sig ] [3079/3599] Completed SXTC in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:55.942911] [INFO ] [sig ] [3080/3599] Forecasting SY... [2025-11-26T21:35:55.942973] [INFO ] [sig ] Generating forecast for: SY [2025-11-26T21:35:55.943009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'. [2025-11-26T21:35:55.953936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SY'. [2025-11-26T21:35:55.954344] [INFO ] [FORECASTER] Starting predict_future for SY [2025-11-26T21:35:55.955161] [DEBUG] [LOCAL ] No optimal features file found for SY: ./output/feature-sets/SY.txt [2025-11-26T21:35:55.955231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:55.955276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:55.955315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:55.955418] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:56.012418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:56.013318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:56.013432] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:56.013481] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:56.128717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:56.128908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:56.128959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:56.129013] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:56.132387] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=85.44%) [2025-11-26T21:35:56.132723] [INFO ] [FORECASTER] Completed predict_future for SY [2025-11-26T21:35:56.132880] [INFO ] [sig ] SY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:56.279064] [INFO ] [LOCAL ] Saved forecast: SY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SY.txt [2025-11-26T21:35:56.279248] [INFO ] [sig ] [3080/3599] Completed SY in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:56.279319] [INFO ] [sig ] [3081/3599] Forecasting SYF... [2025-11-26T21:35:56.279369] [INFO ] [sig ] Generating forecast for: SYF [2025-11-26T21:35:56.279431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-11-26T21:35:56.290338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYF'. [2025-11-26T21:35:56.290726] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-11-26T21:35:56.291486] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-11-26T21:35:56.291555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:56.291599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:56.291660] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:56.291732] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:56.348535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:56.349419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:56.349522] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:56.349568] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:56.477271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:56.477494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:56.477548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:56.477594] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:56.480991] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=58.95%) [2025-11-26T21:35:56.481290] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-11-26T21:35:56.481432] [INFO ] [sig ] SYF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:56.622746] [INFO ] [LOCAL ] Saved forecast: SYF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SYF.txt [2025-11-26T21:35:56.622918] [INFO ] [sig ] [3081/3599] Completed SYF in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:56.622995] [INFO ] [sig ] [3082/3599] Forecasting SYK... [2025-11-26T21:35:56.623042] [INFO ] [sig ] Generating forecast for: SYK [2025-11-26T21:35:56.623083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-11-26T21:35:56.635702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYK'. [2025-11-26T21:35:56.636123] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-11-26T21:35:56.636986] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-11-26T21:35:56.637059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:56.637106] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:56.637147] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:56.637219] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:56.693969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:56.694882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:56.694984] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:56.695033] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:56.812781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:56.812979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:56.813036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:56.813080] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:56.816543] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=1.93%) [2025-11-26T21:35:56.816864] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-11-26T21:35:56.817028] [INFO ] [sig ] SYK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:56.955681] [INFO ] [LOCAL ] Saved forecast: SYK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SYK.txt [2025-11-26T21:35:56.955846] [INFO ] [sig ] [3082/3599] Completed SYK in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 3.0m [2025-11-26T21:35:56.955903] [INFO ] [sig ] [3083/3599] Forecasting SYM... [2025-11-26T21:35:56.955971] [INFO ] [sig ] Generating forecast for: SYM [2025-11-26T21:35:56.956008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'. [2025-11-26T21:35:56.967299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYM'. [2025-11-26T21:35:56.967734] [INFO ] [FORECASTER] Starting predict_future for SYM [2025-11-26T21:35:56.968599] [DEBUG] [LOCAL ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt [2025-11-26T21:35:56.968693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:56.968743] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:56.968784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:56.968854] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:57.025590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:57.026538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:57.026662] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:57.026720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:57.148448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:57.148631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:57.148699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:57.148744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:57.152242] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=16.64%) [2025-11-26T21:35:57.152550] [INFO ] [FORECASTER] Completed predict_future for SYM [2025-11-26T21:35:57.152718] [INFO ] [sig ] SYM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:57.293896] [INFO ] [LOCAL ] Saved forecast: SYM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SYM.txt [2025-11-26T21:35:57.294106] [INFO ] [sig ] [3083/3599] Completed SYM in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:57.294221] [INFO ] [sig ] [3084/3599] Forecasting SYNA... [2025-11-26T21:35:57.294281] [INFO ] [sig ] Generating forecast for: SYNA [2025-11-26T21:35:57.294325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'. [2025-11-26T21:35:57.304739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYNA'. [2025-11-26T21:35:57.305152] [INFO ] [FORECASTER] Starting predict_future for SYNA [2025-11-26T21:35:57.306124] [DEBUG] [LOCAL ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt [2025-11-26T21:35:57.306203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:57.306250] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:57.306290] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:57.306358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:57.368624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:57.369589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:57.369718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:57.369767] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:57.495508] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:57.495726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:57.495819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:57.495866] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:57.500118] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=65.24%) [2025-11-26T21:35:57.500543] [INFO ] [FORECASTER] Completed predict_future for SYNA [2025-11-26T21:35:57.500737] [INFO ] [sig ] SYNA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:57.645125] [INFO ] [LOCAL ] Saved forecast: SYNA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SYNA.txt [2025-11-26T21:35:57.645328] [INFO ] [sig ] [3084/3599] Completed SYNA in 0.4s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:57.645424] [INFO ] [sig ] [3085/3599] Forecasting SYRE... [2025-11-26T21:35:57.645470] [INFO ] [sig ] Generating forecast for: SYRE [2025-11-26T21:35:57.645513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'. [2025-11-26T21:35:57.656021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYRE'. [2025-11-26T21:35:57.656360] [INFO ] [FORECASTER] Starting predict_future for SYRE [2025-11-26T21:35:57.657163] [DEBUG] [LOCAL ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt [2025-11-26T21:35:57.657234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:57.657279] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:57.657319] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:57.657386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:57.713530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:57.714403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:57.714503] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:57.714548] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:57.836496] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:57.836769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:57.836825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:57.836865] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:57.840214] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=83.06%) [2025-11-26T21:35:57.840499] [INFO ] [FORECASTER] Completed predict_future for SYRE [2025-11-26T21:35:57.840657] [INFO ] [sig ] SYRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:57.981402] [INFO ] [LOCAL ] Saved forecast: SYRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/SYRE.txt [2025-11-26T21:35:57.981613] [INFO ] [sig ] [3085/3599] Completed SYRE in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:57.981728] [INFO ] [sig ] [3086/3599] Forecasting SYY... [2025-11-26T21:35:57.981782] [INFO ] [sig ] Generating forecast for: SYY [2025-11-26T21:35:57.981823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-11-26T21:35:57.992085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYY'. [2025-11-26T21:35:57.992471] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-11-26T21:35:57.993293] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-11-26T21:35:57.993365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:57.993413] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:57.993453] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:57.993522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:58.053125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:58.054085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:58.054203] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:58.054254] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:58.175094] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:58.175277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:58.175330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:58.175372] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:58.178795] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-11-26T21:35:58.179115] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-11-26T21:35:58.179263] [INFO ] [sig ] SYY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:58.320195] [INFO ] [LOCAL ] Saved forecast: SYY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/SYY.txt [2025-11-26T21:35:58.320409] [INFO ] [sig ] [3086/3599] Completed SYY in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:58.320503] [INFO ] [sig ] [3087/3599] Forecasting TAC... [2025-11-26T21:35:58.320565] [INFO ] [sig ] Generating forecast for: TAC [2025-11-26T21:35:58.320655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-11-26T21:35:58.334620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAC'. [2025-11-26T21:35:58.335094] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-11-26T21:35:58.336196] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-11-26T21:35:58.336299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:58.336373] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:58.336430] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:58.336526] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:58.400399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:58.401344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:58.401474] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:58.401543] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:58.516109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:58.516319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:58.516382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:58.516424] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:58.519773] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-11-26T21:35:58.520081] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-11-26T21:35:58.520228] [INFO ] [sig ] TAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:58.663547] [INFO ] [LOCAL ] Saved forecast: TAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TAC.txt [2025-11-26T21:35:58.663751] [INFO ] [sig ] [3087/3599] Completed TAC in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:58.663831] [INFO ] [sig ] [3088/3599] Forecasting TAK... [2025-11-26T21:35:58.663874] [INFO ] [sig ] Generating forecast for: TAK [2025-11-26T21:35:58.663914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-11-26T21:35:58.674481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAK'. [2025-11-26T21:35:58.674894] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-11-26T21:35:58.675696] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-11-26T21:35:58.675764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:58.675823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:58.675864] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:58.675931] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:58.733907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:58.734780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:58.734881] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:58.734929] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:58.851606] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:58.851798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:58.851852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:58.851894] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:58.855263] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=89.86%) [2025-11-26T21:35:58.855561] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-11-26T21:35:58.855730] [INFO ] [sig ] TAK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:35:58.995713] [INFO ] [LOCAL ] Saved forecast: TAK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TAK.txt [2025-11-26T21:35:58.995877] [INFO ] [sig ] [3088/3599] Completed TAK in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:58.995942] [INFO ] [sig ] [3089/3599] Forecasting TAL... [2025-11-26T21:35:58.996002] [INFO ] [sig ] Generating forecast for: TAL [2025-11-26T21:35:58.996043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-11-26T21:35:59.006435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAL'. [2025-11-26T21:35:59.006832] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-11-26T21:35:59.007754] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-11-26T21:35:59.007832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:59.007919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:59.007979] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:59.008090] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:59.066216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:59.067087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:59.067200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:59.067283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:59.187164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:59.187750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:59.187831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:59.187895] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:59.191447] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=14.66%) [2025-11-26T21:35:59.191789] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-11-26T21:35:59.191955] [INFO ] [sig ] TAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:59.332334] [INFO ] [LOCAL ] Saved forecast: TAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TAL.txt [2025-11-26T21:35:59.332508] [INFO ] [sig ] [3089/3599] Completed TAL in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:59.332612] [INFO ] [sig ] [3090/3599] Forecasting TALK... [2025-11-26T21:35:59.332685] [INFO ] [sig ] Generating forecast for: TALK [2025-11-26T21:35:59.332763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'. [2025-11-26T21:35:59.343344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALK'. [2025-11-26T21:35:59.343729] [INFO ] [FORECASTER] Starting predict_future for TALK [2025-11-26T21:35:59.344495] [DEBUG] [LOCAL ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt [2025-11-26T21:35:59.344564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:59.344609] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:59.344669] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:59.344740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:59.401016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:59.401814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:59.401912] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:59.401956] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:59.519188] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:59.519387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:59.519443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:59.519486] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:59.522936] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=13.80%) [2025-11-26T21:35:59.523229] [INFO ] [FORECASTER] Completed predict_future for TALK [2025-11-26T21:35:59.523369] [INFO ] [sig ] TALK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:35:59.662316] [INFO ] [LOCAL ] Saved forecast: TALK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TALK.txt [2025-11-26T21:35:59.662485] [INFO ] [sig ] [3090/3599] Completed TALK in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:35:59.662541] [INFO ] [sig ] [3091/3599] Forecasting TALO... [2025-11-26T21:35:59.662583] [INFO ] [sig ] Generating forecast for: TALO [2025-11-26T21:35:59.662659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-11-26T21:35:59.672945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALO'. [2025-11-26T21:35:59.673327] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-11-26T21:35:59.674155] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-11-26T21:35:59.674228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:35:59.674276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:35:59.674320] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:35:59.674393] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:35:59.734888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:35:59.735841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:35:59.735946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:35:59.735996] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:35:59.857506] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:35:59.857711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:35:59.857766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:35:59.857809] [INFO ] [FORECASTER] Training complete [2025-11-26T21:35:59.861200] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=12.85%) [2025-11-26T21:35:59.861494] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-11-26T21:35:59.861632] [INFO ] [sig ] TALO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:00.006192] [INFO ] [LOCAL ] Saved forecast: TALO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TALO.txt [2025-11-26T21:36:00.006371] [INFO ] [sig ] [3091/3599] Completed TALO in 0.3s | 2.92 sym/s | Total: 17.6m | ETA: 2.9m [2025-11-26T21:36:00.006427] [INFO ] [sig ] [3092/3599] Forecasting TAOP... [2025-11-26T21:36:00.006506] [INFO ] [sig ] Generating forecast for: TAOP [2025-11-26T21:36:00.006555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'. [2025-11-26T21:36:00.020031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAOP'. [2025-11-26T21:36:00.020540] [INFO ] [FORECASTER] Starting predict_future for TAOP [2025-11-26T21:36:00.021439] [DEBUG] [LOCAL ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt [2025-11-26T21:36:00.021515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:00.021565] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:00.021607] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:00.021702] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:00.085512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:00.086517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:00.086684] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:00.086756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:00.214356] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:00.214551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:00.214605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:00.214668] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:00.218072] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-11-26T21:36:00.218382] [INFO ] [FORECASTER] Completed predict_future for TAOP [2025-11-26T21:36:00.218719] [INFO ] [sig ] TAOP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:00.360099] [INFO ] [LOCAL ] Saved forecast: TAOP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TAOP.txt [2025-11-26T21:36:00.360282] [INFO ] [sig ] [3092/3599] Completed TAOP in 0.4s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:00.360336] [INFO ] [sig ] [3093/3599] Forecasting TAP... [2025-11-26T21:36:00.360401] [INFO ] [sig ] Generating forecast for: TAP [2025-11-26T21:36:00.360441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-11-26T21:36:00.370273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAP'. [2025-11-26T21:36:00.370573] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-11-26T21:36:00.371359] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-11-26T21:36:00.371429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:00.371476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:00.371512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:00.371581] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:00.428362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:00.429084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:00.429249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:00.429300] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:00.548266] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:00.548462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:00.548513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:00.548554] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:00.551941] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-11-26T21:36:00.552237] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-11-26T21:36:00.552380] [INFO ] [sig ] TAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:00.699664] [INFO ] [LOCAL ] Saved forecast: TAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TAP.txt [2025-11-26T21:36:00.699843] [INFO ] [sig ] [3093/3599] Completed TAP in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:00.699903] [INFO ] [sig ] [3094/3599] Forecasting TARA... [2025-11-26T21:36:00.700004] [INFO ] [sig ] Generating forecast for: TARA [2025-11-26T21:36:00.700052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'. [2025-11-26T21:36:00.710938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARA'. [2025-11-26T21:36:00.711298] [INFO ] [FORECASTER] Starting predict_future for TARA [2025-11-26T21:36:00.712125] [DEBUG] [LOCAL ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt [2025-11-26T21:36:00.712195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:00.712241] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:00.712281] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:00.712349] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:00.771686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:00.772544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:00.772664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:00.772717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:00.891165] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:00.891306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:00.891358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:00.891399] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:00.894772] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=4.95%) [2025-11-26T21:36:00.895105] [INFO ] [FORECASTER] Completed predict_future for TARA [2025-11-26T21:36:00.895258] [INFO ] [sig ] TARA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:01.035138] [INFO ] [LOCAL ] Saved forecast: TARA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TARA.txt [2025-11-26T21:36:01.035306] [INFO ] [sig ] [3094/3599] Completed TARA in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:01.035361] [INFO ] [sig ] [3095/3599] Forecasting TARK... [2025-11-26T21:36:01.035421] [INFO ] [sig ] Generating forecast for: TARK [2025-11-26T21:36:01.035459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'. [2025-11-26T21:36:01.046559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARK'. [2025-11-26T21:36:01.047011] [INFO ] [FORECASTER] Starting predict_future for TARK [2025-11-26T21:36:01.047915] [DEBUG] [LOCAL ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt [2025-11-26T21:36:01.047989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:01.048039] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:01.048080] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:01.048150] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:01.107268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:01.108232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:01.108344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:01.108395] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:01.234413] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:01.234621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:01.234705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:01.234774] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:01.238594] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=97.46%) [2025-11-26T21:36:01.239061] [INFO ] [FORECASTER] Completed predict_future for TARK [2025-11-26T21:36:01.239229] [INFO ] [sig ] TARK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:01.388459] [INFO ] [LOCAL ] Saved forecast: TARK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TARK.txt [2025-11-26T21:36:01.388894] [INFO ] [sig ] [3095/3599] Completed TARK in 0.4s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:01.388995] [INFO ] [sig ] [3096/3599] Forecasting TARS... [2025-11-26T21:36:01.389049] [INFO ] [sig ] Generating forecast for: TARS [2025-11-26T21:36:01.389091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'. [2025-11-26T21:36:01.402432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARS'. [2025-11-26T21:36:01.402935] [INFO ] [FORECASTER] Starting predict_future for TARS [2025-11-26T21:36:01.403839] [DEBUG] [LOCAL ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt [2025-11-26T21:36:01.403918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:01.403967] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:01.404010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:01.404082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:01.465876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:01.466779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:01.466892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:01.466939] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:01.592511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:01.592722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:01.592778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:01.592823] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:01.596223] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=71.44%) [2025-11-26T21:36:01.596519] [INFO ] [FORECASTER] Completed predict_future for TARS [2025-11-26T21:36:01.596682] [INFO ] [sig ] TARS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:01.740578] [INFO ] [LOCAL ] Saved forecast: TARS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TARS.txt [2025-11-26T21:36:01.740780] [INFO ] [sig ] [3096/3599] Completed TARS in 0.4s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:01.740872] [INFO ] [sig ] [3097/3599] Forecasting TASK... [2025-11-26T21:36:01.740922] [INFO ] [sig ] Generating forecast for: TASK [2025-11-26T21:36:01.740965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'. [2025-11-26T21:36:01.754967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TASK'. [2025-11-26T21:36:01.755559] [INFO ] [FORECASTER] Starting predict_future for TASK [2025-11-26T21:36:01.756782] [DEBUG] [LOCAL ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt [2025-11-26T21:36:01.756885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:01.756970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:01.757048] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:01.757178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:01.838353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:01.839392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:01.839500] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:01.839624] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:01.971216] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:01.971423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:01.971477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:01.971530] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:01.976377] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=79.67%) [2025-11-26T21:36:01.977110] [INFO ] [FORECASTER] Completed predict_future for TASK [2025-11-26T21:36:01.977322] [INFO ] [sig ] TASK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:02.146537] [INFO ] [LOCAL ] Saved forecast: TASK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TASK.txt [2025-11-26T21:36:02.146820] [INFO ] [sig ] [3097/3599] Completed TASK in 0.4s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:02.146934] [INFO ] [sig ] [3098/3599] Forecasting TAYD... [2025-11-26T21:36:02.146993] [INFO ] [sig ] Generating forecast for: TAYD [2025-11-26T21:36:02.147051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'. [2025-11-26T21:36:02.161306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAYD'. [2025-11-26T21:36:02.162004] [INFO ] [FORECASTER] Starting predict_future for TAYD [2025-11-26T21:36:02.163113] [DEBUG] [LOCAL ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt [2025-11-26T21:36:02.163187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:02.163245] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:02.163297] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:02.163386] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:02.221048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:02.222000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:02.222104] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:02.222165] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:02.327450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:02.327674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:02.327736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:02.327779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:02.331178] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=13.81%) [2025-11-26T21:36:02.331480] [INFO ] [FORECASTER] Completed predict_future for TAYD [2025-11-26T21:36:02.331624] [INFO ] [sig ] TAYD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:02.482369] [INFO ] [LOCAL ] Saved forecast: TAYD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TAYD.txt [2025-11-26T21:36:02.482571] [INFO ] [sig ] [3098/3599] Completed TAYD in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:02.482630] [INFO ] [sig ] [3099/3599] Forecasting TBB... [2025-11-26T21:36:02.482715] [INFO ] [sig ] Generating forecast for: TBB [2025-11-26T21:36:02.482760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-11-26T21:36:02.494325] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBB'. [2025-11-26T21:36:02.494789] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-11-26T21:36:02.495694] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-11-26T21:36:02.495765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:02.495812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:02.495869] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:02.495941] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:02.559416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:02.560414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:02.560529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:02.560578] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:02.676955] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:02.677154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:02.677210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:02.677254] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:02.680726] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=39.01%) [2025-11-26T21:36:02.681029] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-11-26T21:36:02.681175] [INFO ] [sig ] TBB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:02.821320] [INFO ] [LOCAL ] Saved forecast: TBB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBB.txt [2025-11-26T21:36:02.821519] [INFO ] [sig ] [3099/3599] Completed TBB in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.9m [2025-11-26T21:36:02.821576] [INFO ] [sig ] [3100/3599] Forecasting TBBK... [2025-11-26T21:36:02.821622] [INFO ] [sig ] Generating forecast for: TBBK [2025-11-26T21:36:02.821711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'. [2025-11-26T21:36:02.833613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBBK'. [2025-11-26T21:36:02.834096] [INFO ] [FORECASTER] Starting predict_future for TBBK [2025-11-26T21:36:02.835014] [DEBUG] [LOCAL ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt [2025-11-26T21:36:02.835092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:02.835142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:02.835185] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:02.835257] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:02.894199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:02.895140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:02.895248] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:02.895295] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:03.018810] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:03.019024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:03.019080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:03.019124] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:03.022877] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=83.13%) [2025-11-26T21:36:03.023336] [INFO ] [FORECASTER] Completed predict_future for TBBK [2025-11-26T21:36:03.023524] [INFO ] [sig ] TBBK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:03.165864] [INFO ] [LOCAL ] Saved forecast: TBBK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBBK.txt [2025-11-26T21:36:03.166059] [INFO ] [sig ] [3100/3599] Completed TBBK in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:03.166178] [INFO ] [sig ] [3101/3599] Forecasting TBI... [2025-11-26T21:36:03.166255] [INFO ] [sig ] Generating forecast for: TBI [2025-11-26T21:36:03.166320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-11-26T21:36:03.177697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBI'. [2025-11-26T21:36:03.178113] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-11-26T21:36:03.178962] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-11-26T21:36:03.179034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:03.179082] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:03.179122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:03.179193] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:03.237273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:03.238224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:03.238340] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:03.238392] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:03.363729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:03.363933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:03.363989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:03.364045] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:03.367549] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=76.48%) [2025-11-26T21:36:03.367874] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-11-26T21:36:03.368019] [INFO ] [sig ] TBI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:03.506248] [INFO ] [LOCAL ] Saved forecast: TBI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBI.txt [2025-11-26T21:36:03.506402] [INFO ] [sig ] [3101/3599] Completed TBI in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:03.506460] [INFO ] [sig ] [3102/3599] Forecasting TBIL... [2025-11-26T21:36:03.506502] [INFO ] [sig ] Generating forecast for: TBIL [2025-11-26T21:36:03.506544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'. [2025-11-26T21:36:03.517017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBIL'. [2025-11-26T21:36:03.517329] [INFO ] [FORECASTER] Starting predict_future for TBIL [2025-11-26T21:36:03.518157] [DEBUG] [LOCAL ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt [2025-11-26T21:36:03.518228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:03.518274] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:03.518315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:03.518398] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:03.575950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:03.576833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:03.576934] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:03.576983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:03.636748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:03.636920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:03.636969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:03.637007] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:03.640334] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=98.92%) [2025-11-26T21:36:03.640627] [INFO ] [FORECASTER] Completed predict_future for TBIL [2025-11-26T21:36:03.640787] [INFO ] [sig ] TBIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:03.781284] [INFO ] [LOCAL ] Saved forecast: TBIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBIL.txt [2025-11-26T21:36:03.781437] [INFO ] [sig ] [3102/3599] Completed TBIL in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:03.781489] [INFO ] [sig ] [3103/3599] Forecasting TBLA... [2025-11-26T21:36:03.781531] [INFO ] [sig ] Generating forecast for: TBLA [2025-11-26T21:36:03.781584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'. [2025-11-26T21:36:03.791733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLA'. [2025-11-26T21:36:03.792051] [INFO ] [FORECASTER] Starting predict_future for TBLA [2025-11-26T21:36:03.792858] [DEBUG] [LOCAL ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt [2025-11-26T21:36:03.792926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:03.792972] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:03.793010] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:03.793078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:03.849810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:03.850448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:03.850541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:03.850586] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:03.972004] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:03.972226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:03.972288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:03.972332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:03.976328] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=43.51%) [2025-11-26T21:36:03.976740] [INFO ] [FORECASTER] Completed predict_future for TBLA [2025-11-26T21:36:03.976926] [INFO ] [sig ] TBLA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:04.129856] [INFO ] [LOCAL ] Saved forecast: TBLA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBLA.txt [2025-11-26T21:36:04.130041] [INFO ] [sig ] [3103/3599] Completed TBLA in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:04.130129] [INFO ] [sig ] [3104/3599] Forecasting TBLD... [2025-11-26T21:36:04.130170] [INFO ] [sig ] Generating forecast for: TBLD [2025-11-26T21:36:04.130204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'. [2025-11-26T21:36:04.140794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLD'. [2025-11-26T21:36:04.141106] [INFO ] [FORECASTER] Starting predict_future for TBLD [2025-11-26T21:36:04.141926] [DEBUG] [LOCAL ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt [2025-11-26T21:36:04.141994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:04.142038] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:04.142077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:04.142146] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:04.200618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:04.201267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:04.201361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:04.201413] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:04.320414] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:04.320591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:04.320662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:04.320709] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:04.324158] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=0.54%) [2025-11-26T21:36:04.324508] [INFO ] [FORECASTER] Completed predict_future for TBLD [2025-11-26T21:36:04.324679] [INFO ] [sig ] TBLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:04.473083] [INFO ] [LOCAL ] Saved forecast: TBLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBLD.txt [2025-11-26T21:36:04.473292] [INFO ] [sig ] [3104/3599] Completed TBLD in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:04.473369] [INFO ] [sig ] [3105/3599] Forecasting TBPH... [2025-11-26T21:36:04.473441] [INFO ] [sig ] Generating forecast for: TBPH [2025-11-26T21:36:04.473490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'. [2025-11-26T21:36:04.484854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBPH'. [2025-11-26T21:36:04.485261] [INFO ] [FORECASTER] Starting predict_future for TBPH [2025-11-26T21:36:04.486121] [DEBUG] [LOCAL ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt [2025-11-26T21:36:04.486200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:04.486271] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:04.486329] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:04.486430] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:04.544796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:04.545722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:04.545822] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:04.545869] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:04.664730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:04.664919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:04.664975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:04.665019] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:04.668349] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=8.14%) [2025-11-26T21:36:04.668658] [INFO ] [FORECASTER] Completed predict_future for TBPH [2025-11-26T21:36:04.668796] [INFO ] [sig ] TBPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:04.813048] [INFO ] [LOCAL ] Saved forecast: TBPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TBPH.txt [2025-11-26T21:36:04.813201] [INFO ] [sig ] [3105/3599] Completed TBPH in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:04.813257] [INFO ] [sig ] [3106/3599] Forecasting TBRG... [2025-11-26T21:36:04.813298] [INFO ] [sig ] Generating forecast for: TBRG [2025-11-26T21:36:04.813340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'. [2025-11-26T21:36:04.823990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBRG'. [2025-11-26T21:36:04.824301] [INFO ] [FORECASTER] Starting predict_future for TBRG [2025-11-26T21:36:04.825100] [DEBUG] [LOCAL ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt [2025-11-26T21:36:04.825169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:04.825223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:04.825265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:04.825333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:04.883550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:04.884292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:04.884404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:04.884452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:05.003015] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:05.003209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:05.003262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:05.003306] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:05.006796] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=89.93%) [2025-11-26T21:36:05.007091] [INFO ] [FORECASTER] Completed predict_future for TBRG [2025-11-26T21:36:05.007236] [INFO ] [sig ] TBRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:05.147129] [INFO ] [LOCAL ] Saved forecast: TBRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TBRG.txt [2025-11-26T21:36:05.147300] [INFO ] [sig ] [3106/3599] Completed TBRG in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:05.147353] [INFO ] [sig ] [3107/3599] Forecasting TCBI... [2025-11-26T21:36:05.147435] [INFO ] [sig ] Generating forecast for: TCBI [2025-11-26T21:36:05.147480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'. [2025-11-26T21:36:05.158694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBI'. [2025-11-26T21:36:05.159100] [INFO ] [FORECASTER] Starting predict_future for TCBI [2025-11-26T21:36:05.159994] [DEBUG] [LOCAL ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt [2025-11-26T21:36:05.160074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:05.160150] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:05.160213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:05.160317] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:05.222482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:05.223495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:05.223595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:05.223664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:05.344747] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:05.344928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:05.344981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:05.345023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:05.348523] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=8.21%) [2025-11-26T21:36:05.348841] [INFO ] [FORECASTER] Completed predict_future for TCBI [2025-11-26T21:36:05.348980] [INFO ] [sig ] TCBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:05.489918] [INFO ] [LOCAL ] Saved forecast: TCBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCBI.txt [2025-11-26T21:36:05.490089] [INFO ] [sig ] [3107/3599] Completed TCBI in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:05.490167] [INFO ] [sig ] [3108/3599] Forecasting TCBIO... [2025-11-26T21:36:05.490216] [INFO ] [sig ] Generating forecast for: TCBIO [2025-11-26T21:36:05.490255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'. [2025-11-26T21:36:05.502039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'. [2025-11-26T21:36:05.502477] [INFO ] [FORECASTER] Starting predict_future for TCBIO [2025-11-26T21:36:05.503316] [DEBUG] [LOCAL ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt [2025-11-26T21:36:05.503388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:05.503434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:05.503479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:05.503546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:05.563585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:05.564543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:05.564688] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:05.564762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:05.677466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:05.677678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:05.677735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:05.677777] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:05.681322] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=50.60%) [2025-11-26T21:36:05.681715] [INFO ] [FORECASTER] Completed predict_future for TCBIO [2025-11-26T21:36:05.681867] [INFO ] [sig ] TCBIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:05.829134] [INFO ] [LOCAL ] Saved forecast: TCBIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TCBIO.txt [2025-11-26T21:36:05.829332] [INFO ] [sig ] [3108/3599] Completed TCBIO in 0.3s | 2.92 sym/s | Total: 17.7m | ETA: 2.8m [2025-11-26T21:36:05.829390] [INFO ] [sig ] [3109/3599] Forecasting TCBK... [2025-11-26T21:36:05.829435] [INFO ] [sig ] Generating forecast for: TCBK [2025-11-26T21:36:05.829515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'. [2025-11-26T21:36:05.840969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBK'. [2025-11-26T21:36:05.841374] [INFO ] [FORECASTER] Starting predict_future for TCBK [2025-11-26T21:36:05.842245] [DEBUG] [LOCAL ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt [2025-11-26T21:36:05.842318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:05.842366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:05.842407] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:05.842476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:05.901813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:05.902700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:05.902804] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:05.902852] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:06.028117] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:06.028311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:06.028369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:06.028412] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:06.031890] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=24.00%) [2025-11-26T21:36:06.032240] [INFO ] [FORECASTER] Completed predict_future for TCBK [2025-11-26T21:36:06.032431] [INFO ] [sig ] TCBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:06.178034] [INFO ] [LOCAL ] Saved forecast: TCBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCBK.txt [2025-11-26T21:36:06.178198] [INFO ] [sig ] [3109/3599] Completed TCBK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:06.178250] [INFO ] [sig ] [3110/3599] Forecasting TCBX... [2025-11-26T21:36:06.178321] [INFO ] [sig ] Generating forecast for: TCBX [2025-11-26T21:36:06.178359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-11-26T21:36:06.188743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBX'. [2025-11-26T21:36:06.189078] [INFO ] [FORECASTER] Starting predict_future for TCBX [2025-11-26T21:36:06.190076] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-11-26T21:36:06.190146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:06.190192] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:06.190232] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:06.190326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:06.246681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:06.247571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:06.247691] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:06.247742] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:06.376755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:06.376953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:06.377007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:06.377050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:06.380516] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=92.60%) [2025-11-26T21:36:06.380853] [INFO ] [FORECASTER] Completed predict_future for TCBX [2025-11-26T21:36:06.380999] [INFO ] [sig ] TCBX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:06.524844] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TCBX.txt [2025-11-26T21:36:06.525020] [INFO ] [sig ] [3110/3599] Completed TCBX in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:06.525097] [INFO ] [sig ] [3111/3599] Forecasting TCMD... [2025-11-26T21:36:06.525134] [INFO ] [sig ] Generating forecast for: TCMD [2025-11-26T21:36:06.525177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'. [2025-11-26T21:36:06.535607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCMD'. [2025-11-26T21:36:06.535902] [INFO ] [FORECASTER] Starting predict_future for TCMD [2025-11-26T21:36:06.536686] [DEBUG] [LOCAL ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt [2025-11-26T21:36:06.536752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:06.536797] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:06.536836] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:06.536905] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:06.592949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:06.593552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:06.593663] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:06.593710] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:06.716205] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:06.716332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:06.716374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:06.716416] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:06.719606] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=91.36%) [2025-11-26T21:36:06.719908] [INFO ] [FORECASTER] Completed predict_future for TCMD [2025-11-26T21:36:06.720043] [INFO ] [sig ] TCMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:06.858458] [INFO ] [LOCAL ] Saved forecast: TCMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TCMD.txt [2025-11-26T21:36:06.858611] [INFO ] [sig ] [3111/3599] Completed TCMD in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:06.858676] [INFO ] [sig ] [3112/3599] Forecasting TCOM... [2025-11-26T21:36:06.858721] [INFO ] [sig ] Generating forecast for: TCOM [2025-11-26T21:36:06.858789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'. [2025-11-26T21:36:06.868876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCOM'. [2025-11-26T21:36:06.869183] [INFO ] [FORECASTER] Starting predict_future for TCOM [2025-11-26T21:36:06.869995] [DEBUG] [LOCAL ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt [2025-11-26T21:36:06.870078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:06.870124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:06.870163] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:06.870232] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:06.926143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:06.926949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:06.927048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:06.927093] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:07.057995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:07.058187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:07.058246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:07.058283] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:07.061626] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=20.83%) [2025-11-26T21:36:07.061946] [INFO ] [FORECASTER] Completed predict_future for TCOM [2025-11-26T21:36:07.062090] [INFO ] [sig ] TCOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:07.204891] [INFO ] [LOCAL ] Saved forecast: TCOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCOM.txt [2025-11-26T21:36:07.205078] [INFO ] [sig ] [3112/3599] Completed TCOM in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:07.205134] [INFO ] [sig ] [3113/3599] Forecasting TCPC... [2025-11-26T21:36:07.205199] [INFO ] [sig ] Generating forecast for: TCPC [2025-11-26T21:36:07.205249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'. [2025-11-26T21:36:07.216186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCPC'. [2025-11-26T21:36:07.216575] [INFO ] [FORECASTER] Starting predict_future for TCPC [2025-11-26T21:36:07.217432] [DEBUG] [LOCAL ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt [2025-11-26T21:36:07.217505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:07.217550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:07.217588] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:07.217672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:07.276326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:07.277256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:07.277381] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:07.277455] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:07.400712] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:07.400921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:07.400974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:07.401011] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:07.404502] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=10.65%) [2025-11-26T21:36:07.404917] [INFO ] [FORECASTER] Completed predict_future for TCPC [2025-11-26T21:36:07.405094] [INFO ] [sig ] TCPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:07.552964] [INFO ] [LOCAL ] Saved forecast: TCPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCPC.txt [2025-11-26T21:36:07.553198] [INFO ] [sig ] [3113/3599] Completed TCPC in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:07.553263] [INFO ] [sig ] [3114/3599] Forecasting TCX... [2025-11-26T21:36:07.553319] [INFO ] [sig ] Generating forecast for: TCX [2025-11-26T21:36:07.553373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'. [2025-11-26T21:36:07.564544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCX'. [2025-11-26T21:36:07.565011] [INFO ] [FORECASTER] Starting predict_future for TCX [2025-11-26T21:36:07.566001] [DEBUG] [LOCAL ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt [2025-11-26T21:36:07.566087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:07.566164] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:07.566277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:07.566387] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:07.626068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:07.626943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:07.627045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:07.627101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:07.739278] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:07.739483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:07.739558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:07.739621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:07.743391] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=6.20%) [2025-11-26T21:36:07.743768] [INFO ] [FORECASTER] Completed predict_future for TCX [2025-11-26T21:36:07.743937] [INFO ] [sig ] TCX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:07.891227] [INFO ] [LOCAL ] Saved forecast: TCX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TCX.txt [2025-11-26T21:36:07.891423] [INFO ] [sig ] [3114/3599] Completed TCX in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:07.891489] [INFO ] [sig ] [3115/3599] Forecasting TD... [2025-11-26T21:36:07.891588] [INFO ] [sig ] Generating forecast for: TD [2025-11-26T21:36:07.891684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-11-26T21:36:07.902287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TD'. [2025-11-26T21:36:07.902739] [INFO ] [FORECASTER] Starting predict_future for TD [2025-11-26T21:36:07.903672] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-11-26T21:36:07.903750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:07.903799] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:07.903841] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:07.903912] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:07.965335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:07.966268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:07.966389] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:07.966442] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:08.092326] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:08.092533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:08.092616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:08.092707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:08.096113] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=90.97%) [2025-11-26T21:36:08.096464] [INFO ] [FORECASTER] Completed predict_future for TD [2025-11-26T21:36:08.096682] [INFO ] [sig ] TD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:08.237556] [INFO ] [LOCAL ] Saved forecast: TD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TD.txt [2025-11-26T21:36:08.237758] [INFO ] [sig ] [3115/3599] Completed TD in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:08.237837] [INFO ] [sig ] [3116/3599] Forecasting TDC... [2025-11-26T21:36:08.237914] [INFO ] [sig ] Generating forecast for: TDC [2025-11-26T21:36:08.237964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-11-26T21:36:08.248270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDC'. [2025-11-26T21:36:08.248694] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-11-26T21:36:08.249582] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-11-26T21:36:08.249693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:08.249770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:08.249828] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:08.249928] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:08.312046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:08.313061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:08.313181] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:08.313264] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:08.441437] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:08.441671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:08.441764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:08.441825] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:08.445525] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=18.38%) [2025-11-26T21:36:08.445891] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-11-26T21:36:08.446075] [INFO ] [sig ] TDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:08.595666] [INFO ] [LOCAL ] Saved forecast: TDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDC.txt [2025-11-26T21:36:08.595896] [INFO ] [sig ] [3116/3599] Completed TDC in 0.4s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:08.595991] [INFO ] [sig ] [3117/3599] Forecasting TDF... [2025-11-26T21:36:08.596071] [INFO ] [sig ] Generating forecast for: TDF [2025-11-26T21:36:08.596151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-11-26T21:36:08.606405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDF'. [2025-11-26T21:36:08.606781] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-11-26T21:36:08.607657] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-11-26T21:36:08.607737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:08.607795] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:08.607854] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:08.607958] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:08.666453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:08.667363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:08.667502] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:08.667566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:08.783124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:08.783315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:08.783381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:08.783444] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:08.786859] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=89.46%) [2025-11-26T21:36:08.787176] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-11-26T21:36:08.787330] [INFO ] [sig ] TDF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:08.930208] [INFO ] [LOCAL ] Saved forecast: TDF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TDF.txt [2025-11-26T21:36:08.930403] [INFO ] [sig ] [3117/3599] Completed TDF in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.8m [2025-11-26T21:36:08.930479] [INFO ] [sig ] [3118/3599] Forecasting TDG... [2025-11-26T21:36:08.930559] [INFO ] [sig ] Generating forecast for: TDG [2025-11-26T21:36:08.930620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-11-26T21:36:08.941373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDG'. [2025-11-26T21:36:08.941718] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-11-26T21:36:08.942528] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-11-26T21:36:08.942599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:08.942700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:08.942768] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:08.942864] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:09.000682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:09.001563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:09.001703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:09.001750] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:09.123142] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:09.123347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:09.123409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:09.123457] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:09.126892] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=77.67%) [2025-11-26T21:36:09.127177] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-11-26T21:36:09.127314] [INFO ] [sig ] TDG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:09.268327] [INFO ] [LOCAL ] Saved forecast: TDG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TDG.txt [2025-11-26T21:36:09.268511] [INFO ] [sig ] [3118/3599] Completed TDG in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:09.268585] [INFO ] [sig ] [3119/3599] Forecasting TDOC... [2025-11-26T21:36:09.268693] [INFO ] [sig ] Generating forecast for: TDOC [2025-11-26T21:36:09.268751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-11-26T21:36:09.278945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDOC'. [2025-11-26T21:36:09.279287] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-11-26T21:36:09.280159] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-11-26T21:36:09.280238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:09.280307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:09.280367] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:09.280472] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:09.337058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:09.338014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:09.338126] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:09.338176] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:09.458172] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:09.458375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:09.458467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:09.458525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:09.461959] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-11-26T21:36:09.462293] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-11-26T21:36:09.462456] [INFO ] [sig ] TDOC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:09.624088] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDOC.txt [2025-11-26T21:36:09.624248] [INFO ] [sig ] [3119/3599] Completed TDOC in 0.4s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:09.624303] [INFO ] [sig ] [3120/3599] Forecasting TDS... [2025-11-26T21:36:09.624345] [INFO ] [sig ] Generating forecast for: TDS [2025-11-26T21:36:09.624410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-11-26T21:36:09.635071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDS'. [2025-11-26T21:36:09.635512] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-11-26T21:36:09.636347] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-11-26T21:36:09.636428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:09.636491] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:09.636544] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:09.636631] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:09.695360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:09.696267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:09.696378] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:09.696440] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:09.816572] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:09.816788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:09.816858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:09.816917] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:09.820359] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=2.50%) [2025-11-26T21:36:09.820687] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-11-26T21:36:09.820861] [INFO ] [sig ] TDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:09.959885] [INFO ] [LOCAL ] Saved forecast: TDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDS.txt [2025-11-26T21:36:09.960063] [INFO ] [sig ] [3120/3599] Completed TDS in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:09.960120] [INFO ] [sig ] [3121/3599] Forecasting TDSC... [2025-11-26T21:36:09.960160] [INFO ] [sig ] Generating forecast for: TDSC [2025-11-26T21:36:09.960197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'. [2025-11-26T21:36:09.971083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDSC'. [2025-11-26T21:36:09.971442] [INFO ] [FORECASTER] Starting predict_future for TDSC [2025-11-26T21:36:09.972366] [DEBUG] [LOCAL ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt [2025-11-26T21:36:09.972437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:09.972481] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:09.972520] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:09.972589] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:10.028475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:10.029108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:10.029201] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:10.029246] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:10.130521] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:10.130656] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:36:10.130708] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:10.130743] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:10.133831] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=1.55%) [2025-11-26T21:36:10.134106] [INFO ] [FORECASTER] Completed predict_future for TDSC [2025-11-26T21:36:10.134242] [INFO ] [sig ] TDSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:10.275620] [INFO ] [LOCAL ] Saved forecast: TDSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDSC.txt [2025-11-26T21:36:10.275798] [INFO ] [sig ] [3121/3599] Completed TDSC in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:10.275861] [INFO ] [sig ] [3122/3599] Forecasting TDUP... [2025-11-26T21:36:10.275905] [INFO ] [sig ] Generating forecast for: TDUP [2025-11-26T21:36:10.275969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'. [2025-11-26T21:36:10.286223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDUP'. [2025-11-26T21:36:10.286510] [INFO ] [FORECASTER] Starting predict_future for TDUP [2025-11-26T21:36:10.287303] [DEBUG] [LOCAL ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt [2025-11-26T21:36:10.287372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:10.287437] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:10.287478] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:10.287549] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:10.343078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:10.343701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:10.343791] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:10.343836] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:10.461348] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:10.461475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:10.461524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:10.461569] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:10.464695] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=3.74%) [2025-11-26T21:36:10.464971] [INFO ] [FORECASTER] Completed predict_future for TDUP [2025-11-26T21:36:10.465109] [INFO ] [sig ] TDUP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:10.604924] [INFO ] [LOCAL ] Saved forecast: TDUP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDUP.txt [2025-11-26T21:36:10.605051] [INFO ] [sig ] [3122/3599] Completed TDUP in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:10.605102] [INFO ] [sig ] [3123/3599] Forecasting TDY... [2025-11-26T21:36:10.605145] [INFO ] [sig ] Generating forecast for: TDY [2025-11-26T21:36:10.605209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-11-26T21:36:10.615327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDY'. [2025-11-26T21:36:10.615605] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-11-26T21:36:10.616383] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-11-26T21:36:10.616452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:10.616509] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:10.616550] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:10.616617] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:10.673336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:10.673984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:10.674075] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:10.674119] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:10.792887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:10.793085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:10.793140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:10.793181] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:10.796539] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=7.34%) [2025-11-26T21:36:10.796876] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-11-26T21:36:10.797024] [INFO ] [sig ] TDY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:10.937349] [INFO ] [LOCAL ] Saved forecast: TDY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TDY.txt [2025-11-26T21:36:10.937546] [INFO ] [sig ] [3123/3599] Completed TDY in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:10.937601] [INFO ] [sig ] [3124/3599] Forecasting TEAM... [2025-11-26T21:36:10.937693] [INFO ] [sig ] Generating forecast for: TEAM [2025-11-26T21:36:10.937742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'. [2025-11-26T21:36:10.948669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEAM'. [2025-11-26T21:36:10.949059] [INFO ] [FORECASTER] Starting predict_future for TEAM [2025-11-26T21:36:10.949903] [DEBUG] [LOCAL ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt [2025-11-26T21:36:10.949979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:10.950065] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:10.950125] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:10.950245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:11.008982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:11.009947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:11.010063] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:11.010146] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:11.139294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:11.139525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:11.139615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:11.139747] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:11.143390] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=96.69%) [2025-11-26T21:36:11.143785] [INFO ] [FORECASTER] Completed predict_future for TEAM [2025-11-26T21:36:11.143971] [INFO ] [sig ] TEAM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:11.284810] [INFO ] [LOCAL ] Saved forecast: TEAM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEAM.txt [2025-11-26T21:36:11.285006] [INFO ] [sig ] [3124/3599] Completed TEAM in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:11.285127] [INFO ] [sig ] [3125/3599] Forecasting TECH... [2025-11-26T21:36:11.285242] [INFO ] [sig ] Generating forecast for: TECH [2025-11-26T21:36:11.285304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'. [2025-11-26T21:36:11.296043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECH'. [2025-11-26T21:36:11.296491] [INFO ] [FORECASTER] Starting predict_future for TECH [2025-11-26T21:36:11.297366] [DEBUG] [LOCAL ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt [2025-11-26T21:36:11.297458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:11.297506] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:11.297546] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:11.297614] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:11.356638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:11.357534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:11.357634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:11.357701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:11.479751] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:11.479928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:11.480010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:11.480081] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:11.484759] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=93.20%) [2025-11-26T21:36:11.485234] [INFO ] [FORECASTER] Completed predict_future for TECH [2025-11-26T21:36:11.485463] [INFO ] [sig ] TECH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:11.634063] [INFO ] [LOCAL ] Saved forecast: TECH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TECH.txt [2025-11-26T21:36:11.634271] [INFO ] [sig ] [3125/3599] Completed TECH in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:11.634332] [INFO ] [sig ] [3126/3599] Forecasting TECK... [2025-11-26T21:36:11.634375] [INFO ] [sig ] Generating forecast for: TECK [2025-11-26T21:36:11.634416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-11-26T21:36:11.645263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECK'. [2025-11-26T21:36:11.645701] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-11-26T21:36:11.646603] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-11-26T21:36:11.646700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:11.646755] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:11.646796] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:11.646866] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:11.706518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:11.707383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:11.707512] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:11.707561] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:11.833049] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:11.833265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:11.833327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:11.833370] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:11.836901] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=24.38%) [2025-11-26T21:36:11.837209] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-11-26T21:36:11.837350] [INFO ] [sig ] TECK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:11.980376] [INFO ] [LOCAL ] Saved forecast: TECK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TECK.txt [2025-11-26T21:36:11.980553] [INFO ] [sig ] [3126/3599] Completed TECK in 0.3s | 2.92 sym/s | Total: 17.8m | ETA: 2.7m [2025-11-26T21:36:11.980608] [INFO ] [sig ] [3127/3599] Forecasting TECX... [2025-11-26T21:36:11.980707] [INFO ] [sig ] Generating forecast for: TECX [2025-11-26T21:36:11.980774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'. [2025-11-26T21:36:11.991755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECX'. [2025-11-26T21:36:11.992095] [INFO ] [FORECASTER] Starting predict_future for TECX [2025-11-26T21:36:11.992907] [DEBUG] [LOCAL ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt [2025-11-26T21:36:11.992976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:11.993021] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:11.993058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:11.993124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:12.049024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:12.049704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:12.049798] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:12.049842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:12.166507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:12.166704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:12.166759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:12.166802] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:12.170192] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=40.27%) [2025-11-26T21:36:12.170545] [INFO ] [FORECASTER] Completed predict_future for TECX [2025-11-26T21:36:12.170746] [INFO ] [sig ] TECX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:12.311577] [INFO ] [LOCAL ] Saved forecast: TECX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TECX.txt [2025-11-26T21:36:12.311776] [INFO ] [sig ] [3127/3599] Completed TECX in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:12.311875] [INFO ] [sig ] [3128/3599] Forecasting TEF... [2025-11-26T21:36:12.311942] [INFO ] [sig ] Generating forecast for: TEF [2025-11-26T21:36:12.312013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-11-26T21:36:12.321953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEF'. [2025-11-26T21:36:12.322284] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-11-26T21:36:12.323138] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-11-26T21:36:12.323219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:12.323288] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:12.323350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:12.323455] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:12.380680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:12.381547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:12.381683] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:12.381757] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:12.503801] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:12.504012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:12.504083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:12.504142] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:12.507573] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=73.52%) [2025-11-26T21:36:12.507926] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-11-26T21:36:12.508107] [INFO ] [sig ] TEF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:12.650955] [INFO ] [LOCAL ] Saved forecast: TEF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEF.txt [2025-11-26T21:36:12.651200] [INFO ] [sig ] [3128/3599] Completed TEF in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:12.651298] [INFO ] [sig ] [3129/3599] Forecasting TEI... [2025-11-26T21:36:12.651350] [INFO ] [sig ] Generating forecast for: TEI [2025-11-26T21:36:12.651400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-11-26T21:36:12.668003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEI'. [2025-11-26T21:36:12.668501] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-11-26T21:36:12.669554] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-11-26T21:36:12.669670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:12.669734] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:12.669786] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:12.669879] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:12.743960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:12.745064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:12.745196] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:12.745269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:12.892350] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:12.892543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:12.892617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:12.892678] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:12.896159] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=34.17%) [2025-11-26T21:36:12.896477] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-11-26T21:36:12.896632] [INFO ] [sig ] TEI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:13.038443] [INFO ] [LOCAL ] Saved forecast: TEI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TEI.txt [2025-11-26T21:36:13.038670] [INFO ] [sig ] [3129/3599] Completed TEI in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:13.038768] [INFO ] [sig ] [3130/3599] Forecasting TEL... [2025-11-26T21:36:13.038821] [INFO ] [sig ] Generating forecast for: TEL [2025-11-26T21:36:13.038864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-11-26T21:36:13.049979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEL'. [2025-11-26T21:36:13.050372] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-11-26T21:36:13.051203] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-11-26T21:36:13.051274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:13.051320] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:13.051360] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:13.051429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:13.109175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:13.110093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:13.110196] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:13.110245] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:13.232450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:13.232666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:13.232723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:13.232788] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:13.236169] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=38.72%) [2025-11-26T21:36:13.236458] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-11-26T21:36:13.236598] [INFO ] [sig ] TEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:13.380434] [INFO ] [LOCAL ] Saved forecast: TEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TEL.txt [2025-11-26T21:36:13.380663] [INFO ] [sig ] [3130/3599] Completed TEL in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:13.380718] [INFO ] [sig ] [3131/3599] Forecasting TELO... [2025-11-26T21:36:13.380786] [INFO ] [sig ] Generating forecast for: TELO [2025-11-26T21:36:13.380823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'. [2025-11-26T21:36:13.392154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TELO'. [2025-11-26T21:36:13.392578] [INFO ] [FORECASTER] Starting predict_future for TELO [2025-11-26T21:36:13.393459] [DEBUG] [LOCAL ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt [2025-11-26T21:36:13.393533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:13.393582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:13.393624] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:13.393723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:13.453865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:13.454912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:13.455022] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:13.455074] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:13.572271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:13.572467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:13.572556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:13.572614] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:13.576128] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=88.29%) [2025-11-26T21:36:13.576477] [INFO ] [FORECASTER] Completed predict_future for TELO [2025-11-26T21:36:13.576670] [INFO ] [sig ] TELO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:13.722163] [INFO ] [LOCAL ] Saved forecast: TELO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TELO.txt [2025-11-26T21:36:13.722370] [INFO ] [sig ] [3131/3599] Completed TELO in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:13.722490] [INFO ] [sig ] [3132/3599] Forecasting TEM... [2025-11-26T21:36:13.722556] [INFO ] [sig ] Generating forecast for: TEM [2025-11-26T21:36:13.722625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'. [2025-11-26T21:36:13.733610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEM'. [2025-11-26T21:36:13.734014] [INFO ] [FORECASTER] Starting predict_future for TEM [2025-11-26T21:36:13.734816] [DEBUG] [LOCAL ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt [2025-11-26T21:36:13.734886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:13.734940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:13.734973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:13.735042] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:13.791536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:13.792423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:13.792528] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:13.792595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:13.914846] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:13.915018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:13.915071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:13.915112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:13.918423] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=93.50%) [2025-11-26T21:36:13.918740] [INFO ] [FORECASTER] Completed predict_future for TEM [2025-11-26T21:36:13.918886] [INFO ] [sig ] TEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:14.060006] [INFO ] [LOCAL ] Saved forecast: TEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEM.txt [2025-11-26T21:36:14.060183] [INFO ] [sig ] [3132/3599] Completed TEM in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:14.060240] [INFO ] [sig ] [3133/3599] Forecasting TENB... [2025-11-26T21:36:14.060281] [INFO ] [sig ] Generating forecast for: TENB [2025-11-26T21:36:14.060345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'. [2025-11-26T21:36:14.070535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENB'. [2025-11-26T21:36:14.070847] [INFO ] [FORECASTER] Starting predict_future for TENB [2025-11-26T21:36:14.071669] [DEBUG] [LOCAL ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt [2025-11-26T21:36:14.071739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:14.071784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:14.071825] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:14.071892] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:14.129314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:14.129968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:14.130129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:14.130179] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:14.251462] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:14.251668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:14.251726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:14.251770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:14.255259] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=86.48%) [2025-11-26T21:36:14.255550] [INFO ] [FORECASTER] Completed predict_future for TENB [2025-11-26T21:36:14.255753] [INFO ] [sig ] TENB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:14.396789] [INFO ] [LOCAL ] Saved forecast: TENB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TENB.txt [2025-11-26T21:36:14.396972] [INFO ] [sig ] [3133/3599] Completed TENB in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:14.397029] [INFO ] [sig ] [3134/3599] Forecasting TENX... [2025-11-26T21:36:14.397072] [INFO ] [sig ] Generating forecast for: TENX [2025-11-26T21:36:14.397141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'. [2025-11-26T21:36:14.408348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENX'. [2025-11-26T21:36:14.408802] [INFO ] [FORECASTER] Starting predict_future for TENX [2025-11-26T21:36:14.409720] [DEBUG] [LOCAL ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt [2025-11-26T21:36:14.409803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:14.409867] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:14.409944] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:14.410044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:14.469204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:14.470291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:14.470414] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:14.470470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:14.585464] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:14.585671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:14.585727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:14.585770] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:14.589181] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=73.05%) [2025-11-26T21:36:14.589481] [INFO ] [FORECASTER] Completed predict_future for TENX [2025-11-26T21:36:14.589624] [INFO ] [sig ] TENX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:14.727548] [INFO ] [LOCAL ] Saved forecast: TENX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TENX.txt [2025-11-26T21:36:14.727735] [INFO ] [sig ] [3134/3599] Completed TENX in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.7m [2025-11-26T21:36:14.727793] [INFO ] [sig ] [3135/3599] Forecasting TEO... [2025-11-26T21:36:14.727853] [INFO ] [sig ] Generating forecast for: TEO [2025-11-26T21:36:14.727904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-11-26T21:36:14.739696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEO'. [2025-11-26T21:36:14.740109] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-11-26T21:36:14.740951] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-11-26T21:36:14.741022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:14.741071] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:14.741113] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:14.741184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:14.802898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:14.803677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:14.803778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:14.803826] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:14.931268] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:14.931467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:14.931531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:14.931575] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:14.936031] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=87.29%) [2025-11-26T21:36:14.936384] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-11-26T21:36:14.936555] [INFO ] [sig ] TEO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:15.087859] [INFO ] [LOCAL ] Saved forecast: TEO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEO.txt [2025-11-26T21:36:15.088057] [INFO ] [sig ] [3135/3599] Completed TEO in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:15.088140] [INFO ] [sig ] [3136/3599] Forecasting TERN... [2025-11-26T21:36:15.088186] [INFO ] [sig ] Generating forecast for: TERN [2025-11-26T21:36:15.088228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'. [2025-11-26T21:36:15.098443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TERN'. [2025-11-26T21:36:15.098829] [INFO ] [FORECASTER] Starting predict_future for TERN [2025-11-26T21:36:15.099612] [DEBUG] [LOCAL ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt [2025-11-26T21:36:15.099711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:15.099757] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:15.099795] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:15.099862] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:15.155453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:15.156215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:15.156311] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:15.156358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:15.274369] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:15.274561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:15.274613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:15.274679] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:15.278063] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=98.83%) [2025-11-26T21:36:15.278376] [INFO ] [FORECASTER] Completed predict_future for TERN [2025-11-26T21:36:15.278524] [INFO ] [sig ] TERN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:15.417440] [INFO ] [LOCAL ] Saved forecast: TERN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TERN.txt [2025-11-26T21:36:15.417670] [INFO ] [sig ] [3136/3599] Completed TERN in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:15.417755] [INFO ] [sig ] [3137/3599] Forecasting TEVA... [2025-11-26T21:36:15.417795] [INFO ] [sig ] Generating forecast for: TEVA [2025-11-26T21:36:15.417835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-11-26T21:36:15.429082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEVA'. [2025-11-26T21:36:15.429557] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-11-26T21:36:15.430542] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-11-26T21:36:15.430629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:15.430712] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:15.430758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:15.430839] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:15.490513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:15.491380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:15.491504] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:15.491560] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:15.611931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:15.612096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:15.612151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:15.612192] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:15.615589] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=80.57%) [2025-11-26T21:36:15.615905] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-11-26T21:36:15.616053] [INFO ] [sig ] TEVA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:15.761517] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TEVA.txt [2025-11-26T21:36:15.761700] [INFO ] [sig ] [3137/3599] Completed TEVA in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:15.761765] [INFO ] [sig ] [3138/3599] Forecasting TEX... [2025-11-26T21:36:15.761836] [INFO ] [sig ] Generating forecast for: TEX [2025-11-26T21:36:15.761925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-11-26T21:36:15.773169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEX'. [2025-11-26T21:36:15.773488] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-11-26T21:36:15.774364] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-11-26T21:36:15.774444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:15.774504] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:15.774548] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:15.774619] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:15.834180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:15.834923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:15.835028] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:15.835095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:15.959040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:15.959234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:15.959324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:15.959389] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:15.962915] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=4.40%) [2025-11-26T21:36:15.963243] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-11-26T21:36:15.963421] [INFO ] [sig ] TEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:16.107141] [INFO ] [LOCAL ] Saved forecast: TEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TEX.txt [2025-11-26T21:36:16.107348] [INFO ] [sig ] [3138/3599] Completed TEX in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:16.107477] [INFO ] [sig ] [3139/3599] Forecasting TFC... [2025-11-26T21:36:16.107542] [INFO ] [sig ] Generating forecast for: TFC [2025-11-26T21:36:16.107588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-11-26T21:36:16.118180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFC'. [2025-11-26T21:36:16.118517] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-11-26T21:36:16.119403] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-11-26T21:36:16.119487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:16.119554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:16.119609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:16.119746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:16.180257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:16.181076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:16.181191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:16.181258] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:16.306279] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:16.306528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:16.306606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:16.306716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:16.310377] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=38.55%) [2025-11-26T21:36:16.310710] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-11-26T21:36:16.310873] [INFO ] [sig ] TFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:16.453559] [INFO ] [LOCAL ] Saved forecast: TFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TFC.txt [2025-11-26T21:36:16.453757] [INFO ] [sig ] [3139/3599] Completed TFC in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:16.453814] [INFO ] [sig ] [3140/3599] Forecasting TFII... [2025-11-26T21:36:16.453881] [INFO ] [sig ] Generating forecast for: TFII [2025-11-26T21:36:16.453931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-11-26T21:36:16.464338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFII'. [2025-11-26T21:36:16.464680] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-11-26T21:36:16.465464] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-11-26T21:36:16.465535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:16.465582] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:16.465622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:16.465715] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:16.525393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:16.526135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:16.526233] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:16.526286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:16.643111] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:16.643324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:16.643409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:16.643472] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:16.647143] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=37.44%) [2025-11-26T21:36:16.647538] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-11-26T21:36:16.647745] [INFO ] [sig ] TFII: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:16.788111] [INFO ] [LOCAL ] Saved forecast: TFII 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TFII.txt [2025-11-26T21:36:16.788276] [INFO ] [sig ] [3140/3599] Completed TFII in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:16.788332] [INFO ] [sig ] [3141/3599] Forecasting TFIN... [2025-11-26T21:36:16.788385] [INFO ] [sig ] Generating forecast for: TFIN [2025-11-26T21:36:16.788461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-11-26T21:36:16.798971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFIN'. [2025-11-26T21:36:16.799297] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-11-26T21:36:16.800133] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-11-26T21:36:16.800209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:16.800276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:16.800343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:16.800446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:16.857528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:16.858231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:16.858344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:16.858408] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:16.973755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:16.973972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:16.974045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:16.974105] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:16.977693] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=18.14%) [2025-11-26T21:36:16.978019] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-11-26T21:36:16.978193] [INFO ] [sig ] TFIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:17.122508] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TFIN.txt [2025-11-26T21:36:17.122704] [INFO ] [sig ] [3141/3599] Completed TFIN in 0.3s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:17.122783] [INFO ] [sig ] [3142/3599] Forecasting TFPM... [2025-11-26T21:36:17.122864] [INFO ] [sig ] Generating forecast for: TFPM [2025-11-26T21:36:17.122916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-11-26T21:36:17.133603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFPM'. [2025-11-26T21:36:17.133993] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-11-26T21:36:17.134903] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-11-26T21:36:17.134979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:17.135045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:17.135110] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:17.135216] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:17.193818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:17.194603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:17.194735] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:17.194815] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:17.321506] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:17.321699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:17.321757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:17.321811] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:17.325250] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-11-26T21:36:17.325551] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-11-26T21:36:17.325724] [INFO ] [sig ] TFPM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:17.474237] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TFPM.txt [2025-11-26T21:36:17.474450] [INFO ] [sig ] [3142/3599] Completed TFPM in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:17.474549] [INFO ] [sig ] [3143/3599] Forecasting TFSL... [2025-11-26T21:36:17.474604] [INFO ] [sig ] Generating forecast for: TFSL [2025-11-26T21:36:17.474660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'. [2025-11-26T21:36:17.485122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFSL'. [2025-11-26T21:36:17.485470] [INFO ] [FORECASTER] Starting predict_future for TFSL [2025-11-26T21:36:17.486310] [DEBUG] [LOCAL ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt [2025-11-26T21:36:17.486390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:17.486453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:17.486512] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:17.486610] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:17.553035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:17.553962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:17.554065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:17.554111] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:17.672239] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:17.672421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:17.672493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:17.672542] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:17.675857] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-11-26T21:36:17.676153] [INFO ] [FORECASTER] Completed predict_future for TFSL [2025-11-26T21:36:17.676302] [INFO ] [sig ] TFSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:17.858660] [INFO ] [LOCAL ] Saved forecast: TFSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TFSL.txt [2025-11-26T21:36:17.858843] [INFO ] [sig ] [3143/3599] Completed TFSL in 0.4s | 2.92 sym/s | Total: 17.9m | ETA: 2.6m [2025-11-26T21:36:17.858935] [INFO ] [sig ] [3144/3599] Forecasting TG... [2025-11-26T21:36:17.858998] [INFO ] [sig ] Generating forecast for: TG [2025-11-26T21:36:17.859090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-11-26T21:36:17.870059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TG'. [2025-11-26T21:36:17.870454] [INFO ] [FORECASTER] Starting predict_future for TG [2025-11-26T21:36:17.871343] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-11-26T21:36:17.871419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:17.871467] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:17.871514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:17.871663] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:17.929287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:17.930230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:17.930346] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:17.930427] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:18.047036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:18.047225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:18.047299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:18.047376] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:18.050810] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=10.34%) [2025-11-26T21:36:18.051326] [INFO ] [FORECASTER] Completed predict_future for TG [2025-11-26T21:36:18.051505] [INFO ] [sig ] TG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:18.193297] [INFO ] [LOCAL ] Saved forecast: TG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TG.txt [2025-11-26T21:36:18.193494] [INFO ] [sig ] [3144/3599] Completed TG in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:18.193603] [INFO ] [sig ] [3145/3599] Forecasting TGLS... [2025-11-26T21:36:18.193725] [INFO ] [sig ] Generating forecast for: TGLS [2025-11-26T21:36:18.193799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-11-26T21:36:18.203855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGLS'. [2025-11-26T21:36:18.204189] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-11-26T21:36:18.205051] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-11-26T21:36:18.205127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:18.205216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:18.205294] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:18.205415] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:18.262952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:18.263876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:18.263992] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:18.264055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:18.384264] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:18.384444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:18.384525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:18.384587] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:18.388027] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=10.34%) [2025-11-26T21:36:18.388333] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-11-26T21:36:18.388490] [INFO ] [sig ] TGLS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:18.529382] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGLS.txt [2025-11-26T21:36:18.529563] [INFO ] [sig ] [3145/3599] Completed TGLS in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:18.529706] [INFO ] [sig ] [3146/3599] Forecasting TGNA... [2025-11-26T21:36:18.529778] [INFO ] [sig ] Generating forecast for: TGNA [2025-11-26T21:36:18.529840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-11-26T21:36:18.540698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGNA'. [2025-11-26T21:36:18.541086] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-11-26T21:36:18.542021] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-11-26T21:36:18.542095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:18.542159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:18.542217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:18.542315] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:18.603381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:18.604303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:18.604419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:18.604473] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:18.725471] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:18.725705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:18.725760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:18.725807] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:18.729477] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=28.09%) [2025-11-26T21:36:18.729853] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-11-26T21:36:18.730040] [INFO ] [sig ] TGNA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:18.869374] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGNA.txt [2025-11-26T21:36:18.869568] [INFO ] [sig ] [3146/3599] Completed TGNA in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:18.869679] [INFO ] [sig ] [3147/3599] Forecasting TGS... [2025-11-26T21:36:18.869776] [INFO ] [sig ] Generating forecast for: TGS [2025-11-26T21:36:18.869859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-11-26T21:36:18.880480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGS'. [2025-11-26T21:36:18.880883] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-11-26T21:36:18.881778] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-11-26T21:36:18.881864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:18.881940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:18.882005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:18.882098] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:18.941037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:18.941951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:18.942066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:18.942140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:19.056341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:19.056510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:19.056580] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:19.056656] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:19.060149] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=42.98%) [2025-11-26T21:36:19.060455] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-11-26T21:36:19.060614] [INFO ] [sig ] TGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:19.201460] [INFO ] [LOCAL ] Saved forecast: TGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGS.txt [2025-11-26T21:36:19.201680] [INFO ] [sig ] [3147/3599] Completed TGS in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:19.201788] [INFO ] [sig ] [3148/3599] Forecasting TGTX... [2025-11-26T21:36:19.201855] [INFO ] [sig ] Generating forecast for: TGTX [2025-11-26T21:36:19.201920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'. [2025-11-26T21:36:19.212853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGTX'. [2025-11-26T21:36:19.213457] [INFO ] [FORECASTER] Starting predict_future for TGTX [2025-11-26T21:36:19.214336] [DEBUG] [LOCAL ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt [2025-11-26T21:36:19.214408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:19.214454] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:19.214501] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:19.214592] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:19.275470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:19.276360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:19.276463] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:19.276523] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:19.404788] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:19.404952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:19.405032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:19.405103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:19.408571] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=32.53%) [2025-11-26T21:36:19.408917] [INFO ] [FORECASTER] Completed predict_future for TGTX [2025-11-26T21:36:19.409097] [INFO ] [sig ] TGTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:19.549850] [INFO ] [LOCAL ] Saved forecast: TGTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TGTX.txt [2025-11-26T21:36:19.550097] [INFO ] [sig ] [3148/3599] Completed TGTX in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:19.550182] [INFO ] [sig ] [3149/3599] Forecasting TH... [2025-11-26T21:36:19.550227] [INFO ] [sig ] Generating forecast for: TH [2025-11-26T21:36:19.550279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'. [2025-11-26T21:36:19.561088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TH'. [2025-11-26T21:36:19.561485] [INFO ] [FORECASTER] Starting predict_future for TH [2025-11-26T21:36:19.562394] [DEBUG] [LOCAL ] No optimal features file found for TH: ./output/feature-sets/TH.txt [2025-11-26T21:36:19.562468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:19.562515] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:19.562556] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:19.562688] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:19.628460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:19.629328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:19.629437] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:19.629502] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:19.755993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:19.756188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:19.756274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:19.756351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:19.759968] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=9.21%) [2025-11-26T21:36:19.760299] [INFO ] [FORECASTER] Completed predict_future for TH [2025-11-26T21:36:19.760471] [INFO ] [sig ] TH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:19.902728] [INFO ] [LOCAL ] Saved forecast: TH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TH.txt [2025-11-26T21:36:19.902924] [INFO ] [sig ] [3149/3599] Completed TH in 0.4s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:19.903042] [INFO ] [sig ] [3150/3599] Forecasting THC... [2025-11-26T21:36:19.903795] [INFO ] [sig ] Generating forecast for: THC [2025-11-26T21:36:19.903882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-11-26T21:36:19.914697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THC'. [2025-11-26T21:36:19.915116] [INFO ] [FORECASTER] Starting predict_future for THC [2025-11-26T21:36:19.915953] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-11-26T21:36:19.916028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:19.916111] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:19.916187] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:19.916320] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:19.972902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:19.973826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:19.973937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:19.973986] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:20.096052] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:20.096217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:20.096280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:20.096332] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:20.099862] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=61.47%) [2025-11-26T21:36:20.100161] [INFO ] [FORECASTER] Completed predict_future for THC [2025-11-26T21:36:20.100310] [INFO ] [sig ] THC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:20.243619] [INFO ] [LOCAL ] Saved forecast: THC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THC.txt [2025-11-26T21:36:20.243789] [INFO ] [sig ] [3150/3599] Completed THC in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:20.243852] [INFO ] [sig ] [3151/3599] Forecasting THFF... [2025-11-26T21:36:20.243917] [INFO ] [sig ] Generating forecast for: THFF [2025-11-26T21:36:20.243974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'. [2025-11-26T21:36:20.253822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THFF'. [2025-11-26T21:36:20.254118] [INFO ] [FORECASTER] Starting predict_future for THFF [2025-11-26T21:36:20.254905] [DEBUG] [LOCAL ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt [2025-11-26T21:36:20.254973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:20.255017] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:20.255057] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:20.255124] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:20.311155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:20.311778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:20.311874] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:20.311919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:20.435267] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:20.435419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:20.435470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:20.435510] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:20.438814] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-11-26T21:36:20.439118] [INFO ] [FORECASTER] Completed predict_future for THFF [2025-11-26T21:36:20.439267] [INFO ] [sig ] THFF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:20.579339] [INFO ] [LOCAL ] Saved forecast: THFF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THFF.txt [2025-11-26T21:36:20.579505] [INFO ] [sig ] [3151/3599] Completed THFF in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:20.579573] [INFO ] [sig ] [3152/3599] Forecasting THG... [2025-11-26T21:36:20.579661] [INFO ] [sig ] Generating forecast for: THG [2025-11-26T21:36:20.579746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-11-26T21:36:20.589992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THG'. [2025-11-26T21:36:20.590296] [INFO ] [FORECASTER] Starting predict_future for THG [2025-11-26T21:36:20.591096] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-11-26T21:36:20.591164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:20.591223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:20.591273] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:20.591361] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:20.658797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:20.659936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:20.660074] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:20.660144] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:20.788476] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:20.788670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:20.788727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:20.788768] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:20.792378] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=69.85%) [2025-11-26T21:36:20.792693] [INFO ] [FORECASTER] Completed predict_future for THG [2025-11-26T21:36:20.792851] [INFO ] [sig ] THG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:20.938409] [INFO ] [LOCAL ] Saved forecast: THG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THG.txt [2025-11-26T21:36:20.938573] [INFO ] [sig ] [3152/3599] Completed THG in 0.4s | 2.92 sym/s | Total: 18.0m | ETA: 2.6m [2025-11-26T21:36:20.938699] [INFO ] [sig ] [3153/3599] Forecasting THO... [2025-11-26T21:36:20.938750] [INFO ] [sig ] Generating forecast for: THO [2025-11-26T21:36:20.938804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-11-26T21:36:20.949606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THO'. [2025-11-26T21:36:20.949973] [INFO ] [FORECASTER] Starting predict_future for THO [2025-11-26T21:36:20.950782] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-11-26T21:36:20.950853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:20.950900] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:20.950938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:20.951004] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:21.006976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:21.007927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:21.008039] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:21.008089] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:21.131507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:21.131733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:21.131794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:21.131838] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:21.135447] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=92.32%) [2025-11-26T21:36:21.135783] [INFO ] [FORECASTER] Completed predict_future for THO [2025-11-26T21:36:21.135936] [INFO ] [sig ] THO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:21.284378] [INFO ] [LOCAL ] Saved forecast: THO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THO.txt [2025-11-26T21:36:21.284574] [INFO ] [sig ] [3153/3599] Completed THO in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:21.284681] [INFO ] [sig ] [3154/3599] Forecasting THQ... [2025-11-26T21:36:21.284730] [INFO ] [sig ] Generating forecast for: THQ [2025-11-26T21:36:21.284774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-11-26T21:36:21.296080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THQ'. [2025-11-26T21:36:21.296416] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-11-26T21:36:21.297228] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-11-26T21:36:21.297297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:21.297350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:21.297414] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:21.297493] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:21.355549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:21.356352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:21.356453] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:21.356501] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:21.477266] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:21.477445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:21.477501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:21.477557] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:21.481053] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=49.17%) [2025-11-26T21:36:21.481384] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-11-26T21:36:21.481545] [INFO ] [sig ] THQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:21.623234] [INFO ] [LOCAL ] Saved forecast: THQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/THQ.txt [2025-11-26T21:36:21.623387] [INFO ] [sig ] [3154/3599] Completed THQ in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:21.623442] [INFO ] [sig ] [3155/3599] Forecasting THRM... [2025-11-26T21:36:21.623547] [INFO ] [sig ] Generating forecast for: THRM [2025-11-26T21:36:21.623589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'. [2025-11-26T21:36:21.633705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRM'. [2025-11-26T21:36:21.633988] [INFO ] [FORECASTER] Starting predict_future for THRM [2025-11-26T21:36:21.634829] [DEBUG] [LOCAL ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt [2025-11-26T21:36:21.634899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:21.634942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:21.634990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:21.635067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:21.694298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:21.695034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:21.695136] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:21.695183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:21.818366] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:21.818505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:21.818558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:21.818600] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:21.822419] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=47.50%) [2025-11-26T21:36:21.822727] [INFO ] [FORECASTER] Completed predict_future for THRM [2025-11-26T21:36:21.822864] [INFO ] [sig ] THRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:21.965569] [INFO ] [LOCAL ] Saved forecast: THRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/THRM.txt [2025-11-26T21:36:21.965755] [INFO ] [sig ] [3155/3599] Completed THRM in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:21.965824] [INFO ] [sig ] [3156/3599] Forecasting THRY... [2025-11-26T21:36:21.965902] [INFO ] [sig ] Generating forecast for: THRY [2025-11-26T21:36:21.965955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'. [2025-11-26T21:36:21.976175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRY'. [2025-11-26T21:36:21.976463] [INFO ] [FORECASTER] Starting predict_future for THRY [2025-11-26T21:36:21.977242] [DEBUG] [LOCAL ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt [2025-11-26T21:36:21.977310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:21.977355] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:21.977405] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:21.977476] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:22.035020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:22.035776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:22.035891] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:22.035938] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:22.156144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:22.156305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:22.156356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:22.156394] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:22.159715] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=58.33%) [2025-11-26T21:36:22.160007] [INFO ] [FORECASTER] Completed predict_future for THRY [2025-11-26T21:36:22.160146] [INFO ] [sig ] THRY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:22.299591] [INFO ] [LOCAL ] Saved forecast: THRY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/THRY.txt [2025-11-26T21:36:22.299758] [INFO ] [sig ] [3156/3599] Completed THRY in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:22.299813] [INFO ] [sig ] [3157/3599] Forecasting THS... [2025-11-26T21:36:22.299874] [INFO ] [sig ] Generating forecast for: THS [2025-11-26T21:36:22.299908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-11-26T21:36:22.309880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THS'. [2025-11-26T21:36:22.310154] [INFO ] [FORECASTER] Starting predict_future for THS [2025-11-26T21:36:22.310937] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-11-26T21:36:22.311006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:22.311052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:22.311093] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:22.311162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:22.368310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:22.369075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:22.369170] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:22.369216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:22.490354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:22.490524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:22.490576] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:22.490613] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:22.493953] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=5.89%) [2025-11-26T21:36:22.494238] [INFO ] [FORECASTER] Completed predict_future for THS [2025-11-26T21:36:22.494384] [INFO ] [sig ] THS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:22.637748] [INFO ] [LOCAL ] Saved forecast: THS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/THS.txt [2025-11-26T21:36:22.637919] [INFO ] [sig ] [3157/3599] Completed THS in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:22.637974] [INFO ] [sig ] [3158/3599] Forecasting TIGO... [2025-11-26T21:36:22.638015] [INFO ] [sig ] Generating forecast for: TIGO [2025-11-26T21:36:22.638082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'. [2025-11-26T21:36:22.648283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIGO'. [2025-11-26T21:36:22.648601] [INFO ] [FORECASTER] Starting predict_future for TIGO [2025-11-26T21:36:22.649452] [DEBUG] [LOCAL ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt [2025-11-26T21:36:22.649531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:22.649605] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:22.649686] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:22.649788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:22.708079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:22.708768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:22.708861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:22.708905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:22.821427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:22.821610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:22.821684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:22.821726] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:22.825081] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: UP (p=65.29%) [2025-11-26T21:36:22.825364] [INFO ] [FORECASTER] Completed predict_future for TIGO [2025-11-26T21:36:22.825503] [INFO ] [sig ] TIGO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:22.963527] [INFO ] [LOCAL ] Saved forecast: TIGO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TIGO.txt [2025-11-26T21:36:22.963691] [INFO ] [sig ] [3158/3599] Completed TIGO in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:22.963786] [INFO ] [sig ] [3159/3599] Forecasting TIL... [2025-11-26T21:36:22.963835] [INFO ] [sig ] Generating forecast for: TIL [2025-11-26T21:36:22.963878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'. [2025-11-26T21:36:22.974039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIL'. [2025-11-26T21:36:22.974322] [INFO ] [FORECASTER] Starting predict_future for TIL [2025-11-26T21:36:22.975095] [DEBUG] [LOCAL ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt [2025-11-26T21:36:22.975163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:22.975208] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:22.975249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:22.975316] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:23.031491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:23.032126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:23.032219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:23.032264] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:23.149548] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:23.149726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:23.149781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:23.149817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:23.153587] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=82.64%) [2025-11-26T21:36:23.153905] [INFO ] [FORECASTER] Completed predict_future for TIL [2025-11-26T21:36:23.154050] [INFO ] [sig ] TIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:23.293401] [INFO ] [LOCAL ] Saved forecast: TIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TIL.txt [2025-11-26T21:36:23.293546] [INFO ] [sig ] [3159/3599] Completed TIL in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:23.293622] [INFO ] [sig ] [3160/3599] Forecasting TILE... [2025-11-26T21:36:23.293688] [INFO ] [sig ] Generating forecast for: TILE [2025-11-26T21:36:23.293733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'. [2025-11-26T21:36:23.303450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TILE'. [2025-11-26T21:36:23.303785] [INFO ] [FORECASTER] Starting predict_future for TILE [2025-11-26T21:36:23.304546] [DEBUG] [LOCAL ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt [2025-11-26T21:36:23.304616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:23.304686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:23.304730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:23.304798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:23.360835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:23.361521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:23.361616] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:23.361682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:23.482047] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:23.482216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:23.482268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:23.482309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:23.485666] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=10.06%) [2025-11-26T21:36:23.485965] [INFO ] [FORECASTER] Completed predict_future for TILE [2025-11-26T21:36:23.486108] [INFO ] [sig ] TILE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:23.632821] [INFO ] [LOCAL ] Saved forecast: TILE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TILE.txt [2025-11-26T21:36:23.632965] [INFO ] [sig ] [3160/3599] Completed TILE in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:23.633021] [INFO ] [sig ] [3161/3599] Forecasting TIMB... [2025-11-26T21:36:23.633063] [INFO ] [sig ] Generating forecast for: TIMB [2025-11-26T21:36:23.633102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-11-26T21:36:23.643186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIMB'. [2025-11-26T21:36:23.643538] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-11-26T21:36:23.644396] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-11-26T21:36:23.644478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:23.644538] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:23.644592] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:23.644709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:23.700578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:23.701396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:23.701510] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:23.701573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:23.824075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:23.824270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:23.824325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:23.824368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:23.827784] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=93.32%) [2025-11-26T21:36:23.828093] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-11-26T21:36:23.828239] [INFO ] [sig ] TIMB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:23.967466] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TIMB.txt [2025-11-26T21:36:23.967618] [INFO ] [sig ] [3161/3599] Completed TIMB in 0.3s | 2.92 sym/s | Total: 18.0m | ETA: 2.5m [2025-11-26T21:36:23.967690] [INFO ] [sig ] [3162/3599] Forecasting TITN... [2025-11-26T21:36:23.967742] [INFO ] [sig ] Generating forecast for: TITN [2025-11-26T21:36:23.967786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'. [2025-11-26T21:36:23.977899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TITN'. [2025-11-26T21:36:23.978205] [INFO ] [FORECASTER] Starting predict_future for TITN [2025-11-26T21:36:23.979055] [DEBUG] [LOCAL ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt [2025-11-26T21:36:23.979126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:23.979173] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:23.979213] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:23.979282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:24.036382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:24.037034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:24.037129] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:24.037169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:24.154824] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:24.155017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:24.155070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:24.155106] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:24.158421] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=97.12%) [2025-11-26T21:36:24.158732] [INFO ] [FORECASTER] Completed predict_future for TITN [2025-11-26T21:36:24.158873] [INFO ] [sig ] TITN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:24.305197] [INFO ] [LOCAL ] Saved forecast: TITN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TITN.txt [2025-11-26T21:36:24.305375] [INFO ] [sig ] [3162/3599] Completed TITN in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:24.305431] [INFO ] [sig ] [3163/3599] Forecasting TIVC... [2025-11-26T21:36:24.305497] [INFO ] [sig ] Generating forecast for: TIVC [2025-11-26T21:36:24.305575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIVC' from 'https://tdm.silogroup.org/data/derivative_storage/TIVC.csv'. [2025-11-26T21:36:24.316154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIVC'. [2025-11-26T21:36:24.316531] [INFO ] [FORECASTER] Starting predict_future for TIVC [2025-11-26T21:36:24.317329] [DEBUG] [LOCAL ] No optimal features file found for TIVC: ./output/feature-sets/TIVC.txt [2025-11-26T21:36:24.317428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:24.317476] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:24.317516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:24.317583] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:24.380719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:24.381917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:24.382046] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:24.382112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:24.504474] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:24.504681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:24.504741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:24.504785] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:24.508248] [DEBUG] [FORECASTER] TIVC: Forecast T+1@11:T+2@11: DOWN (p=40.20%) [2025-11-26T21:36:24.508551] [INFO ] [FORECASTER] Completed predict_future for TIVC [2025-11-26T21:36:24.508721] [INFO ] [sig ] TIVC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:24.650385] [INFO ] [LOCAL ] Saved forecast: TIVC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TIVC.txt [2025-11-26T21:36:24.650583] [INFO ] [sig ] [3163/3599] Completed TIVC in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:24.650699] [INFO ] [sig ] [3164/3599] Forecasting TJX... [2025-11-26T21:36:24.650757] [INFO ] [sig ] Generating forecast for: TJX [2025-11-26T21:36:24.650804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-11-26T21:36:24.661904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TJX'. [2025-11-26T21:36:24.662245] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-11-26T21:36:24.663106] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-11-26T21:36:24.663176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:24.663222] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:24.663261] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:24.663327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:24.720418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:24.721104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:24.721198] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:24.721247] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:24.846315] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:24.846513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:24.846566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:24.846604] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:24.850012] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=43.22%) [2025-11-26T21:36:24.850305] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-11-26T21:36:24.850448] [INFO ] [sig ] TJX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:24.989869] [INFO ] [LOCAL ] Saved forecast: TJX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TJX.txt [2025-11-26T21:36:24.990048] [INFO ] [sig ] [3164/3599] Completed TJX in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:24.990104] [INFO ] [sig ] [3165/3599] Forecasting TK... [2025-11-26T21:36:24.990175] [INFO ] [sig ] Generating forecast for: TK [2025-11-26T21:36:24.990217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-11-26T21:36:25.000345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TK'. [2025-11-26T21:36:25.000736] [INFO ] [FORECASTER] Starting predict_future for TK [2025-11-26T21:36:25.001519] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-11-26T21:36:25.001588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:25.001633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:25.001696] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:25.001764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:25.057926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:25.058835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:25.058945] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:25.058989] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:25.181207] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:25.181405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:25.181457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:25.181514] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:25.185012] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=49.97%) [2025-11-26T21:36:25.185346] [INFO ] [FORECASTER] Completed predict_future for TK [2025-11-26T21:36:25.185496] [INFO ] [sig ] TK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:25.327522] [INFO ] [LOCAL ] Saved forecast: TK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TK.txt [2025-11-26T21:36:25.327751] [INFO ] [sig ] [3165/3599] Completed TK in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:25.327809] [INFO ] [sig ] [3166/3599] Forecasting TKC... [2025-11-26T21:36:25.327852] [INFO ] [sig ] Generating forecast for: TKC [2025-11-26T21:36:25.327892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-11-26T21:36:25.337901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKC'. [2025-11-26T21:36:25.338217] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-11-26T21:36:25.339026] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-11-26T21:36:25.339096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:25.339140] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:25.339179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:25.339245] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:25.395630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:25.396435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:25.396535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:25.396576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:25.517563] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:25.517774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:25.517829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:25.517870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:25.521386] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-11-26T21:36:25.521706] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-11-26T21:36:25.521849] [INFO ] [sig ] TKC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:25.659933] [INFO ] [LOCAL ] Saved forecast: TKC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TKC.txt [2025-11-26T21:36:25.660094] [INFO ] [sig ] [3166/3599] Completed TKC in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:25.660150] [INFO ] [sig ] [3167/3599] Forecasting TKNO... [2025-11-26T21:36:25.660193] [INFO ] [sig ] Generating forecast for: TKNO [2025-11-26T21:36:25.660255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'. [2025-11-26T21:36:25.670340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKNO'. [2025-11-26T21:36:25.670673] [INFO ] [FORECASTER] Starting predict_future for TKNO [2025-11-26T21:36:25.671433] [DEBUG] [LOCAL ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt [2025-11-26T21:36:25.671503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:25.671549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:25.671588] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:25.671678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:25.727552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:25.728295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:25.728390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:25.728436] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:25.844615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:25.844807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:25.844859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:25.844901] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:25.848239] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=1.44%) [2025-11-26T21:36:25.848526] [INFO ] [FORECASTER] Completed predict_future for TKNO [2025-11-26T21:36:25.848685] [INFO ] [sig ] TKNO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:25.989780] [INFO ] [LOCAL ] Saved forecast: TKNO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TKNO.txt [2025-11-26T21:36:25.989948] [INFO ] [sig ] [3167/3599] Completed TKNO in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:25.990003] [INFO ] [sig ] [3168/3599] Forecasting TKO... [2025-11-26T21:36:25.990078] [INFO ] [sig ] Generating forecast for: TKO [2025-11-26T21:36:25.990122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-11-26T21:36:26.003235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKO'. [2025-11-26T21:36:26.003777] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-11-26T21:36:26.004750] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-11-26T21:36:26.004826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:26.004877] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:26.004918] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:26.004991] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:26.064777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:26.066068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:26.066250] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:26.066306] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:26.194561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:26.194852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:26.194942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:26.194991] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:26.199128] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-11-26T21:36:26.199478] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-11-26T21:36:26.199677] [INFO ] [sig ] TKO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:26.347972] [INFO ] [LOCAL ] Saved forecast: TKO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TKO.txt [2025-11-26T21:36:26.348231] [INFO ] [sig ] [3168/3599] Completed TKO in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:26.348325] [INFO ] [sig ] [3169/3599] Forecasting TLK... [2025-11-26T21:36:26.348364] [INFO ] [sig ] Generating forecast for: TLK [2025-11-26T21:36:26.348437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-11-26T21:36:26.361442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLK'. [2025-11-26T21:36:26.362016] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-11-26T21:36:26.363039] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-11-26T21:36:26.363111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:26.363159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:26.363200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:26.363295] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:26.424229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:26.425487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:26.425617] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:26.425689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:26.582225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:26.582541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:26.582623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:26.582691] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:26.587081] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: DOWN (p=13.61%) [2025-11-26T21:36:26.587619] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-11-26T21:36:26.587847] [INFO ] [sig ] TLK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:26.747883] [INFO ] [LOCAL ] Saved forecast: TLK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLK.txt [2025-11-26T21:36:26.748226] [INFO ] [sig ] [3169/3599] Completed TLK in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.5m [2025-11-26T21:36:26.748316] [INFO ] [sig ] [3170/3599] Forecasting TLN... [2025-11-26T21:36:26.748378] [INFO ] [sig ] Generating forecast for: TLN [2025-11-26T21:36:26.748430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'. [2025-11-26T21:36:26.761874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLN'. [2025-11-26T21:36:26.762498] [INFO ] [FORECASTER] Starting predict_future for TLN [2025-11-26T21:36:26.763485] [DEBUG] [LOCAL ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt [2025-11-26T21:36:26.763567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:26.763618] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:26.763701] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:26.763780] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:26.825723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:26.827029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:26.827178] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:26.827252] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:26.960075] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:26.960356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:26.960418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:26.960464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:26.964332] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=23.24%) [2025-11-26T21:36:26.964728] [INFO ] [FORECASTER] Completed predict_future for TLN [2025-11-26T21:36:26.964893] [INFO ] [sig ] TLN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:27.119507] [INFO ] [LOCAL ] Saved forecast: TLN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLN.txt [2025-11-26T21:36:27.119812] [INFO ] [sig ] [3170/3599] Completed TLN in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:27.119880] [INFO ] [sig ] [3171/3599] Forecasting TLS... [2025-11-26T21:36:27.119930] [INFO ] [sig ] Generating forecast for: TLS [2025-11-26T21:36:27.119976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'. [2025-11-26T21:36:27.132455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLS'. [2025-11-26T21:36:27.133034] [INFO ] [FORECASTER] Starting predict_future for TLS [2025-11-26T21:36:27.133984] [DEBUG] [LOCAL ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt [2025-11-26T21:36:27.134077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:27.134128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:27.134179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:27.134263] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:27.194714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:27.195824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:27.195949] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:27.196002] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:27.320010] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:27.320269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:27.320329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:27.320373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:27.324507] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=85.89%) [2025-11-26T21:36:27.324961] [INFO ] [FORECASTER] Completed predict_future for TLS [2025-11-26T21:36:27.325148] [INFO ] [sig ] TLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:27.480771] [INFO ] [LOCAL ] Saved forecast: TLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TLS.txt [2025-11-26T21:36:27.481033] [INFO ] [sig ] [3171/3599] Completed TLS in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:27.481106] [INFO ] [sig ] [3172/3599] Forecasting TLSA... [2025-11-26T21:36:27.481191] [INFO ] [sig ] Generating forecast for: TLSA [2025-11-26T21:36:27.481233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'. [2025-11-26T21:36:27.493910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSA'. [2025-11-26T21:36:27.494447] [INFO ] [FORECASTER] Starting predict_future for TLSA [2025-11-26T21:36:27.495391] [DEBUG] [LOCAL ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt [2025-11-26T21:36:27.495464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:27.495514] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:27.495558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:27.495634] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:27.560558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:27.561940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:27.562072] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:27.562122] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:27.695493] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:27.695817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:27.695888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:27.695926] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:27.700181] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=86.36%) [2025-11-26T21:36:27.700597] [INFO ] [FORECASTER] Completed predict_future for TLSA [2025-11-26T21:36:27.700830] [INFO ] [sig ] TLSA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:27.847225] [INFO ] [LOCAL ] Saved forecast: TLSA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TLSA.txt [2025-11-26T21:36:27.847503] [INFO ] [sig ] [3172/3599] Completed TLSA in 0.4s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:27.847593] [INFO ] [sig ] [3173/3599] Forecasting TLSI... [2025-11-26T21:36:27.847635] [INFO ] [sig ] Generating forecast for: TLSI [2025-11-26T21:36:27.847711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'. [2025-11-26T21:36:27.860235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSI'. [2025-11-26T21:36:27.860704] [INFO ] [FORECASTER] Starting predict_future for TLSI [2025-11-26T21:36:27.861586] [DEBUG] [LOCAL ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt [2025-11-26T21:36:27.861685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:27.861740] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:27.861784] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:27.861861] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:27.917837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:27.918527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:27.918628] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:27.918704] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:28.034071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:28.034269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:28.034337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:28.034398] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:28.037805] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=18.78%) [2025-11-26T21:36:28.038125] [INFO ] [FORECASTER] Completed predict_future for TLSI [2025-11-26T21:36:28.038280] [INFO ] [sig ] TLSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:28.176790] [INFO ] [LOCAL ] Saved forecast: TLSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLSI.txt [2025-11-26T21:36:28.176961] [INFO ] [sig ] [3173/3599] Completed TLSI in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:28.177071] [INFO ] [sig ] [3174/3599] Forecasting TLYS... [2025-11-26T21:36:28.177142] [INFO ] [sig ] Generating forecast for: TLYS [2025-11-26T21:36:28.177209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-11-26T21:36:28.187977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLYS'. [2025-11-26T21:36:28.188327] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-11-26T21:36:28.189152] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-11-26T21:36:28.189232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:28.189295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:28.189356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:28.189457] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:28.246366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:28.247058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:28.247165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:28.247227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:28.366421] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:28.366608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:28.366698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:28.366758] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:28.370212] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=36.87%) [2025-11-26T21:36:28.370526] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-11-26T21:36:28.370701] [INFO ] [sig ] TLYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:28.508441] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TLYS.txt [2025-11-26T21:36:28.508619] [INFO ] [sig ] [3174/3599] Completed TLYS in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:28.508752] [INFO ] [sig ] [3175/3599] Forecasting TM... [2025-11-26T21:36:28.508815] [INFO ] [sig ] Generating forecast for: TM [2025-11-26T21:36:28.508880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-11-26T21:36:28.519568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TM'. [2025-11-26T21:36:28.519913] [INFO ] [FORECASTER] Starting predict_future for TM [2025-11-26T21:36:28.520746] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-11-26T21:36:28.520824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:28.520888] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:28.520945] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:28.521044] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:28.576984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:28.577705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:28.577800] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:28.577842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:28.695214] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:28.695399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:28.695451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:28.695491] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:28.698865] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=59.24%) [2025-11-26T21:36:28.699174] [INFO ] [FORECASTER] Completed predict_future for TM [2025-11-26T21:36:28.699313] [INFO ] [sig ] TM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:28.837190] [INFO ] [LOCAL ] Saved forecast: TM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TM.txt [2025-11-26T21:36:28.837350] [INFO ] [sig ] [3175/3599] Completed TM in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:28.837438] [INFO ] [sig ] [3176/3599] Forecasting TMC... [2025-11-26T21:36:28.837503] [INFO ] [sig ] Generating forecast for: TMC [2025-11-26T21:36:28.837550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'. [2025-11-26T21:36:28.847375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMC'. [2025-11-26T21:36:28.847737] [INFO ] [FORECASTER] Starting predict_future for TMC [2025-11-26T21:36:28.848510] [DEBUG] [LOCAL ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt [2025-11-26T21:36:28.848580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:28.848627] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:28.848807] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:28.848885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:28.904902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:28.905562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:28.905675] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:28.905720] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:29.020405] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:29.020597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:29.020665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:29.020708] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:29.024053] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=6.74%) [2025-11-26T21:36:29.024361] [INFO ] [FORECASTER] Completed predict_future for TMC [2025-11-26T21:36:29.024503] [INFO ] [sig ] TMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:29.165905] [INFO ] [LOCAL ] Saved forecast: TMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMC.txt [2025-11-26T21:36:29.166067] [INFO ] [sig ] [3176/3599] Completed TMC in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:29.166120] [INFO ] [sig ] [3177/3599] Forecasting TMCI... [2025-11-26T21:36:29.166181] [INFO ] [sig ] Generating forecast for: TMCI [2025-11-26T21:36:29.166220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'. [2025-11-26T21:36:29.176154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMCI'. [2025-11-26T21:36:29.176480] [INFO ] [FORECASTER] Starting predict_future for TMCI [2025-11-26T21:36:29.177279] [DEBUG] [LOCAL ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt [2025-11-26T21:36:29.177350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:29.177412] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:29.177456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:29.177525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:29.233182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:29.234053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:29.234152] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:29.234202] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:29.351444] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:29.351631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:29.351709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:29.351746] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:29.355113] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=9.44%) [2025-11-26T21:36:29.355409] [INFO ] [FORECASTER] Completed predict_future for TMCI [2025-11-26T21:36:29.355550] [INFO ] [sig ] TMCI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:29.493551] [INFO ] [LOCAL ] Saved forecast: TMCI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMCI.txt [2025-11-26T21:36:29.493757] [INFO ] [sig ] [3177/3599] Completed TMCI in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:29.493824] [INFO ] [sig ] [3178/3599] Forecasting TMDX... [2025-11-26T21:36:29.493871] [INFO ] [sig ] Generating forecast for: TMDX [2025-11-26T21:36:29.493913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'. [2025-11-26T21:36:29.503992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMDX'. [2025-11-26T21:36:29.504308] [INFO ] [FORECASTER] Starting predict_future for TMDX [2025-11-26T21:36:29.505109] [DEBUG] [LOCAL ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt [2025-11-26T21:36:29.505180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:29.505227] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:29.505267] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:29.505337] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:29.560726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:29.561339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:29.561434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:29.561482] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:29.683683] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:29.683842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:29.683908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:29.683951] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:29.687249] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=48.30%) [2025-11-26T21:36:29.687552] [INFO ] [FORECASTER] Completed predict_future for TMDX [2025-11-26T21:36:29.687712] [INFO ] [sig ] TMDX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:29.826241] [INFO ] [LOCAL ] Saved forecast: TMDX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMDX.txt [2025-11-26T21:36:29.826395] [INFO ] [sig ] [3178/3599] Completed TMDX in 0.3s | 2.92 sym/s | Total: 18.1m | ETA: 2.4m [2025-11-26T21:36:29.826446] [INFO ] [sig ] [3179/3599] Forecasting TME... [2025-11-26T21:36:29.826507] [INFO ] [sig ] Generating forecast for: TME [2025-11-26T21:36:29.826549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-11-26T21:36:29.836741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TME'. [2025-11-26T21:36:29.837062] [INFO ] [FORECASTER] Starting predict_future for TME [2025-11-26T21:36:29.837888] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-11-26T21:36:29.837956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:29.838000] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:29.838039] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:29.838109] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:29.893474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:29.894136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:29.894232] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:29.894278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:30.011053] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:30.011244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:30.011295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:30.011341] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:30.014681] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=34.65%) [2025-11-26T21:36:30.014973] [INFO ] [FORECASTER] Completed predict_future for TME [2025-11-26T21:36:30.015118] [INFO ] [sig ] TME: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:30.152895] [INFO ] [LOCAL ] Saved forecast: TME 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TME.txt [2025-11-26T21:36:30.153055] [INFO ] [sig ] [3179/3599] Completed TME in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:30.153109] [INFO ] [sig ] [3180/3599] Forecasting TMHC... [2025-11-26T21:36:30.153152] [INFO ] [sig ] Generating forecast for: TMHC [2025-11-26T21:36:30.153220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-11-26T21:36:30.162955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMHC'. [2025-11-26T21:36:30.163264] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-11-26T21:36:30.164082] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-11-26T21:36:30.164152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:30.164196] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:30.164236] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:30.164309] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:30.219778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:30.220496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:30.220596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:30.220663] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:30.333422] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:30.333584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:30.333652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:30.333698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:30.336955] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=5.42%) [2025-11-26T21:36:30.337244] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-11-26T21:36:30.337382] [INFO ] [sig ] TMHC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:30.474357] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TMHC.txt [2025-11-26T21:36:30.474499] [INFO ] [sig ] [3180/3599] Completed TMHC in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:30.474565] [INFO ] [sig ] [3181/3599] Forecasting TMUS... [2025-11-26T21:36:30.474609] [INFO ] [sig ] Generating forecast for: TMUS [2025-11-26T21:36:30.474673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'. [2025-11-26T21:36:30.484854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMUS'. [2025-11-26T21:36:30.485171] [INFO ] [FORECASTER] Starting predict_future for TMUS [2025-11-26T21:36:30.486153] [DEBUG] [LOCAL ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt [2025-11-26T21:36:30.486232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:30.486293] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:30.486347] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:30.486420] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:30.544899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:30.545611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:30.545725] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:30.545773] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:30.665874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:30.666081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:30.666136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:30.666177] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:30.669687] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-11-26T21:36:30.669997] [INFO ] [FORECASTER] Completed predict_future for TMUS [2025-11-26T21:36:30.670150] [INFO ] [sig ] TMUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:30.810054] [INFO ] [LOCAL ] Saved forecast: TMUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TMUS.txt [2025-11-26T21:36:30.810224] [INFO ] [sig ] [3181/3599] Completed TMUS in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:30.810280] [INFO ] [sig ] [3182/3599] Forecasting TNC... [2025-11-26T21:36:30.810339] [INFO ] [sig ] Generating forecast for: TNC [2025-11-26T21:36:30.810386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-11-26T21:36:30.820533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNC'. [2025-11-26T21:36:30.820870] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-11-26T21:36:30.821696] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-11-26T21:36:30.821763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:30.821822] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:30.821863] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:30.821930] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:30.881121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:30.881914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:30.882015] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:30.882066] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:31.001701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:31.001911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:31.001968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:31.002006] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:31.005476] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=39.21%) [2025-11-26T21:36:31.005793] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-11-26T21:36:31.005948] [INFO ] [sig ] TNC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:31.152329] [INFO ] [LOCAL ] Saved forecast: TNC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNC.txt [2025-11-26T21:36:31.152518] [INFO ] [sig ] [3182/3599] Completed TNC in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:31.152595] [INFO ] [sig ] [3183/3599] Forecasting TNDM... [2025-11-26T21:36:31.152633] [INFO ] [sig ] Generating forecast for: TNDM [2025-11-26T21:36:31.152702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'. [2025-11-26T21:36:31.163856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNDM'. [2025-11-26T21:36:31.164265] [INFO ] [FORECASTER] Starting predict_future for TNDM [2025-11-26T21:36:31.165092] [DEBUG] [LOCAL ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt [2025-11-26T21:36:31.165164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:31.165211] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:31.165252] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:31.165322] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:31.225330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:31.226219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:31.226331] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:31.226378] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:31.351899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:31.352088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:31.352151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:31.352210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:31.355939] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-11-26T21:36:31.356294] [INFO ] [FORECASTER] Completed predict_future for TNDM [2025-11-26T21:36:31.356454] [INFO ] [sig ] TNDM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:31.496451] [INFO ] [LOCAL ] Saved forecast: TNDM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNDM.txt [2025-11-26T21:36:31.496618] [INFO ] [sig ] [3183/3599] Completed TNDM in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:31.496713] [INFO ] [sig ] [3184/3599] Forecasting TNGX... [2025-11-26T21:36:31.496761] [INFO ] [sig ] Generating forecast for: TNGX [2025-11-26T21:36:31.496800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'. [2025-11-26T21:36:31.507631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNGX'. [2025-11-26T21:36:31.508050] [INFO ] [FORECASTER] Starting predict_future for TNGX [2025-11-26T21:36:31.508878] [DEBUG] [LOCAL ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt [2025-11-26T21:36:31.508946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:31.508999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:31.509058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:31.509141] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:31.566002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:31.566921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:31.567023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:31.567078] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:31.683371] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:31.683534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:31.683598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:31.683666] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:31.687098] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-11-26T21:36:31.687425] [INFO ] [FORECASTER] Completed predict_future for TNGX [2025-11-26T21:36:31.687590] [INFO ] [sig ] TNGX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:31.828756] [INFO ] [LOCAL ] Saved forecast: TNGX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TNGX.txt [2025-11-26T21:36:31.828920] [INFO ] [sig ] [3184/3599] Completed TNGX in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:31.828983] [INFO ] [sig ] [3185/3599] Forecasting TNK... [2025-11-26T21:36:31.829070] [INFO ] [sig ] Generating forecast for: TNK [2025-11-26T21:36:31.829151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-11-26T21:36:31.840209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNK'. [2025-11-26T21:36:31.840584] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-11-26T21:36:31.841460] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-11-26T21:36:31.841541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:31.841617] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:31.841716] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:31.841807] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:31.902060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:31.903051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:31.903165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:31.903213] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:32.027204] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:32.027386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:32.027483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:32.027537] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:32.030956] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=23.90%) [2025-11-26T21:36:32.031263] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-11-26T21:36:32.031421] [INFO ] [sig ] TNK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:32.174318] [INFO ] [LOCAL ] Saved forecast: TNK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNK.txt [2025-11-26T21:36:32.174502] [INFO ] [sig ] [3185/3599] Completed TNK in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:32.174571] [INFO ] [sig ] [3186/3599] Forecasting TNL... [2025-11-26T21:36:32.174635] [INFO ] [sig ] Generating forecast for: TNL [2025-11-26T21:36:32.174736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-11-26T21:36:32.184727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNL'. [2025-11-26T21:36:32.185056] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-11-26T21:36:32.185843] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-11-26T21:36:32.185911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:32.185957] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:32.185997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:32.186065] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:32.242625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:32.243252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:32.243344] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:32.243390] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:32.369590] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:32.369807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:32.369862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:32.369903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:32.373243] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=83.29%) [2025-11-26T21:36:32.373528] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-11-26T21:36:32.373692] [INFO ] [sig ] TNL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:32.514094] [INFO ] [LOCAL ] Saved forecast: TNL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TNL.txt [2025-11-26T21:36:32.514240] [INFO ] [sig ] [3186/3599] Completed TNL in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:32.514294] [INFO ] [sig ] [3187/3599] Forecasting TNON... [2025-11-26T21:36:32.514335] [INFO ] [sig ] Generating forecast for: TNON [2025-11-26T21:36:32.514400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'. [2025-11-26T21:36:32.524895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNON'. [2025-11-26T21:36:32.525186] [INFO ] [FORECASTER] Starting predict_future for TNON [2025-11-26T21:36:32.525970] [DEBUG] [LOCAL ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt [2025-11-26T21:36:32.526046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:32.526100] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:32.526148] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:32.526225] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:32.586238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:32.586894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:32.586986] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:32.587032] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:32.709271] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:32.709469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:32.709539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:32.709590] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:32.712944] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-11-26T21:36:32.713280] [INFO ] [FORECASTER] Completed predict_future for TNON [2025-11-26T21:36:32.713434] [INFO ] [sig ] TNON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:32.855346] [INFO ] [LOCAL ] Saved forecast: TNON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNON.txt [2025-11-26T21:36:32.855491] [INFO ] [sig ] [3187/3599] Completed TNON in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.4m [2025-11-26T21:36:32.855563] [INFO ] [sig ] [3188/3599] Forecasting TNXP... [2025-11-26T21:36:32.855665] [INFO ] [sig ] Generating forecast for: TNXP [2025-11-26T21:36:32.855714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'. [2025-11-26T21:36:32.865925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNXP'. [2025-11-26T21:36:32.866214] [INFO ] [FORECASTER] Starting predict_future for TNXP [2025-11-26T21:36:32.866992] [DEBUG] [LOCAL ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt [2025-11-26T21:36:32.867061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:32.867107] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:32.867146] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:32.867215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:32.924579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:32.925263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:32.925367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:32.925416] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:33.043435] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:33.043634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:33.043708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:33.043751] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:33.047212] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=82.82%) [2025-11-26T21:36:33.047523] [INFO ] [FORECASTER] Completed predict_future for TNXP [2025-11-26T21:36:33.047685] [INFO ] [sig ] TNXP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:33.188242] [INFO ] [LOCAL ] Saved forecast: TNXP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TNXP.txt [2025-11-26T21:36:33.188389] [INFO ] [sig ] [3188/3599] Completed TNXP in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:33.188443] [INFO ] [sig ] [3189/3599] Forecasting TNYA... [2025-11-26T21:36:33.188485] [INFO ] [sig ] Generating forecast for: TNYA [2025-11-26T21:36:33.188546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'. [2025-11-26T21:36:33.198732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNYA'. [2025-11-26T21:36:33.199036] [INFO ] [FORECASTER] Starting predict_future for TNYA [2025-11-26T21:36:33.199915] [DEBUG] [LOCAL ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt [2025-11-26T21:36:33.199985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:33.200030] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:33.200069] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:33.200137] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:33.259359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:33.260273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:33.260380] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:33.260459] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:33.386987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:33.387154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:33.387207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:33.387284] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:33.390727] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=15.58%) [2025-11-26T21:36:33.391017] [INFO ] [FORECASTER] Completed predict_future for TNYA [2025-11-26T21:36:33.391157] [INFO ] [sig ] TNYA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:33.532158] [INFO ] [LOCAL ] Saved forecast: TNYA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TNYA.txt [2025-11-26T21:36:33.532311] [INFO ] [sig ] [3189/3599] Completed TNYA in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:33.532365] [INFO ] [sig ] [3190/3599] Forecasting TOI... [2025-11-26T21:36:33.532406] [INFO ] [sig ] Generating forecast for: TOI [2025-11-26T21:36:33.532468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'. [2025-11-26T21:36:33.542730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOI'. [2025-11-26T21:36:33.543056] [INFO ] [FORECASTER] Starting predict_future for TOI [2025-11-26T21:36:33.543867] [DEBUG] [LOCAL ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt [2025-11-26T21:36:33.543947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:33.544009] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:33.544073] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:33.544173] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:33.606017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:33.606854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:33.606970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:33.607035] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:33.731848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:33.732027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:33.732081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:33.732130] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:33.735428] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-11-26T21:36:33.735731] [INFO ] [FORECASTER] Completed predict_future for TOI [2025-11-26T21:36:33.735867] [INFO ] [sig ] TOI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:33.888536] [INFO ] [LOCAL ] Saved forecast: TOI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TOI.txt [2025-11-26T21:36:33.888760] [INFO ] [sig ] [3190/3599] Completed TOI in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:33.888849] [INFO ] [sig ] [3191/3599] Forecasting TOL... [2025-11-26T21:36:33.888898] [INFO ] [sig ] Generating forecast for: TOL [2025-11-26T21:36:33.888966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-11-26T21:36:33.901202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOL'. [2025-11-26T21:36:33.901578] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-11-26T21:36:33.902463] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-11-26T21:36:33.902539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:33.902606] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:33.902689] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:33.902765] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:33.961010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:33.961758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:33.961875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:33.961944] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:34.091484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:34.091709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:34.091769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:34.091822] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:34.095602] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=49.36%) [2025-11-26T21:36:34.095959] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-11-26T21:36:34.096119] [INFO ] [sig ] TOL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:34.259076] [INFO ] [LOCAL ] Saved forecast: TOL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TOL.txt [2025-11-26T21:36:34.259262] [INFO ] [sig ] [3191/3599] Completed TOL in 0.4s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:34.259327] [INFO ] [sig ] [3192/3599] Forecasting TORO... [2025-11-26T21:36:34.259398] [INFO ] [sig ] Generating forecast for: TORO [2025-11-26T21:36:34.259449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'. [2025-11-26T21:36:34.272017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TORO'. [2025-11-26T21:36:34.272367] [INFO ] [FORECASTER] Starting predict_future for TORO [2025-11-26T21:36:34.273295] [DEBUG] [LOCAL ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt [2025-11-26T21:36:34.273368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:34.273445] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:34.273517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:34.273611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:34.338231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:34.339068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:34.339179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:34.339264] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:34.460986] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:34.461180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:34.461237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:34.461277] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:34.464857] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=46.06%) [2025-11-26T21:36:34.465163] [INFO ] [FORECASTER] Completed predict_future for TORO [2025-11-26T21:36:34.465317] [INFO ] [sig ] TORO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:34.603811] [INFO ] [LOCAL ] Saved forecast: TORO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TORO.txt [2025-11-26T21:36:34.603967] [INFO ] [sig ] [3192/3599] Completed TORO in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:34.604035] [INFO ] [sig ] [3193/3599] Forecasting TOWN... [2025-11-26T21:36:34.604114] [INFO ] [sig ] Generating forecast for: TOWN [2025-11-26T21:36:34.604229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'. [2025-11-26T21:36:34.615521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOWN'. [2025-11-26T21:36:34.615885] [INFO ] [FORECASTER] Starting predict_future for TOWN [2025-11-26T21:36:34.616707] [DEBUG] [LOCAL ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt [2025-11-26T21:36:34.616778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:34.616824] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:34.616880] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:34.616953] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:34.673338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:34.674019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:34.674116] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:34.674169] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:34.795008] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:34.795203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:34.795261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:34.795304] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:34.798683] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-11-26T21:36:34.798969] [INFO ] [FORECASTER] Completed predict_future for TOWN [2025-11-26T21:36:34.799107] [INFO ] [sig ] TOWN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:34.939108] [INFO ] [LOCAL ] Saved forecast: TOWN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TOWN.txt [2025-11-26T21:36:34.939298] [INFO ] [sig ] [3193/3599] Completed TOWN in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:34.939373] [INFO ] [sig ] [3194/3599] Forecasting TOYO... [2025-11-26T21:36:34.939442] [INFO ] [sig ] Generating forecast for: TOYO [2025-11-26T21:36:34.939480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'. [2025-11-26T21:36:34.950597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOYO'. [2025-11-26T21:36:34.951004] [INFO ] [FORECASTER] Starting predict_future for TOYO [2025-11-26T21:36:34.951842] [DEBUG] [LOCAL ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt [2025-11-26T21:36:34.951920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:34.951981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:34.952025] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:34.952095] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:35.012217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:35.013038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:35.013140] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:35.013191] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:35.125856] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:35.126046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:35.126104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:35.126148] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:35.129718] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=96.12%) [2025-11-26T21:36:35.130018] [INFO ] [FORECASTER] Completed predict_future for TOYO [2025-11-26T21:36:35.130166] [INFO ] [sig ] TOYO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:35.272163] [INFO ] [LOCAL ] Saved forecast: TOYO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TOYO.txt [2025-11-26T21:36:35.272380] [INFO ] [sig ] [3194/3599] Completed TOYO in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:35.272471] [INFO ] [sig ] [3195/3599] Forecasting TPB... [2025-11-26T21:36:35.272522] [INFO ] [sig ] Generating forecast for: TPB [2025-11-26T21:36:35.272576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-11-26T21:36:35.283808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPB'. [2025-11-26T21:36:35.284191] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-11-26T21:36:35.285039] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-11-26T21:36:35.285111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:35.285159] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:35.285200] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:35.285275] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:35.346538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:35.347427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:35.347530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:35.347576] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:35.472249] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:35.472524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:35.472577] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:35.472622] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:35.476171] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=28.19%) [2025-11-26T21:36:35.476462] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-11-26T21:36:35.476603] [INFO ] [sig ] TPB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:35.617192] [INFO ] [LOCAL ] Saved forecast: TPB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPB.txt [2025-11-26T21:36:35.617348] [INFO ] [sig ] [3195/3599] Completed TPB in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:35.617452] [INFO ] [sig ] [3196/3599] Forecasting TPC... [2025-11-26T21:36:35.617502] [INFO ] [sig ] Generating forecast for: TPC [2025-11-26T21:36:35.617543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-11-26T21:36:35.628480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPC'. [2025-11-26T21:36:35.628825] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-11-26T21:36:35.629631] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-11-26T21:36:35.629722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:35.629778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:35.629853] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:35.629926] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:35.687931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:35.688692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:35.688792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:35.688855] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:35.809763] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:35.809950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:35.810006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:35.810050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:35.813472] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=23.34%) [2025-11-26T21:36:35.813803] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-11-26T21:36:35.813960] [INFO ] [sig ] TPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:35.957925] [INFO ] [LOCAL ] Saved forecast: TPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPC.txt [2025-11-26T21:36:35.958096] [INFO ] [sig ] [3196/3599] Completed TPC in 0.3s | 2.92 sym/s | Total: 18.2m | ETA: 2.3m [2025-11-26T21:36:35.958174] [INFO ] [sig ] [3197/3599] Forecasting TPCS... [2025-11-26T21:36:35.958226] [INFO ] [sig ] Generating forecast for: TPCS [2025-11-26T21:36:35.958277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'. [2025-11-26T21:36:35.969584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPCS'. [2025-11-26T21:36:35.969976] [INFO ] [FORECASTER] Starting predict_future for TPCS [2025-11-26T21:36:35.970779] [DEBUG] [LOCAL ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt [2025-11-26T21:36:35.970849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:35.970894] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:35.970932] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:35.970999] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:36.027047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:36.027895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:36.027996] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:36.028043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:36.137797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:36.137985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:36.138038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:36.138071] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:36.141429] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: DOWN (p=16.47%) [2025-11-26T21:36:36.141745] [INFO ] [FORECASTER] Completed predict_future for TPCS [2025-11-26T21:36:36.141893] [INFO ] [sig ] TPCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:36.280037] [INFO ] [LOCAL ] Saved forecast: TPCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPCS.txt [2025-11-26T21:36:36.280218] [INFO ] [sig ] [3197/3599] Completed TPCS in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:36.280279] [INFO ] [sig ] [3198/3599] Forecasting TPG... [2025-11-26T21:36:36.280317] [INFO ] [sig ] Generating forecast for: TPG [2025-11-26T21:36:36.280392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'. [2025-11-26T21:36:36.290964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPG'. [2025-11-26T21:36:36.291342] [INFO ] [FORECASTER] Starting predict_future for TPG [2025-11-26T21:36:36.292139] [DEBUG] [LOCAL ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt [2025-11-26T21:36:36.292208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:36.292253] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:36.292292] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:36.292360] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:36.348449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:36.349286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:36.349388] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:36.349433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:36.468299] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:36.468504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:36.468558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:36.468599] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:36.471948] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-11-26T21:36:36.472239] [INFO ] [FORECASTER] Completed predict_future for TPG [2025-11-26T21:36:36.472379] [INFO ] [sig ] TPG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:36.610933] [INFO ] [LOCAL ] Saved forecast: TPG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPG.txt [2025-11-26T21:36:36.611125] [INFO ] [sig ] [3198/3599] Completed TPG in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:36.611182] [INFO ] [sig ] [3199/3599] Forecasting TPGXL... [2025-11-26T21:36:36.611249] [INFO ] [sig ] Generating forecast for: TPGXL [2025-11-26T21:36:36.611295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'. [2025-11-26T21:36:36.622895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'. [2025-11-26T21:36:36.623336] [INFO ] [FORECASTER] Starting predict_future for TPGXL [2025-11-26T21:36:36.624212] [DEBUG] [LOCAL ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt [2025-11-26T21:36:36.624293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:36.624356] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:36.624413] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:36.624510] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:36.682926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:36.683938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:36.684065] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:36.684130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:36.798564] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:36.798786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:36.798842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:36.798884] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:36.802423] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=43.61%) [2025-11-26T21:36:36.802778] [INFO ] [FORECASTER] Completed predict_future for TPGXL [2025-11-26T21:36:36.802933] [INFO ] [sig ] TPGXL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:36.942060] [INFO ] [LOCAL ] Saved forecast: TPGXL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPGXL.txt [2025-11-26T21:36:36.942215] [INFO ] [sig ] [3199/3599] Completed TPGXL in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:36.942295] [INFO ] [sig ] [3200/3599] Forecasting TPH... [2025-11-26T21:36:36.942337] [INFO ] [sig ] Generating forecast for: TPH [2025-11-26T21:36:36.942376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-11-26T21:36:36.952374] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPH'. [2025-11-26T21:36:36.952688] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-11-26T21:36:36.953447] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-11-26T21:36:36.953517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:36.953563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:36.953602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:36.953690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:37.011820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:37.012640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:37.012757] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:37.012806] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:37.126561] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:37.126729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:37.126784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:37.126827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:37.130335] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=36.72%) [2025-11-26T21:36:37.130635] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-11-26T21:36:37.130802] [INFO ] [sig ] TPH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:37.274392] [INFO ] [LOCAL ] Saved forecast: TPH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPH.txt [2025-11-26T21:36:37.274544] [INFO ] [sig ] [3200/3599] Completed TPH in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:37.274621] [INFO ] [sig ] [3201/3599] Forecasting TPL... [2025-11-26T21:36:37.274686] [INFO ] [sig ] Generating forecast for: TPL [2025-11-26T21:36:37.274727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-11-26T21:36:37.285717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPL'. [2025-11-26T21:36:37.286025] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-11-26T21:36:37.286881] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-11-26T21:36:37.286953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:37.287003] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:37.287045] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:37.287116] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:37.345170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:37.345902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:37.346010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:37.346059] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:37.465833] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:37.466040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:37.466094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:37.466140] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:37.469860] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=82.70%) [2025-11-26T21:36:37.470240] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-11-26T21:36:37.470398] [INFO ] [sig ] TPL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:37.613870] [INFO ] [LOCAL ] Saved forecast: TPL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TPL.txt [2025-11-26T21:36:37.614042] [INFO ] [sig ] [3201/3599] Completed TPL in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:37.614119] [INFO ] [sig ] [3202/3599] Forecasting TPVG... [2025-11-26T21:36:37.614170] [INFO ] [sig ] Generating forecast for: TPVG [2025-11-26T21:36:37.614213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-11-26T21:36:37.624280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPVG'. [2025-11-26T21:36:37.624581] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-11-26T21:36:37.625360] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-11-26T21:36:37.625428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:37.625473] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:37.625511] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:37.625579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:37.682101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:37.682759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:37.682851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:37.682896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:37.805062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:37.805236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:37.805292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:37.805336] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:37.808848] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=5.72%) [2025-11-26T21:36:37.809139] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-11-26T21:36:37.809294] [INFO ] [sig ] TPVG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:37.950183] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TPVG.txt [2025-11-26T21:36:37.950366] [INFO ] [sig ] [3202/3599] Completed TPVG in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:37.950440] [INFO ] [sig ] [3203/3599] Forecasting TPYP... [2025-11-26T21:36:37.950474] [INFO ] [sig ] Generating forecast for: TPYP [2025-11-26T21:36:37.950517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-11-26T21:36:37.960698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPYP'. [2025-11-26T21:36:37.961102] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-11-26T21:36:37.961953] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-11-26T21:36:37.962024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:37.962070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:37.962122] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:37.962194] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:38.021523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:38.022366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:38.022678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:38.022736] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:38.134868] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:38.135074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:38.135129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:38.135170] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:38.138869] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=79.62%) [2025-11-26T21:36:38.139195] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-11-26T21:36:38.139351] [INFO ] [sig ] TPYP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:38.279930] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TPYP.txt [2025-11-26T21:36:38.280082] [INFO ] [sig ] [3203/3599] Completed TPYP in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:38.280135] [INFO ] [sig ] [3204/3599] Forecasting TPZ... [2025-11-26T21:36:38.280201] [INFO ] [sig ] Generating forecast for: TPZ [2025-11-26T21:36:38.280257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-11-26T21:36:38.290408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPZ'. [2025-11-26T21:36:38.290759] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-11-26T21:36:38.291520] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-11-26T21:36:38.291589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:38.291634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:38.291700] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:38.291769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:38.348096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:38.348757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:38.348851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:38.348898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:38.459163] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:38.459324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:38.459376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:38.459415] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:38.462724] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=54.56%) [2025-11-26T21:36:38.463019] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-11-26T21:36:38.463156] [INFO ] [sig ] TPZ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:38.605078] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TPZ.txt [2025-11-26T21:36:38.605260] [INFO ] [sig ] [3204/3599] Completed TPZ in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.3m [2025-11-26T21:36:38.605316] [INFO ] [sig ] [3205/3599] Forecasting TQQQ... [2025-11-26T21:36:38.605384] [INFO ] [sig ] Generating forecast for: TQQQ [2025-11-26T21:36:38.605427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'. [2025-11-26T21:36:38.615764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'. [2025-11-26T21:36:38.616046] [INFO ] [FORECASTER] Starting predict_future for TQQQ [2025-11-26T21:36:38.616850] [DEBUG] [LOCAL ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt [2025-11-26T21:36:38.616918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:38.616962] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:38.617000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:38.617067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:38.673613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:38.674266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:38.674361] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:38.674406] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:38.794848] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:38.795025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:38.795076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:38.795118] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:38.798446] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=73.40%) [2025-11-26T21:36:38.798752] [INFO ] [FORECASTER] Completed predict_future for TQQQ [2025-11-26T21:36:38.798890] [INFO ] [sig ] TQQQ: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:38.943678] [INFO ] [LOCAL ] Saved forecast: TQQQ 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TQQQ.txt [2025-11-26T21:36:38.943890] [INFO ] [sig ] [3205/3599] Completed TQQQ in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:38.943965] [INFO ] [sig ] [3206/3599] Forecasting TRC... [2025-11-26T21:36:38.944003] [INFO ] [sig ] Generating forecast for: TRC [2025-11-26T21:36:38.944048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-11-26T21:36:38.955602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRC'. [2025-11-26T21:36:38.956096] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-11-26T21:36:38.957203] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-11-26T21:36:38.957295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:38.957344] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:38.957602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:38.957697] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:39.017356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:39.018349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:39.018472] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:39.018521] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:39.139190] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:39.139393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:39.139447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:39.139489] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:39.142889] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=90.13%) [2025-11-26T21:36:39.143216] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-11-26T21:36:39.143363] [INFO ] [sig ] TRC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:39.291766] [INFO ] [LOCAL ] Saved forecast: TRC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRC.txt [2025-11-26T21:36:39.291967] [INFO ] [sig ] [3206/3599] Completed TRC in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:39.292049] [INFO ] [sig ] [3207/3599] Forecasting TRDA... [2025-11-26T21:36:39.292088] [INFO ] [sig ] Generating forecast for: TRDA [2025-11-26T21:36:39.292132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'. [2025-11-26T21:36:39.304237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRDA'. [2025-11-26T21:36:39.304688] [INFO ] [FORECASTER] Starting predict_future for TRDA [2025-11-26T21:36:39.305517] [DEBUG] [LOCAL ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt [2025-11-26T21:36:39.305589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:39.305677] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:39.305778] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:39.305858] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:39.364575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:39.365484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:39.365588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:39.365638] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:39.489513] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:39.489929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:39.489983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:39.490048] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:39.493963] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=53.70%) [2025-11-26T21:36:39.494319] [INFO ] [FORECASTER] Completed predict_future for TRDA [2025-11-26T21:36:39.494475] [INFO ] [sig ] TRDA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:39.637978] [INFO ] [LOCAL ] Saved forecast: TRDA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRDA.txt [2025-11-26T21:36:39.638146] [INFO ] [sig ] [3207/3599] Completed TRDA in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:39.638202] [INFO ] [sig ] [3208/3599] Forecasting TREE... [2025-11-26T21:36:39.638243] [INFO ] [sig ] Generating forecast for: TREE [2025-11-26T21:36:39.638287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'. [2025-11-26T21:36:39.649322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREE'. [2025-11-26T21:36:39.649791] [INFO ] [FORECASTER] Starting predict_future for TREE [2025-11-26T21:36:39.650591] [DEBUG] [LOCAL ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt [2025-11-26T21:36:39.650684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:39.650733] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:39.650774] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:39.650846] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:39.709099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:39.709946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:39.710048] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:39.710095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:39.833592] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:39.833803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:39.833858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:39.833903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:39.837279] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=26.81%) [2025-11-26T21:36:39.837604] [INFO ] [FORECASTER] Completed predict_future for TREE [2025-11-26T21:36:39.837767] [INFO ] [sig ] TREE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:39.981702] [INFO ] [LOCAL ] Saved forecast: TREE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TREE.txt [2025-11-26T21:36:39.982060] [INFO ] [sig ] [3208/3599] Completed TREE in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:39.982119] [INFO ] [sig ] [3209/3599] Forecasting TREX... [2025-11-26T21:36:39.982164] [INFO ] [sig ] Generating forecast for: TREX [2025-11-26T21:36:39.982205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-11-26T21:36:39.994624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREX'. [2025-11-26T21:36:39.995079] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-11-26T21:36:39.995941] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-11-26T21:36:39.996012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:39.996059] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:39.996100] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:39.996170] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:40.056406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:40.057253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:40.057371] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:40.057441] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:40.186201] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:40.186361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:40.186416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:40.186461] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:40.189979] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=9.29%) [2025-11-26T21:36:40.190314] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-11-26T21:36:40.190469] [INFO ] [sig ] TREX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:40.332595] [INFO ] [LOCAL ] Saved forecast: TREX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TREX.txt [2025-11-26T21:36:40.332833] [INFO ] [sig ] [3209/3599] Completed TREX in 0.4s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:40.332904] [INFO ] [sig ] [3210/3599] Forecasting TRGP... [2025-11-26T21:36:40.332951] [INFO ] [sig ] Generating forecast for: TRGP [2025-11-26T21:36:40.332990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-11-26T21:36:40.344202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRGP'. [2025-11-26T21:36:40.344593] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-11-26T21:36:40.345420] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-11-26T21:36:40.345492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:40.345537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:40.345577] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:40.345673] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:40.404682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:40.405672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:40.405786] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:40.405862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:40.524024] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:40.524222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:40.524276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:40.524319] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:40.527900] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=59.95%) [2025-11-26T21:36:40.528264] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-11-26T21:36:40.528422] [INFO ] [sig ] TRGP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:40.675015] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRGP.txt [2025-11-26T21:36:40.675227] [INFO ] [sig ] [3210/3599] Completed TRGP in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:40.675291] [INFO ] [sig ] [3211/3599] Forecasting TRI... [2025-11-26T21:36:40.675332] [INFO ] [sig ] Generating forecast for: TRI [2025-11-26T21:36:40.675376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'. [2025-11-26T21:36:40.686869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRI'. [2025-11-26T21:36:40.687251] [INFO ] [FORECASTER] Starting predict_future for TRI [2025-11-26T21:36:40.688147] [DEBUG] [LOCAL ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt [2025-11-26T21:36:40.688230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:40.688285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:40.688325] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:40.688394] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:40.753333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:40.754280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:40.754394] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:40.754444] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:40.884899] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:40.885107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:40.885180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:40.885229] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:40.888838] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=75.82%) [2025-11-26T21:36:40.889191] [INFO ] [FORECASTER] Completed predict_future for TRI [2025-11-26T21:36:40.889349] [INFO ] [sig ] TRI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:41.035611] [INFO ] [LOCAL ] Saved forecast: TRI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRI.txt [2025-11-26T21:36:41.035821] [INFO ] [sig ] [3211/3599] Completed TRI in 0.4s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:41.035880] [INFO ] [sig ] [3212/3599] Forecasting TRIN... [2025-11-26T21:36:41.035925] [INFO ] [sig ] Generating forecast for: TRIN [2025-11-26T21:36:41.035994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'. [2025-11-26T21:36:41.048310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIN'. [2025-11-26T21:36:41.048996] [INFO ] [FORECASTER] Starting predict_future for TRIN [2025-11-26T21:36:41.050158] [DEBUG] [LOCAL ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt [2025-11-26T21:36:41.050230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:41.050276] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:41.050316] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:41.050401] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:41.116452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:41.117564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:41.117709] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:41.117761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:41.243133] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:41.243320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:41.243373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:41.243414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:41.246762] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=29.96%) [2025-11-26T21:36:41.247053] [INFO ] [FORECASTER] Completed predict_future for TRIN [2025-11-26T21:36:41.247191] [INFO ] [sig ] TRIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:41.388075] [INFO ] [LOCAL ] Saved forecast: TRIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRIN.txt [2025-11-26T21:36:41.388236] [INFO ] [sig ] [3212/3599] Completed TRIN in 0.4s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:41.388288] [INFO ] [sig ] [3213/3599] Forecasting TRIP... [2025-11-26T21:36:41.388353] [INFO ] [sig ] Generating forecast for: TRIP [2025-11-26T21:36:41.388397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'. [2025-11-26T21:36:41.399626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIP'. [2025-11-26T21:36:41.400038] [INFO ] [FORECASTER] Starting predict_future for TRIP [2025-11-26T21:36:41.400855] [DEBUG] [LOCAL ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt [2025-11-26T21:36:41.400926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:41.400971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:41.401011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:41.401082] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:41.460530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:41.461429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:41.461531] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:41.461582] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:41.582785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:41.582995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:41.583086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:41.583138] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:41.586594] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=88.84%) [2025-11-26T21:36:41.586934] [INFO ] [FORECASTER] Completed predict_future for TRIP [2025-11-26T21:36:41.587090] [INFO ] [sig ] TRIP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:41.737958] [INFO ] [LOCAL ] Saved forecast: TRIP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRIP.txt [2025-11-26T21:36:41.738160] [INFO ] [sig ] [3213/3599] Completed TRIP in 0.3s | 2.92 sym/s | Total: 18.3m | ETA: 2.2m [2025-11-26T21:36:41.738237] [INFO ] [sig ] [3214/3599] Forecasting TRMB... [2025-11-26T21:36:41.738277] [INFO ] [sig ] Generating forecast for: TRMB [2025-11-26T21:36:41.738323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'. [2025-11-26T21:36:41.750191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMB'. [2025-11-26T21:36:41.750639] [INFO ] [FORECASTER] Starting predict_future for TRMB [2025-11-26T21:36:41.751534] [DEBUG] [LOCAL ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt [2025-11-26T21:36:41.751610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:41.751680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:41.751723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:41.751793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:41.822264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:41.823331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:41.823496] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:41.823573] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:41.993449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:41.993724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:41.993815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:41.993889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:41.999342] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=48.93%) [2025-11-26T21:36:41.999917] [INFO ] [FORECASTER] Completed predict_future for TRMB [2025-11-26T21:36:42.000157] [INFO ] [sig ] TRMB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:42.180443] [INFO ] [LOCAL ] Saved forecast: TRMB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRMB.txt [2025-11-26T21:36:42.180766] [INFO ] [sig ] [3214/3599] Completed TRMB in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:42.180850] [INFO ] [sig ] [3215/3599] Forecasting TRMD... [2025-11-26T21:36:42.180924] [INFO ] [sig ] Generating forecast for: TRMD [2025-11-26T21:36:42.180986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'. [2025-11-26T21:36:42.193918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMD'. [2025-11-26T21:36:42.194397] [INFO ] [FORECASTER] Starting predict_future for TRMD [2025-11-26T21:36:42.195493] [DEBUG] [LOCAL ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt [2025-11-26T21:36:42.195591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:42.195695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:42.195772] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:42.195871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:42.265697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:42.266889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:42.267035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:42.267114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:42.424324] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:42.424562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:42.424634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:42.424711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:42.430163] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=49.73%) [2025-11-26T21:36:42.430790] [INFO ] [FORECASTER] Completed predict_future for TRMD [2025-11-26T21:36:42.431032] [INFO ] [sig ] TRMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:42.629971] [INFO ] [LOCAL ] Saved forecast: TRMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRMD.txt [2025-11-26T21:36:42.630169] [INFO ] [sig ] [3215/3599] Completed TRMD in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:42.630229] [INFO ] [sig ] [3216/3599] Forecasting TRMK... [2025-11-26T21:36:42.630309] [INFO ] [sig ] Generating forecast for: TRMK [2025-11-26T21:36:42.630351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'. [2025-11-26T21:36:42.647790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMK'. [2025-11-26T21:36:42.648549] [INFO ] [FORECASTER] Starting predict_future for TRMK [2025-11-26T21:36:42.649814] [DEBUG] [LOCAL ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt [2025-11-26T21:36:42.649907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:42.649960] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:42.650002] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:42.650075] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:42.724424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:42.725553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:42.725715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:42.725777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:42.848169] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:42.848363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:42.848420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:42.848463] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:42.852234] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=3.33%) [2025-11-26T21:36:42.852615] [INFO ] [FORECASTER] Completed predict_future for TRMK [2025-11-26T21:36:42.852804] [INFO ] [sig ] TRMK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:43.005368] [INFO ] [LOCAL ] Saved forecast: TRMK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRMK.txt [2025-11-26T21:36:43.005594] [INFO ] [sig ] [3216/3599] Completed TRMK in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:43.005712] [INFO ] [sig ] [3217/3599] Forecasting TRN... [2025-11-26T21:36:43.005768] [INFO ] [sig ] Generating forecast for: TRN [2025-11-26T21:36:43.005812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-11-26T21:36:43.017240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRN'. [2025-11-26T21:36:43.017678] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-11-26T21:36:43.018506] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-11-26T21:36:43.018579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:43.018660] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:43.018706] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:43.018775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:43.077670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:43.078551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:43.078678] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:43.078738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:43.200999] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:43.201197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:43.201258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:43.201309] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:43.204949] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=29.16%) [2025-11-26T21:36:43.205305] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-11-26T21:36:43.205492] [INFO ] [sig ] TRN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:43.346433] [INFO ] [LOCAL ] Saved forecast: TRN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRN.txt [2025-11-26T21:36:43.346677] [INFO ] [sig ] [3217/3599] Completed TRN in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:43.346776] [INFO ] [sig ] [3218/3599] Forecasting TRNO... [2025-11-26T21:36:43.346827] [INFO ] [sig ] Generating forecast for: TRNO [2025-11-26T21:36:43.346869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-11-26T21:36:43.358902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNO'. [2025-11-26T21:36:43.359317] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-11-26T21:36:43.360232] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-11-26T21:36:43.360318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:43.360375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:43.360423] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:43.360499] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:43.426569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:43.427635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:43.427771] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:43.427820] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:43.565769] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:43.565968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:43.566024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:43.566068] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:43.569702] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=72.36%) [2025-11-26T21:36:43.570032] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-11-26T21:36:43.570189] [INFO ] [sig ] TRNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:43.719284] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRNO.txt [2025-11-26T21:36:43.719480] [INFO ] [sig ] [3218/3599] Completed TRNO in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:43.719538] [INFO ] [sig ] [3219/3599] Forecasting TRNS... [2025-11-26T21:36:43.719581] [INFO ] [sig ] Generating forecast for: TRNS [2025-11-26T21:36:43.719624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'. [2025-11-26T21:36:43.731364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNS'. [2025-11-26T21:36:43.731840] [INFO ] [FORECASTER] Starting predict_future for TRNS [2025-11-26T21:36:43.732730] [DEBUG] [LOCAL ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt [2025-11-26T21:36:43.732803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:43.732852] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:43.732893] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:43.732965] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:43.795959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:43.796897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:43.797004] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:43.797055] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:43.935215] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:43.935407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:43.935470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:43.935524] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:43.938965] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-11-26T21:36:43.939255] [INFO ] [FORECASTER] Completed predict_future for TRNS [2025-11-26T21:36:43.939410] [INFO ] [sig ] TRNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:44.086894] [INFO ] [LOCAL ] Saved forecast: TRNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRNS.txt [2025-11-26T21:36:44.087082] [INFO ] [sig ] [3219/3599] Completed TRNS in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:44.087137] [INFO ] [sig ] [3220/3599] Forecasting TROX... [2025-11-26T21:36:44.087182] [INFO ] [sig ] Generating forecast for: TROX [2025-11-26T21:36:44.087247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-11-26T21:36:44.098390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TROX'. [2025-11-26T21:36:44.098847] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-11-26T21:36:44.099709] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-11-26T21:36:44.099778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:44.099823] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:44.099871] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:44.099940] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:44.155793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:44.156687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:44.156792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:44.156842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:44.273352] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:44.273554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:44.273606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:44.273667] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:44.277098] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=3.37%) [2025-11-26T21:36:44.277433] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-11-26T21:36:44.277595] [INFO ] [sig ] TROX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:44.421004] [INFO ] [LOCAL ] Saved forecast: TROX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TROX.txt [2025-11-26T21:36:44.421185] [INFO ] [sig ] [3220/3599] Completed TROX in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:44.421247] [INFO ] [sig ] [3221/3599] Forecasting TRP... [2025-11-26T21:36:44.421309] [INFO ] [sig ] Generating forecast for: TRP [2025-11-26T21:36:44.421389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-11-26T21:36:44.431566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRP'. [2025-11-26T21:36:44.432005] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-11-26T21:36:44.432821] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-11-26T21:36:44.432890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:44.432954] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:44.433011] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:44.433097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:44.495225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:44.496172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:44.496279] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:44.496342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:44.613466] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:44.613656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:44.613717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:44.613784] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:44.617237] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=74.15%) [2025-11-26T21:36:44.617663] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-11-26T21:36:44.617837] [INFO ] [sig ] TRP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:44.761137] [INFO ] [LOCAL ] Saved forecast: TRP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRP.txt [2025-11-26T21:36:44.761312] [INFO ] [sig ] [3221/3599] Completed TRP in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:44.761387] [INFO ] [sig ] [3222/3599] Forecasting TRS... [2025-11-26T21:36:44.761476] [INFO ] [sig ] Generating forecast for: TRS [2025-11-26T21:36:44.761541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'. [2025-11-26T21:36:44.771975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRS'. [2025-11-26T21:36:44.772358] [INFO ] [FORECASTER] Starting predict_future for TRS [2025-11-26T21:36:44.773292] [DEBUG] [LOCAL ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt [2025-11-26T21:36:44.773364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:44.773415] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:44.773457] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:44.773525] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:44.832520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:44.833453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:44.833559] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:44.833607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:44.957391] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:44.957597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:44.957678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:44.957747] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:44.961309] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=77.06%) [2025-11-26T21:36:44.961663] [INFO ] [FORECASTER] Completed predict_future for TRS [2025-11-26T21:36:44.961839] [INFO ] [sig ] TRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:45.107917] [INFO ] [LOCAL ] Saved forecast: TRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRS.txt [2025-11-26T21:36:45.108107] [INFO ] [sig ] [3222/3599] Completed TRS in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.2m [2025-11-26T21:36:45.108166] [INFO ] [sig ] [3223/3599] Forecasting TRTX... [2025-11-26T21:36:45.108230] [INFO ] [sig ] Generating forecast for: TRTX [2025-11-26T21:36:45.108282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-11-26T21:36:45.118750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRTX'. [2025-11-26T21:36:45.119067] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-11-26T21:36:45.119847] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-11-26T21:36:45.119915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:45.119959] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:45.119997] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:45.120064] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:45.180175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:45.181043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:45.181179] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:45.181227] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:45.305233] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:45.305411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:45.305476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:45.305528] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:45.308986] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=69.77%) [2025-11-26T21:36:45.309281] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-11-26T21:36:45.309431] [INFO ] [sig ] TRTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:45.451512] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRTX.txt [2025-11-26T21:36:45.451689] [INFO ] [sig ] [3223/3599] Completed TRTX in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:45.451758] [INFO ] [sig ] [3224/3599] Forecasting TRUE... [2025-11-26T21:36:45.451852] [INFO ] [sig ] Generating forecast for: TRUE [2025-11-26T21:36:45.451902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'. [2025-11-26T21:36:45.461993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUE'. [2025-11-26T21:36:45.462343] [INFO ] [FORECASTER] Starting predict_future for TRUE [2025-11-26T21:36:45.463176] [DEBUG] [LOCAL ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt [2025-11-26T21:36:45.463250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:45.463298] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:45.463339] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:45.463411] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:45.520292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:45.521124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:45.521224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:45.521269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:45.642557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:45.642762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:45.642819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:45.642881] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:45.646249] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=11.01%) [2025-11-26T21:36:45.646544] [INFO ] [FORECASTER] Completed predict_future for TRUE [2025-11-26T21:36:45.646706] [INFO ] [sig ] TRUE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:45.785811] [INFO ] [LOCAL ] Saved forecast: TRUE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRUE.txt [2025-11-26T21:36:45.785985] [INFO ] [sig ] [3224/3599] Completed TRUE in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:45.786047] [INFO ] [sig ] [3225/3599] Forecasting TRUP... [2025-11-26T21:36:45.786123] [INFO ] [sig ] Generating forecast for: TRUP [2025-11-26T21:36:45.786168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'. [2025-11-26T21:36:45.796461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUP'. [2025-11-26T21:36:45.796797] [INFO ] [FORECASTER] Starting predict_future for TRUP [2025-11-26T21:36:45.797619] [DEBUG] [LOCAL ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt [2025-11-26T21:36:45.797714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:45.797761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:45.797797] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:45.797868] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:45.854721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:45.855395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:45.855488] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:45.855532] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:45.975676] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:45.975881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:45.975934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:45.975974] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:45.979316] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: UP (p=85.12%) [2025-11-26T21:36:45.979628] [INFO ] [FORECASTER] Completed predict_future for TRUP [2025-11-26T21:36:45.979787] [INFO ] [sig ] TRUP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:46.121595] [INFO ] [LOCAL ] Saved forecast: TRUP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRUP.txt [2025-11-26T21:36:46.121785] [INFO ] [sig ] [3225/3599] Completed TRUP in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:46.121840] [INFO ] [sig ] [3226/3599] Forecasting TRVG... [2025-11-26T21:36:46.121881] [INFO ] [sig ] Generating forecast for: TRVG [2025-11-26T21:36:46.121949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'. [2025-11-26T21:36:46.132626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRVG'. [2025-11-26T21:36:46.133034] [INFO ] [FORECASTER] Starting predict_future for TRVG [2025-11-26T21:36:46.133845] [DEBUG] [LOCAL ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt [2025-11-26T21:36:46.133914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:46.133968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:46.134009] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:46.134078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:46.196156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:46.197005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:46.197137] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:46.197186] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:46.314088] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:46.314272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:46.314325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:46.314367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:46.317699] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=66.42%) [2025-11-26T21:36:46.317986] [INFO ] [FORECASTER] Completed predict_future for TRVG [2025-11-26T21:36:46.318136] [INFO ] [sig ] TRVG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:46.467085] [INFO ] [LOCAL ] Saved forecast: TRVG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TRVG.txt [2025-11-26T21:36:46.467272] [INFO ] [sig ] [3226/3599] Completed TRVG in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:46.467328] [INFO ] [sig ] [3227/3599] Forecasting TRVI... [2025-11-26T21:36:46.467370] [INFO ] [sig ] Generating forecast for: TRVI [2025-11-26T21:36:46.467468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRVI' from 'https://tdm.silogroup.org/data/derivative_storage/TRVI.csv'. [2025-11-26T21:36:46.477906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRVI'. [2025-11-26T21:36:46.478273] [INFO ] [FORECASTER] Starting predict_future for TRVI [2025-11-26T21:36:46.479154] [DEBUG] [LOCAL ] No optimal features file found for TRVI: ./output/feature-sets/TRVI.txt [2025-11-26T21:36:46.479234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:46.479295] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:46.479350] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:46.479446] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:46.541195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:46.542122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:46.542226] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:46.542274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:46.661770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:46.661972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:46.662025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:46.662069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:46.666301] [DEBUG] [FORECASTER] TRVI: Forecast T+1@11:T+2@11: DOWN (p=32.21%) [2025-11-26T21:36:46.666922] [INFO ] [FORECASTER] Completed predict_future for TRVI [2025-11-26T21:36:46.667139] [INFO ] [sig ] TRVI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:46.819284] [INFO ] [LOCAL ] Saved forecast: TRVI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TRVI.txt [2025-11-26T21:36:46.819481] [INFO ] [sig ] [3227/3599] Completed TRVI in 0.4s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:46.819535] [INFO ] [sig ] [3228/3599] Forecasting TS... [2025-11-26T21:36:46.819602] [INFO ] [sig ] Generating forecast for: TS [2025-11-26T21:36:46.819637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-11-26T21:36:46.829709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TS'. [2025-11-26T21:36:46.830062] [INFO ] [FORECASTER] Starting predict_future for TS [2025-11-26T21:36:46.830852] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-11-26T21:36:46.830921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:46.830965] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:46.831018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:46.831088] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:46.887322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:46.888177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:46.888276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:46.888321] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:47.002734] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:47.002900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:47.002956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:47.002999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:47.006265] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=55.08%) [2025-11-26T21:36:47.006562] [INFO ] [FORECASTER] Completed predict_future for TS [2025-11-26T21:36:47.006717] [INFO ] [sig ] TS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:47.146529] [INFO ] [LOCAL ] Saved forecast: TS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TS.txt [2025-11-26T21:36:47.146726] [INFO ] [sig ] [3228/3599] Completed TS in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:47.146800] [INFO ] [sig ] [3229/3599] Forecasting TSBK... [2025-11-26T21:36:47.146845] [INFO ] [sig ] Generating forecast for: TSBK [2025-11-26T21:36:47.146886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'. [2025-11-26T21:36:47.157084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSBK'. [2025-11-26T21:36:47.157413] [INFO ] [FORECASTER] Starting predict_future for TSBK [2025-11-26T21:36:47.158204] [DEBUG] [LOCAL ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt [2025-11-26T21:36:47.158273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:47.158316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:47.158355] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:47.158423] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:47.214606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:47.215256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:47.215349] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:47.215394] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:47.317489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:47.317661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:47.317713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:47.317754] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:47.321005] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=9.83%) [2025-11-26T21:36:47.321294] [INFO ] [FORECASTER] Completed predict_future for TSBK [2025-11-26T21:36:47.321430] [INFO ] [sig ] TSBK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:47.471432] [INFO ] [LOCAL ] Saved forecast: TSBK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSBK.txt [2025-11-26T21:36:47.471631] [INFO ] [sig ] [3229/3599] Completed TSBK in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:47.471743] [INFO ] [sig ] [3230/3599] Forecasting TSCO... [2025-11-26T21:36:47.471797] [INFO ] [sig ] Generating forecast for: TSCO [2025-11-26T21:36:47.471842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'. [2025-11-26T21:36:47.483141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSCO'. [2025-11-26T21:36:47.483573] [INFO ] [FORECASTER] Starting predict_future for TSCO [2025-11-26T21:36:47.484396] [DEBUG] [LOCAL ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt [2025-11-26T21:36:47.484471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:47.484516] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:47.484555] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:47.484624] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:47.541247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:47.542292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:47.542409] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:47.542456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:47.664789] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:47.664998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:47.665052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:47.665092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:47.668574] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=1.88%) [2025-11-26T21:36:47.668908] [INFO ] [FORECASTER] Completed predict_future for TSCO [2025-11-26T21:36:47.669056] [INFO ] [sig ] TSCO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:47.809626] [INFO ] [LOCAL ] Saved forecast: TSCO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSCO.txt [2025-11-26T21:36:47.809828] [INFO ] [sig ] [3230/3599] Completed TSCO in 0.3s | 2.92 sym/s | Total: 18.4m | ETA: 2.1m [2025-11-26T21:36:47.809928] [INFO ] [sig ] [3231/3599] Forecasting TSDD... [2025-11-26T21:36:47.809973] [INFO ] [sig ] Generating forecast for: TSDD [2025-11-26T21:36:47.810014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'. [2025-11-26T21:36:47.820391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSDD'. [2025-11-26T21:36:47.820842] [INFO ] [FORECASTER] Starting predict_future for TSDD [2025-11-26T21:36:47.821622] [DEBUG] [LOCAL ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt [2025-11-26T21:36:47.821712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:47.821767] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:47.821817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:47.821901] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:47.878632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:47.879617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:47.879754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:47.879805] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:48.016867] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:48.017054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:48.017107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:48.017149] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:48.021391] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=39.17%) [2025-11-26T21:36:48.021863] [INFO ] [FORECASTER] Completed predict_future for TSDD [2025-11-26T21:36:48.022071] [INFO ] [sig ] TSDD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:48.191904] [INFO ] [LOCAL ] Saved forecast: TSDD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSDD.txt [2025-11-26T21:36:48.192142] [INFO ] [sig ] [3231/3599] Completed TSDD in 0.4s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:48.192242] [INFO ] [sig ] [3232/3599] Forecasting TSEM... [2025-11-26T21:36:48.192311] [INFO ] [sig ] Generating forecast for: TSEM [2025-11-26T21:36:48.192387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'. [2025-11-26T21:36:48.203668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSEM'. [2025-11-26T21:36:48.203995] [INFO ] [FORECASTER] Starting predict_future for TSEM [2025-11-26T21:36:48.204790] [DEBUG] [LOCAL ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt [2025-11-26T21:36:48.204859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:48.204902] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:48.204939] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:48.205005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:48.264237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:48.265123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:48.265224] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:48.265270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:48.385203] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:48.385395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:48.385455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:48.385503] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:48.388918] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=89.97%) [2025-11-26T21:36:48.389218] [INFO ] [FORECASTER] Completed predict_future for TSEM [2025-11-26T21:36:48.389362] [INFO ] [sig ] TSEM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:48.533780] [INFO ] [LOCAL ] Saved forecast: TSEM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSEM.txt [2025-11-26T21:36:48.533956] [INFO ] [sig ] [3232/3599] Completed TSEM in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:48.534013] [INFO ] [sig ] [3233/3599] Forecasting TSHA... [2025-11-26T21:36:48.534057] [INFO ] [sig ] Generating forecast for: TSHA [2025-11-26T21:36:48.534126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'. [2025-11-26T21:36:48.547023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSHA'. [2025-11-26T21:36:48.547607] [INFO ] [FORECASTER] Starting predict_future for TSHA [2025-11-26T21:36:48.548559] [DEBUG] [LOCAL ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt [2025-11-26T21:36:48.548662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:48.548717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:48.548761] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:48.548844] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:48.608424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:48.609683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:48.609808] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:48.609858] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:48.735088] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:48.735366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:48.735438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:48.735485] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:48.739466] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=44.71%) [2025-11-26T21:36:48.739841] [INFO ] [FORECASTER] Completed predict_future for TSHA [2025-11-26T21:36:48.740011] [INFO ] [sig ] TSHA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:48.888481] [INFO ] [LOCAL ] Saved forecast: TSHA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSHA.txt [2025-11-26T21:36:48.888711] [INFO ] [sig ] [3233/3599] Completed TSHA in 0.4s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:48.888792] [INFO ] [sig ] [3234/3599] Forecasting TSI... [2025-11-26T21:36:48.888833] [INFO ] [sig ] Generating forecast for: TSI [2025-11-26T21:36:48.888873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-11-26T21:36:48.899323] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSI'. [2025-11-26T21:36:48.899608] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-11-26T21:36:48.900493] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-11-26T21:36:48.900586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:48.900664] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:48.900707] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:48.900777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:48.957052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:48.957765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:48.957872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:48.957919] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:49.071355] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:49.071536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:49.071589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:49.071631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:49.075014] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=91.05%) [2025-11-26T21:36:49.075301] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-11-26T21:36:49.075442] [INFO ] [sig ] TSI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:49.222453] [INFO ] [LOCAL ] Saved forecast: TSI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSI.txt [2025-11-26T21:36:49.222612] [INFO ] [sig ] [3234/3599] Completed TSI in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:49.222684] [INFO ] [sig ] [3235/3599] Forecasting TSL... [2025-11-26T21:36:49.222729] [INFO ] [sig ] Generating forecast for: TSL [2025-11-26T21:36:49.222772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'. [2025-11-26T21:36:49.233340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSL'. [2025-11-26T21:36:49.233778] [INFO ] [FORECASTER] Starting predict_future for TSL [2025-11-26T21:36:49.234557] [DEBUG] [LOCAL ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt [2025-11-26T21:36:49.234626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:49.234693] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:49.234733] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:49.234800] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:49.290904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:49.291718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:49.291817] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:49.291864] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:49.406786] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:49.406977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:49.407031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:49.407092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:49.410474] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-11-26T21:36:49.410795] [INFO ] [FORECASTER] Completed predict_future for TSL [2025-11-26T21:36:49.410952] [INFO ] [sig ] TSL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:49.569293] [INFO ] [LOCAL ] Saved forecast: TSL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSL.txt [2025-11-26T21:36:49.569530] [INFO ] [sig ] [3235/3599] Completed TSL in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:49.569593] [INFO ] [sig ] [3236/3599] Forecasting TSLA... [2025-11-26T21:36:49.569653] [INFO ] [sig ] Generating forecast for: TSLA [2025-11-26T21:36:49.569700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'. [2025-11-26T21:36:49.580162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLA'. [2025-11-26T21:36:49.580509] [INFO ] [FORECASTER] Starting predict_future for TSLA [2025-11-26T21:36:49.581353] [DEBUG] [LOCAL ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt [2025-11-26T21:36:49.581424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:49.581468] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:49.581507] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:49.581573] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:49.639389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:49.640218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:49.640316] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:49.640362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:49.762576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:49.762757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:49.762810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:49.762851] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:49.766156] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=9.67%) [2025-11-26T21:36:49.766448] [INFO ] [FORECASTER] Completed predict_future for TSLA [2025-11-26T21:36:49.766585] [INFO ] [sig ] TSLA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:49.906458] [INFO ] [LOCAL ] Saved forecast: TSLA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSLA.txt [2025-11-26T21:36:49.906610] [INFO ] [sig ] [3236/3599] Completed TSLA in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:49.906700] [INFO ] [sig ] [3237/3599] Forecasting TSLL... [2025-11-26T21:36:49.906739] [INFO ] [sig ] Generating forecast for: TSLL [2025-11-26T21:36:49.906778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'. [2025-11-26T21:36:49.917375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLL'. [2025-11-26T21:36:49.917729] [INFO ] [FORECASTER] Starting predict_future for TSLL [2025-11-26T21:36:49.918516] [DEBUG] [LOCAL ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt [2025-11-26T21:36:49.918588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:49.918634] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:49.918694] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:49.918764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:49.976197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:49.976936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:49.977035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:49.977080] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:50.098320] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:50.098514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:50.098578] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:50.098630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:50.102076] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=44.13%) [2025-11-26T21:36:50.102375] [INFO ] [FORECASTER] Completed predict_future for TSLL [2025-11-26T21:36:50.102535] [INFO ] [sig ] TSLL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:50.251178] [INFO ] [LOCAL ] Saved forecast: TSLL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSLL.txt [2025-11-26T21:36:50.251339] [INFO ] [sig ] [3237/3599] Completed TSLL in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:50.251395] [INFO ] [sig ] [3238/3599] Forecasting TSLQ... [2025-11-26T21:36:50.251439] [INFO ] [sig ] Generating forecast for: TSLQ [2025-11-26T21:36:50.251484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'. [2025-11-26T21:36:50.265090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'. [2025-11-26T21:36:50.265449] [INFO ] [FORECASTER] Starting predict_future for TSLQ [2025-11-26T21:36:50.266408] [DEBUG] [LOCAL ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt [2025-11-26T21:36:50.266490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:50.266546] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:50.266595] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:50.266709] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:50.327799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:50.328461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:50.328575] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:50.328631] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:50.446372] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:50.446537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:50.446589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:50.446631] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:50.449989] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=15.12%) [2025-11-26T21:36:50.450279] [INFO ] [FORECASTER] Completed predict_future for TSLQ [2025-11-26T21:36:50.450416] [INFO ] [sig ] TSLQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:50.589095] [INFO ] [LOCAL ] Saved forecast: TSLQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSLQ.txt [2025-11-26T21:36:50.589271] [INFO ] [sig ] [3238/3599] Completed TSLQ in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:50.589326] [INFO ] [sig ] [3239/3599] Forecasting TSLS... [2025-11-26T21:36:50.589394] [INFO ] [sig ] Generating forecast for: TSLS [2025-11-26T21:36:50.589448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'. [2025-11-26T21:36:50.600086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLS'. [2025-11-26T21:36:50.600440] [INFO ] [FORECASTER] Starting predict_future for TSLS [2025-11-26T21:36:50.601224] [DEBUG] [LOCAL ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt [2025-11-26T21:36:50.601295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:50.601340] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:50.601380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:50.601461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:50.657280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:50.658205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:50.658306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:50.658354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:50.778605] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:50.778803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:50.778877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:50.778939] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:50.783827] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=95.21%) [2025-11-26T21:36:50.784209] [INFO ] [FORECASTER] Completed predict_future for TSLS [2025-11-26T21:36:50.784388] [INFO ] [sig ] TSLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:50.928006] [INFO ] [LOCAL ] Saved forecast: TSLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSLS.txt [2025-11-26T21:36:50.928165] [INFO ] [sig ] [3239/3599] Completed TSLS in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:50.928218] [INFO ] [sig ] [3240/3599] Forecasting TSLX... [2025-11-26T21:36:50.928257] [INFO ] [sig ] Generating forecast for: TSLX [2025-11-26T21:36:50.928314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-11-26T21:36:50.939701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLX'. [2025-11-26T21:36:50.939985] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-11-26T21:36:50.940792] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-11-26T21:36:50.940862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:50.940906] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:50.940946] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:50.941017] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:50.998310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:50.999241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:50.999338] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:50.999396] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:51.116944] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:51.117109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:51.117161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:51.117199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:51.120531] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=93.84%) [2025-11-26T21:36:51.120864] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-11-26T21:36:51.121003] [INFO ] [sig ] TSLX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:51.260258] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSLX.txt [2025-11-26T21:36:51.260447] [INFO ] [sig ] [3240/3599] Completed TSLX in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.1m [2025-11-26T21:36:51.260506] [INFO ] [sig ] [3241/3599] Forecasting TSM... [2025-11-26T21:36:51.260552] [INFO ] [sig ] Generating forecast for: TSM [2025-11-26T21:36:51.260619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-11-26T21:36:51.271988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSM'. [2025-11-26T21:36:51.272398] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-11-26T21:36:51.273239] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-11-26T21:36:51.273348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:51.273411] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:51.273456] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:51.273546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:51.330291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:51.331216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:51.331324] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:51.331375] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:51.454220] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:51.454418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:51.454474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:51.454516] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:51.458042] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=67.34%) [2025-11-26T21:36:51.458401] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-11-26T21:36:51.458571] [INFO ] [sig ] TSM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:51.602154] [INFO ] [LOCAL ] Saved forecast: TSM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TSM.txt [2025-11-26T21:36:51.602359] [INFO ] [sig ] [3241/3599] Completed TSM in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:51.602446] [INFO ] [sig ] [3242/3599] Forecasting TSN... [2025-11-26T21:36:51.602490] [INFO ] [sig ] Generating forecast for: TSN [2025-11-26T21:36:51.602539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-11-26T21:36:51.614047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSN'. [2025-11-26T21:36:51.614482] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-11-26T21:36:51.615317] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-11-26T21:36:51.615391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:51.615441] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:51.615504] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:51.615613] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:51.672873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:51.673861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:51.673965] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:51.674025] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:51.793500] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:51.793719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:51.793776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:51.793817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:51.797259] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=40.43%) [2025-11-26T21:36:51.797611] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-11-26T21:36:51.797792] [INFO ] [sig ] TSN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:51.941182] [INFO ] [LOCAL ] Saved forecast: TSN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSN.txt [2025-11-26T21:36:51.941357] [INFO ] [sig ] [3242/3599] Completed TSN in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:51.941437] [INFO ] [sig ] [3243/3599] Forecasting TSQ... [2025-11-26T21:36:51.941500] [INFO ] [sig ] Generating forecast for: TSQ [2025-11-26T21:36:51.941545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-11-26T21:36:51.952453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSQ'. [2025-11-26T21:36:51.952791] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-11-26T21:36:51.953601] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-11-26T21:36:51.953699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:51.953761] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:51.953801] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:51.953925] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:52.012007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:52.012740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:52.012839] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:52.012901] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:52.138598] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:52.138808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:52.138861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:52.138903] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:52.142295] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=44.01%) [2025-11-26T21:36:52.142664] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-11-26T21:36:52.142839] [INFO ] [sig ] TSQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:52.286614] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TSQ.txt [2025-11-26T21:36:52.286795] [INFO ] [sig ] [3243/3599] Completed TSQ in 0.3s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:52.286845] [INFO ] [sig ] [3244/3599] Forecasting TTC... [2025-11-26T21:36:52.286909] [INFO ] [sig ] Generating forecast for: TTC [2025-11-26T21:36:52.286947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-11-26T21:36:52.300529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTC'. [2025-11-26T21:36:52.301256] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-11-26T21:36:52.302687] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-11-26T21:36:52.302841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:52.302910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:52.302964] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:52.303049] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:52.364664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:52.365938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:52.366059] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:52.366112] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:52.491740] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:52.491989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:52.492049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:52.492103] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:52.495887] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-11-26T21:36:52.496216] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-11-26T21:36:52.496377] [INFO ] [sig ] TTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:52.643954] [INFO ] [LOCAL ] Saved forecast: TTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTC.txt [2025-11-26T21:36:52.644206] [INFO ] [sig ] [3244/3599] Completed TTC in 0.4s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:52.644272] [INFO ] [sig ] [3245/3599] Forecasting TTD... [2025-11-26T21:36:52.644348] [INFO ] [sig ] Generating forecast for: TTD [2025-11-26T21:36:52.644393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'. [2025-11-26T21:36:52.656532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTD'. [2025-11-26T21:36:52.657006] [INFO ] [FORECASTER] Starting predict_future for TTD [2025-11-26T21:36:52.658001] [DEBUG] [LOCAL ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt [2025-11-26T21:36:52.658079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:52.658129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:52.658172] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:52.658248] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:52.718840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:52.720011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:52.720132] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:52.720183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:52.846316] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:52.846626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:52.846708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:52.846745] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:52.850821] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-11-26T21:36:52.851173] [INFO ] [FORECASTER] Completed predict_future for TTD [2025-11-26T21:36:52.851327] [INFO ] [sig ] TTD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:52.995027] [INFO ] [LOCAL ] Saved forecast: TTD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTD.txt [2025-11-26T21:36:52.995297] [INFO ] [sig ] [3245/3599] Completed TTD in 0.4s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:52.995356] [INFO ] [sig ] [3246/3599] Forecasting TTE... [2025-11-26T21:36:52.995396] [INFO ] [sig ] Generating forecast for: TTE [2025-11-26T21:36:52.995449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-11-26T21:36:53.007980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTE'. [2025-11-26T21:36:53.008508] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-11-26T21:36:53.009431] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-11-26T21:36:53.009504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:53.009545] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:53.009587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:53.009679] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:53.066220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:53.067185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:53.067306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:53.067361] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:53.192842] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:53.193149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:53.193209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:53.193261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:53.197272] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=74.82%) [2025-11-26T21:36:53.197689] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-11-26T21:36:53.197858] [INFO ] [sig ] TTE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:53.346987] [INFO ] [LOCAL ] Saved forecast: TTE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TTE.txt [2025-11-26T21:36:53.347233] [INFO ] [sig ] [3246/3599] Completed TTE in 0.4s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:53.347287] [INFO ] [sig ] [3247/3599] Forecasting TTEC... [2025-11-26T21:36:53.347365] [INFO ] [sig ] Generating forecast for: TTEC [2025-11-26T21:36:53.347428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'. [2025-11-26T21:36:53.360050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEC'. [2025-11-26T21:36:53.360510] [INFO ] [FORECASTER] Starting predict_future for TTEC [2025-11-26T21:36:53.361415] [DEBUG] [LOCAL ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt [2025-11-26T21:36:53.361489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:53.361537] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:53.361579] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:53.361677] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:53.421384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:53.422473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:53.422599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:53.422674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:53.549631] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:53.549956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:53.550027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:53.550066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:53.554232] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=17.78%) [2025-11-26T21:36:53.554572] [INFO ] [FORECASTER] Completed predict_future for TTEC [2025-11-26T21:36:53.554752] [INFO ] [sig ] TTEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:53.715343] [INFO ] [LOCAL ] Saved forecast: TTEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTEC.txt [2025-11-26T21:36:53.715589] [INFO ] [sig ] [3247/3599] Completed TTEC in 0.4s | 2.92 sym/s | Total: 18.5m | ETA: 2.0m [2025-11-26T21:36:53.715731] [INFO ] [sig ] [3248/3599] Forecasting TTEK... [2025-11-26T21:36:53.715789] [INFO ] [sig ] Generating forecast for: TTEK [2025-11-26T21:36:53.715838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'. [2025-11-26T21:36:53.728170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEK'. [2025-11-26T21:36:53.728705] [INFO ] [FORECASTER] Starting predict_future for TTEK [2025-11-26T21:36:53.729744] [DEBUG] [LOCAL ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt [2025-11-26T21:36:53.729824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:53.729889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:53.729951] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:53.730057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:53.788237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:53.789385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:53.789518] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:53.789587] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:53.931755] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:53.932033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:53.932125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:53.932183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:53.936821] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=11.89%) [2025-11-26T21:36:53.937230] [INFO ] [FORECASTER] Completed predict_future for TTEK [2025-11-26T21:36:53.937432] [INFO ] [sig ] TTEK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:54.110366] [INFO ] [LOCAL ] Saved forecast: TTEK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTEK.txt [2025-11-26T21:36:54.110600] [INFO ] [sig ] [3248/3599] Completed TTEK in 0.4s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:54.110705] [INFO ] [sig ] [3249/3599] Forecasting TTI... [2025-11-26T21:36:54.110766] [INFO ] [sig ] Generating forecast for: TTI [2025-11-26T21:36:54.110814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-11-26T21:36:54.123695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTI'. [2025-11-26T21:36:54.124263] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-11-26T21:36:54.125215] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-11-26T21:36:54.125286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:54.125333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:54.125373] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:54.125445] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:54.185318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:54.186492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:54.186609] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:54.186682] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:54.325331] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:54.325632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:54.325727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:54.325787] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:54.330119] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=38.28%) [2025-11-26T21:36:54.330571] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-11-26T21:36:54.330755] [INFO ] [sig ] TTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:54.489672] [INFO ] [LOCAL ] Saved forecast: TTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTI.txt [2025-11-26T21:36:54.489878] [INFO ] [sig ] [3249/3599] Completed TTI in 0.4s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:54.489936] [INFO ] [sig ] [3250/3599] Forecasting TTMI... [2025-11-26T21:36:54.490021] [INFO ] [sig ] Generating forecast for: TTMI [2025-11-26T21:36:54.490062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'. [2025-11-26T21:36:54.502926] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTMI'. [2025-11-26T21:36:54.503336] [INFO ] [FORECASTER] Starting predict_future for TTMI [2025-11-26T21:36:54.504307] [DEBUG] [LOCAL ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt [2025-11-26T21:36:54.504382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:54.504431] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:54.504479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:54.504555] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:54.570204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:54.571299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:54.571423] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:54.571475] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:54.695427] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:54.695699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:54.695761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:54.695804] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:54.699604] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=2.86%) [2025-11-26T21:36:54.699946] [INFO ] [FORECASTER] Completed predict_future for TTMI [2025-11-26T21:36:54.700099] [INFO ] [sig ] TTMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:54.842329] [INFO ] [LOCAL ] Saved forecast: TTMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TTMI.txt [2025-11-26T21:36:54.842526] [INFO ] [sig ] [3250/3599] Completed TTMI in 0.4s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:54.842584] [INFO ] [sig ] [3251/3599] Forecasting TTSH... [2025-11-26T21:36:54.842669] [INFO ] [sig ] Generating forecast for: TTSH [2025-11-26T21:36:54.842714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'. [2025-11-26T21:36:54.855866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTSH'. [2025-11-26T21:36:54.856425] [INFO ] [FORECASTER] Starting predict_future for TTSH [2025-11-26T21:36:54.857438] [DEBUG] [LOCAL ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt [2025-11-26T21:36:54.857514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:54.857562] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:54.857626] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:54.857740] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:54.915905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:54.917110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:54.917235] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:54.917301] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:55.036987] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:55.037252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:55.037340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:55.037382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:55.041373] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: UP (p=50.94%) [2025-11-26T21:36:55.041812] [INFO ] [FORECASTER] Completed predict_future for TTSH [2025-11-26T21:36:55.041981] [INFO ] [sig ] TTSH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:55.184608] [INFO ] [LOCAL ] Saved forecast: TTSH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TTSH.txt [2025-11-26T21:36:55.184884] [INFO ] [sig ] [3251/3599] Completed TTSH in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:55.184968] [INFO ] [sig ] [3252/3599] Forecasting TTWO... [2025-11-26T21:36:55.185027] [INFO ] [sig ] Generating forecast for: TTWO [2025-11-26T21:36:55.185074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'. [2025-11-26T21:36:55.197265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTWO'. [2025-11-26T21:36:55.197794] [INFO ] [FORECASTER] Starting predict_future for TTWO [2025-11-26T21:36:55.198770] [DEBUG] [LOCAL ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt [2025-11-26T21:36:55.198843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:55.198910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:55.198953] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:55.199025] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:55.256481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:55.257608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:55.257756] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:55.257804] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:55.377954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:55.378217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:55.378277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:55.378314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:55.382082] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=93.21%) [2025-11-26T21:36:55.382405] [INFO ] [FORECASTER] Completed predict_future for TTWO [2025-11-26T21:36:55.382561] [INFO ] [sig ] TTWO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:55.530900] [INFO ] [LOCAL ] Saved forecast: TTWO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TTWO.txt [2025-11-26T21:36:55.531157] [INFO ] [sig ] [3252/3599] Completed TTWO in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:55.531220] [INFO ] [sig ] [3253/3599] Forecasting TUGN... [2025-11-26T21:36:55.531291] [INFO ] [sig ] Generating forecast for: TUGN [2025-11-26T21:36:55.531341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'. [2025-11-26T21:36:55.543283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUGN'. [2025-11-26T21:36:55.543734] [INFO ] [FORECASTER] Starting predict_future for TUGN [2025-11-26T21:36:55.544598] [DEBUG] [LOCAL ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt [2025-11-26T21:36:55.544690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:55.544732] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:55.544775] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:55.544845] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:55.604089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:55.605183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:55.605299] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:55.605351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:55.717270] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:55.717539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:55.717599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:55.717664] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:55.721563] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=84.86%) [2025-11-26T21:36:55.721942] [INFO ] [FORECASTER] Completed predict_future for TUGN [2025-11-26T21:36:55.722101] [INFO ] [sig ] TUGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:55.905299] [INFO ] [LOCAL ] Saved forecast: TUGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TUGN.txt [2025-11-26T21:36:55.905528] [INFO ] [sig ] [3253/3599] Completed TUGN in 0.4s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:55.905586] [INFO ] [sig ] [3254/3599] Forecasting TUSK... [2025-11-26T21:36:55.905684] [INFO ] [sig ] Generating forecast for: TUSK [2025-11-26T21:36:55.905738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'. [2025-11-26T21:36:55.917710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUSK'. [2025-11-26T21:36:55.918228] [INFO ] [FORECASTER] Starting predict_future for TUSK [2025-11-26T21:36:55.919111] [DEBUG] [LOCAL ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt [2025-11-26T21:36:55.919182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:55.919229] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:55.919271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:55.919341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:55.976564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:55.977619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:55.977767] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:55.977819] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:56.101469] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:56.101690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:56.101749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:56.101797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:56.105250] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=9.64%) [2025-11-26T21:36:56.105564] [INFO ] [FORECASTER] Completed predict_future for TUSK [2025-11-26T21:36:56.105740] [INFO ] [sig ] TUSK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:56.246732] [INFO ] [LOCAL ] Saved forecast: TUSK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TUSK.txt [2025-11-26T21:36:56.246933] [INFO ] [sig ] [3254/3599] Completed TUSK in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:56.246990] [INFO ] [sig ] [3255/3599] Forecasting TVC... [2025-11-26T21:36:56.247059] [INFO ] [sig ] Generating forecast for: TVC [2025-11-26T21:36:56.247099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-11-26T21:36:56.259744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVC'. [2025-11-26T21:36:56.260286] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-11-26T21:36:56.261264] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-11-26T21:36:56.261339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:56.261386] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:56.261425] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:56.261502] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:56.321895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:56.322977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:56.323093] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:56.323143] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:56.431109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:56.431365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:56.431425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:56.431468] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:56.435323] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=51.13%) [2025-11-26T21:36:56.435675] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-11-26T21:36:56.435837] [INFO ] [sig ] TVC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:56.586163] [INFO ] [LOCAL ] Saved forecast: TVC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TVC.txt [2025-11-26T21:36:56.586435] [INFO ] [sig ] [3255/3599] Completed TVC in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:56.586544] [INFO ] [sig ] [3256/3599] Forecasting TVE... [2025-11-26T21:36:56.586589] [INFO ] [sig ] Generating forecast for: TVE [2025-11-26T21:36:56.586669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-11-26T21:36:56.599576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVE'. [2025-11-26T21:36:56.600075] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-11-26T21:36:56.601044] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-11-26T21:36:56.601158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:56.601209] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:56.601249] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:56.601341] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:56.661720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:56.662901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:56.663033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:56.663088] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:56.774950] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:56.775204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:56.775265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:56.775333] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:56.779304] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=23.11%) [2025-11-26T21:36:56.779684] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-11-26T21:36:56.779856] [INFO ] [sig ] TVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:56.925053] [INFO ] [LOCAL ] Saved forecast: TVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TVE.txt [2025-11-26T21:36:56.925312] [INFO ] [sig ] [3256/3599] Completed TVE in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:56.925403] [INFO ] [sig ] [3257/3599] Forecasting TVTX... [2025-11-26T21:36:56.925460] [INFO ] [sig ] Generating forecast for: TVTX [2025-11-26T21:36:56.925509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'. [2025-11-26T21:36:56.938271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVTX'. [2025-11-26T21:36:56.938849] [INFO ] [FORECASTER] Starting predict_future for TVTX [2025-11-26T21:36:56.939792] [DEBUG] [LOCAL ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt [2025-11-26T21:36:56.939867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:56.939917] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:56.939959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:56.940032] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:57.000184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:57.001271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:57.001434] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:57.001491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:57.129777] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:57.130065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:57.130143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:57.130203] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:57.134438] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=75.23%) [2025-11-26T21:36:57.134802] [INFO ] [FORECASTER] Completed predict_future for TVTX [2025-11-26T21:36:57.134992] [INFO ] [sig ] TVTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:57.283683] [INFO ] [LOCAL ] Saved forecast: TVTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TVTX.txt [2025-11-26T21:36:57.283974] [INFO ] [sig ] [3257/3599] Completed TVTX in 0.4s | 2.92 sym/s | Total: 18.6m | ETA: 2.0m [2025-11-26T21:36:57.284044] [INFO ] [sig ] [3258/3599] Forecasting TWFG... [2025-11-26T21:36:57.284092] [INFO ] [sig ] Generating forecast for: TWFG [2025-11-26T21:36:57.284138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'. [2025-11-26T21:36:57.295958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWFG'. [2025-11-26T21:36:57.296519] [INFO ] [FORECASTER] Starting predict_future for TWFG [2025-11-26T21:36:57.300489] [DEBUG] [LOCAL ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt [2025-11-26T21:36:57.300676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:57.300730] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:57.300806] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:57.300908] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:57.358215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:57.359391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:57.359505] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:57.359555] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:57.481554] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:57.481766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:57.481824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:57.481867] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:57.485245] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=45.07%) [2025-11-26T21:36:57.485536] [INFO ] [FORECASTER] Completed predict_future for TWFG [2025-11-26T21:36:57.485700] [INFO ] [sig ] TWFG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:57.624849] [INFO ] [LOCAL ] Saved forecast: TWFG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWFG.txt [2025-11-26T21:36:57.625005] [INFO ] [sig ] [3258/3599] Completed TWFG in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:57.625059] [INFO ] [sig ] [3259/3599] Forecasting TWG... [2025-11-26T21:36:57.625101] [INFO ] [sig ] Generating forecast for: TWG [2025-11-26T21:36:57.625143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'. [2025-11-26T21:36:57.636148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWG'. [2025-11-26T21:36:57.636540] [INFO ] [FORECASTER] Starting predict_future for TWG [2025-11-26T21:36:57.637352] [DEBUG] [LOCAL ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt [2025-11-26T21:36:57.637443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:57.637490] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:57.637530] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:57.637598] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:57.695232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:57.696158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:57.696262] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:57.696310] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:57.811785] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:57.811950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:57.812003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:57.812065] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:57.815489] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=58.39%) [2025-11-26T21:36:57.815812] [INFO ] [FORECASTER] Completed predict_future for TWG [2025-11-26T21:36:57.815957] [INFO ] [sig ] TWG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:57.955110] [INFO ] [LOCAL ] Saved forecast: TWG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TWG.txt [2025-11-26T21:36:57.955281] [INFO ] [sig ] [3259/3599] Completed TWG in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:57.955334] [INFO ] [sig ] [3260/3599] Forecasting TWI... [2025-11-26T21:36:57.955399] [INFO ] [sig ] Generating forecast for: TWI [2025-11-26T21:36:57.955434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-11-26T21:36:57.965539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWI'. [2025-11-26T21:36:57.965905] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-11-26T21:36:57.966737] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-11-26T21:36:57.966813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:57.966883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:57.966947] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:57.967053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:58.022215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:58.023073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:58.023190] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:58.023263] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:58.135048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:58.135251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:58.135307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:58.135349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:58.138802] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=16.99%) [2025-11-26T21:36:58.139096] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-11-26T21:36:58.139235] [INFO ] [sig ] TWI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:58.279269] [INFO ] [LOCAL ] Saved forecast: TWI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWI.txt [2025-11-26T21:36:58.279450] [INFO ] [sig ] [3260/3599] Completed TWI in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:58.279503] [INFO ] [sig ] [3261/3599] Forecasting TWIN... [2025-11-26T21:36:58.279544] [INFO ] [sig ] Generating forecast for: TWIN [2025-11-26T21:36:58.279608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'. [2025-11-26T21:36:58.290462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWIN'. [2025-11-26T21:36:58.290795] [INFO ] [FORECASTER] Starting predict_future for TWIN [2025-11-26T21:36:58.291553] [DEBUG] [LOCAL ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt [2025-11-26T21:36:58.291622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:58.291703] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:58.291752] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:58.291816] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:58.351428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:58.352231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:58.352365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:58.352414] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:58.476283] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:58.476453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:58.476508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:58.476545] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:58.479978] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=32.98%) [2025-11-26T21:36:58.480268] [INFO ] [FORECASTER] Completed predict_future for TWIN [2025-11-26T21:36:58.480408] [INFO ] [sig ] TWIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:58.621879] [INFO ] [LOCAL ] Saved forecast: TWIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWIN.txt [2025-11-26T21:36:58.622026] [INFO ] [sig ] [3261/3599] Completed TWIN in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:58.622079] [INFO ] [sig ] [3262/3599] Forecasting TWLO... [2025-11-26T21:36:58.622139] [INFO ] [sig ] Generating forecast for: TWLO [2025-11-26T21:36:58.622191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-11-26T21:36:58.633635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWLO'. [2025-11-26T21:36:58.634116] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-11-26T21:36:58.635077] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-11-26T21:36:58.635160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:58.635223] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:58.635280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:58.635377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:58.695867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:58.696835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:58.696943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:58.696999] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:58.825522] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:58.825723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:58.825783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:58.825835] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:58.829377] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=25.82%) [2025-11-26T21:36:58.829817] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-11-26T21:36:58.829988] [INFO ] [sig ] TWLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:58.968052] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWLO.txt [2025-11-26T21:36:58.968211] [INFO ] [sig ] [3262/3599] Completed TWLO in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:58.968280] [INFO ] [sig ] [3263/3599] Forecasting TWO... [2025-11-26T21:36:58.968360] [INFO ] [sig ] Generating forecast for: TWO [2025-11-26T21:36:58.968413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-11-26T21:36:58.978553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWO'. [2025-11-26T21:36:58.978934] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-11-26T21:36:58.979729] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-11-26T21:36:58.979797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:58.979842] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:58.979894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:58.979961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:59.037550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:59.038292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:59.038390] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:59.038446] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:59.152488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:59.152675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:59.152725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:59.152771] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:59.156082] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=19.07%) [2025-11-26T21:36:59.156370] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-11-26T21:36:59.156506] [INFO ] [sig ] TWO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:59.294518] [INFO ] [LOCAL ] Saved forecast: TWO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TWO.txt [2025-11-26T21:36:59.294673] [INFO ] [sig ] [3263/3599] Completed TWO in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:59.294749] [INFO ] [sig ] [3264/3599] Forecasting TX... [2025-11-26T21:36:59.294800] [INFO ] [sig ] Generating forecast for: TX [2025-11-26T21:36:59.294860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-11-26T21:36:59.304980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TX'. [2025-11-26T21:36:59.305287] [INFO ] [FORECASTER] Starting predict_future for TX [2025-11-26T21:36:59.306155] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-11-26T21:36:59.306230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:59.306277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:59.306321] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:59.306391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:59.363748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:59.364432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:59.364529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:59.364578] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:59.482339] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:59.482485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:59.482539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:59.482583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:59.485964] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-11-26T21:36:59.486252] [INFO ] [FORECASTER] Completed predict_future for TX [2025-11-26T21:36:59.486401] [INFO ] [sig ] TX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:36:59.624481] [INFO ] [LOCAL ] Saved forecast: TX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TX.txt [2025-11-26T21:36:59.624618] [INFO ] [sig ] [3264/3599] Completed TX in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:59.624684] [INFO ] [sig ] [3265/3599] Forecasting TXG... [2025-11-26T21:36:59.624738] [INFO ] [sig ] Generating forecast for: TXG [2025-11-26T21:36:59.624784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'. [2025-11-26T21:36:59.635005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXG'. [2025-11-26T21:36:59.635296] [INFO ] [FORECASTER] Starting predict_future for TXG [2025-11-26T21:36:59.636117] [DEBUG] [LOCAL ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt [2025-11-26T21:36:59.636186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:59.636231] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:59.636272] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:59.636338] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:36:59.692131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:36:59.692818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:36:59.692910] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:36:59.692956] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:36:59.813062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:36:59.813253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:36:59.813305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:36:59.813342] [INFO ] [FORECASTER] Training complete [2025-11-26T21:36:59.816676] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=7.62%) [2025-11-26T21:36:59.816959] [INFO ] [FORECASTER] Completed predict_future for TXG [2025-11-26T21:36:59.817097] [INFO ] [sig ] TXG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:36:59.958691] [INFO ] [LOCAL ] Saved forecast: TXG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TXG.txt [2025-11-26T21:36:59.958845] [INFO ] [sig ] [3265/3599] Completed TXG in 0.3s | 2.92 sym/s | Total: 18.6m | ETA: 1.9m [2025-11-26T21:36:59.958907] [INFO ] [sig ] [3266/3599] Forecasting TXMD... [2025-11-26T21:36:59.958960] [INFO ] [sig ] Generating forecast for: TXMD [2025-11-26T21:36:59.959009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'. [2025-11-26T21:36:59.969436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXMD'. [2025-11-26T21:36:59.969797] [INFO ] [FORECASTER] Starting predict_future for TXMD [2025-11-26T21:36:59.970575] [DEBUG] [LOCAL ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt [2025-11-26T21:36:59.970673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:36:59.970723] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:36:59.970773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:36:59.970853] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:00.026954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:00.027626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:00.027741] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:00.027796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:00.141061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:00.141269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:00.141346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:00.141400] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:00.145122] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-11-26T21:37:00.145491] [INFO ] [FORECASTER] Completed predict_future for TXMD [2025-11-26T21:37:00.145673] [INFO ] [sig ] TXMD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:00.285585] [INFO ] [LOCAL ] Saved forecast: TXMD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TXMD.txt [2025-11-26T21:37:00.285772] [INFO ] [sig ] [3266/3599] Completed TXMD in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:00.285827] [INFO ] [sig ] [3267/3599] Forecasting TXN... [2025-11-26T21:37:00.285871] [INFO ] [sig ] Generating forecast for: TXN [2025-11-26T21:37:00.285943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'. [2025-11-26T21:37:00.296472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXN'. [2025-11-26T21:37:00.296851] [INFO ] [FORECASTER] Starting predict_future for TXN [2025-11-26T21:37:00.297704] [DEBUG] [LOCAL ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt [2025-11-26T21:37:00.297777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:00.297831] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:00.297879] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:00.298008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:00.353803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:00.354637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:00.354761] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:00.354800] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:00.473578] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:00.473816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:00.474659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:00.474717] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:00.478114] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=12.52%) [2025-11-26T21:37:00.478408] [INFO ] [FORECASTER] Completed predict_future for TXN [2025-11-26T21:37:00.478550] [INFO ] [sig ] TXN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:00.617209] [INFO ] [LOCAL ] Saved forecast: TXN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TXN.txt [2025-11-26T21:37:00.617383] [INFO ] [sig ] [3267/3599] Completed TXN in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:00.617449] [INFO ] [sig ] [3268/3599] Forecasting TXO... [2025-11-26T21:37:00.617490] [INFO ] [sig ] Generating forecast for: TXO [2025-11-26T21:37:00.617551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-11-26T21:37:00.632246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXO'. [2025-11-26T21:37:00.632567] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-11-26T21:37:00.633478] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-11-26T21:37:00.633548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:00.633587] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:00.633620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:00.633710] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:00.700491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:00.701299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:00.701399] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:00.701447] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:00.821085] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:00.821263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:00.821316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:00.821358] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:00.824750] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=55.43%) [2025-11-26T21:37:00.825042] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-11-26T21:37:00.825183] [INFO ] [sig ] TXO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:00.964811] [INFO ] [LOCAL ] Saved forecast: TXO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TXO.txt [2025-11-26T21:37:00.964983] [INFO ] [sig ] [3268/3599] Completed TXO in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:00.965036] [INFO ] [sig ] [3269/3599] Forecasting TXRH... [2025-11-26T21:37:00.965080] [INFO ] [sig ] Generating forecast for: TXRH [2025-11-26T21:37:00.965121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'. [2025-11-26T21:37:00.976118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXRH'. [2025-11-26T21:37:00.976440] [INFO ] [FORECASTER] Starting predict_future for TXRH [2025-11-26T21:37:00.977220] [DEBUG] [LOCAL ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt [2025-11-26T21:37:00.977290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:00.977333] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:00.977372] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:00.977465] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:01.041385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:01.042274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:01.042377] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:01.042424] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:01.164536] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:01.164756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:01.164810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:01.164876] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:01.168278] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=68.43%) [2025-11-26T21:37:01.168568] [INFO ] [FORECASTER] Completed predict_future for TXRH [2025-11-26T21:37:01.168727] [INFO ] [sig ] TXRH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:01.307331] [INFO ] [LOCAL ] Saved forecast: TXRH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TXRH.txt [2025-11-26T21:37:01.307529] [INFO ] [sig ] [3269/3599] Completed TXRH in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:01.307584] [INFO ] [sig ] [3270/3599] Forecasting TY... [2025-11-26T21:37:01.307629] [INFO ] [sig ] Generating forecast for: TY [2025-11-26T21:37:01.307717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-11-26T21:37:01.318349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TY'. [2025-11-26T21:37:01.318706] [INFO ] [FORECASTER] Starting predict_future for TY [2025-11-26T21:37:01.319495] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-11-26T21:37:01.319565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:01.319611] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:01.319671] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:01.319742] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:01.375445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:01.376081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:01.376176] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:01.376223] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:01.496507] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:01.496727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:01.496784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:01.496826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:01.500271] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-11-26T21:37:01.500561] [INFO ] [FORECASTER] Completed predict_future for TY [2025-11-26T21:37:01.500719] [INFO ] [sig ] TY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:01.639230] [INFO ] [LOCAL ] Saved forecast: TY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TY.txt [2025-11-26T21:37:01.639368] [INFO ] [sig ] [3270/3599] Completed TY in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:01.639420] [INFO ] [sig ] [3271/3599] Forecasting TYG... [2025-11-26T21:37:01.639460] [INFO ] [sig ] Generating forecast for: TYG [2025-11-26T21:37:01.639501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-11-26T21:37:01.649602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYG'. [2025-11-26T21:37:01.649912] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-11-26T21:37:01.650696] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-11-26T21:37:01.650765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:01.650811] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:01.650849] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:01.650916] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:01.707148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:01.707832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:01.707925] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:01.707974] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:01.824855] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:01.825025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:01.825077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:01.825115] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:01.828376] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=21.35%) [2025-11-26T21:37:01.828692] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-11-26T21:37:01.828842] [INFO ] [sig ] TYG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:01.968017] [INFO ] [LOCAL ] Saved forecast: TYG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TYG.txt [2025-11-26T21:37:01.968192] [INFO ] [sig ] [3271/3599] Completed TYG in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:01.968245] [INFO ] [sig ] [3272/3599] Forecasting TYGO... [2025-11-26T21:37:01.968305] [INFO ] [sig ] Generating forecast for: TYGO [2025-11-26T21:37:01.968340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'. [2025-11-26T21:37:01.978480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYGO'. [2025-11-26T21:37:01.978858] [INFO ] [FORECASTER] Starting predict_future for TYGO [2025-11-26T21:37:01.979692] [DEBUG] [LOCAL ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt [2025-11-26T21:37:01.979767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:01.979832] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:01.979887] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:01.979974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:02.036552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:02.037213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:02.037309] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:02.037366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:02.148030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:02.148185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:02.148236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:02.148277] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:02.151576] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=42.25%) [2025-11-26T21:37:02.151925] [INFO ] [FORECASTER] Completed predict_future for TYGO [2025-11-26T21:37:02.152075] [INFO ] [sig ] TYGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:02.290157] [INFO ] [LOCAL ] Saved forecast: TYGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TYGO.txt [2025-11-26T21:37:02.290300] [INFO ] [sig ] [3272/3599] Completed TYGO in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:02.290356] [INFO ] [sig ] [3273/3599] Forecasting TYL... [2025-11-26T21:37:02.290422] [INFO ] [sig ] Generating forecast for: TYL [2025-11-26T21:37:02.290462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-11-26T21:37:02.301573] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYL'. [2025-11-26T21:37:02.302045] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-11-26T21:37:02.302929] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-11-26T21:37:02.303002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:02.303051] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:02.303093] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:02.303161] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:02.363903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:02.364892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:02.365000] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:02.365048] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:02.486340] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:02.486539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:02.486592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:02.486635] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:02.490031] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=51.46%) [2025-11-26T21:37:02.490317] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-11-26T21:37:02.490464] [INFO ] [sig ] TYL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:02.637010] [INFO ] [LOCAL ] Saved forecast: TYL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TYL.txt [2025-11-26T21:37:02.637229] [INFO ] [sig ] [3273/3599] Completed TYL in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:02.637288] [INFO ] [sig ] [3274/3599] Forecasting TYRA... [2025-11-26T21:37:02.637331] [INFO ] [sig ] Generating forecast for: TYRA [2025-11-26T21:37:02.637373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'. [2025-11-26T21:37:02.648479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYRA'. [2025-11-26T21:37:02.648887] [INFO ] [FORECASTER] Starting predict_future for TYRA [2025-11-26T21:37:02.649762] [DEBUG] [LOCAL ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt [2025-11-26T21:37:02.649837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:02.649896] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:02.649970] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:02.650067] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:02.706478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:02.707265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:02.707368] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:02.707452] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:02.832312] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:02.832491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:02.832559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:02.832618] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:02.835987] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=13.57%) [2025-11-26T21:37:02.836306] [INFO ] [FORECASTER] Completed predict_future for TYRA [2025-11-26T21:37:02.836475] [INFO ] [sig ] TYRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:03.019171] [INFO ] [LOCAL ] Saved forecast: TYRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/TYRA.txt [2025-11-26T21:37:03.019343] [INFO ] [sig ] [3274/3599] Completed TYRA in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:03.019397] [INFO ] [sig ] [3275/3599] Forecasting TZOO... [2025-11-26T21:37:03.019441] [INFO ] [sig ] Generating forecast for: TZOO [2025-11-26T21:37:03.019540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'. [2025-11-26T21:37:03.030491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TZOO'. [2025-11-26T21:37:03.030920] [INFO ] [FORECASTER] Starting predict_future for TZOO [2025-11-26T21:37:03.031723] [DEBUG] [LOCAL ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt [2025-11-26T21:37:03.031792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:03.031837] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:03.031877] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:03.031943] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:03.091884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:03.092808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:03.092915] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:03.092964] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:03.222040] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:03.222254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:03.222323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:03.222373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:03.226027] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: UP (p=78.89%) [2025-11-26T21:37:03.226400] [INFO ] [FORECASTER] Completed predict_future for TZOO [2025-11-26T21:37:03.226561] [INFO ] [sig ] TZOO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:03.376302] [INFO ] [LOCAL ] Saved forecast: TZOO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/TZOO.txt [2025-11-26T21:37:03.376492] [INFO ] [sig ] [3275/3599] Completed TZOO in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.9m [2025-11-26T21:37:03.376547] [INFO ] [sig ] [3276/3599] Forecasting UAA... [2025-11-26T21:37:03.376585] [INFO ] [sig ] Generating forecast for: UAA [2025-11-26T21:37:03.376805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-11-26T21:37:03.388053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAA'. [2025-11-26T21:37:03.388456] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-11-26T21:37:03.389300] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-11-26T21:37:03.389386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:03.389435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:03.389476] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:03.389544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:03.448429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:03.449336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:03.449442] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:03.449489] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:03.582423] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:03.582623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:03.582707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:03.582751] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:03.586581] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=57.97%) [2025-11-26T21:37:03.586893] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-11-26T21:37:03.587032] [INFO ] [sig ] UAA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:03.730319] [INFO ] [LOCAL ] Saved forecast: UAA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UAA.txt [2025-11-26T21:37:03.730499] [INFO ] [sig ] [3276/3599] Completed UAA in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:03.730575] [INFO ] [sig ] [3277/3599] Forecasting UAE... [2025-11-26T21:37:03.730625] [INFO ] [sig ] Generating forecast for: UAE [2025-11-26T21:37:03.730692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'. [2025-11-26T21:37:03.741437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAE'. [2025-11-26T21:37:03.741750] [INFO ] [FORECASTER] Starting predict_future for UAE [2025-11-26T21:37:03.742536] [DEBUG] [LOCAL ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt [2025-11-26T21:37:03.742608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:03.742678] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:03.742723] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:03.742798] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:03.802419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:03.803438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:03.803545] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:03.803595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:03.950849] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:03.951034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:03.951087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:03.951128] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:03.954436] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=84.72%) [2025-11-26T21:37:03.954744] [INFO ] [FORECASTER] Completed predict_future for UAE [2025-11-26T21:37:03.954881] [INFO ] [sig ] UAE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:04.097007] [INFO ] [LOCAL ] Saved forecast: UAE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UAE.txt [2025-11-26T21:37:04.097192] [INFO ] [sig ] [3277/3599] Completed UAE in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:04.097246] [INFO ] [sig ] [3278/3599] Forecasting UAL... [2025-11-26T21:37:04.097288] [INFO ] [sig ] Generating forecast for: UAL [2025-11-26T21:37:04.097331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'. [2025-11-26T21:37:04.108196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAL'. [2025-11-26T21:37:04.108625] [INFO ] [FORECASTER] Starting predict_future for UAL [2025-11-26T21:37:04.109476] [DEBUG] [LOCAL ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt [2025-11-26T21:37:04.109549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:04.109594] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:04.109635] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:04.109729] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:04.167255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:04.168153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:04.168256] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:04.168303] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:04.288027] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:04.288229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:04.288285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:04.288329] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:04.291732] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=92.64%) [2025-11-26T21:37:04.292044] [INFO ] [FORECASTER] Completed predict_future for UAL [2025-11-26T21:37:04.292193] [INFO ] [sig ] UAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:04.434091] [INFO ] [LOCAL ] Saved forecast: UAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UAL.txt [2025-11-26T21:37:04.434274] [INFO ] [sig ] [3278/3599] Completed UAL in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:04.434334] [INFO ] [sig ] [3279/3599] Forecasting UBFO... [2025-11-26T21:37:04.434374] [INFO ] [sig ] Generating forecast for: UBFO [2025-11-26T21:37:04.434442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'. [2025-11-26T21:37:04.446841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBFO'. [2025-11-26T21:37:04.447364] [INFO ] [FORECASTER] Starting predict_future for UBFO [2025-11-26T21:37:04.448436] [DEBUG] [LOCAL ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt [2025-11-26T21:37:04.448511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:04.448575] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:04.448631] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:04.448747] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:04.507081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:04.508372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:04.508539] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:04.508609] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:04.628357] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:04.628541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:04.628595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:04.628637] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:04.632128] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=68.60%) [2025-11-26T21:37:04.632443] [INFO ] [FORECASTER] Completed predict_future for UBFO [2025-11-26T21:37:04.632601] [INFO ] [sig ] UBFO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:04.791191] [INFO ] [LOCAL ] Saved forecast: UBFO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UBFO.txt [2025-11-26T21:37:04.791374] [INFO ] [sig ] [3279/3599] Completed UBFO in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:04.791462] [INFO ] [sig ] [3280/3599] Forecasting UBND... [2025-11-26T21:37:04.791512] [INFO ] [sig ] Generating forecast for: UBND [2025-11-26T21:37:04.791579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'. [2025-11-26T21:37:04.802150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBND'. [2025-11-26T21:37:04.802526] [INFO ] [FORECASTER] Starting predict_future for UBND [2025-11-26T21:37:04.803357] [DEBUG] [LOCAL ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt [2025-11-26T21:37:04.803428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:04.803485] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:04.803537] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:04.803625] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:04.860685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:04.861774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:04.861976] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:04.862043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:05.002524] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:05.002728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:05.002783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:05.002826] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:05.006241] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-11-26T21:37:05.006526] [INFO ] [FORECASTER] Completed predict_future for UBND [2025-11-26T21:37:05.006695] [INFO ] [sig ] UBND: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:05.147779] [INFO ] [LOCAL ] Saved forecast: UBND 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UBND.txt [2025-11-26T21:37:05.147989] [INFO ] [sig ] [3280/3599] Completed UBND in 0.4s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:05.148044] [INFO ] [sig ] [3281/3599] Forecasting UBRL... [2025-11-26T21:37:05.148110] [INFO ] [sig ] Generating forecast for: UBRL [2025-11-26T21:37:05.148145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'. [2025-11-26T21:37:05.158518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBRL'. [2025-11-26T21:37:05.158894] [INFO ] [FORECASTER] Starting predict_future for UBRL [2025-11-26T21:37:05.159850] [DEBUG] [LOCAL ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt [2025-11-26T21:37:05.159924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:05.159981] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:05.160033] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:05.160123] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:05.215990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:05.216836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:05.216941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:05.216997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:05.343378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:05.343572] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:37:05.343637] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:05.343699] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:05.347166] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-11-26T21:37:05.347495] [INFO ] [FORECASTER] Completed predict_future for UBRL [2025-11-26T21:37:05.347707] [INFO ] [sig ] UBRL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:05.488273] [INFO ] [LOCAL ] Saved forecast: UBRL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UBRL.txt [2025-11-26T21:37:05.488448] [INFO ] [sig ] [3281/3599] Completed UBRL in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:05.488500] [INFO ] [sig ] [3282/3599] Forecasting UBS... [2025-11-26T21:37:05.488581] [INFO ] [sig ] Generating forecast for: UBS [2025-11-26T21:37:05.488629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-11-26T21:37:05.499251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBS'. [2025-11-26T21:37:05.499667] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-11-26T21:37:05.500463] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-11-26T21:37:05.500534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:05.500580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:05.500634] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:05.500769] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:05.556941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:05.557818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:05.557919] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:05.557979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:05.681109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:05.681298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:05.681350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:05.681388] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:05.684828] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=12.58%) [2025-11-26T21:37:05.685152] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-11-26T21:37:05.685302] [INFO ] [sig ] UBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:05.827339] [INFO ] [LOCAL ] Saved forecast: UBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UBS.txt [2025-11-26T21:37:05.827511] [INFO ] [sig ] [3282/3599] Completed UBS in 0.3s | 2.92 sym/s | Total: 18.7m | ETA: 1.8m [2025-11-26T21:37:05.827576] [INFO ] [sig ] [3283/3599] Forecasting UBSI... [2025-11-26T21:37:05.827618] [INFO ] [sig ] Generating forecast for: UBSI [2025-11-26T21:37:05.827697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'. [2025-11-26T21:37:05.839576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBSI'. [2025-11-26T21:37:05.840018] [INFO ] [FORECASTER] Starting predict_future for UBSI [2025-11-26T21:37:05.840929] [DEBUG] [LOCAL ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt [2025-11-26T21:37:05.841003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:05.841067] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:05.841128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:05.841202] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:05.900792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:05.901724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:05.901831] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:05.901881] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:06.018354] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:06.018541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:06.018613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:06.018676] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:06.022027] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=29.91%) [2025-11-26T21:37:06.022314] [INFO ] [FORECASTER] Completed predict_future for UBSI [2025-11-26T21:37:06.022455] [INFO ] [sig ] UBSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:06.161546] [INFO ] [LOCAL ] Saved forecast: UBSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UBSI.txt [2025-11-26T21:37:06.161710] [INFO ] [sig ] [3283/3599] Completed UBSI in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:06.161768] [INFO ] [sig ] [3284/3599] Forecasting UDMY... [2025-11-26T21:37:06.161842] [INFO ] [sig ] Generating forecast for: UDMY [2025-11-26T21:37:06.161900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'. [2025-11-26T21:37:06.171849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UDMY'. [2025-11-26T21:37:06.172162] [INFO ] [FORECASTER] Starting predict_future for UDMY [2025-11-26T21:37:06.172964] [DEBUG] [LOCAL ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt [2025-11-26T21:37:06.173032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:06.173077] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:06.173116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:06.173183] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:06.232191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:06.232897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:06.232997] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:06.233043] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:06.349781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:06.349967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:06.350014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:06.350056] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:06.353398] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=70.55%) [2025-11-26T21:37:06.353708] [INFO ] [FORECASTER] Completed predict_future for UDMY [2025-11-26T21:37:06.353848] [INFO ] [sig ] UDMY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:06.493509] [INFO ] [LOCAL ] Saved forecast: UDMY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UDMY.txt [2025-11-26T21:37:06.493774] [INFO ] [sig ] [3284/3599] Completed UDMY in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:06.493883] [INFO ] [sig ] [3285/3599] Forecasting UE... [2025-11-26T21:37:06.493936] [INFO ] [sig ] Generating forecast for: UE [2025-11-26T21:37:06.493982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-11-26T21:37:06.506085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UE'. [2025-11-26T21:37:06.506566] [INFO ] [FORECASTER] Starting predict_future for UE [2025-11-26T21:37:06.507502] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-11-26T21:37:06.507577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:06.507625] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:06.507697] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:06.507797] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:06.566774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:06.567782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:06.567921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:06.567982] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:06.685084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:06.685312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:06.685371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:06.685407] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:06.689117] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=66.73%) [2025-11-26T21:37:06.689544] [INFO ] [FORECASTER] Completed predict_future for UE [2025-11-26T21:37:06.689728] [INFO ] [sig ] UE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:06.832778] [INFO ] [LOCAL ] Saved forecast: UE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UE.txt [2025-11-26T21:37:06.832969] [INFO ] [sig ] [3285/3599] Completed UE in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:06.833048] [INFO ] [sig ] [3286/3599] Forecasting UEIC... [2025-11-26T21:37:06.833096] [INFO ] [sig ] Generating forecast for: UEIC [2025-11-26T21:37:06.833209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'. [2025-11-26T21:37:06.843563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UEIC'. [2025-11-26T21:37:06.844000] [INFO ] [FORECASTER] Starting predict_future for UEIC [2025-11-26T21:37:06.844801] [DEBUG] [LOCAL ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt [2025-11-26T21:37:06.844869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:06.844914] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:06.844954] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:06.845023] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:06.905515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:06.906406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:06.906514] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:06.906557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:07.028540] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:07.028766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:07.028820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:07.028856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:07.032385] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-11-26T21:37:07.032797] [INFO ] [FORECASTER] Completed predict_future for UEIC [2025-11-26T21:37:07.032953] [INFO ] [sig ] UEIC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:07.176766] [INFO ] [LOCAL ] Saved forecast: UEIC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UEIC.txt [2025-11-26T21:37:07.176956] [INFO ] [sig ] [3286/3599] Completed UEIC in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:07.177013] [INFO ] [sig ] [3287/3599] Forecasting UFCS... [2025-11-26T21:37:07.177056] [INFO ] [sig ] Generating forecast for: UFCS [2025-11-26T21:37:07.177099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'. [2025-11-26T21:37:07.187728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFCS'. [2025-11-26T21:37:07.188110] [INFO ] [FORECASTER] Starting predict_future for UFCS [2025-11-26T21:37:07.188920] [DEBUG] [LOCAL ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt [2025-11-26T21:37:07.189002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:07.189054] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:07.189096] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:07.189158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:07.253039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:07.254032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:07.254148] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:07.254211] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:07.382491] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:07.382698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:07.382766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:07.382811] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:07.386284] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=33.73%) [2025-11-26T21:37:07.386590] [INFO ] [FORECASTER] Completed predict_future for UFCS [2025-11-26T21:37:07.386790] [INFO ] [sig ] UFCS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:07.542235] [INFO ] [LOCAL ] Saved forecast: UFCS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UFCS.txt [2025-11-26T21:37:07.542420] [INFO ] [sig ] [3287/3599] Completed UFCS in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:07.542489] [INFO ] [sig ] [3288/3599] Forecasting UFI... [2025-11-26T21:37:07.542576] [INFO ] [sig ] Generating forecast for: UFI [2025-11-26T21:37:07.542625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-11-26T21:37:07.553842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFI'. [2025-11-26T21:37:07.554305] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-11-26T21:37:07.555146] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-11-26T21:37:07.555226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:07.555289] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:07.555348] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:07.555437] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:07.612175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:07.613105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:07.613219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:07.613283] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:07.735582] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:07.735790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:07.735846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:07.735890] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:07.739319] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=71.23%) [2025-11-26T21:37:07.739606] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-11-26T21:37:07.739765] [INFO ] [sig ] UFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:07.879987] [INFO ] [LOCAL ] Saved forecast: UFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UFI.txt [2025-11-26T21:37:07.880163] [INFO ] [sig ] [3288/3599] Completed UFI in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:07.880216] [INFO ] [sig ] [3289/3599] Forecasting UFO... [2025-11-26T21:37:07.880258] [INFO ] [sig ] Generating forecast for: UFO [2025-11-26T21:37:07.880298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'. [2025-11-26T21:37:07.894759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFO'. [2025-11-26T21:37:07.895272] [INFO ] [FORECASTER] Starting predict_future for UFO [2025-11-26T21:37:07.896434] [DEBUG] [LOCAL ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt [2025-11-26T21:37:07.896526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:07.896614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:07.896715] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:07.896850] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:07.968309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:07.969445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:07.969584] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:07.969686] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:08.097609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:08.097832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:08.097908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:08.097995] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:08.101501] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=42.37%) [2025-11-26T21:37:08.101851] [INFO ] [FORECASTER] Completed predict_future for UFO [2025-11-26T21:37:08.102017] [INFO ] [sig ] UFO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:08.242823] [INFO ] [LOCAL ] Saved forecast: UFO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UFO.txt [2025-11-26T21:37:08.243012] [INFO ] [sig ] [3289/3599] Completed UFO in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:08.243066] [INFO ] [sig ] [3290/3599] Forecasting UFPI... [2025-11-26T21:37:08.243107] [INFO ] [sig ] Generating forecast for: UFPI [2025-11-26T21:37:08.243170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'. [2025-11-26T21:37:08.254965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFPI'. [2025-11-26T21:37:08.255614] [INFO ] [FORECASTER] Starting predict_future for UFPI [2025-11-26T21:37:08.256447] [DEBUG] [LOCAL ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt [2025-11-26T21:37:08.256521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:08.256567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:08.256604] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:08.256689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:08.316435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:08.317440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:08.317556] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:08.317618] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:08.434501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:08.434686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:08.434756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:08.434801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:08.438132] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=59.22%) [2025-11-26T21:37:08.438429] [INFO ] [FORECASTER] Completed predict_future for UFPI [2025-11-26T21:37:08.438569] [INFO ] [sig ] UFPI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:08.577848] [INFO ] [LOCAL ] Saved forecast: UFPI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UFPI.txt [2025-11-26T21:37:08.578013] [INFO ] [sig ] [3290/3599] Completed UFPI in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:08.578073] [INFO ] [sig ] [3291/3599] Forecasting UGI... [2025-11-26T21:37:08.578155] [INFO ] [sig ] Generating forecast for: UGI [2025-11-26T21:37:08.578197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-11-26T21:37:08.588476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGI'. [2025-11-26T21:37:08.588783] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-11-26T21:37:08.589546] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-11-26T21:37:08.589616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:08.589686] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:08.589728] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:08.589796] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:08.645747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:08.646384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:08.646478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:08.646519] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:08.766144] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:08.766330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:08.766381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:08.766418] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:08.769798] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=48.63%) [2025-11-26T21:37:08.770086] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-11-26T21:37:08.770222] [INFO ] [sig ] UGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:08.930186] [INFO ] [LOCAL ] Saved forecast: UGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UGI.txt [2025-11-26T21:37:08.930347] [INFO ] [sig ] [3291/3599] Completed UGI in 0.4s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:08.930402] [INFO ] [sig ] [3292/3599] Forecasting UGP... [2025-11-26T21:37:08.930453] [INFO ] [sig ] Generating forecast for: UGP [2025-11-26T21:37:08.930496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-11-26T21:37:08.940311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGP'. [2025-11-26T21:37:08.940662] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-11-26T21:37:08.941430] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-11-26T21:37:08.941497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:08.941543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:08.941582] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:08.941674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:09.001238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:09.002155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:09.002252] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:09.002305] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:09.121624] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:09.121817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:09.121870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:09.121910] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:09.125202] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=35.89%) [2025-11-26T21:37:09.125484] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-11-26T21:37:09.125618] [INFO ] [sig ] UGP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:09.266170] [INFO ] [LOCAL ] Saved forecast: UGP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UGP.txt [2025-11-26T21:37:09.266333] [INFO ] [sig ] [3292/3599] Completed UGP in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.8m [2025-11-26T21:37:09.266381] [INFO ] [sig ] [3293/3599] Forecasting UHAL... [2025-11-26T21:37:09.266432] [INFO ] [sig ] Generating forecast for: UHAL [2025-11-26T21:37:09.266478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-11-26T21:37:09.276734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHAL'. [2025-11-26T21:37:09.277041] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-11-26T21:37:09.277853] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-11-26T21:37:09.277930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:09.277984] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:09.278031] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:09.278107] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:09.334591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:09.335270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:09.335365] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:09.335407] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:09.457763] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:09.457936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:09.457997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:09.458050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:09.461378] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=86.23%) [2025-11-26T21:37:09.461679] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-11-26T21:37:09.461815] [INFO ] [sig ] UHAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:09.602976] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UHAL.txt [2025-11-26T21:37:09.603124] [INFO ] [sig ] [3293/3599] Completed UHAL in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:09.603185] [INFO ] [sig ] [3294/3599] Forecasting UHG... [2025-11-26T21:37:09.603229] [INFO ] [sig ] Generating forecast for: UHG [2025-11-26T21:37:09.603271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'. [2025-11-26T21:37:09.614053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHG'. [2025-11-26T21:37:09.614417] [INFO ] [FORECASTER] Starting predict_future for UHG [2025-11-26T21:37:09.615370] [DEBUG] [LOCAL ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt [2025-11-26T21:37:09.615439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:09.615477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:09.615516] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:09.615595] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:09.672444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:09.673345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:09.673446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:09.673491] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:09.787430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:09.787620] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:37:09.787692] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:09.787757] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:09.791096] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=58.55%) [2025-11-26T21:37:09.791393] [INFO ] [FORECASTER] Completed predict_future for UHG [2025-11-26T21:37:09.791543] [INFO ] [sig ] UHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:09.939440] [INFO ] [LOCAL ] Saved forecast: UHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UHG.txt [2025-11-26T21:37:09.939600] [INFO ] [sig ] [3294/3599] Completed UHG in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:09.939764] [INFO ] [sig ] [3295/3599] Forecasting UHS... [2025-11-26T21:37:09.939822] [INFO ] [sig ] Generating forecast for: UHS [2025-11-26T21:37:09.939866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-11-26T21:37:09.950775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHS'. [2025-11-26T21:37:09.951100] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-11-26T21:37:09.951950] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-11-26T21:37:09.952020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:09.952066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:09.952116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:09.952200] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:10.009111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:10.010059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:10.010167] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:10.010222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:10.131923] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:10.132107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:10.132157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:10.132193] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:10.135570] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=31.79%) [2025-11-26T21:37:10.135932] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-11-26T21:37:10.136130] [INFO ] [sig ] UHS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:10.277129] [INFO ] [LOCAL ] Saved forecast: UHS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UHS.txt [2025-11-26T21:37:10.277320] [INFO ] [sig ] [3295/3599] Completed UHS in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:10.277442] [INFO ] [sig ] [3296/3599] Forecasting UI... [2025-11-26T21:37:10.277508] [INFO ] [sig ] Generating forecast for: UI [2025-11-26T21:37:10.277582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-11-26T21:37:10.287922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UI'. [2025-11-26T21:37:10.288298] [INFO ] [FORECASTER] Starting predict_future for UI [2025-11-26T21:37:10.289411] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-11-26T21:37:10.289486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:10.289539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:10.289587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:10.289699] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:10.350003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:10.350938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:10.351045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:10.351095] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:10.467383] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:10.467553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:10.467606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:10.467665] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:10.471031] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=55.51%) [2025-11-26T21:37:10.471348] [INFO ] [FORECASTER] Completed predict_future for UI [2025-11-26T21:37:10.471503] [INFO ] [sig ] UI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:10.613777] [INFO ] [LOCAL ] Saved forecast: UI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UI.txt [2025-11-26T21:37:10.613958] [INFO ] [sig ] [3296/3599] Completed UI in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:10.614014] [INFO ] [sig ] [3297/3599] Forecasting UIS... [2025-11-26T21:37:10.614059] [INFO ] [sig ] Generating forecast for: UIS [2025-11-26T21:37:10.614138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-11-26T21:37:10.624726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UIS'. [2025-11-26T21:37:10.625088] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-11-26T21:37:10.625957] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-11-26T21:37:10.626029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:10.626075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:10.626115] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:10.626182] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:10.689847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:10.690730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:10.690828] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:10.690873] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:10.815361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:10.815529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:10.815589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:10.815628] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:10.819051] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=24.12%) [2025-11-26T21:37:10.819360] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-11-26T21:37:10.819502] [INFO ] [sig ] UIS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:10.961999] [INFO ] [LOCAL ] Saved forecast: UIS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UIS.txt [2025-11-26T21:37:10.962184] [INFO ] [sig ] [3297/3599] Completed UIS in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:10.962323] [INFO ] [sig ] [3298/3599] Forecasting UITB... [2025-11-26T21:37:10.962413] [INFO ] [sig ] Generating forecast for: UITB [2025-11-26T21:37:10.962501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'. [2025-11-26T21:37:10.973666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UITB'. [2025-11-26T21:37:10.974034] [INFO ] [FORECASTER] Starting predict_future for UITB [2025-11-26T21:37:10.974885] [DEBUG] [LOCAL ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt [2025-11-26T21:37:10.974960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:10.975031] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:10.975091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:10.975199] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:11.033603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:11.034607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:11.034754] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:11.034831] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:11.151534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:11.151758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:11.151831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:11.151893] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:11.155352] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-11-26T21:37:11.155716] [INFO ] [FORECASTER] Completed predict_future for UITB [2025-11-26T21:37:11.155888] [INFO ] [sig ] UITB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:11.296282] [INFO ] [LOCAL ] Saved forecast: UITB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UITB.txt [2025-11-26T21:37:11.296431] [INFO ] [sig ] [3298/3599] Completed UITB in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:11.296484] [INFO ] [sig ] [3299/3599] Forecasting UL... [2025-11-26T21:37:11.296521] [INFO ] [sig ] Generating forecast for: UL [2025-11-26T21:37:11.296560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-11-26T21:37:11.306630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UL'. [2025-11-26T21:37:11.306977] [INFO ] [FORECASTER] Starting predict_future for UL [2025-11-26T21:37:11.307865] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-11-26T21:37:11.307946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:11.308022] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:11.308087] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:11.308198] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:11.365131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:11.365816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:11.365924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:11.365998] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:11.490740] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:11.490918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:11.491014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:11.491093] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:11.494437] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=92.80%) [2025-11-26T21:37:11.494781] [INFO ] [FORECASTER] Completed predict_future for UL [2025-11-26T21:37:11.494957] [INFO ] [sig ] UL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:11.634816] [INFO ] [LOCAL ] Saved forecast: UL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UL.txt [2025-11-26T21:37:11.634990] [INFO ] [sig ] [3299/3599] Completed UL in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:11.635089] [INFO ] [sig ] [3300/3599] Forecasting ULBI... [2025-11-26T21:37:11.635181] [INFO ] [sig ] Generating forecast for: ULBI [2025-11-26T21:37:11.635236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'. [2025-11-26T21:37:11.646037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULBI'. [2025-11-26T21:37:11.646391] [INFO ] [FORECASTER] Starting predict_future for ULBI [2025-11-26T21:37:11.647251] [DEBUG] [LOCAL ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt [2025-11-26T21:37:11.647334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:11.647417] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:11.647474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:11.647551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:11.709702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:11.710735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:11.710852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:11.710930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:11.834971] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:11.835147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:11.835200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:11.835255] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:11.838870] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=5.99%) [2025-11-26T21:37:11.839177] [INFO ] [FORECASTER] Completed predict_future for ULBI [2025-11-26T21:37:11.839330] [INFO ] [sig ] ULBI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:11.983066] [INFO ] [LOCAL ] Saved forecast: ULBI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULBI.txt [2025-11-26T21:37:11.983241] [INFO ] [sig ] [3300/3599] Completed ULBI in 0.3s | 2.92 sym/s | Total: 18.8m | ETA: 1.7m [2025-11-26T21:37:11.983299] [INFO ] [sig ] [3301/3599] Forecasting ULCC... [2025-11-26T21:37:11.983405] [INFO ] [sig ] Generating forecast for: ULCC [2025-11-26T21:37:11.983456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'. [2025-11-26T21:37:11.994029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULCC'. [2025-11-26T21:37:11.994441] [INFO ] [FORECASTER] Starting predict_future for ULCC [2025-11-26T21:37:11.995426] [DEBUG] [LOCAL ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt [2025-11-26T21:37:11.995513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:11.995595] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:11.995691] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:11.995818] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:12.057332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:12.058272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:12.058373] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:12.058431] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:12.178615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:12.178807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:12.178895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:12.178966] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:12.182389] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=2.15%) [2025-11-26T21:37:12.182737] [INFO ] [FORECASTER] Completed predict_future for ULCC [2025-11-26T21:37:12.182914] [INFO ] [sig ] ULCC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:12.324468] [INFO ] [LOCAL ] Saved forecast: ULCC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULCC.txt [2025-11-26T21:37:12.324681] [INFO ] [sig ] [3301/3599] Completed ULCC in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:12.324759] [INFO ] [sig ] [3302/3599] Forecasting ULH... [2025-11-26T21:37:12.324887] [INFO ] [sig ] Generating forecast for: ULH [2025-11-26T21:37:12.324945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'. [2025-11-26T21:37:12.335104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULH'. [2025-11-26T21:37:12.335431] [INFO ] [FORECASTER] Starting predict_future for ULH [2025-11-26T21:37:12.336409] [DEBUG] [LOCAL ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt [2025-11-26T21:37:12.336485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:12.336551] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:12.336627] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:12.336790] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:12.394992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:12.395709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:12.395815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:12.395896] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:12.517612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:12.517819] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:37:12.517893] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:12.517955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:12.521383] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=80.15%) [2025-11-26T21:37:12.521757] [INFO ] [FORECASTER] Completed predict_future for ULH [2025-11-26T21:37:12.521938] [INFO ] [sig ] ULH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:12.661311] [INFO ] [LOCAL ] Saved forecast: ULH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ULH.txt [2025-11-26T21:37:12.661487] [INFO ] [sig ] [3302/3599] Completed ULH in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:12.661560] [INFO ] [sig ] [3303/3599] Forecasting ULTA... [2025-11-26T21:37:12.661682] [INFO ] [sig ] Generating forecast for: ULTA [2025-11-26T21:37:12.661767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'. [2025-11-26T21:37:12.672322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULTA'. [2025-11-26T21:37:12.672692] [INFO ] [FORECASTER] Starting predict_future for ULTA [2025-11-26T21:37:12.673556] [DEBUG] [LOCAL ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt [2025-11-26T21:37:12.673673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:12.673747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:12.673810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:12.673927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:12.733516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:12.734261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:12.734369] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:12.734439] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:12.848084] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:12.848292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:12.848386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:12.848466] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:12.851973] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=36.02%) [2025-11-26T21:37:12.852360] [INFO ] [FORECASTER] Completed predict_future for ULTA [2025-11-26T21:37:12.852540] [INFO ] [sig ] ULTA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:12.994340] [INFO ] [LOCAL ] Saved forecast: ULTA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULTA.txt [2025-11-26T21:37:12.994520] [INFO ] [sig ] [3303/3599] Completed ULTA in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:12.994614] [INFO ] [sig ] [3304/3599] Forecasting ULY... [2025-11-26T21:37:12.994676] [INFO ] [sig ] Generating forecast for: ULY [2025-11-26T21:37:12.994771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'. [2025-11-26T21:37:13.005295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULY'. [2025-11-26T21:37:13.005782] [INFO ] [FORECASTER] Starting predict_future for ULY [2025-11-26T21:37:13.006822] [DEBUG] [LOCAL ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt [2025-11-26T21:37:13.006897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:13.006942] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:13.006992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:13.007073] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:13.067302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:13.068252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:13.068355] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:13.068403] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:13.182954] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:13.183133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:13.183187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:13.183230] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:13.186613] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=17.18%) [2025-11-26T21:37:13.186986] [INFO ] [FORECASTER] Completed predict_future for ULY [2025-11-26T21:37:13.187135] [INFO ] [sig ] ULY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:13.325520] [INFO ] [LOCAL ] Saved forecast: ULY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ULY.txt [2025-11-26T21:37:13.325678] [INFO ] [sig ] [3304/3599] Completed ULY in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:13.325732] [INFO ] [sig ] [3305/3599] Forecasting UMBF... [2025-11-26T21:37:13.325774] [INFO ] [sig ] Generating forecast for: UMBF [2025-11-26T21:37:13.325815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'. [2025-11-26T21:37:13.336563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMBF'. [2025-11-26T21:37:13.336929] [INFO ] [FORECASTER] Starting predict_future for UMBF [2025-11-26T21:37:13.337818] [DEBUG] [LOCAL ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt [2025-11-26T21:37:13.337888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:13.337934] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:13.337973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:13.338057] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:13.397235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:13.398185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:13.398287] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:13.398335] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:13.518164] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:13.518365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:13.518421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:13.518460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:13.521989] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=38.86%) [2025-11-26T21:37:13.522343] [INFO ] [FORECASTER] Completed predict_future for UMBF [2025-11-26T21:37:13.522530] [INFO ] [sig ] UMBF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:13.663016] [INFO ] [LOCAL ] Saved forecast: UMBF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMBF.txt [2025-11-26T21:37:13.663232] [INFO ] [sig ] [3305/3599] Completed UMBF in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:13.663323] [INFO ] [sig ] [3306/3599] Forecasting UMC... [2025-11-26T21:37:13.663412] [INFO ] [sig ] Generating forecast for: UMC [2025-11-26T21:37:13.663522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-11-26T21:37:13.674019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMC'. [2025-11-26T21:37:13.674425] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-11-26T21:37:13.675235] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-11-26T21:37:13.675304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:13.675350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:13.675400] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:13.675542] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:13.734598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:13.735469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:13.735568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:13.735610] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:13.856029] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:13.856194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:13.856257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:13.856299] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:13.859790] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=18.61%) [2025-11-26T21:37:13.860128] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-11-26T21:37:13.860288] [INFO ] [sig ] UMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:14.003179] [INFO ] [LOCAL ] Saved forecast: UMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMC.txt [2025-11-26T21:37:14.003351] [INFO ] [sig ] [3306/3599] Completed UMC in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:14.003409] [INFO ] [sig ] [3307/3599] Forecasting UMH... [2025-11-26T21:37:14.003448] [INFO ] [sig ] Generating forecast for: UMH [2025-11-26T21:37:14.003494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-11-26T21:37:14.014129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMH'. [2025-11-26T21:37:14.014566] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-11-26T21:37:14.015459] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-11-26T21:37:14.015533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:14.015580] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:14.015622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:14.015782] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:14.073868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:14.074787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:14.074892] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:14.074940] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:14.193587] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:14.193780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:14.193877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:14.193930] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:14.197726] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-11-26T21:37:14.198047] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-11-26T21:37:14.198217] [INFO ] [sig ] UMH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:14.339481] [INFO ] [LOCAL ] Saved forecast: UMH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMH.txt [2025-11-26T21:37:14.339699] [INFO ] [sig ] [3307/3599] Completed UMH in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:14.339797] [INFO ] [sig ] [3308/3599] Forecasting UMMA... [2025-11-26T21:37:14.339913] [INFO ] [sig ] Generating forecast for: UMMA [2025-11-26T21:37:14.339953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'. [2025-11-26T21:37:14.350495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMMA'. [2025-11-26T21:37:14.350868] [INFO ] [FORECASTER] Starting predict_future for UMMA [2025-11-26T21:37:14.351697] [DEBUG] [LOCAL ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt [2025-11-26T21:37:14.351766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:14.351812] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:14.351861] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:14.351946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:14.410125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:14.410840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:14.410941] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:14.410995] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:14.523126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:14.523294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:14.523368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:14.523437] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:14.526917] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=24.24%) [2025-11-26T21:37:14.527248] [INFO ] [FORECASTER] Completed predict_future for UMMA [2025-11-26T21:37:14.527444] [INFO ] [sig ] UMMA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:14.674090] [INFO ] [LOCAL ] Saved forecast: UMMA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UMMA.txt [2025-11-26T21:37:14.674308] [INFO ] [sig ] [3308/3599] Completed UMMA in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:14.674363] [INFO ] [sig ] [3309/3599] Forecasting UNCY... [2025-11-26T21:37:14.674404] [INFO ] [sig ] Generating forecast for: UNCY [2025-11-26T21:37:14.674448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'. [2025-11-26T21:37:14.685294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNCY'. [2025-11-26T21:37:14.685692] [INFO ] [FORECASTER] Starting predict_future for UNCY [2025-11-26T21:37:14.686498] [DEBUG] [LOCAL ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt [2025-11-26T21:37:14.686575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:14.686633] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:14.686695] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:14.686775] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:14.742563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:14.743292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:14.743398] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:14.743457] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:14.863967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:14.864154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:14.864209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:14.864251] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:14.867823] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-11-26T21:37:14.868137] [INFO ] [FORECASTER] Completed predict_future for UNCY [2025-11-26T21:37:14.868293] [INFO ] [sig ] UNCY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:15.008867] [INFO ] [LOCAL ] Saved forecast: UNCY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UNCY.txt [2025-11-26T21:37:15.009074] [INFO ] [sig ] [3309/3599] Completed UNCY in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:15.009144] [INFO ] [sig ] [3310/3599] Forecasting UNF... [2025-11-26T21:37:15.009189] [INFO ] [sig ] Generating forecast for: UNF [2025-11-26T21:37:15.009278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-11-26T21:37:15.019896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNF'. [2025-11-26T21:37:15.020226] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-11-26T21:37:15.021032] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-11-26T21:37:15.021106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:15.021154] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:15.021194] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:15.021264] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:15.080227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:15.081000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:15.081101] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:15.081149] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:15.201993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:15.202175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:15.202228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:15.202269] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:15.205772] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=93.14%) [2025-11-26T21:37:15.206076] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-11-26T21:37:15.206225] [INFO ] [sig ] UNF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:15.351736] [INFO ] [LOCAL ] Saved forecast: UNF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNF.txt [2025-11-26T21:37:15.351886] [INFO ] [sig ] [3310/3599] Completed UNF in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.7m [2025-11-26T21:37:15.351941] [INFO ] [sig ] [3311/3599] Forecasting UNFI... [2025-11-26T21:37:15.351983] [INFO ] [sig ] Generating forecast for: UNFI [2025-11-26T21:37:15.352024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-11-26T21:37:15.361954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNFI'. [2025-11-26T21:37:15.362257] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-11-26T21:37:15.363050] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-11-26T21:37:15.363124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:15.363183] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:15.363224] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:15.363292] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:15.419888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:15.420492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:15.420599] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:15.420673] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:15.543257] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:15.543434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:15.543486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:15.543529] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:15.546946] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=98.40%) [2025-11-26T21:37:15.547236] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-11-26T21:37:15.547381] [INFO ] [sig ] UNFI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:15.688543] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNFI.txt [2025-11-26T21:37:15.688708] [INFO ] [sig ] [3311/3599] Completed UNFI in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:15.688762] [INFO ] [sig ] [3312/3599] Forecasting UNH... [2025-11-26T21:37:15.688830] [INFO ] [sig ] Generating forecast for: UNH [2025-11-26T21:37:15.688878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-11-26T21:37:15.699852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNH'. [2025-11-26T21:37:15.700226] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-11-26T21:37:15.701061] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-11-26T21:37:15.701130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:15.701180] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:15.701228] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:15.701310] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:15.757851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:15.758540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:15.758638] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:15.758717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:15.875316] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:15.875488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:15.875542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:15.875583] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:15.879068] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-11-26T21:37:15.879377] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-11-26T21:37:15.879533] [INFO ] [sig ] UNH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:16.020348] [INFO ] [LOCAL ] Saved forecast: UNH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNH.txt [2025-11-26T21:37:16.020529] [INFO ] [sig ] [3312/3599] Completed UNH in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:16.020620] [INFO ] [sig ] [3313/3599] Forecasting UNM... [2025-11-26T21:37:16.020737] [INFO ] [sig ] Generating forecast for: UNM [2025-11-26T21:37:16.020793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-11-26T21:37:16.030622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNM'. [2025-11-26T21:37:16.030982] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-11-26T21:37:16.031790] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-11-26T21:37:16.031870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:16.031930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:16.031985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:16.032078] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:16.090503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:16.091255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:16.091367] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:16.091433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:16.211450] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:16.211610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:16.211681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:16.211744] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:16.215089] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=76.79%) [2025-11-26T21:37:16.215386] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-11-26T21:37:16.215536] [INFO ] [sig ] UNM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:16.359013] [INFO ] [LOCAL ] Saved forecast: UNM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNM.txt [2025-11-26T21:37:16.359177] [INFO ] [sig ] [3313/3599] Completed UNM in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:16.359231] [INFO ] [sig ] [3314/3599] Forecasting UNMA... [2025-11-26T21:37:16.359267] [INFO ] [sig ] Generating forecast for: UNMA [2025-11-26T21:37:16.359316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-11-26T21:37:16.370224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNMA'. [2025-11-26T21:37:16.370592] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-11-26T21:37:16.371471] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-11-26T21:37:16.371551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:16.371614] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:16.371690] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:16.371788] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:16.430937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:16.431893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:16.432008] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:16.432069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:16.540374] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:16.540558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:16.540616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:16.540680] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:16.544125] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=89.03%) [2025-11-26T21:37:16.544420] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-11-26T21:37:16.544565] [INFO ] [sig ] UNMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:16.682438] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UNMA.txt [2025-11-26T21:37:16.682581] [INFO ] [sig ] [3314/3599] Completed UNMA in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:16.682632] [INFO ] [sig ] [3315/3599] Forecasting UNP... [2025-11-26T21:37:16.682707] [INFO ] [sig ] Generating forecast for: UNP [2025-11-26T21:37:16.682753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-11-26T21:37:16.693110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNP'. [2025-11-26T21:37:16.693466] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-11-26T21:37:16.694301] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-11-26T21:37:16.694372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:16.694419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:16.694459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:16.694527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:16.751194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:16.751848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:16.751944] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:16.751991] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:16.869155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:16.869324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:16.869380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:16.869425] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:16.872806] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=27.32%) [2025-11-26T21:37:16.873101] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-11-26T21:37:16.873247] [INFO ] [sig ] UNP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:17.012250] [INFO ] [LOCAL ] Saved forecast: UNP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UNP.txt [2025-11-26T21:37:17.012399] [INFO ] [sig ] [3315/3599] Completed UNP in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:17.012451] [INFO ] [sig ] [3316/3599] Forecasting UNTY... [2025-11-26T21:37:17.012501] [INFO ] [sig ] Generating forecast for: UNTY [2025-11-26T21:37:17.012557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'. [2025-11-26T21:37:17.025953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNTY'. [2025-11-26T21:37:17.026337] [INFO ] [FORECASTER] Starting predict_future for UNTY [2025-11-26T21:37:17.027314] [DEBUG] [LOCAL ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt [2025-11-26T21:37:17.027388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:17.027452] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:17.027493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:17.027560] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:17.085008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:17.085717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:17.085814] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:17.085866] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:17.203221] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:17.203391] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:37:17.203442] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:17.203482] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:17.206947] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=9.13%) [2025-11-26T21:37:17.207253] [INFO ] [FORECASTER] Completed predict_future for UNTY [2025-11-26T21:37:17.207423] [INFO ] [sig ] UNTY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:17.346297] [INFO ] [LOCAL ] Saved forecast: UNTY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UNTY.txt [2025-11-26T21:37:17.346450] [INFO ] [sig ] [3316/3599] Completed UNTY in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:17.346503] [INFO ] [sig ] [3317/3599] Forecasting UONE... [2025-11-26T21:37:17.346570] [INFO ] [sig ] Generating forecast for: UONE [2025-11-26T21:37:17.346608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'. [2025-11-26T21:37:17.357521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UONE'. [2025-11-26T21:37:17.357880] [INFO ] [FORECASTER] Starting predict_future for UONE [2025-11-26T21:37:17.358668] [DEBUG] [LOCAL ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt [2025-11-26T21:37:17.358735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:17.358780] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:17.358819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:17.358886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:17.415530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:17.416210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:17.416307] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:17.416354] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:17.520989] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:17.521164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:17.521219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:17.521259] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:17.524569] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=50.86%) [2025-11-26T21:37:17.524870] [INFO ] [FORECASTER] Completed predict_future for UONE [2025-11-26T21:37:17.525014] [INFO ] [sig ] UONE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:17.663255] [INFO ] [LOCAL ] Saved forecast: UONE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UONE.txt [2025-11-26T21:37:17.663401] [INFO ] [sig ] [3317/3599] Completed UONE in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:17.663456] [INFO ] [sig ] [3318/3599] Forecasting UPBD... [2025-11-26T21:37:17.663496] [INFO ] [sig ] Generating forecast for: UPBD [2025-11-26T21:37:17.663537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'. [2025-11-26T21:37:17.674012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPBD'. [2025-11-26T21:37:17.674330] [INFO ] [FORECASTER] Starting predict_future for UPBD [2025-11-26T21:37:17.675113] [DEBUG] [LOCAL ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt [2025-11-26T21:37:17.675185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:17.675231] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:17.675271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:17.675339] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:17.734975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:17.736073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:17.736186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:17.736253] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:17.858424] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:17.858679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:17.858761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:17.858874] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:17.862439] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=7.02%) [2025-11-26T21:37:17.862801] [INFO ] [FORECASTER] Completed predict_future for UPBD [2025-11-26T21:37:17.862978] [INFO ] [sig ] UPBD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:18.012200] [INFO ] [LOCAL ] Saved forecast: UPBD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPBD.txt [2025-11-26T21:37:18.012388] [INFO ] [sig ] [3318/3599] Completed UPBD in 0.3s | 2.92 sym/s | Total: 18.9m | ETA: 1.6m [2025-11-26T21:37:18.012444] [INFO ] [sig ] [3319/3599] Forecasting UPC... [2025-11-26T21:37:18.012488] [INFO ] [sig ] Generating forecast for: UPC [2025-11-26T21:37:18.012568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'. [2025-11-26T21:37:18.023546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPC'. [2025-11-26T21:37:18.023949] [INFO ] [FORECASTER] Starting predict_future for UPC [2025-11-26T21:37:18.025063] [DEBUG] [LOCAL ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt [2025-11-26T21:37:18.025134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:18.025180] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:18.025221] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:18.025289] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:18.085080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:18.085929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:18.086035] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:18.086083] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:18.209073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:18.209282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:18.209338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:18.209373] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:18.213102] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-11-26T21:37:18.213409] [INFO ] [FORECASTER] Completed predict_future for UPC [2025-11-26T21:37:18.213556] [INFO ] [sig ] UPC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:18.361948] [INFO ] [LOCAL ] Saved forecast: UPC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPC.txt [2025-11-26T21:37:18.362119] [INFO ] [sig ] [3319/3599] Completed UPC in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:18.362187] [INFO ] [sig ] [3320/3599] Forecasting UPLD... [2025-11-26T21:37:18.362229] [INFO ] [sig ] Generating forecast for: UPLD [2025-11-26T21:37:18.362295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'. [2025-11-26T21:37:18.374197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPLD'. [2025-11-26T21:37:18.374614] [INFO ] [FORECASTER] Starting predict_future for UPLD [2025-11-26T21:37:18.375506] [DEBUG] [LOCAL ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt [2025-11-26T21:37:18.375577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:18.375623] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:18.375685] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:18.375777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:18.439424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:18.440387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:18.440497] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:18.440564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:18.565430] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:18.565633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:18.565724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:18.565789] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:18.569750] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=66.75%) [2025-11-26T21:37:18.570060] [INFO ] [FORECASTER] Completed predict_future for UPLD [2025-11-26T21:37:18.570208] [INFO ] [sig ] UPLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:18.710908] [INFO ] [LOCAL ] Saved forecast: UPLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UPLD.txt [2025-11-26T21:37:18.711093] [INFO ] [sig ] [3320/3599] Completed UPLD in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:18.711171] [INFO ] [sig ] [3321/3599] Forecasting UPS... [2025-11-26T21:37:18.711211] [INFO ] [sig ] Generating forecast for: UPS [2025-11-26T21:37:18.711255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-11-26T21:37:18.721841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPS'. [2025-11-26T21:37:18.722253] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-11-26T21:37:18.723083] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-11-26T21:37:18.723154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:18.723193] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:18.723238] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:18.723321] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:18.780632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:18.781539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:18.781659] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:18.781711] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:18.906523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:18.906727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:18.906780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:18.906819] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:18.910159] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=66.87%) [2025-11-26T21:37:18.910459] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-11-26T21:37:18.910604] [INFO ] [sig ] UPS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:19.053447] [INFO ] [LOCAL ] Saved forecast: UPS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UPS.txt [2025-11-26T21:37:19.053627] [INFO ] [sig ] [3321/3599] Completed UPS in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:19.053699] [INFO ] [sig ] [3322/3599] Forecasting UPWK... [2025-11-26T21:37:19.053760] [INFO ] [sig ] Generating forecast for: UPWK [2025-11-26T21:37:19.053801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'. [2025-11-26T21:37:19.064109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPWK'. [2025-11-26T21:37:19.064417] [INFO ] [FORECASTER] Starting predict_future for UPWK [2025-11-26T21:37:19.065258] [DEBUG] [LOCAL ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt [2025-11-26T21:37:19.065337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:19.065405] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:19.065466] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:19.065579] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:19.126045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:19.126855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:19.126967] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:19.127053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:19.250110] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:19.250315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:19.250415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:19.250468] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:19.254012] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=13.18%) [2025-11-26T21:37:19.254331] [INFO ] [FORECASTER] Completed predict_future for UPWK [2025-11-26T21:37:19.254484] [INFO ] [sig ] UPWK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:19.396171] [INFO ] [LOCAL ] Saved forecast: UPWK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPWK.txt [2025-11-26T21:37:19.396329] [INFO ] [sig ] [3322/3599] Completed UPWK in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:19.396382] [INFO ] [sig ] [3323/3599] Forecasting UPXI... [2025-11-26T21:37:19.396433] [INFO ] [sig ] Generating forecast for: UPXI [2025-11-26T21:37:19.396488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'. [2025-11-26T21:37:19.406931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPXI'. [2025-11-26T21:37:19.407260] [INFO ] [FORECASTER] Starting predict_future for UPXI [2025-11-26T21:37:19.408146] [DEBUG] [LOCAL ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt [2025-11-26T21:37:19.408233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:19.408307] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:19.408371] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:19.408475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:19.466753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:19.467427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:19.467530] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:19.467599] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:19.585538] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:19.585743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:19.585825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:19.585889] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:19.589349] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=34.39%) [2025-11-26T21:37:19.589690] [INFO ] [FORECASTER] Completed predict_future for UPXI [2025-11-26T21:37:19.589849] [INFO ] [sig ] UPXI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:19.740349] [INFO ] [LOCAL ] Saved forecast: UPXI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UPXI.txt [2025-11-26T21:37:19.740528] [INFO ] [sig ] [3323/3599] Completed UPXI in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:19.740584] [INFO ] [sig ] [3324/3599] Forecasting URBN... [2025-11-26T21:37:19.740627] [INFO ] [sig ] Generating forecast for: URBN [2025-11-26T21:37:19.740715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'. [2025-11-26T21:37:19.750887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URBN'. [2025-11-26T21:37:19.751187] [INFO ] [FORECASTER] Starting predict_future for URBN [2025-11-26T21:37:19.751983] [DEBUG] [LOCAL ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt [2025-11-26T21:37:19.752052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:19.752096] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:19.752135] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:19.752201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:19.811070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:19.811918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:19.812020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:19.812070] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:19.935440] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:19.935673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:19.935727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:19.935765] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:19.939257] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=23.81%) [2025-11-26T21:37:19.939589] [INFO ] [FORECASTER] Completed predict_future for URBN [2025-11-26T21:37:19.939787] [INFO ] [sig ] URBN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:20.080897] [INFO ] [LOCAL ] Saved forecast: URBN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/URBN.txt [2025-11-26T21:37:20.081049] [INFO ] [sig ] [3324/3599] Completed URBN in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:20.081107] [INFO ] [sig ] [3325/3599] Forecasting URGN... [2025-11-26T21:37:20.081190] [INFO ] [sig ] Generating forecast for: URGN [2025-11-26T21:37:20.081239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'. [2025-11-26T21:37:20.092732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URGN'. [2025-11-26T21:37:20.093050] [INFO ] [FORECASTER] Starting predict_future for URGN [2025-11-26T21:37:20.093856] [DEBUG] [LOCAL ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt [2025-11-26T21:37:20.093928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:20.093992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:20.094042] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:20.094145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:20.156499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:20.157430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:20.157535] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:20.157585] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:20.278586] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:20.278792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:20.278868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:20.278922] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:20.282422] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-11-26T21:37:20.282763] [INFO ] [FORECASTER] Completed predict_future for URGN [2025-11-26T21:37:20.282924] [INFO ] [sig ] URGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:20.424224] [INFO ] [LOCAL ] Saved forecast: URGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/URGN.txt [2025-11-26T21:37:20.424400] [INFO ] [sig ] [3325/3599] Completed URGN in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:20.424465] [INFO ] [sig ] [3326/3599] Forecasting URI... [2025-11-26T21:37:20.424509] [INFO ] [sig ] Generating forecast for: URI [2025-11-26T21:37:20.424667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-11-26T21:37:20.434775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URI'. [2025-11-26T21:37:20.435096] [INFO ] [FORECASTER] Starting predict_future for URI [2025-11-26T21:37:20.435914] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-11-26T21:37:20.435983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:20.436028] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:20.436067] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:20.436174] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:20.493890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:20.494564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:20.494679] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:20.494738] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:20.618613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:20.618798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:20.618853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:20.618896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:20.622423] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: UP (p=76.44%) [2025-11-26T21:37:20.622773] [INFO ] [FORECASTER] Completed predict_future for URI [2025-11-26T21:37:20.622918] [INFO ] [sig ] URI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:20.764502] [INFO ] [LOCAL ] Saved forecast: URI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/URI.txt [2025-11-26T21:37:20.764699] [INFO ] [sig ] [3326/3599] Completed URI in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:20.764759] [INFO ] [sig ] [3327/3599] Forecasting URNJ... [2025-11-26T21:37:20.764800] [INFO ] [sig ] Generating forecast for: URNJ [2025-11-26T21:37:20.764843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'. [2025-11-26T21:37:20.775574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URNJ'. [2025-11-26T21:37:20.775925] [INFO ] [FORECASTER] Starting predict_future for URNJ [2025-11-26T21:37:20.776773] [DEBUG] [LOCAL ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt [2025-11-26T21:37:20.776849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:20.776913] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:20.776973] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:20.777071] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:20.835835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:20.836777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:20.836887] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:20.836958] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:20.963207] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:20.963418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:20.963490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:20.963550] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:20.967142] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=21.12%) [2025-11-26T21:37:20.967503] [INFO ] [FORECASTER] Completed predict_future for URNJ [2025-11-26T21:37:20.967682] [INFO ] [sig ] URNJ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:21.114710] [INFO ] [LOCAL ] Saved forecast: URNJ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/URNJ.txt [2025-11-26T21:37:21.114913] [INFO ] [sig ] [3327/3599] Completed URNJ in 0.4s | 2.92 sym/s | Total: 19.0m | ETA: 1.6m [2025-11-26T21:37:21.114968] [INFO ] [sig ] [3328/3599] Forecasting UROY... [2025-11-26T21:37:21.115005] [INFO ] [sig ] Generating forecast for: UROY [2025-11-26T21:37:21.115043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'. [2025-11-26T21:37:21.125070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UROY'. [2025-11-26T21:37:21.125417] [INFO ] [FORECASTER] Starting predict_future for UROY [2025-11-26T21:37:21.126202] [DEBUG] [LOCAL ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt [2025-11-26T21:37:21.126275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:21.126319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:21.126358] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:21.126424] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:21.185688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:21.186532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:21.186634] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:21.186699] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:21.310432] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:21.310615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:21.310726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:21.310792] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:21.314192] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=61.24%) [2025-11-26T21:37:21.314520] [INFO ] [FORECASTER] Completed predict_future for UROY [2025-11-26T21:37:21.314710] [INFO ] [sig ] UROY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:21.456093] [INFO ] [LOCAL ] Saved forecast: UROY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UROY.txt [2025-11-26T21:37:21.456270] [INFO ] [sig ] [3328/3599] Completed UROY in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:21.456360] [INFO ] [sig ] [3329/3599] Forecasting USA... [2025-11-26T21:37:21.456430] [INFO ] [sig ] Generating forecast for: USA [2025-11-26T21:37:21.456523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-11-26T21:37:21.467045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USA'. [2025-11-26T21:37:21.467364] [INFO ] [FORECASTER] Starting predict_future for USA [2025-11-26T21:37:21.468272] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-11-26T21:37:21.468344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:21.468389] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:21.468439] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:21.468520] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:21.527999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:21.528727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:21.528822] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:21.528880] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:21.652048] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:21.652280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:21.652335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:21.652380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:21.656061] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=0.93%) [2025-11-26T21:37:21.656390] [INFO ] [FORECASTER] Completed predict_future for USA [2025-11-26T21:37:21.656555] [INFO ] [sig ] USA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:21.798385] [INFO ] [LOCAL ] Saved forecast: USA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USA.txt [2025-11-26T21:37:21.798536] [INFO ] [sig ] [3329/3599] Completed USA in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:21.798588] [INFO ] [sig ] [3330/3599] Forecasting USAC... [2025-11-26T21:37:21.798631] [INFO ] [sig ] Generating forecast for: USAC [2025-11-26T21:37:21.798744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-11-26T21:37:21.809752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USAC'. [2025-11-26T21:37:21.810075] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-11-26T21:37:21.810936] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-11-26T21:37:21.811008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:21.811070] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:21.811130] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:21.811229] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:21.871021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:21.871932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:21.872037] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:21.872104] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:21.993541] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:21.993737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:21.993803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:21.993845] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:21.997366] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=81.38%) [2025-11-26T21:37:21.997731] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-11-26T21:37:21.997895] [INFO ] [sig ] USAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:22.140179] [INFO ] [LOCAL ] Saved forecast: USAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USAC.txt [2025-11-26T21:37:22.140364] [INFO ] [sig ] [3330/3599] Completed USAC in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:22.140421] [INFO ] [sig ] [3331/3599] Forecasting USB... [2025-11-26T21:37:22.140459] [INFO ] [sig ] Generating forecast for: USB [2025-11-26T21:37:22.140501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-11-26T21:37:22.151082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USB'. [2025-11-26T21:37:22.151426] [INFO ] [FORECASTER] Starting predict_future for USB [2025-11-26T21:37:22.152284] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-11-26T21:37:22.152356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:22.152410] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:22.152459] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:22.152544] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:22.212013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:22.212777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:22.212878] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:22.212941] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:22.335940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:22.336140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:22.336223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:22.336293] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:22.339879] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-11-26T21:37:22.340200] [INFO ] [FORECASTER] Completed predict_future for USB [2025-11-26T21:37:22.340378] [INFO ] [sig ] USB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:22.484968] [INFO ] [LOCAL ] Saved forecast: USB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USB.txt [2025-11-26T21:37:22.485144] [INFO ] [sig ] [3331/3599] Completed USB in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:22.485218] [INFO ] [sig ] [3332/3599] Forecasting USCB... [2025-11-26T21:37:22.485278] [INFO ] [sig ] Generating forecast for: USCB [2025-11-26T21:37:22.485362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'. [2025-11-26T21:37:22.495880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USCB'. [2025-11-26T21:37:22.496234] [INFO ] [FORECASTER] Starting predict_future for USCB [2025-11-26T21:37:22.497107] [DEBUG] [LOCAL ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt [2025-11-26T21:37:22.497178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:22.497237] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:22.497300] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:22.497388] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:22.557056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:22.557820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:22.557922] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:22.557979] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:22.674124] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:22.674326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:22.674411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:22.674483] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:22.678096] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=19.11%) [2025-11-26T21:37:22.678461] [INFO ] [FORECASTER] Completed predict_future for USCB [2025-11-26T21:37:22.678636] [INFO ] [sig ] USCB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:22.819145] [INFO ] [LOCAL ] Saved forecast: USCB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USCB.txt [2025-11-26T21:37:22.819314] [INFO ] [sig ] [3332/3599] Completed USCB in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:22.819370] [INFO ] [sig ] [3333/3599] Forecasting USDX... [2025-11-26T21:37:22.819417] [INFO ] [sig ] Generating forecast for: USDX [2025-11-26T21:37:22.819501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'. [2025-11-26T21:37:22.829399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USDX'. [2025-11-26T21:37:22.829747] [INFO ] [FORECASTER] Starting predict_future for USDX [2025-11-26T21:37:22.830585] [DEBUG] [LOCAL ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt [2025-11-26T21:37:22.830682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:22.830769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:22.830848] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:22.830974] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:22.888671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:22.889499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:22.889602] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:22.889689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:22.995073] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:22.995277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:22.995365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:22.995421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:23.002013] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=95.63%) [2025-11-26T21:37:23.002395] [INFO ] [FORECASTER] Completed predict_future for USDX [2025-11-26T21:37:23.002576] [INFO ] [sig ] USDX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:23.143839] [INFO ] [LOCAL ] Saved forecast: USDX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USDX.txt [2025-11-26T21:37:23.144004] [INFO ] [sig ] [3333/3599] Completed USDX in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:23.144078] [INFO ] [sig ] [3334/3599] Forecasting USEA... [2025-11-26T21:37:23.144140] [INFO ] [sig ] Generating forecast for: USEA [2025-11-26T21:37:23.144231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'. [2025-11-26T21:37:23.155079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USEA'. [2025-11-26T21:37:23.155430] [INFO ] [FORECASTER] Starting predict_future for USEA [2025-11-26T21:37:23.156314] [DEBUG] [LOCAL ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt [2025-11-26T21:37:23.156387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:23.156461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:23.156528] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:23.156626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:23.215111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:23.216043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:23.216163] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:23.216225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:23.329925] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:23.330111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:23.330184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:23.330254] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:23.333617] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=43.83%) [2025-11-26T21:37:23.333943] [INFO ] [FORECASTER] Completed predict_future for USEA [2025-11-26T21:37:23.334099] [INFO ] [sig ] USEA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:23.475510] [INFO ] [LOCAL ] Saved forecast: USEA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USEA.txt [2025-11-26T21:37:23.475722] [INFO ] [sig ] [3334/3599] Completed USEA in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:23.475829] [INFO ] [sig ] [3335/3599] Forecasting USFD... [2025-11-26T21:37:23.475914] [INFO ] [sig ] Generating forecast for: USFD [2025-11-26T21:37:23.475977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-11-26T21:37:23.486360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USFD'. [2025-11-26T21:37:23.486771] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-11-26T21:37:23.487638] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-11-26T21:37:23.487766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:23.487841] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:23.487910] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:23.488016] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:23.546604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:23.547524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:23.547633] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:23.547712] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:23.670689] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:23.670847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:23.670898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:23.670949] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:23.674284] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=50.90%) [2025-11-26T21:37:23.674590] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-11-26T21:37:23.674765] [INFO ] [sig ] USFD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:23.819303] [INFO ] [LOCAL ] Saved forecast: USFD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USFD.txt [2025-11-26T21:37:23.819479] [INFO ] [sig ] [3335/3599] Completed USFD in 0.3s | 2.92 sym/s | Total: 19.0m | ETA: 1.5m [2025-11-26T21:37:23.819576] [INFO ] [sig ] [3336/3599] Forecasting USGO... [2025-11-26T21:37:23.819683] [INFO ] [sig ] Generating forecast for: USGO [2025-11-26T21:37:23.819748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'. [2025-11-26T21:37:23.831271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USGO'. [2025-11-26T21:37:23.831686] [INFO ] [FORECASTER] Starting predict_future for USGO [2025-11-26T21:37:23.832758] [DEBUG] [LOCAL ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt [2025-11-26T21:37:23.832845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:23.832910] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:23.832966] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:23.833068] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:23.896686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:23.897555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:23.897686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:23.897751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:24.014361] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:24.014518] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:37:24.014584] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:24.014627] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:24.018476] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=7.80%) [2025-11-26T21:37:24.018857] [INFO ] [FORECASTER] Completed predict_future for USGO [2025-11-26T21:37:24.019051] [INFO ] [sig ] USGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:24.162422] [INFO ] [LOCAL ] Saved forecast: USGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USGO.txt [2025-11-26T21:37:24.162580] [INFO ] [sig ] [3336/3599] Completed USGO in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:24.162663] [INFO ] [sig ] [3337/3599] Forecasting USIG... [2025-11-26T21:37:24.162766] [INFO ] [sig ] Generating forecast for: USIG [2025-11-26T21:37:24.162830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'. [2025-11-26T21:37:24.173365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIG'. [2025-11-26T21:37:24.173708] [INFO ] [FORECASTER] Starting predict_future for USIG [2025-11-26T21:37:24.174561] [DEBUG] [LOCAL ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt [2025-11-26T21:37:24.174634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:24.174731] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:24.174779] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:24.174850] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:24.234546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:24.235460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:24.235569] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:24.235617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:24.363961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:24.364116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:24.364203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:24.364267] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:24.370787] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=19.42%) [2025-11-26T21:37:24.371233] [INFO ] [FORECASTER] Completed predict_future for USIG [2025-11-26T21:37:24.371426] [INFO ] [sig ] USIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:24.516340] [INFO ] [LOCAL ] Saved forecast: USIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USIG.txt [2025-11-26T21:37:24.516518] [INFO ] [sig ] [3337/3599] Completed USIG in 0.4s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:24.516619] [INFO ] [sig ] [3338/3599] Forecasting USIO... [2025-11-26T21:37:24.516707] [INFO ] [sig ] Generating forecast for: USIO [2025-11-26T21:37:24.516794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'. [2025-11-26T21:37:24.528414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIO'. [2025-11-26T21:37:24.528825] [INFO ] [FORECASTER] Starting predict_future for USIO [2025-11-26T21:37:24.529703] [DEBUG] [LOCAL ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt [2025-11-26T21:37:24.529782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:24.529843] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:24.529885] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:24.529971] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:24.587787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:24.588709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:24.588819] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:24.588891] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:24.706032] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:24.706221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:24.706297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:24.706362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:24.709774] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=60.48%) [2025-11-26T21:37:24.710094] [INFO ] [FORECASTER] Completed predict_future for USIO [2025-11-26T21:37:24.710262] [INFO ] [sig ] USIO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:24.851597] [INFO ] [LOCAL ] Saved forecast: USIO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USIO.txt [2025-11-26T21:37:24.851788] [INFO ] [sig ] [3338/3599] Completed USIO in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:24.851901] [INFO ] [sig ] [3339/3599] Forecasting USLM... [2025-11-26T21:37:24.851962] [INFO ] [sig ] Generating forecast for: USLM [2025-11-26T21:37:24.852023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'. [2025-11-26T21:37:24.862623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USLM'. [2025-11-26T21:37:24.862978] [INFO ] [FORECASTER] Starting predict_future for USLM [2025-11-26T21:37:24.863848] [DEBUG] [LOCAL ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt [2025-11-26T21:37:24.863926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:24.863991] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:24.864058] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:24.864162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:24.923039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:24.923824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:24.923934] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:24.924006] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:25.043194] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:25.043399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:25.043454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:25.043491] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:25.046887] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=68.27%) [2025-11-26T21:37:25.047190] [INFO ] [FORECASTER] Completed predict_future for USLM [2025-11-26T21:37:25.047331] [INFO ] [sig ] USLM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:25.193314] [INFO ] [LOCAL ] Saved forecast: USLM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USLM.txt [2025-11-26T21:37:25.193492] [INFO ] [sig ] [3339/3599] Completed USLM in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:25.193545] [INFO ] [sig ] [3340/3599] Forecasting USMC... [2025-11-26T21:37:25.193589] [INFO ] [sig ] Generating forecast for: USMC [2025-11-26T21:37:25.193629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'. [2025-11-26T21:37:25.204525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USMC'. [2025-11-26T21:37:25.204913] [INFO ] [FORECASTER] Starting predict_future for USMC [2025-11-26T21:37:25.205740] [DEBUG] [LOCAL ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt [2025-11-26T21:37:25.205809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:25.205854] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:25.205890] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:25.205956] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:25.262604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:25.263400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:25.263517] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:25.263578] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:25.378126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:25.378276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:25.378341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:25.378390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:25.381753] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=8.44%) [2025-11-26T21:37:25.382065] [INFO ] [FORECASTER] Completed predict_future for USMC [2025-11-26T21:37:25.382205] [INFO ] [sig ] USMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:25.523067] [INFO ] [LOCAL ] Saved forecast: USMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USMC.txt [2025-11-26T21:37:25.523219] [INFO ] [sig ] [3340/3599] Completed USMC in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:25.523272] [INFO ] [sig ] [3341/3599] Forecasting USOI... [2025-11-26T21:37:25.523322] [INFO ] [sig ] Generating forecast for: USOI [2025-11-26T21:37:25.523360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'. [2025-11-26T21:37:25.533222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOI'. [2025-11-26T21:37:25.533516] [INFO ] [FORECASTER] Starting predict_future for USOI [2025-11-26T21:37:25.534309] [DEBUG] [LOCAL ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt [2025-11-26T21:37:25.534380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:25.534424] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:25.534463] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:25.534528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:25.591089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:25.591795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:25.591889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:25.591933] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:25.710724] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:25.710891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:25.710950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:25.710988] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:25.714266] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=60.79%) [2025-11-26T21:37:25.714561] [INFO ] [FORECASTER] Completed predict_future for USOI [2025-11-26T21:37:25.714721] [INFO ] [sig ] USOI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:25.857835] [INFO ] [LOCAL ] Saved forecast: USOI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USOI.txt [2025-11-26T21:37:25.858068] [INFO ] [sig ] [3341/3599] Completed USOI in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:25.858148] [INFO ] [sig ] [3342/3599] Forecasting USOY... [2025-11-26T21:37:25.858188] [INFO ] [sig ] Generating forecast for: USOY [2025-11-26T21:37:25.858232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'. [2025-11-26T21:37:25.870267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOY'. [2025-11-26T21:37:25.870684] [INFO ] [FORECASTER] Starting predict_future for USOY [2025-11-26T21:37:25.871527] [DEBUG] [LOCAL ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt [2025-11-26T21:37:25.871604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:25.871680] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:25.871725] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:25.871793] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:25.931216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:25.932047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:25.932165] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:25.932216] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:26.048042] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:26.048233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:26.048307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:26.048351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:26.052062] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=95.33%) [2025-11-26T21:37:26.052430] [INFO ] [FORECASTER] Completed predict_future for USOY [2025-11-26T21:37:26.052586] [INFO ] [sig ] USOY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:26.200214] [INFO ] [LOCAL ] Saved forecast: USOY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USOY.txt [2025-11-26T21:37:26.200398] [INFO ] [sig ] [3342/3599] Completed USOY in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:26.200500] [INFO ] [sig ] [3343/3599] Forecasting USTB... [2025-11-26T21:37:26.200578] [INFO ] [sig ] Generating forecast for: USTB [2025-11-26T21:37:26.200622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'. [2025-11-26T21:37:26.211610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USTB'. [2025-11-26T21:37:26.212027] [INFO ] [FORECASTER] Starting predict_future for USTB [2025-11-26T21:37:26.212883] [DEBUG] [LOCAL ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt [2025-11-26T21:37:26.212955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:26.213051] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:26.213099] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:26.213168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:26.276193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:26.277108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:26.277212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:26.277260] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:26.398982] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:26.399181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:26.399234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:26.399275] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:26.402866] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=46.03%) [2025-11-26T21:37:26.403197] [INFO ] [FORECASTER] Completed predict_future for USTB [2025-11-26T21:37:26.403351] [INFO ] [sig ] USTB: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:26.552023] [INFO ] [LOCAL ] Saved forecast: USTB 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USTB.txt [2025-11-26T21:37:26.552235] [INFO ] [sig ] [3343/3599] Completed USTB in 0.4s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:26.552292] [INFO ] [sig ] [3344/3599] Forecasting USVM... [2025-11-26T21:37:26.552334] [INFO ] [sig ] Generating forecast for: USVM [2025-11-26T21:37:26.552398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'. [2025-11-26T21:37:26.562990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USVM'. [2025-11-26T21:37:26.563424] [INFO ] [FORECASTER] Starting predict_future for USVM [2025-11-26T21:37:26.564325] [DEBUG] [LOCAL ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt [2025-11-26T21:37:26.564396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:26.564442] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:26.564482] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:26.564575] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:26.623217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:26.624189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:26.624294] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:26.624342] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:26.741674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:26.741858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:26.741913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:26.741955] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:26.745269] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=41.46%) [2025-11-26T21:37:26.745555] [INFO ] [FORECASTER] Completed predict_future for USVM [2025-11-26T21:37:26.745710] [INFO ] [sig ] USVM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:26.885504] [INFO ] [LOCAL ] Saved forecast: USVM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/USVM.txt [2025-11-26T21:37:26.885754] [INFO ] [sig ] [3344/3599] Completed USVM in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:26.885860] [INFO ] [sig ] [3345/3599] Forecasting USXF... [2025-11-26T21:37:26.885931] [INFO ] [sig ] Generating forecast for: USXF [2025-11-26T21:37:26.885999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'. [2025-11-26T21:37:26.899296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USXF'. [2025-11-26T21:37:26.899722] [INFO ] [FORECASTER] Starting predict_future for USXF [2025-11-26T21:37:26.900553] [DEBUG] [LOCAL ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt [2025-11-26T21:37:26.900634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:26.900716] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:26.900773] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:26.900869] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:26.973823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:26.974761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:26.974872] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:26.974935] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:27.091928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:27.092115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:27.092168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:27.092211] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:27.095685] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=61.57%) [2025-11-26T21:37:27.095995] [INFO ] [FORECASTER] Completed predict_future for USXF [2025-11-26T21:37:27.096136] [INFO ] [sig ] USXF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:27.239161] [INFO ] [LOCAL ] Saved forecast: USXF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/USXF.txt [2025-11-26T21:37:27.239337] [INFO ] [sig ] [3345/3599] Completed USXF in 0.4s | 2.92 sym/s | Total: 19.1m | ETA: 1.5m [2025-11-26T21:37:27.239403] [INFO ] [sig ] [3346/3599] Forecasting UTEN... [2025-11-26T21:37:27.239454] [INFO ] [sig ] Generating forecast for: UTEN [2025-11-26T21:37:27.239520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'. [2025-11-26T21:37:27.249855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTEN'. [2025-11-26T21:37:27.250138] [INFO ] [FORECASTER] Starting predict_future for UTEN [2025-11-26T21:37:27.250950] [DEBUG] [LOCAL ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt [2025-11-26T21:37:27.251019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:27.251079] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:27.251120] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:27.251189] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:27.307790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:27.308466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:27.308562] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:27.308607] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:27.428781] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:27.428948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:27.428997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:27.429038] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:27.432288] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=41.26%) [2025-11-26T21:37:27.432577] [INFO ] [FORECASTER] Completed predict_future for UTEN [2025-11-26T21:37:27.432740] [INFO ] [sig ] UTEN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:27.573094] [INFO ] [LOCAL ] Saved forecast: UTEN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UTEN.txt [2025-11-26T21:37:27.573240] [INFO ] [sig ] [3346/3599] Completed UTEN in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:27.573304] [INFO ] [sig ] [3347/3599] Forecasting UTF... [2025-11-26T21:37:27.573345] [INFO ] [sig ] Generating forecast for: UTF [2025-11-26T21:37:27.573384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-11-26T21:37:27.584246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTF'. [2025-11-26T21:37:27.584532] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-11-26T21:37:27.585310] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-11-26T21:37:27.585381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:27.585428] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:27.585468] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:27.585535] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:27.643983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:27.644778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:27.644875] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:27.644921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:27.763547] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:27.763734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:27.763786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:27.763827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:27.767089] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=29.24%) [2025-11-26T21:37:27.767369] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-11-26T21:37:27.767522] [INFO ] [sig ] UTF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:27.910662] [INFO ] [LOCAL ] Saved forecast: UTF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UTF.txt [2025-11-26T21:37:27.910838] [INFO ] [sig ] [3347/3599] Completed UTF in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:27.910900] [INFO ] [sig ] [3348/3599] Forecasting UTI... [2025-11-26T21:37:27.910943] [INFO ] [sig ] Generating forecast for: UTI [2025-11-26T21:37:27.911005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-11-26T21:37:27.921838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTI'. [2025-11-26T21:37:27.922164] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-11-26T21:37:27.922971] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-11-26T21:37:27.923039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:27.923084] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:27.923123] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:27.923191] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:27.978616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:27.979230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:27.979322] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:27.979372] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:28.100815] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:28.100991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:28.101045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:28.101088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:28.104365] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=99.84%) [2025-11-26T21:37:28.104672] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-11-26T21:37:28.104821] [INFO ] [sig ] UTI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:28.245612] [INFO ] [LOCAL ] Saved forecast: UTI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTI.txt [2025-11-26T21:37:28.245817] [INFO ] [sig ] [3348/3599] Completed UTI in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:28.245871] [INFO ] [sig ] [3349/3599] Forecasting UTL... [2025-11-26T21:37:28.245936] [INFO ] [sig ] Generating forecast for: UTL [2025-11-26T21:37:28.245972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-11-26T21:37:28.257139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTL'. [2025-11-26T21:37:28.257449] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-11-26T21:37:28.258231] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-11-26T21:37:28.258302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:28.258347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:28.258392] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:28.258461] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:28.316922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:28.317597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:28.317713] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:28.317761] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:28.434156] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:28.434345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:28.434414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:28.434459] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:28.437775] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=78.68%) [2025-11-26T21:37:28.438056] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-11-26T21:37:28.438193] [INFO ] [sig ] UTL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:28.580357] [INFO ] [LOCAL ] Saved forecast: UTL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTL.txt [2025-11-26T21:37:28.580536] [INFO ] [sig ] [3349/3599] Completed UTL in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:28.580604] [INFO ] [sig ] [3350/3599] Forecasting UTMD... [2025-11-26T21:37:28.580668] [INFO ] [sig ] Generating forecast for: UTMD [2025-11-26T21:37:28.580736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'. [2025-11-26T21:37:28.591316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTMD'. [2025-11-26T21:37:28.591658] [INFO ] [FORECASTER] Starting predict_future for UTMD [2025-11-26T21:37:28.592430] [DEBUG] [LOCAL ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt [2025-11-26T21:37:28.592499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:28.592543] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:28.592584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:28.592680] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:28.650453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:28.651236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:28.651334] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:28.651384] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:28.763731] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:28.763899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:28.763949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:28.763995] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:28.767266] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=72.11%) [2025-11-26T21:37:28.767584] [INFO ] [FORECASTER] Completed predict_future for UTMD [2025-11-26T21:37:28.767748] [INFO ] [sig ] UTMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:28.906804] [INFO ] [LOCAL ] Saved forecast: UTMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTMD.txt [2025-11-26T21:37:28.906949] [INFO ] [sig ] [3350/3599] Completed UTMD in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:28.907001] [INFO ] [sig ] [3351/3599] Forecasting UTWO... [2025-11-26T21:37:28.907047] [INFO ] [sig ] Generating forecast for: UTWO [2025-11-26T21:37:28.907087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'. [2025-11-26T21:37:28.916959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTWO'. [2025-11-26T21:37:28.917255] [INFO ] [FORECASTER] Starting predict_future for UTWO [2025-11-26T21:37:28.918058] [DEBUG] [LOCAL ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt [2025-11-26T21:37:28.918126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:28.918171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:28.918210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:28.918279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:28.975199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:28.975837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:28.975930] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:28.975976] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:29.095927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:29.096102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:29.096153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:29.096194] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:29.099487] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=95.32%) [2025-11-26T21:37:29.099792] [INFO ] [FORECASTER] Completed predict_future for UTWO [2025-11-26T21:37:29.099952] [INFO ] [sig ] UTWO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:29.241120] [INFO ] [LOCAL ] Saved forecast: UTWO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UTWO.txt [2025-11-26T21:37:29.241254] [INFO ] [sig ] [3351/3599] Completed UTWO in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:29.241301] [INFO ] [sig ] [3352/3599] Forecasting UTZ... [2025-11-26T21:37:29.241343] [INFO ] [sig ] Generating forecast for: UTZ [2025-11-26T21:37:29.241384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-11-26T21:37:29.252459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTZ'. [2025-11-26T21:37:29.252896] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-11-26T21:37:29.253689] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-11-26T21:37:29.253760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:29.253804] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:29.253843] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:29.253910] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:29.315525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:29.316546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:29.316694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:29.316753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:29.433126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:29.433298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:29.433349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:29.433390] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:29.436850] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=41.60%) [2025-11-26T21:37:29.437134] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-11-26T21:37:29.437286] [INFO ] [sig ] UTZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:29.578191] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UTZ.txt [2025-11-26T21:37:29.578333] [INFO ] [sig ] [3352/3599] Completed UTZ in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:29.578384] [INFO ] [sig ] [3353/3599] Forecasting UVE... [2025-11-26T21:37:29.578445] [INFO ] [sig ] Generating forecast for: UVE [2025-11-26T21:37:29.578495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-11-26T21:37:29.589116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVE'. [2025-11-26T21:37:29.589440] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-11-26T21:37:29.590317] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-11-26T21:37:29.590398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:29.590461] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:29.590514] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:29.590611] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:29.649044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:29.649805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:29.649901] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:29.649946] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:29.768725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:29.768890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:29.768941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:29.768999] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:29.772301] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=90.10%) [2025-11-26T21:37:29.772586] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-11-26T21:37:29.772744] [INFO ] [sig ] UVE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:29.914600] [INFO ] [LOCAL ] Saved forecast: UVE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UVE.txt [2025-11-26T21:37:29.914778] [INFO ] [sig ] [3353/3599] Completed UVE in 0.3s | 2.92 sym/s | Total: 19.1m | ETA: 1.4m [2025-11-26T21:37:29.914831] [INFO ] [sig ] [3354/3599] Forecasting UVSP... [2025-11-26T21:37:29.914868] [INFO ] [sig ] Generating forecast for: UVSP [2025-11-26T21:37:29.914908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'. [2025-11-26T21:37:29.924779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVSP'. [2025-11-26T21:37:29.925077] [INFO ] [FORECASTER] Starting predict_future for UVSP [2025-11-26T21:37:29.925878] [DEBUG] [LOCAL ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt [2025-11-26T21:37:29.925947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:29.925992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:29.926032] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:29.926106] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:29.983471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:29.984146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:29.984238] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:29.984278] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:30.105859] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:30.105999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:30.106050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:30.106088] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:30.109449] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=35.47%) [2025-11-26T21:37:30.109760] [INFO ] [FORECASTER] Completed predict_future for UVSP [2025-11-26T21:37:30.109900] [INFO ] [sig ] UVSP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:30.252270] [INFO ] [LOCAL ] Saved forecast: UVSP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UVSP.txt [2025-11-26T21:37:30.252415] [INFO ] [sig ] [3354/3599] Completed UVSP in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:30.252466] [INFO ] [sig ] [3355/3599] Forecasting UWMC... [2025-11-26T21:37:30.252506] [INFO ] [sig ] Generating forecast for: UWMC [2025-11-26T21:37:30.252545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-11-26T21:37:30.262795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UWMC'. [2025-11-26T21:37:30.263096] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-11-26T21:37:30.263977] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-11-26T21:37:30.264046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:30.264090] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:30.264129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:30.264197] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:30.321200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:30.322009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:30.322120] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:30.322166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:30.442589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:30.442803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:30.442857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:30.442896] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:30.446601] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=36.37%) [2025-11-26T21:37:30.447010] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-11-26T21:37:30.447165] [INFO ] [sig ] UWMC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:30.586304] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UWMC.txt [2025-11-26T21:37:30.586452] [INFO ] [sig ] [3355/3599] Completed UWMC in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:30.586509] [INFO ] [sig ] [3356/3599] Forecasting UXIN... [2025-11-26T21:37:30.586549] [INFO ] [sig ] Generating forecast for: UXIN [2025-11-26T21:37:30.586588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'. [2025-11-26T21:37:30.596523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UXIN'. [2025-11-26T21:37:30.596830] [INFO ] [FORECASTER] Starting predict_future for UXIN [2025-11-26T21:37:30.597627] [DEBUG] [LOCAL ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt [2025-11-26T21:37:30.597714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:30.597759] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:30.597799] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:30.597865] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:30.656604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:30.657616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:30.657747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:30.657809] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:30.772282] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:30.772427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:30.772482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:30.772524] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:30.775849] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-11-26T21:37:30.776135] [INFO ] [FORECASTER] Completed predict_future for UXIN [2025-11-26T21:37:30.776273] [INFO ] [sig ] UXIN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:30.918728] [INFO ] [LOCAL ] Saved forecast: UXIN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UXIN.txt [2025-11-26T21:37:30.918926] [INFO ] [sig ] [3356/3599] Completed UXIN in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:30.918982] [INFO ] [sig ] [3357/3599] Forecasting UYLD... [2025-11-26T21:37:30.919046] [INFO ] [sig ] Generating forecast for: UYLD [2025-11-26T21:37:30.919088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'. [2025-11-26T21:37:30.928989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UYLD'. [2025-11-26T21:37:30.929282] [INFO ] [FORECASTER] Starting predict_future for UYLD [2025-11-26T21:37:30.930105] [DEBUG] [LOCAL ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt [2025-11-26T21:37:30.930175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:30.930213] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:30.930264] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:30.930333] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:30.986839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:30.987485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:30.987578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:30.987621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:31.096293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:31.096444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:31.096500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:31.096540] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:31.099842] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-11-26T21:37:31.100147] [INFO ] [FORECASTER] Completed predict_future for UYLD [2025-11-26T21:37:31.100303] [INFO ] [sig ] UYLD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:31.240243] [INFO ] [LOCAL ] Saved forecast: UYLD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/UYLD.txt [2025-11-26T21:37:31.240392] [INFO ] [sig ] [3357/3599] Completed UYLD in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:31.240448] [INFO ] [sig ] [3358/3599] Forecasting UZE... [2025-11-26T21:37:31.240491] [INFO ] [sig ] Generating forecast for: UZE [2025-11-26T21:37:31.240530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-11-26T21:37:31.251694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UZE'. [2025-11-26T21:37:31.252051] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-11-26T21:37:31.252880] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-11-26T21:37:31.252960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:31.253018] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:31.253074] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:31.253169] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:31.311632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:31.312362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:31.312469] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:31.312525] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:31.422874] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:31.423041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:31.423094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:31.423133] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:31.426411] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=34.31%) [2025-11-26T21:37:31.426721] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-11-26T21:37:31.426863] [INFO ] [sig ] UZE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:31.570060] [INFO ] [LOCAL ] Saved forecast: UZE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/UZE.txt [2025-11-26T21:37:31.570243] [INFO ] [sig ] [3358/3599] Completed UZE in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:31.570300] [INFO ] [sig ] [3359/3599] Forecasting VAC... [2025-11-26T21:37:31.570345] [INFO ] [sig ] Generating forecast for: VAC [2025-11-26T21:37:31.570387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-11-26T21:37:31.581601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAC'. [2025-11-26T21:37:31.582045] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-11-26T21:37:31.582923] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-11-26T21:37:31.582996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:31.583045] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:31.583089] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:31.583158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:31.640343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:31.641269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:31.641375] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:31.641425] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:31.764175] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:31.764365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:31.764414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:31.764460] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:31.767869] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=64.46%) [2025-11-26T21:37:31.768157] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-11-26T21:37:31.768295] [INFO ] [sig ] VAC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:31.909274] [INFO ] [LOCAL ] Saved forecast: VAC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VAC.txt [2025-11-26T21:37:31.909424] [INFO ] [sig ] [3359/3599] Completed VAC in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:31.909487] [INFO ] [sig ] [3360/3599] Forecasting VAL... [2025-11-26T21:37:31.909539] [INFO ] [sig ] Generating forecast for: VAL [2025-11-26T21:37:31.909590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-11-26T21:37:31.923410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAL'. [2025-11-26T21:37:31.924068] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-11-26T21:37:31.925062] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-11-26T21:37:31.925136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:31.925177] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:31.925220] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:31.925326] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:31.983542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:31.984793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:31.985384] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:31.985524] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:32.106596] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:32.106819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:32.106874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:32.106915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:32.110305] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=55.95%) [2025-11-26T21:37:32.110600] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-11-26T21:37:32.110761] [INFO ] [sig ] VAL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:32.252905] [INFO ] [LOCAL ] Saved forecast: VAL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VAL.txt [2025-11-26T21:37:32.253069] [INFO ] [sig ] [3360/3599] Completed VAL in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:32.253123] [INFO ] [sig ] [3361/3599] Forecasting VALE... [2025-11-26T21:37:32.253165] [INFO ] [sig ] Generating forecast for: VALE [2025-11-26T21:37:32.253216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-11-26T21:37:32.263521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALE'. [2025-11-26T21:37:32.263872] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-11-26T21:37:32.264706] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-11-26T21:37:32.264775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:32.264820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:32.264859] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:32.264927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:32.322204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:32.322932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:32.323030] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:32.323077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:32.444135] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:32.444324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:32.444377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:32.444420] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:32.447912] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=75.94%) [2025-11-26T21:37:32.448209] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-11-26T21:37:32.448354] [INFO ] [sig ] VALE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:32.589017] [INFO ] [LOCAL ] Saved forecast: VALE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VALE.txt [2025-11-26T21:37:32.589192] [INFO ] [sig ] [3361/3599] Completed VALE in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:32.589250] [INFO ] [sig ] [3362/3599] Forecasting VALN... [2025-11-26T21:37:32.589292] [INFO ] [sig ] Generating forecast for: VALN [2025-11-26T21:37:32.589330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'. [2025-11-26T21:37:32.599938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALN'. [2025-11-26T21:37:32.600259] [INFO ] [FORECASTER] Starting predict_future for VALN [2025-11-26T21:37:32.601058] [DEBUG] [LOCAL ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt [2025-11-26T21:37:32.601126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:32.601171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:32.601211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:32.601279] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:32.658011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:32.658738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:32.658833] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:32.658878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:32.771542] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:32.771738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:32.771793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:32.771833] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:32.775191] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=4.61%) [2025-11-26T21:37:32.775482] [INFO ] [FORECASTER] Completed predict_future for VALN [2025-11-26T21:37:32.775621] [INFO ] [sig ] VALN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:32.914973] [INFO ] [LOCAL ] Saved forecast: VALN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VALN.txt [2025-11-26T21:37:32.915130] [INFO ] [sig ] [3362/3599] Completed VALN in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.4m [2025-11-26T21:37:32.915192] [INFO ] [sig ] [3363/3599] Forecasting VANI... [2025-11-26T21:37:32.915233] [INFO ] [sig ] Generating forecast for: VANI [2025-11-26T21:37:32.915293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'. [2025-11-26T21:37:32.925553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VANI'. [2025-11-26T21:37:32.925885] [INFO ] [FORECASTER] Starting predict_future for VANI [2025-11-26T21:37:32.926722] [DEBUG] [LOCAL ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt [2025-11-26T21:37:32.926790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:32.926834] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:32.926873] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:32.926941] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:32.983794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:32.984483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:32.984578] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:32.984623] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:33.103604] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:33.103805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:33.103857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:33.103897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:33.107223] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=1.34%) [2025-11-26T21:37:33.107536] [INFO ] [FORECASTER] Completed predict_future for VANI [2025-11-26T21:37:33.107696] [INFO ] [sig ] VANI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:33.249198] [INFO ] [LOCAL ] Saved forecast: VANI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VANI.txt [2025-11-26T21:37:33.249397] [INFO ] [sig ] [3363/3599] Completed VANI in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:33.249463] [INFO ] [sig ] [3364/3599] Forecasting VBF... [2025-11-26T21:37:33.249536] [INFO ] [sig ] Generating forecast for: VBF [2025-11-26T21:37:33.249575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-11-26T21:37:33.260895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBF'. [2025-11-26T21:37:33.261295] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-11-26T21:37:33.262152] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-11-26T21:37:33.262222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:33.262268] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:33.262308] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:33.262380] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:33.320639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:33.321618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:33.321760] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:33.321828] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:33.440876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:33.441102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:33.441159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:33.441199] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:33.444603] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=78.57%) [2025-11-26T21:37:33.444936] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-11-26T21:37:33.445082] [INFO ] [sig ] VBF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:33.588553] [INFO ] [LOCAL ] Saved forecast: VBF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VBF.txt [2025-11-26T21:37:33.588731] [INFO ] [sig ] [3364/3599] Completed VBF in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:33.588786] [INFO ] [sig ] [3365/3599] Forecasting VBNK... [2025-11-26T21:37:33.588828] [INFO ] [sig ] Generating forecast for: VBNK [2025-11-26T21:37:33.588896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'. [2025-11-26T21:37:33.600127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBNK'. [2025-11-26T21:37:33.600579] [INFO ] [FORECASTER] Starting predict_future for VBNK [2025-11-26T21:37:33.601441] [DEBUG] [LOCAL ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt [2025-11-26T21:37:33.601514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:33.601556] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:33.601596] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:33.601678] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:33.661264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:33.662220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:33.662327] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:33.662374] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:33.783409] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:33.783583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:33.783663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:33.783709] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:33.787113] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=81.73%) [2025-11-26T21:37:33.787430] [INFO ] [FORECASTER] Completed predict_future for VBNK [2025-11-26T21:37:33.787581] [INFO ] [sig ] VBNK: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:33.946222] [INFO ] [LOCAL ] Saved forecast: VBNK 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VBNK.txt [2025-11-26T21:37:33.946395] [INFO ] [sig ] [3365/3599] Completed VBNK in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:33.946450] [INFO ] [sig ] [3366/3599] Forecasting VC... [2025-11-26T21:37:33.946516] [INFO ] [sig ] Generating forecast for: VC [2025-11-26T21:37:33.946556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'. [2025-11-26T21:37:33.956949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VC'. [2025-11-26T21:37:33.957248] [INFO ] [FORECASTER] Starting predict_future for VC [2025-11-26T21:37:33.958111] [DEBUG] [LOCAL ] No optimal features file found for VC: ./output/feature-sets/VC.txt [2025-11-26T21:37:33.958180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:33.958224] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:33.958262] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:33.958327] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:34.016835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:34.017598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:34.017718] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:34.017768] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:34.142139] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:34.142305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:34.142358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:34.142401] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:34.145842] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=38.43%) [2025-11-26T21:37:34.146148] [INFO ] [FORECASTER] Completed predict_future for VC [2025-11-26T21:37:34.146296] [INFO ] [sig ] VC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:34.289408] [INFO ] [LOCAL ] Saved forecast: VC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VC.txt [2025-11-26T21:37:34.289570] [INFO ] [sig ] [3366/3599] Completed VC in 0.3s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:34.289634] [INFO ] [sig ] [3367/3599] Forecasting VCEL... [2025-11-26T21:37:34.289711] [INFO ] [sig ] Generating forecast for: VCEL [2025-11-26T21:37:34.289750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'. [2025-11-26T21:37:34.299763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCEL'. [2025-11-26T21:37:34.300054] [INFO ] [FORECASTER] Starting predict_future for VCEL [2025-11-26T21:37:34.300842] [DEBUG] [LOCAL ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt [2025-11-26T21:37:34.300910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:34.300955] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:34.300994] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:34.301062] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:34.360636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:34.361501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:34.361620] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:34.361694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:34.480593] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:34.480935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:34.480996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:34.481041] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:34.485075] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=37.09%) [2025-11-26T21:37:34.485444] [INFO ] [FORECASTER] Completed predict_future for VCEL [2025-11-26T21:37:34.485620] [INFO ] [sig ] VCEL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:34.640723] [INFO ] [LOCAL ] Saved forecast: VCEL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VCEL.txt [2025-11-26T21:37:34.640942] [INFO ] [sig ] [3367/3599] Completed VCEL in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:34.641058] [INFO ] [sig ] [3368/3599] Forecasting VCIG... [2025-11-26T21:37:34.641112] [INFO ] [sig ] Generating forecast for: VCIG [2025-11-26T21:37:34.641158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'. [2025-11-26T21:37:34.652050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCIG'. [2025-11-26T21:37:34.652459] [INFO ] [FORECASTER] Starting predict_future for VCIG [2025-11-26T21:37:34.653392] [DEBUG] [LOCAL ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt [2025-11-26T21:37:34.653473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:34.653554] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:34.653622] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:34.653770] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:34.721793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:34.722793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:34.722943] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:34.723009] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:34.862534] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:34.862769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:34.862850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:34.862912] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:34.866598] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: DOWN (p=41.65%) [2025-11-26T21:37:34.867087] [INFO ] [FORECASTER] Completed predict_future for VCIG [2025-11-26T21:37:34.867297] [INFO ] [sig ] VCIG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:35.044350] [INFO ] [LOCAL ] Saved forecast: VCIG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VCIG.txt [2025-11-26T21:37:35.044664] [INFO ] [sig ] [3368/3599] Completed VCIG in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:35.044752] [INFO ] [sig ] [3369/3599] Forecasting VCRB... [2025-11-26T21:37:35.044828] [INFO ] [sig ] Generating forecast for: VCRB [2025-11-26T21:37:35.044925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'. [2025-11-26T21:37:35.056744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCRB'. [2025-11-26T21:37:35.057226] [INFO ] [FORECASTER] Starting predict_future for VCRB [2025-11-26T21:37:35.058243] [DEBUG] [LOCAL ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt [2025-11-26T21:37:35.058318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:35.058366] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:35.058410] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:35.058490] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:35.134081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:35.135375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:35.135524] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:35.135595] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:35.284942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:35.285175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:35.285249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:35.285303] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:35.289602] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=85.38%) [2025-11-26T21:37:35.290160] [INFO ] [FORECASTER] Completed predict_future for VCRB [2025-11-26T21:37:35.290381] [INFO ] [sig ] VCRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:35.464681] [INFO ] [LOCAL ] Saved forecast: VCRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VCRB.txt [2025-11-26T21:37:35.464892] [INFO ] [sig ] [3369/3599] Completed VCRB in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:35.464978] [INFO ] [sig ] [3370/3599] Forecasting VCSH... [2025-11-26T21:37:35.465024] [INFO ] [sig ] Generating forecast for: VCSH [2025-11-26T21:37:35.465065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'. [2025-11-26T21:37:35.479165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCSH'. [2025-11-26T21:37:35.479721] [INFO ] [FORECASTER] Starting predict_future for VCSH [2025-11-26T21:37:35.480857] [DEBUG] [LOCAL ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt [2025-11-26T21:37:35.480973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:35.481032] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:35.481081] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:35.481168] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:35.563102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:35.564274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:35.564405] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:35.564472] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:35.698515] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:35.698735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:35.698791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:35.698834] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:35.702255] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: DOWN (p=38.25%) [2025-11-26T21:37:35.702567] [INFO ] [FORECASTER] Completed predict_future for VCSH [2025-11-26T21:37:35.702734] [INFO ] [sig ] VCSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:35.852490] [INFO ] [LOCAL ] Saved forecast: VCSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VCSH.txt [2025-11-26T21:37:35.852691] [INFO ] [sig ] [3370/3599] Completed VCSH in 0.4s | 2.92 sym/s | Total: 19.2m | ETA: 1.3m [2025-11-26T21:37:35.852771] [INFO ] [sig ] [3371/3599] Forecasting VECO... [2025-11-26T21:37:35.852812] [INFO ] [sig ] Generating forecast for: VECO [2025-11-26T21:37:35.852856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'. [2025-11-26T21:37:35.864092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VECO'. [2025-11-26T21:37:35.864469] [INFO ] [FORECASTER] Starting predict_future for VECO [2025-11-26T21:37:35.865357] [DEBUG] [LOCAL ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt [2025-11-26T21:37:35.865430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:35.865477] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:35.865517] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:35.865596] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:35.927470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:35.928403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:35.928507] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:35.928554] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:36.055068] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:36.055253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:36.055307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:36.055351] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:36.058877] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=20.51%) [2025-11-26T21:37:36.059179] [INFO ] [FORECASTER] Completed predict_future for VECO [2025-11-26T21:37:36.059322] [INFO ] [sig ] VECO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:36.201901] [INFO ] [LOCAL ] Saved forecast: VECO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VECO.txt [2025-11-26T21:37:36.202062] [INFO ] [sig ] [3371/3599] Completed VECO in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:36.202115] [INFO ] [sig ] [3372/3599] Forecasting VEEE... [2025-11-26T21:37:36.202154] [INFO ] [sig ] Generating forecast for: VEEE [2025-11-26T21:37:36.202221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'. [2025-11-26T21:37:36.217106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEEE'. [2025-11-26T21:37:36.217705] [INFO ] [FORECASTER] Starting predict_future for VEEE [2025-11-26T21:37:36.218880] [DEBUG] [LOCAL ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt [2025-11-26T21:37:36.218970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:36.219040] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:36.219108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:36.219221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:36.283753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:36.284680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:36.284792] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:36.284855] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:36.401225] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:36.401438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:36.401513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:36.401576] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:36.405089] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=0.88%) [2025-11-26T21:37:36.405455] [INFO ] [FORECASTER] Completed predict_future for VEEE [2025-11-26T21:37:36.405637] [INFO ] [sig ] VEEE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:36.548732] [INFO ] [LOCAL ] Saved forecast: VEEE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VEEE.txt [2025-11-26T21:37:36.548966] [INFO ] [sig ] [3372/3599] Completed VEEE in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:36.549047] [INFO ] [sig ] [3373/3599] Forecasting VEL... [2025-11-26T21:37:36.549093] [INFO ] [sig ] Generating forecast for: VEL [2025-11-26T21:37:36.549138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-11-26T21:37:36.559390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEL'. [2025-11-26T21:37:36.559811] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-11-26T21:37:36.560682] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-11-26T21:37:36.560775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:36.560820] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:36.560859] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:36.560927] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:36.617213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:36.618171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:36.618272] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:36.618318] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:36.740168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:36.740366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:36.740419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:36.740461] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:36.743907] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=67.46%) [2025-11-26T21:37:36.744230] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-11-26T21:37:36.744383] [INFO ] [sig ] VEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:36.885070] [INFO ] [LOCAL ] Saved forecast: VEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VEL.txt [2025-11-26T21:37:36.885276] [INFO ] [sig ] [3373/3599] Completed VEL in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:36.885346] [INFO ] [sig ] [3374/3599] Forecasting VEON... [2025-11-26T21:37:36.885417] [INFO ] [sig ] Generating forecast for: VEON [2025-11-26T21:37:36.885468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'. [2025-11-26T21:37:36.896334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEON'. [2025-11-26T21:37:36.896781] [INFO ] [FORECASTER] Starting predict_future for VEON [2025-11-26T21:37:36.897603] [DEBUG] [LOCAL ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt [2025-11-26T21:37:36.897697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:36.897744] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:36.897780] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:36.897849] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:36.955472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:36.956361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:36.956464] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:36.956510] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:37.079014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:37.079205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:37.079268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:37.079314] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:37.082848] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=34.50%) [2025-11-26T21:37:37.083176] [INFO ] [FORECASTER] Completed predict_future for VEON [2025-11-26T21:37:37.083331] [INFO ] [sig ] VEON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:37.226092] [INFO ] [LOCAL ] Saved forecast: VEON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VEON.txt [2025-11-26T21:37:37.226268] [INFO ] [sig ] [3374/3599] Completed VEON in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:37.226329] [INFO ] [sig ] [3375/3599] Forecasting VERA... [2025-11-26T21:37:37.226373] [INFO ] [sig ] Generating forecast for: VERA [2025-11-26T21:37:37.226417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'. [2025-11-26T21:37:37.237338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERA'. [2025-11-26T21:37:37.237786] [INFO ] [FORECASTER] Starting predict_future for VERA [2025-11-26T21:37:37.238629] [DEBUG] [LOCAL ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt [2025-11-26T21:37:37.238734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:37.238784] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:37.238824] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:37.238893] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:37.296908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:37.297801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:37.297904] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:37.297952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:37.424013] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:37.424208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:37.424274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:37.424318] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:37.427909] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=41.91%) [2025-11-26T21:37:37.428282] [INFO ] [FORECASTER] Completed predict_future for VERA [2025-11-26T21:37:37.428439] [INFO ] [sig ] VERA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:37.574616] [INFO ] [LOCAL ] Saved forecast: VERA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VERA.txt [2025-11-26T21:37:37.574811] [INFO ] [sig ] [3375/3599] Completed VERA in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:37.574865] [INFO ] [sig ] [3376/3599] Forecasting VERI... [2025-11-26T21:37:37.574926] [INFO ] [sig ] Generating forecast for: VERI [2025-11-26T21:37:37.574977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'. [2025-11-26T21:37:37.586930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERI'. [2025-11-26T21:37:37.587223] [INFO ] [FORECASTER] Starting predict_future for VERI [2025-11-26T21:37:37.588072] [DEBUG] [LOCAL ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt [2025-11-26T21:37:37.588143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:37.588190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:37.588231] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:37.588300] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:37.647958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:37.648589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:37.648703] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:37.648753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:37.773574] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:37.773784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:37.773849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:37.773909] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:37.778424] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: UP (p=93.79%) [2025-11-26T21:37:37.778846] [INFO ] [FORECASTER] Completed predict_future for VERI [2025-11-26T21:37:37.779026] [INFO ] [sig ] VERI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:37.925340] [INFO ] [LOCAL ] Saved forecast: VERI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VERI.txt [2025-11-26T21:37:37.925480] [INFO ] [sig ] [3376/3599] Completed VERI in 0.4s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:37.925539] [INFO ] [sig ] [3377/3599] Forecasting VERO... [2025-11-26T21:37:37.925584] [INFO ] [sig ] Generating forecast for: VERO [2025-11-26T21:37:37.925622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'. [2025-11-26T21:37:37.936308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERO'. [2025-11-26T21:37:37.936616] [INFO ] [FORECASTER] Starting predict_future for VERO [2025-11-26T21:37:37.937417] [DEBUG] [LOCAL ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt [2025-11-26T21:37:37.937489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:37.937534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:37.937574] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:37.937672] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:37.994827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:37.995436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:37.995532] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:37.995575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:38.114846] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:38.115040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:38.115092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:38.115129] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:38.118460] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=34.53%) [2025-11-26T21:37:38.118798] [INFO ] [FORECASTER] Completed predict_future for VERO [2025-11-26T21:37:38.118935] [INFO ] [sig ] VERO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:38.263094] [INFO ] [LOCAL ] Saved forecast: VERO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VERO.txt [2025-11-26T21:37:38.263276] [INFO ] [sig ] [3377/3599] Completed VERO in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:38.263330] [INFO ] [sig ] [3378/3599] Forecasting VERX... [2025-11-26T21:37:38.263374] [INFO ] [sig ] Generating forecast for: VERX [2025-11-26T21:37:38.263417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'. [2025-11-26T21:37:38.273903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERX'. [2025-11-26T21:37:38.274284] [INFO ] [FORECASTER] Starting predict_future for VERX [2025-11-26T21:37:38.275091] [DEBUG] [LOCAL ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt [2025-11-26T21:37:38.275161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:38.275206] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:38.275244] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:38.275313] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:38.332166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:38.332926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:38.333023] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:38.333069] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:38.451932] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:38.452089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:38.452139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:38.452180] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:38.455449] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=38.95%) [2025-11-26T21:37:38.455788] [INFO ] [FORECASTER] Completed predict_future for VERX [2025-11-26T21:37:38.455923] [INFO ] [sig ] VERX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:38.596374] [INFO ] [LOCAL ] Saved forecast: VERX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VERX.txt [2025-11-26T21:37:38.596545] [INFO ] [sig ] [3378/3599] Completed VERX in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:38.596600] [INFO ] [sig ] [3379/3599] Forecasting VFC... [2025-11-26T21:37:38.596662] [INFO ] [sig ] Generating forecast for: VFC [2025-11-26T21:37:38.596752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-11-26T21:37:38.607426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFC'. [2025-11-26T21:37:38.607731] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-11-26T21:37:38.608484] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-11-26T21:37:38.608553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:38.608599] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:38.608656] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:38.608731] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:38.665079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:38.665688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:38.665780] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:38.665825] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:38.784674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:38.784867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:38.784919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:38.784977] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:38.788303] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=38.69%) [2025-11-26T21:37:38.788603] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-11-26T21:37:38.788771] [INFO ] [sig ] VFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:38.927370] [INFO ] [LOCAL ] Saved forecast: VFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VFC.txt [2025-11-26T21:37:38.927731] [INFO ] [sig ] [3379/3599] Completed VFC in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:38.927791] [INFO ] [sig ] [3380/3599] Forecasting VFF... [2025-11-26T21:37:38.927859] [INFO ] [sig ] Generating forecast for: VFF [2025-11-26T21:37:38.927911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'. [2025-11-26T21:37:38.938802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFF'. [2025-11-26T21:37:38.939144] [INFO ] [FORECASTER] Starting predict_future for VFF [2025-11-26T21:37:38.939986] [DEBUG] [LOCAL ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt [2025-11-26T21:37:38.940065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:38.940126] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:38.940183] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:38.940280] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:38.998600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:38.999298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:38.999404] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:38.999467] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:39.117729] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:39.117895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:39.117965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:39.118024] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:39.121381] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=96.07%) [2025-11-26T21:37:39.121776] [INFO ] [FORECASTER] Completed predict_future for VFF [2025-11-26T21:37:39.121969] [INFO ] [sig ] VFF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:39.266947] [INFO ] [LOCAL ] Saved forecast: VFF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VFF.txt [2025-11-26T21:37:39.267109] [INFO ] [sig ] [3380/3599] Completed VFF in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.3m [2025-11-26T21:37:39.267163] [INFO ] [sig ] [3381/3599] Forecasting VFLO... [2025-11-26T21:37:39.267206] [INFO ] [sig ] Generating forecast for: VFLO [2025-11-26T21:37:39.267245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'. [2025-11-26T21:37:39.277512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFLO'. [2025-11-26T21:37:39.277910] [INFO ] [FORECASTER] Starting predict_future for VFLO [2025-11-26T21:37:39.278785] [DEBUG] [LOCAL ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt [2025-11-26T21:37:39.278864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:39.278951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:39.279012] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:39.279111] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:39.336875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:39.337779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:39.337890] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:39.337952] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:39.458099] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:39.458277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:39.458345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:39.458403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:39.461756] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=8.66%) [2025-11-26T21:37:39.462064] [INFO ] [FORECASTER] Completed predict_future for VFLO [2025-11-26T21:37:39.462223] [INFO ] [sig ] VFLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:39.601896] [INFO ] [LOCAL ] Saved forecast: VFLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VFLO.txt [2025-11-26T21:37:39.602075] [INFO ] [sig ] [3381/3599] Completed VFLO in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:39.602150] [INFO ] [sig ] [3382/3599] Forecasting VFS... [2025-11-26T21:37:39.602190] [INFO ] [sig ] Generating forecast for: VFS [2025-11-26T21:37:39.602236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'. [2025-11-26T21:37:39.613204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFS'. [2025-11-26T21:37:39.613545] [INFO ] [FORECASTER] Starting predict_future for VFS [2025-11-26T21:37:39.614403] [DEBUG] [LOCAL ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt [2025-11-26T21:37:39.614482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:39.614550] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:39.614615] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:39.614741] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:39.672307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:39.673016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:39.673117] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:39.673183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:39.791398] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:39.791588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:39.791688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:39.791752] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:39.795213] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=93.10%) [2025-11-26T21:37:39.795549] [INFO ] [FORECASTER] Completed predict_future for VFS [2025-11-26T21:37:39.795749] [INFO ] [sig ] VFS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:39.941488] [INFO ] [LOCAL ] Saved forecast: VFS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VFS.txt [2025-11-26T21:37:39.941687] [INFO ] [sig ] [3382/3599] Completed VFS in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:39.941783] [INFO ] [sig ] [3383/3599] Forecasting VGI... [2025-11-26T21:37:39.941844] [INFO ] [sig ] Generating forecast for: VGI [2025-11-26T21:37:39.941913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-11-26T21:37:39.952875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGI'. [2025-11-26T21:37:39.953298] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-11-26T21:37:39.954181] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-11-26T21:37:39.954261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:39.954324] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:39.954380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:39.954477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:40.014392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:40.015328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:40.015448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:40.015520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:40.129488] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:40.129694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:40.129754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:40.129790] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:40.133105] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-11-26T21:37:40.133406] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-11-26T21:37:40.133552] [INFO ] [sig ] VGI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:40.274388] [INFO ] [LOCAL ] Saved forecast: VGI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VGI.txt [2025-11-26T21:37:40.274569] [INFO ] [sig ] [3383/3599] Completed VGI in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:40.274633] [INFO ] [sig ] [3384/3599] Forecasting VGM... [2025-11-26T21:37:40.274719] [INFO ] [sig ] Generating forecast for: VGM [2025-11-26T21:37:40.274796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-11-26T21:37:40.284898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGM'. [2025-11-26T21:37:40.285209] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-11-26T21:37:40.286067] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-11-26T21:37:40.286147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:40.286218] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:40.286280] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:40.286377] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:40.343446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:40.344145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:40.344249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:40.344333] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:40.464613] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:40.464795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:40.464871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:40.464937] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:40.468427] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=58.49%) [2025-11-26T21:37:40.468801] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-11-26T21:37:40.468953] [INFO ] [sig ] VGM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:40.612900] [INFO ] [LOCAL ] Saved forecast: VGM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VGM.txt [2025-11-26T21:37:40.613056] [INFO ] [sig ] [3384/3599] Completed VGM in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:40.613119] [INFO ] [sig ] [3385/3599] Forecasting VGSH... [2025-11-26T21:37:40.613165] [INFO ] [sig ] Generating forecast for: VGSH [2025-11-26T21:37:40.613230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'. [2025-11-26T21:37:40.623489] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGSH'. [2025-11-26T21:37:40.623842] [INFO ] [FORECASTER] Starting predict_future for VGSH [2025-11-26T21:37:40.624846] [DEBUG] [LOCAL ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt [2025-11-26T21:37:40.624936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:40.625010] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:40.625078] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:40.625182] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:40.683253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:40.683999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:40.684102] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:40.684153] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:40.805218] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:40.805373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:40.805451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:40.805532] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:40.809029] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=38.19%) [2025-11-26T21:37:40.809355] [INFO ] [FORECASTER] Completed predict_future for VGSH [2025-11-26T21:37:40.809529] [INFO ] [sig ] VGSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:40.948855] [INFO ] [LOCAL ] Saved forecast: VGSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VGSH.txt [2025-11-26T21:37:40.949008] [INFO ] [sig ] [3385/3599] Completed VGSH in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:40.949057] [INFO ] [sig ] [3386/3599] Forecasting VICI... [2025-11-26T21:37:40.949101] [INFO ] [sig ] Generating forecast for: VICI [2025-11-26T21:37:40.949165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-11-26T21:37:40.959328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VICI'. [2025-11-26T21:37:40.959620] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-11-26T21:37:40.960432] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-11-26T21:37:40.960503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:40.960548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:40.960587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:40.960674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:41.017136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:41.018086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:41.018192] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:41.018239] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:41.143797] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:41.143971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:41.144024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:41.144066] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:41.147354] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=94.14%) [2025-11-26T21:37:41.147686] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-11-26T21:37:41.147856] [INFO ] [sig ] VICI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:41.286912] [INFO ] [LOCAL ] Saved forecast: VICI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VICI.txt [2025-11-26T21:37:41.287080] [INFO ] [sig ] [3386/3599] Completed VICI in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:41.287168] [INFO ] [sig ] [3387/3599] Forecasting VIGI... [2025-11-26T21:37:41.287207] [INFO ] [sig ] Generating forecast for: VIGI [2025-11-26T21:37:41.287244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'. [2025-11-26T21:37:41.298347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIGI'. [2025-11-26T21:37:41.298658] [INFO ] [FORECASTER] Starting predict_future for VIGI [2025-11-26T21:37:41.299433] [DEBUG] [LOCAL ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt [2025-11-26T21:37:41.299503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:41.299549] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:41.299600] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:41.299704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:41.358669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:41.359314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:41.359410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:41.359456] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:41.474214] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:41.474399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:41.474446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:41.474490] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:41.477907] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-11-26T21:37:41.478229] [INFO ] [FORECASTER] Completed predict_future for VIGI [2025-11-26T21:37:41.478386] [INFO ] [sig ] VIGI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:41.618107] [INFO ] [LOCAL ] Saved forecast: VIGI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VIGI.txt [2025-11-26T21:37:41.618260] [INFO ] [sig ] [3387/3599] Completed VIGI in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:41.618313] [INFO ] [sig ] [3388/3599] Forecasting VINP... [2025-11-26T21:37:41.618358] [INFO ] [sig ] Generating forecast for: VINP [2025-11-26T21:37:41.618423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'. [2025-11-26T21:37:41.629332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VINP'. [2025-11-26T21:37:41.629707] [INFO ] [FORECASTER] Starting predict_future for VINP [2025-11-26T21:37:41.630518] [DEBUG] [LOCAL ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt [2025-11-26T21:37:41.630597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:41.630688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:41.630769] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:41.630885] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:41.689814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:41.690519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:41.690621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:41.690706] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:41.806449] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:41.806630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:41.806721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:41.806827] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:41.810345] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=14.28%) [2025-11-26T21:37:41.810704] [INFO ] [FORECASTER] Completed predict_future for VINP [2025-11-26T21:37:41.810869] [INFO ] [sig ] VINP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:41.951261] [INFO ] [LOCAL ] Saved forecast: VINP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VINP.txt [2025-11-26T21:37:41.951422] [INFO ] [sig ] [3388/3599] Completed VINP in 0.3s | 2.92 sym/s | Total: 19.3m | ETA: 1.2m [2025-11-26T21:37:41.951477] [INFO ] [sig ] [3389/3599] Forecasting VIPS... [2025-11-26T21:37:41.951538] [INFO ] [sig ] Generating forecast for: VIPS [2025-11-26T21:37:41.951597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-11-26T21:37:41.962069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIPS'. [2025-11-26T21:37:41.962400] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-11-26T21:37:41.963263] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-11-26T21:37:41.963334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:41.963407] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:41.963470] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:41.963561] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:42.021572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:42.022466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:42.022588] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:42.022690] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:42.144523] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:42.144668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:42.144741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:42.144810] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:42.149185] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-11-26T21:37:42.149672] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-11-26T21:37:42.149877] [INFO ] [sig ] VIPS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:42.295495] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VIPS.txt [2025-11-26T21:37:42.295664] [INFO ] [sig ] [3389/3599] Completed VIPS in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:42.295753] [INFO ] [sig ] [3390/3599] Forecasting VIRC... [2025-11-26T21:37:42.295804] [INFO ] [sig ] Generating forecast for: VIRC [2025-11-26T21:37:42.295856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'. [2025-11-26T21:37:42.305923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIRC'. [2025-11-26T21:37:42.306245] [INFO ] [FORECASTER] Starting predict_future for VIRC [2025-11-26T21:37:42.307154] [DEBUG] [LOCAL ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt [2025-11-26T21:37:42.307234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:42.307294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:42.307352] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:42.307469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:42.365834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:42.366722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:42.366850] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:42.366906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:42.489209] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:42.489417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:42.489473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:42.489515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:42.492951] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-11-26T21:37:42.493259] [INFO ] [FORECASTER] Completed predict_future for VIRC [2025-11-26T21:37:42.493400] [INFO ] [sig ] VIRC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:42.633822] [INFO ] [LOCAL ] Saved forecast: VIRC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VIRC.txt [2025-11-26T21:37:42.633986] [INFO ] [sig ] [3390/3599] Completed VIRC in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:42.634073] [INFO ] [sig ] [3391/3599] Forecasting VITL... [2025-11-26T21:37:42.634163] [INFO ] [sig ] Generating forecast for: VITL [2025-11-26T21:37:42.634224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'. [2025-11-26T21:37:42.644703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VITL'. [2025-11-26T21:37:42.645036] [INFO ] [FORECASTER] Starting predict_future for VITL [2025-11-26T21:37:42.645917] [DEBUG] [LOCAL ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt [2025-11-26T21:37:42.645987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:42.646033] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:42.646072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:42.646158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:42.704443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:42.705150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:42.705249] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:42.705304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:42.827673] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:42.827846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:42.827900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:42.827936] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:42.831309] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=19.03%) [2025-11-26T21:37:42.831607] [INFO ] [FORECASTER] Completed predict_future for VITL [2025-11-26T21:37:42.831774] [INFO ] [sig ] VITL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:42.972155] [INFO ] [LOCAL ] Saved forecast: VITL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VITL.txt [2025-11-26T21:37:42.972305] [INFO ] [sig ] [3391/3599] Completed VITL in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:42.972378] [INFO ] [sig ] [3392/3599] Forecasting VKQ... [2025-11-26T21:37:42.972425] [INFO ] [sig ] Generating forecast for: VKQ [2025-11-26T21:37:42.972487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-11-26T21:37:42.982797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKQ'. [2025-11-26T21:37:42.983200] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-11-26T21:37:42.984161] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-11-26T21:37:42.984244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:42.984319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:42.984376] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:42.984473] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:43.043122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:43.044055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:43.044164] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:43.044219] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:43.165783] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:43.165941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:43.166015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:43.166084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:43.169562] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=2.36%) [2025-11-26T21:37:43.169901] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-11-26T21:37:43.170065] [INFO ] [sig ] VKQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:43.309889] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VKQ.txt [2025-11-26T21:37:43.310049] [INFO ] [sig ] [3392/3599] Completed VKQ in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:43.310103] [INFO ] [sig ] [3393/3599] Forecasting VKTX... [2025-11-26T21:37:43.310145] [INFO ] [sig ] Generating forecast for: VKTX [2025-11-26T21:37:43.310212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'. [2025-11-26T21:37:43.321207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKTX'. [2025-11-26T21:37:43.321569] [INFO ] [FORECASTER] Starting predict_future for VKTX [2025-11-26T21:37:43.322386] [DEBUG] [LOCAL ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt [2025-11-26T21:37:43.322456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:43.322510] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:43.322558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:43.322668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:43.379003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:43.379658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:43.379758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:43.379817] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:43.498730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:43.498936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:43.498990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:43.499032] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:43.502473] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-11-26T21:37:43.502829] [INFO ] [FORECASTER] Completed predict_future for VKTX [2025-11-26T21:37:43.502985] [INFO ] [sig ] VKTX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:43.642557] [INFO ] [LOCAL ] Saved forecast: VKTX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VKTX.txt [2025-11-26T21:37:43.642735] [INFO ] [sig ] [3393/3599] Completed VKTX in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:43.642798] [INFO ] [sig ] [3394/3599] Forecasting VLGEA... [2025-11-26T21:37:43.642864] [INFO ] [sig ] Generating forecast for: VLGEA [2025-11-26T21:37:43.642922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'. [2025-11-26T21:37:43.654286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'. [2025-11-26T21:37:43.654615] [INFO ] [FORECASTER] Starting predict_future for VLGEA [2025-11-26T21:37:43.655448] [DEBUG] [LOCAL ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt [2025-11-26T21:37:43.655526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:43.655585] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:43.655637] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:43.655756] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:43.712216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:43.712870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:43.712973] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:43.713036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:43.834759] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:43.834963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:43.835032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:43.835092] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:43.838577] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: UP (p=89.31%) [2025-11-26T21:37:43.838925] [INFO ] [FORECASTER] Completed predict_future for VLGEA [2025-11-26T21:37:43.839087] [INFO ] [sig ] VLGEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:43.978273] [INFO ] [LOCAL ] Saved forecast: VLGEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VLGEA.txt [2025-11-26T21:37:43.978432] [INFO ] [sig ] [3394/3599] Completed VLGEA in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:43.978501] [INFO ] [sig ] [3395/3599] Forecasting VLN... [2025-11-26T21:37:43.978559] [INFO ] [sig ] Generating forecast for: VLN [2025-11-26T21:37:43.978668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-11-26T21:37:43.989119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLN'. [2025-11-26T21:37:43.989416] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-11-26T21:37:43.990285] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-11-26T21:37:43.990360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:43.990429] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:43.990489] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:43.990590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:44.048830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:44.049730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:44.049840] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:44.049905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:44.166662] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:44.166817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:44.166903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:44.166970] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:44.170419] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=84.68%) [2025-11-26T21:37:44.170769] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-11-26T21:37:44.170934] [INFO ] [sig ] VLN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:44.312844] [INFO ] [LOCAL ] Saved forecast: VLN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VLN.txt [2025-11-26T21:37:44.312998] [INFO ] [sig ] [3395/3599] Completed VLN in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:44.313092] [INFO ] [sig ] [3396/3599] Forecasting VLO... [2025-11-26T21:37:44.313195] [INFO ] [sig ] Generating forecast for: VLO [2025-11-26T21:37:44.313250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-11-26T21:37:44.324514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLO'. [2025-11-26T21:37:44.324942] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-11-26T21:37:44.325750] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-11-26T21:37:44.325822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:44.325868] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:44.325906] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:44.325973] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:44.382018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:44.382917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:44.383020] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:44.383066] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:44.501074] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:44.501271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:44.501324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:44.501366] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:44.504694] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=0.38%) [2025-11-26T21:37:44.504993] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-11-26T21:37:44.505135] [INFO ] [sig ] VLO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:44.644984] [INFO ] [LOCAL ] Saved forecast: VLO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VLO.txt [2025-11-26T21:37:44.645166] [INFO ] [sig ] [3396/3599] Completed VLO in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:44.645220] [INFO ] [sig ] [3397/3599] Forecasting VLRS... [2025-11-26T21:37:44.645263] [INFO ] [sig ] Generating forecast for: VLRS [2025-11-26T21:37:44.645303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-11-26T21:37:44.655480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLRS'. [2025-11-26T21:37:44.655899] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-11-26T21:37:44.656692] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-11-26T21:37:44.656761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:44.656805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:44.656844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:44.656911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:44.713590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:44.714470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:44.714570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:44.714617] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:44.838659] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:44.838992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:44.839048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:44.839099] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:44.842512] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=60.26%) [2025-11-26T21:37:44.842840] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-11-26T21:37:44.842985] [INFO ] [sig ] VLRS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:44.982528] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VLRS.txt [2025-11-26T21:37:44.982698] [INFO ] [sig ] [3397/3599] Completed VLRS in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.2m [2025-11-26T21:37:44.982807] [INFO ] [sig ] [3398/3599] Forecasting VLTO... [2025-11-26T21:37:44.982856] [INFO ] [sig ] Generating forecast for: VLTO [2025-11-26T21:37:44.982897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-11-26T21:37:44.994010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLTO'. [2025-11-26T21:37:44.994302] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-11-26T21:37:44.995088] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-11-26T21:37:44.995158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:44.995205] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:44.995246] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:44.995314] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:45.051811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:45.052397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:45.052493] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:45.052541] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:45.175287] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:45.175460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:45.175514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:45.175558] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:45.178883] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=49.88%) [2025-11-26T21:37:45.179167] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-11-26T21:37:45.179308] [INFO ] [sig ] VLTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:45.316588] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VLTO.txt [2025-11-26T21:37:45.316747] [INFO ] [sig ] [3398/3599] Completed VLTO in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:45.316805] [INFO ] [sig ] [3399/3599] Forecasting VLY... [2025-11-26T21:37:45.316869] [INFO ] [sig ] Generating forecast for: VLY [2025-11-26T21:37:45.316910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'. [2025-11-26T21:37:45.327840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLY'. [2025-11-26T21:37:45.328129] [INFO ] [FORECASTER] Starting predict_future for VLY [2025-11-26T21:37:45.328923] [DEBUG] [LOCAL ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt [2025-11-26T21:37:45.328991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:45.329035] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:45.329075] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:45.329140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:45.384482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:45.385108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:45.385200] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:45.385243] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:45.502883] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:45.503035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:45.503087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:45.503153] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:45.506481] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=47.09%) [2025-11-26T21:37:45.506791] [INFO ] [FORECASTER] Completed predict_future for VLY [2025-11-26T21:37:45.506934] [INFO ] [sig ] VLY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:45.646084] [INFO ] [LOCAL ] Saved forecast: VLY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VLY.txt [2025-11-26T21:37:45.646228] [INFO ] [sig ] [3399/3599] Completed VLY in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:45.646281] [INFO ] [sig ] [3400/3599] Forecasting VMBS... [2025-11-26T21:37:45.646389] [INFO ] [sig ] Generating forecast for: VMBS [2025-11-26T21:37:45.646437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'. [2025-11-26T21:37:45.657468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMBS'. [2025-11-26T21:37:45.657944] [INFO ] [FORECASTER] Starting predict_future for VMBS [2025-11-26T21:37:45.658783] [DEBUG] [LOCAL ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt [2025-11-26T21:37:45.658856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:45.658902] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:45.658940] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:45.659008] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:45.717745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:45.718707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:45.718813] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:45.718862] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:45.842109] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:45.842318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:45.842371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:45.842414] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:45.845806] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=28.79%) [2025-11-26T21:37:45.846101] [INFO ] [FORECASTER] Completed predict_future for VMBS [2025-11-26T21:37:45.846240] [INFO ] [sig ] VMBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:45.986512] [INFO ] [LOCAL ] Saved forecast: VMBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VMBS.txt [2025-11-26T21:37:45.986712] [INFO ] [sig ] [3400/3599] Completed VMBS in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:45.986795] [INFO ] [sig ] [3401/3599] Forecasting VMD... [2025-11-26T21:37:45.986849] [INFO ] [sig ] Generating forecast for: VMD [2025-11-26T21:37:45.986892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'. [2025-11-26T21:37:45.997179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMD'. [2025-11-26T21:37:45.997562] [INFO ] [FORECASTER] Starting predict_future for VMD [2025-11-26T21:37:45.998370] [DEBUG] [LOCAL ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt [2025-11-26T21:37:45.998441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:45.998487] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:45.998533] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:45.998606] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:46.055534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:46.056408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:46.056508] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:46.056575] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:46.173560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:46.173777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:46.173837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:46.173873] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:46.177368] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=69.23%) [2025-11-26T21:37:46.177740] [INFO ] [FORECASTER] Completed predict_future for VMD [2025-11-26T21:37:46.177890] [INFO ] [sig ] VMD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:46.320476] [INFO ] [LOCAL ] Saved forecast: VMD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VMD.txt [2025-11-26T21:37:46.320682] [INFO ] [sig ] [3401/3599] Completed VMD in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:46.320761] [INFO ] [sig ] [3402/3599] Forecasting VMI... [2025-11-26T21:37:46.320811] [INFO ] [sig ] Generating forecast for: VMI [2025-11-26T21:37:46.320857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-11-26T21:37:46.331265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMI'. [2025-11-26T21:37:46.331686] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-11-26T21:37:46.332455] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-11-26T21:37:46.332524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:46.332570] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:46.332609] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:46.332708] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:46.390774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:46.391634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:46.391772] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:46.391839] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:46.513706] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:46.513893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:46.513947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:46.513989] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:46.517422] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=13.16%) [2025-11-26T21:37:46.517740] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-11-26T21:37:46.517884] [INFO ] [sig ] VMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:46.657667] [INFO ] [LOCAL ] Saved forecast: VMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VMI.txt [2025-11-26T21:37:46.657828] [INFO ] [sig ] [3402/3599] Completed VMI in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:46.657881] [INFO ] [sig ] [3403/3599] Forecasting VMO... [2025-11-26T21:37:46.657946] [INFO ] [sig ] Generating forecast for: VMO [2025-11-26T21:37:46.657991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-11-26T21:37:46.668370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMO'. [2025-11-26T21:37:46.668697] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-11-26T21:37:46.669450] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-11-26T21:37:46.669519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:46.669563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:46.669603] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:46.669704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:46.726011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:46.726684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:46.726775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:46.726816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:46.843338] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:46.843517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:46.843569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:46.843606] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:46.846912] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-11-26T21:37:46.847196] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-11-26T21:37:46.847330] [INFO ] [sig ] VMO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:46.987030] [INFO ] [LOCAL ] Saved forecast: VMO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VMO.txt [2025-11-26T21:37:46.987187] [INFO ] [sig ] [3403/3599] Completed VMO in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:46.987262] [INFO ] [sig ] [3404/3599] Forecasting VNDA... [2025-11-26T21:37:46.987309] [INFO ] [sig ] Generating forecast for: VNDA [2025-11-26T21:37:46.987351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'. [2025-11-26T21:37:46.997232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNDA'. [2025-11-26T21:37:46.997547] [INFO ] [FORECASTER] Starting predict_future for VNDA [2025-11-26T21:37:46.998327] [DEBUG] [LOCAL ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt [2025-11-26T21:37:46.998396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:46.998440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:46.998479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:46.998545] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:47.059681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:47.060468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:47.060566] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:47.060615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:47.177876] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:47.178072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:47.178128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:47.178171] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:47.181719] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=27.11%) [2025-11-26T21:37:47.182044] [INFO ] [FORECASTER] Completed predict_future for VNDA [2025-11-26T21:37:47.182188] [INFO ] [sig ] VNDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:47.323996] [INFO ] [LOCAL ] Saved forecast: VNDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VNDA.txt [2025-11-26T21:37:47.324174] [INFO ] [sig ] [3404/3599] Completed VNDA in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:47.324236] [INFO ] [sig ] [3405/3599] Forecasting VNO... [2025-11-26T21:37:47.324280] [INFO ] [sig ] Generating forecast for: VNO [2025-11-26T21:37:47.324353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-11-26T21:37:47.335312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNO'. [2025-11-26T21:37:47.335629] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-11-26T21:37:47.336446] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-11-26T21:37:47.336530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:47.336576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:47.336614] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:47.336703] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:47.393934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:47.394677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:47.394775] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:47.394822] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:47.514019] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:47.514196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:47.514247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:47.514287] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:47.517616] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=96.20%) [2025-11-26T21:37:47.517933] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-11-26T21:37:47.518075] [INFO ] [sig ] VNO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:47.700432] [INFO ] [LOCAL ] Saved forecast: VNO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VNO.txt [2025-11-26T21:37:47.700612] [INFO ] [sig ] [3405/3599] Completed VNO in 0.4s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:47.700701] [INFO ] [sig ] [3406/3599] Forecasting VNOM... [2025-11-26T21:37:47.700777] [INFO ] [sig ] Generating forecast for: VNOM [2025-11-26T21:37:47.700815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'. [2025-11-26T21:37:47.712155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNOM'. [2025-11-26T21:37:47.712575] [INFO ] [FORECASTER] Starting predict_future for VNOM [2025-11-26T21:37:47.713399] [DEBUG] [LOCAL ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt [2025-11-26T21:37:47.713472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:47.713518] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:47.713558] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:47.713626] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:47.772260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:47.773078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:47.773177] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:47.773225] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:47.901395] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:47.901576] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:47.901629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:47.901693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:47.905233] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=99.94%) [2025-11-26T21:37:47.905527] [INFO ] [FORECASTER] Completed predict_future for VNOM [2025-11-26T21:37:47.905707] [INFO ] [sig ] VNOM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:48.048359] [INFO ] [LOCAL ] Saved forecast: VNOM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VNOM.txt [2025-11-26T21:37:48.048522] [INFO ] [sig ] [3406/3599] Completed VNOM in 0.3s | 2.92 sym/s | Total: 19.4m | ETA: 1.1m [2025-11-26T21:37:48.048590] [INFO ] [sig ] [3407/3599] Forecasting VNQI... [2025-11-26T21:37:48.048678] [INFO ] [sig ] Generating forecast for: VNQI [2025-11-26T21:37:48.048722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'. [2025-11-26T21:37:48.059790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNQI'. [2025-11-26T21:37:48.060278] [INFO ] [FORECASTER] Starting predict_future for VNQI [2025-11-26T21:37:48.061319] [DEBUG] [LOCAL ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt [2025-11-26T21:37:48.061393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:48.061440] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:48.061480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:48.061550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:48.122553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:48.123469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:48.123575] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:48.123621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:48.250346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:48.250552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:48.250628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:48.250706] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:48.254445] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=60.19%) [2025-11-26T21:37:48.254770] [INFO ] [FORECASTER] Completed predict_future for VNQI [2025-11-26T21:37:48.254923] [INFO ] [sig ] VNQI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:48.398345] [INFO ] [LOCAL ] Saved forecast: VNQI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VNQI.txt [2025-11-26T21:37:48.398516] [INFO ] [sig ] [3407/3599] Completed VNQI in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:48.398570] [INFO ] [sig ] [3408/3599] Forecasting VOC... [2025-11-26T21:37:48.398613] [INFO ] [sig ] Generating forecast for: VOC [2025-11-26T21:37:48.398700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-11-26T21:37:48.408867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOC'. [2025-11-26T21:37:48.409203] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-11-26T21:37:48.410011] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-11-26T21:37:48.410082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:48.410127] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:48.410166] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:48.410234] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:48.469157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:48.469954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:48.470073] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:48.470128] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:48.585120] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:48.585301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:48.585349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:48.585392] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:48.588749] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-11-26T21:37:48.589044] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-11-26T21:37:48.589187] [INFO ] [sig ] VOC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:48.727602] [INFO ] [LOCAL ] Saved forecast: VOC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VOC.txt [2025-11-26T21:37:48.727817] [INFO ] [sig ] [3408/3599] Completed VOC in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:48.727877] [INFO ] [sig ] [3409/3599] Forecasting VOD... [2025-11-26T21:37:48.727921] [INFO ] [sig ] Generating forecast for: VOD [2025-11-26T21:37:48.727962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'. [2025-11-26T21:37:48.739148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOD'. [2025-11-26T21:37:48.739488] [INFO ] [FORECASTER] Starting predict_future for VOD [2025-11-26T21:37:48.740272] [DEBUG] [LOCAL ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt [2025-11-26T21:37:48.740342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:48.740387] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:48.740428] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:48.740495] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:48.797196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:48.797958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:48.798056] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:48.798101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:48.913211] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:48.913393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:48.913446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:48.913488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:48.916784] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=23.40%) [2025-11-26T21:37:48.917068] [INFO ] [FORECASTER] Completed predict_future for VOD [2025-11-26T21:37:48.917208] [INFO ] [sig ] VOD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:49.054845] [INFO ] [LOCAL ] Saved forecast: VOD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VOD.txt [2025-11-26T21:37:49.055014] [INFO ] [sig ] [3409/3599] Completed VOD in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:49.055068] [INFO ] [sig ] [3410/3599] Forecasting VONE... [2025-11-26T21:37:49.055134] [INFO ] [sig ] Generating forecast for: VONE [2025-11-26T21:37:49.055172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'. [2025-11-26T21:37:49.065287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONE'. [2025-11-26T21:37:49.065623] [INFO ] [FORECASTER] Starting predict_future for VONE [2025-11-26T21:37:49.066408] [DEBUG] [LOCAL ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt [2025-11-26T21:37:49.066477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:49.066522] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:49.066561] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:49.066629] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:49.122319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:49.122987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:49.123084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:49.123130] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:49.244177] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:49.244875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:49.244932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:49.244982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:49.248475] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=38.90%) [2025-11-26T21:37:49.248863] [INFO ] [FORECASTER] Completed predict_future for VONE [2025-11-26T21:37:49.249169] [INFO ] [sig ] VONE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:49.388007] [INFO ] [LOCAL ] Saved forecast: VONE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VONE.txt [2025-11-26T21:37:49.388161] [INFO ] [sig ] [3410/3599] Completed VONE in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:49.388215] [INFO ] [sig ] [3411/3599] Forecasting VONG... [2025-11-26T21:37:49.388258] [INFO ] [sig ] Generating forecast for: VONG [2025-11-26T21:37:49.388300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'. [2025-11-26T21:37:49.399551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONG'. [2025-11-26T21:37:49.399940] [INFO ] [FORECASTER] Starting predict_future for VONG [2025-11-26T21:37:49.400732] [DEBUG] [LOCAL ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt [2025-11-26T21:37:49.400801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:49.400838] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:49.400878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:49.400948] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:49.456722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:49.457417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:49.457511] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:49.457557] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:49.583602] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:49.583798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:49.583852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:49.583898] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:49.587300] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=0.49%) [2025-11-26T21:37:49.587609] [INFO ] [FORECASTER] Completed predict_future for VONG [2025-11-26T21:37:49.587767] [INFO ] [sig ] VONG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:49.727827] [INFO ] [LOCAL ] Saved forecast: VONG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VONG.txt [2025-11-26T21:37:49.728020] [INFO ] [sig ] [3411/3599] Completed VONG in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:49.728076] [INFO ] [sig ] [3412/3599] Forecasting VOTE... [2025-11-26T21:37:49.728118] [INFO ] [sig ] Generating forecast for: VOTE [2025-11-26T21:37:49.728158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'. [2025-11-26T21:37:49.739743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOTE'. [2025-11-26T21:37:49.740104] [INFO ] [FORECASTER] Starting predict_future for VOTE [2025-11-26T21:37:49.740920] [DEBUG] [LOCAL ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt [2025-11-26T21:37:49.740991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:49.741036] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:49.741077] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:49.741145] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:49.800048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:49.800807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:49.800906] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:49.800953] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:49.922160] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:49.922570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:49.922622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:49.922683] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:49.926484] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-11-26T21:37:49.926798] [INFO ] [FORECASTER] Completed predict_future for VOTE [2025-11-26T21:37:49.926937] [INFO ] [sig ] VOTE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:50.065799] [INFO ] [LOCAL ] Saved forecast: VOTE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VOTE.txt [2025-11-26T21:37:50.065939] [INFO ] [sig ] [3412/3599] Completed VOTE in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:50.066003] [INFO ] [sig ] [3413/3599] Forecasting VPG... [2025-11-26T21:37:50.066045] [INFO ] [sig ] Generating forecast for: VPG [2025-11-26T21:37:50.066106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-11-26T21:37:50.076177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPG'. [2025-11-26T21:37:50.076468] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-11-26T21:37:50.077240] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-11-26T21:37:50.077309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:50.077353] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:50.077417] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:50.077487] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:50.135340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:50.135998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:50.136095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:50.136140] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:50.252448] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:50.252608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:50.252676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:50.252719] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:50.255952] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=70.31%) [2025-11-26T21:37:50.256241] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-11-26T21:37:50.256377] [INFO ] [sig ] VPG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:50.395679] [INFO ] [LOCAL ] Saved forecast: VPG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VPG.txt [2025-11-26T21:37:50.395828] [INFO ] [sig ] [3413/3599] Completed VPG in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:50.395881] [INFO ] [sig ] [3414/3599] Forecasting VPLS... [2025-11-26T21:37:50.395935] [INFO ] [sig ] Generating forecast for: VPLS [2025-11-26T21:37:50.395980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'. [2025-11-26T21:37:50.407760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPLS'. [2025-11-26T21:37:50.408119] [INFO ] [FORECASTER] Starting predict_future for VPLS [2025-11-26T21:37:50.408953] [DEBUG] [LOCAL ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt [2025-11-26T21:37:50.409027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:50.409075] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:50.409116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:50.409185] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:50.467983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:50.468612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:50.468731] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:50.468777] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:50.591741] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:50.591926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:50.591983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:50.592023] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:50.595485] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=50.45%) [2025-11-26T21:37:50.595790] [INFO ] [FORECASTER] Completed predict_future for VPLS [2025-11-26T21:37:50.595926] [INFO ] [sig ] VPLS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:50.734976] [INFO ] [LOCAL ] Saved forecast: VPLS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VPLS.txt [2025-11-26T21:37:50.735131] [INFO ] [sig ] [3414/3599] Completed VPLS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:50.735193] [INFO ] [sig ] [3415/3599] Forecasting VRA... [2025-11-26T21:37:50.735237] [INFO ] [sig ] Generating forecast for: VRA [2025-11-26T21:37:50.735297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'. [2025-11-26T21:37:50.746108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRA'. [2025-11-26T21:37:50.746416] [INFO ] [FORECASTER] Starting predict_future for VRA [2025-11-26T21:37:50.747192] [DEBUG] [LOCAL ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt [2025-11-26T21:37:50.747261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:50.747305] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:50.747344] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:50.747429] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:50.805109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:50.805823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:50.805917] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:50.805963] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:50.926064] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:50.926231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:50.926281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:50.926321] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:50.929614] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=22.42%) [2025-11-26T21:37:50.929915] [INFO ] [FORECASTER] Completed predict_future for VRA [2025-11-26T21:37:50.930052] [INFO ] [sig ] VRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:51.070778] [INFO ] [LOCAL ] Saved forecast: VRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRA.txt [2025-11-26T21:37:51.070943] [INFO ] [sig ] [3415/3599] Completed VRA in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.1m [2025-11-26T21:37:51.071010] [INFO ] [sig ] [3416/3599] Forecasting VRCA... [2025-11-26T21:37:51.071053] [INFO ] [sig ] Generating forecast for: VRCA [2025-11-26T21:37:51.071095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'. [2025-11-26T21:37:51.082048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRCA'. [2025-11-26T21:37:51.082331] [INFO ] [FORECASTER] Starting predict_future for VRCA [2025-11-26T21:37:51.083107] [DEBUG] [LOCAL ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt [2025-11-26T21:37:51.083177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:51.083236] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:51.083277] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:51.083347] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:51.140083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:51.141131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:51.141239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:51.141286] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:51.258978] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:51.259177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:51.259231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:51.259272] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:51.262636] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: UP (p=88.36%) [2025-11-26T21:37:51.262948] [INFO ] [FORECASTER] Completed predict_future for VRCA [2025-11-26T21:37:51.263088] [INFO ] [sig ] VRCA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:51.405469] [INFO ] [LOCAL ] Saved forecast: VRCA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRCA.txt [2025-11-26T21:37:51.405635] [INFO ] [sig ] [3416/3599] Completed VRCA in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:51.405731] [INFO ] [sig ] [3417/3599] Forecasting VRDN... [2025-11-26T21:37:51.405780] [INFO ] [sig ] Generating forecast for: VRDN [2025-11-26T21:37:51.405818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'. [2025-11-26T21:37:51.416990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRDN'. [2025-11-26T21:37:51.417323] [INFO ] [FORECASTER] Starting predict_future for VRDN [2025-11-26T21:37:51.418165] [DEBUG] [LOCAL ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt [2025-11-26T21:37:51.418236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:51.418282] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:51.418321] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:51.418391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:51.475673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:51.476497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:51.476595] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:51.476636] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:51.603151] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:51.603330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:51.603383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:51.603421] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:51.606825] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=63.12%) [2025-11-26T21:37:51.607114] [INFO ] [FORECASTER] Completed predict_future for VRDN [2025-11-26T21:37:51.607253] [INFO ] [sig ] VRDN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:51.746597] [INFO ] [LOCAL ] Saved forecast: VRDN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRDN.txt [2025-11-26T21:37:51.746763] [INFO ] [sig ] [3417/3599] Completed VRDN in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:51.746816] [INFO ] [sig ] [3418/3599] Forecasting VRE... [2025-11-26T21:37:51.746858] [INFO ] [sig ] Generating forecast for: VRE [2025-11-26T21:37:51.746918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-11-26T21:37:51.758007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRE'. [2025-11-26T21:37:51.758304] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-11-26T21:37:51.759084] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-11-26T21:37:51.759152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:51.759197] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:51.759236] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:51.759303] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:51.816073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:51.816696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:51.816788] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:51.816833] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:51.936967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:51.937145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:51.937197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:51.937236] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:51.940701] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=83.70%) [2025-11-26T21:37:51.941019] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-11-26T21:37:51.941165] [INFO ] [sig ] VRE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:52.084665] [INFO ] [LOCAL ] Saved forecast: VRE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRE.txt [2025-11-26T21:37:52.084823] [INFO ] [sig ] [3418/3599] Completed VRE in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:52.084885] [INFO ] [sig ] [3419/3599] Forecasting VREX... [2025-11-26T21:37:52.084944] [INFO ] [sig ] Generating forecast for: VREX [2025-11-26T21:37:52.084987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'. [2025-11-26T21:37:52.095584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VREX'. [2025-11-26T21:37:52.095940] [INFO ] [FORECASTER] Starting predict_future for VREX [2025-11-26T21:37:52.096761] [DEBUG] [LOCAL ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt [2025-11-26T21:37:52.096830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:52.096876] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:52.096916] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:52.096982] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:52.155319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:52.155990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:52.156090] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:52.156141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:52.273415] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:52.273584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:52.273652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:52.273693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:52.277059] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=52.98%) [2025-11-26T21:37:52.277358] [INFO ] [FORECASTER] Completed predict_future for VREX [2025-11-26T21:37:52.277523] [INFO ] [sig ] VREX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:52.416363] [INFO ] [LOCAL ] Saved forecast: VREX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VREX.txt [2025-11-26T21:37:52.416516] [INFO ] [sig ] [3419/3599] Completed VREX in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:52.416577] [INFO ] [sig ] [3420/3599] Forecasting VRIG... [2025-11-26T21:37:52.416626] [INFO ] [sig ] Generating forecast for: VRIG [2025-11-26T21:37:52.416704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'. [2025-11-26T21:37:52.427976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRIG'. [2025-11-26T21:37:52.428275] [INFO ] [FORECASTER] Starting predict_future for VRIG [2025-11-26T21:37:52.429053] [DEBUG] [LOCAL ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt [2025-11-26T21:37:52.429122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:52.429167] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:52.429206] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:52.429273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:52.487451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:52.488143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:52.488239] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:52.488287] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:52.584484] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:52.584674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:52.584734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:52.584779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:52.588088] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-11-26T21:37:52.588376] [INFO ] [FORECASTER] Completed predict_future for VRIG [2025-11-26T21:37:52.588512] [INFO ] [sig ] VRIG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:52.726356] [INFO ] [LOCAL ] Saved forecast: VRIG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRIG.txt [2025-11-26T21:37:52.726508] [INFO ] [sig ] [3420/3599] Completed VRIG in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:52.726561] [INFO ] [sig ] [3421/3599] Forecasting VRNS... [2025-11-26T21:37:52.726608] [INFO ] [sig ] Generating forecast for: VRNS [2025-11-26T21:37:52.726663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'. [2025-11-26T21:37:52.737886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRNS'. [2025-11-26T21:37:52.738209] [INFO ] [FORECASTER] Starting predict_future for VRNS [2025-11-26T21:37:52.739005] [DEBUG] [LOCAL ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt [2025-11-26T21:37:52.739074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:52.739129] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:52.739179] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:52.739260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:52.797987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:52.798858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:52.798970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:52.799019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:52.921931] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:52.922096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:52.922147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:52.922187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:52.925555] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=30.92%) [2025-11-26T21:37:52.925869] [INFO ] [FORECASTER] Completed predict_future for VRNS [2025-11-26T21:37:52.926060] [INFO ] [sig ] VRNS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:53.064930] [INFO ] [LOCAL ] Saved forecast: VRNS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRNS.txt [2025-11-26T21:37:53.065087] [INFO ] [sig ] [3421/3599] Completed VRNS in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:53.065139] [INFO ] [sig ] [3422/3599] Forecasting VRRM... [2025-11-26T21:37:53.065217] [INFO ] [sig ] Generating forecast for: VRRM [2025-11-26T21:37:53.065260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'. [2025-11-26T21:37:53.076537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRRM'. [2025-11-26T21:37:53.076882] [INFO ] [FORECASTER] Starting predict_future for VRRM [2025-11-26T21:37:53.077749] [DEBUG] [LOCAL ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt [2025-11-26T21:37:53.077816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:53.077857] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:53.077894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:53.077964] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:53.134269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:53.134931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:53.135029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:53.135075] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:53.253502] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:53.253686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:53.253740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:53.253784] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:53.257073] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=33.51%) [2025-11-26T21:37:53.257370] [INFO ] [FORECASTER] Completed predict_future for VRRM [2025-11-26T21:37:53.257522] [INFO ] [sig ] VRRM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:53.395432] [INFO ] [LOCAL ] Saved forecast: VRRM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRRM.txt [2025-11-26T21:37:53.395606] [INFO ] [sig ] [3422/3599] Completed VRRM in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:53.395695] [INFO ] [sig ] [3423/3599] Forecasting VRSK... [2025-11-26T21:37:53.395744] [INFO ] [sig ] Generating forecast for: VRSK [2025-11-26T21:37:53.395864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'. [2025-11-26T21:37:53.406130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSK'. [2025-11-26T21:37:53.406442] [INFO ] [FORECASTER] Starting predict_future for VRSK [2025-11-26T21:37:53.407340] [DEBUG] [LOCAL ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt [2025-11-26T21:37:53.407445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:53.407525] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:53.407595] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:53.407725] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:53.466284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:53.467014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:53.467119] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:53.467190] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:53.590480] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:53.590670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:53.590752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:53.590817] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:53.594260] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=25.95%) [2025-11-26T21:37:53.594599] [INFO ] [FORECASTER] Completed predict_future for VRSK [2025-11-26T21:37:53.594787] [INFO ] [sig ] VRSK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:53.732861] [INFO ] [LOCAL ] Saved forecast: VRSK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VRSK.txt [2025-11-26T21:37:53.733028] [INFO ] [sig ] [3423/3599] Completed VRSK in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 1.0m [2025-11-26T21:37:53.733107] [INFO ] [sig ] [3424/3599] Forecasting VRSN... [2025-11-26T21:37:53.733188] [INFO ] [sig ] Generating forecast for: VRSN [2025-11-26T21:37:53.733271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'. [2025-11-26T21:37:53.743723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSN'. [2025-11-26T21:37:53.744040] [INFO ] [FORECASTER] Starting predict_future for VRSN [2025-11-26T21:37:53.744834] [DEBUG] [LOCAL ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt [2025-11-26T21:37:53.744903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:53.744948] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:53.744992] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:53.745059] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:53.804392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:53.805124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:53.805222] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:53.805269] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:53.928823] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:53.929020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:53.929074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:53.929110] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:53.932520] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=86.72%) [2025-11-26T21:37:53.932826] [INFO ] [FORECASTER] Completed predict_future for VRSN [2025-11-26T21:37:53.932976] [INFO ] [sig ] VRSN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:54.073634] [INFO ] [LOCAL ] Saved forecast: VRSN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRSN.txt [2025-11-26T21:37:54.073858] [INFO ] [sig ] [3424/3599] Completed VRSN in 0.3s | 2.92 sym/s | Total: 19.5m | ETA: 60.0s [2025-11-26T21:37:54.073914] [INFO ] [sig ] [3425/3599] Forecasting VRTS... [2025-11-26T21:37:54.073978] [INFO ] [sig ] Generating forecast for: VRTS [2025-11-26T21:37:54.074028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-11-26T21:37:54.084865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTS'. [2025-11-26T21:37:54.085191] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-11-26T21:37:54.086045] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-11-26T21:37:54.086114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:54.086158] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:54.086198] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:54.086265] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:54.142124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:54.142851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:54.142970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:54.143018] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:54.280325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:54.280522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:54.280579] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:54.280621] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:54.284209] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-11-26T21:37:54.284505] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-11-26T21:37:54.284671] [INFO ] [sig ] VRTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:54.422847] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRTS.txt [2025-11-26T21:37:54.423005] [INFO ] [sig ] [3425/3599] Completed VRTS in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 59.6s [2025-11-26T21:37:54.423063] [INFO ] [sig ] [3426/3599] Forecasting VRTX... [2025-11-26T21:37:54.423106] [INFO ] [sig ] Generating forecast for: VRTX [2025-11-26T21:37:54.423145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'. [2025-11-26T21:37:54.433747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTX'. [2025-11-26T21:37:54.434033] [INFO ] [FORECASTER] Starting predict_future for VRTX [2025-11-26T21:37:54.434830] [DEBUG] [LOCAL ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt [2025-11-26T21:37:54.434898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:54.434944] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:54.434982] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:54.435050] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:54.492214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:54.492843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:54.492937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:54.492991] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:54.615730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:54.615912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:54.615965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:54.616006] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:54.619483] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=60.07%) [2025-11-26T21:37:54.619809] [INFO ] [FORECASTER] Completed predict_future for VRTX [2025-11-26T21:37:54.619956] [INFO ] [sig ] VRTX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:54.758954] [INFO ] [LOCAL ] Saved forecast: VRTX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VRTX.txt [2025-11-26T21:37:54.759128] [INFO ] [sig ] [3426/3599] Completed VRTX in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 59.3s [2025-11-26T21:37:54.759191] [INFO ] [sig ] [3427/3599] Forecasting VS... [2025-11-26T21:37:54.759234] [INFO ] [sig ] Generating forecast for: VS [2025-11-26T21:37:54.759274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'. [2025-11-26T21:37:54.770840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VS'. [2025-11-26T21:37:54.771134] [INFO ] [FORECASTER] Starting predict_future for VS [2025-11-26T21:37:54.771946] [DEBUG] [LOCAL ] No optimal features file found for VS: ./output/feature-sets/VS.txt [2025-11-26T21:37:54.772015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:54.772077] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:54.772128] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:54.772249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:54.829429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:54.830125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:54.830219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:54.830277] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:54.940584] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:54.940762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:54.940813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:54.940856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:54.944094] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=37.22%) [2025-11-26T21:37:54.944377] [INFO ] [FORECASTER] Completed predict_future for VS [2025-11-26T21:37:54.944515] [INFO ] [sig ] VS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:55.084687] [INFO ] [LOCAL ] Saved forecast: VS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VS.txt [2025-11-26T21:37:55.084842] [INFO ] [sig ] [3427/3599] Completed VS in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 58.9s [2025-11-26T21:37:55.084895] [INFO ] [sig ] [3428/3599] Forecasting VSCO... [2025-11-26T21:37:55.084935] [INFO ] [sig ] Generating forecast for: VSCO [2025-11-26T21:37:55.084976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-11-26T21:37:55.095830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSCO'. [2025-11-26T21:37:55.096144] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-11-26T21:37:55.096931] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-11-26T21:37:55.097002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:55.097052] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:55.097093] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:55.097162] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:55.153733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:55.154333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:55.154425] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:55.154470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:55.274182] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:55.274407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:55.274472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:55.274517] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:55.278076] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=95.66%) [2025-11-26T21:37:55.278377] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-11-26T21:37:55.278544] [INFO ] [sig ] VSCO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:55.420922] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VSCO.txt [2025-11-26T21:37:55.421067] [INFO ] [sig ] [3428/3599] Completed VSCO in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 58.6s [2025-11-26T21:37:55.421116] [INFO ] [sig ] [3429/3599] Forecasting VSDA... [2025-11-26T21:37:55.421158] [INFO ] [sig ] Generating forecast for: VSDA [2025-11-26T21:37:55.421202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'. [2025-11-26T21:37:55.432497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSDA'. [2025-11-26T21:37:55.432850] [INFO ] [FORECASTER] Starting predict_future for VSDA [2025-11-26T21:37:55.433639] [DEBUG] [LOCAL ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt [2025-11-26T21:37:55.433729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:55.433774] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:55.433812] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:55.433929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:55.491293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:55.491954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:55.492045] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:55.492101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:55.603042] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:55.603196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:55.603241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:55.603282] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:55.606499] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=33.92%) [2025-11-26T21:37:55.606856] [INFO ] [FORECASTER] Completed predict_future for VSDA [2025-11-26T21:37:55.607008] [INFO ] [sig ] VSDA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:55.747728] [INFO ] [LOCAL ] Saved forecast: VSDA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VSDA.txt [2025-11-26T21:37:55.747876] [INFO ] [sig ] [3429/3599] Completed VSDA in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 58.2s [2025-11-26T21:37:55.747929] [INFO ] [sig ] [3430/3599] Forecasting VSEC... [2025-11-26T21:37:55.747974] [INFO ] [sig ] Generating forecast for: VSEC [2025-11-26T21:37:55.748036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'. [2025-11-26T21:37:55.758771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSEC'. [2025-11-26T21:37:55.759108] [INFO ] [FORECASTER] Starting predict_future for VSEC [2025-11-26T21:37:55.759913] [DEBUG] [LOCAL ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt [2025-11-26T21:37:55.759983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:55.760030] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:55.760072] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:55.760140] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:55.818376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:55.819055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:55.819158] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:55.819205] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:55.943473] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:55.943708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:55.943763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:55.943805] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:55.947221] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-11-26T21:37:55.947531] [INFO ] [FORECASTER] Completed predict_future for VSEC [2025-11-26T21:37:55.947689] [INFO ] [sig ] VSEC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:56.087368] [INFO ] [LOCAL ] Saved forecast: VSEC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VSEC.txt [2025-11-26T21:37:56.087528] [INFO ] [sig ] [3430/3599] Completed VSEC in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 57.9s [2025-11-26T21:37:56.087583] [INFO ] [sig ] [3431/3599] Forecasting VSH... [2025-11-26T21:37:56.087658] [INFO ] [sig ] Generating forecast for: VSH [2025-11-26T21:37:56.087702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-11-26T21:37:56.099003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSH'. [2025-11-26T21:37:56.099305] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-11-26T21:37:56.100110] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-11-26T21:37:56.100179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:56.100226] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:56.100265] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:56.100334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:56.157675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:56.158469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:56.158570] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:56.158619] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:56.278550] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:56.278779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:56.278834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:56.278878] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:56.282212] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=26.72%) [2025-11-26T21:37:56.282514] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-11-26T21:37:56.282677] [INFO ] [sig ] VSH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:56.424031] [INFO ] [LOCAL ] Saved forecast: VSH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VSH.txt [2025-11-26T21:37:56.424187] [INFO ] [sig ] [3431/3599] Completed VSH in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 57.6s [2025-11-26T21:37:56.424238] [INFO ] [sig ] [3432/3599] Forecasting VSTM... [2025-11-26T21:37:56.424277] [INFO ] [sig ] Generating forecast for: VSTM [2025-11-26T21:37:56.424321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'. [2025-11-26T21:37:56.434578] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTM'. [2025-11-26T21:37:56.434883] [INFO ] [FORECASTER] Starting predict_future for VSTM [2025-11-26T21:37:56.435664] [DEBUG] [LOCAL ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt [2025-11-26T21:37:56.435732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:56.435778] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:56.435817] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:56.435886] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:56.493501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:56.494160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:56.494255] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:56.494304] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:56.617089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:56.617221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:56.617271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:56.617312] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:56.620585] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=98.13%) [2025-11-26T21:37:56.620892] [INFO ] [FORECASTER] Completed predict_future for VSTM [2025-11-26T21:37:56.621030] [INFO ] [sig ] VSTM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:56.768169] [INFO ] [LOCAL ] Saved forecast: VSTM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VSTM.txt [2025-11-26T21:37:56.768343] [INFO ] [sig ] [3432/3599] Completed VSTM in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 57.2s [2025-11-26T21:37:56.768419] [INFO ] [sig ] [3433/3599] Forecasting VSTS... [2025-11-26T21:37:56.768484] [INFO ] [sig ] Generating forecast for: VSTS [2025-11-26T21:37:56.768575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-11-26T21:37:56.779682] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTS'. [2025-11-26T21:37:56.780081] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-11-26T21:37:56.780977] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-11-26T21:37:56.781051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:56.781115] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:56.781164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:56.781249] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:56.839010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:56.839677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:56.839778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:56.839838] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:56.962418] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:56.962574] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:56.962625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:56.962687] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:56.966013] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=43.87%) [2025-11-26T21:37:56.966305] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-11-26T21:37:56.966452] [INFO ] [sig ] VSTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:57.106782] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VSTS.txt [2025-11-26T21:37:57.106933] [INFO ] [sig ] [3433/3599] Completed VSTS in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 56.9s [2025-11-26T21:37:57.106985] [INFO ] [sig ] [3434/3599] Forecasting VTC... [2025-11-26T21:37:57.107028] [INFO ] [sig ] Generating forecast for: VTC [2025-11-26T21:37:57.107105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'. [2025-11-26T21:37:57.117050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTC'. [2025-11-26T21:37:57.117376] [INFO ] [FORECASTER] Starting predict_future for VTC [2025-11-26T21:37:57.118206] [DEBUG] [LOCAL ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt [2025-11-26T21:37:57.118275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:57.118319] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:57.118368] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:57.118475] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:57.174346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:57.175019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:57.175113] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:57.175167] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:57.292569] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:57.292756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:57.292809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:57.292870] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:57.296311] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=12.81%) [2025-11-26T21:37:57.296613] [INFO ] [FORECASTER] Completed predict_future for VTC [2025-11-26T21:37:57.296778] [INFO ] [sig ] VTC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:57.438660] [INFO ] [LOCAL ] Saved forecast: VTC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTC.txt [2025-11-26T21:37:57.438852] [INFO ] [sig ] [3434/3599] Completed VTC in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 56.5s [2025-11-26T21:37:57.438908] [INFO ] [sig ] [3435/3599] Forecasting VTEX... [2025-11-26T21:37:57.438976] [INFO ] [sig ] Generating forecast for: VTEX [2025-11-26T21:37:57.439024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-11-26T21:37:57.449673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTEX'. [2025-11-26T21:37:57.450032] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-11-26T21:37:57.450867] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-11-26T21:37:57.450935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:57.450992] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:57.451042] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:57.451125] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:57.506939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:57.507870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:57.507979] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:57.508036] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:57.620968] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:57.621153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:57.621205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:57.621246] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:57.624629] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=89.38%) [2025-11-26T21:37:57.624955] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-11-26T21:37:57.625104] [INFO ] [sig ] VTEX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:57.764167] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTEX.txt [2025-11-26T21:37:57.764319] [INFO ] [sig ] [3435/3599] Completed VTEX in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 56.2s [2025-11-26T21:37:57.764370] [INFO ] [sig ] [3436/3599] Forecasting VTGN... [2025-11-26T21:37:57.764443] [INFO ] [sig ] Generating forecast for: VTGN [2025-11-26T21:37:57.764492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'. [2025-11-26T21:37:57.774912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTGN'. [2025-11-26T21:37:57.775254] [INFO ] [FORECASTER] Starting predict_future for VTGN [2025-11-26T21:37:57.776126] [DEBUG] [LOCAL ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt [2025-11-26T21:37:57.776199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:57.776246] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:57.776287] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:57.776368] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:57.834156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:57.834989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:57.835100] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:57.835197] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:57.955870] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:57.956048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:57.956119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:57.956187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:57.959676] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-11-26T21:37:57.959988] [INFO ] [FORECASTER] Completed predict_future for VTGN [2025-11-26T21:37:57.960155] [INFO ] [sig ] VTGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:58.102697] [INFO ] [LOCAL ] Saved forecast: VTGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTGN.txt [2025-11-26T21:37:58.102862] [INFO ] [sig ] [3436/3599] Completed VTGN in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 55.8s [2025-11-26T21:37:58.102915] [INFO ] [sig ] [3437/3599] Forecasting VTIP... [2025-11-26T21:37:58.102954] [INFO ] [sig ] Generating forecast for: VTIP [2025-11-26T21:37:58.102992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'. [2025-11-26T21:37:58.114320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTIP'. [2025-11-26T21:37:58.114657] [INFO ] [FORECASTER] Starting predict_future for VTIP [2025-11-26T21:37:58.115437] [DEBUG] [LOCAL ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt [2025-11-26T21:37:58.115508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:58.115553] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:58.115591] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:58.115683] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:58.173037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:58.173960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:58.174066] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:58.174114] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:58.292560] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:58.292778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:58.292836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:58.292879] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:58.296307] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=6.76%) [2025-11-26T21:37:58.296626] [INFO ] [FORECASTER] Completed predict_future for VTIP [2025-11-26T21:37:58.296928] [INFO ] [sig ] VTIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:58.439016] [INFO ] [LOCAL ] Saved forecast: VTIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTIP.txt [2025-11-26T21:37:58.439206] [INFO ] [sig ] [3437/3599] Completed VTIP in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 55.5s [2025-11-26T21:37:58.439261] [INFO ] [sig ] [3438/3599] Forecasting VTLE... [2025-11-26T21:37:58.439304] [INFO ] [sig ] Generating forecast for: VTLE [2025-11-26T21:37:58.439346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-11-26T21:37:58.449867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTLE'. [2025-11-26T21:37:58.450171] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-11-26T21:37:58.450963] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-11-26T21:37:58.451033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:58.451078] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:58.451149] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:58.451221] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:58.508338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:58.509084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:58.509185] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:58.509244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:58.627061] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:58.627235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:58.627286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:58.627325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:58.630751] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=51.08%) [2025-11-26T21:37:58.631060] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-11-26T21:37:58.631209] [INFO ] [sig ] VTLE: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:58.771077] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTLE.txt [2025-11-26T21:37:58.771228] [INFO ] [sig ] [3438/3599] Completed VTLE in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 55.2s [2025-11-26T21:37:58.771298] [INFO ] [sig ] [3439/3599] Forecasting VTMX... [2025-11-26T21:37:58.771347] [INFO ] [sig ] Generating forecast for: VTMX [2025-11-26T21:37:58.771391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-11-26T21:37:58.783130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTMX'. [2025-11-26T21:37:58.783455] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-11-26T21:37:58.784248] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-11-26T21:37:58.784318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:58.784375] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:58.784425] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:58.784512] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:58.843403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:58.844190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:58.844286] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:58.844344] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:58.964940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:58.965079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:58.965133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:58.965175] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:58.968444] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=25.98%) [2025-11-26T21:37:58.968754] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-11-26T21:37:58.968905] [INFO ] [sig ] VTMX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:37:59.107533] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTMX.txt [2025-11-26T21:37:59.107683] [INFO ] [sig ] [3439/3599] Completed VTMX in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 54.8s [2025-11-26T21:37:59.107740] [INFO ] [sig ] [3440/3599] Forecasting VTN... [2025-11-26T21:37:59.107784] [INFO ] [sig ] Generating forecast for: VTN [2025-11-26T21:37:59.107845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-11-26T21:37:59.118306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTN'. [2025-11-26T21:37:59.118608] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-11-26T21:37:59.119465] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-11-26T21:37:59.119536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:59.119581] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:59.119620] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:59.119719] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:59.176502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:59.177115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:59.177212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:59.177257] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:59.291789] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:59.291936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:59.292000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:59.292037] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:59.295242] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=80.58%) [2025-11-26T21:37:59.295524] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-11-26T21:37:59.295680] [INFO ] [sig ] VTN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:59.435282] [INFO ] [LOCAL ] Saved forecast: VTN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTN.txt [2025-11-26T21:37:59.435416] [INFO ] [sig ] [3440/3599] Completed VTN in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 54.5s [2025-11-26T21:37:59.435476] [INFO ] [sig ] [3441/3599] Forecasting VTOL... [2025-11-26T21:37:59.435519] [INFO ] [sig ] Generating forecast for: VTOL [2025-11-26T21:37:59.435561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-11-26T21:37:59.445885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTOL'. [2025-11-26T21:37:59.446172] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-11-26T21:37:59.446952] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-11-26T21:37:59.447021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:59.447066] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:59.447108] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:59.447178] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:59.503195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:59.503804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:59.503895] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:59.503942] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:59.620669] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:59.620825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:59.620877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:59.620914] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:59.624190] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=69.69%) [2025-11-26T21:37:59.624474] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-11-26T21:37:59.624612] [INFO ] [sig ] VTOL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:37:59.764743] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTOL.txt [2025-11-26T21:37:59.764895] [INFO ] [sig ] [3441/3599] Completed VTOL in 0.3s | 2.92 sym/s | Total: 19.6m | ETA: 54.1s [2025-11-26T21:37:59.764948] [INFO ] [sig ] [3442/3599] Forecasting VTRS... [2025-11-26T21:37:59.764999] [INFO ] [sig ] Generating forecast for: VTRS [2025-11-26T21:37:59.765076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'. [2025-11-26T21:37:59.775618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTRS'. [2025-11-26T21:37:59.775911] [INFO ] [FORECASTER] Starting predict_future for VTRS [2025-11-26T21:37:59.776692] [DEBUG] [LOCAL ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt [2025-11-26T21:37:59.776760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:37:59.776805] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:37:59.776844] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:37:59.776911] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:37:59.834124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:37:59.834843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:37:59.834937] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:37:59.834983] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:37:59.957514] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:37:59.957698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:37:59.957758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:37:59.957801] [INFO ] [FORECASTER] Training complete [2025-11-26T21:37:59.961079] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=33.25%) [2025-11-26T21:37:59.961367] [INFO ] [FORECASTER] Completed predict_future for VTRS [2025-11-26T21:37:59.961505] [INFO ] [sig ] VTRS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:00.100680] [INFO ] [LOCAL ] Saved forecast: VTRS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTRS.txt [2025-11-26T21:38:00.100819] [INFO ] [sig ] [3442/3599] Completed VTRS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 53.8s [2025-11-26T21:38:00.100873] [INFO ] [sig ] [3443/3599] Forecasting VTS... [2025-11-26T21:38:00.100927] [INFO ] [sig ] Generating forecast for: VTS [2025-11-26T21:38:00.100976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-11-26T21:38:00.111678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTS'. [2025-11-26T21:38:00.111962] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-11-26T21:38:00.112753] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-11-26T21:38:00.112826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:00.112871] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:00.112911] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:00.112980] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:00.170612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:00.171242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:00.171335] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:00.171381] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:00.288503] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:00.288682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:00.288735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:00.288775] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:00.292245] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=97.86%) [2025-11-26T21:38:00.292530] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-11-26T21:38:00.292688] [INFO ] [sig ] VTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:00.432221] [INFO ] [LOCAL ] Saved forecast: VTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VTS.txt [2025-11-26T21:38:00.432363] [INFO ] [sig ] [3443/3599] Completed VTS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 53.4s [2025-11-26T21:38:00.432415] [INFO ] [sig ] [3444/3599] Forecasting VTSI... [2025-11-26T21:38:00.432470] [INFO ] [sig ] Generating forecast for: VTSI [2025-11-26T21:38:00.432511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'. [2025-11-26T21:38:00.442382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTSI'. [2025-11-26T21:38:00.442699] [INFO ] [FORECASTER] Starting predict_future for VTSI [2025-11-26T21:38:00.443489] [DEBUG] [LOCAL ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt [2025-11-26T21:38:00.443558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:00.443603] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:00.443665] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:00.443764] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:00.501297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:00.501987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:00.502079] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:00.502125] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:00.621882] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:00.622035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:00.622079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:00.622112] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:00.625389] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-11-26T21:38:00.625696] [INFO ] [FORECASTER] Completed predict_future for VTSI [2025-11-26T21:38:00.625844] [INFO ] [sig ] VTSI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:00.767011] [INFO ] [LOCAL ] Saved forecast: VTSI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTSI.txt [2025-11-26T21:38:00.767160] [INFO ] [sig ] [3444/3599] Completed VTSI in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 53.1s [2025-11-26T21:38:00.767214] [INFO ] [sig ] [3445/3599] Forecasting VTWG... [2025-11-26T21:38:00.767302] [INFO ] [sig ] Generating forecast for: VTWG [2025-11-26T21:38:00.767346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'. [2025-11-26T21:38:00.778708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWG'. [2025-11-26T21:38:00.779080] [INFO ] [FORECASTER] Starting predict_future for VTWG [2025-11-26T21:38:00.779930] [DEBUG] [LOCAL ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt [2025-11-26T21:38:00.780001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:00.780049] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:00.780088] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:00.780155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:00.836687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:00.837515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:00.837621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:00.837689] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:00.957173] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:00.957382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:00.957449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:00.957492] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:00.960966] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=40.83%) [2025-11-26T21:38:00.961302] [INFO ] [FORECASTER] Completed predict_future for VTWG [2025-11-26T21:38:00.961444] [INFO ] [sig ] VTWG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:01.100830] [INFO ] [LOCAL ] Saved forecast: VTWG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTWG.txt [2025-11-26T21:38:01.101020] [INFO ] [sig ] [3445/3599] Completed VTWG in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 52.8s [2025-11-26T21:38:01.101092] [INFO ] [sig ] [3446/3599] Forecasting VTWO... [2025-11-26T21:38:01.101132] [INFO ] [sig ] Generating forecast for: VTWO [2025-11-26T21:38:01.101186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'. [2025-11-26T21:38:01.111830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWO'. [2025-11-26T21:38:01.112186] [INFO ] [FORECASTER] Starting predict_future for VTWO [2025-11-26T21:38:01.113013] [DEBUG] [LOCAL ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt [2025-11-26T21:38:01.113083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:01.113128] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:01.113170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:01.113241] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:01.184981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:01.186303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:01.186568] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:01.186676] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:01.320370] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:01.320556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:01.320619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:01.320728] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:01.324251] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=0.35%) [2025-11-26T21:38:01.324577] [INFO ] [FORECASTER] Completed predict_future for VTWO [2025-11-26T21:38:01.324768] [INFO ] [sig ] VTWO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:01.469020] [INFO ] [LOCAL ] Saved forecast: VTWO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTWO.txt [2025-11-26T21:38:01.469215] [INFO ] [sig ] [3446/3599] Completed VTWO in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 52.4s [2025-11-26T21:38:01.469272] [INFO ] [sig ] [3447/3599] Forecasting VTYX... [2025-11-26T21:38:01.469342] [INFO ] [sig ] Generating forecast for: VTYX [2025-11-26T21:38:01.469391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'. [2025-11-26T21:38:01.480917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTYX'. [2025-11-26T21:38:01.481377] [INFO ] [FORECASTER] Starting predict_future for VTYX [2025-11-26T21:38:01.482266] [DEBUG] [LOCAL ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt [2025-11-26T21:38:01.482342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:01.482399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:01.482445] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:01.482522] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:01.541173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:01.542091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:01.542193] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:01.542241] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:01.660940] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:01.661143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:01.661206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:01.661257] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:01.664680] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=38.36%) [2025-11-26T21:38:01.664992] [INFO ] [FORECASTER] Completed predict_future for VTYX [2025-11-26T21:38:01.665137] [INFO ] [sig ] VTYX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:01.808025] [INFO ] [LOCAL ] Saved forecast: VTYX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VTYX.txt [2025-11-26T21:38:01.808260] [INFO ] [sig ] [3447/3599] Completed VTYX in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 52.1s [2025-11-26T21:38:01.808363] [INFO ] [sig ] [3448/3599] Forecasting VUZI... [2025-11-26T21:38:01.808429] [INFO ] [sig ] Generating forecast for: VUZI [2025-11-26T21:38:01.808490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'. [2025-11-26T21:38:01.820881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VUZI'. [2025-11-26T21:38:01.821326] [INFO ] [FORECASTER] Starting predict_future for VUZI [2025-11-26T21:38:01.822227] [DEBUG] [LOCAL ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt [2025-11-26T21:38:01.822301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:01.822347] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:01.822386] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:01.822456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:01.879733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:01.880386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:01.880483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:01.880531] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:02.002281] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:02.002458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:02.002514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:02.002553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:02.006052] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=20.25%) [2025-11-26T21:38:02.006350] [INFO ] [FORECASTER] Completed predict_future for VUZI [2025-11-26T21:38:02.006488] [INFO ] [sig ] VUZI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:02.146994] [INFO ] [LOCAL ] Saved forecast: VUZI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VUZI.txt [2025-11-26T21:38:02.147133] [INFO ] [sig ] [3448/3599] Completed VUZI in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 51.7s [2025-11-26T21:38:02.147186] [INFO ] [sig ] [3449/3599] Forecasting VVOS... [2025-11-26T21:38:02.147231] [INFO ] [sig ] Generating forecast for: VVOS [2025-11-26T21:38:02.147298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'. [2025-11-26T21:38:02.158626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVOS'. [2025-11-26T21:38:02.158985] [INFO ] [FORECASTER] Starting predict_future for VVOS [2025-11-26T21:38:02.159860] [DEBUG] [LOCAL ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt [2025-11-26T21:38:02.159935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:02.160005] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:02.160071] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:02.160192] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:02.219409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:02.220371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:02.220495] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:02.220566] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:02.335812] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:02.336007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:02.336077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:02.336134] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:02.339628] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: DOWN (p=7.50%) [2025-11-26T21:38:02.339975] [INFO ] [FORECASTER] Completed predict_future for VVOS [2025-11-26T21:38:02.340149] [INFO ] [sig ] VVOS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:02.480576] [INFO ] [LOCAL ] Saved forecast: VVOS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VVOS.txt [2025-11-26T21:38:02.480812] [INFO ] [sig ] [3449/3599] Completed VVOS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 51.4s [2025-11-26T21:38:02.480906] [INFO ] [sig ] [3450/3599] Forecasting VVX... [2025-11-26T21:38:02.480974] [INFO ] [sig ] Generating forecast for: VVX [2025-11-26T21:38:02.481045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-11-26T21:38:02.491495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVX'. [2025-11-26T21:38:02.491851] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-11-26T21:38:02.492627] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-11-26T21:38:02.492723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:02.492770] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:02.492809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:02.492875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:02.548784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:02.549410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:02.549501] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:02.549551] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:02.673346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:02.673534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:02.673589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:02.673634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:02.677087] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=27.66%) [2025-11-26T21:38:02.677427] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-11-26T21:38:02.677579] [INFO ] [sig ] VVX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:02.821364] [INFO ] [LOCAL ] Saved forecast: VVX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VVX.txt [2025-11-26T21:38:02.821609] [INFO ] [sig ] [3450/3599] Completed VVX in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 51.0s [2025-11-26T21:38:02.821704] [INFO ] [sig ] [3451/3599] Forecasting VWOB... [2025-11-26T21:38:02.821776] [INFO ] [sig ] Generating forecast for: VWOB [2025-11-26T21:38:02.821843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'. [2025-11-26T21:38:02.832492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VWOB'. [2025-11-26T21:38:02.832929] [INFO ] [FORECASTER] Starting predict_future for VWOB [2025-11-26T21:38:02.833831] [DEBUG] [LOCAL ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt [2025-11-26T21:38:02.833917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:02.833964] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:02.834005] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:02.834076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:02.892603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:02.893499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:02.893621] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:02.893698] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:03.017001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:03.017173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:03.017226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:03.017260] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:03.020559] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=60.91%) [2025-11-26T21:38:03.020878] [INFO ] [FORECASTER] Completed predict_future for VWOB [2025-11-26T21:38:03.021023] [INFO ] [sig ] VWOB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:03.160920] [INFO ] [LOCAL ] Saved forecast: VWOB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VWOB.txt [2025-11-26T21:38:03.161056] [INFO ] [sig ] [3451/3599] Completed VWOB in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 50.7s [2025-11-26T21:38:03.161111] [INFO ] [sig ] [3452/3599] Forecasting VXUS... [2025-11-26T21:38:03.161189] [INFO ] [sig ] Generating forecast for: VXUS [2025-11-26T21:38:03.161271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'. [2025-11-26T21:38:03.171586] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VXUS'. [2025-11-26T21:38:03.171948] [INFO ] [FORECASTER] Starting predict_future for VXUS [2025-11-26T21:38:03.172789] [DEBUG] [LOCAL ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt [2025-11-26T21:38:03.172868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:03.172930] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:03.172988] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:03.173080] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:03.230331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:03.230983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:03.231077] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:03.231117] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:03.354067] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:03.354198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:03.354249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:03.354289] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:03.357582] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=91.42%) [2025-11-26T21:38:03.357893] [INFO ] [FORECASTER] Completed predict_future for VXUS [2025-11-26T21:38:03.358031] [INFO ] [sig ] VXUS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:03.504024] [INFO ] [LOCAL ] Saved forecast: VXUS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VXUS.txt [2025-11-26T21:38:03.504173] [INFO ] [sig ] [3452/3599] Completed VXUS in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 50.4s [2025-11-26T21:38:03.504250] [INFO ] [sig ] [3453/3599] Forecasting VYMI... [2025-11-26T21:38:03.504291] [INFO ] [sig ] Generating forecast for: VYMI [2025-11-26T21:38:03.504334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'. [2025-11-26T21:38:03.516620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYMI'. [2025-11-26T21:38:03.517121] [INFO ] [FORECASTER] Starting predict_future for VYMI [2025-11-26T21:38:03.518012] [DEBUG] [LOCAL ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt [2025-11-26T21:38:03.518085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:03.518131] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:03.518170] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:03.518243] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:03.576029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:03.577065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:03.577219] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:03.577274] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:03.691897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:03.692138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:03.692212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:03.692261] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:03.695957] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-11-26T21:38:03.696261] [INFO ] [FORECASTER] Completed predict_future for VYMI [2025-11-26T21:38:03.696412] [INFO ] [sig ] VYMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:03.837442] [INFO ] [LOCAL ] Saved forecast: VYMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VYMI.txt [2025-11-26T21:38:03.837631] [INFO ] [sig ] [3453/3599] Completed VYMI in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 50.0s [2025-11-26T21:38:03.837731] [INFO ] [sig ] [3454/3599] Forecasting VYX... [2025-11-26T21:38:03.837769] [INFO ] [sig ] Generating forecast for: VYX [2025-11-26T21:38:03.837816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-11-26T21:38:03.851031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYX'. [2025-11-26T21:38:03.851635] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-11-26T21:38:03.852697] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-11-26T21:38:03.852785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:03.852837] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:03.852878] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:03.852952] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:03.913162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:03.914440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:03.914571] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:03.914626] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:04.041975] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:04.042183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:04.042246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:04.042290] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:04.046294] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=84.44%) [2025-11-26T21:38:04.046624] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-11-26T21:38:04.046807] [INFO ] [sig ] VYX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:04.198904] [INFO ] [LOCAL ] Saved forecast: VYX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/VYX.txt [2025-11-26T21:38:04.199149] [INFO ] [sig ] [3454/3599] Completed VYX in 0.4s | 2.92 sym/s | Total: 19.7m | ETA: 49.7s [2025-11-26T21:38:04.199213] [INFO ] [sig ] [3455/3599] Forecasting VZ... [2025-11-26T21:38:04.199259] [INFO ] [sig ] Generating forecast for: VZ [2025-11-26T21:38:04.199301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-11-26T21:38:04.212036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VZ'. [2025-11-26T21:38:04.212793] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-11-26T21:38:04.213835] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-11-26T21:38:04.213915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:04.213970] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:04.214016] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:04.214106] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:04.277530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:04.278517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:04.278625] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:04.278694] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:04.397928] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:04.398131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:04.398185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:04.398227] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:04.401609] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=11.25%) [2025-11-26T21:38:04.401945] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-11-26T21:38:04.402096] [INFO ] [sig ] VZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:04.545102] [INFO ] [LOCAL ] Saved forecast: VZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/VZ.txt [2025-11-26T21:38:04.545283] [INFO ] [sig ] [3455/3599] Completed VZ in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 49.3s [2025-11-26T21:38:04.545338] [INFO ] [sig ] [3456/3599] Forecasting WAB... [2025-11-26T21:38:04.545382] [INFO ] [sig ] Generating forecast for: WAB [2025-11-26T21:38:04.545424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-11-26T21:38:04.556197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAB'. [2025-11-26T21:38:04.556592] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-11-26T21:38:04.557420] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-11-26T21:38:04.557492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:04.557539] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:04.557578] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:04.557676] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:04.613607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:04.614479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:04.614580] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:04.614628] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:04.731411] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:04.731605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:04.731676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:04.731722] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:04.735035] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=64.93%) [2025-11-26T21:38:04.735342] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-11-26T21:38:04.735478] [INFO ] [sig ] WAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:04.874987] [INFO ] [LOCAL ] Saved forecast: WAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WAB.txt [2025-11-26T21:38:04.875159] [INFO ] [sig ] [3456/3599] Completed WAB in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 49.0s [2025-11-26T21:38:04.875233] [INFO ] [sig ] [3457/3599] Forecasting WABC... [2025-11-26T21:38:04.875273] [INFO ] [sig ] Generating forecast for: WABC [2025-11-26T21:38:04.875318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'. [2025-11-26T21:38:04.885485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WABC'. [2025-11-26T21:38:04.885840] [INFO ] [FORECASTER] Starting predict_future for WABC [2025-11-26T21:38:04.886663] [DEBUG] [LOCAL ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt [2025-11-26T21:38:04.886732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:04.886775] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:04.886814] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:04.886946] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:04.943572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:04.944345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:04.944447] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:04.944495] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:05.061051] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:05.061250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:05.061305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:05.061349] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:05.064974] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=52.61%) [2025-11-26T21:38:05.065466] [INFO ] [FORECASTER] Completed predict_future for WABC [2025-11-26T21:38:05.065625] [INFO ] [sig ] WABC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:05.209258] [INFO ] [LOCAL ] Saved forecast: WABC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WABC.txt [2025-11-26T21:38:05.209490] [INFO ] [sig ] [3457/3599] Completed WABC in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 48.6s [2025-11-26T21:38:05.209552] [INFO ] [sig ] [3458/3599] Forecasting WAFD... [2025-11-26T21:38:05.209616] [INFO ] [sig ] Generating forecast for: WAFD [2025-11-26T21:38:05.209702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'. [2025-11-26T21:38:05.220951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFD'. [2025-11-26T21:38:05.221387] [INFO ] [FORECASTER] Starting predict_future for WAFD [2025-11-26T21:38:05.222196] [DEBUG] [LOCAL ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt [2025-11-26T21:38:05.222270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:05.222321] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:05.222354] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:05.222426] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:05.280297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:05.281222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:05.281360] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:05.281410] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:05.399489] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:05.399709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:05.399788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:05.399834] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:05.403352] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=59.58%) [2025-11-26T21:38:05.403705] [INFO ] [FORECASTER] Completed predict_future for WAFD [2025-11-26T21:38:05.403865] [INFO ] [sig ] WAFD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:05.545400] [INFO ] [LOCAL ] Saved forecast: WAFD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WAFD.txt [2025-11-26T21:38:05.545573] [INFO ] [sig ] [3458/3599] Completed WAFD in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 48.3s [2025-11-26T21:38:05.545627] [INFO ] [sig ] [3459/3599] Forecasting WAFDP... [2025-11-26T21:38:05.545715] [INFO ] [sig ] Generating forecast for: WAFDP [2025-11-26T21:38:05.545794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'. [2025-11-26T21:38:05.556874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'. [2025-11-26T21:38:05.557321] [INFO ] [FORECASTER] Starting predict_future for WAFDP [2025-11-26T21:38:05.558210] [DEBUG] [LOCAL ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt [2025-11-26T21:38:05.558295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:05.558341] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:05.558382] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:05.558477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:05.616219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:05.617110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:05.617210] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:05.617256] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:05.726078] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:05.726282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:05.726342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:05.726383] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:05.729906] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=7.10%) [2025-11-26T21:38:05.730229] [INFO ] [FORECASTER] Completed predict_future for WAFDP [2025-11-26T21:38:05.730385] [INFO ] [sig ] WAFDP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:05.872775] [INFO ] [LOCAL ] Saved forecast: WAFDP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WAFDP.txt [2025-11-26T21:38:05.872966] [INFO ] [sig ] [3459/3599] Completed WAFDP in 0.3s | 2.92 sym/s | Total: 19.7m | ETA: 48.0s [2025-11-26T21:38:05.873021] [INFO ] [sig ] [3460/3599] Forecasting WAL... [2025-11-26T21:38:05.873094] [INFO ] [sig ] Generating forecast for: WAL [2025-11-26T21:38:05.873140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-11-26T21:38:05.884567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAL'. [2025-11-26T21:38:05.884941] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-11-26T21:38:05.885742] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-11-26T21:38:05.885810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:05.885855] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:05.885895] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:05.885961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:05.942426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:05.943117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:05.943212] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:05.943258] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:06.063092] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:06.063241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:06.063313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:06.063378] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:06.066855] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=30.02%) [2025-11-26T21:38:06.067166] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-11-26T21:38:06.067335] [INFO ] [sig ] WAL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:06.208087] [INFO ] [LOCAL ] Saved forecast: WAL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WAL.txt [2025-11-26T21:38:06.208228] [INFO ] [sig ] [3460/3599] Completed WAL in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 47.6s [2025-11-26T21:38:06.208281] [INFO ] [sig ] [3461/3599] Forecasting WALD... [2025-11-26T21:38:06.208357] [INFO ] [sig ] Generating forecast for: WALD [2025-11-26T21:38:06.208418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'. [2025-11-26T21:38:06.219391] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WALD'. [2025-11-26T21:38:06.219868] [INFO ] [FORECASTER] Starting predict_future for WALD [2025-11-26T21:38:06.220635] [DEBUG] [LOCAL ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt [2025-11-26T21:38:06.220724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:06.220769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:06.220808] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:06.220873] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:06.279783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:06.280404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:06.280499] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:06.280546] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:06.397717] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:06.397853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:06.397906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:06.397950] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:06.401436] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=15.44%) [2025-11-26T21:38:06.401757] [INFO ] [FORECASTER] Completed predict_future for WALD [2025-11-26T21:38:06.401897] [INFO ] [sig ] WALD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:06.540939] [INFO ] [LOCAL ] Saved forecast: WALD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WALD.txt [2025-11-26T21:38:06.541083] [INFO ] [sig ] [3461/3599] Completed WALD in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 47.3s [2025-11-26T21:38:06.541135] [INFO ] [sig ] [3462/3599] Forecasting WASH... [2025-11-26T21:38:06.541181] [INFO ] [sig ] Generating forecast for: WASH [2025-11-26T21:38:06.541219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'. [2025-11-26T21:38:06.551461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WASH'. [2025-11-26T21:38:06.551788] [INFO ] [FORECASTER] Starting predict_future for WASH [2025-11-26T21:38:06.552556] [DEBUG] [LOCAL ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt [2025-11-26T21:38:06.552624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:06.552704] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:06.552746] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:06.552812] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:06.609497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:06.610136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:06.610228] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:06.610270] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:06.726985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:06.727148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:06.727199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:06.727239] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:06.730806] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=0.55%) [2025-11-26T21:38:06.731097] [INFO ] [FORECASTER] Completed predict_future for WASH [2025-11-26T21:38:06.731248] [INFO ] [sig ] WASH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:06.870855] [INFO ] [LOCAL ] Saved forecast: WASH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WASH.txt [2025-11-26T21:38:06.871001] [INFO ] [sig ] [3462/3599] Completed WASH in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 46.9s [2025-11-26T21:38:06.871051] [INFO ] [sig ] [3463/3599] Forecasting WAVE... [2025-11-26T21:38:06.871090] [INFO ] [sig ] Generating forecast for: WAVE [2025-11-26T21:38:06.871134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'. [2025-11-26T21:38:06.880819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAVE'. [2025-11-26T21:38:06.881100] [INFO ] [FORECASTER] Starting predict_future for WAVE [2025-11-26T21:38:06.881895] [DEBUG] [LOCAL ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt [2025-11-26T21:38:06.881963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:06.882008] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:06.882047] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:06.882113] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:06.938138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:06.938778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:06.938869] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:06.938909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:07.049375] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:07.049537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:07.049588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:07.049634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:07.052938] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=4.39%) [2025-11-26T21:38:07.053226] [INFO ] [FORECASTER] Completed predict_future for WAVE [2025-11-26T21:38:07.053388] [INFO ] [sig ] WAVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:07.193349] [INFO ] [LOCAL ] Saved forecast: WAVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WAVE.txt [2025-11-26T21:38:07.193481] [INFO ] [sig ] [3463/3599] Completed WAVE in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 46.6s [2025-11-26T21:38:07.193530] [INFO ] [sig ] [3464/3599] Forecasting WAY... [2025-11-26T21:38:07.193570] [INFO ] [sig ] Generating forecast for: WAY [2025-11-26T21:38:07.193608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'. [2025-11-26T21:38:07.204109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAY'. [2025-11-26T21:38:07.204396] [INFO ] [FORECASTER] Starting predict_future for WAY [2025-11-26T21:38:07.205260] [DEBUG] [LOCAL ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt [2025-11-26T21:38:07.205336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:07.205383] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:07.205426] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:07.205527] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:07.262144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:07.262816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:07.262909] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:07.262950] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:07.385231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:07.385376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:07.385425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:07.385464] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:07.388718] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=81.61%) [2025-11-26T21:38:07.389016] [INFO ] [FORECASTER] Completed predict_future for WAY [2025-11-26T21:38:07.389157] [INFO ] [sig ] WAY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:07.529846] [INFO ] [LOCAL ] Saved forecast: WAY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WAY.txt [2025-11-26T21:38:07.529987] [INFO ] [sig ] [3464/3599] Completed WAY in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 46.2s [2025-11-26T21:38:07.530039] [INFO ] [sig ] [3465/3599] Forecasting WB... [2025-11-26T21:38:07.530076] [INFO ] [sig ] Generating forecast for: WB [2025-11-26T21:38:07.530119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'. [2025-11-26T21:38:07.539705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WB'. [2025-11-26T21:38:07.539987] [INFO ] [FORECASTER] Starting predict_future for WB [2025-11-26T21:38:07.540780] [DEBUG] [LOCAL ] No optimal features file found for WB: ./output/feature-sets/WB.txt [2025-11-26T21:38:07.540847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:07.540889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:07.540928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:07.540994] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:07.598210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:07.598857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:07.598948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:07.598997] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:07.724089] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:07.724264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:07.724318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:07.724362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:07.727758] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=74.06%) [2025-11-26T21:38:07.728050] [INFO ] [FORECASTER] Completed predict_future for WB [2025-11-26T21:38:07.728190] [INFO ] [sig ] WB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:07.865736] [INFO ] [LOCAL ] Saved forecast: WB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WB.txt [2025-11-26T21:38:07.865898] [INFO ] [sig ] [3465/3599] Completed WB in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 45.9s [2025-11-26T21:38:07.865959] [INFO ] [sig ] [3466/3599] Forecasting WBD... [2025-11-26T21:38:07.866004] [INFO ] [sig ] Generating forecast for: WBD [2025-11-26T21:38:07.866046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'. [2025-11-26T21:38:07.877665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBD'. [2025-11-26T21:38:07.878028] [INFO ] [FORECASTER] Starting predict_future for WBD [2025-11-26T21:38:07.878844] [DEBUG] [LOCAL ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt [2025-11-26T21:38:07.878913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:07.878968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:07.879018] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:07.879104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:07.935868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:07.936736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:07.936842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:07.936892] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:08.059272] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:08.059431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:08.059484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:08.059525] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:08.062818] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=57.20%) [2025-11-26T21:38:08.063108] [INFO ] [FORECASTER] Completed predict_future for WBD [2025-11-26T21:38:08.063247] [INFO ] [sig ] WBD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:08.204122] [INFO ] [LOCAL ] Saved forecast: WBD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WBD.txt [2025-11-26T21:38:08.204277] [INFO ] [sig ] [3466/3599] Completed WBD in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 45.6s [2025-11-26T21:38:08.204335] [INFO ] [sig ] [3467/3599] Forecasting WBS... [2025-11-26T21:38:08.204374] [INFO ] [sig ] Generating forecast for: WBS [2025-11-26T21:38:08.204420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-11-26T21:38:08.215626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBS'. [2025-11-26T21:38:08.215967] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-11-26T21:38:08.216781] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-11-26T21:38:08.216852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:08.216898] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:08.216937] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:08.217004] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:08.274950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:08.275738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:08.275852] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:08.275921] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:08.396581] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:08.396761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:08.396813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:08.396856] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:08.400166] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=0.69%) [2025-11-26T21:38:08.400458] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-11-26T21:38:08.400603] [INFO ] [sig ] WBS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:08.539070] [INFO ] [LOCAL ] Saved forecast: WBS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WBS.txt [2025-11-26T21:38:08.539225] [INFO ] [sig ] [3467/3599] Completed WBS in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 45.2s [2025-11-26T21:38:08.539297] [INFO ] [sig ] [3468/3599] Forecasting WBTN... [2025-11-26T21:38:08.539387] [INFO ] [sig ] Generating forecast for: WBTN [2025-11-26T21:38:08.539457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'. [2025-11-26T21:38:08.550033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBTN'. [2025-11-26T21:38:08.550327] [INFO ] [FORECASTER] Starting predict_future for WBTN [2025-11-26T21:38:08.551160] [DEBUG] [LOCAL ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt [2025-11-26T21:38:08.551232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:08.551277] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:08.551315] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:08.551385] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:08.608237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:08.608867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:08.608958] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:08.609007] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:08.731170] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:08.731348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:08.731419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:08.731480] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:08.734942] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=8.87%) [2025-11-26T21:38:08.735260] [INFO ] [FORECASTER] Completed predict_future for WBTN [2025-11-26T21:38:08.735422] [INFO ] [sig ] WBTN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:08.877705] [INFO ] [LOCAL ] Saved forecast: WBTN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WBTN.txt [2025-11-26T21:38:08.877888] [INFO ] [sig ] [3468/3599] Completed WBTN in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 44.9s [2025-11-26T21:38:08.877963] [INFO ] [sig ] [3469/3599] Forecasting WBX... [2025-11-26T21:38:08.878024] [INFO ] [sig ] Generating forecast for: WBX [2025-11-26T21:38:08.878110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-11-26T21:38:08.889342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBX'. [2025-11-26T21:38:08.889672] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-11-26T21:38:08.890446] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-11-26T21:38:08.890723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:08.890769] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:08.890809] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:08.890875] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:08.948013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:08.948697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:08.948797] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:08.948850] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:09.071718] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:09.071865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:09.071914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:09.071973] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:09.075307] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=25.26%) [2025-11-26T21:38:09.075611] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-11-26T21:38:09.075788] [INFO ] [sig ] WBX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:09.215178] [INFO ] [LOCAL ] Saved forecast: WBX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WBX.txt [2025-11-26T21:38:09.215319] [INFO ] [sig ] [3469/3599] Completed WBX in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 44.5s [2025-11-26T21:38:09.215372] [INFO ] [sig ] [3470/3599] Forecasting WCC... [2025-11-26T21:38:09.215414] [INFO ] [sig ] Generating forecast for: WCC [2025-11-26T21:38:09.215452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-11-26T21:38:09.225930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCC'. [2025-11-26T21:38:09.226232] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-11-26T21:38:09.227070] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-11-26T21:38:09.227140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:09.227185] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:09.227226] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:09.227302] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:09.283493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:09.284141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:09.284234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:09.284275] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:09.412433] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:09.412656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:09.412710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:09.412754] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:09.416184] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=74.43%) [2025-11-26T21:38:09.416490] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-11-26T21:38:09.416636] [INFO ] [sig ] WCC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:09.556844] [INFO ] [LOCAL ] Saved forecast: WCC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WCC.txt [2025-11-26T21:38:09.557021] [INFO ] [sig ] [3470/3599] Completed WCC in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 44.2s [2025-11-26T21:38:09.557099] [INFO ] [sig ] [3471/3599] Forecasting WCLD... [2025-11-26T21:38:09.557144] [INFO ] [sig ] Generating forecast for: WCLD [2025-11-26T21:38:09.557185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'. [2025-11-26T21:38:09.571118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCLD'. [2025-11-26T21:38:09.571575] [INFO ] [FORECASTER] Starting predict_future for WCLD [2025-11-26T21:38:09.572620] [DEBUG] [LOCAL ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt [2025-11-26T21:38:09.572725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:09.572787] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:09.572840] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:09.572937] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:09.637632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:09.638572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:09.638696] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:09.638765] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:09.756140] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:09.756323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:09.756376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:09.756427] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:09.759804] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-11-26T21:38:09.760121] [INFO ] [FORECASTER] Completed predict_future for WCLD [2025-11-26T21:38:09.760281] [INFO ] [sig ] WCLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:09.900765] [INFO ] [LOCAL ] Saved forecast: WCLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WCLD.txt [2025-11-26T21:38:09.900952] [INFO ] [sig ] [3471/3599] Completed WCLD in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 43.8s [2025-11-26T21:38:09.901043] [INFO ] [sig ] [3472/3599] Forecasting WD... [2025-11-26T21:38:09.901094] [INFO ] [sig ] Generating forecast for: WD [2025-11-26T21:38:09.901145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-11-26T21:38:09.911352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WD'. [2025-11-26T21:38:09.911761] [INFO ] [FORECASTER] Starting predict_future for WD [2025-11-26T21:38:09.912597] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-11-26T21:38:09.912698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:09.912762] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:09.912819] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:09.912938] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:09.970932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:09.971838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:09.971950] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:09.972016] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:10.089757] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:10.089919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:10.089988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:10.090049] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:10.093391] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=70.15%) [2025-11-26T21:38:10.093710] [INFO ] [FORECASTER] Completed predict_future for WD [2025-11-26T21:38:10.093865] [INFO ] [sig ] WD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:10.232761] [INFO ] [LOCAL ] Saved forecast: WD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WD.txt [2025-11-26T21:38:10.232917] [INFO ] [sig ] [3472/3599] Completed WD in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 43.5s [2025-11-26T21:38:10.232990] [INFO ] [sig ] [3473/3599] Forecasting WDAY... [2025-11-26T21:38:10.233049] [INFO ] [sig ] Generating forecast for: WDAY [2025-11-26T21:38:10.233135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'. [2025-11-26T21:38:10.244027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDAY'. [2025-11-26T21:38:10.244360] [INFO ] [FORECASTER] Starting predict_future for WDAY [2025-11-26T21:38:10.245198] [DEBUG] [LOCAL ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt [2025-11-26T21:38:10.245278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:10.245350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:10.245432] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:10.245546] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:10.302143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:10.302798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:10.302889] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:10.302930] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:10.421081] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:10.421213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:10.421257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:10.421298] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:10.424560] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=24.85%) [2025-11-26T21:38:10.424877] [INFO ] [FORECASTER] Completed predict_future for WDAY [2025-11-26T21:38:10.425018] [INFO ] [sig ] WDAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:10.564451] [INFO ] [LOCAL ] Saved forecast: WDAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WDAY.txt [2025-11-26T21:38:10.564592] [INFO ] [sig ] [3473/3599] Completed WDAY in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 43.2s [2025-11-26T21:38:10.564660] [INFO ] [sig ] [3474/3599] Forecasting WDC... [2025-11-26T21:38:10.564718] [INFO ] [sig ] Generating forecast for: WDC [2025-11-26T21:38:10.564760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'. [2025-11-26T21:38:10.575581] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDC'. [2025-11-26T21:38:10.575917] [INFO ] [FORECASTER] Starting predict_future for WDC [2025-11-26T21:38:10.576757] [DEBUG] [LOCAL ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt [2025-11-26T21:38:10.576836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:10.576897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:10.576956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:10.577052] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:10.636159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:10.636844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:10.636946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:10.637004] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:10.760618] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:10.760789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:10.760858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:10.760913] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:10.764290] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=42.89%) [2025-11-26T21:38:10.764593] [INFO ] [FORECASTER] Completed predict_future for WDC [2025-11-26T21:38:10.764767] [INFO ] [sig ] WDC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:10.906040] [INFO ] [LOCAL ] Saved forecast: WDC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WDC.txt [2025-11-26T21:38:10.906206] [INFO ] [sig ] [3474/3599] Completed WDC in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 42.8s [2025-11-26T21:38:10.906275] [INFO ] [sig ] [3475/3599] Forecasting WDFC... [2025-11-26T21:38:10.906334] [INFO ] [sig ] Generating forecast for: WDFC [2025-11-26T21:38:10.906394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'. [2025-11-26T21:38:10.916785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDFC'. [2025-11-26T21:38:10.917095] [INFO ] [FORECASTER] Starting predict_future for WDFC [2025-11-26T21:38:10.917982] [DEBUG] [LOCAL ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt [2025-11-26T21:38:10.918060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:10.918119] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:10.918177] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:10.918273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:10.978592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:10.979303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:10.979413] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:10.979476] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:11.096103] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:11.096284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:11.096357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:11.096415] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:11.099856] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=83.03%) [2025-11-26T21:38:11.100185] [INFO ] [FORECASTER] Completed predict_future for WDFC [2025-11-26T21:38:11.100344] [INFO ] [sig ] WDFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:11.239283] [INFO ] [LOCAL ] Saved forecast: WDFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WDFC.txt [2025-11-26T21:38:11.239420] [INFO ] [sig ] [3475/3599] Completed WDFC in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 42.5s [2025-11-26T21:38:11.239473] [INFO ] [sig ] [3476/3599] Forecasting WDH... [2025-11-26T21:38:11.239540] [INFO ] [sig ] Generating forecast for: WDH [2025-11-26T21:38:11.239581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-11-26T21:38:11.249467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDH'. [2025-11-26T21:38:11.249784] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-11-26T21:38:11.250566] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-11-26T21:38:11.250637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:11.250708] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:11.250760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:11.250834] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:11.306935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:11.307589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:11.307702] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:11.307755] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:11.422406] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:11.422561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:11.422612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:11.422669] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:11.425929] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=56.72%) [2025-11-26T21:38:11.426216] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-11-26T21:38:11.426356] [INFO ] [sig ] WDH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:11.565214] [INFO ] [LOCAL ] Saved forecast: WDH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WDH.txt [2025-11-26T21:38:11.565346] [INFO ] [sig ] [3476/3599] Completed WDH in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 42.1s [2025-11-26T21:38:11.565396] [INFO ] [sig ] [3477/3599] Forecasting WDI... [2025-11-26T21:38:11.565443] [INFO ] [sig ] Generating forecast for: WDI [2025-11-26T21:38:11.565491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-11-26T21:38:11.576151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDI'. [2025-11-26T21:38:11.576448] [INFO ] [FORECASTER] Starting predict_future for WDI [2025-11-26T21:38:11.577235] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-11-26T21:38:11.577303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:11.577348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:11.577384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:11.577469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:11.633316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:11.633942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:11.634033] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:11.634082] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:11.754655] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:11.754823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:11.754876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:11.754915] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:11.758202] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=40.91%) [2025-11-26T21:38:11.758506] [INFO ] [FORECASTER] Completed predict_future for WDI [2025-11-26T21:38:11.758665] [INFO ] [sig ] WDI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:11.899213] [INFO ] [LOCAL ] Saved forecast: WDI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WDI.txt [2025-11-26T21:38:11.899359] [INFO ] [sig ] [3477/3599] Completed WDI in 0.3s | 2.92 sym/s | Total: 19.8m | ETA: 41.8s [2025-11-26T21:38:11.899412] [INFO ] [sig ] [3478/3599] Forecasting WDS... [2025-11-26T21:38:11.899463] [INFO ] [sig ] Generating forecast for: WDS [2025-11-26T21:38:11.899503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-11-26T21:38:11.910524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDS'. [2025-11-26T21:38:11.910839] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-11-26T21:38:11.911618] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-11-26T21:38:11.911710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:11.911756] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:11.911810] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:11.911899] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:11.968624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:11.969326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:11.969422] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:11.969470] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:12.089325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:12.089463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:12.089515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:12.089553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:12.092870] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=65.93%) [2025-11-26T21:38:12.093175] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-11-26T21:38:12.093318] [INFO ] [sig ] WDS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:12.233963] [INFO ] [LOCAL ] Saved forecast: WDS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WDS.txt [2025-11-26T21:38:12.234128] [INFO ] [sig ] [3478/3599] Completed WDS in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 41.4s [2025-11-26T21:38:12.234195] [INFO ] [sig ] [3479/3599] Forecasting WEA... [2025-11-26T21:38:12.234263] [INFO ] [sig ] Generating forecast for: WEA [2025-11-26T21:38:12.234310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-11-26T21:38:12.245537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEA'. [2025-11-26T21:38:12.245895] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-11-26T21:38:12.246698] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-11-26T21:38:12.246765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:12.246810] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:12.246857] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:12.246954] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:12.307030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:12.307739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:12.307837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:12.307893] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:12.419813] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:12.419952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:12.419999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:12.420050] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:12.423416] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=61.07%) [2025-11-26T21:38:12.423740] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-11-26T21:38:12.423891] [INFO ] [sig ] WEA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:12.566268] [INFO ] [LOCAL ] Saved forecast: WEA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WEA.txt [2025-11-26T21:38:12.566411] [INFO ] [sig ] [3479/3599] Completed WEA in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 41.1s [2025-11-26T21:38:12.566464] [INFO ] [sig ] [3480/3599] Forecasting WEC... [2025-11-26T21:38:12.566502] [INFO ] [sig ] Generating forecast for: WEC [2025-11-26T21:38:12.566548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-11-26T21:38:12.577502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEC'. [2025-11-26T21:38:12.577835] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-11-26T21:38:12.578615] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-11-26T21:38:12.578701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:12.578747] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:12.578785] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:12.578852] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:12.635046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:12.635683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:12.635773] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:12.635813] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:12.756827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:12.756994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:12.757053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:12.757091] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:12.760456] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=16.57%) [2025-11-26T21:38:12.760790] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-11-26T21:38:12.760935] [INFO ] [sig ] WEC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:12.900788] [INFO ] [LOCAL ] Saved forecast: WEC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WEC.txt [2025-11-26T21:38:12.900931] [INFO ] [sig ] [3480/3599] Completed WEC in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 40.8s [2025-11-26T21:38:12.900983] [INFO ] [sig ] [3481/3599] Forecasting WEN... [2025-11-26T21:38:12.901035] [INFO ] [sig ] Generating forecast for: WEN [2025-11-26T21:38:12.901095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'. [2025-11-26T21:38:12.911286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEN'. [2025-11-26T21:38:12.911614] [INFO ] [FORECASTER] Starting predict_future for WEN [2025-11-26T21:38:12.912429] [DEBUG] [LOCAL ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt [2025-11-26T21:38:12.912514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:12.912576] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:12.912663] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:12.912761] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:12.969497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:12.970155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:12.970257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:12.970319] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:13.090454] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:13.090626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:13.090744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:13.090807] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:13.094118] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=61.10%) [2025-11-26T21:38:13.094430] [INFO ] [FORECASTER] Completed predict_future for WEN [2025-11-26T21:38:13.094592] [INFO ] [sig ] WEN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:13.234873] [INFO ] [LOCAL ] Saved forecast: WEN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WEN.txt [2025-11-26T21:38:13.235038] [INFO ] [sig ] [3481/3599] Completed WEN in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 40.4s [2025-11-26T21:38:13.235127] [INFO ] [sig ] [3482/3599] Forecasting WERN... [2025-11-26T21:38:13.235204] [INFO ] [sig ] Generating forecast for: WERN [2025-11-26T21:38:13.235265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'. [2025-11-26T21:38:13.246286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WERN'. [2025-11-26T21:38:13.246614] [INFO ] [FORECASTER] Starting predict_future for WERN [2025-11-26T21:38:13.247467] [DEBUG] [LOCAL ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt [2025-11-26T21:38:13.247544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:13.247601] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:13.247680] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:13.247777] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:13.306384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:13.307095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:13.307201] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:13.307264] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:13.422669] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:13.422848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:13.422917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:13.422986] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:13.426314] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=18.16%) [2025-11-26T21:38:13.426653] [INFO ] [FORECASTER] Completed predict_future for WERN [2025-11-26T21:38:13.426811] [INFO ] [sig ] WERN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:13.566153] [INFO ] [LOCAL ] Saved forecast: WERN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WERN.txt [2025-11-26T21:38:13.566298] [INFO ] [sig ] [3482/3599] Completed WERN in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 40.1s [2025-11-26T21:38:13.566374] [INFO ] [sig ] [3483/3599] Forecasting WES... [2025-11-26T21:38:13.566431] [INFO ] [sig ] Generating forecast for: WES [2025-11-26T21:38:13.566512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-11-26T21:38:13.576920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WES'. [2025-11-26T21:38:13.577228] [INFO ] [FORECASTER] Starting predict_future for WES [2025-11-26T21:38:13.578050] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-11-26T21:38:13.578119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:13.578164] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:13.578203] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:13.578274] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:13.634596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:13.635258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:13.635354] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:13.635402] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:13.749452] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:13.749624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:13.749694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:13.749737] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:13.753035] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=27.66%) [2025-11-26T21:38:13.753326] [INFO ] [FORECASTER] Completed predict_future for WES [2025-11-26T21:38:13.753465] [INFO ] [sig ] WES: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:13.893177] [INFO ] [LOCAL ] Saved forecast: WES 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WES.txt [2025-11-26T21:38:13.893322] [INFO ] [sig ] [3483/3599] Completed WES in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 39.7s [2025-11-26T21:38:13.893383] [INFO ] [sig ] [3484/3599] Forecasting WEX... [2025-11-26T21:38:13.893424] [INFO ] [sig ] Generating forecast for: WEX [2025-11-26T21:38:13.893464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-11-26T21:38:13.904563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEX'. [2025-11-26T21:38:13.904895] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-11-26T21:38:13.905697] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-11-26T21:38:13.905766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:13.905811] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:13.905858] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:13.905945] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:13.963366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:13.964029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:13.964124] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:13.964166] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:14.083951] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:14.084101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:14.084151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:14.084200] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:14.087516] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=29.17%) [2025-11-26T21:38:14.087833] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-11-26T21:38:14.087985] [INFO ] [sig ] WEX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:14.229087] [INFO ] [LOCAL ] Saved forecast: WEX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WEX.txt [2025-11-26T21:38:14.229228] [INFO ] [sig ] [3484/3599] Completed WEX in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 39.4s [2025-11-26T21:38:14.229321] [INFO ] [sig ] [3485/3599] Forecasting WEYS... [2025-11-26T21:38:14.229386] [INFO ] [sig ] Generating forecast for: WEYS [2025-11-26T21:38:14.229454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'. [2025-11-26T21:38:14.240181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEYS'. [2025-11-26T21:38:14.240502] [INFO ] [FORECASTER] Starting predict_future for WEYS [2025-11-26T21:38:14.241318] [DEBUG] [LOCAL ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt [2025-11-26T21:38:14.241389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:14.241435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:14.241480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:14.241547] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:14.297516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:14.298377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:14.298493] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:14.298559] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:14.402398] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:14.402561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:14.402615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:14.402681] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:14.406116] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=6.67%) [2025-11-26T21:38:14.406415] [INFO ] [FORECASTER] Completed predict_future for WEYS [2025-11-26T21:38:14.406562] [INFO ] [sig ] WEYS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:14.546699] [INFO ] [LOCAL ] Saved forecast: WEYS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WEYS.txt [2025-11-26T21:38:14.546878] [INFO ] [sig ] [3485/3599] Completed WEYS in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 39.0s [2025-11-26T21:38:14.546950] [INFO ] [sig ] [3486/3599] Forecasting WF... [2025-11-26T21:38:14.546991] [INFO ] [sig ] Generating forecast for: WF [2025-11-26T21:38:14.547032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-11-26T21:38:14.562028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WF'. [2025-11-26T21:38:14.562456] [INFO ] [FORECASTER] Starting predict_future for WF [2025-11-26T21:38:14.563404] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-11-26T21:38:14.563479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:14.563555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:14.563618] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:14.563746] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:14.625622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:14.626533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:14.626640] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:14.626751] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:14.759039] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:14.759230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:14.759283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:14.759325] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:14.762712] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=34.38%) [2025-11-26T21:38:14.763025] [INFO ] [FORECASTER] Completed predict_future for WF [2025-11-26T21:38:14.763175] [INFO ] [sig ] WF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:14.902815] [INFO ] [LOCAL ] Saved forecast: WF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WF.txt [2025-11-26T21:38:14.902993] [INFO ] [sig ] [3486/3599] Completed WF in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 38.7s [2025-11-26T21:38:14.903071] [INFO ] [sig ] [3487/3599] Forecasting WFC... [2025-11-26T21:38:14.903116] [INFO ] [sig ] Generating forecast for: WFC [2025-11-26T21:38:14.903158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-11-26T21:38:14.914703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFC'. [2025-11-26T21:38:14.915036] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-11-26T21:38:14.915866] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-11-26T21:38:14.915937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:14.915985] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:14.916026] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:14.916097] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:14.977125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:14.978040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:14.978150] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:14.978199] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:15.103168] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:15.103349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:15.103401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:15.103442] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:15.106825] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=19.13%) [2025-11-26T21:38:15.107118] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-11-26T21:38:15.107259] [INFO ] [sig ] WFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:15.245172] [INFO ] [LOCAL ] Saved forecast: WFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WFC.txt [2025-11-26T21:38:15.245344] [INFO ] [sig ] [3487/3599] Completed WFC in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 38.4s [2025-11-26T21:38:15.245398] [INFO ] [sig ] [3488/3599] Forecasting WFG... [2025-11-26T21:38:15.245457] [INFO ] [sig ] Generating forecast for: WFG [2025-11-26T21:38:15.245509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-11-26T21:38:15.255565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFG'. [2025-11-26T21:38:15.255925] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-11-26T21:38:15.256801] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-11-26T21:38:15.256883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:15.256963] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:15.257020] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:15.257110] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:15.316101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:15.317033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:15.317141] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:15.317189] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:15.445827] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:15.446012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:15.446111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:15.446167] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:15.449771] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=52.24%) [2025-11-26T21:38:15.450138] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-11-26T21:38:15.450303] [INFO ] [sig ] WFG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:15.598382] [INFO ] [LOCAL ] Saved forecast: WFG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WFG.txt [2025-11-26T21:38:15.598556] [INFO ] [sig ] [3488/3599] Completed WFG in 0.4s | 2.92 sym/s | Total: 19.9m | ETA: 38.0s [2025-11-26T21:38:15.598628] [INFO ] [sig ] [3489/3599] Forecasting WFRD... [2025-11-26T21:38:15.598750] [INFO ] [sig ] Generating forecast for: WFRD [2025-11-26T21:38:15.598797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'. [2025-11-26T21:38:15.608992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFRD'. [2025-11-26T21:38:15.609308] [INFO ] [FORECASTER] Starting predict_future for WFRD [2025-11-26T21:38:15.610131] [DEBUG] [LOCAL ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt [2025-11-26T21:38:15.610201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:15.610259] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:15.610311] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:15.610397] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:15.671693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:15.672588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:15.672730] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:15.672792] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:15.787784] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:15.787939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:15.787991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:15.788031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:15.791452] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=85.58%) [2025-11-26T21:38:15.791856] [INFO ] [FORECASTER] Completed predict_future for WFRD [2025-11-26T21:38:15.792033] [INFO ] [sig ] WFRD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:15.933368] [INFO ] [LOCAL ] Saved forecast: WFRD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WFRD.txt [2025-11-26T21:38:15.933564] [INFO ] [sig ] [3489/3599] Completed WFRD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 37.7s [2025-11-26T21:38:15.933699] [INFO ] [sig ] [3490/3599] Forecasting WGMI... [2025-11-26T21:38:15.933777] [INFO ] [sig ] Generating forecast for: WGMI [2025-11-26T21:38:15.933852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'. [2025-11-26T21:38:15.944469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGMI'. [2025-11-26T21:38:15.944781] [INFO ] [FORECASTER] Starting predict_future for WGMI [2025-11-26T21:38:15.945541] [DEBUG] [LOCAL ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt [2025-11-26T21:38:15.945614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:15.945676] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:15.945712] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:15.945779] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:16.002345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:16.003032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:16.003127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:16.003176] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:16.123071] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:16.123267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:16.123324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:16.123362] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:16.126819] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=6.99%) [2025-11-26T21:38:16.127145] [INFO ] [FORECASTER] Completed predict_future for WGMI [2025-11-26T21:38:16.127301] [INFO ] [sig ] WGMI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:16.267833] [INFO ] [LOCAL ] Saved forecast: WGMI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WGMI.txt [2025-11-26T21:38:16.267995] [INFO ] [sig ] [3490/3599] Completed WGMI in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 37.3s [2025-11-26T21:38:16.268048] [INFO ] [sig ] [3491/3599] Forecasting WGO... [2025-11-26T21:38:16.268111] [INFO ] [sig ] Generating forecast for: WGO [2025-11-26T21:38:16.268158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-11-26T21:38:16.279797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGO'. [2025-11-26T21:38:16.280130] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-11-26T21:38:16.280980] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-11-26T21:38:16.281049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:16.281094] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:16.281133] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:16.281201] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:16.336969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:16.337619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:16.337740] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:16.337785] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:16.456501] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:16.456691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:16.456745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:16.456786] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:16.460094] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=6.44%) [2025-11-26T21:38:16.460390] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-11-26T21:38:16.460566] [INFO ] [sig ] WGO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:16.598877] [INFO ] [LOCAL ] Saved forecast: WGO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WGO.txt [2025-11-26T21:38:16.599054] [INFO ] [sig ] [3491/3599] Completed WGO in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 37.0s [2025-11-26T21:38:16.599138] [INFO ] [sig ] [3492/3599] Forecasting WGS... [2025-11-26T21:38:16.599238] [INFO ] [sig ] Generating forecast for: WGS [2025-11-26T21:38:16.599314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'. [2025-11-26T21:38:16.610961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGS'. [2025-11-26T21:38:16.611298] [INFO ] [FORECASTER] Starting predict_future for WGS [2025-11-26T21:38:16.612154] [DEBUG] [LOCAL ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt [2025-11-26T21:38:16.612233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:16.612294] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:16.612362] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:16.612491] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:16.668805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:16.669467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:16.669577] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:16.669671] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:16.789998] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:16.790198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:16.790283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:16.790352] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:16.793725] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-11-26T21:38:16.794063] [INFO ] [FORECASTER] Completed predict_future for WGS [2025-11-26T21:38:16.794230] [INFO ] [sig ] WGS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:16.933152] [INFO ] [LOCAL ] Saved forecast: WGS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WGS.txt [2025-11-26T21:38:16.933318] [INFO ] [sig ] [3492/3599] Completed WGS in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 36.6s [2025-11-26T21:38:16.933422] [INFO ] [sig ] [3493/3599] Forecasting WH... [2025-11-26T21:38:16.933508] [INFO ] [sig ] Generating forecast for: WH [2025-11-26T21:38:16.933588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-11-26T21:38:16.944347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WH'. [2025-11-26T21:38:16.944698] [INFO ] [FORECASTER] Starting predict_future for WH [2025-11-26T21:38:16.945552] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-11-26T21:38:16.945623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:16.945700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:16.945751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:16.945840] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:17.004162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:17.004871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:17.004970] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:17.005021] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:17.129770] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:17.129925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:17.129979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:17.130051] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:17.133387] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=46.87%) [2025-11-26T21:38:17.133701] [INFO ] [FORECASTER] Completed predict_future for WH [2025-11-26T21:38:17.133844] [INFO ] [sig ] WH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:17.276711] [INFO ] [LOCAL ] Saved forecast: WH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WH.txt [2025-11-26T21:38:17.276896] [INFO ] [sig ] [3493/3599] Completed WH in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 36.3s [2025-11-26T21:38:17.276946] [INFO ] [sig ] [3494/3599] Forecasting WHD... [2025-11-26T21:38:17.276984] [INFO ] [sig ] Generating forecast for: WHD [2025-11-26T21:38:17.277045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-11-26T21:38:17.289000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHD'. [2025-11-26T21:38:17.289400] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-11-26T21:38:17.290253] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-11-26T21:38:17.290333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:17.290394] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:17.290454] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:17.290551] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:17.349633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:17.350520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:17.350630] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:17.350700] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:17.474979] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:17.475168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:17.475222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:17.475264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:17.478710] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-11-26T21:38:17.479011] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-11-26T21:38:17.479153] [INFO ] [sig ] WHD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:17.617730] [INFO ] [LOCAL ] Saved forecast: WHD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WHD.txt [2025-11-26T21:38:17.617868] [INFO ] [sig ] [3494/3599] Completed WHD in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 36.0s [2025-11-26T21:38:17.617924] [INFO ] [sig ] [3495/3599] Forecasting WHF... [2025-11-26T21:38:17.617970] [INFO ] [sig ] Generating forecast for: WHF [2025-11-26T21:38:17.618009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'. [2025-11-26T21:38:17.628495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHF'. [2025-11-26T21:38:17.628822] [INFO ] [FORECASTER] Starting predict_future for WHF [2025-11-26T21:38:17.629585] [DEBUG] [LOCAL ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt [2025-11-26T21:38:17.629671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:17.629717] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:17.629754] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:17.629821] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:17.687158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:17.687985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:17.688084] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:17.688150] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:17.805629] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:17.805819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:17.805870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:17.805911] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:17.809244] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-11-26T21:38:17.809548] [INFO ] [FORECASTER] Completed predict_future for WHF [2025-11-26T21:38:17.809737] [INFO ] [sig ] WHF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:17.950122] [INFO ] [LOCAL ] Saved forecast: WHF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WHF.txt [2025-11-26T21:38:17.950269] [INFO ] [sig ] [3495/3599] Completed WHF in 0.3s | 2.92 sym/s | Total: 19.9m | ETA: 35.6s [2025-11-26T21:38:17.950321] [INFO ] [sig ] [3496/3599] Forecasting WHG... [2025-11-26T21:38:17.950369] [INFO ] [sig ] Generating forecast for: WHG [2025-11-26T21:38:17.950416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-11-26T21:38:17.960976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHG'. [2025-11-26T21:38:17.961284] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-11-26T21:38:17.962118] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-11-26T21:38:17.962188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:17.962235] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:17.962275] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:17.962391] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:18.020659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:18.021305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:18.021401] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:18.021462] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:18.126804] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:18.126969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:18.127023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:18.127067] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:18.130556] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=83.32%) [2025-11-26T21:38:18.130888] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-11-26T21:38:18.131040] [INFO ] [sig ] WHG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:18.274751] [INFO ] [LOCAL ] Saved forecast: WHG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WHG.txt [2025-11-26T21:38:18.274900] [INFO ] [sig ] [3496/3599] Completed WHG in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 35.3s [2025-11-26T21:38:18.274974] [INFO ] [sig ] [3497/3599] Forecasting WIA... [2025-11-26T21:38:18.275018] [INFO ] [sig ] Generating forecast for: WIA [2025-11-26T21:38:18.275067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-11-26T21:38:18.286384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIA'. [2025-11-26T21:38:18.286741] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-11-26T21:38:18.287556] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-11-26T21:38:18.287631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:18.287701] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:18.287764] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:18.287855] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:18.346692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:18.347347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:18.347465] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:18.347520] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:18.463762] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:18.463891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:18.463938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:18.463982] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:18.467549] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=44.51%) [2025-11-26T21:38:18.467870] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-11-26T21:38:18.468039] [INFO ] [sig ] WIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:18.609127] [INFO ] [LOCAL ] Saved forecast: WIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WIA.txt [2025-11-26T21:38:18.609294] [INFO ] [sig ] [3497/3599] Completed WIA in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 34.9s [2025-11-26T21:38:18.609376] [INFO ] [sig ] [3498/3599] Forecasting WIMI... [2025-11-26T21:38:18.609456] [INFO ] [sig ] Generating forecast for: WIMI [2025-11-26T21:38:18.609507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'. [2025-11-26T21:38:18.620419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIMI'. [2025-11-26T21:38:18.620883] [INFO ] [FORECASTER] Starting predict_future for WIMI [2025-11-26T21:38:18.621743] [DEBUG] [LOCAL ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt [2025-11-26T21:38:18.621811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:18.621855] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:18.621894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:18.621961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:18.678813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:18.679814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:18.679921] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:18.679970] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:18.799742] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:18.799932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:18.799985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:18.800027] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:18.803361] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=53.95%) [2025-11-26T21:38:18.803683] [INFO ] [FORECASTER] Completed predict_future for WIMI [2025-11-26T21:38:18.803827] [INFO ] [sig ] WIMI: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:18.948166] [INFO ] [LOCAL ] Saved forecast: WIMI 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WIMI.txt [2025-11-26T21:38:18.948350] [INFO ] [sig ] [3498/3599] Completed WIMI in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 34.6s [2025-11-26T21:38:18.948402] [INFO ] [sig ] [3499/3599] Forecasting WINA... [2025-11-26T21:38:18.948451] [INFO ] [sig ] Generating forecast for: WINA [2025-11-26T21:38:18.948495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'. [2025-11-26T21:38:18.960124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINA'. [2025-11-26T21:38:18.960582] [INFO ] [FORECASTER] Starting predict_future for WINA [2025-11-26T21:38:18.961475] [DEBUG] [LOCAL ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt [2025-11-26T21:38:18.961549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:18.961615] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:18.961704] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:18.961813] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:19.020657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:19.021541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:19.021665] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:19.021716] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:19.140079] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:19.140276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:19.140328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:19.140365] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:19.143790] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=88.17%) [2025-11-26T21:38:19.144098] [INFO ] [FORECASTER] Completed predict_future for WINA [2025-11-26T21:38:19.144245] [INFO ] [sig ] WINA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:19.284688] [INFO ] [LOCAL ] Saved forecast: WINA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WINA.txt [2025-11-26T21:38:19.284866] [INFO ] [sig ] [3499/3599] Completed WINA in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 34.2s [2025-11-26T21:38:19.284921] [INFO ] [sig ] [3500/3599] Forecasting WING... [2025-11-26T21:38:19.284971] [INFO ] [sig ] Generating forecast for: WING [2025-11-26T21:38:19.285016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'. [2025-11-26T21:38:19.295410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WING'. [2025-11-26T21:38:19.295822] [INFO ] [FORECASTER] Starting predict_future for WING [2025-11-26T21:38:19.296597] [DEBUG] [LOCAL ] No optimal features file found for WING: ./output/feature-sets/WING.txt [2025-11-26T21:38:19.296805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:19.296856] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:19.296894] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:19.296961] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:19.353830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:19.354758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:19.354858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:19.354905] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:19.472206] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:19.472403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:19.472456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:19.472498] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:19.475846] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=55.92%) [2025-11-26T21:38:19.476162] [INFO ] [FORECASTER] Completed predict_future for WING [2025-11-26T21:38:19.476307] [INFO ] [sig ] WING: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:19.617379] [INFO ] [LOCAL ] Saved forecast: WING 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WING.txt [2025-11-26T21:38:19.617626] [INFO ] [sig ] [3500/3599] Completed WING in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 33.9s [2025-11-26T21:38:19.617752] [INFO ] [sig ] [3501/3599] Forecasting WINN... [2025-11-26T21:38:19.617800] [INFO ] [sig ] Generating forecast for: WINN [2025-11-26T21:38:19.617852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-11-26T21:38:19.629077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINN'. [2025-11-26T21:38:19.629500] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-11-26T21:38:19.630370] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-11-26T21:38:19.630443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:19.630497] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:19.630559] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:19.630689] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:19.689583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:19.690495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:19.690623] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:19.690732] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:19.811126] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:19.811322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:19.811377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:19.811419] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:19.814947] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=11.17%) [2025-11-26T21:38:19.815304] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-11-26T21:38:19.815463] [INFO ] [sig ] WINN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:19.954549] [INFO ] [LOCAL ] Saved forecast: WINN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WINN.txt [2025-11-26T21:38:19.954731] [INFO ] [sig ] [3501/3599] Completed WINN in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 33.6s [2025-11-26T21:38:19.954813] [INFO ] [sig ] [3502/3599] Forecasting WIX... [2025-11-26T21:38:19.954900] [INFO ] [sig ] Generating forecast for: WIX [2025-11-26T21:38:19.954964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'. [2025-11-26T21:38:19.965881] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIX'. [2025-11-26T21:38:19.966228] [INFO ] [FORECASTER] Starting predict_future for WIX [2025-11-26T21:38:19.967097] [DEBUG] [LOCAL ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt [2025-11-26T21:38:19.967169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:19.967216] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:19.967255] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:19.967324] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:20.025998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:20.026610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:20.026719] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:20.026763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:20.147993] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:20.148138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:20.148187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:20.148229] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:20.151497] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=77.25%) [2025-11-26T21:38:20.151829] [INFO ] [FORECASTER] Completed predict_future for WIX [2025-11-26T21:38:20.151975] [INFO ] [sig ] WIX: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:20.295466] [INFO ] [LOCAL ] Saved forecast: WIX 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WIX.txt [2025-11-26T21:38:20.295636] [INFO ] [sig ] [3502/3599] Completed WIX in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 33.2s [2025-11-26T21:38:20.295711] [INFO ] [sig ] [3503/3599] Forecasting WK... [2025-11-26T21:38:20.295755] [INFO ] [sig ] Generating forecast for: WK [2025-11-26T21:38:20.295794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-11-26T21:38:20.306608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WK'. [2025-11-26T21:38:20.306933] [INFO ] [FORECASTER] Starting predict_future for WK [2025-11-26T21:38:20.307798] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-11-26T21:38:20.307866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:20.307911] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:20.307959] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:20.308084] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:20.365119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:20.365776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:20.365870] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:20.365923] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:20.481985] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:20.482137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:20.482188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:20.482237] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:20.485635] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=11.82%) [2025-11-26T21:38:20.485974] [INFO ] [FORECASTER] Completed predict_future for WK [2025-11-26T21:38:20.486129] [INFO ] [sig ] WK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:20.625807] [INFO ] [LOCAL ] Saved forecast: WK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WK.txt [2025-11-26T21:38:20.625955] [INFO ] [sig ] [3503/3599] Completed WK in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 32.9s [2025-11-26T21:38:20.626008] [INFO ] [sig ] [3504/3599] Forecasting WKC... [2025-11-26T21:38:20.626062] [INFO ] [sig ] Generating forecast for: WKC [2025-11-26T21:38:20.626124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-11-26T21:38:20.636621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKC'. [2025-11-26T21:38:20.636946] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-11-26T21:38:20.637775] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-11-26T21:38:20.637844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:20.637889] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:20.637928] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:20.638048] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:20.696103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:20.696936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:20.697042] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:20.697092] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:20.819088] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:20.819233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:20.819314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:20.819355] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:20.822797] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=94.67%) [2025-11-26T21:38:20.823112] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-11-26T21:38:20.823259] [INFO ] [sig ] WKC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:20.963875] [INFO ] [LOCAL ] Saved forecast: WKC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WKC.txt [2025-11-26T21:38:20.964028] [INFO ] [sig ] [3504/3599] Completed WKC in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 32.5s [2025-11-26T21:38:20.964081] [INFO ] [sig ] [3505/3599] Forecasting WKEY... [2025-11-26T21:38:20.964121] [INFO ] [sig ] Generating forecast for: WKEY [2025-11-26T21:38:20.964160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'. [2025-11-26T21:38:20.975186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKEY'. [2025-11-26T21:38:20.975488] [INFO ] [FORECASTER] Starting predict_future for WKEY [2025-11-26T21:38:20.976291] [DEBUG] [LOCAL ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt [2025-11-26T21:38:20.976360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:20.976413] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:20.976461] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:20.976537] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:21.034375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:21.035086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:21.035182] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:21.035232] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:21.151316] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:21.151464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:21.151514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:21.151549] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:21.154838] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=43.78%) [2025-11-26T21:38:21.155153] [INFO ] [FORECASTER] Completed predict_future for WKEY [2025-11-26T21:38:21.155297] [INFO ] [sig ] WKEY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:21.294374] [INFO ] [LOCAL ] Saved forecast: WKEY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WKEY.txt [2025-11-26T21:38:21.294511] [INFO ] [sig ] [3505/3599] Completed WKEY in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 32.2s [2025-11-26T21:38:21.294562] [INFO ] [sig ] [3506/3599] Forecasting WKSP... [2025-11-26T21:38:21.294600] [INFO ] [sig ] Generating forecast for: WKSP [2025-11-26T21:38:21.294665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'. [2025-11-26T21:38:21.305574] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKSP'. [2025-11-26T21:38:21.305928] [INFO ] [FORECASTER] Starting predict_future for WKSP [2025-11-26T21:38:21.306780] [DEBUG] [LOCAL ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt [2025-11-26T21:38:21.306851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:21.306897] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:21.306938] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:21.307005] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:21.363122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:21.363759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:21.363851] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:21.363895] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:21.484104] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:21.484245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:21.484298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:21.484337] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:21.487637] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-11-26T21:38:21.487970] [INFO ] [FORECASTER] Completed predict_future for WKSP [2025-11-26T21:38:21.488113] [INFO ] [sig ] WKSP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:21.627770] [INFO ] [LOCAL ] Saved forecast: WKSP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WKSP.txt [2025-11-26T21:38:21.627905] [INFO ] [sig ] [3506/3599] Completed WKSP in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 31.8s [2025-11-26T21:38:21.627957] [INFO ] [sig ] [3507/3599] Forecasting WLDN... [2025-11-26T21:38:21.627996] [INFO ] [sig ] Generating forecast for: WLDN [2025-11-26T21:38:21.628054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'. [2025-11-26T21:38:21.638696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDN'. [2025-11-26T21:38:21.638992] [INFO ] [FORECASTER] Starting predict_future for WLDN [2025-11-26T21:38:21.639778] [DEBUG] [LOCAL ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt [2025-11-26T21:38:21.639845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:21.639890] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:21.639930] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:21.639996] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:21.697044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:21.697833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:21.697924] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:21.697969] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:21.818513] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:21.818704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:21.818767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:21.818812] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:21.822112] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=72.27%) [2025-11-26T21:38:21.822401] [INFO ] [FORECASTER] Completed predict_future for WLDN [2025-11-26T21:38:21.822553] [INFO ] [sig ] WLDN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:21.965187] [INFO ] [LOCAL ] Saved forecast: WLDN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WLDN.txt [2025-11-26T21:38:21.965326] [INFO ] [sig ] [3507/3599] Completed WLDN in 0.3s | 2.92 sym/s | Total: 20.0m | ETA: 31.5s [2025-11-26T21:38:21.965376] [INFO ] [sig ] [3508/3599] Forecasting WLDS... [2025-11-26T21:38:21.965411] [INFO ] [sig ] Generating forecast for: WLDS [2025-11-26T21:38:21.965469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'. [2025-11-26T21:38:21.977451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDS'. [2025-11-26T21:38:21.977787] [INFO ] [FORECASTER] Starting predict_future for WLDS [2025-11-26T21:38:21.978562] [DEBUG] [LOCAL ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt [2025-11-26T21:38:21.978631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:21.978700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:21.978740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:21.978806] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:22.035223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:22.035991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:22.036088] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:22.036145] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:22.166674] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:22.166920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:22.167009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:22.167070] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:22.172534] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=11.36%) [2025-11-26T21:38:22.173074] [INFO ] [FORECASTER] Completed predict_future for WLDS [2025-11-26T21:38:22.173288] [INFO ] [sig ] WLDS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:22.365330] [INFO ] [LOCAL ] Saved forecast: WLDS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WLDS.txt [2025-11-26T21:38:22.365584] [INFO ] [sig ] [3508/3599] Completed WLDS in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 31.2s [2025-11-26T21:38:22.365721] [INFO ] [sig ] [3509/3599] Forecasting WLFC... [2025-11-26T21:38:22.365797] [INFO ] [sig ] Generating forecast for: WLFC [2025-11-26T21:38:22.365870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'. [2025-11-26T21:38:22.382338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLFC'. [2025-11-26T21:38:22.382924] [INFO ] [FORECASTER] Starting predict_future for WLFC [2025-11-26T21:38:22.384175] [DEBUG] [LOCAL ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt [2025-11-26T21:38:22.384307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:22.384374] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:22.384434] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:22.384550] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:22.475295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:22.476598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:22.476767] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:22.476842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:22.636961] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:22.637185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:22.637268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:22.637356] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:22.642483] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=83.30%) [2025-11-26T21:38:22.643048] [INFO ] [FORECASTER] Completed predict_future for WLFC [2025-11-26T21:38:22.643241] [INFO ] [sig ] WLFC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:22.860977] [INFO ] [LOCAL ] Saved forecast: WLFC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WLFC.txt [2025-11-26T21:38:22.861279] [INFO ] [sig ] [3509/3599] Completed WLFC in 0.5s | 2.92 sym/s | Total: 20.0m | ETA: 30.8s [2025-11-26T21:38:22.861371] [INFO ] [sig ] [3510/3599] Forecasting WLK... [2025-11-26T21:38:22.861451] [INFO ] [sig ] Generating forecast for: WLK [2025-11-26T21:38:22.861525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-11-26T21:38:22.875851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLK'. [2025-11-26T21:38:22.876382] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-11-26T21:38:22.877383] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-11-26T21:38:22.877533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:22.878385] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:22.878479] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:22.878586] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:22.946759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:22.947813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:22.947946] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:22.947996] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:23.096520] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:23.096753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:23.096833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:23.096900] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:23.102292] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=40.98%) [2025-11-26T21:38:23.102819] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-11-26T21:38:23.103041] [INFO ] [sig ] WLK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:23.273175] [INFO ] [LOCAL ] Saved forecast: WLK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WLK.txt [2025-11-26T21:38:23.273385] [INFO ] [sig ] [3510/3599] Completed WLK in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 30.5s [2025-11-26T21:38:23.273470] [INFO ] [sig ] [3511/3599] Forecasting WLKP... [2025-11-26T21:38:23.273513] [INFO ] [sig ] Generating forecast for: WLKP [2025-11-26T21:38:23.273556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-11-26T21:38:23.287146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLKP'. [2025-11-26T21:38:23.287812] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-11-26T21:38:23.288939] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-11-26T21:38:23.289021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:23.289091] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:23.289154] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:23.289260] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:23.357173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:23.358427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:23.358565] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:23.358615] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:23.486906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:23.487158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:23.487217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:23.487264] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:23.492187] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-11-26T21:38:23.492963] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-11-26T21:38:23.493173] [INFO ] [sig ] WLKP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:23.642354] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WLKP.txt [2025-11-26T21:38:23.642592] [INFO ] [sig ] [3511/3599] Completed WLKP in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 30.1s [2025-11-26T21:38:23.642701] [INFO ] [sig ] [3512/3599] Forecasting WMG... [2025-11-26T21:38:23.642740] [INFO ] [sig ] Generating forecast for: WMG [2025-11-26T21:38:23.642785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'. [2025-11-26T21:38:23.654550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMG'. [2025-11-26T21:38:23.655124] [INFO ] [FORECASTER] Starting predict_future for WMG [2025-11-26T21:38:23.656095] [DEBUG] [LOCAL ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt [2025-11-26T21:38:23.656170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:23.656217] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:23.656257] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:23.656329] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:23.716068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:23.717274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:23.717419] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:23.717474] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:23.842294] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:23.842572] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:23.842630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:23.842693] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:23.847138] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=86.21%) [2025-11-26T21:38:23.847727] [INFO ] [FORECASTER] Completed predict_future for WMG [2025-11-26T21:38:23.847936] [INFO ] [sig ] WMG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:24.008796] [INFO ] [LOCAL ] Saved forecast: WMG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WMG.txt [2025-11-26T21:38:24.009039] [INFO ] [sig ] [3512/3599] Completed WMG in 0.4s | 2.92 sym/s | Total: 20.0m | ETA: 29.8s [2025-11-26T21:38:24.009125] [INFO ] [sig ] [3513/3599] Forecasting WMK... [2025-11-26T21:38:24.009168] [INFO ] [sig ] Generating forecast for: WMK [2025-11-26T21:38:24.009221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-11-26T21:38:24.023150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMK'. [2025-11-26T21:38:24.023790] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-11-26T21:38:24.025266] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-11-26T21:38:24.025350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:24.025399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:24.025440] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:24.025516] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:24.085257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:24.086431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:24.086558] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:24.086608] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:24.218920] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:24.219122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:24.219178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:24.219223] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:24.222729] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=47.77%) [2025-11-26T21:38:24.223052] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-11-26T21:38:24.223209] [INFO ] [sig ] WMK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:24.364214] [INFO ] [LOCAL ] Saved forecast: WMK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WMK.txt [2025-11-26T21:38:24.364417] [INFO ] [sig ] [3513/3599] Completed WMK in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 29.5s [2025-11-26T21:38:24.364515] [INFO ] [sig ] [3514/3599] Forecasting WMS... [2025-11-26T21:38:24.364569] [INFO ] [sig ] Generating forecast for: WMS [2025-11-26T21:38:24.364612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-11-26T21:38:24.376260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMS'. [2025-11-26T21:38:24.376690] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-11-26T21:38:24.377535] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-11-26T21:38:24.377611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:24.377694] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:24.377751] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:24.377837] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:24.436817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:24.437743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:24.437858] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:24.437907] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:24.568568] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:24.568799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:24.568855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:24.568898] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:24.572240] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=0.86%) [2025-11-26T21:38:24.572555] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-11-26T21:38:24.572720] [INFO ] [sig ] WMS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:24.721424] [INFO ] [LOCAL ] Saved forecast: WMS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WMS.txt [2025-11-26T21:38:24.721631] [INFO ] [sig ] [3514/3599] Completed WMS in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 29.1s [2025-11-26T21:38:24.721718] [INFO ] [sig ] [3515/3599] Forecasting WNC... [2025-11-26T21:38:24.721764] [INFO ] [sig ] Generating forecast for: WNC [2025-11-26T21:38:24.721839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-11-26T21:38:24.734049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNC'. [2025-11-26T21:38:24.734467] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-11-26T21:38:24.735326] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-11-26T21:38:24.735402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:24.735453] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:24.735497] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:24.735568] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:24.792671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:24.793615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:24.793747] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:24.793797] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:24.916981] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:24.917313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:24.917369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:24.917426] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:24.920900] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=78.70%) [2025-11-26T21:38:24.921220] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-11-26T21:38:24.921409] [INFO ] [sig ] WNC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:25.060836] [INFO ] [LOCAL ] Saved forecast: WNC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WNC.txt [2025-11-26T21:38:25.061023] [INFO ] [sig ] [3515/3599] Completed WNC in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 28.8s [2025-11-26T21:38:25.061080] [INFO ] [sig ] [3516/3599] Forecasting WNEB... [2025-11-26T21:38:25.061180] [INFO ] [sig ] Generating forecast for: WNEB [2025-11-26T21:38:25.061238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'. [2025-11-26T21:38:25.073260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNEB'. [2025-11-26T21:38:25.073746] [INFO ] [FORECASTER] Starting predict_future for WNEB [2025-11-26T21:38:25.074534] [DEBUG] [LOCAL ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt [2025-11-26T21:38:25.074606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:25.074674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:25.074718] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:25.074787] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:25.130880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:25.131753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:25.131857] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:25.131906] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:25.251725] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:25.251927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:25.251981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:25.252024] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:25.255418] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=70.93%) [2025-11-26T21:38:25.255771] [INFO ] [FORECASTER] Completed predict_future for WNEB [2025-11-26T21:38:25.255920] [INFO ] [sig ] WNEB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:25.396701] [INFO ] [LOCAL ] Saved forecast: WNEB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WNEB.txt [2025-11-26T21:38:25.396930] [INFO ] [sig ] [3516/3599] Completed WNEB in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 28.4s [2025-11-26T21:38:25.397025] [INFO ] [sig ] [3517/3599] Forecasting WOK... [2025-11-26T21:38:25.397098] [INFO ] [sig ] Generating forecast for: WOK [2025-11-26T21:38:25.397170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'. [2025-11-26T21:38:25.409532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOK'. [2025-11-26T21:38:25.409971] [INFO ] [FORECASTER] Starting predict_future for WOK [2025-11-26T21:38:25.410789] [DEBUG] [LOCAL ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt [2025-11-26T21:38:25.410861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:25.410909] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:25.410950] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:25.411019] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:25.475171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:25.476226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:25.476342] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:25.476391] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:25.594431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:25.594629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:25.594745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:25.594794] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:25.598135] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=10.48%) [2025-11-26T21:38:25.598422] [INFO ] [FORECASTER] Completed predict_future for WOK [2025-11-26T21:38:25.598563] [INFO ] [sig ] WOK: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:25.753025] [INFO ] [LOCAL ] Saved forecast: WOK 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WOK.txt [2025-11-26T21:38:25.753244] [INFO ] [sig ] [3517/3599] Completed WOK in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 28.1s [2025-11-26T21:38:25.753325] [INFO ] [sig ] [3518/3599] Forecasting WOOD... [2025-11-26T21:38:25.753370] [INFO ] [sig ] Generating forecast for: WOOD [2025-11-26T21:38:25.753414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'. [2025-11-26T21:38:25.763435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOD'. [2025-11-26T21:38:25.763805] [INFO ] [FORECASTER] Starting predict_future for WOOD [2025-11-26T21:38:25.764582] [DEBUG] [LOCAL ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt [2025-11-26T21:38:25.764673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:25.764719] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:25.764758] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:25.764825] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:25.821285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:25.822133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:25.822234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:25.822281] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:25.923325] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:25.923510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:25.923563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:25.923623] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:25.926974] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-11-26T21:38:25.927266] [INFO ] [FORECASTER] Completed predict_future for WOOD [2025-11-26T21:38:25.927422] [INFO ] [sig ] WOOD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:26.065532] [INFO ] [LOCAL ] Saved forecast: WOOD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WOOD.txt [2025-11-26T21:38:26.065740] [INFO ] [sig ] [3518/3599] Completed WOOD in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 27.7s [2025-11-26T21:38:26.065795] [INFO ] [sig ] [3519/3599] Forecasting WOOF... [2025-11-26T21:38:26.065858] [INFO ] [sig ] Generating forecast for: WOOF [2025-11-26T21:38:26.065902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'. [2025-11-26T21:38:26.076245] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOF'. [2025-11-26T21:38:26.076652] [INFO ] [FORECASTER] Starting predict_future for WOOF [2025-11-26T21:38:26.077441] [DEBUG] [LOCAL ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt [2025-11-26T21:38:26.077510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:26.077555] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:26.077595] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:26.077690] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:26.133709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:26.134568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:26.134686] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:26.134742] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:26.255504] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:26.255705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:26.255763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:26.255806] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:26.259138] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=4.59%) [2025-11-26T21:38:26.259424] [INFO ] [FORECASTER] Completed predict_future for WOOF [2025-11-26T21:38:26.259561] [INFO ] [sig ] WOOF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:26.398478] [INFO ] [LOCAL ] Saved forecast: WOOF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WOOF.txt [2025-11-26T21:38:26.398658] [INFO ] [sig ] [3519/3599] Completed WOOF in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 27.4s [2025-11-26T21:38:26.398727] [INFO ] [sig ] [3520/3599] Forecasting WPC... [2025-11-26T21:38:26.398773] [INFO ] [sig ] Generating forecast for: WPC [2025-11-26T21:38:26.398879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-11-26T21:38:26.413073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPC'. [2025-11-26T21:38:26.413577] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-11-26T21:38:26.414615] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-11-26T21:38:26.414730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:26.414791] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:26.414846] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:26.414944] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:26.479376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:26.480296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:26.480402] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:26.480449] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:26.599557] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:26.599772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:26.599827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:26.599868] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:26.603229] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=96.49%) [2025-11-26T21:38:26.603527] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-11-26T21:38:26.603691] [INFO ] [sig ] WPC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:26.743582] [INFO ] [LOCAL ] Saved forecast: WPC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WPC.txt [2025-11-26T21:38:26.743756] [INFO ] [sig ] [3520/3599] Completed WPC in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 27.1s [2025-11-26T21:38:26.743812] [INFO ] [sig ] [3521/3599] Forecasting WPP... [2025-11-26T21:38:26.743881] [INFO ] [sig ] Generating forecast for: WPP [2025-11-26T21:38:26.743932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-11-26T21:38:26.755799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPP'. [2025-11-26T21:38:26.756090] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-11-26T21:38:26.756866] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-11-26T21:38:26.756935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:26.756995] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:26.757037] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:26.757104] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:26.812544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:26.813181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:26.813276] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:26.813322] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:26.930155] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:26.930276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:26.930326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:26.930368] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:26.933433] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=94.47%) [2025-11-26T21:38:26.933731] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-11-26T21:38:26.933866] [INFO ] [sig ] WPP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:27.084613] [INFO ] [LOCAL ] Saved forecast: WPP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WPP.txt [2025-11-26T21:38:27.084785] [INFO ] [sig ] [3521/3599] Completed WPP in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 26.7s [2025-11-26T21:38:27.084840] [INFO ] [sig ] [3522/3599] Forecasting WRAP... [2025-11-26T21:38:27.084884] [INFO ] [sig ] Generating forecast for: WRAP [2025-11-26T21:38:27.084951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'. [2025-11-26T21:38:27.096781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRAP'. [2025-11-26T21:38:27.097058] [INFO ] [FORECASTER] Starting predict_future for WRAP [2025-11-26T21:38:27.097884] [DEBUG] [LOCAL ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt [2025-11-26T21:38:27.097957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:27.098004] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:27.098044] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:27.098112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:27.153728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:27.154318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:27.154410] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:27.154461] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:27.268738] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:27.268867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:27.268917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:27.268959] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:27.272084] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=1.89%) [2025-11-26T21:38:27.272367] [INFO ] [FORECASTER] Completed predict_future for WRAP [2025-11-26T21:38:27.272504] [INFO ] [sig ] WRAP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:27.414294] [INFO ] [LOCAL ] Saved forecast: WRAP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WRAP.txt [2025-11-26T21:38:27.414437] [INFO ] [sig ] [3522/3599] Completed WRAP in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 26.4s [2025-11-26T21:38:27.414493] [INFO ] [sig ] [3523/3599] Forecasting WRB... [2025-11-26T21:38:27.414560] [INFO ] [sig ] Generating forecast for: WRB [2025-11-26T21:38:27.414604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-11-26T21:38:27.428309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRB'. [2025-11-26T21:38:27.428963] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-11-26T21:38:27.430011] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-11-26T21:38:27.430088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:27.430142] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:27.430201] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:27.430294] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:27.489426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:27.490554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:27.490697] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:27.490752] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:27.613203] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:27.613524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:27.613589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:27.613634] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:27.617712] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-11-26T21:38:27.618054] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-11-26T21:38:27.618215] [INFO ] [sig ] WRB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:27.774805] [INFO ] [LOCAL ] Saved forecast: WRB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WRB.txt [2025-11-26T21:38:27.775130] [INFO ] [sig ] [3523/3599] Completed WRB in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 26.0s [2025-11-26T21:38:27.775187] [INFO ] [sig ] [3524/3599] Forecasting WRBY... [2025-11-26T21:38:27.775232] [INFO ] [sig ] Generating forecast for: WRBY [2025-11-26T21:38:27.775282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-11-26T21:38:27.792142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRBY'. [2025-11-26T21:38:27.792692] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-11-26T21:38:27.793825] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-11-26T21:38:27.793895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:27.793940] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:27.793980] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:27.794047] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:27.851181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:27.851985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:27.852089] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:27.852138] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:27.972311] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:27.972508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:27.972563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:27.972605] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:27.976052] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=19.25%) [2025-11-26T21:38:27.976345] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-11-26T21:38:27.976491] [INFO ] [sig ] WRBY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:28.115612] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WRBY.txt [2025-11-26T21:38:28.115806] [INFO ] [sig ] [3524/3599] Completed WRBY in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 25.7s [2025-11-26T21:38:28.115860] [INFO ] [sig ] [3525/3599] Forecasting WRLD... [2025-11-26T21:38:28.115907] [INFO ] [sig ] Generating forecast for: WRLD [2025-11-26T21:38:28.115950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'. [2025-11-26T21:38:28.132588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRLD'. [2025-11-26T21:38:28.133343] [INFO ] [FORECASTER] Starting predict_future for WRLD [2025-11-26T21:38:28.134753] [DEBUG] [LOCAL ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt [2025-11-26T21:38:28.134839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:28.134901] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:28.134956] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:28.135061] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:28.202944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:28.204096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:28.204204] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:28.204254] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:28.320390] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:28.320589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:28.320670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:28.320716] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:28.324347] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=26.23%) [2025-11-26T21:38:28.324731] [INFO ] [FORECASTER] Completed predict_future for WRLD [2025-11-26T21:38:28.324891] [INFO ] [sig ] WRLD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:28.466685] [INFO ] [LOCAL ] Saved forecast: WRLD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WRLD.txt [2025-11-26T21:38:28.466864] [INFO ] [sig ] [3525/3599] Completed WRLD in 0.4s | 2.92 sym/s | Total: 20.1m | ETA: 25.3s [2025-11-26T21:38:28.466919] [INFO ] [sig ] [3526/3599] Forecasting WSBC... [2025-11-26T21:38:28.466961] [INFO ] [sig ] Generating forecast for: WSBC [2025-11-26T21:38:28.467001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'. [2025-11-26T21:38:28.478022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBC'. [2025-11-26T21:38:28.478400] [INFO ] [FORECASTER] Starting predict_future for WSBC [2025-11-26T21:38:28.479227] [DEBUG] [LOCAL ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt [2025-11-26T21:38:28.479299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:28.479345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:28.479397] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:28.479477] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:28.538162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:28.539069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:28.539172] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:28.539224] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:28.658043] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:28.658231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:28.658284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:28.658323] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:28.661630] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=6.02%) [2025-11-26T21:38:28.661948] [INFO ] [FORECASTER] Completed predict_future for WSBC [2025-11-26T21:38:28.662091] [INFO ] [sig ] WSBC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:28.801372] [INFO ] [LOCAL ] Saved forecast: WSBC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSBC.txt [2025-11-26T21:38:28.801501] [INFO ] [sig ] [3526/3599] Completed WSBC in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 25.0s [2025-11-26T21:38:28.801554] [INFO ] [sig ] [3527/3599] Forecasting WSBF... [2025-11-26T21:38:28.801596] [INFO ] [sig ] Generating forecast for: WSBF [2025-11-26T21:38:28.801653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'. [2025-11-26T21:38:28.812764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBF'. [2025-11-26T21:38:28.813073] [INFO ] [FORECASTER] Starting predict_future for WSBF [2025-11-26T21:38:28.813915] [DEBUG] [LOCAL ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt [2025-11-26T21:38:28.813996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:28.814058] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:28.814118] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:28.814215] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:28.872299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:28.872992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:28.873119] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:28.873183] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:28.991001] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:28.991156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:28.991224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:28.991283] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:28.994664] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=73.99%) [2025-11-26T21:38:28.994976] [INFO ] [FORECASTER] Completed predict_future for WSBF [2025-11-26T21:38:28.995130] [INFO ] [sig ] WSBF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:29.136465] [INFO ] [LOCAL ] Saved forecast: WSBF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WSBF.txt [2025-11-26T21:38:29.136628] [INFO ] [sig ] [3527/3599] Completed WSBF in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 24.7s [2025-11-26T21:38:29.136727] [INFO ] [sig ] [3528/3599] Forecasting WSC... [2025-11-26T21:38:29.136810] [INFO ] [sig ] Generating forecast for: WSC [2025-11-26T21:38:29.136877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'. [2025-11-26T21:38:29.147972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSC'. [2025-11-26T21:38:29.148295] [INFO ] [FORECASTER] Starting predict_future for WSC [2025-11-26T21:38:29.149150] [DEBUG] [LOCAL ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt [2025-11-26T21:38:29.149229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:29.149308] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:29.149387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:29.149505] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:29.208823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:29.209748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:29.209855] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:29.209916] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:29.335230] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:29.335394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:29.335446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:29.335515] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:29.338915] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=26.34%) [2025-11-26T21:38:29.339218] [INFO ] [FORECASTER] Completed predict_future for WSC [2025-11-26T21:38:29.339369] [INFO ] [sig ] WSC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:29.478252] [INFO ] [LOCAL ] Saved forecast: WSC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSC.txt [2025-11-26T21:38:29.478387] [INFO ] [sig ] [3528/3599] Completed WSC in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 24.3s [2025-11-26T21:38:29.478455] [INFO ] [sig ] [3529/3599] Forecasting WSFS... [2025-11-26T21:38:29.478498] [INFO ] [sig ] Generating forecast for: WSFS [2025-11-26T21:38:29.478540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'. [2025-11-26T21:38:29.488962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSFS'. [2025-11-26T21:38:29.489268] [INFO ] [FORECASTER] Starting predict_future for WSFS [2025-11-26T21:38:29.490064] [DEBUG] [LOCAL ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt [2025-11-26T21:38:29.490133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:29.490178] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:29.490217] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:29.490282] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:29.546895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:29.547769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:29.547863] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:29.547911] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:29.660678] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:29.660805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:29.660858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:29.660898] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:29.664125] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=0.68%) [2025-11-26T21:38:29.664416] [INFO ] [FORECASTER] Completed predict_future for WSFS [2025-11-26T21:38:29.664556] [INFO ] [sig ] WSFS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:29.804188] [INFO ] [LOCAL ] Saved forecast: WSFS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSFS.txt [2025-11-26T21:38:29.804324] [INFO ] [sig ] [3529/3599] Completed WSFS in 0.3s | 2.92 sym/s | Total: 20.1m | ETA: 24.0s [2025-11-26T21:38:29.804403] [INFO ] [sig ] [3530/3599] Forecasting WSM... [2025-11-26T21:38:29.804478] [INFO ] [sig ] Generating forecast for: WSM [2025-11-26T21:38:29.804528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-11-26T21:38:29.815347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSM'. [2025-11-26T21:38:29.815705] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-11-26T21:38:29.816535] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-11-26T21:38:29.816609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:29.816688] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:29.816740] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:29.816831] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:29.875168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:29.875848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:29.875948] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:29.876024] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:29.994568] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:29.994735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:29.994796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:29.994840] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:29.998213] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=23.03%) [2025-11-26T21:38:29.998522] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-11-26T21:38:29.998690] [INFO ] [sig ] WSM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:30.144400] [INFO ] [LOCAL ] Saved forecast: WSM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WSM.txt [2025-11-26T21:38:30.144601] [INFO ] [sig ] [3530/3599] Completed WSM in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 23.6s [2025-11-26T21:38:30.144725] [INFO ] [sig ] [3531/3599] Forecasting WSO... [2025-11-26T21:38:30.144771] [INFO ] [sig ] Generating forecast for: WSO [2025-11-26T21:38:30.144811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-11-26T21:38:30.156803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSO'. [2025-11-26T21:38:30.157218] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-11-26T21:38:30.158136] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-11-26T21:38:30.158215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:30.158285] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:30.158345] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:30.158450] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:30.215057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:30.216008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:30.216127] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:30.216175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:30.334152] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:30.334311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:30.334361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:30.334403] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:30.337680] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=52.10%) [2025-11-26T21:38:30.337969] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-11-26T21:38:30.338110] [INFO ] [sig ] WSO: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:30.476848] [INFO ] [LOCAL ] Saved forecast: WSO 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WSO.txt [2025-11-26T21:38:30.477015] [INFO ] [sig ] [3531/3599] Completed WSO in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 23.3s [2025-11-26T21:38:30.477075] [INFO ] [sig ] [3532/3599] Forecasting WTBA... [2025-11-26T21:38:30.477147] [INFO ] [sig ] Generating forecast for: WTBA [2025-11-26T21:38:30.477189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'. [2025-11-26T21:38:30.488602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTBA'. [2025-11-26T21:38:30.488943] [INFO ] [FORECASTER] Starting predict_future for WTBA [2025-11-26T21:38:30.489785] [DEBUG] [LOCAL ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt [2025-11-26T21:38:30.489855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:30.489900] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:30.489952] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:30.490022] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:30.545984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:30.546603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:30.546715] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:30.546762] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:30.669305] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:30.669489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:30.669543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:30.669585] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:30.673012] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=22.02%) [2025-11-26T21:38:30.673296] [INFO ] [FORECASTER] Completed predict_future for WTBA [2025-11-26T21:38:30.673434] [INFO ] [sig ] WTBA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:30.812779] [INFO ] [LOCAL ] Saved forecast: WTBA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTBA.txt [2025-11-26T21:38:30.812939] [INFO ] [sig ] [3532/3599] Completed WTBA in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 22.9s [2025-11-26T21:38:30.813022] [INFO ] [sig ] [3533/3599] Forecasting WTFC... [2025-11-26T21:38:30.813067] [INFO ] [sig ] Generating forecast for: WTFC [2025-11-26T21:38:30.813109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'. [2025-11-26T21:38:30.827827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTFC'. [2025-11-26T21:38:30.828626] [INFO ] [FORECASTER] Starting predict_future for WTFC [2025-11-26T21:38:30.829757] [DEBUG] [LOCAL ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt [2025-11-26T21:38:30.829833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:30.829883] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:30.829925] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:30.830055] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:30.903378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:30.904932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:30.905118] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:30.905187] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:31.032866] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:31.033326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:31.033399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:31.033451] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:31.039152] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=19.35%) [2025-11-26T21:38:31.039714] [INFO ] [FORECASTER] Completed predict_future for WTFC [2025-11-26T21:38:31.039947] [INFO ] [sig ] WTFC: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:31.185078] [INFO ] [LOCAL ] Saved forecast: WTFC 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTFC.txt [2025-11-26T21:38:31.185268] [INFO ] [sig ] [3533/3599] Completed WTFC in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 22.6s [2025-11-26T21:38:31.185344] [INFO ] [sig ] [3534/3599] Forecasting WTI... [2025-11-26T21:38:31.185418] [INFO ] [sig ] Generating forecast for: WTI [2025-11-26T21:38:31.185463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-11-26T21:38:31.199136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTI'. [2025-11-26T21:38:31.199565] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-11-26T21:38:31.200405] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-11-26T21:38:31.200478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:31.200534] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:31.200584] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:31.200704] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:31.257263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:31.258195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:31.258298] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:31.258358] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:31.385730] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:31.385941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:31.386020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:31.386058] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:31.389569] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=16.52%) [2025-11-26T21:38:31.389907] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-11-26T21:38:31.390053] [INFO ] [sig ] WTI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:31.536518] [INFO ] [LOCAL ] Saved forecast: WTI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTI.txt [2025-11-26T21:38:31.536726] [INFO ] [sig ] [3534/3599] Completed WTI in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 22.3s [2025-11-26T21:38:31.536784] [INFO ] [sig ] [3535/3599] Forecasting WTO... [2025-11-26T21:38:31.536857] [INFO ] [sig ] Generating forecast for: WTO [2025-11-26T21:38:31.536967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'. [2025-11-26T21:38:31.547588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTO'. [2025-11-26T21:38:31.548046] [INFO ] [FORECASTER] Starting predict_future for WTO [2025-11-26T21:38:31.548917] [DEBUG] [LOCAL ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt [2025-11-26T21:38:31.549006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:31.549064] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:31.549106] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:31.549177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:31.610725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:31.611632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:31.611758] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:31.611816] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:31.716635] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:31.716863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:31.716915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:31.716958] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:31.720351] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=13.47%) [2025-11-26T21:38:31.720684] [INFO ] [FORECASTER] Completed predict_future for WTO [2025-11-26T21:38:31.720833] [INFO ] [sig ] WTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:31.872635] [INFO ] [LOCAL ] Saved forecast: WTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTO.txt [2025-11-26T21:38:31.872877] [INFO ] [sig ] [3535/3599] Completed WTO in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 21.9s [2025-11-26T21:38:31.872974] [INFO ] [sig ] [3536/3599] Forecasting WTRG... [2025-11-26T21:38:31.873017] [INFO ] [sig ] Generating forecast for: WTRG [2025-11-26T21:38:31.873073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-11-26T21:38:31.884409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTRG'. [2025-11-26T21:38:31.884854] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-11-26T21:38:31.885661] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-11-26T21:38:31.885731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:31.885776] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:31.885815] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:31.885889] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:31.944916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:31.945898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:31.946006] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:31.946053] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:32.067748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:32.067937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:32.067992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:32.068036] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:32.071385] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=55.36%) [2025-11-26T21:38:32.071701] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-11-26T21:38:32.071839] [INFO ] [sig ] WTRG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:32.257494] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WTRG.txt [2025-11-26T21:38:32.257697] [INFO ] [sig ] [3536/3599] Completed WTRG in 0.4s | 2.92 sym/s | Total: 20.2m | ETA: 21.6s [2025-11-26T21:38:32.257756] [INFO ] [sig ] [3537/3599] Forecasting WTS... [2025-11-26T21:38:32.257824] [INFO ] [sig ] Generating forecast for: WTS [2025-11-26T21:38:32.257878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-11-26T21:38:32.269521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTS'. [2025-11-26T21:38:32.269978] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-11-26T21:38:32.270821] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-11-26T21:38:32.270892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:32.270939] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:32.270978] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:32.271046] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:32.329508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:32.330421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:32.330529] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:32.330577] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:32.461487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:32.461720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:32.461776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:32.461820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:32.465194] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=9.63%) [2025-11-26T21:38:32.465480] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-11-26T21:38:32.465619] [INFO ] [sig ] WTS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:32.604295] [INFO ] [LOCAL ] Saved forecast: WTS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WTS.txt [2025-11-26T21:38:32.604472] [INFO ] [sig ] [3537/3599] Completed WTS in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 21.2s [2025-11-26T21:38:32.604528] [INFO ] [sig ] [3538/3599] Forecasting WULF... [2025-11-26T21:38:32.604602] [INFO ] [sig ] Generating forecast for: WULF [2025-11-26T21:38:32.604659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'. [2025-11-26T21:38:32.614947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WULF'. [2025-11-26T21:38:32.615286] [INFO ] [FORECASTER] Starting predict_future for WULF [2025-11-26T21:38:32.616087] [DEBUG] [LOCAL ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt [2025-11-26T21:38:32.616158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:32.616204] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:32.616243] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:32.616312] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:32.672461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:32.673119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:32.673214] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:32.673261] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:32.791790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:32.791976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:32.792027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:32.792073] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:32.795426] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=57.82%) [2025-11-26T21:38:32.795750] [INFO ] [FORECASTER] Completed predict_future for WULF [2025-11-26T21:38:32.795898] [INFO ] [sig ] WULF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:32.938443] [INFO ] [LOCAL ] Saved forecast: WULF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WULF.txt [2025-11-26T21:38:32.938674] [INFO ] [sig ] [3538/3599] Completed WULF in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 20.9s [2025-11-26T21:38:32.938762] [INFO ] [sig ] [3539/3599] Forecasting WVE... [2025-11-26T21:38:32.938831] [INFO ] [sig ] Generating forecast for: WVE [2025-11-26T21:38:32.938925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'. [2025-11-26T21:38:32.949758] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WVE'. [2025-11-26T21:38:32.950105] [INFO ] [FORECASTER] Starting predict_future for WVE [2025-11-26T21:38:32.950926] [DEBUG] [LOCAL ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt [2025-11-26T21:38:32.950998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:32.951062] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:32.951129] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:32.951236] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:33.006887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:33.007692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:33.007805] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:33.007878] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:33.127529] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:33.127747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:33.127830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:33.127897] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:33.131267] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=46.87%) [2025-11-26T21:38:33.131591] [INFO ] [FORECASTER] Completed predict_future for WVE [2025-11-26T21:38:33.131792] [INFO ] [sig ] WVE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:33.270228] [INFO ] [LOCAL ] Saved forecast: WVE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WVE.txt [2025-11-26T21:38:33.270381] [INFO ] [sig ] [3539/3599] Completed WVE in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 20.6s [2025-11-26T21:38:33.270433] [INFO ] [sig ] [3540/3599] Forecasting WWD... [2025-11-26T21:38:33.270478] [INFO ] [sig ] Generating forecast for: WWD [2025-11-26T21:38:33.270526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'. [2025-11-26T21:38:33.280739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WWD'. [2025-11-26T21:38:33.281045] [INFO ] [FORECASTER] Starting predict_future for WWD [2025-11-26T21:38:33.281834] [DEBUG] [LOCAL ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt [2025-11-26T21:38:33.281901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:33.281947] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:33.281985] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:33.282051] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:33.338747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:33.339537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:33.339635] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:33.339701] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:33.460475] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:33.460669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:33.460727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:33.460769] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:33.464230] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=20.37%) [2025-11-26T21:38:33.464528] [INFO ] [FORECASTER] Completed predict_future for WWD [2025-11-26T21:38:33.464693] [INFO ] [sig ] WWD: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:33.612261] [INFO ] [LOCAL ] Saved forecast: WWD 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WWD.txt [2025-11-26T21:38:33.612416] [INFO ] [sig ] [3540/3599] Completed WWD in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 20.2s [2025-11-26T21:38:33.612468] [INFO ] [sig ] [3541/3599] Forecasting WY... [2025-11-26T21:38:33.612520] [INFO ] [sig ] Generating forecast for: WY [2025-11-26T21:38:33.612575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-11-26T21:38:33.622628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WY'. [2025-11-26T21:38:33.623062] [INFO ] [FORECASTER] Starting predict_future for WY [2025-11-26T21:38:33.623924] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-11-26T21:38:33.623994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:33.624042] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:33.624091] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:33.624180] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:33.681357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:33.682092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:33.682191] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:33.682244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:33.795379] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:33.795591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:33.795664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:33.795704] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:33.799055] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=55.95%) [2025-11-26T21:38:33.799358] [INFO ] [FORECASTER] Completed predict_future for WY [2025-11-26T21:38:33.799502] [INFO ] [sig ] WY: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:33.939215] [INFO ] [LOCAL ] Saved forecast: WY 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/WY.txt [2025-11-26T21:38:33.939371] [INFO ] [sig ] [3541/3599] Completed WY in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 19.9s [2025-11-26T21:38:33.939423] [INFO ] [sig ] [3542/3599] Forecasting WYNN... [2025-11-26T21:38:33.939470] [INFO ] [sig ] Generating forecast for: WYNN [2025-11-26T21:38:33.939529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'. [2025-11-26T21:38:33.952327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WYNN'. [2025-11-26T21:38:33.952778] [INFO ] [FORECASTER] Starting predict_future for WYNN [2025-11-26T21:38:33.953675] [DEBUG] [LOCAL ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt [2025-11-26T21:38:33.953747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:33.953793] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:33.953834] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:33.953929] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:34.010732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:34.011490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:34.011596] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:34.011679] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:34.137062] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:34.137241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:34.137308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:34.137367] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:34.140850] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: DOWN (p=7.63%) [2025-11-26T21:38:34.141165] [INFO ] [FORECASTER] Completed predict_future for WYNN [2025-11-26T21:38:34.141324] [INFO ] [sig ] WYNN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:34.282244] [INFO ] [LOCAL ] Saved forecast: WYNN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/WYNN.txt [2025-11-26T21:38:34.282437] [INFO ] [sig ] [3542/3599] Completed WYNN in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 19.5s [2025-11-26T21:38:34.282527] [INFO ] [sig ] [3543/3599] Forecasting XBIL... [2025-11-26T21:38:34.282605] [INFO ] [sig ] Generating forecast for: XBIL [2025-11-26T21:38:34.282689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'. [2025-11-26T21:38:34.292984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XBIL'. [2025-11-26T21:38:34.293324] [INFO ] [FORECASTER] Starting predict_future for XBIL [2025-11-26T21:38:34.294197] [DEBUG] [LOCAL ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt [2025-11-26T21:38:34.294280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:34.294358] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:34.294422] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:34.294528] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:34.352587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:34.353488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:34.353604] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:34.353695] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:34.449036] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:34.449229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:34.449312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:34.449384] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:34.452974] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=90.18%) [2025-11-26T21:38:34.453308] [INFO ] [FORECASTER] Completed predict_future for XBIL [2025-11-26T21:38:34.453480] [INFO ] [sig ] XBIL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:34.595049] [INFO ] [LOCAL ] Saved forecast: XBIL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XBIL.txt [2025-11-26T21:38:34.595267] [INFO ] [sig ] [3543/3599] Completed XBIL in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 19.2s [2025-11-26T21:38:34.595358] [INFO ] [sig ] [3544/3599] Forecasting XEL... [2025-11-26T21:38:34.595423] [INFO ] [sig ] Generating forecast for: XEL [2025-11-26T21:38:34.595476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'. [2025-11-26T21:38:34.605414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XEL'. [2025-11-26T21:38:34.605798] [INFO ] [FORECASTER] Starting predict_future for XEL [2025-11-26T21:38:34.606631] [DEBUG] [LOCAL ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt [2025-11-26T21:38:34.606732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:34.606800] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:34.606866] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:34.606968] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:34.664772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:34.665700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:34.665818] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:34.665890] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:34.786927] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:34.787138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:34.787212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:34.787271] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:34.790981] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=59.25%) [2025-11-26T21:38:34.791356] [INFO ] [FORECASTER] Completed predict_future for XEL [2025-11-26T21:38:34.791529] [INFO ] [sig ] XEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:34.936725] [INFO ] [LOCAL ] Saved forecast: XEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XEL.txt [2025-11-26T21:38:34.936901] [INFO ] [sig ] [3544/3599] Completed XEL in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 18.8s [2025-11-26T21:38:34.936968] [INFO ] [sig ] [3545/3599] Forecasting XENE... [2025-11-26T21:38:34.937008] [INFO ] [sig ] Generating forecast for: XENE [2025-11-26T21:38:34.937051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'. [2025-11-26T21:38:34.947019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XENE'. [2025-11-26T21:38:34.947312] [INFO ] [FORECASTER] Starting predict_future for XENE [2025-11-26T21:38:34.948142] [DEBUG] [LOCAL ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt [2025-11-26T21:38:34.948211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:34.948268] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:34.948318] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:34.948399] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:35.005540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:35.006346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:35.006446] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:35.006504] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:35.123843] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:35.124011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:35.124062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:35.124101] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:35.127469] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=30.85%) [2025-11-26T21:38:35.127795] [INFO ] [FORECASTER] Completed predict_future for XENE [2025-11-26T21:38:35.127940] [INFO ] [sig ] XENE: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:35.266552] [INFO ] [LOCAL ] Saved forecast: XENE 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XENE.txt [2025-11-26T21:38:35.266722] [INFO ] [sig ] [3545/3599] Completed XENE in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 18.5s [2025-11-26T21:38:35.266778] [INFO ] [sig ] [3546/3599] Forecasting XERS... [2025-11-26T21:38:35.266816] [INFO ] [sig ] Generating forecast for: XERS [2025-11-26T21:38:35.266855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'. [2025-11-26T21:38:35.276828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XERS'. [2025-11-26T21:38:35.277138] [INFO ] [FORECASTER] Starting predict_future for XERS [2025-11-26T21:38:35.278044] [DEBUG] [LOCAL ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt [2025-11-26T21:38:35.278118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:35.278162] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:35.278197] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:35.278267] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:35.336116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:35.337104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:35.337216] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:35.337280] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:35.456686] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:35.456876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:35.456928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:35.456972] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:35.460506] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=69.93%) [2025-11-26T21:38:35.460832] [INFO ] [FORECASTER] Completed predict_future for XERS [2025-11-26T21:38:35.460978] [INFO ] [sig ] XERS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:35.600798] [INFO ] [LOCAL ] Saved forecast: XERS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XERS.txt [2025-11-26T21:38:35.600989] [INFO ] [sig ] [3546/3599] Completed XERS in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 18.2s [2025-11-26T21:38:35.601062] [INFO ] [sig ] [3547/3599] Forecasting XGN... [2025-11-26T21:38:35.601104] [INFO ] [sig ] Generating forecast for: XGN [2025-11-26T21:38:35.601150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'. [2025-11-26T21:38:35.611173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XGN'. [2025-11-26T21:38:35.611494] [INFO ] [FORECASTER] Starting predict_future for XGN [2025-11-26T21:38:35.612299] [DEBUG] [LOCAL ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt [2025-11-26T21:38:35.612370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:35.612432] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:35.612480] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:35.612563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:35.668882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:35.669746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:35.669842] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:35.669898] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:35.787589] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:35.787760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:35.787833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:35.787927] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:35.791419] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=62.62%) [2025-11-26T21:38:35.791746] [INFO ] [FORECASTER] Completed predict_future for XGN [2025-11-26T21:38:35.791899] [INFO ] [sig ] XGN: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:35.932621] [INFO ] [LOCAL ] Saved forecast: XGN 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XGN.txt [2025-11-26T21:38:35.932832] [INFO ] [sig ] [3547/3599] Completed XGN in 0.3s | 2.92 sym/s | Total: 20.2m | ETA: 17.8s [2025-11-26T21:38:35.932888] [INFO ] [sig ] [3548/3599] Forecasting XOM... [2025-11-26T21:38:35.932930] [INFO ] [sig ] Generating forecast for: XOM [2025-11-26T21:38:35.932970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-11-26T21:38:35.944542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOM'. [2025-11-26T21:38:35.944929] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-11-26T21:38:35.945919] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-11-26T21:38:35.945991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:35.946048] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:35.946098] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:35.946177] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:36.002613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:36.003429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:36.003527] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:36.003584] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:36.124487] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:36.124685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:36.124739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:36.124781] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:36.128180] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-11-26T21:38:36.128476] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-11-26T21:38:36.128626] [INFO ] [sig ] XOM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:36.270846] [INFO ] [LOCAL ] Saved forecast: XOM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XOM.txt [2025-11-26T21:38:36.271015] [INFO ] [sig ] [3548/3599] Completed XOM in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 17.5s [2025-11-26T21:38:36.271078] [INFO ] [sig ] [3549/3599] Forecasting XOMA... [2025-11-26T21:38:36.271122] [INFO ] [sig ] Generating forecast for: XOMA [2025-11-26T21:38:36.271205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'. [2025-11-26T21:38:36.281401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOMA'. [2025-11-26T21:38:36.281737] [INFO ] [FORECASTER] Starting predict_future for XOMA [2025-11-26T21:38:36.282630] [DEBUG] [LOCAL ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt [2025-11-26T21:38:36.282720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:36.282773] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:36.282826] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:36.282976] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:36.348425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:36.349426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:36.349541] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:36.349602] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:36.469401] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:36.469581] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-11-26T21:38:36.469658] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:36.469707] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:36.473223] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=73.46%) [2025-11-26T21:38:36.473533] [INFO ] [FORECASTER] Completed predict_future for XOMA [2025-11-26T21:38:36.473701] [INFO ] [sig ] XOMA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:36.614377] [INFO ] [LOCAL ] Saved forecast: XOMA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XOMA.txt [2025-11-26T21:38:36.614563] [INFO ] [sig ] [3549/3599] Completed XOMA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 17.1s [2025-11-26T21:38:36.614619] [INFO ] [sig ] [3550/3599] Forecasting XOS... [2025-11-26T21:38:36.614681] [INFO ] [sig ] Generating forecast for: XOS [2025-11-26T21:38:36.614747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'. [2025-11-26T21:38:36.624345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOS'. [2025-11-26T21:38:36.624671] [INFO ] [FORECASTER] Starting predict_future for XOS [2025-11-26T21:38:36.625447] [DEBUG] [LOCAL ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt [2025-11-26T21:38:36.625517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:36.625563] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:36.625602] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:36.625693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:36.682294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:36.683091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:36.683187] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:36.683233] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:36.800258] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:36.800430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:36.800481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:36.800523] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:36.803875] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=91.03%) [2025-11-26T21:38:36.804165] [INFO ] [FORECASTER] Completed predict_future for XOS [2025-11-26T21:38:36.804324] [INFO ] [sig ] XOS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:36.942717] [INFO ] [LOCAL ] Saved forecast: XOS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XOS.txt [2025-11-26T21:38:36.942869] [INFO ] [sig ] [3550/3599] Completed XOS in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 16.8s [2025-11-26T21:38:36.942922] [INFO ] [sig ] [3551/3599] Forecasting XP... [2025-11-26T21:38:36.942966] [INFO ] [sig ] Generating forecast for: XP [2025-11-26T21:38:36.943027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'. [2025-11-26T21:38:36.955111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XP'. [2025-11-26T21:38:36.955487] [INFO ] [FORECASTER] Starting predict_future for XP [2025-11-26T21:38:36.956349] [DEBUG] [LOCAL ] No optimal features file found for XP: ./output/feature-sets/XP.txt [2025-11-26T21:38:36.956421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:36.956466] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:36.956505] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:36.956572] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:37.015227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:37.016157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:37.016261] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:37.016309] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:37.137431] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:37.137607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:37.137678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:37.137723] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:37.141173] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=50.65%) [2025-11-26T21:38:37.141465] [INFO ] [FORECASTER] Completed predict_future for XP [2025-11-26T21:38:37.141614] [INFO ] [sig ] XP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:37.280845] [INFO ] [LOCAL ] Saved forecast: XP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XP.txt [2025-11-26T21:38:37.281011] [INFO ] [sig ] [3551/3599] Completed XP in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 16.4s [2025-11-26T21:38:37.281064] [INFO ] [sig ] [3552/3599] Forecasting XPEL... [2025-11-26T21:38:37.281142] [INFO ] [sig ] Generating forecast for: XPEL [2025-11-26T21:38:37.281210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'. [2025-11-26T21:38:37.291343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPEL'. [2025-11-26T21:38:37.291706] [INFO ] [FORECASTER] Starting predict_future for XPEL [2025-11-26T21:38:37.292520] [DEBUG] [LOCAL ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt [2025-11-26T21:38:37.292601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:37.292700] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:37.292760] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:37.292871] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:37.351397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:37.352138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:37.352257] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:37.352320] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:37.469445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:37.469622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:37.469711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:37.469797] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:37.473216] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=97.13%) [2025-11-26T21:38:37.473533] [INFO ] [FORECASTER] Completed predict_future for XPEL [2025-11-26T21:38:37.473710] [INFO ] [sig ] XPEL: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:37.616180] [INFO ] [LOCAL ] Saved forecast: XPEL 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XPEL.txt [2025-11-26T21:38:37.616345] [INFO ] [sig ] [3552/3599] Completed XPEL in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 16.1s [2025-11-26T21:38:37.616413] [INFO ] [sig ] [3553/3599] Forecasting XPO... [2025-11-26T21:38:37.616470] [INFO ] [sig ] Generating forecast for: XPO [2025-11-26T21:38:37.616570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-11-26T21:38:37.626950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPO'. [2025-11-26T21:38:37.627253] [INFO ] [FORECASTER] Starting predict_future for XPO [2025-11-26T21:38:37.628136] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-11-26T21:38:37.628214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:37.628292] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:37.628361] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:37.628468] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:37.686122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:37.686907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:37.687029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:37.687101] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:37.801877] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:37.802060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:37.802131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:37.802194] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:37.805616] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=10.76%) [2025-11-26T21:38:37.805955] [INFO ] [FORECASTER] Completed predict_future for XPO [2025-11-26T21:38:37.806128] [INFO ] [sig ] XPO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:37.944604] [INFO ] [LOCAL ] Saved forecast: XPO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XPO.txt [2025-11-26T21:38:37.944779] [INFO ] [sig ] [3553/3599] Completed XPO in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 15.8s [2025-11-26T21:38:37.944847] [INFO ] [sig ] [3554/3599] Forecasting XPOF... [2025-11-26T21:38:37.944930] [INFO ] [sig ] Generating forecast for: XPOF [2025-11-26T21:38:37.944992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-11-26T21:38:37.955497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPOF'. [2025-11-26T21:38:37.955853] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-11-26T21:38:37.956703] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-11-26T21:38:37.956777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:37.956844] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:37.956941] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:37.957053] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:38.015145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:38.015898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:38.016018] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:38.016124] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:38.135870] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:38.136054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:38.136132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:38.136191] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:38.139766] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=87.17%) [2025-11-26T21:38:38.140071] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-11-26T21:38:38.140240] [INFO ] [sig ] XPOF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:38.280934] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XPOF.txt [2025-11-26T21:38:38.281103] [INFO ] [sig ] [3554/3599] Completed XPOF in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 15.4s [2025-11-26T21:38:38.281173] [INFO ] [sig ] [3555/3599] Forecasting XPON... [2025-11-26T21:38:38.281444] [INFO ] [sig ] Generating forecast for: XPON [2025-11-26T21:38:38.281505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'. [2025-11-26T21:38:38.291899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPON'. [2025-11-26T21:38:38.292232] [INFO ] [FORECASTER] Starting predict_future for XPON [2025-11-26T21:38:38.293049] [DEBUG] [LOCAL ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt [2025-11-26T21:38:38.293134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:38.293198] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:38.293259] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:38.293358] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:38.349833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:38.350570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:38.350693] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:38.350756] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:38.464445] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:38.464603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:38.464705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:38.464768] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:38.468147] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: DOWN (p=36.04%) [2025-11-26T21:38:38.468458] [INFO ] [FORECASTER] Completed predict_future for XPON [2025-11-26T21:38:38.468631] [INFO ] [sig ] XPON: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:38.608130] [INFO ] [LOCAL ] Saved forecast: XPON 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XPON.txt [2025-11-26T21:38:38.608305] [INFO ] [sig ] [3555/3599] Completed XPON in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 15.1s [2025-11-26T21:38:38.608372] [INFO ] [sig ] [3556/3599] Forecasting XPRO... [2025-11-26T21:38:38.608434] [INFO ] [sig ] Generating forecast for: XPRO [2025-11-26T21:38:38.608512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-11-26T21:38:38.619531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPRO'. [2025-11-26T21:38:38.619899] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-11-26T21:38:38.620767] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-11-26T21:38:38.620847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:38.620919] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:38.620974] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:38.621069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:38.679743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:38.680483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:38.680592] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:38.680673] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:38.799885] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:38.800098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:38.800174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:38.800237] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:38.803737] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-11-26T21:38:38.804062] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-11-26T21:38:38.804222] [INFO ] [sig ] XPRO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:38.943794] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XPRO.txt [2025-11-26T21:38:38.943983] [INFO ] [sig ] [3556/3599] Completed XPRO in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 14.7s [2025-11-26T21:38:38.944059] [INFO ] [sig ] [3557/3599] Forecasting XRAY... [2025-11-26T21:38:38.944132] [INFO ] [sig ] Generating forecast for: XRAY [2025-11-26T21:38:38.944217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'. [2025-11-26T21:38:38.954878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRAY'. [2025-11-26T21:38:38.955214] [INFO ] [FORECASTER] Starting predict_future for XRAY [2025-11-26T21:38:38.956044] [DEBUG] [LOCAL ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt [2025-11-26T21:38:38.956124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:38.956187] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:38.956247] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:38.956345] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:39.013260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:39.014079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:39.014186] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:39.014249] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:39.132231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:39.132420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:39.132471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:39.132517] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:39.135862] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=46.50%) [2025-11-26T21:38:39.136174] [INFO ] [FORECASTER] Completed predict_future for XRAY [2025-11-26T21:38:39.136323] [INFO ] [sig ] XRAY: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:39.275243] [INFO ] [LOCAL ] Saved forecast: XRAY 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XRAY.txt [2025-11-26T21:38:39.275426] [INFO ] [sig ] [3557/3599] Completed XRAY in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 14.4s [2025-11-26T21:38:39.275488] [INFO ] [sig ] [3558/3599] Forecasting XRX... [2025-11-26T21:38:39.275552] [INFO ] [sig ] Generating forecast for: XRX [2025-11-26T21:38:39.275592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'. [2025-11-26T21:38:39.285993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRX'. [2025-11-26T21:38:39.286404] [INFO ] [FORECASTER] Starting predict_future for XRX [2025-11-26T21:38:39.287264] [DEBUG] [LOCAL ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt [2025-11-26T21:38:39.287345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:39.287435] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:39.287493] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:39.287590] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:39.348360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:39.349202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:39.349303] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:39.349351] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:39.466030] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:39.466232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:39.466284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:39.466327] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:39.469839] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-11-26T21:38:39.470146] [INFO ] [FORECASTER] Completed predict_future for XRX [2025-11-26T21:38:39.470289] [INFO ] [sig ] XRX: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:39.617609] [INFO ] [LOCAL ] Saved forecast: XRX 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XRX.txt [2025-11-26T21:38:39.617816] [INFO ] [sig ] [3558/3599] Completed XRX in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 14.0s [2025-11-26T21:38:39.617895] [INFO ] [sig ] [3559/3599] Forecasting XTIA... [2025-11-26T21:38:39.617944] [INFO ] [sig ] Generating forecast for: XTIA [2025-11-26T21:38:39.617988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'. [2025-11-26T21:38:39.628866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTIA'. [2025-11-26T21:38:39.629213] [INFO ] [FORECASTER] Starting predict_future for XTIA [2025-11-26T21:38:39.630051] [DEBUG] [LOCAL ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt [2025-11-26T21:38:39.630127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:39.630171] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:39.630210] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:39.630277] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:39.691454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:39.692470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:39.692575] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:39.692621] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:39.817889] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:39.818080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:39.818133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:39.818174] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:39.821596] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=67.54%) [2025-11-26T21:38:39.821957] [INFO ] [FORECASTER] Completed predict_future for XTIA [2025-11-26T21:38:39.822118] [INFO ] [sig ] XTIA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:39.961250] [INFO ] [LOCAL ] Saved forecast: XTIA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XTIA.txt [2025-11-26T21:38:39.961418] [INFO ] [sig ] [3559/3599] Completed XTIA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 13.7s [2025-11-26T21:38:39.961471] [INFO ] [sig ] [3560/3599] Forecasting XTKG... [2025-11-26T21:38:39.961557] [INFO ] [sig ] Generating forecast for: XTKG [2025-11-26T21:38:39.961608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'. [2025-11-26T21:38:39.972035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTKG'. [2025-11-26T21:38:39.972399] [INFO ] [FORECASTER] Starting predict_future for XTKG [2025-11-26T21:38:39.973248] [DEBUG] [LOCAL ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt [2025-11-26T21:38:39.973321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:39.973370] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:39.973411] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:39.973483] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:40.033601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:40.034561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:40.034691] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:40.034743] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:40.156346] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:40.156534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:40.156588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:40.156630] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:40.160021] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=33.21%) [2025-11-26T21:38:40.160328] [INFO ] [FORECASTER] Completed predict_future for XTKG [2025-11-26T21:38:40.160475] [INFO ] [sig ] XTKG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:40.303142] [INFO ] [LOCAL ] Saved forecast: XTKG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XTKG.txt [2025-11-26T21:38:40.303310] [INFO ] [sig ] [3560/3599] Completed XTKG in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 13.4s [2025-11-26T21:38:40.303363] [INFO ] [sig ] [3561/3599] Forecasting XYF... [2025-11-26T21:38:40.303400] [INFO ] [sig ] Generating forecast for: XYF [2025-11-26T21:38:40.303460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-11-26T21:38:40.313880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYF'. [2025-11-26T21:38:40.314238] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-11-26T21:38:40.315073] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-11-26T21:38:40.315145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:40.315190] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:40.315230] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:40.315299] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:40.371627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:40.372577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:40.372712] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:40.372763] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:40.492942] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:40.493123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:40.493177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:40.493218] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:40.496542] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-11-26T21:38:40.496854] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-11-26T21:38:40.497011] [INFO ] [sig ] XYF: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:40.637656] [INFO ] [LOCAL ] Saved forecast: XYF 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/XYF.txt [2025-11-26T21:38:40.637821] [INFO ] [sig ] [3561/3599] Completed XYF in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 13.0s [2025-11-26T21:38:40.637897] [INFO ] [sig ] [3562/3599] Forecasting XYL... [2025-11-26T21:38:40.637948] [INFO ] [sig ] Generating forecast for: XYL [2025-11-26T21:38:40.637990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-11-26T21:38:40.648895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYL'. [2025-11-26T21:38:40.649254] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-11-26T21:38:40.650110] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-11-26T21:38:40.650181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:40.650230] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:40.650271] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:40.650334] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:40.706947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:40.707764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:40.707861] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:40.707909] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:40.834906] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:40.835088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:40.835141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:40.835183] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:40.838585] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=11.26%) [2025-11-26T21:38:40.838901] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-11-26T21:38:40.839046] [INFO ] [sig ] XYL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:40.983238] [INFO ] [LOCAL ] Saved forecast: XYL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/XYL.txt [2025-11-26T21:38:40.983422] [INFO ] [sig ] [3562/3599] Completed XYL in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 12.7s [2025-11-26T21:38:40.983477] [INFO ] [sig ] [3563/3599] Forecasting YALA... [2025-11-26T21:38:40.983540] [INFO ] [sig ] Generating forecast for: YALA [2025-11-26T21:38:40.983587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-11-26T21:38:40.993674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YALA'. [2025-11-26T21:38:40.994045] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-11-26T21:38:40.994870] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-11-26T21:38:40.994938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:40.994983] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:40.995023] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:40.995092] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:41.051954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:41.052889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:41.052996] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:41.053045] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:41.173787] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:41.173968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:41.174021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:41.174084] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:41.177463] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=15.27%) [2025-11-26T21:38:41.177776] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-11-26T21:38:41.177919] [INFO ] [sig ] YALA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:41.318240] [INFO ] [LOCAL ] Saved forecast: YALA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YALA.txt [2025-11-26T21:38:41.318403] [INFO ] [sig ] [3563/3599] Completed YALA in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 12.3s [2025-11-26T21:38:41.318457] [INFO ] [sig ] [3564/3599] Forecasting YELP... [2025-11-26T21:38:41.318526] [INFO ] [sig ] Generating forecast for: YELP [2025-11-26T21:38:41.318575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-11-26T21:38:41.328764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YELP'. [2025-11-26T21:38:41.329071] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-11-26T21:38:41.329852] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-11-26T21:38:41.329919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:41.329968] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:41.330007] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:41.330076] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:41.387724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:41.388603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:41.388723] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:41.388796] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:41.512615] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:41.512820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:41.512874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:41.512918] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:41.516199] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=92.96%) [2025-11-26T21:38:41.516486] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-11-26T21:38:41.516627] [INFO ] [sig ] YELP: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:41.657226] [INFO ] [LOCAL ] Saved forecast: YELP 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YELP.txt [2025-11-26T21:38:41.657441] [INFO ] [sig ] [3564/3599] Completed YELP in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 12.0s [2025-11-26T21:38:41.657499] [INFO ] [sig ] [3565/3599] Forecasting YETI... [2025-11-26T21:38:41.657562] [INFO ] [sig ] Generating forecast for: YETI [2025-11-26T21:38:41.657611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-11-26T21:38:41.668071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YETI'. [2025-11-26T21:38:41.668435] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-11-26T21:38:41.669226] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-11-26T21:38:41.669296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:41.669341] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:41.669380] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:41.669452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:41.732914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:41.733912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:41.734010] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:41.734077] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:41.856750] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:41.856957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:41.857010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:41.857053] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:41.860349] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=25.85%) [2025-11-26T21:38:41.860656] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-11-26T21:38:41.860794] [INFO ] [sig ] YETI: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:42.000848] [INFO ] [LOCAL ] Saved forecast: YETI 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YETI.txt [2025-11-26T21:38:42.001025] [INFO ] [sig ] [3565/3599] Completed YETI in 0.3s | 2.92 sym/s | Total: 20.3m | ETA: 11.6s [2025-11-26T21:38:42.001078] [INFO ] [sig ] [3566/3599] Forecasting YMM... [2025-11-26T21:38:42.001140] [INFO ] [sig ] Generating forecast for: YMM [2025-11-26T21:38:42.001187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-11-26T21:38:42.012361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YMM'. [2025-11-26T21:38:42.012776] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-11-26T21:38:42.013560] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-11-26T21:38:42.013630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:42.013695] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:42.013735] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:42.013802] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:42.071620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:42.072536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:42.072664] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:42.072717] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:42.195096] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:42.195284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:42.195339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:42.195380] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:42.198737] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=91.68%) [2025-11-26T21:38:42.199029] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-11-26T21:38:42.199170] [INFO ] [sig ] YMM: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:42.337220] [INFO ] [LOCAL ] Saved forecast: YMM 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YMM.txt [2025-11-26T21:38:42.337416] [INFO ] [sig ] [3566/3599] Completed YMM in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 11.3s [2025-11-26T21:38:42.337472] [INFO ] [sig ] [3567/3599] Forecasting YPF... [2025-11-26T21:38:42.337514] [INFO ] [sig ] Generating forecast for: YPF [2025-11-26T21:38:42.337585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-11-26T21:38:42.348339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YPF'. [2025-11-26T21:38:42.348714] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-11-26T21:38:42.349541] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-11-26T21:38:42.349615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:42.349692] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:42.349736] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:42.349823] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:42.408053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:42.411140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:42.411277] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:42.411326] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:42.533378] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:42.533560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:42.533627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:42.533711] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:42.537238] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=14.23%) [2025-11-26T21:38:42.537597] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-11-26T21:38:42.537786] [INFO ] [sig ] YPF: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:42.683908] [INFO ] [LOCAL ] Saved forecast: YPF 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YPF.txt [2025-11-26T21:38:42.684109] [INFO ] [sig ] [3567/3599] Completed YPF in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 11.0s [2025-11-26T21:38:42.684225] [INFO ] [sig ] [3568/3599] Forecasting YQQQ... [2025-11-26T21:38:42.684294] [INFO ] [sig ] Generating forecast for: YQQQ [2025-11-26T21:38:42.684362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'. [2025-11-26T21:38:42.695570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'. [2025-11-26T21:38:42.695962] [INFO ] [FORECASTER] Starting predict_future for YQQQ [2025-11-26T21:38:42.696829] [DEBUG] [LOCAL ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt [2025-11-26T21:38:42.696905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:42.696971] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:42.697036] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:42.697144] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:42.754930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:42.755727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:42.755837] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:42.755907] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:42.879967] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:42.880146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:42.880202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:42.880245] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:42.883558] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-11-26T21:38:42.883879] [INFO ] [FORECASTER] Completed predict_future for YQQQ [2025-11-26T21:38:42.884028] [INFO ] [sig ] YQQQ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:43.022972] [INFO ] [LOCAL ] Saved forecast: YQQQ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YQQQ.txt [2025-11-26T21:38:43.023139] [INFO ] [sig ] [3568/3599] Completed YQQQ in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 10.6s [2025-11-26T21:38:43.023194] [INFO ] [sig ] [3569/3599] Forecasting YRD... [2025-11-26T21:38:43.023234] [INFO ] [sig ] Generating forecast for: YRD [2025-11-26T21:38:43.023293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-11-26T21:38:43.033083] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YRD'. [2025-11-26T21:38:43.033406] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-11-26T21:38:43.034221] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-11-26T21:38:43.034305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:43.034350] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:43.034389] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:43.034463] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:43.091420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:43.092201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:43.092306] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:43.092355] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:43.208576] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:43.208780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:43.208853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:43.208908] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:43.212293] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=91.28%) [2025-11-26T21:38:43.212591] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-11-26T21:38:43.212755] [INFO ] [sig ] YRD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:43.352306] [INFO ] [LOCAL ] Saved forecast: YRD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YRD.txt [2025-11-26T21:38:43.352463] [INFO ] [sig ] [3569/3599] Completed YRD in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 10.3s [2025-11-26T21:38:43.352522] [INFO ] [sig ] [3570/3599] Forecasting YSG... [2025-11-26T21:38:43.352561] [INFO ] [sig ] Generating forecast for: YSG [2025-11-26T21:38:43.352629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-11-26T21:38:43.362576] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YSG'. [2025-11-26T21:38:43.362929] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-11-26T21:38:43.363726] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-11-26T21:38:43.363794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:43.363838] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:43.363908] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:43.363993] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:43.422583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:43.423289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:43.423387] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:43.423433] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:43.543494] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:43.543683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:43.543738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:43.543779] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:43.547257] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-11-26T21:38:43.547627] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-11-26T21:38:43.547802] [INFO ] [sig ] YSG: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:43.689780] [INFO ] [LOCAL ] Saved forecast: YSG 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YSG.txt [2025-11-26T21:38:43.689937] [INFO ] [sig ] [3570/3599] Completed YSG in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 9.9s [2025-11-26T21:38:43.689992] [INFO ] [sig ] [3571/3599] Forecasting YTRA... [2025-11-26T21:38:43.690059] [INFO ] [sig ] Generating forecast for: YTRA [2025-11-26T21:38:43.690130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'. [2025-11-26T21:38:43.701073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YTRA'. [2025-11-26T21:38:43.701407] [INFO ] [FORECASTER] Starting predict_future for YTRA [2025-11-26T21:38:43.702234] [DEBUG] [LOCAL ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt [2025-11-26T21:38:43.702304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:43.702348] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:43.702387] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:43.702456] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:43.758917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:43.759595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:43.759706] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:43.759753] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:43.874511] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:43.874724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:43.874778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:43.874820] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:43.878262] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=45.40%) [2025-11-26T21:38:43.878549] [INFO ] [FORECASTER] Completed predict_future for YTRA [2025-11-26T21:38:43.878705] [INFO ] [sig ] YTRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:44.021068] [INFO ] [LOCAL ] Saved forecast: YTRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YTRA.txt [2025-11-26T21:38:44.021253] [INFO ] [sig ] [3571/3599] Completed YTRA in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 9.6s [2025-11-26T21:38:44.021317] [INFO ] [sig ] [3572/3599] Forecasting YUM... [2025-11-26T21:38:44.021362] [INFO ] [sig ] Generating forecast for: YUM [2025-11-26T21:38:44.021425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-11-26T21:38:44.032039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUM'. [2025-11-26T21:38:44.032354] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-11-26T21:38:44.033180] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-11-26T21:38:44.033266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:44.033316] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:44.033356] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:44.033441] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:44.090260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:44.090996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:44.091095] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:44.091141] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:44.207524] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:44.207712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:44.207764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:44.207804] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:44.211117] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=44.08%) [2025-11-26T21:38:44.211424] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-11-26T21:38:44.211562] [INFO ] [sig ] YUM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:44.351112] [INFO ] [LOCAL ] Saved forecast: YUM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/YUM.txt [2025-11-26T21:38:44.351291] [INFO ] [sig ] [3572/3599] Completed YUM in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 9.2s [2025-11-26T21:38:44.351345] [INFO ] [sig ] [3573/3599] Forecasting YUMC... [2025-11-26T21:38:44.351381] [INFO ] [sig ] Generating forecast for: YUMC [2025-11-26T21:38:44.351448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-11-26T21:38:44.361351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUMC'. [2025-11-26T21:38:44.361689] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-11-26T21:38:44.362456] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-11-26T21:38:44.362524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:44.362567] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:44.362606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:44.362693] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:44.419456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:44.420147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:44.420243] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:44.420291] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:44.537634] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:44.537838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:44.537889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:44.537932] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:44.541236] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-11-26T21:38:44.541522] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-11-26T21:38:44.541676] [INFO ] [sig ] YUMC: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:44.682014] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/YUMC.txt [2025-11-26T21:38:44.682200] [INFO ] [sig ] [3573/3599] Completed YUMC in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 8.9s [2025-11-26T21:38:44.682257] [INFO ] [sig ] [3574/3599] Forecasting Z... [2025-11-26T21:38:44.682335] [INFO ] [sig ] Generating forecast for: Z [2025-11-26T21:38:44.682417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'. [2025-11-26T21:38:44.693557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'Z'. [2025-11-26T21:38:44.693984] [INFO ] [FORECASTER] Starting predict_future for Z [2025-11-26T21:38:44.694834] [DEBUG] [LOCAL ] No optimal features file found for Z: ./output/feature-sets/Z.txt [2025-11-26T21:38:44.694904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:44.694951] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:44.694990] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:44.695112] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:44.760337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:44.761555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:44.761694] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:44.761747] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:44.884790] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:44.884967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:44.885032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:44.885079] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:44.888611] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=21.19%) [2025-11-26T21:38:44.888953] [INFO ] [FORECASTER] Completed predict_future for Z [2025-11-26T21:38:44.889107] [INFO ] [sig ] Z: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:45.029080] [INFO ] [LOCAL ] Saved forecast: Z 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/Z.txt [2025-11-26T21:38:45.029244] [INFO ] [sig ] [3574/3599] Completed Z in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 8.6s [2025-11-26T21:38:45.029300] [INFO ] [sig ] [3575/3599] Forecasting ZBH... [2025-11-26T21:38:45.029361] [INFO ] [sig ] Generating forecast for: ZBH [2025-11-26T21:38:45.029402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-11-26T21:38:45.039818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBH'. [2025-11-26T21:38:45.040155] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-11-26T21:38:45.041005] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-11-26T21:38:45.041086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:45.041148] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:45.041211] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:45.041309] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:45.099934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:45.100674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:45.100781] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:45.100842] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:45.222887] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:45.223077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:45.223151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:45.223210] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:45.226665] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: UP (p=83.00%) [2025-11-26T21:38:45.226982] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-11-26T21:38:45.227141] [INFO ] [sig ] ZBH: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:45.368509] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZBH.txt [2025-11-26T21:38:45.368717] [INFO ] [sig ] [3575/3599] Completed ZBH in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 8.2s [2025-11-26T21:38:45.368798] [INFO ] [sig ] [3576/3599] Forecasting ZBIO... [2025-11-26T21:38:45.368879] [INFO ] [sig ] Generating forecast for: ZBIO [2025-11-26T21:38:45.368947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'. [2025-11-26T21:38:45.379218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'. [2025-11-26T21:38:45.379563] [INFO ] [FORECASTER] Starting predict_future for ZBIO [2025-11-26T21:38:45.380405] [DEBUG] [LOCAL ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt [2025-11-26T21:38:45.380485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:45.380547] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:45.380606] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:45.380723] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:45.440389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:45.441414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:45.441517] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:45.441564] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:45.569157] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:45.569412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:45.569504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:45.569553] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:45.573332] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: DOWN (p=45.76%) [2025-11-26T21:38:45.573681] [INFO ] [FORECASTER] Completed predict_future for ZBIO [2025-11-26T21:38:45.573835] [INFO ] [sig ] ZBIO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:45.714886] [INFO ] [LOCAL ] Saved forecast: ZBIO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZBIO.txt [2025-11-26T21:38:45.715063] [INFO ] [sig ] [3576/3599] Completed ZBIO in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 7.9s [2025-11-26T21:38:45.715117] [INFO ] [sig ] [3577/3599] Forecasting ZBRA... [2025-11-26T21:38:45.715160] [INFO ] [sig ] Generating forecast for: ZBRA [2025-11-26T21:38:45.715228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'. [2025-11-26T21:38:45.729053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'. [2025-11-26T21:38:45.729500] [INFO ] [FORECASTER] Starting predict_future for ZBRA [2025-11-26T21:38:45.730510] [DEBUG] [LOCAL ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt [2025-11-26T21:38:45.730593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:45.730674] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:45.730730] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:45.730819] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:45.795702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:45.796534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:45.796637] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:45.796708] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:45.919609] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:45.919767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:45.919820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:45.919862] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:45.923266] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=3.05%) [2025-11-26T21:38:45.923561] [INFO ] [FORECASTER] Completed predict_future for ZBRA [2025-11-26T21:38:45.923724] [INFO ] [sig ] ZBRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:46.065159] [INFO ] [LOCAL ] Saved forecast: ZBRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZBRA.txt [2025-11-26T21:38:46.065319] [INFO ] [sig ] [3577/3599] Completed ZBRA in 0.4s | 2.92 sym/s | Total: 20.4m | ETA: 7.5s [2025-11-26T21:38:46.065372] [INFO ] [sig ] [3578/3599] Forecasting ZD... [2025-11-26T21:38:46.065433] [INFO ] [sig ] Generating forecast for: ZD [2025-11-26T21:38:46.065475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'. [2025-11-26T21:38:46.075342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZD'. [2025-11-26T21:38:46.075663] [INFO ] [FORECASTER] Starting predict_future for ZD [2025-11-26T21:38:46.076429] [DEBUG] [LOCAL ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt [2025-11-26T21:38:46.076498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:46.076542] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:46.076580] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:46.076668] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:46.135088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:46.135874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:46.135972] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:46.136019] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:46.256229] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:46.256389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:46.256442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:46.256488] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:46.259986] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=51.32%) [2025-11-26T21:38:46.260290] [INFO ] [FORECASTER] Completed predict_future for ZD [2025-11-26T21:38:46.260435] [INFO ] [sig ] ZD: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:46.401904] [INFO ] [LOCAL ] Saved forecast: ZD 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZD.txt [2025-11-26T21:38:46.402066] [INFO ] [sig ] [3578/3599] Completed ZD in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 7.2s [2025-11-26T21:38:46.402118] [INFO ] [sig ] [3579/3599] Forecasting ZEPP... [2025-11-26T21:38:46.402162] [INFO ] [sig ] Generating forecast for: ZEPP [2025-11-26T21:38:46.402209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-11-26T21:38:46.411851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'. [2025-11-26T21:38:46.412158] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-11-26T21:38:46.412962] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-11-26T21:38:46.413031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:46.413076] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:46.413116] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:46.413184] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:46.470500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:46.471233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:46.471330] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:46.471376] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:46.590014] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:46.590193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:46.590245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:46.590288] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:46.593699] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-11-26T21:38:46.593995] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-11-26T21:38:46.594141] [INFO ] [sig ] ZEPP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:46.736039] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZEPP.txt [2025-11-26T21:38:46.736265] [INFO ] [sig ] [3579/3599] Completed ZEPP in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 6.8s [2025-11-26T21:38:46.736360] [INFO ] [sig ] [3580/3599] Forecasting ZETA... [2025-11-26T21:38:46.736417] [INFO ] [sig ] Generating forecast for: ZETA [2025-11-26T21:38:46.736474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-11-26T21:38:46.746991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZETA'. [2025-11-26T21:38:46.747325] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-11-26T21:38:46.748172] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-11-26T21:38:46.748242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:46.748301] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:46.748343] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:46.748412] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:46.808727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:46.809509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:46.809608] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:46.809674] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:46.935995] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:46.936219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:46.936281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:46.936322] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:46.940016] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-11-26T21:38:46.940347] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-11-26T21:38:46.940501] [INFO ] [sig ] ZETA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:47.081863] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZETA.txt [2025-11-26T21:38:47.082034] [INFO ] [sig ] [3580/3599] Completed ZETA in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 6.5s [2025-11-26T21:38:47.082101] [INFO ] [sig ] [3581/3599] Forecasting ZEUS... [2025-11-26T21:38:47.082147] [INFO ] [sig ] Generating forecast for: ZEUS [2025-11-26T21:38:47.082215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'. [2025-11-26T21:38:47.092518] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'. [2025-11-26T21:38:47.092895] [INFO ] [FORECASTER] Starting predict_future for ZEUS [2025-11-26T21:38:47.093826] [DEBUG] [LOCAL ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt [2025-11-26T21:38:47.093910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:47.093988] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:47.094053] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:47.094158] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:47.153169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:47.153920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:47.154029] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:47.154099] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:47.275916] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:47.276080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:47.276132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:47.276173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:47.279518] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=21.90%) [2025-11-26T21:38:47.279829] [INFO ] [FORECASTER] Completed predict_future for ZEUS [2025-11-26T21:38:47.279967] [INFO ] [sig ] ZEUS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:47.423513] [INFO ] [LOCAL ] Saved forecast: ZEUS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZEUS.txt [2025-11-26T21:38:47.423689] [INFO ] [sig ] [3581/3599] Completed ZEUS in 0.3s | 2.92 sym/s | Total: 20.4m | ETA: 6.2s [2025-11-26T21:38:47.423745] [INFO ] [sig ] [3582/3599] Forecasting ZG... [2025-11-26T21:38:47.423808] [INFO ] [sig ] Generating forecast for: ZG [2025-11-26T21:38:47.423857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'. [2025-11-26T21:38:47.433579] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZG'. [2025-11-26T21:38:47.433907] [INFO ] [FORECASTER] Starting predict_future for ZG [2025-11-26T21:38:47.434697] [DEBUG] [LOCAL ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt [2025-11-26T21:38:47.434763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:47.434808] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:47.434847] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:47.434913] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:47.494145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:47.495120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:47.495234] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:47.495294] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:47.642231] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:47.642463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:47.642530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:47.642580] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:47.646155] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: UP (p=91.99%) [2025-11-26T21:38:47.646472] [INFO ] [FORECASTER] Completed predict_future for ZG [2025-11-26T21:38:47.646659] [INFO ] [sig ] ZG: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:47.787071] [INFO ] [LOCAL ] Saved forecast: ZG 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZG.txt [2025-11-26T21:38:47.787228] [INFO ] [sig ] [3582/3599] Completed ZG in 0.4s | 2.92 sym/s | Total: 20.4m | ETA: 5.8s [2025-11-26T21:38:47.787282] [INFO ] [sig ] [3583/3599] Forecasting ZGN... [2025-11-26T21:38:47.787323] [INFO ] [sig ] Generating forecast for: ZGN [2025-11-26T21:38:47.787412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-11-26T21:38:47.798564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZGN'. [2025-11-26T21:38:47.799008] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-11-26T21:38:47.799845] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-11-26T21:38:47.799914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:47.799961] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:47.800000] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:47.800069] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:47.855731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:47.856709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:47.856815] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:47.856863] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:47.978612] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:47.978829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:47.978885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:47.978928] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:47.982348] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=45.34%) [2025-11-26T21:38:47.982692] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-11-26T21:38:47.982843] [INFO ] [sig ] ZGN: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:48.121613] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZGN.txt [2025-11-26T21:38:48.121811] [INFO ] [sig ] [3583/3599] Completed ZGN in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 5.5s [2025-11-26T21:38:48.121865] [INFO ] [sig ] [3584/3599] Forecasting ZH... [2025-11-26T21:38:48.121963] [INFO ] [sig ] Generating forecast for: ZH [2025-11-26T21:38:48.122010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-11-26T21:38:48.135880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZH'. [2025-11-26T21:38:48.136295] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-11-26T21:38:48.137253] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-11-26T21:38:48.137336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:48.137419] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:48.137471] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:48.137563] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:48.200439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:48.201335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:48.201448] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:48.201500] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:48.320897] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:48.321102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:48.321161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:48.321206] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:48.324775] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-11-26T21:38:48.325125] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-11-26T21:38:48.325283] [INFO ] [sig ] ZH: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:48.469103] [INFO ] [LOCAL ] Saved forecast: ZH 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZH.txt [2025-11-26T21:38:48.469266] [INFO ] [sig ] [3584/3599] Completed ZH in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 5.1s [2025-11-26T21:38:48.469320] [INFO ] [sig ] [3585/3599] Forecasting ZIM... [2025-11-26T21:38:48.469381] [INFO ] [sig ] Generating forecast for: ZIM [2025-11-26T21:38:48.469422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-11-26T21:38:48.480271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIM'. [2025-11-26T21:38:48.480670] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-11-26T21:38:48.481434] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-11-26T21:38:48.481503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:48.481548] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:48.481587] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:48.481674] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:48.539874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:48.540587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:48.540716] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:48.540769] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:48.661727] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:48.661934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:48.662014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:48.662058] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:48.665747] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=22.35%) [2025-11-26T21:38:48.666039] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-11-26T21:38:48.666181] [INFO ] [sig ] ZIM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:48.808758] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZIM.txt [2025-11-26T21:38:48.808918] [INFO ] [sig ] [3585/3599] Completed ZIM in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 4.8s [2025-11-26T21:38:48.808971] [INFO ] [sig ] [3586/3599] Forecasting ZION... [2025-11-26T21:38:48.809041] [INFO ] [sig ] Generating forecast for: ZION [2025-11-26T21:38:48.809083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'. [2025-11-26T21:38:48.819208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZION'. [2025-11-26T21:38:48.819531] [INFO ] [FORECASTER] Starting predict_future for ZION [2025-11-26T21:38:48.820321] [DEBUG] [LOCAL ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt [2025-11-26T21:38:48.820390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:48.820434] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:48.820474] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:48.820541] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:48.876797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:48.877676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:48.877778] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:48.877824] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:49.006261] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:49.006461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:49.006525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:49.006571] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:49.010164] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=87.50%) [2025-11-26T21:38:49.010506] [INFO ] [FORECASTER] Completed predict_future for ZION [2025-11-26T21:38:49.010684] [INFO ] [sig ] ZION: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:49.156275] [INFO ] [LOCAL ] Saved forecast: ZION 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZION.txt [2025-11-26T21:38:49.156461] [INFO ] [sig ] [3586/3599] Completed ZION in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 4.5s [2025-11-26T21:38:49.156516] [INFO ] [sig ] [3587/3599] Forecasting ZIP... [2025-11-26T21:38:49.156579] [INFO ] [sig ] Generating forecast for: ZIP [2025-11-26T21:38:49.156618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-11-26T21:38:49.167046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIP'. [2025-11-26T21:38:49.167451] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-11-26T21:38:49.168273] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-11-26T21:38:49.168345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:49.168399] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:49.168448] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:49.168531] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:49.228042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:49.229030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:49.229161] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:49.229222] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:49.355341] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:49.355582] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:49.355658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:49.355750] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:49.359251] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=49.57%) [2025-11-26T21:38:49.359557] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-11-26T21:38:49.359727] [INFO ] [sig ] ZIP: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:49.502530] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZIP.txt [2025-11-26T21:38:49.502704] [INFO ] [sig ] [3587/3599] Completed ZIP in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 4.1s [2025-11-26T21:38:49.502763] [INFO ] [sig ] [3588/3599] Forecasting ZLAB... [2025-11-26T21:38:49.502824] [INFO ] [sig ] Generating forecast for: ZLAB [2025-11-26T21:38:49.502867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'. [2025-11-26T21:38:49.515483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'. [2025-11-26T21:38:49.515943] [INFO ] [FORECASTER] Starting predict_future for ZLAB [2025-11-26T21:38:49.516911] [DEBUG] [LOCAL ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt [2025-11-26T21:38:49.516981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:49.517042] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:49.517095] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:49.517189] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:49.573423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:49.574356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:49.574478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:49.574529] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:49.694977] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:49.695254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:49.695316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:49.695369] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:49.699271] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=97.78%) [2025-11-26T21:38:49.699613] [INFO ] [FORECASTER] Completed predict_future for ZLAB [2025-11-26T21:38:49.699809] [INFO ] [sig ] ZLAB: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:49.840058] [INFO ] [LOCAL ] Saved forecast: ZLAB 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZLAB.txt [2025-11-26T21:38:49.840277] [INFO ] [sig ] [3588/3599] Completed ZLAB in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 3.8s [2025-11-26T21:38:49.840434] [INFO ] [sig ] [3589/3599] Forecasting ZM... [2025-11-26T21:38:49.840494] [INFO ] [sig ] Generating forecast for: ZM [2025-11-26T21:38:49.840545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'. [2025-11-26T21:38:49.852876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZM'. [2025-11-26T21:38:49.853292] [INFO ] [FORECASTER] Starting predict_future for ZM [2025-11-26T21:38:49.854145] [DEBUG] [LOCAL ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt [2025-11-26T21:38:49.854217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:49.854265] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:49.854309] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:49.854378] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:49.911670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:49.912374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:49.912478] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:49.912546] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:50.033293] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:50.033492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:50.033546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:50.033588] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:50.036951] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=20.82%) [2025-11-26T21:38:50.037238] [INFO ] [FORECASTER] Completed predict_future for ZM [2025-11-26T21:38:50.037381] [INFO ] [sig ] ZM: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:50.176677] [INFO ] [LOCAL ] Saved forecast: ZM 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZM.txt [2025-11-26T21:38:50.176848] [INFO ] [sig ] [3589/3599] Completed ZM in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 3.4s [2025-11-26T21:38:50.176926] [INFO ] [sig ] [3590/3599] Forecasting ZNTL... [2025-11-26T21:38:50.176976] [INFO ] [sig ] Generating forecast for: ZNTL [2025-11-26T21:38:50.177012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'. [2025-11-26T21:38:50.187780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'. [2025-11-26T21:38:50.188200] [INFO ] [FORECASTER] Starting predict_future for ZNTL [2025-11-26T21:38:50.189054] [DEBUG] [LOCAL ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt [2025-11-26T21:38:50.189124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:50.189169] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:50.189208] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:50.189273] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:50.245986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:50.246905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:50.247012] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:50.247065] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:50.368869] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:50.369075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:50.369133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:50.369187] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:50.372608] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: DOWN (p=42.41%) [2025-11-26T21:38:50.372927] [INFO ] [FORECASTER] Completed predict_future for ZNTL [2025-11-26T21:38:50.373098] [INFO ] [sig ] ZNTL: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:50.512104] [INFO ] [LOCAL ] Saved forecast: ZNTL 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZNTL.txt [2025-11-26T21:38:50.512266] [INFO ] [sig ] [3590/3599] Completed ZNTL in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 3.1s [2025-11-26T21:38:50.512327] [INFO ] [sig ] [3591/3599] Forecasting ZS... [2025-11-26T21:38:50.512372] [INFO ] [sig ] Generating forecast for: ZS [2025-11-26T21:38:50.512434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'. [2025-11-26T21:38:50.522757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZS'. [2025-11-26T21:38:50.523078] [INFO ] [FORECASTER] Starting predict_future for ZS [2025-11-26T21:38:50.523882] [DEBUG] [LOCAL ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt [2025-11-26T21:38:50.523953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:50.523999] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:50.524052] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:50.524155] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:50.582249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:50.583025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:50.583125] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:50.583175] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:50.706748] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:50.706932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:50.706986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:50.707031] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:50.710573] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-11-26T21:38:50.710896] [INFO ] [FORECASTER] Completed predict_future for ZS [2025-11-26T21:38:50.711053] [INFO ] [sig ] ZS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:50.852251] [INFO ] [LOCAL ] Saved forecast: ZS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZS.txt [2025-11-26T21:38:50.852428] [INFO ] [sig ] [3591/3599] Completed ZS in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 2.7s [2025-11-26T21:38:50.852518] [INFO ] [sig ] [3592/3599] Forecasting ZTO... [2025-11-26T21:38:50.852573] [INFO ] [sig ] Generating forecast for: ZTO [2025-11-26T21:38:50.852626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-11-26T21:38:50.862795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTO'. [2025-11-26T21:38:50.863105] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-11-26T21:38:50.863910] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-11-26T21:38:50.863980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:50.864024] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:50.864078] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:50.864165] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:50.921583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:50.922380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:50.922483] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:50.922547] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:51.044701] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:51.044883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:51.044937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:51.044983] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:51.048481] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=21.98%) [2025-11-26T21:38:51.048823] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-11-26T21:38:51.048990] [INFO ] [sig ] ZTO: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:51.189747] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZTO.txt [2025-11-26T21:38:51.189926] [INFO ] [sig ] [3592/3599] Completed ZTO in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 2.4s [2025-11-26T21:38:51.190004] [INFO ] [sig ] [3593/3599] Forecasting ZTS... [2025-11-26T21:38:51.190097] [INFO ] [sig ] Generating forecast for: ZTS [2025-11-26T21:38:51.190154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-11-26T21:38:51.200525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTS'. [2025-11-26T21:38:51.200882] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-11-26T21:38:51.201699] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-11-26T21:38:51.201780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:51.201828] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:51.201868] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:51.201936] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:51.261505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:51.262210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:51.262310] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:51.262362] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:51.385403] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:51.385579] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:51.385655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:51.385698] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:51.389054] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=53.48%) [2025-11-26T21:38:51.389382] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-11-26T21:38:51.389540] [INFO ] [sig ] ZTS: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:51.529174] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZTS.txt [2025-11-26T21:38:51.529333] [INFO ] [sig ] [3593/3599] Completed ZTS in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 2.1s [2025-11-26T21:38:51.529393] [INFO ] [sig ] [3594/3599] Forecasting ZUMZ... [2025-11-26T21:38:51.529444] [INFO ] [sig ] Generating forecast for: ZUMZ [2025-11-26T21:38:51.529517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'. [2025-11-26T21:38:51.539659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'. [2025-11-26T21:38:51.539989] [INFO ] [FORECASTER] Starting predict_future for ZUMZ [2025-11-26T21:38:51.540780] [DEBUG] [LOCAL ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt [2025-11-26T21:38:51.540848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:51.540892] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:51.540929] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:51.540997] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:51.599911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:51.600672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:51.600769] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:51.600821] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:51.722780] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:51.722926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:51.722976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:51.723018] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:51.726371] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=7.81%) [2025-11-26T21:38:51.726676] [INFO ] [FORECASTER] Completed predict_future for ZUMZ [2025-11-26T21:38:51.726811] [INFO ] [sig ] ZUMZ: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:51.867354] [INFO ] [LOCAL ] Saved forecast: ZUMZ 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZUMZ.txt [2025-11-26T21:38:51.867534] [INFO ] [sig ] [3594/3599] Completed ZUMZ in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 1.7s [2025-11-26T21:38:51.867620] [INFO ] [sig ] [3595/3599] Forecasting ZURA... [2025-11-26T21:38:51.867682] [INFO ] [sig ] Generating forecast for: ZURA [2025-11-26T21:38:51.867734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'. [2025-11-26T21:38:51.877872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZURA'. [2025-11-26T21:38:51.878177] [INFO ] [FORECASTER] Starting predict_future for ZURA [2025-11-26T21:38:51.879006] [DEBUG] [LOCAL ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt [2025-11-26T21:38:51.879076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:51.879134] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:51.879173] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:51.879258] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:51.938321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:51.939096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:51.939195] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:51.939244] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:52.059898] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:52.060071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:52.060124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:52.060173] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:52.063562] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=84.85%) [2025-11-26T21:38:52.063885] [INFO ] [FORECASTER] Completed predict_future for ZURA [2025-11-26T21:38:52.064026] [INFO ] [sig ] ZURA: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:52.204839] [INFO ] [LOCAL ] Saved forecast: ZURA 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZURA.txt [2025-11-26T21:38:52.205013] [INFO ] [sig ] [3595/3599] Completed ZURA in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 1.4s [2025-11-26T21:38:52.205082] [INFO ] [sig ] [3596/3599] Forecasting ZVIA... [2025-11-26T21:38:52.205146] [INFO ] [sig ] Generating forecast for: ZVIA [2025-11-26T21:38:52.205194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-11-26T21:38:52.215117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'. [2025-11-26T21:38:52.215416] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-11-26T21:38:52.216239] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-11-26T21:38:52.216308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:52.216345] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:52.216384] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:52.216452] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:52.272788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:52.273508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:52.273606] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:52.273673] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:52.392893] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:52.393069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:52.393121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:52.393161] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:52.396521] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=31.46%) [2025-11-26T21:38:52.396839] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-11-26T21:38:52.396988] [INFO ] [sig ] ZVIA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:52.537238] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZVIA.txt [2025-11-26T21:38:52.537452] [INFO ] [sig ] [3596/3599] Completed ZVIA in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 1.0s [2025-11-26T21:38:52.537536] [INFO ] [sig ] [3597/3599] Forecasting ZVRA... [2025-11-26T21:38:52.537594] [INFO ] [sig ] Generating forecast for: ZVRA [2025-11-26T21:38:52.537636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'. [2025-11-26T21:38:52.547808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'. [2025-11-26T21:38:52.548138] [INFO ] [FORECASTER] Starting predict_future for ZVRA [2025-11-26T21:38:52.549007] [DEBUG] [LOCAL ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt [2025-11-26T21:38:52.549077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:52.549124] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:52.549164] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:52.549271] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:52.608750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:52.609489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:52.609590] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:52.609664] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:52.725728] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:52.725940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:52.726018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:52.726069] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:52.729611] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=26.93%) [2025-11-26T21:38:52.729981] [INFO ] [FORECASTER] Completed predict_future for ZVRA [2025-11-26T21:38:52.730148] [INFO ] [sig ] ZVRA: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:52.871157] [INFO ] [LOCAL ] Saved forecast: ZVRA 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZVRA.txt [2025-11-26T21:38:52.871341] [INFO ] [sig ] [3597/3599] Completed ZVRA in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 0.7s [2025-11-26T21:38:52.871397] [INFO ] [sig ] [3598/3599] Forecasting ZWS... [2025-11-26T21:38:52.871460] [INFO ] [sig ] Generating forecast for: ZWS [2025-11-26T21:38:52.871519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-11-26T21:38:52.882496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZWS'. [2025-11-26T21:38:52.882932] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-11-26T21:38:52.883762] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-11-26T21:38:52.883830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:52.883875] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:52.883914] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:52.883981] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:52.941295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:52.942212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:52.942318] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:52.942366] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:53.071917] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:53.072123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:53.072177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:53.072219] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:53.075770] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=30.74%) [2025-11-26T21:38:53.076157] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-11-26T21:38:53.076312] [INFO ] [sig ] ZWS: Forecast for 2025-11-26: DOWN (sign=0.00) [2025-11-26T21:38:53.222972] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-11-28 0 -> ./output/forecasts/individual/2025-11-28/ZWS.txt [2025-11-26T21:38:53.223179] [INFO ] [sig ] [3598/3599] Completed ZWS in 0.4s | 2.92 sym/s | Total: 20.5m | ETA: 0.3s [2025-11-26T21:38:53.223284] [INFO ] [sig ] [3599/3599] Forecasting ZYME... [2025-11-26T21:38:53.223339] [INFO ] [sig ] Generating forecast for: ZYME [2025-11-26T21:38:53.223394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'. [2025-11-26T21:38:53.234020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZYME'. [2025-11-26T21:38:53.234415] [INFO ] [FORECASTER] Starting predict_future for ZYME [2025-11-26T21:38:53.235232] [DEBUG] [LOCAL ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt [2025-11-26T21:38:53.235303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-11-26T21:38:53.235359] [DEBUG] [FORECASTER] Starting train method [2025-11-26T21:38:53.235402] [DEBUG] [FORECASTER] Extracting feature columns [2025-11-26T21:38:53.235469] [DEBUG] [FORECASTER] Creating target_sign column [2025-11-26T21:38:53.294926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-11-26T21:38:53.295931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-11-26T21:38:53.296041] [DEBUG] [FORECASTER] XGBClassifier created [2025-11-26T21:38:53.296090] [DEBUG] [FORECASTER] Starting model.fit [2025-11-26T21:38:53.416101] [DEBUG] [FORECASTER] Completed model.fit [2025-11-26T21:38:53.416290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-11-26T21:38:53.416339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-11-26T21:38:53.416382] [INFO ] [FORECASTER] Training complete [2025-11-26T21:38:53.419825] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: UP (p=56.11%) [2025-11-26T21:38:53.420109] [INFO ] [FORECASTER] Completed predict_future for ZYME [2025-11-26T21:38:53.420246] [INFO ] [sig ] ZYME: Forecast for 2025-11-26: UP (sign=1.00) [2025-11-26T21:38:53.561688] [INFO ] [LOCAL ] Saved forecast: ZYME 2025-11-28 1 -> ./output/forecasts/individual/2025-11-28/ZYME.txt [2025-11-26T21:38:53.561866] [INFO ] [sig ] [3599/3599] Completed ZYME in 0.3s | 2.92 sym/s | Total: 20.5m | ETA: 0.0s [2025-11-26T21:38:53.561928] [INFO ] [sig ] ================================================== [2025-11-26T21:38:53.562002] [INFO ] [sig ] Forecasts complete: 3599/3599 symbols succeeded [2025-11-26T21:38:53.562043] [INFO ] [sig ] Automatically generating consolidated reports... [2025-11-26T21:38:53.562079] [INFO ] [sig ] Generating consolidated forecast reports [2025-11-26T21:38:53.562468] [INFO ] [sig ] Found 33 forecast dates to process [2025-11-26T21:38:53.562523] [INFO ] [sig ] [1/33] Processing report for 2025-10-10... [2025-11-26T21:38:53.562567] [INFO ] [sig ] [1/33] Report for 2025-10-10 already exists, skipping... [2025-11-26T21:38:53.562609] [INFO ] [sig ] [2/33] Processing report for 2025-10-13... [2025-11-26T21:38:53.562674] [INFO ] [sig ] [2/33] Report for 2025-10-13 already exists, skipping... [2025-11-26T21:38:53.562717] [INFO ] [sig ] [3/33] Processing report for 2025-10-14... [2025-11-26T21:38:53.562759] [INFO ] [sig ] [3/33] Report for 2025-10-14 already exists, skipping... [2025-11-26T21:38:53.562796] [INFO ] [sig ] [4/33] Processing report for 2025-10-15... [2025-11-26T21:38:53.562836] [INFO ] [sig ] [4/33] Report for 2025-10-15 already exists, skipping... [2025-11-26T21:38:53.562872] [INFO ] [sig ] [5/33] Processing report for 2025-10-16... [2025-11-26T21:38:53.562912] [INFO ] [sig ] [5/33] Report for 2025-10-16 already exists, skipping... [2025-11-26T21:38:53.562957] [INFO ] [sig ] [6/33] Processing report for 2025-10-17... [2025-11-26T21:38:53.562999] [INFO ] [sig ] [6/33] Report for 2025-10-17 already exists, skipping... [2025-11-26T21:38:53.563035] [INFO ] [sig ] [7/33] Processing report for 2025-10-20... [2025-11-26T21:38:53.563074] [INFO ] [sig ] [7/33] Report for 2025-10-20 already exists, skipping... [2025-11-26T21:38:53.563110] [INFO ] [sig ] [8/33] Processing report for 2025-10-21... [2025-11-26T21:38:53.563150] [INFO ] [sig ] [8/33] Report for 2025-10-21 already exists, skipping... [2025-11-26T21:38:53.563186] [INFO ] [sig ] [9/33] Processing report for 2025-10-22... [2025-11-26T21:38:53.563226] [INFO ] [sig ] [9/33] Report for 2025-10-22 already exists, skipping... [2025-11-26T21:38:53.563262] [INFO ] [sig ] [10/33] Processing report for 2025-10-23... [2025-11-26T21:38:53.563302] [INFO ] [sig ] [10/33] Report for 2025-10-23 already exists, skipping... [2025-11-26T21:38:53.563338] [INFO ] [sig ] [11/33] Processing report for 2025-10-24... [2025-11-26T21:38:53.563378] [INFO ] [sig ] [11/33] Report for 2025-10-24 already exists, skipping... [2025-11-26T21:38:53.563413] [INFO ] [sig ] [12/33] Processing report for 2025-10-27... [2025-11-26T21:38:53.563453] [INFO ] [sig ] [12/33] Report for 2025-10-27 already exists, skipping... [2025-11-26T21:38:53.563488] [INFO ] [sig ] [13/33] Processing report for 2025-10-28... [2025-11-26T21:38:53.563527] [INFO ] [sig ] [13/33] Report for 2025-10-28 already exists, skipping... [2025-11-26T21:38:53.563562] [INFO ] [sig ] [14/33] Processing report for 2025-10-30... [2025-11-26T21:38:53.563602] [INFO ] [sig ] [14/33] Report for 2025-10-30 already exists, skipping... [2025-11-26T21:38:53.563654] [INFO ] [sig ] [15/33] Processing report for 2025-10-31... [2025-11-26T21:38:53.563699] [INFO ] [sig ] [15/33] Report for 2025-10-31 already exists, skipping... [2025-11-26T21:38:53.563735] [INFO ] [sig ] [16/33] Processing report for 2025-11-03... [2025-11-26T21:38:53.563775] [INFO ] [sig ] [16/33] Report for 2025-11-03 already exists, skipping... [2025-11-26T21:38:53.563811] [INFO ] [sig ] [17/33] Processing report for 2025-11-04... [2025-11-26T21:38:53.563850] [INFO ] [sig ] [17/33] Report for 2025-11-04 already exists, skipping... [2025-11-26T21:38:53.563886] [INFO ] [sig ] [18/33] Processing report for 2025-11-05... [2025-11-26T21:38:53.563924] [INFO ] [sig ] [18/33] Report for 2025-11-05 already exists, skipping... [2025-11-26T21:38:53.563959] [INFO ] [sig ] [19/33] Processing report for 2025-11-06... [2025-11-26T21:38:53.563998] [INFO ] [sig ] [19/33] Report for 2025-11-06 already exists, skipping... [2025-11-26T21:38:53.564032] [INFO ] [sig ] [20/33] Processing report for 2025-11-07... [2025-11-26T21:38:53.564072] [INFO ] [sig ] [20/33] Report for 2025-11-07 already exists, skipping... [2025-11-26T21:38:53.564107] [INFO ] [sig ] [21/33] Processing report for 2025-11-10... [2025-11-26T21:38:53.564146] [INFO ] [sig ] [21/33] Report for 2025-11-10 already exists, skipping... [2025-11-26T21:38:53.564181] [INFO ] [sig ] [22/33] Processing report for 2025-11-11... [2025-11-26T21:38:53.564221] [INFO ] [sig ] [22/33] Report for 2025-11-11 already exists, skipping... [2025-11-26T21:38:53.564256] [INFO ] [sig ] [23/33] Processing report for 2025-11-12... [2025-11-26T21:38:53.564295] [INFO ] [sig ] [23/33] Report for 2025-11-12 already exists, skipping... [2025-11-26T21:38:53.564331] [INFO ] [sig ] [24/33] Processing report for 2025-11-13... [2025-11-26T21:38:53.564370] [INFO ] [sig ] [24/33] Report for 2025-11-13 already exists, skipping... [2025-11-26T21:38:53.564405] [INFO ] [sig ] [25/33] Processing report for 2025-11-17... [2025-11-26T21:38:53.564445] [INFO ] [sig ] [25/33] Report for 2025-11-17 already exists, skipping... [2025-11-26T21:38:53.564487] [INFO ] [sig ] [26/33] Processing report for 2025-11-18... [2025-11-26T21:38:53.564528] [INFO ] [sig ] [26/33] Report for 2025-11-18 already exists, skipping... [2025-11-26T21:38:53.564563] [INFO ] [sig ] [27/33] Processing report for 2025-11-19... [2025-11-26T21:38:53.564602] [INFO ] [sig ] [27/33] Report for 2025-11-19 already exists, skipping... [2025-11-26T21:38:53.564654] [INFO ] [sig ] [28/33] Processing report for 2025-11-20... [2025-11-26T21:38:53.564698] [INFO ] [sig ] [28/33] Report for 2025-11-20 already exists, skipping... [2025-11-26T21:38:53.564735] [INFO ] [sig ] [29/33] Processing report for 2025-11-21... [2025-11-26T21:38:53.564775] [INFO ] [sig ] [29/33] Report for 2025-11-21 already exists, skipping... [2025-11-26T21:38:53.564810] [INFO ] [sig ] [30/33] Processing report for 2025-11-24... [2025-11-26T21:38:53.564850] [INFO ] [sig ] [30/33] Report for 2025-11-24 already exists, skipping... [2025-11-26T21:38:53.564885] [INFO ] [sig ] [31/33] Processing report for 2025-11-25... [2025-11-26T21:38:53.564925] [INFO ] [sig ] [31/33] Report for 2025-11-25 already exists, skipping... [2025-11-26T21:38:53.564959] [INFO ] [sig ] [32/33] Processing report for 2025-11-26... [2025-11-26T21:38:53.564998] [INFO ] [sig ] [32/33] Report for 2025-11-26 already exists, skipping... [2025-11-26T21:38:53.565033] [INFO ] [sig ] [33/33] Processing report for 2025-11-28... [2025-11-26T21:38:53.630036] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.630193] [DEBUG] [LOCAL ] Loaded configuration for NVAX: 1 features, 60.0% accuracy [2025-11-26T21:38:53.630277] [DEBUG] [LOCAL ] Loaded configuration for NTRS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.630357] [DEBUG] [LOCAL ] Loaded configuration for RMD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.630437] [DEBUG] [LOCAL ] Loaded configuration for LTRN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.630509] [DEBUG] [LOCAL ] Loaded configuration for PFL: 1 features, 100.0% accuracy [2025-11-26T21:38:53.630584] [DEBUG] [LOCAL ] Loaded configuration for OBIL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.630676] [DEBUG] [LOCAL ] Loaded configuration for PWP: 4 features, 90.0% accuracy [2025-11-26T21:38:53.630750] [DEBUG] [LOCAL ] Loaded configuration for TILE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.630822] [DEBUG] [LOCAL ] Loaded configuration for FHI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.630893] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.630963] [DEBUG] [LOCAL ] Loaded configuration for WK: 3 features, 60.0% accuracy [2025-11-26T21:38:53.631035] [DEBUG] [LOCAL ] Loaded configuration for FIX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.631106] [DEBUG] [LOCAL ] Loaded configuration for COEP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.631178] [DEBUG] [LOCAL ] Loaded configuration for SLXN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.631250] [DEBUG] [LOCAL ] Loaded configuration for RGLD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.631321] [DEBUG] [LOCAL ] Loaded configuration for WSC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.631392] [DEBUG] [LOCAL ] Loaded configuration for FNF: 3 features, 60.0% accuracy [2025-11-26T21:38:53.631462] [DEBUG] [LOCAL ] Loaded configuration for BXC: 0 features, 60.0% accuracy [2025-11-26T21:38:53.631533] [DEBUG] [LOCAL ] Loaded configuration for SEDG: 2 features, 100.0% accuracy [2025-11-26T21:38:53.631602] [DEBUG] [LOCAL ] Loaded configuration for NGNE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.631692] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.631764] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.631833] [DEBUG] [LOCAL ] Loaded configuration for CCBG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.631920] [DEBUG] [LOCAL ] Loaded configuration for TRS: 0 features, 60.0% accuracy [2025-11-26T21:38:53.631992] [DEBUG] [LOCAL ] Loaded configuration for GOSS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.632063] [DEBUG] [LOCAL ] Loaded configuration for TCBI: 3 features, 60.0% accuracy [2025-11-26T21:38:53.632134] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-11-26T21:38:53.632206] [DEBUG] [LOCAL ] Loaded configuration for IBEX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.632277] [DEBUG] [LOCAL ] Loaded configuration for HUBG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.632347] [DEBUG] [LOCAL ] Loaded configuration for ADTX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.632418] [DEBUG] [LOCAL ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.632490] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.632560] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.632632] [DEBUG] [LOCAL ] Loaded configuration for SKYY: 3 features, 60.0% accuracy [2025-11-26T21:38:53.632725] [DEBUG] [LOCAL ] Loaded configuration for TNGX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.632797] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.632869] [DEBUG] [LOCAL ] Loaded configuration for INTZ: 3 features, 90.0% accuracy [2025-11-26T21:38:53.632939] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.633009] [DEBUG] [LOCAL ] Loaded configuration for J: 1 features, 60.0% accuracy [2025-11-26T21:38:53.633080] [DEBUG] [LOCAL ] Loaded configuration for GFS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.633152] [DEBUG] [LOCAL ] Loaded configuration for FJP: 4 features, 60.0% accuracy [2025-11-26T21:38:53.633222] [DEBUG] [LOCAL ] Loaded configuration for CMCO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.633292] [DEBUG] [LOCAL ] Loaded configuration for MGIC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.633375] [DEBUG] [LOCAL ] Loaded configuration for FFIN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.633462] [DEBUG] [LOCAL ] Loaded configuration for CTLP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.633543] [DEBUG] [LOCAL ] Loaded configuration for MTCH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.633614] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.633712] [DEBUG] [LOCAL ] Loaded configuration for BILI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.633786] [DEBUG] [LOCAL ] Loaded configuration for MBX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.633858] [DEBUG] [LOCAL ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.633929] [DEBUG] [LOCAL ] Loaded configuration for NWSA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.634000] [DEBUG] [LOCAL ] Loaded configuration for PEP: 2 features, 60.0% accuracy [2025-11-26T21:38:53.634075] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.634156] [DEBUG] [LOCAL ] Loaded configuration for SCHL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.634230] [DEBUG] [LOCAL ] Loaded configuration for KROS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.634306] [DEBUG] [LOCAL ] Loaded configuration for UPC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.634380] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.634454] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.634527] [DEBUG] [LOCAL ] Loaded configuration for XBIL: 1 features, 60.0% accuracy [2025-11-26T21:38:53.634598] [DEBUG] [LOCAL ] Loaded configuration for ASND: 0 features, 90.0% accuracy [2025-11-26T21:38:53.634691] [DEBUG] [LOCAL ] Loaded configuration for FTGC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.634773] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.634847] [DEBUG] [LOCAL ] Loaded configuration for ALGM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.634921] [DEBUG] [LOCAL ] Loaded configuration for RY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.634993] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.635065] [DEBUG] [LOCAL ] Loaded configuration for TSHA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.635138] [DEBUG] [LOCAL ] Loaded configuration for LPL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.635212] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.635284] [DEBUG] [LOCAL ] Loaded configuration for BYRN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.635368] [DEBUG] [LOCAL ] Loaded configuration for ACP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.635455] [DEBUG] [LOCAL ] Loaded configuration for ERII: 2 features, 60.0% accuracy [2025-11-26T21:38:53.635535] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.635607] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.635702] [DEBUG] [LOCAL ] Loaded configuration for PVH: 5 features, 90.0% accuracy [2025-11-26T21:38:53.635776] [DEBUG] [LOCAL ] Loaded configuration for FARM: 3 features, 60.0% accuracy [2025-11-26T21:38:53.635848] [DEBUG] [LOCAL ] Loaded configuration for VRRM: 4 features, 80.0% accuracy [2025-11-26T21:38:53.635921] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 60.0% accuracy [2025-11-26T21:38:53.635993] [DEBUG] [LOCAL ] Loaded configuration for SKWD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.636067] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.636139] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 60.0% accuracy [2025-11-26T21:38:53.636212] [DEBUG] [LOCAL ] Loaded configuration for AAOI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.636285] [DEBUG] [LOCAL ] Loaded configuration for KURA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.636358] [DEBUG] [LOCAL ] Loaded configuration for SVCO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.636430] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 1 features, 60.0% accuracy [2025-11-26T21:38:53.636503] [DEBUG] [LOCAL ] Loaded configuration for NRK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.636574] [DEBUG] [LOCAL ] Loaded configuration for EPSN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.636667] [DEBUG] [LOCAL ] Loaded configuration for IDN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.636742] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.636815] [DEBUG] [LOCAL ] Loaded configuration for BGY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.636888] [DEBUG] [LOCAL ] Loaded configuration for CCEC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.636960] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-11-26T21:38:53.637032] [DEBUG] [LOCAL ] Loaded configuration for SKYX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.637104] [DEBUG] [LOCAL ] Loaded configuration for CCRN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.637176] [DEBUG] [LOCAL ] Loaded configuration for IGA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.637248] [DEBUG] [LOCAL ] Loaded configuration for ARE: 4 features, 70.0% accuracy [2025-11-26T21:38:53.637319] [DEBUG] [LOCAL ] Loaded configuration for BRX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.637429] [DEBUG] [LOCAL ] Loaded configuration for RXO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.637505] [DEBUG] [LOCAL ] Loaded configuration for LZ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.637576] [DEBUG] [LOCAL ] Loaded configuration for ELTX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.637674] [DEBUG] [LOCAL ] Loaded configuration for ADP: 3 features, 90.0% accuracy [2025-11-26T21:38:53.637750] [DEBUG] [LOCAL ] Loaded configuration for APRE: 4 features, 90.0% accuracy [2025-11-26T21:38:53.637821] [DEBUG] [LOCAL ] Loaded configuration for FOLD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.637891] [DEBUG] [LOCAL ] Loaded configuration for AZO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.637963] [DEBUG] [LOCAL ] Loaded configuration for CTMX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.638033] [DEBUG] [LOCAL ] Loaded configuration for PDP: 1 features, 90.0% accuracy [2025-11-26T21:38:53.638104] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.638175] [DEBUG] [LOCAL ] Loaded configuration for PAC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.638246] [DEBUG] [LOCAL ] Loaded configuration for AIMD: 1 features, 50.0% accuracy [2025-11-26T21:38:53.638320] [DEBUG] [LOCAL ] Loaded configuration for NLY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.638407] [DEBUG] [LOCAL ] Loaded configuration for LINE: 5 features, 90.0% accuracy [2025-11-26T21:38:53.638495] [DEBUG] [LOCAL ] Loaded configuration for KDP: 1 features, 90.0% accuracy [2025-11-26T21:38:53.638573] [DEBUG] [LOCAL ] Loaded configuration for OGI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.638664] [DEBUG] [LOCAL ] Loaded configuration for GLAD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.638744] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.638815] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.638888] [DEBUG] [LOCAL ] Loaded configuration for CCSI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.638959] [DEBUG] [LOCAL ] Loaded configuration for TDSC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.639030] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 0 features, 80.0% accuracy [2025-11-26T21:38:53.639103] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.639175] [DEBUG] [LOCAL ] Loaded configuration for APOG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.639247] [DEBUG] [LOCAL ] Loaded configuration for FIP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.639320] [DEBUG] [LOCAL ] Loaded configuration for CATO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.639394] [DEBUG] [LOCAL ] Loaded configuration for DGRE: 6 features, 100.0% accuracy [2025-11-26T21:38:53.639471] [DEBUG] [LOCAL ] Loaded configuration for GNMA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.639544] [DEBUG] [LOCAL ] Loaded configuration for PBM: 2 features, 90.0% accuracy [2025-11-26T21:38:53.639615] [DEBUG] [LOCAL ] Loaded configuration for CWH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.639709] [DEBUG] [LOCAL ] Loaded configuration for SOUN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.639782] [DEBUG] [LOCAL ] Loaded configuration for PCN: 3 features, 100.0% accuracy [2025-11-26T21:38:53.639855] [DEBUG] [LOCAL ] Loaded configuration for AGZD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.639926] [DEBUG] [LOCAL ] Loaded configuration for SSP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.639998] [DEBUG] [LOCAL ] Loaded configuration for FCFS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.640068] [DEBUG] [LOCAL ] Loaded configuration for OTLY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.640139] [DEBUG] [LOCAL ] Loaded configuration for DWAS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.640211] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 5 features, 80.0% accuracy [2025-11-26T21:38:53.640283] [DEBUG] [LOCAL ] Loaded configuration for NVEC: 1 features, 40.0% accuracy [2025-11-26T21:38:53.640354] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.640424] [DEBUG] [LOCAL ] Loaded configuration for SIBN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.640504] [DEBUG] [LOCAL ] Loaded configuration for GPIX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.640575] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.640669] [DEBUG] [LOCAL ] Loaded configuration for KNF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.640756] [DEBUG] [LOCAL ] Loaded configuration for WING: 3 features, 80.0% accuracy [2025-11-26T21:38:53.640830] [DEBUG] [LOCAL ] Loaded configuration for YMM: 0 features, 60.0% accuracy [2025-11-26T21:38:53.640903] [DEBUG] [LOCAL ] Loaded configuration for FRPH: 2 features, 90.0% accuracy [2025-11-26T21:38:53.640975] [DEBUG] [LOCAL ] Loaded configuration for RLX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.641048] [DEBUG] [LOCAL ] Loaded configuration for JMSB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.641119] [DEBUG] [LOCAL ] Loaded configuration for FRME: 1 features, 70.0% accuracy [2025-11-26T21:38:53.641191] [DEBUG] [LOCAL ] Loaded configuration for OBK: 1 features, 90.0% accuracy [2025-11-26T21:38:53.641262] [DEBUG] [LOCAL ] Loaded configuration for LASE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.641343] [DEBUG] [LOCAL ] Loaded configuration for OABI: 3 features, 100.0% accuracy [2025-11-26T21:38:53.641430] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.641516] [DEBUG] [LOCAL ] Loaded configuration for PHK: 4 features, 90.0% accuracy [2025-11-26T21:38:53.641588] [DEBUG] [LOCAL ] Loaded configuration for BHC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.641678] [DEBUG] [LOCAL ] Loaded configuration for SLDP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.641752] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.641823] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.641895] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 50.0% accuracy [2025-11-26T21:38:53.641966] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-11-26T21:38:53.642037] [DEBUG] [LOCAL ] Loaded configuration for ESGD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.642109] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.642181] [DEBUG] [LOCAL ] Loaded configuration for LQDA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.642253] [DEBUG] [LOCAL ] Loaded configuration for ACNB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.642325] [DEBUG] [LOCAL ] Loaded configuration for RERE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.642397] [DEBUG] [LOCAL ] Loaded configuration for BITF: 4 features, 80.0% accuracy [2025-11-26T21:38:53.642474] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.642547] [DEBUG] [LOCAL ] Loaded configuration for CLRB: 2 features, 50.0% accuracy [2025-11-26T21:38:53.642619] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.642713] [DEBUG] [LOCAL ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.642787] [DEBUG] [LOCAL ] Loaded configuration for ISSC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.642858] [DEBUG] [LOCAL ] Loaded configuration for PRGS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.642929] [DEBUG] [LOCAL ] Loaded configuration for ANGI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.643001] [DEBUG] [LOCAL ] Loaded configuration for AXTI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.643073] [DEBUG] [LOCAL ] Loaded configuration for MYGN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.643147] [DEBUG] [LOCAL ] Loaded configuration for NEO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.643219] [DEBUG] [LOCAL ] Loaded configuration for FUND: 2 features, 90.0% accuracy [2025-11-26T21:38:53.643290] [DEBUG] [LOCAL ] Loaded configuration for GPRE: 1 features, 100.0% accuracy [2025-11-26T21:38:53.643385] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.643473] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.643553] [DEBUG] [LOCAL ] Loaded configuration for ZD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.643625] [DEBUG] [LOCAL ] Loaded configuration for EIC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.643726] [DEBUG] [LOCAL ] Loaded configuration for CB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.643798] [DEBUG] [LOCAL ] Loaded configuration for SMPL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.643870] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-11-26T21:38:53.643942] [DEBUG] [LOCAL ] Loaded configuration for CTRM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.644022] [DEBUG] [LOCAL ] Loaded configuration for AXL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.644094] [DEBUG] [LOCAL ] Loaded configuration for UBS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.644165] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 60.0% accuracy [2025-11-26T21:38:53.644247] [DEBUG] [LOCAL ] Loaded configuration for DRVN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.644319] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.644390] [DEBUG] [LOCAL ] Loaded configuration for FFBC: 0 features, 60.0% accuracy [2025-11-26T21:38:53.644460] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.644531] [DEBUG] [LOCAL ] Loaded configuration for MFIN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.644604] [DEBUG] [LOCAL ] Loaded configuration for CCK: 4 features, 100.0% accuracy [2025-11-26T21:38:53.644705] [DEBUG] [LOCAL ] Loaded configuration for LIN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.644777] [DEBUG] [LOCAL ] Loaded configuration for PFF: 2 features, 90.0% accuracy [2025-11-26T21:38:53.644848] [DEBUG] [LOCAL ] Loaded configuration for OFIX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.644920] [DEBUG] [LOCAL ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy [2025-11-26T21:38:53.644990] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 1 features, 80.0% accuracy [2025-11-26T21:38:53.645060] [DEBUG] [LOCAL ] Loaded configuration for ALTS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.645131] [DEBUG] [LOCAL ] Loaded configuration for ALAB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.645201] [DEBUG] [LOCAL ] Loaded configuration for IDCC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.645273] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 1 features, 90.0% accuracy [2025-11-26T21:38:53.645344] [DEBUG] [LOCAL ] Loaded configuration for ACON: 1 features, 80.0% accuracy [2025-11-26T21:38:53.645415] [DEBUG] [LOCAL ] Loaded configuration for LMBS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.645494] [DEBUG] [LOCAL ] Loaded configuration for GDHG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.645565] [DEBUG] [LOCAL ] Loaded configuration for COFS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.645662] [DEBUG] [LOCAL ] Loaded configuration for NXE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.645737] [DEBUG] [LOCAL ] Loaded configuration for NTNX: 4 features, 70.0% accuracy [2025-11-26T21:38:53.645809] [DEBUG] [LOCAL ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.645880] [DEBUG] [LOCAL ] Loaded configuration for AFRM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.645951] [DEBUG] [LOCAL ] Loaded configuration for REGN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.646022] [DEBUG] [LOCAL ] Loaded configuration for CACC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.646099] [DEBUG] [LOCAL ] Loaded configuration for TMCI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.646169] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.646240] [DEBUG] [LOCAL ] Loaded configuration for CION: 1 features, 80.0% accuracy [2025-11-26T21:38:53.646318] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.646390] [DEBUG] [LOCAL ] Loaded configuration for TNK: 2 features, 60.0% accuracy [2025-11-26T21:38:53.646461] [DEBUG] [LOCAL ] Loaded configuration for PRCH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.646532] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-11-26T21:38:53.646603] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.646695] [DEBUG] [LOCAL ] Loaded configuration for DVAX: 5 features, 90.0% accuracy [2025-11-26T21:38:53.646768] [DEBUG] [LOCAL ] Loaded configuration for CECO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.646840] [DEBUG] [LOCAL ] Loaded configuration for LYG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.646910] [DEBUG] [LOCAL ] Loaded configuration for CADL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.646980] [DEBUG] [LOCAL ] Loaded configuration for DG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.647051] [DEBUG] [LOCAL ] Loaded configuration for OSIS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.647122] [DEBUG] [LOCAL ] Loaded configuration for DKNG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.647194] [DEBUG] [LOCAL ] Loaded configuration for NWE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.647266] [DEBUG] [LOCAL ] Loaded configuration for CODA: 0 features, 90.0% accuracy [2025-11-26T21:38:53.647338] [DEBUG] [LOCAL ] Loaded configuration for TTEC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.647437] [DEBUG] [LOCAL ] Loaded configuration for KOS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.647510] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.647581] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.647676] [DEBUG] [LOCAL ] Loaded configuration for ORGO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.647752] [DEBUG] [LOCAL ] Loaded configuration for LGIH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.647826] [DEBUG] [LOCAL ] Loaded configuration for LZB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.647898] [DEBUG] [LOCAL ] Loaded configuration for MPB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.647970] [DEBUG] [LOCAL ] Loaded configuration for RICK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.648042] [DEBUG] [LOCAL ] Loaded configuration for IDE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.648115] [DEBUG] [LOCAL ] Loaded configuration for CTNM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.648187] [DEBUG] [LOCAL ] Loaded configuration for GOOG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.648273] [DEBUG] [LOCAL ] Loaded configuration for JBL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.648347] [DEBUG] [LOCAL ] Loaded configuration for IRDM: 4 features, 80.0% accuracy [2025-11-26T21:38:53.648420] [DEBUG] [LOCAL ] Loaded configuration for AIP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.648491] [DEBUG] [LOCAL ] Loaded configuration for EDAP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.648563] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.648635] [DEBUG] [LOCAL ] Loaded configuration for CTO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.648728] [DEBUG] [LOCAL ] Loaded configuration for CPSS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.648800] [DEBUG] [LOCAL ] Loaded configuration for HIFS: 1 features, 90.0% accuracy [2025-11-26T21:38:53.648872] [DEBUG] [LOCAL ] Loaded configuration for ASPS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.648945] [DEBUG] [LOCAL ] Loaded configuration for ALXO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.649016] [DEBUG] [LOCAL ] Loaded configuration for ECC: 1 features, 50.0% accuracy [2025-11-26T21:38:53.649087] [DEBUG] [LOCAL ] Loaded configuration for HUMA: 4 features, 60.0% accuracy [2025-11-26T21:38:53.649168] [DEBUG] [LOCAL ] Loaded configuration for BG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.649240] [DEBUG] [LOCAL ] Loaded configuration for CMPX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.649313] [DEBUG] [LOCAL ] Loaded configuration for ORMP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.649400] [DEBUG] [LOCAL ] Loaded configuration for ORKA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.649488] [DEBUG] [LOCAL ] Loaded configuration for THFF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.649564] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.649635] [DEBUG] [LOCAL ] Loaded configuration for TBLD: 0 features, 80.0% accuracy [2025-11-26T21:38:53.649729] [DEBUG] [LOCAL ] Loaded configuration for ACAD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.649802] [DEBUG] [LOCAL ] Loaded configuration for INMB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.649883] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 3 features, 100.0% accuracy [2025-11-26T21:38:53.649955] [DEBUG] [LOCAL ] Loaded configuration for CNC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.650027] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.650099] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.650172] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 4 features, 70.0% accuracy [2025-11-26T21:38:53.650244] [DEBUG] [LOCAL ] Loaded configuration for SPAI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.650317] [DEBUG] [LOCAL ] Loaded configuration for KLIC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.650405] [DEBUG] [LOCAL ] Loaded configuration for MBB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.650493] [DEBUG] [LOCAL ] Loaded configuration for RYI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.650565] [DEBUG] [LOCAL ] Loaded configuration for HPE: 0 features, 90.0% accuracy [2025-11-26T21:38:53.650653] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.650728] [DEBUG] [LOCAL ] Loaded configuration for LYEL: 4 features, 70.0% accuracy [2025-11-26T21:38:53.650803] [DEBUG] [LOCAL ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy [2025-11-26T21:38:53.650876] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 60.0% accuracy [2025-11-26T21:38:53.650948] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.651021] [DEBUG] [LOCAL ] Loaded configuration for TELO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.651092] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.651163] [DEBUG] [LOCAL ] Loaded configuration for FTLF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.651235] [DEBUG] [LOCAL ] Loaded configuration for OXLC: 4 features, 60.0% accuracy [2025-11-26T21:38:53.651308] [DEBUG] [LOCAL ] Loaded configuration for HSII: 1 features, 90.0% accuracy [2025-11-26T21:38:53.651395] [DEBUG] [LOCAL ] Loaded configuration for AFL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.651484] [DEBUG] [LOCAL ] Loaded configuration for FEMS: 1 features, 50.0% accuracy [2025-11-26T21:38:53.651569] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-11-26T21:38:53.651657] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.651732] [DEBUG] [LOCAL ] Loaded configuration for BJ: 4 features, 90.0% accuracy [2025-11-26T21:38:53.651803] [DEBUG] [LOCAL ] Loaded configuration for ODP: 2 features, 60.0% accuracy [2025-11-26T21:38:53.651875] [DEBUG] [LOCAL ] Loaded configuration for BLBD: 4 features, 70.0% accuracy [2025-11-26T21:38:53.651946] [DEBUG] [LOCAL ] Loaded configuration for PMAX: 2 features, 100.0% accuracy [2025-11-26T21:38:53.652018] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 5 features, 90.0% accuracy [2025-11-26T21:38:53.652098] [DEBUG] [LOCAL ] Loaded configuration for CNK: 4 features, 100.0% accuracy [2025-11-26T21:38:53.652172] [DEBUG] [LOCAL ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.652245] [DEBUG] [LOCAL ] Loaded configuration for STEM: 3 features, 100.0% accuracy [2025-11-26T21:38:53.652316] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 4 features, 70.0% accuracy [2025-11-26T21:38:53.652389] [DEBUG] [LOCAL ] Loaded configuration for ACHC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.652472] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-11-26T21:38:53.652545] [DEBUG] [LOCAL ] Loaded configuration for PAA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.652617] [DEBUG] [LOCAL ] Loaded configuration for CTBI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.652710] [DEBUG] [LOCAL ] Loaded configuration for RRGB: 2 features, 100.0% accuracy [2025-11-26T21:38:53.652784] [DEBUG] [LOCAL ] Loaded configuration for VOC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.652855] [DEBUG] [LOCAL ] Loaded configuration for HWH: 3 features, 90.0% accuracy [2025-11-26T21:38:53.652927] [DEBUG] [LOCAL ] Loaded configuration for IMMP: 3 features, 50.0% accuracy [2025-11-26T21:38:53.652999] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.653069] [DEBUG] [LOCAL ] Loaded configuration for SGBX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.653140] [DEBUG] [LOCAL ] Loaded configuration for KBWY: 1 features, 90.0% accuracy [2025-11-26T21:38:53.653211] [DEBUG] [LOCAL ] Loaded configuration for JKHY: 2 features, 100.0% accuracy [2025-11-26T21:38:53.653282] [DEBUG] [LOCAL ] Loaded configuration for AXON: 2 features, 90.0% accuracy [2025-11-26T21:38:53.653366] [DEBUG] [LOCAL ] Loaded configuration for MOB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.653453] [DEBUG] [LOCAL ] Loaded configuration for RDVY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.653534] [DEBUG] [LOCAL ] Loaded configuration for PAYS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.653605] [DEBUG] [LOCAL ] Loaded configuration for RIME: 6 features, 80.0% accuracy [2025-11-26T21:38:53.653699] [DEBUG] [LOCAL ] Loaded configuration for NTRA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.653773] [DEBUG] [LOCAL ] Loaded configuration for OLMA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.653843] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 70.0% accuracy [2025-11-26T21:38:53.653914] [DEBUG] [LOCAL ] Loaded configuration for BUG: 4 features, 60.0% accuracy [2025-11-26T21:38:53.653984] [DEBUG] [LOCAL ] Loaded configuration for UAA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.654055] [DEBUG] [LOCAL ] Loaded configuration for DCO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.654125] [DEBUG] [LOCAL ] Loaded configuration for BGS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.654196] [DEBUG] [LOCAL ] Loaded configuration for SNY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.654267] [DEBUG] [LOCAL ] Loaded configuration for GWRS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.654338] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.654413] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.654484] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.654555] [DEBUG] [LOCAL ] Loaded configuration for BE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.654626] [DEBUG] [LOCAL ] Loaded configuration for ULY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.654720] [DEBUG] [LOCAL ] Loaded configuration for PATH: 0 features, 60.0% accuracy [2025-11-26T21:38:53.654792] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.654863] [DEBUG] [LOCAL ] Loaded configuration for PFM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.654944] [DEBUG] [LOCAL ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy [2025-11-26T21:38:53.655016] [DEBUG] [LOCAL ] Loaded configuration for CTRN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.655087] [DEBUG] [LOCAL ] Loaded configuration for ACWX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.655158] [DEBUG] [LOCAL ] Loaded configuration for VERX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.655229] [DEBUG] [LOCAL ] Loaded configuration for NB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.655300] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.655372] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.655442] [DEBUG] [LOCAL ] Loaded configuration for KN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.655512] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.655583] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.655676] [DEBUG] [LOCAL ] Loaded configuration for ARES: 2 features, 90.0% accuracy [2025-11-26T21:38:53.655750] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.655820] [DEBUG] [LOCAL ] Loaded configuration for GGLS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.655891] [DEBUG] [LOCAL ] Loaded configuration for BBD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.655962] [DEBUG] [LOCAL ] Loaded configuration for GLBE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.656033] [DEBUG] [LOCAL ] Loaded configuration for ESTA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.656105] [DEBUG] [LOCAL ] Loaded configuration for TOI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.656176] [DEBUG] [LOCAL ] Loaded configuration for NUVL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.656247] [DEBUG] [LOCAL ] Loaded configuration for JAMF: 2 features, 70.0% accuracy [2025-11-26T21:38:53.656318] [DEBUG] [LOCAL ] Loaded configuration for EDN: 5 features, 80.0% accuracy [2025-11-26T21:38:53.656389] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.656459] [DEBUG] [LOCAL ] Loaded configuration for ATRO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.656529] [DEBUG] [LOCAL ] Loaded configuration for CRON: 1 features, 70.0% accuracy [2025-11-26T21:38:53.656600] [DEBUG] [LOCAL ] Loaded configuration for GLRE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.656694] [DEBUG] [LOCAL ] Loaded configuration for TS: 2 features, 100.0% accuracy [2025-11-26T21:38:53.656768] [DEBUG] [LOCAL ] Loaded configuration for VSTM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.656840] [DEBUG] [LOCAL ] Loaded configuration for KIDS: 0 features, 90.0% accuracy [2025-11-26T21:38:53.656912] [DEBUG] [LOCAL ] Loaded configuration for GTES: 7 features, 90.0% accuracy [2025-11-26T21:38:53.656985] [DEBUG] [LOCAL ] Loaded configuration for GRFS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.657056] [DEBUG] [LOCAL ] Loaded configuration for RELL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.657129] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.657201] [DEBUG] [LOCAL ] Loaded configuration for FITBP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.657273] [DEBUG] [LOCAL ] Loaded configuration for LILA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.657354] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.657457] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.657540] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.657612] [DEBUG] [LOCAL ] Loaded configuration for APLD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.657703] [DEBUG] [LOCAL ] Loaded configuration for FWRG: 2 features, 50.0% accuracy [2025-11-26T21:38:53.657784] [DEBUG] [LOCAL ] Loaded configuration for UPXI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.657858] [DEBUG] [LOCAL ] Loaded configuration for ALE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.657929] [DEBUG] [LOCAL ] Loaded configuration for USXF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.658001] [DEBUG] [LOCAL ] Loaded configuration for ANF: 4 features, 100.0% accuracy [2025-11-26T21:38:53.658074] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.658145] [DEBUG] [LOCAL ] Loaded configuration for ESGE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.658216] [DEBUG] [LOCAL ] Loaded configuration for TBIL: 0 features, 90.0% accuracy [2025-11-26T21:38:53.658288] [DEBUG] [LOCAL ] Loaded configuration for FITBO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.658369] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-11-26T21:38:53.658457] [DEBUG] [LOCAL ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.658543] [DEBUG] [LOCAL ] Loaded configuration for AUID: 4 features, 90.0% accuracy [2025-11-26T21:38:53.658615] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.658708] [DEBUG] [LOCAL ] Loaded configuration for VPLS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.658780] [DEBUG] [LOCAL ] Loaded configuration for MEDP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.658853] [DEBUG] [LOCAL ] Loaded configuration for BWB: 1 features, 60.0% accuracy [2025-11-26T21:38:53.658926] [DEBUG] [LOCAL ] Loaded configuration for DMAC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.658998] [DEBUG] [LOCAL ] Loaded configuration for PACB: 0 features, 70.0% accuracy [2025-11-26T21:38:53.659070] [DEBUG] [LOCAL ] Loaded configuration for NXTG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.659143] [DEBUG] [LOCAL ] Loaded configuration for ABG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.659226] [DEBUG] [LOCAL ] Loaded configuration for WASH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.659299] [DEBUG] [LOCAL ] Loaded configuration for NFLX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.659386] [DEBUG] [LOCAL ] Loaded configuration for DRD: 0 features, 60.0% accuracy [2025-11-26T21:38:53.659475] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 5 features, 90.0% accuracy [2025-11-26T21:38:53.659551] [DEBUG] [LOCAL ] Loaded configuration for KPRX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.659623] [DEBUG] [LOCAL ] Loaded configuration for FNB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.659717] [DEBUG] [LOCAL ] Loaded configuration for AMCX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.659791] [DEBUG] [LOCAL ] Loaded configuration for CCD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.659864] [DEBUG] [LOCAL ] Loaded configuration for TVC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.659936] [DEBUG] [LOCAL ] Loaded configuration for SKYE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.660008] [DEBUG] [LOCAL ] Loaded configuration for SPRC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.660082] [DEBUG] [LOCAL ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy [2025-11-26T21:38:53.660155] [DEBUG] [LOCAL ] Loaded configuration for RPTX: 0 features, 80.0% accuracy [2025-11-26T21:38:53.660227] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.660300] [DEBUG] [LOCAL ] Loaded configuration for DSP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.660373] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-11-26T21:38:53.660446] [DEBUG] [LOCAL ] Loaded configuration for SYY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.660518] [DEBUG] [LOCAL ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.660590] [DEBUG] [LOCAL ] Loaded configuration for CGO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.660693] [DEBUG] [LOCAL ] Loaded configuration for FGEN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.660769] [DEBUG] [LOCAL ] Loaded configuration for AKRO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.660854] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-11-26T21:38:53.660941] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.661028] [DEBUG] [LOCAL ] Loaded configuration for F: 0 features, 70.0% accuracy [2025-11-26T21:38:53.661108] [DEBUG] [LOCAL ] Loaded configuration for FEX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.661181] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 0 features, 70.0% accuracy [2025-11-26T21:38:53.661252] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.661325] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 60.0% accuracy [2025-11-26T21:38:53.661396] [DEBUG] [LOCAL ] Loaded configuration for LCID: 4 features, 70.0% accuracy [2025-11-26T21:38:53.661468] [DEBUG] [LOCAL ] Loaded configuration for ORC: 0 features, 80.0% accuracy [2025-11-26T21:38:53.661540] [DEBUG] [LOCAL ] Loaded configuration for PH: 4 features, 70.0% accuracy [2025-11-26T21:38:53.661612] [DEBUG] [LOCAL ] Loaded configuration for BTI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.661705] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.661778] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.661851] [DEBUG] [LOCAL ] Loaded configuration for DHIL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.661933] [DEBUG] [LOCAL ] Loaded configuration for AFYA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.662006] [DEBUG] [LOCAL ] Loaded configuration for QVAL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.662079] [DEBUG] [LOCAL ] Loaded configuration for SCS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.662151] [DEBUG] [LOCAL ] Loaded configuration for SNGX: 1 features, 90.0% accuracy [2025-11-26T21:38:53.662223] [DEBUG] [LOCAL ] Loaded configuration for SMX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.662295] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-11-26T21:38:53.662369] [DEBUG] [LOCAL ] Loaded configuration for CETY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.662462] [DEBUG] [LOCAL ] Loaded configuration for WKSP: 1 features, 90.0% accuracy [2025-11-26T21:38:53.662541] [DEBUG] [LOCAL ] Loaded configuration for BCML: 2 features, 70.0% accuracy [2025-11-26T21:38:53.662611] [DEBUG] [LOCAL ] Loaded configuration for BJDX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.662704] [DEBUG] [LOCAL ] Loaded configuration for FTQI: 0 features, 80.0% accuracy [2025-11-26T21:38:53.662777] [DEBUG] [LOCAL ] Loaded configuration for CBNK: 2 features, 100.0% accuracy [2025-11-26T21:38:53.662848] [DEBUG] [LOCAL ] Loaded configuration for PROK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.662919] [DEBUG] [LOCAL ] Loaded configuration for ABVX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.662990] [DEBUG] [LOCAL ] Loaded configuration for KSPI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.663060] [DEBUG] [LOCAL ] Loaded configuration for FRSX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.663131] [DEBUG] [LOCAL ] Loaded configuration for AEFC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.663203] [DEBUG] [LOCAL ] Loaded configuration for AMDL: 5 features, 70.0% accuracy [2025-11-26T21:38:53.663275] [DEBUG] [LOCAL ] Loaded configuration for ENTO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.663345] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 2 features, 90.0% accuracy [2025-11-26T21:38:53.663416] [DEBUG] [LOCAL ] Loaded configuration for SEM: 4 features, 100.0% accuracy [2025-11-26T21:38:53.663492] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 3 features, 100.0% accuracy [2025-11-26T21:38:53.663571] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 0 features, 60.0% accuracy [2025-11-26T21:38:53.663663] [DEBUG] [LOCAL ] Loaded configuration for SVRA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.663739] [DEBUG] [LOCAL ] Loaded configuration for VSH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.663811] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.663881] [DEBUG] [LOCAL ] Loaded configuration for SURG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.663951] [DEBUG] [LOCAL ] Loaded configuration for GAMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.664023] [DEBUG] [LOCAL ] Loaded configuration for NVO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.664093] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, 90.0% accuracy [2025-11-26T21:38:53.664167] [DEBUG] [LOCAL ] Loaded configuration for SLNO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.664238] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 0 features, 80.0% accuracy [2025-11-26T21:38:53.664310] [DEBUG] [LOCAL ] Loaded configuration for LINC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.664396] [DEBUG] [LOCAL ] Loaded configuration for IAE: 2 features, 50.0% accuracy [2025-11-26T21:38:53.664482] [DEBUG] [LOCAL ] Loaded configuration for NGG: 0 features, 80.0% accuracy [2025-11-26T21:38:53.664556] [DEBUG] [LOCAL ] Loaded configuration for QLYS: 1 features, 100.0% accuracy [2025-11-26T21:38:53.664629] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.664731] [DEBUG] [LOCAL ] Loaded configuration for HCTI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.664807] [DEBUG] [LOCAL ] Loaded configuration for TPG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.664879] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.664953] [DEBUG] [LOCAL ] Loaded configuration for PHIO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.665026] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.665096] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.665167] [DEBUG] [LOCAL ] Loaded configuration for GPRO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.665237] [DEBUG] [LOCAL ] Loaded configuration for STRA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.665306] [DEBUG] [LOCAL ] Loaded configuration for QS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.665383] [DEBUG] [LOCAL ] Loaded configuration for FOX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.665452] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.665522] [DEBUG] [LOCAL ] Loaded configuration for PAHC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.665592] [DEBUG] [LOCAL ] Loaded configuration for MPC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.665682] [DEBUG] [LOCAL ] Loaded configuration for FINX: 5 features, 80.0% accuracy [2025-11-26T21:38:53.665755] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.665825] [DEBUG] [LOCAL ] Loaded configuration for CHD: 4 features, 70.0% accuracy [2025-11-26T21:38:53.665894] [DEBUG] [LOCAL ] Loaded configuration for GDYN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.665964] [DEBUG] [LOCAL ] Loaded configuration for PVL: 1 features, 100.0% accuracy [2025-11-26T21:38:53.666034] [DEBUG] [LOCAL ] Loaded configuration for TAOP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.666104] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.666174] [DEBUG] [LOCAL ] Loaded configuration for LTRX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.666243] [DEBUG] [LOCAL ] Loaded configuration for ACTG: 0 features, 90.0% accuracy [2025-11-26T21:38:53.666313] [DEBUG] [LOCAL ] Loaded configuration for AURA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.666391] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-11-26T21:38:53.666461] [DEBUG] [LOCAL ] Loaded configuration for DRUG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.666532] [DEBUG] [LOCAL ] Loaded configuration for CSGS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.666601] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.666692] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.666765] [DEBUG] [LOCAL ] Loaded configuration for MURA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.666834] [DEBUG] [LOCAL ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.666903] [DEBUG] [LOCAL ] Loaded configuration for BLMN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.666973] [DEBUG] [LOCAL ] Loaded configuration for CATY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.667044] [DEBUG] [LOCAL ] Loaded configuration for VRSK: 4 features, 80.0% accuracy [2025-11-26T21:38:53.667114] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.667184] [DEBUG] [LOCAL ] Loaded configuration for MBIO: 4 features, 70.0% accuracy [2025-11-26T21:38:53.667254] [DEBUG] [LOCAL ] Loaded configuration for TAL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.667325] [DEBUG] [LOCAL ] Loaded configuration for TBRG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.667423] [DEBUG] [LOCAL ] Loaded configuration for CDNS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.667513] [DEBUG] [LOCAL ] Loaded configuration for SERA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.667584] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.667674] [DEBUG] [LOCAL ] Loaded configuration for FTXL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.667749] [DEBUG] [LOCAL ] Loaded configuration for AB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.667821] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.667891] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.667963] [DEBUG] [LOCAL ] Loaded configuration for GECC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.668035] [DEBUG] [LOCAL ] Loaded configuration for ABCL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.668105] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.668177] [DEBUG] [LOCAL ] Loaded configuration for CELZ: 5 features, 90.0% accuracy [2025-11-26T21:38:53.668246] [DEBUG] [LOCAL ] Loaded configuration for SHOO: 1 features, 50.0% accuracy [2025-11-26T21:38:53.668316] [DEBUG] [LOCAL ] Loaded configuration for FND: 2 features, 70.0% accuracy [2025-11-26T21:38:53.668413] [DEBUG] [LOCAL ] Loaded configuration for SMTI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.668501] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.668581] [DEBUG] [LOCAL ] Loaded configuration for TBPH: 5 features, 80.0% accuracy [2025-11-26T21:38:53.668673] [DEBUG] [LOCAL ] Loaded configuration for WCLD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.668748] [DEBUG] [LOCAL ] Loaded configuration for OVID: 1 features, 100.0% accuracy [2025-11-26T21:38:53.668820] [DEBUG] [LOCAL ] Loaded configuration for SOPH: 1 features, 70.0% accuracy [2025-11-26T21:38:53.668891] [DEBUG] [LOCAL ] Loaded configuration for PAX: 0 features, 80.0% accuracy [2025-11-26T21:38:53.668962] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.669034] [DEBUG] [LOCAL ] Loaded configuration for ACRS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.669106] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.669177] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.669256] [DEBUG] [LOCAL ] Loaded configuration for ENVB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.669333] [DEBUG] [LOCAL ] Loaded configuration for STSS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.669422] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 1 features, 50.0% accuracy [2025-11-26T21:38:53.669509] [DEBUG] [LOCAL ] Loaded configuration for PLUS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.669586] [DEBUG] [LOCAL ] Loaded configuration for FCBC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.669675] [DEBUG] [LOCAL ] Loaded configuration for TEF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.669748] [DEBUG] [LOCAL ] Loaded configuration for GRAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.669834] [DEBUG] [LOCAL ] Loaded configuration for CI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.669905] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.669981] [DEBUG] [LOCAL ] Loaded configuration for KIO: 4 features, 60.0% accuracy [2025-11-26T21:38:53.670064] [DEBUG] [LOCAL ] Loaded configuration for TVTX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.670145] [DEBUG] [LOCAL ] Loaded configuration for PNC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.670227] [DEBUG] [LOCAL ] Loaded configuration for AEG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.670307] [DEBUG] [LOCAL ] Loaded configuration for TRNS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.670382] [DEBUG] [LOCAL ] Loaded configuration for ALGN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.670456] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 2 features, 90.0% accuracy [2025-11-26T21:38:53.670532] [DEBUG] [LOCAL ] Loaded configuration for MLCO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.670605] [DEBUG] [LOCAL ] Loaded configuration for JPC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.670704] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.670786] [DEBUG] [LOCAL ] Loaded configuration for RGEN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.670862] [DEBUG] [LOCAL ] Loaded configuration for SMBC: 0 features, 50.0% accuracy [2025-11-26T21:38:53.670937] [DEBUG] [LOCAL ] Loaded configuration for CONL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.671012] [DEBUG] [LOCAL ] Loaded configuration for PAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.671086] [DEBUG] [LOCAL ] Loaded configuration for ELAB: 0 features, 50.0% accuracy [2025-11-26T21:38:53.671161] [DEBUG] [LOCAL ] Loaded configuration for UNCY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.671236] [DEBUG] [LOCAL ] Loaded configuration for SHO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.671312] [DEBUG] [LOCAL ] Loaded configuration for BELFA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.671386] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.671461] [DEBUG] [LOCAL ] Loaded configuration for SRBK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.671534] [DEBUG] [LOCAL ] Loaded configuration for MXF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.671608] [DEBUG] [LOCAL ] Loaded configuration for ADUS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.671701] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.671777] [DEBUG] [LOCAL ] Loaded configuration for QABA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.671850] [DEBUG] [LOCAL ] Loaded configuration for QFIN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.671926] [DEBUG] [LOCAL ] Loaded configuration for DVY: 3 features, 100.0% accuracy [2025-11-26T21:38:53.672000] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-11-26T21:38:53.672073] [DEBUG] [LOCAL ] Loaded configuration for CDXS: 5 features, 90.0% accuracy [2025-11-26T21:38:53.672147] [DEBUG] [LOCAL ] Loaded configuration for BFH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.672230] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.672311] [DEBUG] [LOCAL ] Loaded configuration for CSTL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.672412] [DEBUG] [LOCAL ] Loaded configuration for ROE: 4 features, 90.0% accuracy [2025-11-26T21:38:53.672490] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 5 features, 90.0% accuracy [2025-11-26T21:38:53.672565] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.672661] [DEBUG] [LOCAL ] Loaded configuration for ARCB: 0 features, 80.0% accuracy [2025-11-26T21:38:53.672740] [DEBUG] [LOCAL ] Loaded configuration for TECH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.672814] [DEBUG] [LOCAL ] Loaded configuration for LYB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.672888] [DEBUG] [LOCAL ] Loaded configuration for AN: 4 features, 100.0% accuracy [2025-11-26T21:38:53.672961] [DEBUG] [LOCAL ] Loaded configuration for TFII: 2 features, 100.0% accuracy [2025-11-26T21:38:53.673035] [DEBUG] [LOCAL ] Loaded configuration for UITB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.673108] [DEBUG] [LOCAL ] Loaded configuration for APM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.673180] [DEBUG] [LOCAL ] Loaded configuration for OFG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.673255] [DEBUG] [LOCAL ] Loaded configuration for DGICA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.673331] [DEBUG] [LOCAL ] Loaded configuration for NNE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.673435] [DEBUG] [LOCAL ] Loaded configuration for NKSH: 4 features, 100.0% accuracy [2025-11-26T21:38:53.673522] [DEBUG] [LOCAL ] Loaded configuration for WDFC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.673595] [DEBUG] [LOCAL ] Loaded configuration for QMOM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.673687] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 70.0% accuracy [2025-11-26T21:38:53.673762] [DEBUG] [LOCAL ] Loaded configuration for GGLL: 0 features, 80.0% accuracy [2025-11-26T21:38:53.673835] [DEBUG] [LOCAL ] Loaded configuration for MSEX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.673909] [DEBUG] [LOCAL ] Loaded configuration for ULH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.673982] [DEBUG] [LOCAL ] Loaded configuration for AAP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.674055] [DEBUG] [LOCAL ] Loaded configuration for TNYA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.674129] [DEBUG] [LOCAL ] Loaded configuration for CRVS: 6 features, 80.0% accuracy [2025-11-26T21:38:53.674202] [DEBUG] [LOCAL ] Loaded configuration for WNC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.674275] [DEBUG] [LOCAL ] Loaded configuration for BSSX: 5 features, 80.0% accuracy [2025-11-26T21:38:53.674349] [DEBUG] [LOCAL ] Loaded configuration for HNI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.674422] [DEBUG] [LOCAL ] Loaded configuration for ENTX: 1 features, 90.0% accuracy [2025-11-26T21:38:53.674508] [DEBUG] [LOCAL ] Loaded configuration for SWKH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.674583] [DEBUG] [LOCAL ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.674680] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.674756] [DEBUG] [LOCAL ] Loaded configuration for AM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.674831] [DEBUG] [LOCAL ] Loaded configuration for RVMD: 0 features, 80.0% accuracy [2025-11-26T21:38:53.674904] [DEBUG] [LOCAL ] Loaded configuration for BABX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.674978] [DEBUG] [LOCAL ] Loaded configuration for QQQ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.675052] [DEBUG] [LOCAL ] Loaded configuration for STBA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.675126] [DEBUG] [LOCAL ] Loaded configuration for ALTI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.675207] [DEBUG] [LOCAL ] Loaded configuration for PCVX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.675281] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.675363] [DEBUG] [LOCAL ] Loaded configuration for IAS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.675438] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.675510] [DEBUG] [LOCAL ] Loaded configuration for YALA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.675584] [DEBUG] [LOCAL ] Loaded configuration for BSJS: 1 features, 90.0% accuracy [2025-11-26T21:38:53.675677] [DEBUG] [LOCAL ] Loaded configuration for VFF: 5 features, 80.0% accuracy [2025-11-26T21:38:53.675755] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.675829] [DEBUG] [LOCAL ] Loaded configuration for SRAD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.675900] [DEBUG] [LOCAL ] Loaded configuration for FELE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.675974] [DEBUG] [LOCAL ] Loaded configuration for NOA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.676047] [DEBUG] [LOCAL ] Loaded configuration for CNXC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.676121] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 5 features, 90.0% accuracy [2025-11-26T21:38:53.676195] [DEBUG] [LOCAL ] Loaded configuration for TBLA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.676269] [DEBUG] [LOCAL ] Loaded configuration for COCO: 4 features, 70.0% accuracy [2025-11-26T21:38:53.676342] [DEBUG] [LOCAL ] Loaded configuration for DOOO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.676420] [DEBUG] [LOCAL ] Loaded configuration for CAAS: 0 features, 60.0% accuracy [2025-11-26T21:38:53.676493] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-11-26T21:38:53.676566] [DEBUG] [LOCAL ] Loaded configuration for SANA: 0 features, 70.0% accuracy [2025-11-26T21:38:53.676656] [DEBUG] [LOCAL ] Loaded configuration for VTIP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.676734] [DEBUG] [LOCAL ] Loaded configuration for ALB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.676817] [DEBUG] [LOCAL ] Loaded configuration for HCSG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.676892] [DEBUG] [LOCAL ] Loaded configuration for REVG: 4 features, 90.0% accuracy [2025-11-26T21:38:53.676967] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.677040] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.677113] [DEBUG] [LOCAL ] Loaded configuration for FTAI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.677186] [DEBUG] [LOCAL ] Loaded configuration for FDBC: 0 features, 70.0% accuracy [2025-11-26T21:38:53.677259] [DEBUG] [LOCAL ] Loaded configuration for INVZ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.677333] [DEBUG] [LOCAL ] Loaded configuration for WULF: 3 features, 90.0% accuracy [2025-11-26T21:38:53.677460] [DEBUG] [LOCAL ] Loaded configuration for ASG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.677544] [DEBUG] [LOCAL ] Loaded configuration for CLDX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.677628] [DEBUG] [LOCAL ] Loaded configuration for APOS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.677722] [DEBUG] [LOCAL ] Loaded configuration for BTF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.677797] [DEBUG] [LOCAL ] Loaded configuration for BIVI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.677871] [DEBUG] [LOCAL ] Loaded configuration for BB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.677953] [DEBUG] [LOCAL ] Loaded configuration for IMPP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.678028] [DEBUG] [LOCAL ] Loaded configuration for IESC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.678102] [DEBUG] [LOCAL ] Loaded configuration for ANGO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.678183] [DEBUG] [LOCAL ] Loaded configuration for RRC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.678256] [DEBUG] [LOCAL ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy [2025-11-26T21:38:53.678334] [DEBUG] [LOCAL ] Loaded configuration for DSX: 5 features, 100.0% accuracy [2025-11-26T21:38:53.678423] [DEBUG] [LOCAL ] Loaded configuration for BCS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.678513] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.678588] [DEBUG] [LOCAL ] Loaded configuration for MTX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.678681] [DEBUG] [LOCAL ] Loaded configuration for DPG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.678756] [DEBUG] [LOCAL ] Loaded configuration for IMNM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.678868] [DEBUG] [LOCAL ] Loaded configuration for BLFY: 3 features, 90.0% accuracy [2025-11-26T21:38:53.678991] [DEBUG] [LOCAL ] Loaded configuration for PLTK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.679075] [DEBUG] [LOCAL ] Loaded configuration for CWK: 4 features, 70.0% accuracy [2025-11-26T21:38:53.679149] [DEBUG] [LOCAL ] Loaded configuration for FSK: 0 features, 70.0% accuracy [2025-11-26T21:38:53.679221] [DEBUG] [LOCAL ] Loaded configuration for AMZN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.679294] [DEBUG] [LOCAL ] Loaded configuration for IUSG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.679366] [DEBUG] [LOCAL ] Loaded configuration for SLVO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.679437] [DEBUG] [LOCAL ] Loaded configuration for OCCI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.679509] [DEBUG] [LOCAL ] Loaded configuration for XOS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.679581] [DEBUG] [LOCAL ] Loaded configuration for GOOD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.679673] [DEBUG] [LOCAL ] Loaded configuration for VKTX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.679748] [DEBUG] [LOCAL ] Loaded configuration for INBK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.679821] [DEBUG] [LOCAL ] Loaded configuration for IRTC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.679893] [DEBUG] [LOCAL ] Loaded configuration for HLAL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.679966] [DEBUG] [LOCAL ] Loaded configuration for LI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.680079] [DEBUG] [LOCAL ] Loaded configuration for PNI: 7 features, 80.0% accuracy [2025-11-26T21:38:53.680167] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.680241] [DEBUG] [LOCAL ] Loaded configuration for CHCI: 5 features, 90.0% accuracy [2025-11-26T21:38:53.680315] [DEBUG] [LOCAL ] Loaded configuration for FBK: 5 features, 80.0% accuracy [2025-11-26T21:38:53.680386] [DEBUG] [LOCAL ] Loaded configuration for EXC: 4 features, 60.0% accuracy [2025-11-26T21:38:53.680459] [DEBUG] [LOCAL ] Loaded configuration for CPZ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.680532] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.680604] [DEBUG] [LOCAL ] Loaded configuration for PRTA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.680701] [DEBUG] [LOCAL ] Loaded configuration for RBA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.680774] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.680846] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.680918] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.680991] [DEBUG] [LOCAL ] Loaded configuration for LMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.681064] [DEBUG] [LOCAL ] Loaded configuration for AAPL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.681137] [DEBUG] [LOCAL ] Loaded configuration for MCRB: 3 features, 90.0% accuracy [2025-11-26T21:38:53.681219] [DEBUG] [LOCAL ] Loaded configuration for WLK: 5 features, 80.0% accuracy [2025-11-26T21:38:53.681303] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.681377] [DEBUG] [LOCAL ] Loaded configuration for PBA: 4 features, 70.0% accuracy [2025-11-26T21:38:53.681451] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.681523] [DEBUG] [LOCAL ] Loaded configuration for DDS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.681596] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-11-26T21:38:53.681689] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.681764] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 100.0% accuracy [2025-11-26T21:38:53.681837] [DEBUG] [LOCAL ] Loaded configuration for INVE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.681910] [DEBUG] [LOCAL ] Loaded configuration for EWZS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.681982] [DEBUG] [LOCAL ] Loaded configuration for NSSC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.682054] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.682125] [DEBUG] [LOCAL ] Loaded configuration for DCTH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.682198] [DEBUG] [LOCAL ] Loaded configuration for BBSI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.682270] [DEBUG] [LOCAL ] Loaded configuration for CLBK: 2 features, 90.0% accuracy [2025-11-26T21:38:53.682348] [DEBUG] [LOCAL ] Loaded configuration for PFG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.682439] [DEBUG] [LOCAL ] Loaded configuration for TTD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.682530] [DEBUG] [LOCAL ] Loaded configuration for PRM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.682604] [DEBUG] [LOCAL ] Loaded configuration for CRGO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.682737] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 70.0% accuracy [2025-11-26T21:38:53.682824] [DEBUG] [LOCAL ] Loaded configuration for PLCE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.682901] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.682976] [DEBUG] [LOCAL ] Loaded configuration for LAKE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.683082] [DEBUG] [LOCAL ] Loaded configuration for PSO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.683174] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 3 features, 90.0% accuracy [2025-11-26T21:38:53.683248] [DEBUG] [LOCAL ] Loaded configuration for CDE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.683322] [DEBUG] [LOCAL ] Loaded configuration for TRIN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.683410] [DEBUG] [LOCAL ] Loaded configuration for FUNC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.683498] [DEBUG] [LOCAL ] Loaded configuration for NHTC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.683575] [DEBUG] [LOCAL ] Loaded configuration for MDB: 0 features, 50.0% accuracy [2025-11-26T21:38:53.683667] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.683745] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.683817] [DEBUG] [LOCAL ] Loaded configuration for STLD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.683890] [DEBUG] [LOCAL ] Loaded configuration for CMP: 2 features, 90.0% accuracy [2025-11-26T21:38:53.683963] [DEBUG] [LOCAL ] Loaded configuration for ADBE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.684035] [DEBUG] [LOCAL ] Loaded configuration for HAIN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.684107] [DEBUG] [LOCAL ] Loaded configuration for ONON: 4 features, 80.0% accuracy [2025-11-26T21:38:53.684181] [DEBUG] [LOCAL ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.684273] [DEBUG] [LOCAL ] Loaded configuration for NDSN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.684361] [DEBUG] [LOCAL ] Loaded configuration for RRBI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.684438] [DEBUG] [LOCAL ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.684511] [DEBUG] [LOCAL ] Loaded configuration for SHLS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.684583] [DEBUG] [LOCAL ] Loaded configuration for ALZN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.684676] [DEBUG] [LOCAL ] Loaded configuration for LYTS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.684752] [DEBUG] [LOCAL ] Loaded configuration for GDRX: 2 features, 60.0% accuracy [2025-11-26T21:38:53.684826] [DEBUG] [LOCAL ] Loaded configuration for MDXG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.684900] [DEBUG] [LOCAL ] Loaded configuration for NEA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.684984] [DEBUG] [LOCAL ] Loaded configuration for PNFP: 2 features, 90.0% accuracy [2025-11-26T21:38:53.685067] [DEBUG] [LOCAL ] Loaded configuration for AIPI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.685140] [DEBUG] [LOCAL ] Loaded configuration for SNTI: 5 features, 90.0% accuracy [2025-11-26T21:38:53.685212] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.685285] [DEBUG] [LOCAL ] Loaded configuration for COO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.685357] [DEBUG] [LOCAL ] Loaded configuration for TAC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.685431] [DEBUG] [LOCAL ] Loaded configuration for FBIO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.685514] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-11-26T21:38:53.685588] [DEBUG] [LOCAL ] Loaded configuration for GO: 4 features, 50.0% accuracy [2025-11-26T21:38:53.685681] [DEBUG] [LOCAL ] Loaded configuration for SARK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.685755] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.685827] [DEBUG] [LOCAL ] Loaded configuration for CRVO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.685899] [DEBUG] [LOCAL ] Loaded configuration for AGIO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.685973] [DEBUG] [LOCAL ] Loaded configuration for COLL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.686045] [DEBUG] [LOCAL ] Loaded configuration for EFSC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.686118] [DEBUG] [LOCAL ] Loaded configuration for SLG: 4 features, 80.0% accuracy [2025-11-26T21:38:53.686190] [DEBUG] [LOCAL ] Loaded configuration for XTKG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.686262] [DEBUG] [LOCAL ] Loaded configuration for ICFI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.686334] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.686404] [DEBUG] [LOCAL ] Loaded configuration for CZNC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.686477] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.686549] [DEBUG] [LOCAL ] Loaded configuration for PCH: 3 features, 50.0% accuracy [2025-11-26T21:38:53.686622] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.686714] [DEBUG] [LOCAL ] Loaded configuration for DAN: 1 features, 40.0% accuracy [2025-11-26T21:38:53.686788] [DEBUG] [LOCAL ] Loaded configuration for INDB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.686862] [DEBUG] [LOCAL ] Loaded configuration for USA: 5 features, 80.0% accuracy [2025-11-26T21:38:53.686934] [DEBUG] [LOCAL ] Loaded configuration for BBLG: 3 features, 100.0% accuracy [2025-11-26T21:38:53.687007] [DEBUG] [LOCAL ] Loaded configuration for PSCH: 4 features, 100.0% accuracy [2025-11-26T21:38:53.687080] [DEBUG] [LOCAL ] Loaded configuration for FMNB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.687161] [DEBUG] [LOCAL ] Loaded configuration for MDAI: 3 features, 60.0% accuracy [2025-11-26T21:38:53.687235] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.687308] [DEBUG] [LOCAL ] Loaded configuration for BFK: 5 features, 100.0% accuracy [2025-11-26T21:38:53.687414] [DEBUG] [LOCAL ] Loaded configuration for GRC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.687517] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.687588] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-11-26T21:38:53.687680] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.687755] [DEBUG] [LOCAL ] Loaded configuration for MDGL: 1 features, 80.0% accuracy [2025-11-26T21:38:53.687828] [DEBUG] [LOCAL ] Loaded configuration for RWAY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.687901] [DEBUG] [LOCAL ] Loaded configuration for TUGN: 4 features, 60.0% accuracy [2025-11-26T21:38:53.687974] [DEBUG] [LOCAL ] Loaded configuration for TSLA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.688047] [DEBUG] [LOCAL ] Loaded configuration for ANIP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.688122] [DEBUG] [LOCAL ] Loaded configuration for AOS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.688196] [DEBUG] [LOCAL ] Loaded configuration for KODK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.688271] [DEBUG] [LOCAL ] Loaded configuration for FTCS: 0 features, 70.0% accuracy [2025-11-26T21:38:53.688347] [DEBUG] [LOCAL ] Loaded configuration for LITE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.688436] [DEBUG] [LOCAL ] Loaded configuration for DAPP: 3 features, 50.0% accuracy [2025-11-26T21:38:53.688527] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.688600] [DEBUG] [LOCAL ] Loaded configuration for BFC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.688695] [DEBUG] [LOCAL ] Loaded configuration for SLQD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.688769] [DEBUG] [LOCAL ] Loaded configuration for IIF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.688843] [DEBUG] [LOCAL ] Loaded configuration for BME: 4 features, 70.0% accuracy [2025-11-26T21:38:53.688915] [DEBUG] [LOCAL ] Loaded configuration for OHI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.688988] [DEBUG] [LOCAL ] Loaded configuration for VXUS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.689061] [DEBUG] [LOCAL ] Loaded configuration for HOTH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.689136] [DEBUG] [LOCAL ] Loaded configuration for BNS: 7 features, 90.0% accuracy [2025-11-26T21:38:53.689210] [DEBUG] [LOCAL ] Loaded configuration for AMPH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.689283] [DEBUG] [LOCAL ] Loaded configuration for CLOA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.689356] [DEBUG] [LOCAL ] Loaded configuration for CDRO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.689429] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 80.0% accuracy [2025-11-26T21:38:53.689502] [DEBUG] [LOCAL ] Loaded configuration for REYN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.689575] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.689669] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.689745] [DEBUG] [LOCAL ] Loaded configuration for OCSL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.689818] [DEBUG] [LOCAL ] Loaded configuration for OXM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.689893] [DEBUG] [LOCAL ] Loaded configuration for LIVN: 6 features, 80.0% accuracy [2025-11-26T21:38:53.689966] [DEBUG] [LOCAL ] Loaded configuration for MBC: 5 features, 90.0% accuracy [2025-11-26T21:38:53.690038] [DEBUG] [LOCAL ] Loaded configuration for MBS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.690120] [DEBUG] [LOCAL ] Loaded configuration for IMMX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.690194] [DEBUG] [LOCAL ] Loaded configuration for BWMN: 4 features, 60.0% accuracy [2025-11-26T21:38:53.690265] [DEBUG] [LOCAL ] Loaded configuration for ARRY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.690349] [DEBUG] [LOCAL ] Loaded configuration for FITB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.690438] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.690522] [DEBUG] [LOCAL ] Loaded configuration for CING: 2 features, 70.0% accuracy [2025-11-26T21:38:53.690595] [DEBUG] [LOCAL ] Loaded configuration for SE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.690689] [DEBUG] [LOCAL ] Loaded configuration for PANL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.690764] [DEBUG] [LOCAL ] Loaded configuration for PD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.690838] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.690911] [DEBUG] [LOCAL ] Loaded configuration for KRMD: 3 features, 50.0% accuracy [2025-11-26T21:38:53.690983] [DEBUG] [LOCAL ] Loaded configuration for LPG: 1 features, 50.0% accuracy [2025-11-26T21:38:53.691057] [DEBUG] [LOCAL ] Loaded configuration for BIIB: 3 features, 50.0% accuracy [2025-11-26T21:38:53.691131] [DEBUG] [LOCAL ] Loaded configuration for PDI: 5 features, 90.0% accuracy [2025-11-26T21:38:53.691203] [DEBUG] [LOCAL ] Loaded configuration for APGE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.691277] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.691351] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.691431] [DEBUG] [LOCAL ] Loaded configuration for CYTK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.691505] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.691578] [DEBUG] [LOCAL ] Loaded configuration for PNQI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.691674] [DEBUG] [LOCAL ] Loaded configuration for COP: 2 features, 90.0% accuracy [2025-11-26T21:38:53.691751] [DEBUG] [LOCAL ] Loaded configuration for COLD: 0 features, 80.0% accuracy [2025-11-26T21:38:53.691825] [DEBUG] [LOCAL ] Loaded configuration for ATXS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.691898] [DEBUG] [LOCAL ] Loaded configuration for BCAL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.691971] [DEBUG] [LOCAL ] Loaded configuration for HTLD: 2 features, 60.0% accuracy [2025-11-26T21:38:53.692043] [DEBUG] [LOCAL ] Loaded configuration for PBYI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.692115] [DEBUG] [LOCAL ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.692197] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.692272] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.692351] [DEBUG] [LOCAL ] Loaded configuration for CASI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.692438] [DEBUG] [LOCAL ] Loaded configuration for PAYX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.692522] [DEBUG] [LOCAL ] Loaded configuration for LUNG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.692596] [DEBUG] [LOCAL ] Loaded configuration for PAY: 5 features, 70.0% accuracy [2025-11-26T21:38:53.692688] [DEBUG] [LOCAL ] Loaded configuration for VMO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.692763] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.692834] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 50.0% accuracy [2025-11-26T21:38:53.692908] [DEBUG] [LOCAL ] Loaded configuration for RYTM: 5 features, 80.0% accuracy [2025-11-26T21:38:53.692982] [DEBUG] [LOCAL ] Loaded configuration for TRP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.693063] [DEBUG] [LOCAL ] Loaded configuration for JBND: 0 features, 50.0% accuracy [2025-11-26T21:38:53.693137] [DEBUG] [LOCAL ] Loaded configuration for NCNO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.693210] [DEBUG] [LOCAL ] Loaded configuration for KLXE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.693284] [DEBUG] [LOCAL ] Loaded configuration for SF: 5 features, 90.0% accuracy [2025-11-26T21:38:53.693356] [DEBUG] [LOCAL ] Loaded configuration for GOVI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.693428] [DEBUG] [LOCAL ] Loaded configuration for GPK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.693501] [DEBUG] [LOCAL ] Loaded configuration for CTAS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.693574] [DEBUG] [LOCAL ] Loaded configuration for ATRA: 0 features, 70.0% accuracy [2025-11-26T21:38:53.693667] [DEBUG] [LOCAL ] Loaded configuration for VOTE: 5 features, 80.0% accuracy [2025-11-26T21:38:53.693745] [DEBUG] [LOCAL ] Loaded configuration for RSSS: 2 features, 50.0% accuracy [2025-11-26T21:38:53.693820] [DEBUG] [LOCAL ] Loaded configuration for DGX: 4 features, 50.0% accuracy [2025-11-26T21:38:53.693893] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 60.0% accuracy [2025-11-26T21:38:53.693968] [DEBUG] [LOCAL ] Loaded configuration for MANH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.694041] [DEBUG] [LOCAL ] Loaded configuration for GLPG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.694113] [DEBUG] [LOCAL ] Loaded configuration for ODD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.694186] [DEBUG] [LOCAL ] Loaded configuration for JSM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.694259] [DEBUG] [LOCAL ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.694336] [DEBUG] [LOCAL ] Loaded configuration for VGI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.694432] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.694509] [DEBUG] [LOCAL ] Loaded configuration for TBBK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.694594] [DEBUG] [LOCAL ] Loaded configuration for RXRX: 4 features, 70.0% accuracy [2025-11-26T21:38:53.694689] [DEBUG] [LOCAL ] Loaded configuration for CNTA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.694764] [DEBUG] [LOCAL ] Loaded configuration for HNRG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.694838] [DEBUG] [LOCAL ] Loaded configuration for ACB: 2 features, 60.0% accuracy [2025-11-26T21:38:53.694911] [DEBUG] [LOCAL ] Loaded configuration for VMD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.694984] [DEBUG] [LOCAL ] Loaded configuration for GOCO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.695056] [DEBUG] [LOCAL ] Loaded configuration for NRXP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.695129] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.695201] [DEBUG] [LOCAL ] Loaded configuration for CPS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.695273] [DEBUG] [LOCAL ] Loaded configuration for CVS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.695345] [DEBUG] [LOCAL ] Loaded configuration for BGC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.695416] [DEBUG] [LOCAL ] Loaded configuration for CROX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.695488] [DEBUG] [LOCAL ] Loaded configuration for HTOO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.695560] [DEBUG] [LOCAL ] Loaded configuration for NEON: 2 features, 80.0% accuracy [2025-11-26T21:38:53.695632] [DEBUG] [LOCAL ] Loaded configuration for JACK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.695730] [DEBUG] [LOCAL ] Loaded configuration for BRAG: 3 features, 60.0% accuracy [2025-11-26T21:38:53.695803] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 2 features, 50.0% accuracy [2025-11-26T21:38:53.695876] [DEBUG] [LOCAL ] Loaded configuration for ASB: 0 features, 70.0% accuracy [2025-11-26T21:38:53.695960] [DEBUG] [LOCAL ] Loaded configuration for BCO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.696034] [DEBUG] [LOCAL ] Loaded configuration for ENTG: 0 features, 70.0% accuracy [2025-11-26T21:38:53.696107] [DEBUG] [LOCAL ] Loaded configuration for SYM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.696180] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.696252] [DEBUG] [LOCAL ] Loaded configuration for CGTX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.696325] [DEBUG] [LOCAL ] Loaded configuration for IQ: 4 features, 80.0% accuracy [2025-11-26T21:38:53.696398] [DEBUG] [LOCAL ] Loaded configuration for UDMY: 0 features, 90.0% accuracy [2025-11-26T21:38:53.696476] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.696551] [DEBUG] [LOCAL ] Loaded configuration for FLUX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.696624] [DEBUG] [LOCAL ] Loaded configuration for MCY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.696752] [DEBUG] [LOCAL ] Loaded configuration for MREO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.696831] [DEBUG] [LOCAL ] Loaded configuration for JCE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.696904] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.696977] [DEBUG] [LOCAL ] Loaded configuration for BSCY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.697051] [DEBUG] [LOCAL ] Loaded configuration for USIO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.697124] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.697197] [DEBUG] [LOCAL ] Loaded configuration for PFIS: 1 features, 100.0% accuracy [2025-11-26T21:38:53.697271] [DEBUG] [LOCAL ] Loaded configuration for BZUN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.697351] [DEBUG] [LOCAL ] Loaded configuration for META: 2 features, 80.0% accuracy [2025-11-26T21:38:53.697463] [DEBUG] [LOCAL ] Loaded configuration for CRVL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.697545] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.697617] [DEBUG] [LOCAL ] Loaded configuration for KLAC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.697712] [DEBUG] [LOCAL ] Loaded configuration for NBN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.697786] [DEBUG] [LOCAL ] Loaded configuration for SEIC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.697861] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 90.0% accuracy [2025-11-26T21:38:53.697972] [DEBUG] [LOCAL ] Loaded configuration for MTRX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.698060] [DEBUG] [LOCAL ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.698136] [DEBUG] [LOCAL ] Loaded configuration for AXP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.698210] [DEBUG] [LOCAL ] Loaded configuration for MIGI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.698282] [DEBUG] [LOCAL ] Loaded configuration for RMI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.698353] [DEBUG] [LOCAL ] Loaded configuration for JBI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.698426] [DEBUG] [LOCAL ] Loaded configuration for NAD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.698498] [DEBUG] [LOCAL ] Loaded configuration for FMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.698571] [DEBUG] [LOCAL ] Loaded configuration for ULBI: 3 features, 60.0% accuracy [2025-11-26T21:38:53.698662] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.698746] [DEBUG] [LOCAL ] Loaded configuration for BCX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.698835] [DEBUG] [LOCAL ] Loaded configuration for IBTH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.698912] [DEBUG] [LOCAL ] Loaded configuration for PTH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.698995] [DEBUG] [LOCAL ] Loaded configuration for BPRN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.699070] [DEBUG] [LOCAL ] Loaded configuration for XYL: 3 features, 100.0% accuracy [2025-11-26T21:38:53.699144] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.699215] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.699287] [DEBUG] [LOCAL ] Loaded configuration for SSRM: 2 features, 90.0% accuracy [2025-11-26T21:38:53.699362] [DEBUG] [LOCAL ] Loaded configuration for TORO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.699434] [DEBUG] [LOCAL ] Loaded configuration for IBRX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.699507] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.699580] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.699676] [DEBUG] [LOCAL ] Loaded configuration for TEI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.699752] [DEBUG] [LOCAL ] Loaded configuration for GRVY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.699832] [DEBUG] [LOCAL ] Loaded configuration for VRA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.699929] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.700006] [DEBUG] [LOCAL ] Loaded configuration for FTEK: 0 features, 70.0% accuracy [2025-11-26T21:38:53.700080] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 1 features, 60.0% accuracy [2025-11-26T21:38:53.700152] [DEBUG] [LOCAL ] Loaded configuration for AGI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.700225] [DEBUG] [LOCAL ] Loaded configuration for WEC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.700299] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.700385] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.700473] [DEBUG] [LOCAL ] Loaded configuration for USTB: 0 features, 80.0% accuracy [2025-11-26T21:38:53.700561] [DEBUG] [LOCAL ] Loaded configuration for CIB: 3 features, 90.0% accuracy [2025-11-26T21:38:53.700634] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.700732] [DEBUG] [LOCAL ] Loaded configuration for FBNC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.700806] [DEBUG] [LOCAL ] Loaded configuration for VEON: 2 features, 70.0% accuracy [2025-11-26T21:38:53.700878] [DEBUG] [LOCAL ] Loaded configuration for WDI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.700952] [DEBUG] [LOCAL ] Loaded configuration for AGD: 2 features, 80.0% accuracy [2025-11-26T21:38:53.701024] [DEBUG] [LOCAL ] Loaded configuration for LFVN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.701097] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.701170] [DEBUG] [LOCAL ] Loaded configuration for RLMD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.701242] [DEBUG] [LOCAL ] Loaded configuration for BLDP: 2 features, 60.0% accuracy [2025-11-26T21:38:53.701315] [DEBUG] [LOCAL ] Loaded configuration for CHRD: 1 features, 40.0% accuracy [2025-11-26T21:38:53.701405] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.701494] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.701574] [DEBUG] [LOCAL ] Loaded configuration for VONE: 2 features, 90.0% accuracy [2025-11-26T21:38:53.701663] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 90.0% accuracy [2025-11-26T21:38:53.701740] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.701813] [DEBUG] [LOCAL ] Loaded configuration for BILL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.701886] [DEBUG] [LOCAL ] Loaded configuration for THC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.701980] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.702055] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.702128] [DEBUG] [LOCAL ] Loaded configuration for HFWA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.702200] [DEBUG] [LOCAL ] Loaded configuration for UHS: 0 features, 70.0% accuracy [2025-11-26T21:38:53.702272] [DEBUG] [LOCAL ] Loaded configuration for DRS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.702344] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.702417] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.702490] [DEBUG] [LOCAL ] Loaded configuration for BHK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.702563] [DEBUG] [LOCAL ] Loaded configuration for AREC: 0 features, 60.0% accuracy [2025-11-26T21:38:53.702635] [DEBUG] [LOCAL ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy [2025-11-26T21:38:53.702730] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 90.0% accuracy [2025-11-26T21:38:53.702805] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.702880] [DEBUG] [LOCAL ] Loaded configuration for PENN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.702961] [DEBUG] [LOCAL ] Loaded configuration for GPI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.703052] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 90.0% accuracy [2025-11-26T21:38:53.703137] [DEBUG] [LOCAL ] Loaded configuration for CFFN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.703210] [DEBUG] [LOCAL ] Loaded configuration for WD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.703284] [DEBUG] [LOCAL ] Loaded configuration for SOXX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.703357] [DEBUG] [LOCAL ] Loaded configuration for PSX: 1 features, 90.0% accuracy [2025-11-26T21:38:53.703429] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 100.0% accuracy [2025-11-26T21:38:53.703502] [DEBUG] [LOCAL ] Loaded configuration for CERS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.703576] [DEBUG] [LOCAL ] Loaded configuration for RAIL: 7 features, 100.0% accuracy [2025-11-26T21:38:53.703671] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.703748] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 5 features, 90.0% accuracy [2025-11-26T21:38:53.703822] [DEBUG] [LOCAL ] Loaded configuration for PNRG: 4 features, 60.0% accuracy [2025-11-26T21:38:53.703895] [DEBUG] [LOCAL ] Loaded configuration for VLO: 4 features, 100.0% accuracy [2025-11-26T21:38:53.703970] [DEBUG] [LOCAL ] Loaded configuration for ALGS: 1 features, 50.0% accuracy [2025-11-26T21:38:53.704043] [DEBUG] [LOCAL ] Loaded configuration for MSA: 4 features, 100.0% accuracy [2025-11-26T21:38:53.704116] [DEBUG] [LOCAL ] Loaded configuration for PFE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.704192] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.704267] [DEBUG] [LOCAL ] Loaded configuration for IEF: 3 features, 100.0% accuracy [2025-11-26T21:38:53.704341] [DEBUG] [LOCAL ] Loaded configuration for TXO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.704416] [DEBUG] [LOCAL ] Loaded configuration for KSCP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.704536] [DEBUG] [LOCAL ] Loaded configuration for QQQX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.704617] [DEBUG] [LOCAL ] Loaded configuration for AKBA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.704711] [DEBUG] [LOCAL ] Loaded configuration for HOLX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.704790] [DEBUG] [LOCAL ] Loaded configuration for MUE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.704864] [DEBUG] [LOCAL ] Loaded configuration for PODD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.704948] [DEBUG] [LOCAL ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy [2025-11-26T21:38:53.705023] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.705099] [DEBUG] [LOCAL ] Loaded configuration for SIMO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.705173] [DEBUG] [LOCAL ] Loaded configuration for PDFS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.705248] [DEBUG] [LOCAL ] Loaded configuration for CGBD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.705321] [DEBUG] [LOCAL ] Loaded configuration for TEM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.705401] [DEBUG] [LOCAL ] Loaded configuration for EA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.705476] [DEBUG] [LOCAL ] Loaded configuration for EMD: 5 features, 70.0% accuracy [2025-11-26T21:38:53.705550] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.705672] [DEBUG] [LOCAL ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.705781] [DEBUG] [LOCAL ] Loaded configuration for NTES: 3 features, 80.0% accuracy [2025-11-26T21:38:53.705862] [DEBUG] [LOCAL ] Loaded configuration for CIGI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.705937] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.706011] [DEBUG] [LOCAL ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.706086] [DEBUG] [LOCAL ] Loaded configuration for NMIH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.706161] [DEBUG] [LOCAL ] Loaded configuration for MIND: 6 features, 80.0% accuracy [2025-11-26T21:38:53.706236] [DEBUG] [LOCAL ] Loaded configuration for POWI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.706310] [DEBUG] [LOCAL ] Loaded configuration for EC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.706383] [DEBUG] [LOCAL ] Loaded configuration for ATLC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.706462] [DEBUG] [LOCAL ] Loaded configuration for RING: 4 features, 80.0% accuracy [2025-11-26T21:38:53.706536] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.706611] [DEBUG] [LOCAL ] Loaded configuration for ISRG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.706705] [DEBUG] [LOCAL ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy [2025-11-26T21:38:53.706781] [DEBUG] [LOCAL ] Loaded configuration for TCPC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.706855] [DEBUG] [LOCAL ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy [2025-11-26T21:38:53.706930] [DEBUG] [LOCAL ] Loaded configuration for FOSL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.707004] [DEBUG] [LOCAL ] Loaded configuration for ACVA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.707077] [DEBUG] [LOCAL ] Loaded configuration for GLDD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.707151] [DEBUG] [LOCAL ] Loaded configuration for BWAY: 6 features, 80.0% accuracy [2025-11-26T21:38:53.707226] [DEBUG] [LOCAL ] Loaded configuration for USOY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.707301] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.707376] [DEBUG] [LOCAL ] Loaded configuration for SCZ: 0 features, 60.0% accuracy [2025-11-26T21:38:53.707482] [DEBUG] [LOCAL ] Loaded configuration for TCOM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.707558] [DEBUG] [LOCAL ] Loaded configuration for LPSN: 2 features, 100.0% accuracy [2025-11-26T21:38:53.707634] [DEBUG] [LOCAL ] Loaded configuration for FLEX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.707732] [DEBUG] [LOCAL ] Loaded configuration for RPAY: 5 features, 80.0% accuracy [2025-11-26T21:38:53.707807] [DEBUG] [LOCAL ] Loaded configuration for IGF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.707882] [DEBUG] [LOCAL ] Loaded configuration for PSC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.707958] [DEBUG] [LOCAL ] Loaded configuration for SQM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.708040] [DEBUG] [LOCAL ] Loaded configuration for AME: 3 features, 70.0% accuracy [2025-11-26T21:38:53.708116] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 0 features, 70.0% accuracy [2025-11-26T21:38:53.708201] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.708277] [DEBUG] [LOCAL ] Loaded configuration for BTSG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.708364] [DEBUG] [LOCAL ] Loaded configuration for DD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.708454] [DEBUG] [LOCAL ] Loaded configuration for SHFS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.708537] [DEBUG] [LOCAL ] Loaded configuration for VVOS: 4 features, 60.0% accuracy [2025-11-26T21:38:53.708612] [DEBUG] [LOCAL ] Loaded configuration for GNTX: 6 features, 80.0% accuracy [2025-11-26T21:38:53.708707] [DEBUG] [LOCAL ] Loaded configuration for FPXI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.708783] [DEBUG] [LOCAL ] Loaded configuration for FISI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.708857] [DEBUG] [LOCAL ] Loaded configuration for AAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.708930] [DEBUG] [LOCAL ] Loaded configuration for TTEK: 3 features, 60.0% accuracy [2025-11-26T21:38:53.709004] [DEBUG] [LOCAL ] Loaded configuration for MILN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.709078] [DEBUG] [LOCAL ] Loaded configuration for BANF: 2 features, 70.0% accuracy [2025-11-26T21:38:53.709152] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.709226] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.709300] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.709377] [DEBUG] [LOCAL ] Loaded configuration for LGCL: 1 features, 50.0% accuracy [2025-11-26T21:38:53.709456] [DEBUG] [LOCAL ] Loaded configuration for DDOG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.709529] [DEBUG] [LOCAL ] Loaded configuration for STM: 4 features, 70.0% accuracy [2025-11-26T21:38:53.709604] [DEBUG] [LOCAL ] Loaded configuration for CDL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.709700] [DEBUG] [LOCAL ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy [2025-11-26T21:38:53.709777] [DEBUG] [LOCAL ] Loaded configuration for HASI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.709868] [DEBUG] [LOCAL ] Loaded configuration for ORLY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.709946] [DEBUG] [LOCAL ] Loaded configuration for TERN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.710020] [DEBUG] [LOCAL ] Loaded configuration for ITIC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.710093] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.710166] [DEBUG] [LOCAL ] Loaded configuration for KOD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.710239] [DEBUG] [LOCAL ] Loaded configuration for TLK: 1 features, 60.0% accuracy [2025-11-26T21:38:53.710313] [DEBUG] [LOCAL ] Loaded configuration for KRP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.710387] [DEBUG] [LOCAL ] Loaded configuration for APP: 0 features, 80.0% accuracy [2025-11-26T21:38:53.710460] [DEBUG] [LOCAL ] Loaded configuration for IRWD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.710535] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.710607] [DEBUG] [LOCAL ] Loaded configuration for LOCO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.710704] [DEBUG] [LOCAL ] Loaded configuration for FEPI: 3 features, 100.0% accuracy [2025-11-26T21:38:53.710779] [DEBUG] [LOCAL ] Loaded configuration for KRO: 1 features, 50.0% accuracy [2025-11-26T21:38:53.710854] [DEBUG] [LOCAL ] Loaded configuration for FDUS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.710928] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.711010] [DEBUG] [LOCAL ] Loaded configuration for WSBF: 4 features, 70.0% accuracy [2025-11-26T21:38:53.711083] [DEBUG] [LOCAL ] Loaded configuration for SWIM: 3 features, 90.0% accuracy [2025-11-26T21:38:53.711156] [DEBUG] [LOCAL ] Loaded configuration for NTAP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.711230] [DEBUG] [LOCAL ] Loaded configuration for OLLI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.711303] [DEBUG] [LOCAL ] Loaded configuration for PRZO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.711375] [DEBUG] [LOCAL ] Loaded configuration for AMD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.711449] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.711523] [DEBUG] [LOCAL ] Loaded configuration for BOOM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.711599] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.711696] [DEBUG] [LOCAL ] Loaded configuration for BFAM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.711771] [DEBUG] [LOCAL ] Loaded configuration for CMTL: 0 features, 90.0% accuracy [2025-11-26T21:38:53.711845] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.711918] [DEBUG] [LOCAL ] Loaded configuration for NBBK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.711991] [DEBUG] [LOCAL ] Loaded configuration for ASH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.712064] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.712137] [DEBUG] [LOCAL ] Loaded configuration for NWBI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.712210] [DEBUG] [LOCAL ] Loaded configuration for TARK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.712283] [DEBUG] [LOCAL ] Loaded configuration for OPBK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.712370] [DEBUG] [LOCAL ] Loaded configuration for AUTL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.712449] [DEBUG] [LOCAL ] Loaded configuration for AEI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.712521] [DEBUG] [LOCAL ] Loaded configuration for HQY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.712594] [DEBUG] [LOCAL ] Loaded configuration for EXP: 5 features, 90.0% accuracy [2025-11-26T21:38:53.712689] [DEBUG] [LOCAL ] Loaded configuration for ONL: 1 features, 80.0% accuracy [2025-11-26T21:38:53.712765] [DEBUG] [LOCAL ] Loaded configuration for UFO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.712837] [DEBUG] [LOCAL ] Loaded configuration for POAI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.712908] [DEBUG] [LOCAL ] Loaded configuration for MLYS: 1 features, 50.0% accuracy [2025-11-26T21:38:53.712981] [DEBUG] [LOCAL ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.713053] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.713126] [DEBUG] [LOCAL ] Loaded configuration for MGNI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.713199] [DEBUG] [LOCAL ] Loaded configuration for FTSM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.713271] [DEBUG] [LOCAL ] Loaded configuration for TXG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.713343] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.713417] [DEBUG] [LOCAL ] Loaded configuration for CM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.713489] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.713561] [DEBUG] [LOCAL ] Loaded configuration for COKE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.713660] [DEBUG] [LOCAL ] Loaded configuration for HIMX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.713738] [DEBUG] [LOCAL ] Loaded configuration for AVGO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.713813] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.713901] [DEBUG] [LOCAL ] Loaded configuration for EE: 0 features, 70.0% accuracy [2025-11-26T21:38:53.713975] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.714055] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.714129] [DEBUG] [LOCAL ] Loaded configuration for ADSK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.714201] [DEBUG] [LOCAL ] Loaded configuration for FF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.714274] [DEBUG] [LOCAL ] Loaded configuration for FDX: 1 features, 60.0% accuracy [2025-11-26T21:38:53.714346] [DEBUG] [LOCAL ] Loaded configuration for ARKO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.714422] [DEBUG] [LOCAL ] Loaded configuration for SWBI: 3 features, 60.0% accuracy [2025-11-26T21:38:53.714494] [DEBUG] [LOCAL ] Loaded configuration for PERI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.714587] [DEBUG] [LOCAL ] Loaded configuration for WLDS: 0 features, 90.0% accuracy [2025-11-26T21:38:53.714687] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.714765] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 70.0% accuracy [2025-11-26T21:38:53.714839] [DEBUG] [LOCAL ] Loaded configuration for CHY: 5 features, 80.0% accuracy [2025-11-26T21:38:53.714913] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 4 features, 70.0% accuracy [2025-11-26T21:38:53.714986] [DEBUG] [LOCAL ] Loaded configuration for FHN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.715060] [DEBUG] [LOCAL ] Loaded configuration for PAGP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.715134] [DEBUG] [LOCAL ] Loaded configuration for INSG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.715206] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-11-26T21:38:53.715279] [DEBUG] [LOCAL ] Loaded configuration for AIRG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.715364] [DEBUG] [LOCAL ] Loaded configuration for CETX: 0 features, 90.0% accuracy [2025-11-26T21:38:53.715455] [DEBUG] [LOCAL ] Loaded configuration for LITM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.715537] [DEBUG] [LOCAL ] Loaded configuration for API: 3 features, 80.0% accuracy [2025-11-26T21:38:53.715609] [DEBUG] [LOCAL ] Loaded configuration for UEIC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.715702] [DEBUG] [LOCAL ] Loaded configuration for MSFL: 5 features, 70.0% accuracy [2025-11-26T21:38:53.715778] [DEBUG] [LOCAL ] Loaded configuration for BIRD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.715871] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-11-26T21:38:53.715948] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.716022] [DEBUG] [LOCAL ] Loaded configuration for JDZG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.716095] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 90.0% accuracy [2025-11-26T21:38:53.716168] [DEBUG] [LOCAL ] Loaded configuration for PCTY: 5 features, 60.0% accuracy [2025-11-26T21:38:53.716242] [DEBUG] [LOCAL ] Loaded configuration for OPXS: 5 features, 80.0% accuracy [2025-11-26T21:38:53.716314] [DEBUG] [LOCAL ] Loaded configuration for NVDA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.716387] [DEBUG] [LOCAL ] Loaded configuration for RAVE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.716461] [DEBUG] [LOCAL ] Loaded configuration for CIF: 1 features, 90.0% accuracy [2025-11-26T21:38:53.716534] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.716608] [DEBUG] [LOCAL ] Loaded configuration for MCHI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.716703] [DEBUG] [LOCAL ] Loaded configuration for VREX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.716777] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.716862] [DEBUG] [LOCAL ] Loaded configuration for VC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.716936] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-11-26T21:38:53.717011] [DEBUG] [LOCAL ] Loaded configuration for BLD: 2 features, 50.0% accuracy [2025-11-26T21:38:53.717084] [DEBUG] [LOCAL ] Loaded configuration for FENC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.717159] [DEBUG] [LOCAL ] Loaded configuration for TSM: 6 features, 70.0% accuracy [2025-11-26T21:38:53.717231] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.717305] [DEBUG] [LOCAL ] Loaded configuration for TRVG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.717379] [DEBUG] [LOCAL ] Loaded configuration for PLAB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.717503] [DEBUG] [LOCAL ] Loaded configuration for DGII: 2 features, 70.0% accuracy [2025-11-26T21:38:53.717597] [DEBUG] [LOCAL ] Loaded configuration for INCY: 6 features, 80.0% accuracy [2025-11-26T21:38:53.717698] [DEBUG] [LOCAL ] Loaded configuration for CGABL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.717775] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.717847] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.717920] [DEBUG] [LOCAL ] Loaded configuration for EBON: 2 features, 70.0% accuracy [2025-11-26T21:38:53.717992] [DEBUG] [LOCAL ] Loaded configuration for AWF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.718066] [DEBUG] [LOCAL ] Loaded configuration for M: 3 features, 80.0% accuracy [2025-11-26T21:38:53.718146] [DEBUG] [LOCAL ] Loaded configuration for TREE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.718220] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 5 features, 90.0% accuracy [2025-11-26T21:38:53.718293] [DEBUG] [LOCAL ] Loaded configuration for DSM: 2 features, 60.0% accuracy [2025-11-26T21:38:53.718367] [DEBUG] [LOCAL ] Loaded configuration for FMN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.718440] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 60.0% accuracy [2025-11-26T21:38:53.718515] [DEBUG] [LOCAL ] Loaded configuration for DNP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.718587] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.718680] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-11-26T21:38:53.718755] [DEBUG] [LOCAL ] Loaded configuration for CELC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.718829] [DEBUG] [LOCAL ] Loaded configuration for MFI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.718917] [DEBUG] [LOCAL ] Loaded configuration for INM: 0 features, 70.0% accuracy [2025-11-26T21:38:53.719008] [DEBUG] [LOCAL ] Loaded configuration for BEEM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.719097] [DEBUG] [LOCAL ] Loaded configuration for PLUG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.719172] [DEBUG] [LOCAL ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.719245] [DEBUG] [LOCAL ] Loaded configuration for PGJ: 1 features, 90.0% accuracy [2025-11-26T21:38:53.719318] [DEBUG] [LOCAL ] Loaded configuration for RGS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.719394] [DEBUG] [LOCAL ] Loaded configuration for GDS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.719467] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.719550] [DEBUG] [LOCAL ] Loaded configuration for CHI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.719665] [DEBUG] [LOCAL ] Loaded configuration for BAH: 5 features, 70.0% accuracy [2025-11-26T21:38:53.719750] [DEBUG] [LOCAL ] Loaded configuration for FEIM: 0 features, 50.0% accuracy [2025-11-26T21:38:53.719824] [DEBUG] [LOCAL ] Loaded configuration for OPEN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.719907] [DEBUG] [LOCAL ] Loaded configuration for LYRA: 5 features, 90.0% accuracy [2025-11-26T21:38:53.719983] [DEBUG] [LOCAL ] Loaded configuration for SNCY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.720056] [DEBUG] [LOCAL ] Loaded configuration for ARGX: 4 features, 60.0% accuracy [2025-11-26T21:38:53.720129] [DEBUG] [LOCAL ] Loaded configuration for CDNA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.720203] [DEBUG] [LOCAL ] Loaded configuration for URNJ: 1 features, 70.0% accuracy [2025-11-26T21:38:53.720276] [DEBUG] [LOCAL ] Loaded configuration for MARA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.720349] [DEBUG] [LOCAL ] Loaded configuration for MTD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.720425] [DEBUG] [LOCAL ] Loaded configuration for OBIO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.720499] [DEBUG] [LOCAL ] Loaded configuration for CRDF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.720573] [DEBUG] [LOCAL ] Loaded configuration for WAY: 5 features, 70.0% accuracy [2025-11-26T21:38:53.720665] [DEBUG] [LOCAL ] Loaded configuration for COWG: 4 features, 80.0% accuracy [2025-11-26T21:38:53.720741] [DEBUG] [LOCAL ] Loaded configuration for CRDO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.720814] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.720888] [DEBUG] [LOCAL ] Loaded configuration for AGYS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.720961] [DEBUG] [LOCAL ] Loaded configuration for BMO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.721035] [DEBUG] [LOCAL ] Loaded configuration for ARQQ: 4 features, 90.0% accuracy [2025-11-26T21:38:53.721110] [DEBUG] [LOCAL ] Loaded configuration for BNDX: 6 features, 70.0% accuracy [2025-11-26T21:38:53.721183] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.721256] [DEBUG] [LOCAL ] Loaded configuration for CAC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.721328] [DEBUG] [LOCAL ] Loaded configuration for ABVE: 3 features, 50.0% accuracy [2025-11-26T21:38:53.721402] [DEBUG] [LOCAL ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy [2025-11-26T21:38:53.721476] [DEBUG] [LOCAL ] Loaded configuration for AMTX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.721549] [DEBUG] [LOCAL ] Loaded configuration for CEVA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.721622] [DEBUG] [LOCAL ] Loaded configuration for CPK: 1 features, 90.0% accuracy [2025-11-26T21:38:53.721720] [DEBUG] [LOCAL ] Loaded configuration for IBCP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.721795] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.721868] [DEBUG] [LOCAL ] Loaded configuration for ROCK: 3 features, 60.0% accuracy [2025-11-26T21:38:53.721942] [DEBUG] [LOCAL ] Loaded configuration for IMRX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.722017] [DEBUG] [LOCAL ] Loaded configuration for NRC: 5 features, 90.0% accuracy [2025-11-26T21:38:53.722091] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.722166] [DEBUG] [LOCAL ] Loaded configuration for NIC: 5 features, 100.0% accuracy [2025-11-26T21:38:53.722239] [DEBUG] [LOCAL ] Loaded configuration for WPC: 0 features, 60.0% accuracy [2025-11-26T21:38:53.722312] [DEBUG] [LOCAL ] Loaded configuration for UAL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.722385] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.722458] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.722533] [DEBUG] [LOCAL ] Loaded configuration for INGN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.722606] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.722701] [DEBUG] [LOCAL ] Loaded configuration for PKG: 0 features, 80.0% accuracy [2025-11-26T21:38:53.722785] [DEBUG] [LOCAL ] Loaded configuration for CE: 4 features, 90.0% accuracy [2025-11-26T21:38:53.722860] [DEBUG] [LOCAL ] Loaded configuration for TWFG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.722936] [DEBUG] [LOCAL ] Loaded configuration for MGTX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.723009] [DEBUG] [LOCAL ] Loaded configuration for BBN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.723083] [DEBUG] [LOCAL ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.723157] [DEBUG] [LOCAL ] Loaded configuration for FTHM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.723230] [DEBUG] [LOCAL ] Loaded configuration for VSDA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.723305] [DEBUG] [LOCAL ] Loaded configuration for DSGN: 5 features, 80.0% accuracy [2025-11-26T21:38:53.723389] [DEBUG] [LOCAL ] Loaded configuration for VONG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.723478] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.723563] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.723636] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.723734] [DEBUG] [LOCAL ] Loaded configuration for EARN: 3 features, 60.0% accuracy [2025-11-26T21:38:53.723809] [DEBUG] [LOCAL ] Loaded configuration for PRO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.723884] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.723958] [DEBUG] [LOCAL ] Loaded configuration for RYN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.724032] [DEBUG] [LOCAL ] Loaded configuration for CRML: 1 features, 70.0% accuracy [2025-11-26T21:38:53.724106] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.724180] [DEBUG] [LOCAL ] Loaded configuration for XEL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.724254] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.724329] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-11-26T21:38:53.724403] [DEBUG] [LOCAL ] Loaded configuration for RGCO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.724476] [DEBUG] [LOCAL ] Loaded configuration for PTY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.724550] [DEBUG] [LOCAL ] Loaded configuration for ASLE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.724657] [DEBUG] [LOCAL ] Loaded configuration for TECX: 5 features, 80.0% accuracy [2025-11-26T21:38:53.724745] [DEBUG] [LOCAL ] Loaded configuration for ECPG: 1 features, 100.0% accuracy [2025-11-26T21:38:53.724823] [DEBUG] [LOCAL ] Loaded configuration for SONO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.724898] [DEBUG] [LOCAL ] Loaded configuration for SKM: 0 features, 80.0% accuracy [2025-11-26T21:38:53.724974] [DEBUG] [LOCAL ] Loaded configuration for AEO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.725047] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.725122] [DEBUG] [LOCAL ] Loaded configuration for PETS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.725196] [DEBUG] [LOCAL ] Loaded configuration for CVRX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.725270] [DEBUG] [LOCAL ] Loaded configuration for RACE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.725366] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.725459] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.725542] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.725616] [DEBUG] [LOCAL ] Loaded configuration for LVO: 1 features, 50.0% accuracy [2025-11-26T21:38:53.725712] [DEBUG] [LOCAL ] Loaded configuration for FDIF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.725803] [DEBUG] [LOCAL ] Loaded configuration for ODFL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.725919] [DEBUG] [LOCAL ] Loaded configuration for DGLY: 0 features, 70.0% accuracy [2025-11-26T21:38:53.726013] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 4 features, 90.0% accuracy [2025-11-26T21:38:53.726091] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 60.0% accuracy [2025-11-26T21:38:53.726165] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.726240] [DEBUG] [LOCAL ] Loaded configuration for PEO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.726313] [DEBUG] [LOCAL ] Loaded configuration for ATRC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.726387] [DEBUG] [LOCAL ] Loaded configuration for WIA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.726460] [DEBUG] [LOCAL ] Loaded configuration for BDTX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.726534] [DEBUG] [LOCAL ] Loaded configuration for BLCN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.726608] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-11-26T21:38:53.726706] [DEBUG] [LOCAL ] Loaded configuration for GASS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.726781] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 1 features, 50.0% accuracy [2025-11-26T21:38:53.726857] [DEBUG] [LOCAL ] Loaded configuration for MSBI: 6 features, 90.0% accuracy [2025-11-26T21:38:53.726933] [DEBUG] [LOCAL ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.727009] [DEBUG] [LOCAL ] Loaded configuration for RNA: 4 features, 50.0% accuracy [2025-11-26T21:38:53.727085] [DEBUG] [LOCAL ] Loaded configuration for PTLO: 5 features, 70.0% accuracy [2025-11-26T21:38:53.727169] [DEBUG] [LOCAL ] Loaded configuration for ALC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.727247] [DEBUG] [LOCAL ] Loaded configuration for TSL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.727322] [DEBUG] [LOCAL ] Loaded configuration for BZH: 1 features, 70.0% accuracy [2025-11-26T21:38:53.727415] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.727497] [DEBUG] [LOCAL ] Loaded configuration for TMUS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.727572] [DEBUG] [LOCAL ] Loaded configuration for CCI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.727665] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.727743] [DEBUG] [LOCAL ] Loaded configuration for YETI: 0 features, 60.0% accuracy [2025-11-26T21:38:53.727819] [DEBUG] [LOCAL ] Loaded configuration for PHI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.727892] [DEBUG] [LOCAL ] Loaded configuration for UHG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.727967] [DEBUG] [LOCAL ] Loaded configuration for SNA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.728040] [DEBUG] [LOCAL ] Loaded configuration for WWD: 0 features, 70.0% accuracy [2025-11-26T21:38:53.728114] [DEBUG] [LOCAL ] Loaded configuration for GTN: 2 features, 50.0% accuracy [2025-11-26T21:38:53.728188] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.728261] [DEBUG] [LOCAL ] Loaded configuration for XTIA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.728334] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.728413] [DEBUG] [LOCAL ] Loaded configuration for DIOD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.728503] [DEBUG] [LOCAL ] Loaded configuration for WEN: 0 features, 80.0% accuracy [2025-11-26T21:38:53.728582] [DEBUG] [LOCAL ] Loaded configuration for QQQY: 4 features, 70.0% accuracy [2025-11-26T21:38:53.728680] [DEBUG] [LOCAL ] Loaded configuration for DBI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.728797] [DEBUG] [LOCAL ] Loaded configuration for OPK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.728881] [DEBUG] [LOCAL ] Loaded configuration for MCRI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.728959] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.729034] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.729109] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.729183] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.729256] [DEBUG] [LOCAL ] Loaded configuration for EVGN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.729330] [DEBUG] [LOCAL ] Loaded configuration for CG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.729409] [DEBUG] [LOCAL ] Loaded configuration for AXGN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.729483] [DEBUG] [LOCAL ] Loaded configuration for DHF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.729559] [DEBUG] [LOCAL ] Loaded configuration for BC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.729632] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.729728] [DEBUG] [LOCAL ] Loaded configuration for IDAI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.729803] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-11-26T21:38:53.729877] [DEBUG] [LOCAL ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy [2025-11-26T21:38:53.729952] [DEBUG] [LOCAL ] Loaded configuration for SVC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.730026] [DEBUG] [LOCAL ] Loaded configuration for OPTX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.730099] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.730174] [DEBUG] [LOCAL ] Loaded configuration for KBWB: 4 features, 100.0% accuracy [2025-11-26T21:38:53.730249] [DEBUG] [LOCAL ] Loaded configuration for CPF: 5 features, 70.0% accuracy [2025-11-26T21:38:53.730323] [DEBUG] [LOCAL ] Loaded configuration for NIE: 1 features, 60.0% accuracy [2025-11-26T21:38:53.730398] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.730472] [DEBUG] [LOCAL ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.730545] [DEBUG] [LOCAL ] Loaded configuration for BLE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.730619] [DEBUG] [LOCAL ] Loaded configuration for MCS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.730716] [DEBUG] [LOCAL ] Loaded configuration for PGNY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.730792] [DEBUG] [LOCAL ] Loaded configuration for TTI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.730868] [DEBUG] [LOCAL ] Loaded configuration for ETHA: 4 features, 70.0% accuracy [2025-11-26T21:38:53.730942] [DEBUG] [LOCAL ] Loaded configuration for MNRO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.731018] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 4 features, 60.0% accuracy [2025-11-26T21:38:53.731091] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.731164] [DEBUG] [LOCAL ] Loaded configuration for DNLI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.731238] [DEBUG] [LOCAL ] Loaded configuration for SOPA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.731313] [DEBUG] [LOCAL ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.731403] [DEBUG] [LOCAL ] Loaded configuration for SPRY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.731494] [DEBUG] [LOCAL ] Loaded configuration for ADM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.731572] [DEBUG] [LOCAL ] Loaded configuration for TRUP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.731666] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-11-26T21:38:53.731744] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.731827] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 4 features, 70.0% accuracy [2025-11-26T21:38:53.731902] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 2 features, 50.0% accuracy [2025-11-26T21:38:53.731979] [DEBUG] [LOCAL ] Loaded configuration for NC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.732054] [DEBUG] [LOCAL ] Loaded configuration for USOI: 0 features, 60.0% accuracy [2025-11-26T21:38:53.732136] [DEBUG] [LOCAL ] Loaded configuration for ALKS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.732210] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.732284] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.732360] [DEBUG] [LOCAL ] Loaded configuration for SNES: 3 features, 70.0% accuracy [2025-11-26T21:38:53.732434] [DEBUG] [LOCAL ] Loaded configuration for ALCO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.732508] [DEBUG] [LOCAL ] Loaded configuration for IMOS: 0 features, 70.0% accuracy [2025-11-26T21:38:53.732585] [DEBUG] [LOCAL ] Loaded configuration for CYD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.732679] [DEBUG] [LOCAL ] Loaded configuration for MRK: 2 features, 90.0% accuracy [2025-11-26T21:38:53.732758] [DEBUG] [LOCAL ] Loaded configuration for DGCB: 0 features, 70.0% accuracy [2025-11-26T21:38:53.732833] [DEBUG] [LOCAL ] Loaded configuration for MUA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.732908] [DEBUG] [LOCAL ] Loaded configuration for GNL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.732984] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.733058] [DEBUG] [LOCAL ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy [2025-11-26T21:38:53.733134] [DEBUG] [LOCAL ] Loaded configuration for BFIN: 5 features, 100.0% accuracy [2025-11-26T21:38:53.733208] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.733283] [DEBUG] [LOCAL ] Loaded configuration for TME: 3 features, 80.0% accuracy [2025-11-26T21:38:53.733371] [DEBUG] [LOCAL ] Loaded configuration for BVS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.733462] [DEBUG] [LOCAL ] Loaded configuration for MAMA: 4 features, 70.0% accuracy [2025-11-26T21:38:53.733552] [DEBUG] [LOCAL ] Loaded configuration for FCCO: 4 features, 70.0% accuracy [2025-11-26T21:38:53.733628] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.733727] [DEBUG] [LOCAL ] Loaded configuration for ESCA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.733804] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.733878] [DEBUG] [LOCAL ] Loaded configuration for WFC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.733954] [DEBUG] [LOCAL ] Loaded configuration for MTH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.734029] [DEBUG] [LOCAL ] Loaded configuration for SWK: 0 features, 70.0% accuracy [2025-11-26T21:38:53.734105] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-11-26T21:38:53.734180] [DEBUG] [LOCAL ] Loaded configuration for IRON: 3 features, 70.0% accuracy [2025-11-26T21:38:53.734256] [DEBUG] [LOCAL ] Loaded configuration for BL: 3 features, 50.0% accuracy [2025-11-26T21:38:53.734330] [DEBUG] [LOCAL ] Loaded configuration for INO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.734405] [DEBUG] [LOCAL ] Loaded configuration for INDP: 0 features, 70.0% accuracy [2025-11-26T21:38:53.734480] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.734555] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.734630] [DEBUG] [LOCAL ] Loaded configuration for STEP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.734762] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.734864] [DEBUG] [LOCAL ] Loaded configuration for EPD: 4 features, 100.0% accuracy [2025-11-26T21:38:53.734941] [DEBUG] [LOCAL ] Loaded configuration for URBN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.735017] [DEBUG] [LOCAL ] Loaded configuration for TPCS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.735092] [DEBUG] [LOCAL ] Loaded configuration for AEVA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.735166] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-11-26T21:38:53.735242] [DEBUG] [LOCAL ] Loaded configuration for ERNA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.735379] [DEBUG] [LOCAL ] Loaded configuration for COPP: 3 features, 60.0% accuracy [2025-11-26T21:38:53.735483] [DEBUG] [LOCAL ] Loaded configuration for OFLX: 4 features, 70.0% accuracy [2025-11-26T21:38:53.735562] [DEBUG] [LOCAL ] Loaded configuration for AUPH: 5 features, 70.0% accuracy [2025-11-26T21:38:53.735653] [DEBUG] [LOCAL ] Loaded configuration for VTYX: 0 features, 90.0% accuracy [2025-11-26T21:38:53.735733] [DEBUG] [LOCAL ] Loaded configuration for GREE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.735807] [DEBUG] [LOCAL ] Loaded configuration for AEMD: 2 features, 100.0% accuracy [2025-11-26T21:38:53.735881] [DEBUG] [LOCAL ] Loaded configuration for RSI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.735955] [DEBUG] [LOCAL ] Loaded configuration for HBM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.736029] [DEBUG] [LOCAL ] Loaded configuration for SREA: 5 features, 90.0% accuracy [2025-11-26T21:38:53.736102] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.736176] [DEBUG] [LOCAL ] Loaded configuration for NHI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.736249] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.736324] [DEBUG] [LOCAL ] Loaded configuration for BPOP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.736406] [DEBUG] [LOCAL ] Loaded configuration for EBC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.736495] [DEBUG] [LOCAL ] Loaded configuration for BNED: 3 features, 70.0% accuracy [2025-11-26T21:38:53.736570] [DEBUG] [LOCAL ] Loaded configuration for BSM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.736661] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 1 features, 60.0% accuracy [2025-11-26T21:38:53.736738] [DEBUG] [LOCAL ] Loaded configuration for PMTS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.736812] [DEBUG] [LOCAL ] Loaded configuration for STC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.736886] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.736960] [DEBUG] [LOCAL ] Loaded configuration for UPS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.737034] [DEBUG] [LOCAL ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy [2025-11-26T21:38:53.737107] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.737181] [DEBUG] [LOCAL ] Loaded configuration for HBAN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.737255] [DEBUG] [LOCAL ] Loaded configuration for WKEY: 0 features, 80.0% accuracy [2025-11-26T21:38:53.737329] [DEBUG] [LOCAL ] Loaded configuration for TYGO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.737417] [DEBUG] [LOCAL ] Loaded configuration for BSMS: 3 features, 100.0% accuracy [2025-11-26T21:38:53.737495] [DEBUG] [LOCAL ] Loaded configuration for CNX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.737570] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.737661] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.737739] [DEBUG] [LOCAL ] Loaded configuration for RILYN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.737812] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.737909] [DEBUG] [LOCAL ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.737985] [DEBUG] [LOCAL ] Loaded configuration for WAB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.738060] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 60.0% accuracy [2025-11-26T21:38:53.738134] [DEBUG] [LOCAL ] Loaded configuration for PHG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.738208] [DEBUG] [LOCAL ] Loaded configuration for OPAL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.738282] [DEBUG] [LOCAL ] Loaded configuration for AVTX: 0 features, 50.0% accuracy [2025-11-26T21:38:53.738355] [DEBUG] [LOCAL ] Loaded configuration for FTRI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.738429] [DEBUG] [LOCAL ] Loaded configuration for AZ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.738504] [DEBUG] [LOCAL ] Loaded configuration for DXC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.738578] [DEBUG] [LOCAL ] Loaded configuration for CSQ: 4 features, 90.0% accuracy [2025-11-26T21:38:53.738671] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.738753] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.738826] [DEBUG] [LOCAL ] Loaded configuration for EQIX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.738901] [DEBUG] [LOCAL ] Loaded configuration for HYMC: 5 features, 90.0% accuracy [2025-11-26T21:38:53.738975] [DEBUG] [LOCAL ] Loaded configuration for URGN: 3 features, 60.0% accuracy [2025-11-26T21:38:53.739049] [DEBUG] [LOCAL ] Loaded configuration for SWVL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.739123] [DEBUG] [LOCAL ] Loaded configuration for DAIO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.739197] [DEBUG] [LOCAL ] Loaded configuration for TALK: 4 features, 70.0% accuracy [2025-11-26T21:38:53.739270] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-11-26T21:38:53.739355] [DEBUG] [LOCAL ] Loaded configuration for FWRD: 2 features, 100.0% accuracy [2025-11-26T21:38:53.739444] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.739533] [DEBUG] [LOCAL ] Loaded configuration for EGBN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.739607] [DEBUG] [LOCAL ] Loaded configuration for PEN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.739703] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.739778] [DEBUG] [LOCAL ] Loaded configuration for ARCC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.739851] [DEBUG] [LOCAL ] Loaded configuration for LICN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.739923] [DEBUG] [LOCAL ] Loaded configuration for BEP: 0 features, 90.0% accuracy [2025-11-26T21:38:53.739997] [DEBUG] [LOCAL ] Loaded configuration for PTGX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.740069] [DEBUG] [LOCAL ] Loaded configuration for EMXC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.740144] [DEBUG] [LOCAL ] Loaded configuration for HAS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.740218] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.740292] [DEBUG] [LOCAL ] Loaded configuration for JBSS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.740366] [DEBUG] [LOCAL ] Loaded configuration for SYNA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.740442] [DEBUG] [LOCAL ] Loaded configuration for TAP: 1 features, 90.0% accuracy [2025-11-26T21:38:53.740517] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.740584] [DEBUG] [LOCAL ] Loaded configuration for PKE: 2 features, 60.0% accuracy [2025-11-26T21:38:53.740686] [DEBUG] [LOCAL ] Loaded configuration for MYRG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.740766] [DEBUG] [LOCAL ] Loaded configuration for PHM: 2 features, 60.0% accuracy [2025-11-26T21:38:53.740852] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.740929] [DEBUG] [LOCAL ] Loaded configuration for PEB: 3 features, 90.0% accuracy [2025-11-26T21:38:53.741006] [DEBUG] [LOCAL ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.741080] [DEBUG] [LOCAL ] Loaded configuration for IGIB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.741152] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.741226] [DEBUG] [LOCAL ] Loaded configuration for VRTX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.741300] [DEBUG] [LOCAL ] Loaded configuration for FMS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.741375] [DEBUG] [LOCAL ] Loaded configuration for AMSF: 0 features, 80.0% accuracy [2025-11-26T21:38:53.741463] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-11-26T21:38:53.741537] [DEBUG] [LOCAL ] Loaded configuration for IPI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.741611] [DEBUG] [LOCAL ] Loaded configuration for RKLB: 0 features, 60.0% accuracy [2025-11-26T21:38:53.741710] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.741786] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.741860] [DEBUG] [LOCAL ] Loaded configuration for ALX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.741935] [DEBUG] [LOCAL ] Loaded configuration for ASC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.742008] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.742083] [DEBUG] [LOCAL ] Loaded configuration for QQQI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.742156] [DEBUG] [LOCAL ] Loaded configuration for BP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.742230] [DEBUG] [LOCAL ] Loaded configuration for RL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.742305] [DEBUG] [LOCAL ] Loaded configuration for BLK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.742379] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.742459] [DEBUG] [LOCAL ] Loaded configuration for SG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.742533] [DEBUG] [LOCAL ] Loaded configuration for ACIC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.742608] [DEBUG] [LOCAL ] Loaded configuration for WALD: 2 features, 80.0% accuracy [2025-11-26T21:38:53.742704] [DEBUG] [LOCAL ] Loaded configuration for FTXO: 4 features, 60.0% accuracy [2025-11-26T21:38:53.742781] [DEBUG] [LOCAL ] Loaded configuration for CRMD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.742857] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-11-26T21:38:53.742933] [DEBUG] [LOCAL ] Loaded configuration for GNSS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.743006] [DEBUG] [LOCAL ] Loaded configuration for CBRL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.743084] [DEBUG] [LOCAL ] Loaded configuration for QQMG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.743159] [DEBUG] [LOCAL ] Loaded configuration for DHC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.743232] [DEBUG] [LOCAL ] Loaded configuration for BLTE: 0 features, 90.0% accuracy [2025-11-26T21:38:53.743306] [DEBUG] [LOCAL ] Loaded configuration for TNON: 3 features, 80.0% accuracy [2025-11-26T21:38:53.743378] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.743454] [DEBUG] [LOCAL ] Loaded configuration for WTBA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.743528] [DEBUG] [LOCAL ] Loaded configuration for CTSH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.743601] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 2 features, 60.0% accuracy [2025-11-26T21:38:53.743696] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.743782] [DEBUG] [LOCAL ] Loaded configuration for CCCC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.743857] [DEBUG] [LOCAL ] Loaded configuration for IVAL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.743930] [DEBUG] [LOCAL ] Loaded configuration for WINA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.744003] [DEBUG] [LOCAL ] Loaded configuration for PTON: 2 features, 100.0% accuracy [2025-11-26T21:38:53.744076] [DEBUG] [LOCAL ] Loaded configuration for MBIN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.744150] [DEBUG] [LOCAL ] Loaded configuration for SSTI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.744225] [DEBUG] [LOCAL ] Loaded configuration for LPRO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.744299] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.744372] [DEBUG] [LOCAL ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.744447] [DEBUG] [LOCAL ] Loaded configuration for IBTF: 4 features, 70.0% accuracy [2025-11-26T21:38:53.744522] [DEBUG] [LOCAL ] Loaded configuration for NXGL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.744597] [DEBUG] [LOCAL ] Loaded configuration for BDC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.744692] [DEBUG] [LOCAL ] Loaded configuration for IUSB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.744767] [DEBUG] [LOCAL ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.744889] [DEBUG] [LOCAL ] Loaded configuration for PTF: 4 features, 90.0% accuracy [2025-11-26T21:38:53.744975] [DEBUG] [LOCAL ] Loaded configuration for DPRO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.745051] [DEBUG] [LOCAL ] Loaded configuration for PCRX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.745123] [DEBUG] [LOCAL ] Loaded configuration for MIRA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.745196] [DEBUG] [LOCAL ] Loaded configuration for AZN: 3 features, 100.0% accuracy [2025-11-26T21:38:53.745270] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.745343] [DEBUG] [LOCAL ] Loaded configuration for ORA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.745423] [DEBUG] [LOCAL ] Loaded configuration for CLRO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.745495] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.745566] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.745661] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 100.0% accuracy [2025-11-26T21:38:53.745739] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.745812] [DEBUG] [LOCAL ] Loaded configuration for FCTE: 4 features, 100.0% accuracy [2025-11-26T21:38:53.745886] [DEBUG] [LOCAL ] Loaded configuration for EGY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.745959] [DEBUG] [LOCAL ] Loaded configuration for EBAY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.746032] [DEBUG] [LOCAL ] Loaded configuration for SITM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.746104] [DEBUG] [LOCAL ] Loaded configuration for INTA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.746176] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 2 features, 100.0% accuracy [2025-11-26T21:38:53.746250] [DEBUG] [LOCAL ] Loaded configuration for TCBK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.746322] [DEBUG] [LOCAL ] Loaded configuration for DVA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.746395] [DEBUG] [LOCAL ] Loaded configuration for ONDS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.746468] [DEBUG] [LOCAL ] Loaded configuration for PSEC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.746541] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.746615] [DEBUG] [LOCAL ] Loaded configuration for AMPG: 5 features, 90.0% accuracy [2025-11-26T21:38:53.746717] [DEBUG] [LOCAL ] Loaded configuration for ESQ: 0 features, 60.0% accuracy [2025-11-26T21:38:53.746792] [DEBUG] [LOCAL ] Loaded configuration for DXPE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.746865] [DEBUG] [LOCAL ] Loaded configuration for DMXF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.746938] [DEBUG] [LOCAL ] Loaded configuration for HSTM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.747010] [DEBUG] [LOCAL ] Loaded configuration for FLGC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.747083] [DEBUG] [LOCAL ] Loaded configuration for K: 1 features, 70.0% accuracy [2025-11-26T21:38:53.747156] [DEBUG] [LOCAL ] Loaded configuration for IGSB: 3 features, 90.0% accuracy [2025-11-26T21:38:53.747247] [DEBUG] [LOCAL ] Loaded configuration for ABOS: 0 features, 90.0% accuracy [2025-11-26T21:38:53.747321] [DEBUG] [LOCAL ] Loaded configuration for LNTH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.747432] [DEBUG] [LOCAL ] Loaded configuration for MCBS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.747521] [DEBUG] [LOCAL ] Loaded configuration for BVN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.747595] [DEBUG] [LOCAL ] Loaded configuration for BBIO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.747692] [DEBUG] [LOCAL ] Loaded configuration for THS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.747768] [DEBUG] [LOCAL ] Loaded configuration for ABL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.747840] [DEBUG] [LOCAL ] Loaded configuration for BGB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.747914] [DEBUG] [LOCAL ] Loaded configuration for WRAP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.747986] [DEBUG] [LOCAL ] Loaded configuration for HYZD: 4 features, 70.0% accuracy [2025-11-26T21:38:53.748059] [DEBUG] [LOCAL ] Loaded configuration for FNY: 4 features, 80.0% accuracy [2025-11-26T21:38:53.748131] [DEBUG] [LOCAL ] Loaded configuration for ALRM: 5 features, 70.0% accuracy [2025-11-26T21:38:53.748202] [DEBUG] [LOCAL ] Loaded configuration for NFTY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.748274] [DEBUG] [LOCAL ] Loaded configuration for AGO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.748355] [DEBUG] [LOCAL ] Loaded configuration for OGE: 5 features, 70.0% accuracy [2025-11-26T21:38:53.748443] [DEBUG] [LOCAL ] Loaded configuration for NRDS: 5 features, 100.0% accuracy [2025-11-26T21:38:53.748528] [DEBUG] [LOCAL ] Loaded configuration for FSBC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.748600] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 60.0% accuracy [2025-11-26T21:38:53.748694] [DEBUG] [LOCAL ] Loaded configuration for LGND: 1 features, 60.0% accuracy [2025-11-26T21:38:53.748769] [DEBUG] [LOCAL ] Loaded configuration for COTY: 4 features, 90.0% accuracy [2025-11-26T21:38:53.748855] [DEBUG] [LOCAL ] Loaded configuration for CZFS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.748929] [DEBUG] [LOCAL ] Loaded configuration for CF: 4 features, 90.0% accuracy [2025-11-26T21:38:53.749002] [DEBUG] [LOCAL ] Loaded configuration for QTTB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.749078] [DEBUG] [LOCAL ] Loaded configuration for FVCB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.749151] [DEBUG] [LOCAL ] Loaded configuration for UTL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.749224] [DEBUG] [LOCAL ] Loaded configuration for PID: 2 features, 80.0% accuracy [2025-11-26T21:38:53.749298] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-11-26T21:38:53.749386] [DEBUG] [LOCAL ] Loaded configuration for PKBK: 1 features, 60.0% accuracy [2025-11-26T21:38:53.749475] [DEBUG] [LOCAL ] Loaded configuration for GERN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.749552] [DEBUG] [LOCAL ] Loaded configuration for PRTH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.749635] [DEBUG] [LOCAL ] Loaded configuration for LKFN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.749733] [DEBUG] [LOCAL ] Loaded configuration for CME: 1 features, 70.0% accuracy [2025-11-26T21:38:53.749814] [DEBUG] [LOCAL ] Loaded configuration for BMRC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.749890] [DEBUG] [LOCAL ] Loaded configuration for IONS: 4 features, 100.0% accuracy [2025-11-26T21:38:53.749965] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.750038] [DEBUG] [LOCAL ] Loaded configuration for GLPI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.750111] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.750185] [DEBUG] [LOCAL ] Loaded configuration for OZK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.750260] [DEBUG] [LOCAL ] Loaded configuration for KE: 4 features, 70.0% accuracy [2025-11-26T21:38:53.750334] [DEBUG] [LOCAL ] Loaded configuration for CGEN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.750408] [DEBUG] [LOCAL ] Loaded configuration for MGEE: 5 features, 70.0% accuracy [2025-11-26T21:38:53.750481] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.750553] [DEBUG] [LOCAL ] Loaded configuration for INDY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.750627] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.750722] [DEBUG] [LOCAL ] Loaded configuration for CII: 3 features, 70.0% accuracy [2025-11-26T21:38:53.750796] [DEBUG] [LOCAL ] Loaded configuration for APYX: 2 features, 50.0% accuracy [2025-11-26T21:38:53.750870] [DEBUG] [LOCAL ] Loaded configuration for ESOA: 0 features, 60.0% accuracy [2025-11-26T21:38:53.750942] [DEBUG] [LOCAL ] Loaded configuration for ICLN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.751014] [DEBUG] [LOCAL ] Loaded configuration for SEVN: 4 features, 60.0% accuracy [2025-11-26T21:38:53.751087] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.751161] [DEBUG] [LOCAL ] Loaded configuration for CNP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.751233] [DEBUG] [LOCAL ] Loaded configuration for DKS: 1 features, 90.0% accuracy [2025-11-26T21:38:53.751305] [DEBUG] [LOCAL ] Loaded configuration for RIO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.751377] [DEBUG] [LOCAL ] Loaded configuration for DIS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.751451] [DEBUG] [LOCAL ] Loaded configuration for PLXS: 4 features, 60.0% accuracy [2025-11-26T21:38:53.751524] [DEBUG] [LOCAL ] Loaded configuration for BLRX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.751595] [DEBUG] [LOCAL ] Loaded configuration for GS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.751689] [DEBUG] [LOCAL ] Loaded configuration for NRIX: 1 features, 50.0% accuracy [2025-11-26T21:38:53.751763] [DEBUG] [LOCAL ] Loaded configuration for KEN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.751835] [DEBUG] [LOCAL ] Loaded configuration for TSEM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.751911] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.751982] [DEBUG] [LOCAL ] Loaded configuration for APPS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.752101] [DEBUG] [LOCAL ] Loaded configuration for KC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.752186] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.752262] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.752334] [DEBUG] [LOCAL ] Loaded configuration for AGEN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.752407] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.752479] [DEBUG] [LOCAL ] Loaded configuration for QURE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.752551] [DEBUG] [LOCAL ] Loaded configuration for AP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.752623] [DEBUG] [LOCAL ] Loaded configuration for KRYS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.752734] [DEBUG] [LOCAL ] Loaded configuration for EML: 0 features, 70.0% accuracy [2025-11-26T21:38:53.752809] [DEBUG] [LOCAL ] Loaded configuration for RILY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.752883] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 60.0% accuracy [2025-11-26T21:38:53.752955] [DEBUG] [LOCAL ] Loaded configuration for KSS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.753029] [DEBUG] [LOCAL ] Loaded configuration for DAVE: 2 features, 60.0% accuracy [2025-11-26T21:38:53.753126] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 100.0% accuracy [2025-11-26T21:38:53.753206] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.753279] [DEBUG] [LOCAL ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy [2025-11-26T21:38:53.753353] [DEBUG] [LOCAL ] Loaded configuration for CNO: 5 features, 90.0% accuracy [2025-11-26T21:38:53.753429] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, 100.0% accuracy [2025-11-26T21:38:53.753505] [DEBUG] [LOCAL ] Loaded configuration for BNH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.753577] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.753675] [DEBUG] [LOCAL ] Loaded configuration for CGNX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.753753] [DEBUG] [LOCAL ] Loaded configuration for VTWG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.753825] [DEBUG] [LOCAL ] Loaded configuration for DFGX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.753897] [DEBUG] [LOCAL ] Loaded configuration for OPCH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.753970] [DEBUG] [LOCAL ] Loaded configuration for HTH: 5 features, 80.0% accuracy [2025-11-26T21:38:53.754042] [DEBUG] [LOCAL ] Loaded configuration for REZI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.754115] [DEBUG] [LOCAL ] Loaded configuration for NVX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.754188] [DEBUG] [LOCAL ] Loaded configuration for NEOG: 1 features, 90.0% accuracy [2025-11-26T21:38:53.754261] [DEBUG] [LOCAL ] Loaded configuration for ALDX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.754334] [DEBUG] [LOCAL ] Loaded configuration for CANG: 0 features, 100.0% accuracy [2025-11-26T21:38:53.754407] [DEBUG] [LOCAL ] Loaded configuration for NVDS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.754486] [DEBUG] [LOCAL ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.754558] [DEBUG] [LOCAL ] Loaded configuration for GYRE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.754629] [DEBUG] [LOCAL ] Loaded configuration for JANX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.754727] [DEBUG] [LOCAL ] Loaded configuration for HWC: 5 features, 80.0% accuracy [2025-11-26T21:38:53.754802] [DEBUG] [LOCAL ] Loaded configuration for AUDC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.754877] [DEBUG] [LOCAL ] Loaded configuration for WEA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.754993] [DEBUG] [LOCAL ] Loaded configuration for MLGO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.755079] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.755156] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.755231] [DEBUG] [LOCAL ] Loaded configuration for KPTI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.755304] [DEBUG] [LOCAL ] Loaded configuration for CEG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.755378] [DEBUG] [LOCAL ] Loaded configuration for RUM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.755453] [DEBUG] [LOCAL ] Loaded configuration for BHE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.755526] [DEBUG] [LOCAL ] Loaded configuration for NUKK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.755599] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.755702] [DEBUG] [LOCAL ] Loaded configuration for INVA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.755779] [DEBUG] [LOCAL ] Loaded configuration for DLB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.755854] [DEBUG] [LOCAL ] Loaded configuration for QQQE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.755929] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.756003] [DEBUG] [LOCAL ] Loaded configuration for MRVL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.756078] [DEBUG] [LOCAL ] Loaded configuration for VIRC: 7 features, 100.0% accuracy [2025-11-26T21:38:53.756152] [DEBUG] [LOCAL ] Loaded configuration for SSD: 0 features, 70.0% accuracy [2025-11-26T21:38:53.756225] [DEBUG] [LOCAL ] Loaded configuration for SID: 5 features, 70.0% accuracy [2025-11-26T21:38:53.756299] [DEBUG] [LOCAL ] Loaded configuration for MIDD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.756373] [DEBUG] [LOCAL ] Loaded configuration for TDY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.756448] [DEBUG] [LOCAL ] Loaded configuration for RCKY: 3 features, 90.0% accuracy [2025-11-26T21:38:53.756522] [DEBUG] [LOCAL ] Loaded configuration for NAC: 4 features, 100.0% accuracy [2025-11-26T21:38:53.756596] [DEBUG] [LOCAL ] Loaded configuration for MOGO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.756694] [DEBUG] [LOCAL ] Loaded configuration for DARE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.756770] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.756835] [DEBUG] [LOCAL ] Loaded configuration for WSBC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.756910] [DEBUG] [LOCAL ] Loaded configuration for SBCF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.756983] [DEBUG] [LOCAL ] Loaded configuration for GANX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.757057] [DEBUG] [LOCAL ] Loaded configuration for HMY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.757129] [DEBUG] [LOCAL ] Loaded configuration for PDEX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.757202] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.757275] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.757359] [DEBUG] [LOCAL ] Loaded configuration for AFB: 0 features, 60.0% accuracy [2025-11-26T21:38:53.757475] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.757554] [DEBUG] [LOCAL ] Loaded configuration for CLB: 0 features, 80.0% accuracy [2025-11-26T21:38:53.757626] [DEBUG] [LOCAL ] Loaded configuration for JSML: 2 features, 70.0% accuracy [2025-11-26T21:38:53.757732] [DEBUG] [LOCAL ] Loaded configuration for AXSM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.757806] [DEBUG] [LOCAL ] Loaded configuration for LXEO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.757879] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.757953] [DEBUG] [LOCAL ] Loaded configuration for PNTG: 4 features, 80.0% accuracy [2025-11-26T21:38:53.758027] [DEBUG] [LOCAL ] Loaded configuration for IBTL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.758101] [DEBUG] [LOCAL ] Loaded configuration for RRX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.758176] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 0 features, 60.0% accuracy [2025-11-26T21:38:53.758249] [DEBUG] [LOCAL ] Loaded configuration for NXP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.758329] [DEBUG] [LOCAL ] Loaded configuration for GVA: 5 features, 70.0% accuracy [2025-11-26T21:38:53.758420] [DEBUG] [LOCAL ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.758509] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.758586] [DEBUG] [LOCAL ] Loaded configuration for QBTS: 4 features, 100.0% accuracy [2025-11-26T21:38:53.758687] [DEBUG] [LOCAL ] Loaded configuration for AGMH: 0 features, 80.0% accuracy [2025-11-26T21:38:53.758764] [DEBUG] [LOCAL ] Loaded configuration for MEOH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.758838] [DEBUG] [LOCAL ] Loaded configuration for TMC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.758911] [DEBUG] [LOCAL ] Loaded configuration for AA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.758986] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.759060] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 0 features, 70.0% accuracy [2025-11-26T21:38:53.759133] [DEBUG] [LOCAL ] Loaded configuration for VIGI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.759207] [DEBUG] [LOCAL ] Loaded configuration for SPNS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.759280] [DEBUG] [LOCAL ] Loaded configuration for DERM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.759354] [DEBUG] [LOCAL ] Loaded configuration for VWOB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.759431] [DEBUG] [LOCAL ] Loaded configuration for CCS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.759504] [DEBUG] [LOCAL ] Loaded configuration for PROF: 3 features, 60.0% accuracy [2025-11-26T21:38:53.759578] [DEBUG] [LOCAL ] Loaded configuration for SMTC: 6 features, 90.0% accuracy [2025-11-26T21:38:53.759694] [DEBUG] [LOCAL ] Loaded configuration for EVSD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.759787] [DEBUG] [LOCAL ] Loaded configuration for THRY: 0 features, 70.0% accuracy [2025-11-26T21:38:53.759872] [DEBUG] [LOCAL ] Loaded configuration for MRCY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.759986] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.760072] [DEBUG] [LOCAL ] Loaded configuration for FFA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.760146] [DEBUG] [LOCAL ] Loaded configuration for MOMO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.760220] [DEBUG] [LOCAL ] Loaded configuration for QRVO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.760292] [DEBUG] [LOCAL ] Loaded configuration for STE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.760365] [DEBUG] [LOCAL ] Loaded configuration for TH: 1 features, 70.0% accuracy [2025-11-26T21:38:53.760438] [DEBUG] [LOCAL ] Loaded configuration for FANG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.760511] [DEBUG] [LOCAL ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy [2025-11-26T21:38:53.760584] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 90.0% accuracy [2025-11-26T21:38:53.760677] [DEBUG] [LOCAL ] Loaded configuration for ULTA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.760752] [DEBUG] [LOCAL ] Loaded configuration for HTZ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.760827] [DEBUG] [LOCAL ] Loaded configuration for ETON: 4 features, 70.0% accuracy [2025-11-26T21:38:53.760901] [DEBUG] [LOCAL ] Loaded configuration for ANAB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.760973] [DEBUG] [LOCAL ] Loaded configuration for BCAX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.761045] [DEBUG] [LOCAL ] Loaded configuration for PKX: 1 features, 90.0% accuracy [2025-11-26T21:38:53.761117] [DEBUG] [LOCAL ] Loaded configuration for ADI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.761190] [DEBUG] [LOCAL ] Loaded configuration for TWG: 4 features, 90.0% accuracy [2025-11-26T21:38:53.761263] [DEBUG] [LOCAL ] Loaded configuration for AMGN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.761335] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.761413] [DEBUG] [LOCAL ] Loaded configuration for DRIO: 4 features, 90.0% accuracy [2025-11-26T21:38:53.761486] [DEBUG] [LOCAL ] Loaded configuration for UZE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.761560] [DEBUG] [LOCAL ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy [2025-11-26T21:38:53.761661] [DEBUG] [LOCAL ] Loaded configuration for SBI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.761739] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.761813] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.761888] [DEBUG] [LOCAL ] Loaded configuration for VANI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.761963] [DEBUG] [LOCAL ] Loaded configuration for TPC: 5 features, 60.0% accuracy [2025-11-26T21:38:53.762036] [DEBUG] [LOCAL ] Loaded configuration for HALO: 1 features, 90.0% accuracy [2025-11-26T21:38:53.762109] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.762182] [DEBUG] [LOCAL ] Loaded configuration for TYG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.762257] [DEBUG] [LOCAL ] Loaded configuration for NNOX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.762332] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.762406] [DEBUG] [LOCAL ] Loaded configuration for PZZA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.762485] [DEBUG] [LOCAL ] Loaded configuration for BIOX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.762559] [DEBUG] [LOCAL ] Loaded configuration for ESEA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.762633] [DEBUG] [LOCAL ] Loaded configuration for CPSH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.762725] [DEBUG] [LOCAL ] Loaded configuration for MGX: 0 features, 60.0% accuracy [2025-11-26T21:38:53.762801] [DEBUG] [LOCAL ] Loaded configuration for UTF: 4 features, 80.0% accuracy [2025-11-26T21:38:53.762875] [DEBUG] [LOCAL ] Loaded configuration for NCTY: 7 features, 80.0% accuracy [2025-11-26T21:38:53.762949] [DEBUG] [LOCAL ] Loaded configuration for WBS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.763022] [DEBUG] [LOCAL ] Loaded configuration for CPRX: 0 features, 60.0% accuracy [2025-11-26T21:38:53.763097] [DEBUG] [LOCAL ] Loaded configuration for PLAY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.763169] [DEBUG] [LOCAL ] Loaded configuration for VTRS: 0 features, 80.0% accuracy [2025-11-26T21:38:53.763242] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.763314] [DEBUG] [LOCAL ] Loaded configuration for CSB: 3 features, 60.0% accuracy [2025-11-26T21:38:53.763387] [DEBUG] [LOCAL ] Loaded configuration for PKOH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.763462] [DEBUG] [LOCAL ] Loaded configuration for AHH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.763536] [DEBUG] [LOCAL ] Loaded configuration for CRWD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.763609] [DEBUG] [LOCAL ] Loaded configuration for WAFD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.763705] [DEBUG] [LOCAL ] Loaded configuration for MAXI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.763779] [DEBUG] [LOCAL ] Loaded configuration for TDG: 0 features, 80.0% accuracy [2025-11-26T21:38:53.763864] [DEBUG] [LOCAL ] Loaded configuration for PDO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.763952] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.764042] [DEBUG] [LOCAL ] Loaded configuration for ZM: 2 features, 100.0% accuracy [2025-11-26T21:38:53.764122] [DEBUG] [LOCAL ] Loaded configuration for MSFD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.764196] [DEBUG] [LOCAL ] Loaded configuration for PRAX: 0 features, 70.0% accuracy [2025-11-26T21:38:53.764269] [DEBUG] [LOCAL ] Loaded configuration for TOWN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.764342] [DEBUG] [LOCAL ] Loaded configuration for AVAH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.764415] [DEBUG] [LOCAL ] Loaded configuration for VMBS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.764488] [DEBUG] [LOCAL ] Loaded configuration for APLS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.764575] [DEBUG] [LOCAL ] Loaded configuration for OVLY: 4 features, 100.0% accuracy [2025-11-26T21:38:53.764671] [DEBUG] [LOCAL ] Loaded configuration for JIVE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.764748] [DEBUG] [LOCAL ] Loaded configuration for SUSL: 4 features, 70.0% accuracy [2025-11-26T21:38:53.764821] [DEBUG] [LOCAL ] Loaded configuration for TRI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.764896] [DEBUG] [LOCAL ] Loaded configuration for ANGL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.764971] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.765089] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 60.0% accuracy [2025-11-26T21:38:53.765170] [DEBUG] [LOCAL ] Loaded configuration for EWTX: 3 features, 100.0% accuracy [2025-11-26T21:38:53.765244] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.765316] [DEBUG] [LOCAL ] Loaded configuration for PRAA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.765395] [DEBUG] [LOCAL ] Loaded configuration for HBNC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.765469] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.765542] [DEBUG] [LOCAL ] Loaded configuration for CAE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.765615] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.765709] [DEBUG] [LOCAL ] Loaded configuration for TKO: 6 features, 100.0% accuracy [2025-11-26T21:38:53.765785] [DEBUG] [LOCAL ] Loaded configuration for LKQ: 4 features, 90.0% accuracy [2025-11-26T21:38:53.765857] [DEBUG] [LOCAL ] Loaded configuration for SATL: 1 features, 60.0% accuracy [2025-11-26T21:38:53.765931] [DEBUG] [LOCAL ] Loaded configuration for STX: 5 features, 80.0% accuracy [2025-11-26T21:38:53.766004] [DEBUG] [LOCAL ] Loaded configuration for SONN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.766078] [DEBUG] [LOCAL ] Loaded configuration for GTY: 1 features, 90.0% accuracy [2025-11-26T21:38:53.766151] [DEBUG] [LOCAL ] Loaded configuration for WEX: 1 features, 100.0% accuracy [2025-11-26T21:38:53.766224] [DEBUG] [LOCAL ] Loaded configuration for SCI: 0 features, 60.0% accuracy [2025-11-26T21:38:53.766298] [DEBUG] [LOCAL ] Loaded configuration for PEG: 4 features, 90.0% accuracy [2025-11-26T21:38:53.766372] [DEBUG] [LOCAL ] Loaded configuration for ABSI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.766447] [DEBUG] [LOCAL ] Loaded configuration for BCH: 2 features, 50.0% accuracy [2025-11-26T21:38:53.766520] [DEBUG] [LOCAL ] Loaded configuration for LOAN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.766594] [DEBUG] [LOCAL ] Loaded configuration for BSCX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.766690] [DEBUG] [LOCAL ] Loaded configuration for PPTA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.766765] [DEBUG] [LOCAL ] Loaded configuration for CDZI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.766838] [DEBUG] [LOCAL ] Loaded configuration for SPCB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.766913] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.766985] [DEBUG] [LOCAL ] Loaded configuration for TENB: 0 features, 60.0% accuracy [2025-11-26T21:38:53.767059] [DEBUG] [LOCAL ] Loaded configuration for LOPE: 5 features, 80.0% accuracy [2025-11-26T21:38:53.767133] [DEBUG] [LOCAL ] Loaded configuration for TIVC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.767207] [DEBUG] [LOCAL ] Loaded configuration for ATNI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.767283] [DEBUG] [LOCAL ] Loaded configuration for OMEX: 6 features, 90.0% accuracy [2025-11-26T21:38:53.767360] [DEBUG] [LOCAL ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy [2025-11-26T21:38:53.767489] [DEBUG] [LOCAL ] Loaded configuration for VNQI: 1 features, 100.0% accuracy [2025-11-26T21:38:53.767578] [DEBUG] [LOCAL ] Loaded configuration for VCSH: 3 features, 90.0% accuracy [2025-11-26T21:38:53.767664] [DEBUG] [LOCAL ] Loaded configuration for AEYE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.767738] [DEBUG] [LOCAL ] Loaded configuration for SPRX: 2 features, 100.0% accuracy [2025-11-26T21:38:53.767814] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.767888] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.767961] [DEBUG] [LOCAL ] Loaded configuration for RGTI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.768034] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 90.0% accuracy [2025-11-26T21:38:53.768106] [DEBUG] [LOCAL ] Loaded configuration for SEZL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.768180] [DEBUG] [LOCAL ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.768254] [DEBUG] [LOCAL ] Loaded configuration for KTCC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.768334] [DEBUG] [LOCAL ] Loaded configuration for XP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.768423] [DEBUG] [LOCAL ] Loaded configuration for UXIN: 0 features, 90.0% accuracy [2025-11-26T21:38:53.768513] [DEBUG] [LOCAL ] Loaded configuration for DCI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.768588] [DEBUG] [LOCAL ] Loaded configuration for GMAB: 4 features, 100.0% accuracy [2025-11-26T21:38:53.768685] [DEBUG] [LOCAL ] Loaded configuration for SAIC: 5 features, 70.0% accuracy [2025-11-26T21:38:53.768763] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.768838] [DEBUG] [LOCAL ] Loaded configuration for BOLD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.768912] [DEBUG] [LOCAL ] Loaded configuration for NBIX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.768984] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.769057] [DEBUG] [LOCAL ] Loaded configuration for UBRL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.769129] [DEBUG] [LOCAL ] Loaded configuration for QDEL: 1 features, 100.0% accuracy [2025-11-26T21:38:53.769203] [DEBUG] [LOCAL ] Loaded configuration for MHD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.769277] [DEBUG] [LOCAL ] Loaded configuration for PUBM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.769352] [DEBUG] [LOCAL ] Loaded configuration for AFRI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.769436] [DEBUG] [LOCAL ] Loaded configuration for EHC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.769511] [DEBUG] [LOCAL ] Loaded configuration for IEP: 1 features, 100.0% accuracy [2025-11-26T21:38:53.769585] [DEBUG] [LOCAL ] Loaded configuration for VTC: 0 features, 70.0% accuracy [2025-11-26T21:38:53.769679] [DEBUG] [LOCAL ] Loaded configuration for NFBK: 4 features, 90.0% accuracy [2025-11-26T21:38:53.769757] [DEBUG] [LOCAL ] Loaded configuration for KOSS: 5 features, 80.0% accuracy [2025-11-26T21:38:53.769831] [DEBUG] [LOCAL ] Loaded configuration for LTH: 4 features, 70.0% accuracy [2025-11-26T21:38:53.769906] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.769981] [DEBUG] [LOCAL ] Loaded configuration for MRAM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.770056] [DEBUG] [LOCAL ] Loaded configuration for PDD: 2 features, 80.0% accuracy [2025-11-26T21:38:53.770130] [DEBUG] [LOCAL ] Loaded configuration for NXC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.770203] [DEBUG] [LOCAL ] Loaded configuration for VVX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.770276] [DEBUG] [LOCAL ] Loaded configuration for CLS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.770360] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-11-26T21:38:53.770448] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 90.0% accuracy [2025-11-26T21:38:53.770538] [DEBUG] [LOCAL ] Loaded configuration for BDX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.770614] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.770710] [DEBUG] [LOCAL ] Loaded configuration for NAAS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.770787] [DEBUG] [LOCAL ] Loaded configuration for TSBK: 2 features, 60.0% accuracy [2025-11-26T21:38:53.770862] [DEBUG] [LOCAL ] Loaded configuration for SKIN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.770936] [DEBUG] [LOCAL ] Loaded configuration for KRNY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.771010] [DEBUG] [LOCAL ] Loaded configuration for TFSL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.771082] [DEBUG] [LOCAL ] Loaded configuration for KINS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.771157] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.771230] [DEBUG] [LOCAL ] Loaded configuration for ANIX: 1 features, 60.0% accuracy [2025-11-26T21:38:53.771305] [DEBUG] [LOCAL ] Loaded configuration for CFO: 5 features, 90.0% accuracy [2025-11-26T21:38:53.771379] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.771453] [DEBUG] [LOCAL ] Loaded configuration for LCNB: 4 features, 90.0% accuracy [2025-11-26T21:38:53.771527] [DEBUG] [LOCAL ] Loaded configuration for EL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.771601] [DEBUG] [LOCAL ] Loaded configuration for FFIC: 4 features, 60.0% accuracy [2025-11-26T21:38:53.771701] [DEBUG] [LOCAL ] Loaded configuration for ATOM: 6 features, 90.0% accuracy [2025-11-26T21:38:53.771777] [DEBUG] [LOCAL ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.771851] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.771925] [DEBUG] [LOCAL ] Loaded configuration for MFM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.771998] [DEBUG] [LOCAL ] Loaded configuration for GRID: 2 features, 60.0% accuracy [2025-11-26T21:38:53.772073] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-11-26T21:38:53.772146] [DEBUG] [LOCAL ] Loaded configuration for SUNS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.772220] [DEBUG] [LOCAL ] Loaded configuration for FTXG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.772294] [DEBUG] [LOCAL ] Loaded configuration for SND: 2 features, 70.0% accuracy [2025-11-26T21:38:53.772382] [DEBUG] [LOCAL ] Loaded configuration for GTX: 0 features, 90.0% accuracy [2025-11-26T21:38:53.772472] [DEBUG] [LOCAL ] Loaded configuration for BNRG: 1 features, 50.0% accuracy [2025-11-26T21:38:53.772553] [DEBUG] [LOCAL ] Loaded configuration for SENS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.772626] [DEBUG] [LOCAL ] Loaded configuration for WBX: 0 features, 90.0% accuracy [2025-11-26T21:38:53.772726] [DEBUG] [LOCAL ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.772800] [DEBUG] [LOCAL ] Loaded configuration for QYLG: 5 features, 90.0% accuracy [2025-11-26T21:38:53.772875] [DEBUG] [LOCAL ] Loaded configuration for YRD: 0 features, 70.0% accuracy [2025-11-26T21:38:53.772948] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.773022] [DEBUG] [LOCAL ] Loaded configuration for MQY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.773096] [DEBUG] [LOCAL ] Loaded configuration for GPC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.773170] [DEBUG] [LOCAL ] Loaded configuration for WFRD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.773243] [DEBUG] [LOCAL ] Loaded configuration for NABL: 0 features, 90.0% accuracy [2025-11-26T21:38:53.773318] [DEBUG] [LOCAL ] Loaded configuration for AWI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.773397] [DEBUG] [LOCAL ] Loaded configuration for GNE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.773479] [DEBUG] [LOCAL ] Loaded configuration for HQI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.773555] [DEBUG] [LOCAL ] Loaded configuration for WDC: 5 features, 80.0% accuracy [2025-11-26T21:38:53.773629] [DEBUG] [LOCAL ] Loaded configuration for MWA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.773725] [DEBUG] [LOCAL ] Loaded configuration for CPB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.773793] [DEBUG] [LOCAL ] Loaded configuration for LAB: 2 features, 60.0% accuracy [2025-11-26T21:38:53.773861] [DEBUG] [LOCAL ] Loaded configuration for CNSP: 3 features, 90.0% accuracy [2025-11-26T21:38:53.773927] [DEBUG] [LOCAL ] Loaded configuration for ILMN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.774004] [DEBUG] [LOCAL ] Loaded configuration for DKL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.774080] [DEBUG] [LOCAL ] Loaded configuration for RPID: 4 features, 70.0% accuracy [2025-11-26T21:38:53.774157] [DEBUG] [LOCAL ] Loaded configuration for TSDD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.774235] [DEBUG] [LOCAL ] Loaded configuration for GPN: 3 features, 50.0% accuracy [2025-11-26T21:38:53.774312] [DEBUG] [LOCAL ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy [2025-11-26T21:38:53.774387] [DEBUG] [LOCAL ] Loaded configuration for ARBB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.774462] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 4 features, 90.0% accuracy [2025-11-26T21:38:53.774537] [DEBUG] [LOCAL ] Loaded configuration for QCLN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.774613] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.774708] [DEBUG] [LOCAL ] Loaded configuration for SHY: 1 features, 90.0% accuracy [2025-11-26T21:38:53.774783] [DEBUG] [LOCAL ] Loaded configuration for BND: 0 features, 50.0% accuracy [2025-11-26T21:38:53.774860] [DEBUG] [LOCAL ] Loaded configuration for WBTN: 6 features, 90.0% accuracy [2025-11-26T21:38:53.774936] [DEBUG] [LOCAL ] Loaded configuration for DMLP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.775011] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.775098] [DEBUG] [LOCAL ] Loaded configuration for GAIA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.775204] [DEBUG] [LOCAL ] Loaded configuration for FTSL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.775322] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.775413] [DEBUG] [LOCAL ] Loaded configuration for PTC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.775488] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.775562] [DEBUG] [LOCAL ] Loaded configuration for TM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.775635] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.775733] [DEBUG] [LOCAL ] Loaded configuration for BWEN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.775808] [DEBUG] [LOCAL ] Loaded configuration for SIEB: 6 features, 90.0% accuracy [2025-11-26T21:38:53.775881] [DEBUG] [LOCAL ] Loaded configuration for INMD: 4 features, 100.0% accuracy [2025-11-26T21:38:53.775954] [DEBUG] [LOCAL ] Loaded configuration for AROC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.776028] [DEBUG] [LOCAL ] Loaded configuration for MTN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.776101] [DEBUG] [LOCAL ] Loaded configuration for MRM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.776174] [DEBUG] [LOCAL ] Loaded configuration for ABEO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.776248] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 7 features, 90.0% accuracy [2025-11-26T21:38:53.776322] [DEBUG] [LOCAL ] Loaded configuration for CGEM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.776395] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.776479] [DEBUG] [LOCAL ] Loaded configuration for ARBE: 5 features, 70.0% accuracy [2025-11-26T21:38:53.776553] [DEBUG] [LOCAL ] Loaded configuration for PDLB: 2 features, 60.0% accuracy [2025-11-26T21:38:53.776626] [DEBUG] [LOCAL ] Loaded configuration for SIFY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.776730] [DEBUG] [LOCAL ] Loaded configuration for FA: 0 features, 50.0% accuracy [2025-11-26T21:38:53.776808] [DEBUG] [LOCAL ] Loaded configuration for STI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.776884] [DEBUG] [LOCAL ] Loaded configuration for STKS: 6 features, 80.0% accuracy [2025-11-26T21:38:53.776960] [DEBUG] [LOCAL ] Loaded configuration for IFRX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.777035] [DEBUG] [LOCAL ] Loaded configuration for DRH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.777108] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.777181] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.777253] [DEBUG] [LOCAL ] Loaded configuration for ONB: 4 features, 100.0% accuracy [2025-11-26T21:38:53.777330] [DEBUG] [LOCAL ] Loaded configuration for TFC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.777443] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.777541] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 6 features, 80.0% accuracy [2025-11-26T21:38:53.777615] [DEBUG] [LOCAL ] Loaded configuration for BOH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.777708] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.777784] [DEBUG] [LOCAL ] Loaded configuration for VEEE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.777857] [DEBUG] [LOCAL ] Loaded configuration for STK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.777929] [DEBUG] [LOCAL ] Loaded configuration for DEO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.778001] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.778072] [DEBUG] [LOCAL ] Loaded configuration for JILL: 3 features, 60.0% accuracy [2025-11-26T21:38:53.778145] [DEBUG] [LOCAL ] Loaded configuration for GNPX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.778217] [DEBUG] [LOCAL ] Loaded configuration for INTC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.778289] [DEBUG] [LOCAL ] Loaded configuration for PPIH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.778362] [DEBUG] [LOCAL ] Loaded configuration for UBSI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.778435] [DEBUG] [LOCAL ] Loaded configuration for OCGN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.778513] [DEBUG] [LOCAL ] Loaded configuration for CIA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.778626] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.778751] [DEBUG] [LOCAL ] Loaded configuration for VTWO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.778843] [DEBUG] [LOCAL ] Loaded configuration for DSGX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.778922] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 100.0% accuracy [2025-11-26T21:38:53.778996] [DEBUG] [LOCAL ] Loaded configuration for UMC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.779070] [DEBUG] [LOCAL ] Loaded configuration for HOLO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.779141] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.779213] [DEBUG] [LOCAL ] Loaded configuration for LEGN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.779284] [DEBUG] [LOCAL ] Loaded configuration for MLM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.779355] [DEBUG] [LOCAL ] Loaded configuration for MASS: 5 features, 70.0% accuracy [2025-11-26T21:38:53.779428] [DEBUG] [LOCAL ] Loaded configuration for ACM: 0 features, 90.0% accuracy [2025-11-26T21:38:53.779510] [DEBUG] [LOCAL ] Loaded configuration for TXRH: 3 features, 90.0% accuracy [2025-11-26T21:38:53.779584] [DEBUG] [LOCAL ] Loaded configuration for XPON: 4 features, 90.0% accuracy [2025-11-26T21:38:53.779676] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 60.0% accuracy [2025-11-26T21:38:53.779792] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.779879] [DEBUG] [LOCAL ] Loaded configuration for AIRS: 1 features, 40.0% accuracy [2025-11-26T21:38:53.779952] [DEBUG] [LOCAL ] Loaded configuration for TDUP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.780024] [DEBUG] [LOCAL ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy [2025-11-26T21:38:53.780096] [DEBUG] [LOCAL ] Loaded configuration for ICOP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.780198] [DEBUG] [LOCAL ] Loaded configuration for HNDL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.780293] [DEBUG] [LOCAL ] Loaded configuration for CLLS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.780370] [DEBUG] [LOCAL ] Loaded configuration for AAON: 1 features, 80.0% accuracy [2025-11-26T21:38:53.780443] [DEBUG] [LOCAL ] Loaded configuration for BGLC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.780516] [DEBUG] [LOCAL ] Loaded configuration for HBANL: 1 features, 60.0% accuracy [2025-11-26T21:38:53.780589] [DEBUG] [LOCAL ] Loaded configuration for EYE: 2 features, 90.0% accuracy [2025-11-26T21:38:53.780684] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.780759] [DEBUG] [LOCAL ] Loaded configuration for PPH: 3 features, 90.0% accuracy [2025-11-26T21:38:53.780833] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.780907] [DEBUG] [LOCAL ] Loaded configuration for GDEN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.780981] [DEBUG] [LOCAL ] Loaded configuration for ATLO: 2 features, 100.0% accuracy [2025-11-26T21:38:53.781055] [DEBUG] [LOCAL ] Loaded configuration for NCNA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.781129] [DEBUG] [LOCAL ] Loaded configuration for MKSI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.781202] [DEBUG] [LOCAL ] Loaded configuration for SLM: 3 features, 70.0% accuracy [2025-11-26T21:38:53.781275] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.781349] [DEBUG] [LOCAL ] Loaded configuration for FICS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.781428] [DEBUG] [LOCAL ] Loaded configuration for JVA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.781503] [DEBUG] [LOCAL ] Loaded configuration for REFI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.781576] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.781712] [DEBUG] [LOCAL ] Loaded configuration for TWO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.781795] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 60.0% accuracy [2025-11-26T21:38:53.781869] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.781942] [DEBUG] [LOCAL ] Loaded configuration for CNOB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.782014] [DEBUG] [LOCAL ] Loaded configuration for OTEX: 5 features, 70.0% accuracy [2025-11-26T21:38:53.782086] [DEBUG] [LOCAL ] Loaded configuration for ICUI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.782159] [DEBUG] [LOCAL ] Loaded configuration for FLYE: 5 features, 90.0% accuracy [2025-11-26T21:38:53.782232] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.782304] [DEBUG] [LOCAL ] Loaded configuration for JD: 4 features, 50.0% accuracy [2025-11-26T21:38:53.782375] [DEBUG] [LOCAL ] Loaded configuration for GRI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.782460] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.782543] [DEBUG] [LOCAL ] Loaded configuration for C: 0 features, 80.0% accuracy [2025-11-26T21:38:53.782617] [DEBUG] [LOCAL ] Loaded configuration for VNOM: 2 features, 60.0% accuracy [2025-11-26T21:38:53.782711] [DEBUG] [LOCAL ] Loaded configuration for NISN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.782785] [DEBUG] [LOCAL ] Loaded configuration for AVXL: 1 features, 50.0% accuracy [2025-11-26T21:38:53.782858] [DEBUG] [LOCAL ] Loaded configuration for TRMB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.782931] [DEBUG] [LOCAL ] Loaded configuration for GOGO: 2 features, 50.0% accuracy [2025-11-26T21:38:53.783002] [DEBUG] [LOCAL ] Loaded configuration for SCLX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.783074] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 90.0% accuracy [2025-11-26T21:38:53.783146] [DEBUG] [LOCAL ] Loaded configuration for LCFY: 5 features, 90.0% accuracy [2025-11-26T21:38:53.783218] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.783291] [DEBUG] [LOCAL ] Loaded configuration for QNCX: 1 features, 50.0% accuracy [2025-11-26T21:38:53.783366] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.783440] [DEBUG] [LOCAL ] Loaded configuration for SCVL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.783513] [DEBUG] [LOCAL ] Loaded configuration for BOE: 1 features, 60.0% accuracy [2025-11-26T21:38:53.783586] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.783678] [DEBUG] [LOCAL ] Loaded configuration for SB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.783754] [DEBUG] [LOCAL ] Loaded configuration for UTWO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.783829] [DEBUG] [LOCAL ] Loaded configuration for VAC: 6 features, 90.0% accuracy [2025-11-26T21:38:53.783901] [DEBUG] [LOCAL ] Loaded configuration for CIVB: 4 features, 100.0% accuracy [2025-11-26T21:38:53.783974] [DEBUG] [LOCAL ] Loaded configuration for HYFM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.784047] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 70.0% accuracy [2025-11-26T21:38:53.784120] [DEBUG] [LOCAL ] Loaded configuration for DDI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.784192] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-11-26T21:38:53.784266] [DEBUG] [LOCAL ] Loaded configuration for STHO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.784338] [DEBUG] [LOCAL ] Loaded configuration for BANX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.784410] [DEBUG] [LOCAL ] Loaded configuration for SBUX: 0 features, 70.0% accuracy [2025-11-26T21:38:53.784483] [DEBUG] [LOCAL ] Loaded configuration for PHVS: 4 features, 60.0% accuracy [2025-11-26T21:38:53.784555] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.784628] [DEBUG] [LOCAL ] Loaded configuration for RDHL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.784722] [DEBUG] [LOCAL ] Loaded configuration for MASI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.784795] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 0 features, 70.0% accuracy [2025-11-26T21:38:53.784867] [DEBUG] [LOCAL ] Loaded configuration for NVTS: 6 features, 90.0% accuracy [2025-11-26T21:38:53.784938] [DEBUG] [LOCAL ] Loaded configuration for IBTO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.785011] [DEBUG] [LOCAL ] Loaded configuration for BOKF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.785084] [DEBUG] [LOCAL ] Loaded configuration for LVS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.785167] [DEBUG] [LOCAL ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy [2025-11-26T21:38:53.785278] [DEBUG] [LOCAL ] Loaded configuration for DTSS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.785366] [DEBUG] [LOCAL ] Loaded configuration for BHF: 4 features, 80.0% accuracy [2025-11-26T21:38:53.785466] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.785545] [DEBUG] [LOCAL ] Loaded configuration for THQ: 5 features, 90.0% accuracy [2025-11-26T21:38:53.785617] [DEBUG] [LOCAL ] Loaded configuration for TRMD: 4 features, 90.0% accuracy [2025-11-26T21:38:53.785710] [DEBUG] [LOCAL ] Loaded configuration for SJM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.785784] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.785856] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-11-26T21:38:53.785928] [DEBUG] [LOCAL ] Loaded configuration for ZURA: 0 features, 60.0% accuracy [2025-11-26T21:38:53.786001] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.786073] [DEBUG] [LOCAL ] Loaded configuration for ACLS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.786145] [DEBUG] [LOCAL ] Loaded configuration for LNZA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.786216] [DEBUG] [LOCAL ] Loaded configuration for IDA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.786289] [DEBUG] [LOCAL ] Loaded configuration for HIVE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.786367] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 50.0% accuracy [2025-11-26T21:38:53.786455] [DEBUG] [LOCAL ] Loaded configuration for CLNN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.786537] [DEBUG] [LOCAL ] Loaded configuration for BGH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.786609] [DEBUG] [LOCAL ] Loaded configuration for ALHC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.786704] [DEBUG] [LOCAL ] Loaded configuration for LOGI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.786777] [DEBUG] [LOCAL ] Loaded configuration for DYN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.786849] [DEBUG] [LOCAL ] Loaded configuration for TRMK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.786921] [DEBUG] [LOCAL ] Loaded configuration for LIND: 0 features, 70.0% accuracy [2025-11-26T21:38:53.786993] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.787066] [DEBUG] [LOCAL ] Loaded configuration for OMC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.787139] [DEBUG] [LOCAL ] Loaded configuration for WERN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.787212] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.787286] [DEBUG] [LOCAL ] Loaded configuration for MGPI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.787371] [DEBUG] [LOCAL ] Loaded configuration for SON: 0 features, 60.0% accuracy [2025-11-26T21:38:53.787484] [DEBUG] [LOCAL ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy [2025-11-26T21:38:53.787575] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.787670] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.787747] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-11-26T21:38:53.787820] [DEBUG] [LOCAL ] Loaded configuration for VCRB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.787894] [DEBUG] [LOCAL ] Loaded configuration for DH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.787965] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 2 features, 60.0% accuracy [2025-11-26T21:38:53.788038] [DEBUG] [LOCAL ] Loaded configuration for BSMP: 5 features, 90.0% accuracy [2025-11-26T21:38:53.788112] [DEBUG] [LOCAL ] Loaded configuration for MDXH: 1 features, 70.0% accuracy [2025-11-26T21:38:53.788186] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.788259] [DEBUG] [LOCAL ] Loaded configuration for LE: 1 features, 60.0% accuracy [2025-11-26T21:38:53.788335] [DEBUG] [LOCAL ] Loaded configuration for MODG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.788433] [DEBUG] [LOCAL ] Loaded configuration for TLN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.788523] [DEBUG] [LOCAL ] Loaded configuration for DB: 4 features, 70.0% accuracy [2025-11-26T21:38:53.788598] [DEBUG] [LOCAL ] Loaded configuration for SPSC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.788690] [DEBUG] [LOCAL ] Loaded configuration for METCB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.788765] [DEBUG] [LOCAL ] Loaded configuration for INDI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.788837] [DEBUG] [LOCAL ] Loaded configuration for RHP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.788910] [DEBUG] [LOCAL ] Loaded configuration for BNTC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.788983] [DEBUG] [LOCAL ] Loaded configuration for CLF: 2 features, 60.0% accuracy [2025-11-26T21:38:53.789055] [DEBUG] [LOCAL ] Loaded configuration for MTLS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.789126] [DEBUG] [LOCAL ] Loaded configuration for ENSC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.789198] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.789271] [DEBUG] [LOCAL ] Loaded configuration for QD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.789357] [DEBUG] [LOCAL ] Loaded configuration for USEA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.789432] [DEBUG] [LOCAL ] Loaded configuration for LX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.789503] [DEBUG] [LOCAL ] Loaded configuration for BCE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.789575] [DEBUG] [LOCAL ] Loaded configuration for CSWC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.789668] [DEBUG] [LOCAL ] Loaded configuration for DXCM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.789744] [DEBUG] [LOCAL ] Loaded configuration for TNC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.789850] [DEBUG] [LOCAL ] Loaded configuration for CDC: 6 features, 90.0% accuracy [2025-11-26T21:38:53.789942] [DEBUG] [LOCAL ] Loaded configuration for DGRS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.790016] [DEBUG] [LOCAL ] Loaded configuration for FRHC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.790090] [DEBUG] [LOCAL ] Loaded configuration for ASNS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.790162] [DEBUG] [LOCAL ] Loaded configuration for SUSB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.790235] [DEBUG] [LOCAL ] Loaded configuration for DLTH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.790308] [DEBUG] [LOCAL ] Loaded configuration for BKE: 5 features, 80.0% accuracy [2025-11-26T21:38:53.790394] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.790481] [DEBUG] [LOCAL ] Loaded configuration for LND: 0 features, 80.0% accuracy [2025-11-26T21:38:53.790555] [DEBUG] [LOCAL ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy [2025-11-26T21:38:53.790627] [DEBUG] [LOCAL ] Loaded configuration for WOOD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.790720] [DEBUG] [LOCAL ] Loaded configuration for CVGI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.790794] [DEBUG] [LOCAL ] Loaded configuration for PDBC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.790867] [DEBUG] [LOCAL ] Loaded configuration for ITRI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.790939] [DEBUG] [LOCAL ] Loaded configuration for CELH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.791012] [DEBUG] [LOCAL ] Loaded configuration for PK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.791084] [DEBUG] [LOCAL ] Loaded configuration for BRO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.791156] [DEBUG] [LOCAL ] Loaded configuration for SEE: 0 features, 80.0% accuracy [2025-11-26T21:38:53.791230] [DEBUG] [LOCAL ] Loaded configuration for REAL: 4 features, 60.0% accuracy [2025-11-26T21:38:53.791302] [DEBUG] [LOCAL ] Loaded configuration for OGN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.791383] [DEBUG] [LOCAL ] Loaded configuration for SGC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.791456] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.791527] [DEBUG] [LOCAL ] Loaded configuration for ALLO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.791599] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-11-26T21:38:53.791691] [DEBUG] [LOCAL ] Loaded configuration for VRNS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.791766] [DEBUG] [LOCAL ] Loaded configuration for NBB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.791838] [DEBUG] [LOCAL ] Loaded configuration for QQQM: 5 features, 70.0% accuracy [2025-11-26T21:38:53.791911] [DEBUG] [LOCAL ] Loaded configuration for POOL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.791984] [DEBUG] [LOCAL ] Loaded configuration for TTWO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.792057] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.792131] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 70.0% accuracy [2025-11-26T21:38:53.792204] [DEBUG] [LOCAL ] Loaded configuration for DVN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.792277] [DEBUG] [LOCAL ] Loaded configuration for MNKD: 0 features, 80.0% accuracy [2025-11-26T21:38:53.792360] [DEBUG] [LOCAL ] Loaded configuration for ETB: 5 features, 80.0% accuracy [2025-11-26T21:38:53.792449] [DEBUG] [LOCAL ] Loaded configuration for BEAM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.792531] [DEBUG] [LOCAL ] Loaded configuration for ORIC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.792602] [DEBUG] [LOCAL ] Loaded configuration for POWL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.792696] [DEBUG] [LOCAL ] Loaded configuration for FPI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.792771] [DEBUG] [LOCAL ] Loaded configuration for PMO: 0 features, 60.0% accuracy [2025-11-26T21:38:53.792844] [DEBUG] [LOCAL ] Loaded configuration for PAYO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.792918] [DEBUG] [LOCAL ] Loaded configuration for KYTX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.792991] [DEBUG] [LOCAL ] Loaded configuration for EGP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.793075] [DEBUG] [LOCAL ] Loaded configuration for SBAC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.793150] [DEBUG] [LOCAL ] Loaded configuration for ISPO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.793222] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 0 features, 80.0% accuracy [2025-11-26T21:38:53.793294] [DEBUG] [LOCAL ] Loaded configuration for EXPI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.793366] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.793442] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.793515] [DEBUG] [LOCAL ] Loaded configuration for LDSF: 3 features, 60.0% accuracy [2025-11-26T21:38:53.793588] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.793680] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.793754] [DEBUG] [LOCAL ] Loaded configuration for MNY: 1 features, 90.0% accuracy [2025-11-26T21:38:53.793828] [DEBUG] [LOCAL ] Loaded configuration for FITBI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.793900] [DEBUG] [LOCAL ] Loaded configuration for ANTX: 2 features, 50.0% accuracy [2025-11-26T21:38:53.793973] [DEBUG] [LOCAL ] Loaded configuration for NCA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.794045] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.794118] [DEBUG] [LOCAL ] Loaded configuration for PTIX: 2 features, 60.0% accuracy [2025-11-26T21:38:53.794191] [DEBUG] [LOCAL ] Loaded configuration for RFI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.794271] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-11-26T21:38:53.794346] [DEBUG] [LOCAL ] Loaded configuration for OPRX: 5 features, 100.0% accuracy [2025-11-26T21:38:53.794420] [DEBUG] [LOCAL ] Loaded configuration for FIVE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.794494] [DEBUG] [LOCAL ] Loaded configuration for SDVY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.794565] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.794658] [DEBUG] [LOCAL ] Loaded configuration for PCG: 2 features, 60.0% accuracy [2025-11-26T21:38:53.794735] [DEBUG] [LOCAL ] Loaded configuration for SFM: 2 features, 60.0% accuracy [2025-11-26T21:38:53.794808] [DEBUG] [LOCAL ] Loaded configuration for PASG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.794883] [DEBUG] [LOCAL ] Loaded configuration for XENE: 6 features, 90.0% accuracy [2025-11-26T21:38:53.794956] [DEBUG] [LOCAL ] Loaded configuration for NRG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.795028] [DEBUG] [LOCAL ] Loaded configuration for INSM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.795102] [DEBUG] [LOCAL ] Loaded configuration for UPLD: 3 features, 100.0% accuracy [2025-11-26T21:38:53.795174] [DEBUG] [LOCAL ] Loaded configuration for WAL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.795257] [DEBUG] [LOCAL ] Loaded configuration for THO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.795369] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.795448] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.795522] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.795594] [DEBUG] [LOCAL ] Loaded configuration for AEM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.795686] [DEBUG] [LOCAL ] Loaded configuration for FMC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.795760] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.795834] [DEBUG] [LOCAL ] Loaded configuration for GIS: 5 features, 90.0% accuracy [2025-11-26T21:38:53.795909] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.795982] [DEBUG] [LOCAL ] Loaded configuration for FHB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.796055] [DEBUG] [LOCAL ] Loaded configuration for USGO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.796127] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 1 features, 90.0% accuracy [2025-11-26T21:38:53.796199] [DEBUG] [LOCAL ] Loaded configuration for FRBA: 4 features, 100.0% accuracy [2025-11-26T21:38:53.796271] [DEBUG] [LOCAL ] Loaded configuration for LENZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.796343] [DEBUG] [LOCAL ] Loaded configuration for EBF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.796421] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.796492] [DEBUG] [LOCAL ] Loaded configuration for OMCL: 4 features, 70.0% accuracy [2025-11-26T21:38:53.796564] [DEBUG] [LOCAL ] Loaded configuration for DAO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.796656] [DEBUG] [LOCAL ] Loaded configuration for FTCI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.796735] [DEBUG] [LOCAL ] Loaded configuration for VTS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.796807] [DEBUG] [LOCAL ] Loaded configuration for OLPX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.796881] [DEBUG] [LOCAL ] Loaded configuration for AIO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.796954] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.797026] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy [2025-11-26T21:38:53.797099] [DEBUG] [LOCAL ] Loaded configuration for BNGO: 3 features, 60.0% accuracy [2025-11-26T21:38:53.797182] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.797255] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.797328] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.797424] [DEBUG] [LOCAL ] Loaded configuration for SPWH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.797500] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-11-26T21:38:53.797574] [DEBUG] [LOCAL ] Loaded configuration for KBWP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.797665] [DEBUG] [LOCAL ] Loaded configuration for TNXP: 3 features, 60.0% accuracy [2025-11-26T21:38:53.797743] [DEBUG] [LOCAL ] Loaded configuration for QYLD: 4 features, 60.0% accuracy [2025-11-26T21:38:53.797816] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 1 features, 80.0% accuracy [2025-11-26T21:38:53.797887] [DEBUG] [LOCAL ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.797961] [DEBUG] [LOCAL ] Loaded configuration for ARM: 3 features, 90.0% accuracy [2025-11-26T21:38:53.798034] [DEBUG] [LOCAL ] Loaded configuration for VS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.798107] [DEBUG] [LOCAL ] Loaded configuration for NE: 0 features, 60.0% accuracy [2025-11-26T21:38:53.798180] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-11-26T21:38:53.798252] [DEBUG] [LOCAL ] Loaded configuration for IBB: 4 features, 90.0% accuracy [2025-11-26T21:38:53.798323] [DEBUG] [LOCAL ] Loaded configuration for CCO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.798397] [DEBUG] [LOCAL ] Loaded configuration for SSYS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.798469] [DEBUG] [LOCAL ] Loaded configuration for VRIG: 0 features, 80.0% accuracy [2025-11-26T21:38:53.798540] [DEBUG] [LOCAL ] Loaded configuration for VOD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.798612] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 60.0% accuracy [2025-11-26T21:38:53.798705] [DEBUG] [LOCAL ] Loaded configuration for HSCS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.798778] [DEBUG] [LOCAL ] Loaded configuration for HITI: 0 features, 80.0% accuracy [2025-11-26T21:38:53.798856] [DEBUG] [LOCAL ] Loaded configuration for FDIG: 0 features, 70.0% accuracy [2025-11-26T21:38:53.798949] [DEBUG] [LOCAL ] Loaded configuration for HAFC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.799077] [DEBUG] [LOCAL ] Loaded configuration for AMP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.799163] [DEBUG] [LOCAL ] Loaded configuration for BCPC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.799237] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.799310] [DEBUG] [LOCAL ] Loaded configuration for FRSH: 4 features, 70.0% accuracy [2025-11-26T21:38:53.799399] [DEBUG] [LOCAL ] Loaded configuration for WPP: 0 features, 60.0% accuracy [2025-11-26T21:38:53.799488] [DEBUG] [LOCAL ] Loaded configuration for QTUM: 3 features, 70.0% accuracy [2025-11-26T21:38:53.799564] [DEBUG] [LOCAL ] Loaded configuration for PECO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.799658] [DEBUG] [LOCAL ] Loaded configuration for CVX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.799736] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-11-26T21:38:53.799810] [DEBUG] [LOCAL ] Loaded configuration for ADEA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.799883] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.799955] [DEBUG] [LOCAL ] Loaded configuration for NEGG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.800028] [DEBUG] [LOCAL ] Loaded configuration for ICL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.800116] [DEBUG] [LOCAL ] Loaded configuration for CRM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.800219] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 60.0% accuracy [2025-11-26T21:38:53.800309] [DEBUG] [LOCAL ] Loaded configuration for MTEN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.800383] [DEBUG] [LOCAL ] Loaded configuration for TEAM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.800455] [DEBUG] [LOCAL ] Loaded configuration for TCX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.800528] [DEBUG] [LOCAL ] Loaded configuration for DTG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.800601] [DEBUG] [LOCAL ] Loaded configuration for STNE: 6 features, 80.0% accuracy [2025-11-26T21:38:53.800697] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.800773] [DEBUG] [LOCAL ] Loaded configuration for DTB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.800846] [DEBUG] [LOCAL ] Loaded configuration for MSM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.800921] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.800993] [DEBUG] [LOCAL ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.801064] [DEBUG] [LOCAL ] Loaded configuration for COF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.801137] [DEBUG] [LOCAL ] Loaded configuration for UNTY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.801210] [DEBUG] [LOCAL ] Loaded configuration for NPCE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.801283] [DEBUG] [LOCAL ] Loaded configuration for WSFS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.801355] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.801430] [DEBUG] [LOCAL ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy [2025-11-26T21:38:53.801504] [DEBUG] [LOCAL ] Loaded configuration for SLAB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.801575] [DEBUG] [LOCAL ] Loaded configuration for BMRA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.801668] [DEBUG] [LOCAL ] Loaded configuration for AISP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.801743] [DEBUG] [LOCAL ] Loaded configuration for TSI: 0 features, 70.0% accuracy [2025-11-26T21:38:53.801816] [DEBUG] [LOCAL ] Loaded configuration for MOFG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.801889] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.801961] [DEBUG] [LOCAL ] Loaded configuration for EMN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.802034] [DEBUG] [LOCAL ] Loaded configuration for MRUS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.802107] [DEBUG] [LOCAL ] Loaded configuration for RDCM: 4 features, 70.0% accuracy [2025-11-26T21:38:53.802190] [DEBUG] [LOCAL ] Loaded configuration for NXPI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.802263] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-11-26T21:38:53.802338] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.802415] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 4 features, 90.0% accuracy [2025-11-26T21:38:53.802488] [DEBUG] [LOCAL ] Loaded configuration for INOD: 2 features, 60.0% accuracy [2025-11-26T21:38:53.802561] [DEBUG] [LOCAL ] Loaded configuration for EMO: 5 features, 70.0% accuracy [2025-11-26T21:38:53.802633] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.802728] [DEBUG] [LOCAL ] Loaded configuration for ULCC: 3 features, 100.0% accuracy [2025-11-26T21:38:53.802802] [DEBUG] [LOCAL ] Loaded configuration for FHTX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.802875] [DEBUG] [LOCAL ] Loaded configuration for KVHI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.802948] [DEBUG] [LOCAL ] Loaded configuration for CBUS: 5 features, 90.0% accuracy [2025-11-26T21:38:53.803021] [DEBUG] [LOCAL ] Loaded configuration for DNTH: 4 features, 90.0% accuracy [2025-11-26T21:38:53.803095] [DEBUG] [LOCAL ] Loaded configuration for QCRH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.803192] [DEBUG] [LOCAL ] Loaded configuration for BLFS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.803285] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 3 features, 100.0% accuracy [2025-11-26T21:38:53.803362] [DEBUG] [LOCAL ] Loaded configuration for CALM: 3 features, 60.0% accuracy [2025-11-26T21:38:53.803436] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.803508] [DEBUG] [LOCAL ] Loaded configuration for ERIC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.803581] [DEBUG] [LOCAL ] Loaded configuration for EZGO: 1 features, 90.0% accuracy [2025-11-26T21:38:53.803682] [DEBUG] [LOCAL ] Loaded configuration for KNSA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.803758] [DEBUG] [LOCAL ] Loaded configuration for MPAA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.803832] [DEBUG] [LOCAL ] Loaded configuration for UBFO: 4 features, 60.0% accuracy [2025-11-26T21:38:53.803904] [DEBUG] [LOCAL ] Loaded configuration for RETO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.803978] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.804052] [DEBUG] [LOCAL ] Loaded configuration for XGN: 3 features, 60.0% accuracy [2025-11-26T21:38:53.804125] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.804197] [DEBUG] [LOCAL ] Loaded configuration for VYX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.804271] [DEBUG] [LOCAL ] Loaded configuration for EIX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.804357] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.804447] [DEBUG] [LOCAL ] Loaded configuration for ARDX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.804544] [DEBUG] [LOCAL ] Loaded configuration for NITO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.804621] [DEBUG] [LOCAL ] Loaded configuration for NAMS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.804716] [DEBUG] [LOCAL ] Loaded configuration for ETY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.804792] [DEBUG] [LOCAL ] Loaded configuration for A: 2 features, 80.0% accuracy [2025-11-26T21:38:53.804867] [DEBUG] [LOCAL ] Loaded configuration for LOB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.804942] [DEBUG] [LOCAL ] Loaded configuration for WOK: 2 features, 90.0% accuracy [2025-11-26T21:38:53.805015] [DEBUG] [LOCAL ] Loaded configuration for KOPN: 1 features, 50.0% accuracy [2025-11-26T21:38:53.805091] [DEBUG] [LOCAL ] Loaded configuration for NPK: 4 features, 70.0% accuracy [2025-11-26T21:38:53.805165] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.805240] [DEBUG] [LOCAL ] Loaded configuration for TSLS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.805315] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 0 features, 70.0% accuracy [2025-11-26T21:38:53.805429] [DEBUG] [LOCAL ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy [2025-11-26T21:38:53.805516] [DEBUG] [LOCAL ] Loaded configuration for WAVE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.805591] [DEBUG] [LOCAL ] Loaded configuration for HURC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.805687] [DEBUG] [LOCAL ] Loaded configuration for CWD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.805764] [DEBUG] [LOCAL ] Loaded configuration for BRC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.805837] [DEBUG] [LOCAL ] Loaded configuration for BA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.805913] [DEBUG] [LOCAL ] Loaded configuration for MSTX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.805987] [DEBUG] [LOCAL ] Loaded configuration for PFN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.806060] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.806134] [DEBUG] [LOCAL ] Loaded configuration for KOF: 3 features, 60.0% accuracy [2025-11-26T21:38:53.806240] [DEBUG] [LOCAL ] Loaded configuration for EQH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.806321] [DEBUG] [LOCAL ] Loaded configuration for BSL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.806413] [DEBUG] [LOCAL ] Loaded configuration for KELYA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.806506] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.806582] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.806687] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.806765] [DEBUG] [LOCAL ] Loaded configuration for HPK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.806842] [DEBUG] [LOCAL ] Loaded configuration for OM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.806927] [DEBUG] [LOCAL ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.807013] [DEBUG] [LOCAL ] Loaded configuration for RCI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.807089] [DEBUG] [LOCAL ] Loaded configuration for RGP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.807164] [DEBUG] [LOCAL ] Loaded configuration for NYXH: 0 features, 60.0% accuracy [2025-11-26T21:38:53.807241] [DEBUG] [LOCAL ] Loaded configuration for AIFF: 4 features, 80.0% accuracy [2025-11-26T21:38:53.807320] [DEBUG] [LOCAL ] Loaded configuration for MCN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.807427] [DEBUG] [LOCAL ] Loaded configuration for SWKS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.807520] [DEBUG] [LOCAL ] Loaded configuration for CSGP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.807595] [DEBUG] [LOCAL ] Loaded configuration for NBTB: 6 features, 70.0% accuracy [2025-11-26T21:38:53.807689] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.807765] [DEBUG] [LOCAL ] Loaded configuration for TRDA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.807838] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.807911] [DEBUG] [LOCAL ] Loaded configuration for MAC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.807987] [DEBUG] [LOCAL ] Loaded configuration for OKE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.808061] [DEBUG] [LOCAL ] Loaded configuration for ZS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.808137] [DEBUG] [LOCAL ] Loaded configuration for XPEL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.808211] [DEBUG] [LOCAL ] Loaded configuration for BIB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.808284] [DEBUG] [LOCAL ] Loaded configuration for SPG: 0 features, 70.0% accuracy [2025-11-26T21:38:53.808359] [DEBUG] [LOCAL ] Loaded configuration for JFIN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.808436] [DEBUG] [LOCAL ] Loaded configuration for BLKB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.808512] [DEBUG] [LOCAL ] Loaded configuration for ROAD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.808585] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.808679] [DEBUG] [LOCAL ] Loaded configuration for SHIP: 3 features, 90.0% accuracy [2025-11-26T21:38:53.808755] [DEBUG] [LOCAL ] Loaded configuration for IMXI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.808829] [DEBUG] [LOCAL ] Loaded configuration for SBS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.808902] [DEBUG] [LOCAL ] Loaded configuration for PFH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.808975] [DEBUG] [LOCAL ] Loaded configuration for EDBL: 1 features, 80.0% accuracy [2025-11-26T21:38:53.809049] [DEBUG] [LOCAL ] Loaded configuration for PBFS: 3 features, 60.0% accuracy [2025-11-26T21:38:53.809123] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.809197] [DEBUG] [LOCAL ] Loaded configuration for SOGP: 0 features, 80.0% accuracy [2025-11-26T21:38:53.809280] [DEBUG] [LOCAL ] Loaded configuration for PEBO: 0 features, 70.0% accuracy [2025-11-26T21:38:53.809366] [DEBUG] [LOCAL ] Loaded configuration for RTO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.809470] [DEBUG] [LOCAL ] Loaded configuration for PSF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.809552] [DEBUG] [LOCAL ] Loaded configuration for ALNY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.809626] [DEBUG] [LOCAL ] Loaded configuration for PSN: 0 features, 90.0% accuracy [2025-11-26T21:38:53.809726] [DEBUG] [LOCAL ] Loaded configuration for GEOS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.809801] [DEBUG] [LOCAL ] Loaded configuration for COLB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.809890] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.809964] [DEBUG] [LOCAL ] Loaded configuration for ACWI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.810038] [DEBUG] [LOCAL ] Loaded configuration for PDS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.810124] [DEBUG] [LOCAL ] Loaded configuration for STRL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.810208] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.810292] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.810367] [DEBUG] [LOCAL ] Loaded configuration for CHEF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.810441] [DEBUG] [LOCAL ] Loaded configuration for LNG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.810526] [DEBUG] [LOCAL ] Loaded configuration for WSO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.810607] [DEBUG] [LOCAL ] Loaded configuration for CNS: 4 features, 100.0% accuracy [2025-11-26T21:38:53.810827] [DEBUG] [LOCAL ] Loaded configuration for BWG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.810907] [DEBUG] [LOCAL ] Loaded configuration for FNX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.810984] [DEBUG] [LOCAL ] Loaded configuration for NEXN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.811060] [DEBUG] [LOCAL ] Loaded configuration for LXP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.811137] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.811221] [DEBUG] [LOCAL ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy [2025-11-26T21:38:53.811299] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.811389] [DEBUG] [LOCAL ] Loaded configuration for LESL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.811479] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.811556] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 1 features, 80.0% accuracy [2025-11-26T21:38:53.811633] [DEBUG] [LOCAL ] Loaded configuration for PRDO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.811732] [DEBUG] [LOCAL ] Loaded configuration for BSLK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.811810] [DEBUG] [LOCAL ] Loaded configuration for AIG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.811886] [DEBUG] [LOCAL ] Loaded configuration for SIRI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.811962] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 100.0% accuracy [2025-11-26T21:38:53.812037] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-11-26T21:38:53.812111] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.812186] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.812264] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.812339] [DEBUG] [LOCAL ] Loaded configuration for OC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.812413] [DEBUG] [LOCAL ] Loaded configuration for NNDM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.812497] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.812573] [DEBUG] [LOCAL ] Loaded configuration for GABC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.812664] [DEBUG] [LOCAL ] Loaded configuration for RMNI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.812741] [DEBUG] [LOCAL ] Loaded configuration for HWKN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.812814] [DEBUG] [LOCAL ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy [2025-11-26T21:38:53.812887] [DEBUG] [LOCAL ] Loaded configuration for GNOM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.812959] [DEBUG] [LOCAL ] Loaded configuration for MSI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.813031] [DEBUG] [LOCAL ] Loaded configuration for CACI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.813105] [DEBUG] [LOCAL ] Loaded configuration for LVHD: 4 features, 70.0% accuracy [2025-11-26T21:38:53.813177] [DEBUG] [LOCAL ] Loaded configuration for EGAN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.813250] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.813326] [DEBUG] [LOCAL ] Loaded configuration for HRTX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.813415] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.813504] [DEBUG] [LOCAL ] Loaded configuration for FTXN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.813579] [DEBUG] [LOCAL ] Loaded configuration for DCBO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.813667] [DEBUG] [LOCAL ] Loaded configuration for SFNC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.813743] [DEBUG] [LOCAL ] Loaded configuration for CRNX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.813829] [DEBUG] [LOCAL ] Loaded configuration for NIKL: 0 features, 60.0% accuracy [2025-11-26T21:38:53.813930] [DEBUG] [LOCAL ] Loaded configuration for SPFI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.814032] [DEBUG] [LOCAL ] Loaded configuration for FMBH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.814110] [DEBUG] [LOCAL ] Loaded configuration for RVSB: 1 features, 50.0% accuracy [2025-11-26T21:38:53.814184] [DEBUG] [LOCAL ] Loaded configuration for PSCE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.814256] [DEBUG] [LOCAL ] Loaded configuration for IBTG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.814328] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.814406] [DEBUG] [LOCAL ] Loaded configuration for EOLS: 1 features, 50.0% accuracy [2025-11-26T21:38:53.814479] [DEBUG] [LOCAL ] Loaded configuration for BSVO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.814552] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.814624] [DEBUG] [LOCAL ] Loaded configuration for URI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.814717] [DEBUG] [LOCAL ] Loaded configuration for CWBC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.814791] [DEBUG] [LOCAL ] Loaded configuration for IOSP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.814863] [DEBUG] [LOCAL ] Loaded configuration for NMRA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.814936] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.815010] [DEBUG] [LOCAL ] Loaded configuration for SBRA: 6 features, 90.0% accuracy [2025-11-26T21:38:53.815083] [DEBUG] [LOCAL ] Loaded configuration for ATPC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.815156] [DEBUG] [LOCAL ] Loaded configuration for SBH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.815231] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-11-26T21:38:53.815304] [DEBUG] [LOCAL ] Loaded configuration for SHPH: 0 features, 80.0% accuracy [2025-11-26T21:38:53.815394] [DEBUG] [LOCAL ] Loaded configuration for NVDL: 6 features, 90.0% accuracy [2025-11-26T21:38:53.815533] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 0 features, 90.0% accuracy [2025-11-26T21:38:53.815620] [DEBUG] [LOCAL ] Loaded configuration for QMCO: 4 features, 90.0% accuracy [2025-11-26T21:38:53.815717] [DEBUG] [LOCAL ] Loaded configuration for AGNC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.815792] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 60.0% accuracy [2025-11-26T21:38:53.815867] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.815940] [DEBUG] [LOCAL ] Loaded configuration for EME: 3 features, 70.0% accuracy [2025-11-26T21:38:53.816014] [DEBUG] [LOCAL ] Loaded configuration for AMC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.816089] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, 90.0% accuracy [2025-11-26T21:38:53.816163] [DEBUG] [LOCAL ] Loaded configuration for XERS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.816237] [DEBUG] [LOCAL ] Loaded configuration for ALK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.816310] [DEBUG] [LOCAL ] Loaded configuration for BNTX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.816395] [DEBUG] [LOCAL ] Loaded configuration for CATH: 4 features, 60.0% accuracy [2025-11-26T21:38:53.816486] [DEBUG] [LOCAL ] Loaded configuration for WY: 0 features, 90.0% accuracy [2025-11-26T21:38:53.816567] [DEBUG] [LOCAL ] Loaded configuration for PPL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.816659] [DEBUG] [LOCAL ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.816736] [DEBUG] [LOCAL ] Loaded configuration for MCHP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.816811] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 5 features, 90.0% accuracy [2025-11-26T21:38:53.816886] [DEBUG] [LOCAL ] Loaded configuration for JRS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.816961] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 100.0% accuracy [2025-11-26T21:38:53.817037] [DEBUG] [LOCAL ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy [2025-11-26T21:38:53.817112] [DEBUG] [LOCAL ] Loaded configuration for KMDA: 6 features, 100.0% accuracy [2025-11-26T21:38:53.817185] [DEBUG] [LOCAL ] Loaded configuration for BWFG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.817260] [DEBUG] [LOCAL ] Loaded configuration for PFBC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.817334] [DEBUG] [LOCAL ] Loaded configuration for ADTN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.817424] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.817501] [DEBUG] [LOCAL ] Loaded configuration for WDAY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.817574] [DEBUG] [LOCAL ] Loaded configuration for CASY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.817686] [DEBUG] [LOCAL ] Loaded configuration for CENTA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.817766] [DEBUG] [LOCAL ] Loaded configuration for APPF: 2 features, 50.0% accuracy [2025-11-26T21:38:53.817842] [DEBUG] [LOCAL ] Loaded configuration for ASTH: 4 features, 100.0% accuracy [2025-11-26T21:38:53.817916] [DEBUG] [LOCAL ] Loaded configuration for SMCI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.817991] [DEBUG] [LOCAL ] Loaded configuration for FRO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.818066] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.818139] [DEBUG] [LOCAL ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy [2025-11-26T21:38:53.818214] [DEBUG] [LOCAL ] Loaded configuration for COLM: 0 features, 90.0% accuracy [2025-11-26T21:38:53.818287] [DEBUG] [LOCAL ] Loaded configuration for IRM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.818363] [DEBUG] [LOCAL ] Loaded configuration for CHDN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.818441] [DEBUG] [LOCAL ] Loaded configuration for EXLS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.818523] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.818598] [DEBUG] [LOCAL ] Loaded configuration for CRAI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.818692] [DEBUG] [LOCAL ] Loaded configuration for SELF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.818768] [DEBUG] [LOCAL ] Loaded configuration for MMSI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.818841] [DEBUG] [LOCAL ] Loaded configuration for KARO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.818916] [DEBUG] [LOCAL ] Loaded configuration for DLO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.818989] [DEBUG] [LOCAL ] Loaded configuration for GENI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.819063] [DEBUG] [LOCAL ] Loaded configuration for WKC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.819136] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.819211] [DEBUG] [LOCAL ] Loaded configuration for BEEP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.819329] [DEBUG] [LOCAL ] Loaded configuration for ARQ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.819434] [DEBUG] [LOCAL ] Loaded configuration for MITK: 4 features, 70.0% accuracy [2025-11-26T21:38:53.819526] [DEBUG] [LOCAL ] Loaded configuration for VRSN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.819599] [DEBUG] [LOCAL ] Loaded configuration for PGEN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.819694] [DEBUG] [LOCAL ] Loaded configuration for HGBL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.819767] [DEBUG] [LOCAL ] Loaded configuration for DDD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.819839] [DEBUG] [LOCAL ] Loaded configuration for JCI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.819912] [DEBUG] [LOCAL ] Loaded configuration for GNLX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.819984] [DEBUG] [LOCAL ] Loaded configuration for VTGN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.820056] [DEBUG] [LOCAL ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.820130] [DEBUG] [LOCAL ] Loaded configuration for TZOO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.820202] [DEBUG] [LOCAL ] Loaded configuration for ASMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.820276] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.820379] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.820497] [DEBUG] [LOCAL ] Loaded configuration for TWIN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.820577] [DEBUG] [LOCAL ] Loaded configuration for FDTX: 1 features, 50.0% accuracy [2025-11-26T21:38:53.820674] [DEBUG] [LOCAL ] Loaded configuration for AAPB: 4 features, 70.0% accuracy [2025-11-26T21:38:53.820751] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.820825] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.820899] [DEBUG] [LOCAL ] Loaded configuration for JPEF: 1 features, 90.0% accuracy [2025-11-26T21:38:53.820973] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-11-26T21:38:53.821046] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.821121] [DEBUG] [LOCAL ] Loaded configuration for ACA: 2 features, 60.0% accuracy [2025-11-26T21:38:53.821195] [DEBUG] [LOCAL ] Loaded configuration for NWS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.821269] [DEBUG] [LOCAL ] Loaded configuration for CAL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.821343] [DEBUG] [LOCAL ] Loaded configuration for DELL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.821422] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.821497] [DEBUG] [LOCAL ] Loaded configuration for CDTX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.821580] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-11-26T21:38:53.821677] [DEBUG] [LOCAL ] Loaded configuration for IREN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.821753] [DEBUG] [LOCAL ] Loaded configuration for ISTB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.821827] [DEBUG] [LOCAL ] Loaded configuration for RIG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.821901] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.821975] [DEBUG] [LOCAL ] Loaded configuration for FIVN: 5 features, 90.0% accuracy [2025-11-26T21:38:53.822049] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-11-26T21:38:53.822126] [DEBUG] [LOCAL ] Loaded configuration for VALN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.822290] [DEBUG] [LOCAL ] Loaded configuration for BUI: 4 features, 50.0% accuracy [2025-11-26T21:38:53.822381] [DEBUG] [LOCAL ] Loaded configuration for SWX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.822472] [DEBUG] [LOCAL ] Loaded configuration for FCAL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.822553] [DEBUG] [LOCAL ] Loaded configuration for JAKK: 5 features, 80.0% accuracy [2025-11-26T21:38:53.822626] [DEBUG] [LOCAL ] Loaded configuration for BXP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.822726] [DEBUG] [LOCAL ] Loaded configuration for IEI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.822802] [DEBUG] [LOCAL ] Loaded configuration for APLE: 4 features, 90.0% accuracy [2025-11-26T21:38:53.822877] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.822952] [DEBUG] [LOCAL ] Loaded configuration for PXS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.823027] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.823104] [DEBUG] [LOCAL ] Loaded configuration for MUX: 5 features, 70.0% accuracy [2025-11-26T21:38:53.823180] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.823255] [DEBUG] [LOCAL ] Loaded configuration for COMP: 6 features, 70.0% accuracy [2025-11-26T21:38:53.823333] [DEBUG] [LOCAL ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.823425] [DEBUG] [LOCAL ] Loaded configuration for SIXG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.823512] [DEBUG] [LOCAL ] Loaded configuration for ADC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.823588] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-11-26T21:38:53.823680] [DEBUG] [LOCAL ] Loaded configuration for PLPC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.823757] [DEBUG] [LOCAL ] Loaded configuration for ALMS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.823832] [DEBUG] [LOCAL ] Loaded configuration for KRRO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.823908] [DEBUG] [LOCAL ] Loaded configuration for AI: 3 features, 100.0% accuracy [2025-11-26T21:38:53.823983] [DEBUG] [LOCAL ] Loaded configuration for GH: 3 features, 80.0% accuracy [2025-11-26T21:38:53.824059] [DEBUG] [LOCAL ] Loaded configuration for AVO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.824134] [DEBUG] [LOCAL ] Loaded configuration for PLBC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.824207] [DEBUG] [LOCAL ] Loaded configuration for ORRF: 3 features, 60.0% accuracy [2025-11-26T21:38:53.824281] [DEBUG] [LOCAL ] Loaded configuration for CRBP: 0 features, 70.0% accuracy [2025-11-26T21:38:53.824358] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 4 features, 70.0% accuracy [2025-11-26T21:38:53.824436] [DEBUG] [LOCAL ] Loaded configuration for SFIX: 2 features, 60.0% accuracy [2025-11-26T21:38:53.824511] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.824586] [DEBUG] [LOCAL ] Loaded configuration for FIXD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.824816] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.824904] [DEBUG] [LOCAL ] Loaded configuration for ENPH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.824981] [DEBUG] [LOCAL ] Loaded configuration for SRTS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.825057] [DEBUG] [LOCAL ] Loaded configuration for VRCA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.825133] [DEBUG] [LOCAL ] Loaded configuration for PRME: 2 features, 90.0% accuracy [2025-11-26T21:38:53.825206] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 70.0% accuracy [2025-11-26T21:38:53.825280] [DEBUG] [LOCAL ] Loaded configuration for FOF: 0 features, 90.0% accuracy [2025-11-26T21:38:53.825362] [DEBUG] [LOCAL ] Loaded configuration for BSCP: 0 features, 80.0% accuracy [2025-11-26T21:38:53.825452] [DEBUG] [LOCAL ] Loaded configuration for DCOM: 0 features, 90.0% accuracy [2025-11-26T21:38:53.825554] [DEBUG] [LOCAL ] Loaded configuration for RLI: 0 features, 90.0% accuracy [2025-11-26T21:38:53.825684] [DEBUG] [LOCAL ] Loaded configuration for MQ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.825766] [DEBUG] [LOCAL ] Loaded configuration for TENX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.825842] [DEBUG] [LOCAL ] Loaded configuration for QTRX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.825918] [DEBUG] [LOCAL ] Loaded configuration for HSIC: 2 features, 100.0% accuracy [2025-11-26T21:38:53.825994] [DEBUG] [LOCAL ] Loaded configuration for UNP: 4 features, 90.0% accuracy [2025-11-26T21:38:53.826069] [DEBUG] [LOCAL ] Loaded configuration for VBNK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.826145] [DEBUG] [LOCAL ] Loaded configuration for TRC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.826220] [DEBUG] [LOCAL ] Loaded configuration for BIAF: 2 features, 90.0% accuracy [2025-11-26T21:38:53.826296] [DEBUG] [LOCAL ] Loaded configuration for AMRN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.826372] [DEBUG] [LOCAL ] Loaded configuration for HZO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.826447] [DEBUG] [LOCAL ] Loaded configuration for ENSG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.826522] [DEBUG] [LOCAL ] Loaded configuration for GLSI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.826596] [DEBUG] [LOCAL ] Loaded configuration for RMBI: 4 features, 100.0% accuracy [2025-11-26T21:38:53.826690] [DEBUG] [LOCAL ] Loaded configuration for BOF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.826768] [DEBUG] [LOCAL ] Loaded configuration for FROG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.826841] [DEBUG] [LOCAL ] Loaded configuration for JAGX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.826914] [DEBUG] [LOCAL ] Loaded configuration for DSL: 0 features, 60.0% accuracy [2025-11-26T21:38:53.826988] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 90.0% accuracy [2025-11-26T21:38:53.827064] [DEBUG] [LOCAL ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.827138] [DEBUG] [LOCAL ] Loaded configuration for NIM: 0 features, 70.0% accuracy [2025-11-26T21:38:53.827212] [DEBUG] [LOCAL ] Loaded configuration for XRAY: 4 features, 70.0% accuracy [2025-11-26T21:38:53.827285] [DEBUG] [LOCAL ] Loaded configuration for AMWD: 0 features, 70.0% accuracy [2025-11-26T21:38:53.827373] [DEBUG] [LOCAL ] Loaded configuration for VICI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.827491] [DEBUG] [LOCAL ] Loaded configuration for DK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.827567] [DEBUG] [LOCAL ] Loaded configuration for DDL: 1 features, 80.0% accuracy [2025-11-26T21:38:53.827660] [DEBUG] [LOCAL ] Loaded configuration for HFFG: 0 features, 60.0% accuracy [2025-11-26T21:38:53.827738] [DEBUG] [LOCAL ] Loaded configuration for TIL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.827814] [DEBUG] [LOCAL ] Loaded configuration for GHRS: 7 features, 90.0% accuracy [2025-11-26T21:38:53.827898] [DEBUG] [LOCAL ] Loaded configuration for LWLG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.827974] [DEBUG] [LOCAL ] Loaded configuration for SAIA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.828048] [DEBUG] [LOCAL ] Loaded configuration for PBH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.828123] [DEBUG] [LOCAL ] Loaded configuration for PRI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.828198] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 2 features, 50.0% accuracy [2025-11-26T21:38:53.828273] [DEBUG] [LOCAL ] Loaded configuration for AWP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.828349] [DEBUG] [LOCAL ] Loaded configuration for AHCO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.828424] [DEBUG] [LOCAL ] Loaded configuration for ESE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.828498] [DEBUG] [LOCAL ] Loaded configuration for STOK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.828573] [DEBUG] [LOCAL ] Loaded configuration for HOOD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.828667] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.828746] [DEBUG] [LOCAL ] Loaded configuration for WGMI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.828820] [DEBUG] [LOCAL ] Loaded configuration for FCN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.828895] [DEBUG] [LOCAL ] Loaded configuration for GTLB: 1 features, 60.0% accuracy [2025-11-26T21:38:53.828970] [DEBUG] [LOCAL ] Loaded configuration for WNEB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.829045] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.829119] [DEBUG] [LOCAL ] Loaded configuration for LILAK: 1 features, 60.0% accuracy [2025-11-26T21:38:53.829193] [DEBUG] [LOCAL ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.829268] [DEBUG] [LOCAL ] Loaded configuration for SSNC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.829344] [DEBUG] [LOCAL ] Loaded configuration for RUN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.829419] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-11-26T21:38:53.829494] [DEBUG] [LOCAL ] Loaded configuration for YTRA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.829568] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.829653] [DEBUG] [LOCAL ] Loaded configuration for NVMI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.829728] [DEBUG] [LOCAL ] Loaded configuration for SKRE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.829796] [DEBUG] [LOCAL ] Loaded configuration for MVBF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.829872] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.829947] [DEBUG] [LOCAL ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy [2025-11-26T21:38:53.830022] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.830097] [DEBUG] [LOCAL ] Loaded configuration for SFLO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.830171] [DEBUG] [LOCAL ] Loaded configuration for MYN: 1 features, 100.0% accuracy [2025-11-26T21:38:53.830245] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.830336] [DEBUG] [LOCAL ] Loaded configuration for DECK: 4 features, 80.0% accuracy [2025-11-26T21:38:53.830428] [DEBUG] [LOCAL ] Loaded configuration for HRMY: 4 features, 90.0% accuracy [2025-11-26T21:38:53.830518] [DEBUG] [LOCAL ] Loaded configuration for EMBC: 3 features, 100.0% accuracy [2025-11-26T21:38:53.830592] [DEBUG] [LOCAL ] Loaded configuration for WB: 1 features, 90.0% accuracy [2025-11-26T21:38:53.830685] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 1 features, 90.0% accuracy [2025-11-26T21:38:53.830763] [DEBUG] [LOCAL ] Loaded configuration for VBF: 4 features, 90.0% accuracy [2025-11-26T21:38:53.830848] [DEBUG] [LOCAL ] Loaded configuration for BGX: 5 features, 90.0% accuracy [2025-11-26T21:38:53.830924] [DEBUG] [LOCAL ] Loaded configuration for ASML: 2 features, 90.0% accuracy [2025-11-26T21:38:53.830999] [DEBUG] [LOCAL ] Loaded configuration for APPN: 5 features, 70.0% accuracy [2025-11-26T21:38:53.831075] [DEBUG] [LOCAL ] Loaded configuration for USIG: 4 features, 80.0% accuracy [2025-11-26T21:38:53.831150] [DEBUG] [LOCAL ] Loaded configuration for NRIM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.831225] [DEBUG] [LOCAL ] Loaded configuration for MGRC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.831301] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.831377] [DEBUG] [LOCAL ] Loaded configuration for MODL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.831452] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-11-26T21:38:53.831525] [DEBUG] [LOCAL ] Loaded configuration for TNDM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.831599] [DEBUG] [LOCAL ] Loaded configuration for FTGS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.831694] [DEBUG] [LOCAL ] Loaded configuration for BLZE: 3 features, 90.0% accuracy [2025-11-26T21:38:53.831770] [DEBUG] [LOCAL ] Loaded configuration for GCMG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.831845] [DEBUG] [LOCAL ] Loaded configuration for SMH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.831919] [DEBUG] [LOCAL ] Loaded configuration for OEC: 0 features, 80.0% accuracy [2025-11-26T21:38:53.831992] [DEBUG] [LOCAL ] Loaded configuration for FALN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.832066] [DEBUG] [LOCAL ] Loaded configuration for HLMN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.832140] [DEBUG] [LOCAL ] Loaded configuration for REPL: 0 features, 70.0% accuracy [2025-11-26T21:38:53.832214] [DEBUG] [LOCAL ] Loaded configuration for NFE: 0 features, 80.0% accuracy [2025-11-26T21:38:53.832288] [DEBUG] [LOCAL ] Loaded configuration for TCMD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.832362] [DEBUG] [LOCAL ] Loaded configuration for CCB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.832435] [DEBUG] [LOCAL ] Loaded configuration for MSGM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.832508] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.832582] [DEBUG] [LOCAL ] Loaded configuration for NTRB: 1 features, 100.0% accuracy [2025-11-26T21:38:53.832678] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.832754] [DEBUG] [LOCAL ] Loaded configuration for STKL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.832828] [DEBUG] [LOCAL ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.832902] [DEBUG] [LOCAL ] Loaded configuration for EVRG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.832976] [DEBUG] [LOCAL ] Loaded configuration for UTEN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.833049] [DEBUG] [LOCAL ] Loaded configuration for EXAS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.833122] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.833195] [DEBUG] [LOCAL ] Loaded configuration for PI: 3 features, 50.0% accuracy [2025-11-26T21:38:53.833269] [DEBUG] [LOCAL ] Loaded configuration for OSBC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.833345] [DEBUG] [LOCAL ] Loaded configuration for SCD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.833437] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-11-26T21:38:53.833526] [DEBUG] [LOCAL ] Loaded configuration for MELI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.833601] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.833697] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.833783] [DEBUG] [LOCAL ] Loaded configuration for LNN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.833859] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.833934] [DEBUG] [LOCAL ] Loaded configuration for TBI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.834010] [DEBUG] [LOCAL ] Loaded configuration for NVA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.834086] [DEBUG] [LOCAL ] Loaded configuration for JLL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.834162] [DEBUG] [LOCAL ] Loaded configuration for NICE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.834237] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-11-26T21:38:53.834311] [DEBUG] [LOCAL ] Loaded configuration for CHCO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.834387] [DEBUG] [LOCAL ] Loaded configuration for AON: 1 features, 70.0% accuracy [2025-11-26T21:38:53.834463] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 5 features, 90.0% accuracy [2025-11-26T21:38:53.834539] [DEBUG] [LOCAL ] Loaded configuration for UL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.834614] [DEBUG] [LOCAL ] Loaded configuration for FEP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.834712] [DEBUG] [LOCAL ] Loaded configuration for CHKP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.834789] [DEBUG] [LOCAL ] Loaded configuration for PSNL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.834874] [DEBUG] [LOCAL ] Loaded configuration for CRNC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.834955] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-11-26T21:38:53.835024] [DEBUG] [LOCAL ] Loaded configuration for CQP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.835102] [DEBUG] [LOCAL ] Loaded configuration for SOL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.835179] [DEBUG] [LOCAL ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.835255] [DEBUG] [LOCAL ] Loaded configuration for VFS: 3 features, 60.0% accuracy [2025-11-26T21:38:53.835332] [DEBUG] [LOCAL ] Loaded configuration for APEI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.835423] [DEBUG] [LOCAL ] Loaded configuration for MRVI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.835514] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 6 features, 80.0% accuracy [2025-11-26T21:38:53.835589] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.835721] [DEBUG] [LOCAL ] Loaded configuration for FATBP: 3 features, 90.0% accuracy [2025-11-26T21:38:53.835805] [DEBUG] [LOCAL ] Loaded configuration for WIX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.835881] [DEBUG] [LOCAL ] Loaded configuration for CVI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.835965] [DEBUG] [LOCAL ] Loaded configuration for DMRC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.836041] [DEBUG] [LOCAL ] Loaded configuration for IZEA: 1 features, 100.0% accuracy [2025-11-26T21:38:53.836117] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 4 features, 60.0% accuracy [2025-11-26T21:38:53.836190] [DEBUG] [LOCAL ] Loaded configuration for ZYME: 2 features, 60.0% accuracy [2025-11-26T21:38:53.836274] [DEBUG] [LOCAL ] Loaded configuration for QCOM: 2 features, 90.0% accuracy [2025-11-26T21:38:53.836350] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.836423] [DEBUG] [LOCAL ] Loaded configuration for APVO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.836507] [DEBUG] [LOCAL ] Loaded configuration for VZ: 3 features, 60.0% accuracy [2025-11-26T21:38:53.836583] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.836677] [DEBUG] [LOCAL ] Loaded configuration for DTE: 0 features, 70.0% accuracy [2025-11-26T21:38:53.836755] [DEBUG] [LOCAL ] Loaded configuration for ERIE: 2 features, 90.0% accuracy [2025-11-26T21:38:53.836837] [DEBUG] [LOCAL ] Loaded configuration for SNPS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.836914] [DEBUG] [LOCAL ] Loaded configuration for NGS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.836988] [DEBUG] [LOCAL ] Loaded configuration for BAC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.837063] [DEBUG] [LOCAL ] Loaded configuration for TPH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.837138] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-11-26T21:38:53.837212] [DEBUG] [LOCAL ] Loaded configuration for MORN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.837287] [DEBUG] [LOCAL ] Loaded configuration for MBWM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.837363] [DEBUG] [LOCAL ] Loaded configuration for HBANP: 2 features, 60.0% accuracy [2025-11-26T21:38:53.837497] [DEBUG] [LOCAL ] Loaded configuration for SSB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.837576] [DEBUG] [LOCAL ] Loaded configuration for TK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.837674] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.837754] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.837842] [DEBUG] [LOCAL ] Loaded configuration for FLXS: 3 features, 60.0% accuracy [2025-11-26T21:38:53.837924] [DEBUG] [LOCAL ] Loaded configuration for SLP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.837999] [DEBUG] [LOCAL ] Loaded configuration for III: 1 features, 70.0% accuracy [2025-11-26T21:38:53.838075] [DEBUG] [LOCAL ] Loaded configuration for PMM: 4 features, 70.0% accuracy [2025-11-26T21:38:53.838150] [DEBUG] [LOCAL ] Loaded configuration for WFG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.838223] [DEBUG] [LOCAL ] Loaded configuration for AVY: 1 features, 40.0% accuracy [2025-11-26T21:38:53.838299] [DEBUG] [LOCAL ] Loaded configuration for HG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.838374] [DEBUG] [LOCAL ] Loaded configuration for MNTK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.838449] [DEBUG] [LOCAL ] Loaded configuration for SENEA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.838529] [DEBUG] [LOCAL ] Loaded configuration for CRTO: 1 features, 100.0% accuracy [2025-11-26T21:38:53.838605] [DEBUG] [LOCAL ] Loaded configuration for CALC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.838703] [DEBUG] [LOCAL ] Loaded configuration for SPOK: 4 features, 90.0% accuracy [2025-11-26T21:38:53.838781] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.838856] [DEBUG] [LOCAL ] Loaded configuration for NMFC: 0 features, 70.0% accuracy [2025-11-26T21:38:53.838932] [DEBUG] [LOCAL ] Loaded configuration for MYI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.839007] [DEBUG] [LOCAL ] Loaded configuration for LDP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.839083] [DEBUG] [LOCAL ] Loaded configuration for CXE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.839158] [DEBUG] [LOCAL ] Loaded configuration for DY: 4 features, 70.0% accuracy [2025-11-26T21:38:53.839232] [DEBUG] [LOCAL ] Loaded configuration for FORM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.839307] [DEBUG] [LOCAL ] Loaded configuration for CENX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.839381] [DEBUG] [LOCAL ] Loaded configuration for WLDN: 1 features, 50.0% accuracy [2025-11-26T21:38:53.839460] [DEBUG] [LOCAL ] Loaded configuration for DBL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.839533] [DEBUG] [LOCAL ] Loaded configuration for CASH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.839608] [DEBUG] [LOCAL ] Loaded configuration for CRUS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.839706] [DEBUG] [LOCAL ] Loaded configuration for ADSE: 0 features, 80.0% accuracy [2025-11-26T21:38:53.839791] [DEBUG] [LOCAL ] Loaded configuration for LECO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.839874] [DEBUG] [LOCAL ] Loaded configuration for STAG: 0 features, 60.0% accuracy [2025-11-26T21:38:53.839950] [DEBUG] [LOCAL ] Loaded configuration for BTCS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.840025] [DEBUG] [LOCAL ] Loaded configuration for BLX: 5 features, 100.0% accuracy [2025-11-26T21:38:53.840093] [DEBUG] [LOCAL ] Loaded configuration for LIF: 4 features, 60.0% accuracy [2025-11-26T21:38:53.840160] [DEBUG] [LOCAL ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.840237] [DEBUG] [LOCAL ] Loaded configuration for TAYD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.840310] [DEBUG] [LOCAL ] Loaded configuration for IMTX: 0 features, 70.0% accuracy [2025-11-26T21:38:53.840389] [DEBUG] [LOCAL ] Loaded configuration for EVCM: 5 features, 70.0% accuracy [2025-11-26T21:38:53.840463] [DEBUG] [LOCAL ] Loaded configuration for EMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.840536] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-11-26T21:38:53.840609] [DEBUG] [LOCAL ] Loaded configuration for PHO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.840705] [DEBUG] [LOCAL ] Loaded configuration for DAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.840781] [DEBUG] [LOCAL ] Loaded configuration for AMBA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.840855] [DEBUG] [LOCAL ] Loaded configuration for SAH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.840930] [DEBUG] [LOCAL ] Loaded configuration for CPIX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.841003] [DEBUG] [LOCAL ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy [2025-11-26T21:38:53.841077] [DEBUG] [LOCAL ] Loaded configuration for BROS: 3 features, 100.0% accuracy [2025-11-26T21:38:53.841151] [DEBUG] [LOCAL ] Loaded configuration for CRESY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.841225] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.841299] [DEBUG] [LOCAL ] Loaded configuration for DEA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.841372] [DEBUG] [LOCAL ] Loaded configuration for EXFY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.841449] [DEBUG] [LOCAL ] Loaded configuration for PCM: 3 features, 80.0% accuracy [2025-11-26T21:38:53.841525] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.841598] [DEBUG] [LOCAL ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.841694] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 0 features, 70.0% accuracy [2025-11-26T21:38:53.841769] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.841843] [DEBUG] [LOCAL ] Loaded configuration for SLB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.841915] [DEBUG] [LOCAL ] Loaded configuration for BRY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.841989] [DEBUG] [LOCAL ] Loaded configuration for DPZ: 2 features, 80.0% accuracy [2025-11-26T21:38:53.842062] [DEBUG] [LOCAL ] Loaded configuration for VGM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.842135] [DEBUG] [LOCAL ] Loaded configuration for MRCC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.842208] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.842280] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.842354] [DEBUG] [LOCAL ] Loaded configuration for GLUE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.842432] [DEBUG] [LOCAL ] Loaded configuration for NOG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.842508] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.842581] [DEBUG] [LOCAL ] Loaded configuration for GGAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.842677] [DEBUG] [LOCAL ] Loaded configuration for PESI: 0 features, 80.0% accuracy [2025-11-26T21:38:53.842761] [DEBUG] [LOCAL ] Loaded configuration for SHG: 4 features, 80.0% accuracy [2025-11-26T21:38:53.842836] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.842911] [DEBUG] [LOCAL ] Loaded configuration for KRC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.842983] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.843057] [DEBUG] [LOCAL ] Loaded configuration for GMM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.843131] [DEBUG] [LOCAL ] Loaded configuration for NATH: 4 features, 90.0% accuracy [2025-11-26T21:38:53.843206] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.843290] [DEBUG] [LOCAL ] Loaded configuration for TLS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.843390] [DEBUG] [LOCAL ] Loaded configuration for MTSI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.843492] [DEBUG] [LOCAL ] Loaded configuration for ALEC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.843570] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-11-26T21:38:53.843664] [DEBUG] [LOCAL ] Loaded configuration for SITC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.843743] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.843817] [DEBUG] [LOCAL ] Loaded configuration for SGRY: 3 features, 80.0% accuracy [2025-11-26T21:38:53.843893] [DEBUG] [LOCAL ] Loaded configuration for GEVO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.843967] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 0 features, 80.0% accuracy [2025-11-26T21:38:53.844041] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.844113] [DEBUG] [LOCAL ] Loaded configuration for SSL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.844187] [DEBUG] [LOCAL ] Loaded configuration for RAY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.844261] [DEBUG] [LOCAL ] Loaded configuration for VERA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.844335] [DEBUG] [LOCAL ] Loaded configuration for CORZ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.844410] [DEBUG] [LOCAL ] Loaded configuration for PYXS: 5 features, 80.0% accuracy [2025-11-26T21:38:53.844485] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.844559] [DEBUG] [LOCAL ] Loaded configuration for EHTH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.844634] [DEBUG] [LOCAL ] Loaded configuration for UGP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.844730] [DEBUG] [LOCAL ] Loaded configuration for FUL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.844805] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 90.0% accuracy [2025-11-26T21:38:53.844877] [DEBUG] [LOCAL ] Loaded configuration for FNLC: 0 features, 80.0% accuracy [2025-11-26T21:38:53.844944] [DEBUG] [LOCAL ] Loaded configuration for DLY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.845019] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.845093] [DEBUG] [LOCAL ] Loaded configuration for BCYC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.845167] [DEBUG] [LOCAL ] Loaded configuration for METD: 4 features, 80.0% accuracy [2025-11-26T21:38:53.845241] [DEBUG] [LOCAL ] Loaded configuration for BUSE: 2 features, 90.0% accuracy [2025-11-26T21:38:53.845315] [DEBUG] [LOCAL ] Loaded configuration for KHC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.845389] [DEBUG] [LOCAL ] Loaded configuration for PEGA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.845463] [DEBUG] [LOCAL ] Loaded configuration for PMVP: 0 features, 90.0% accuracy [2025-11-26T21:38:53.845537] [DEBUG] [LOCAL ] Loaded configuration for GLNG: 5 features, 80.0% accuracy [2025-11-26T21:38:53.845612] [DEBUG] [LOCAL ] Loaded configuration for VFC: 4 features, 90.0% accuracy [2025-11-26T21:38:53.845720] [DEBUG] [LOCAL ] Loaded configuration for ABVC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.845820] [DEBUG] [LOCAL ] Loaded configuration for CDP: 2 features, 80.0% accuracy [2025-11-26T21:38:53.845900] [DEBUG] [LOCAL ] Loaded configuration for MRX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.845974] [DEBUG] [LOCAL ] Loaded configuration for SAMG: 0 features, 50.0% accuracy [2025-11-26T21:38:53.846050] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.846124] [DEBUG] [LOCAL ] Loaded configuration for USMC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.846198] [DEBUG] [LOCAL ] Loaded configuration for EVGO: 1 features, 100.0% accuracy [2025-11-26T21:38:53.846272] [DEBUG] [LOCAL ] Loaded configuration for TKC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.846348] [DEBUG] [LOCAL ] Loaded configuration for BMA: 2 features, 50.0% accuracy [2025-11-26T21:38:53.846426] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 5 features, 80.0% accuracy [2025-11-26T21:38:53.846500] [DEBUG] [LOCAL ] Loaded configuration for BKD: 4 features, 100.0% accuracy [2025-11-26T21:38:53.846574] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.846671] [DEBUG] [LOCAL ] Loaded configuration for SRG: 0 features, 80.0% accuracy [2025-11-26T21:38:53.846750] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.846825] [DEBUG] [LOCAL ] Loaded configuration for ENTA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.846901] [DEBUG] [LOCAL ] Loaded configuration for VITL: 5 features, 80.0% accuracy [2025-11-26T21:38:53.846975] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.847049] [DEBUG] [LOCAL ] Loaded configuration for ONCO: 4 features, 60.0% accuracy [2025-11-26T21:38:53.847122] [DEBUG] [LOCAL ] Loaded configuration for NI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.847196] [DEBUG] [LOCAL ] Loaded configuration for CMPS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.847272] [DEBUG] [LOCAL ] Loaded configuration for VUZI: 3 features, 90.0% accuracy [2025-11-26T21:38:53.847347] [DEBUG] [LOCAL ] Loaded configuration for BYSI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.847446] [DEBUG] [LOCAL ] Loaded configuration for SNDX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.847522] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 20.0% accuracy [2025-11-26T21:38:53.847597] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.847694] [DEBUG] [LOCAL ] Loaded configuration for ZION: 2 features, 70.0% accuracy [2025-11-26T21:38:53.847770] [DEBUG] [LOCAL ] Loaded configuration for MRTN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.847845] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.847919] [DEBUG] [LOCAL ] Loaded configuration for PDX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.848007] [DEBUG] [LOCAL ] Loaded configuration for BSVN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.848084] [DEBUG] [LOCAL ] Loaded configuration for OKYO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.848159] [DEBUG] [LOCAL ] Loaded configuration for AIQ: 6 features, 80.0% accuracy [2025-11-26T21:38:53.848235] [DEBUG] [LOCAL ] Loaded configuration for RFM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.848311] [DEBUG] [LOCAL ] Loaded configuration for GSM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.848387] [DEBUG] [LOCAL ] Loaded configuration for DLPN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.848462] [DEBUG] [LOCAL ] Loaded configuration for WABC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.848537] [DEBUG] [LOCAL ] Loaded configuration for EEMA: 2 features, 40.0% accuracy [2025-11-26T21:38:53.848612] [DEBUG] [LOCAL ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy [2025-11-26T21:38:53.848710] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.848799] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 4 features, 90.0% accuracy [2025-11-26T21:38:53.848885] [DEBUG] [LOCAL ] Loaded configuration for WINN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.848964] [DEBUG] [LOCAL ] Loaded configuration for CMG: 6 features, 80.0% accuracy [2025-11-26T21:38:53.849054] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.849140] [DEBUG] [LOCAL ] Loaded configuration for ALRS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.849225] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.849312] [DEBUG] [LOCAL ] Loaded configuration for LPTH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.849417] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.849522] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.849609] [DEBUG] [LOCAL ] Loaded configuration for UFCS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.849716] [DEBUG] [LOCAL ] Loaded configuration for EWBC: 1 features, 60.0% accuracy [2025-11-26T21:38:53.849802] [DEBUG] [LOCAL ] Loaded configuration for BTAI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.849887] [DEBUG] [LOCAL ] Loaded configuration for AMRK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.849973] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.850060] [DEBUG] [LOCAL ] Loaded configuration for KOP: 0 features, 90.0% accuracy [2025-11-26T21:38:53.850145] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.850230] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.850314] [DEBUG] [LOCAL ] Loaded configuration for DE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.850399] [DEBUG] [LOCAL ] Loaded configuration for USVM: 1 features, 90.0% accuracy [2025-11-26T21:38:53.850484] [DEBUG] [LOCAL ] Loaded configuration for ECX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.850569] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.850676] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.850764] [DEBUG] [LOCAL ] Loaded configuration for SBGI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.850849] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.850933] [DEBUG] [LOCAL ] Loaded configuration for SSSS: 4 features, 80.0% accuracy [2025-11-26T21:38:53.851017] [DEBUG] [LOCAL ] Loaded configuration for FYC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.851101] [DEBUG] [LOCAL ] Loaded configuration for EB: 1 features, 90.0% accuracy [2025-11-26T21:38:53.851186] [DEBUG] [LOCAL ] Loaded configuration for VYMI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.851270] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.851355] [DEBUG] [LOCAL ] Loaded configuration for SIGA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.851441] [DEBUG] [LOCAL ] Loaded configuration for GLBS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.851526] [DEBUG] [LOCAL ] Loaded configuration for METC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.851611] [DEBUG] [LOCAL ] Loaded configuration for LRGE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.851715] [DEBUG] [LOCAL ] Loaded configuration for EM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.851800] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-11-26T21:38:53.851885] [DEBUG] [LOCAL ] Loaded configuration for UNM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.851970] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.852053] [DEBUG] [LOCAL ] Loaded configuration for TSCO: 2 features, 100.0% accuracy [2025-11-26T21:38:53.852148] [DEBUG] [LOCAL ] Loaded configuration for PL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.852232] [DEBUG] [LOCAL ] Loaded configuration for Z: 3 features, 80.0% accuracy [2025-11-26T21:38:53.852318] [DEBUG] [LOCAL ] Loaded configuration for CMMB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.852403] [DEBUG] [LOCAL ] Loaded configuration for AMAL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.852492] [DEBUG] [LOCAL ] Loaded configuration for BK: 0 features, 80.0% accuracy [2025-11-26T21:38:53.852577] [DEBUG] [LOCAL ] Loaded configuration for TUSK: 1 features, 70.0% accuracy [2025-11-26T21:38:53.852682] [DEBUG] [LOCAL ] Loaded configuration for STRS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.852770] [DEBUG] [LOCAL ] Loaded configuration for STZ: 0 features, 70.0% accuracy [2025-11-26T21:38:53.852855] [DEBUG] [LOCAL ] Loaded configuration for CARE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.852940] [DEBUG] [LOCAL ] Loaded configuration for UMBF: 2 features, 50.0% accuracy [2025-11-26T21:38:53.853025] [DEBUG] [LOCAL ] Loaded configuration for NDRA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.853109] [DEBUG] [LOCAL ] Loaded configuration for TARS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.853196] [DEBUG] [LOCAL ] Loaded configuration for LTC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.853521] [DEBUG] [LOCAL ] Loaded configuration for USLM: 0 features, 70.0% accuracy [2025-11-26T21:38:53.853609] [DEBUG] [LOCAL ] Loaded configuration for LWAY: 4 features, 90.0% accuracy [2025-11-26T21:38:53.853721] [DEBUG] [LOCAL ] Loaded configuration for DORM: 4 features, 90.0% accuracy [2025-11-26T21:38:53.853813] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 60.0% accuracy [2025-11-26T21:38:53.853905] [DEBUG] [LOCAL ] Loaded configuration for CREG: 2 features, 60.0% accuracy [2025-11-26T21:38:53.853983] [DEBUG] [LOCAL ] Loaded configuration for ASPI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.854058] [DEBUG] [LOCAL ] Loaded configuration for FLWS: 1 features, 90.0% accuracy [2025-11-26T21:38:53.854130] [DEBUG] [LOCAL ] Loaded configuration for WYNN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.854204] [DEBUG] [LOCAL ] Loaded configuration for FMAO: 5 features, 80.0% accuracy [2025-11-26T21:38:53.854277] [DEBUG] [LOCAL ] Loaded configuration for ASTS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.854350] [DEBUG] [LOCAL ] Loaded configuration for USCB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.854423] [DEBUG] [LOCAL ] Loaded configuration for GIFI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.854496] [DEBUG] [LOCAL ] Loaded configuration for LRHC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.854569] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.854662] [DEBUG] [LOCAL ] Loaded configuration for RC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.854740] [DEBUG] [LOCAL ] Loaded configuration for JGLO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.854815] [DEBUG] [LOCAL ] Loaded configuration for FWONK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.854890] [DEBUG] [LOCAL ] Loaded configuration for HBI: 3 features, 50.0% accuracy [2025-11-26T21:38:53.854963] [DEBUG] [LOCAL ] Loaded configuration for OFS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.855036] [DEBUG] [LOCAL ] Loaded configuration for CNEY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.855111] [DEBUG] [LOCAL ] Loaded configuration for STWD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.855185] [DEBUG] [LOCAL ] Loaded configuration for IAC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.855258] [DEBUG] [LOCAL ] Loaded configuration for RCL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.855332] [DEBUG] [LOCAL ] Loaded configuration for ANIK: 2 features, 60.0% accuracy [2025-11-26T21:38:53.855414] [DEBUG] [LOCAL ] Loaded configuration for HDSN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.855516] [DEBUG] [LOCAL ] Loaded configuration for DRMA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.855591] [DEBUG] [LOCAL ] Loaded configuration for EVOK: 4 features, 60.0% accuracy [2025-11-26T21:38:53.855686] [DEBUG] [LOCAL ] Loaded configuration for MRSN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.855762] [DEBUG] [LOCAL ] Loaded configuration for IXUS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.855853] [DEBUG] [LOCAL ] Loaded configuration for APH: 4 features, 80.0% accuracy [2025-11-26T21:38:53.855939] [DEBUG] [LOCAL ] Loaded configuration for GRWG: 5 features, 80.0% accuracy [2025-11-26T21:38:53.856018] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.856093] [DEBUG] [LOCAL ] Loaded configuration for SOFI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.856167] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 4 features, 80.0% accuracy [2025-11-26T21:38:53.856241] [DEBUG] [LOCAL ] Loaded configuration for MLAB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.856317] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 0 features, 70.0% accuracy [2025-11-26T21:38:53.856408] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.856498] [DEBUG] [LOCAL ] Loaded configuration for MERC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.856577] [DEBUG] [LOCAL ] Loaded configuration for BUFC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.856671] [DEBUG] [LOCAL ] Loaded configuration for SUSC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.856749] [DEBUG] [LOCAL ] Loaded configuration for LSCC: 2 features, 100.0% accuracy [2025-11-26T21:38:53.856822] [DEBUG] [LOCAL ] Loaded configuration for GAIN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.856895] [DEBUG] [LOCAL ] Loaded configuration for SLRC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.856967] [DEBUG] [LOCAL ] Loaded configuration for YUM: 3 features, 70.0% accuracy [2025-11-26T21:38:53.857041] [DEBUG] [LOCAL ] Loaded configuration for KRUS: 4 features, 60.0% accuracy [2025-11-26T21:38:53.857114] [DEBUG] [LOCAL ] Loaded configuration for NTIC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.857187] [DEBUG] [LOCAL ] Loaded configuration for SPRO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.857260] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.857337] [DEBUG] [LOCAL ] Loaded configuration for OI: 3 features, 60.0% accuracy [2025-11-26T21:38:53.857447] [DEBUG] [LOCAL ] Loaded configuration for PCYO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.857536] [DEBUG] [LOCAL ] Loaded configuration for ANDE: 4 features, 100.0% accuracy [2025-11-26T21:38:53.857611] [DEBUG] [LOCAL ] Loaded configuration for CSX: 5 features, 90.0% accuracy [2025-11-26T21:38:53.857703] [DEBUG] [LOCAL ] Loaded configuration for VNO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.857778] [DEBUG] [LOCAL ] Loaded configuration for FBL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.857851] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 2 features, 90.0% accuracy [2025-11-26T21:38:53.857924] [DEBUG] [LOCAL ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.857998] [DEBUG] [LOCAL ] Loaded configuration for AGX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.858071] [DEBUG] [LOCAL ] Loaded configuration for SUN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.858145] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-11-26T21:38:53.858219] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 60.0% accuracy [2025-11-26T21:38:53.858293] [DEBUG] [LOCAL ] Loaded configuration for SLDB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.858381] [DEBUG] [LOCAL ] Loaded configuration for GDC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.858471] [DEBUG] [LOCAL ] Loaded configuration for SY: 3 features, 90.0% accuracy [2025-11-26T21:38:53.858567] [DEBUG] [LOCAL ] Loaded configuration for IRMD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.858661] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 0 features, 80.0% accuracy [2025-11-26T21:38:53.858739] [DEBUG] [LOCAL ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy [2025-11-26T21:38:53.858815] [DEBUG] [LOCAL ] Loaded configuration for AMRX: 2 features, 100.0% accuracy [2025-11-26T21:38:53.858890] [DEBUG] [LOCAL ] Loaded configuration for HLX: 4 features, 70.0% accuracy [2025-11-26T21:38:53.858963] [DEBUG] [LOCAL ] Loaded configuration for OMAB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.859036] [DEBUG] [LOCAL ] Loaded configuration for OS: 5 features, 80.0% accuracy [2025-11-26T21:38:53.859109] [DEBUG] [LOCAL ] Loaded configuration for AEE: 1 features, 80.0% accuracy [2025-11-26T21:38:53.859183] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.859256] [DEBUG] [LOCAL ] Loaded configuration for ADMA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.859336] [DEBUG] [LOCAL ] Loaded configuration for CSCO: 5 features, 60.0% accuracy [2025-11-26T21:38:53.859425] [DEBUG] [LOCAL ] Loaded configuration for CNI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.859515] [DEBUG] [LOCAL ] Loaded configuration for AMLX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.859783] [DEBUG] [LOCAL ] Loaded configuration for TXN: 5 features, 90.0% accuracy [2025-11-26T21:38:53.859864] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.859939] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.860015] [DEBUG] [LOCAL ] Loaded configuration for AWRE: 2 features, 100.0% accuracy [2025-11-26T21:38:53.860089] [DEBUG] [LOCAL ] Loaded configuration for FID: 1 features, 80.0% accuracy [2025-11-26T21:38:53.860165] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.860238] [DEBUG] [LOCAL ] Loaded configuration for PCB: 1 features, 70.0% accuracy [2025-11-26T21:38:53.860312] [DEBUG] [LOCAL ] Loaded configuration for TDC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.860384] [DEBUG] [LOCAL ] Loaded configuration for MFIC: 5 features, 80.0% accuracy [2025-11-26T21:38:53.860459] [DEBUG] [LOCAL ] Loaded configuration for TRUE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.860534] [DEBUG] [LOCAL ] Loaded configuration for GOF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.860607] [DEBUG] [LOCAL ] Loaded configuration for UE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.860701] [DEBUG] [LOCAL ] Loaded configuration for PHUN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.860775] [DEBUG] [LOCAL ] Loaded configuration for WTFC: 0 features, 70.0% accuracy [2025-11-26T21:38:53.860849] [DEBUG] [LOCAL ] Loaded configuration for SIGI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.860921] [DEBUG] [LOCAL ] Loaded configuration for APAM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.860994] [DEBUG] [LOCAL ] Loaded configuration for NWL: 3 features, 60.0% accuracy [2025-11-26T21:38:53.861068] [DEBUG] [LOCAL ] Loaded configuration for AEIS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.861142] [DEBUG] [LOCAL ] Loaded configuration for BGRN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.861216] [DEBUG] [LOCAL ] Loaded configuration for AVA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.861291] [DEBUG] [LOCAL ] Loaded configuration for BMRN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.861365] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.861439] [DEBUG] [LOCAL ] Loaded configuration for CNTY: 5 features, 80.0% accuracy [2025-11-26T21:38:53.861512] [DEBUG] [LOCAL ] Loaded configuration for UBND: 2 features, 90.0% accuracy [2025-11-26T21:38:53.861585] [DEBUG] [LOCAL ] Loaded configuration for PLSE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.861685] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-11-26T21:38:53.861761] [DEBUG] [LOCAL ] Loaded configuration for MEGL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.861834] [DEBUG] [LOCAL ] Loaded configuration for IPGP: 0 features, 90.0% accuracy [2025-11-26T21:38:53.861908] [DEBUG] [LOCAL ] Loaded configuration for CDIO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.861981] [DEBUG] [LOCAL ] Loaded configuration for ADX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.862054] [DEBUG] [LOCAL ] Loaded configuration for QTEC: 4 features, 70.0% accuracy [2025-11-26T21:38:53.862128] [DEBUG] [LOCAL ] Loaded configuration for DAWN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.862201] [DEBUG] [LOCAL ] Loaded configuration for RGNX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.862275] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 1 features, 70.0% accuracy [2025-11-26T21:38:53.862348] [DEBUG] [LOCAL ] Loaded configuration for CVBF: 2 features, 70.0% accuracy [2025-11-26T21:38:53.862421] [DEBUG] [LOCAL ] Loaded configuration for BBCP: 4 features, 90.0% accuracy [2025-11-26T21:38:53.862495] [DEBUG] [LOCAL ] Loaded configuration for CRL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.862569] [DEBUG] [LOCAL ] Loaded configuration for CARG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.862664] [DEBUG] [LOCAL ] Loaded configuration for JPM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.862742] [DEBUG] [LOCAL ] Loaded configuration for SUUN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.862815] [DEBUG] [LOCAL ] Loaded configuration for BSY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.862889] [DEBUG] [LOCAL ] Loaded configuration for NWFL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.862962] [DEBUG] [LOCAL ] Loaded configuration for KMB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.863036] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 1 features, 90.0% accuracy [2025-11-26T21:38:53.863109] [DEBUG] [LOCAL ] Loaded configuration for IGIC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.863183] [DEBUG] [LOCAL ] Loaded configuration for ATO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.863257] [DEBUG] [LOCAL ] Loaded configuration for UPWK: 5 features, 90.0% accuracy [2025-11-26T21:38:53.863334] [DEBUG] [LOCAL ] Loaded configuration for CLMB: 0 features, 50.0% accuracy [2025-11-26T21:38:53.863423] [DEBUG] [LOCAL ] Loaded configuration for ESPO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.863513] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-11-26T21:38:53.863589] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.863682] [DEBUG] [LOCAL ] Loaded configuration for SAVA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.863758] [DEBUG] [LOCAL ] Loaded configuration for SHEN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.863833] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.863906] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.863979] [DEBUG] [LOCAL ] Loaded configuration for NUWE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.864054] [DEBUG] [LOCAL ] Loaded configuration for SANM: 2 features, 90.0% accuracy [2025-11-26T21:38:53.864129] [DEBUG] [LOCAL ] Loaded configuration for AQMS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.864212] [DEBUG] [LOCAL ] Loaded configuration for BCBP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.864290] [DEBUG] [LOCAL ] Loaded configuration for KRG: 4 features, 100.0% accuracy [2025-11-26T21:38:53.864362] [DEBUG] [LOCAL ] Loaded configuration for NVD: 2 features, 100.0% accuracy [2025-11-26T21:38:53.864436] [DEBUG] [LOCAL ] Loaded configuration for CTKB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.864509] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 5 features, 100.0% accuracy [2025-11-26T21:38:53.864591] [DEBUG] [LOCAL ] Loaded configuration for INSE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.864690] [DEBUG] [LOCAL ] Loaded configuration for ATEC: 5 features, 80.0% accuracy [2025-11-26T21:38:53.864764] [DEBUG] [LOCAL ] Loaded configuration for UFPI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.864848] [DEBUG] [LOCAL ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy [2025-11-26T21:38:53.864922] [DEBUG] [LOCAL ] Loaded configuration for SBFM: 3 features, 60.0% accuracy [2025-11-26T21:38:53.864996] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 5 features, 60.0% accuracy [2025-11-26T21:38:53.865069] [DEBUG] [LOCAL ] Loaded configuration for RIVN: 0 features, 60.0% accuracy [2025-11-26T21:38:53.865438] [DEBUG] [LOCAL ] Loaded configuration for ASTI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.865544] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-11-26T21:38:53.865624] [DEBUG] [LOCAL ] Loaded configuration for FLNC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.865730] [DEBUG] [LOCAL ] Loaded configuration for ROP: 0 features, 70.0% accuracy [2025-11-26T21:38:53.865809] [DEBUG] [LOCAL ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.865886] [DEBUG] [LOCAL ] Loaded configuration for DJCO: 6 features, 90.0% accuracy [2025-11-26T21:38:53.865981] [DEBUG] [LOCAL ] Loaded configuration for WHF: 3 features, 60.0% accuracy [2025-11-26T21:38:53.866060] [DEBUG] [LOCAL ] Loaded configuration for AUB: 1 features, 50.0% accuracy [2025-11-26T21:38:53.866135] [DEBUG] [LOCAL ] Loaded configuration for BYD: 5 features, 90.0% accuracy [2025-11-26T21:38:53.866210] [DEBUG] [LOCAL ] Loaded configuration for WIMI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.866284] [DEBUG] [LOCAL ] Loaded configuration for BWA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.866364] [DEBUG] [LOCAL ] Loaded configuration for EXPO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.866453] [DEBUG] [LOCAL ] Loaded configuration for ING: 1 features, 90.0% accuracy [2025-11-26T21:38:53.866544] [DEBUG] [LOCAL ] Loaded configuration for CYN: 4 features, 80.0% accuracy [2025-11-26T21:38:53.866618] [DEBUG] [LOCAL ] Loaded configuration for PTEN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.866712] [DEBUG] [LOCAL ] Loaded configuration for APD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.866788] [DEBUG] [LOCAL ] Loaded configuration for BEN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.866863] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.866938] [DEBUG] [LOCAL ] Loaded configuration for DLX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.867012] [DEBUG] [LOCAL ] Loaded configuration for CNF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.867085] [DEBUG] [LOCAL ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.867168] [DEBUG] [LOCAL ] Loaded configuration for ACGL: 5 features, 60.0% accuracy [2025-11-26T21:38:53.867244] [DEBUG] [LOCAL ] Loaded configuration for NTLA: 5 features, 50.0% accuracy [2025-11-26T21:38:53.867319] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-11-26T21:38:53.867411] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.867491] [DEBUG] [LOCAL ] Loaded configuration for CALX: 0 features, 60.0% accuracy [2025-11-26T21:38:53.867566] [DEBUG] [LOCAL ] Loaded configuration for OPRA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.867663] [DEBUG] [LOCAL ] Loaded configuration for ERO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.867742] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 4 features, 70.0% accuracy [2025-11-26T21:38:53.867817] [DEBUG] [LOCAL ] Loaded configuration for SYRE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.867891] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.867974] [DEBUG] [LOCAL ] Loaded configuration for JTEK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.868049] [DEBUG] [LOCAL ] Loaded configuration for JSMD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.868124] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-11-26T21:38:53.868198] [DEBUG] [LOCAL ] Loaded configuration for HURN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.868273] [DEBUG] [LOCAL ] Loaded configuration for VSEC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.868347] [DEBUG] [LOCAL ] Loaded configuration for ACLX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.868421] [DEBUG] [LOCAL ] Loaded configuration for KZIA: 0 features, 80.0% accuracy [2025-11-26T21:38:53.868494] [DEBUG] [LOCAL ] Loaded configuration for WRLD: 1 features, 50.0% accuracy [2025-11-26T21:38:53.868568] [DEBUG] [LOCAL ] Loaded configuration for BNY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.868659] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.868737] [DEBUG] [LOCAL ] Loaded configuration for SRI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.868810] [DEBUG] [LOCAL ] Loaded configuration for IBOC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.868884] [DEBUG] [LOCAL ] Loaded configuration for BWIN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.868958] [DEBUG] [LOCAL ] Loaded configuration for BJRI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.869031] [DEBUG] [LOCAL ] Loaded configuration for TASK: 4 features, 70.0% accuracy [2025-11-26T21:38:53.869106] [DEBUG] [LOCAL ] Loaded configuration for RLAY: 0 features, 60.0% accuracy [2025-11-26T21:38:53.869179] [DEBUG] [LOCAL ] Loaded configuration for FG: 1 features, 100.0% accuracy [2025-11-26T21:38:53.869254] [DEBUG] [LOCAL ] Loaded configuration for MXL: 4 features, 60.0% accuracy [2025-11-26T21:38:53.869330] [DEBUG] [LOCAL ] Loaded configuration for DTIL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.869419] [DEBUG] [LOCAL ] Loaded configuration for SHBI: 1 features, 40.0% accuracy [2025-11-26T21:38:53.869509] [DEBUG] [LOCAL ] Loaded configuration for EXPE: 4 features, 70.0% accuracy [2025-11-26T21:38:53.869583] [DEBUG] [LOCAL ] Loaded configuration for SMCX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.869686] [DEBUG] [LOCAL ] Loaded configuration for OLED: 1 features, 80.0% accuracy [2025-11-26T21:38:53.869764] [DEBUG] [LOCAL ] Loaded configuration for AGM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.869968] [DEBUG] [LOCAL ] Loaded configuration for GRND: 2 features, 90.0% accuracy [2025-11-26T21:38:53.870051] [DEBUG] [LOCAL ] Loaded configuration for BBY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.870126] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.870200] [DEBUG] [LOCAL ] Loaded configuration for BURL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.870273] [DEBUG] [LOCAL ] Loaded configuration for AVB: 0 features, 70.0% accuracy [2025-11-26T21:38:53.870349] [DEBUG] [LOCAL ] Loaded configuration for SNEX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.870438] [DEBUG] [LOCAL ] Loaded configuration for VECO: 0 features, 90.0% accuracy [2025-11-26T21:38:53.870523] [DEBUG] [LOCAL ] Loaded configuration for RBC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.870596] [DEBUG] [LOCAL ] Loaded configuration for WTO: 2 features, 100.0% accuracy [2025-11-26T21:38:53.870691] [DEBUG] [LOCAL ] Loaded configuration for CXSE: 3 features, 70.0% accuracy [2025-11-26T21:38:53.870767] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-11-26T21:38:53.870840] [DEBUG] [LOCAL ] Loaded configuration for PML: 1 features, 80.0% accuracy [2025-11-26T21:38:53.870913] [DEBUG] [LOCAL ] Loaded configuration for FTA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.870986] [DEBUG] [LOCAL ] Loaded configuration for JJSF: 0 features, 60.0% accuracy [2025-11-26T21:38:53.871068] [DEBUG] [LOCAL ] Loaded configuration for DASH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.871141] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.871215] [DEBUG] [LOCAL ] Loaded configuration for CIM: 4 features, 80.0% accuracy [2025-11-26T21:38:53.871290] [DEBUG] [LOCAL ] Loaded configuration for BNZI: 1 features, 60.0% accuracy [2025-11-26T21:38:53.871373] [DEBUG] [LOCAL ] Loaded configuration for QNTM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.871463] [DEBUG] [LOCAL ] Loaded configuration for CRIS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.871545] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.871619] [DEBUG] [LOCAL ] Loaded configuration for ARHS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.871715] [DEBUG] [LOCAL ] Loaded configuration for WGS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.871790] [DEBUG] [LOCAL ] Loaded configuration for SOCL: 4 features, 90.0% accuracy [2025-11-26T21:38:53.871864] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-11-26T21:38:53.871938] [DEBUG] [LOCAL ] Loaded configuration for IDXX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.872012] [DEBUG] [LOCAL ] Loaded configuration for ATAI: 0 features, 50.0% accuracy [2025-11-26T21:38:53.872086] [DEBUG] [LOCAL ] Loaded configuration for UPBD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.872159] [DEBUG] [LOCAL ] Loaded configuration for BKCH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.872232] [DEBUG] [LOCAL ] Loaded configuration for CLFD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.872316] [DEBUG] [LOCAL ] Loaded configuration for PATK: 1 features, 80.0% accuracy [2025-11-26T21:38:53.872391] [DEBUG] [LOCAL ] Loaded configuration for CWCO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.872464] [DEBUG] [LOCAL ] Loaded configuration for TLSI: 0 features, 50.0% accuracy [2025-11-26T21:38:53.872538] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 60.0% accuracy [2025-11-26T21:38:53.872613] [DEBUG] [LOCAL ] Loaded configuration for RNG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.872706] [DEBUG] [LOCAL ] Loaded configuration for CVKD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.872780] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-11-26T21:38:53.872868] [DEBUG] [LOCAL ] Loaded configuration for E: 2 features, 80.0% accuracy [2025-11-26T21:38:53.872957] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.873047] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.873128] [DEBUG] [LOCAL ] Loaded configuration for TMDX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.873202] [DEBUG] [LOCAL ] Loaded configuration for UONE: 2 features, 100.0% accuracy [2025-11-26T21:38:53.873274] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-11-26T21:38:53.873349] [DEBUG] [LOCAL ] Loaded configuration for MNDO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.873423] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy [2025-11-26T21:38:53.873497] [DEBUG] [LOCAL ] Loaded configuration for FWONA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.873571] [DEBUG] [LOCAL ] Loaded configuration for RES: 4 features, 90.0% accuracy [2025-11-26T21:38:53.873661] [DEBUG] [LOCAL ] Loaded configuration for SBLK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.873738] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 60.0% accuracy [2025-11-26T21:38:53.873813] [DEBUG] [LOCAL ] Loaded configuration for EOS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.873887] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.873961] [DEBUG] [LOCAL ] Loaded configuration for GILD: 0 features, 80.0% accuracy [2025-11-26T21:38:53.874043] [DEBUG] [LOCAL ] Loaded configuration for OBLG: 1 features, 40.0% accuracy [2025-11-26T21:38:53.874120] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.874195] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 80.0% accuracy [2025-11-26T21:38:53.874268] [DEBUG] [LOCAL ] Loaded configuration for FTRE: 1 features, 50.0% accuracy [2025-11-26T21:38:53.874342] [DEBUG] [LOCAL ] Loaded configuration for LINK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.874421] [DEBUG] [LOCAL ] Loaded configuration for FINS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.874495] [DEBUG] [LOCAL ] Loaded configuration for HCM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.874567] [DEBUG] [LOCAL ] Loaded configuration for CLNE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.874656] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.874735] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-11-26T21:38:53.874808] [DEBUG] [LOCAL ] Loaded configuration for NIPG: 2 features, 60.0% accuracy [2025-11-26T21:38:53.874882] [DEBUG] [LOCAL ] Loaded configuration for SXTC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.874956] [DEBUG] [LOCAL ] Loaded configuration for UNH: 1 features, 80.0% accuracy [2025-11-26T21:38:53.875029] [DEBUG] [LOCAL ] Loaded configuration for USDX: 0 features, 50.0% accuracy [2025-11-26T21:38:53.875104] [DEBUG] [LOCAL ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy [2025-11-26T21:38:53.875178] [DEBUG] [LOCAL ] Loaded configuration for VLN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.875252] [DEBUG] [LOCAL ] Loaded configuration for REG: 3 features, 70.0% accuracy [2025-11-26T21:38:53.875326] [DEBUG] [LOCAL ] Loaded configuration for TSLL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.875512] [DEBUG] [LOCAL ] Loaded configuration for LOVE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.875591] [DEBUG] [LOCAL ] Loaded configuration for HBCP: 1 features, 50.0% accuracy [2025-11-26T21:38:53.875684] [DEBUG] [LOCAL ] Loaded configuration for OCUL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.875760] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.875834] [DEBUG] [LOCAL ] Loaded configuration for SNOA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.875908] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.875986] [DEBUG] [LOCAL ] Loaded configuration for DWSH: 4 features, 70.0% accuracy [2025-11-26T21:38:53.876080] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 90.0% accuracy [2025-11-26T21:38:53.876159] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.876234] [DEBUG] [LOCAL ] Loaded configuration for NKTX: 5 features, 90.0% accuracy [2025-11-26T21:38:53.876310] [DEBUG] [LOCAL ] Loaded configuration for BANC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.876398] [DEBUG] [LOCAL ] Loaded configuration for IUS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.876488] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 90.0% accuracy [2025-11-26T21:38:53.876567] [DEBUG] [LOCAL ] Loaded configuration for APO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.876660] [DEBUG] [LOCAL ] Loaded configuration for AMZD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.876738] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.876812] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.876885] [DEBUG] [LOCAL ] Loaded configuration for RBB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.876959] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 1 features, 90.0% accuracy [2025-11-26T21:38:53.877033] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.877115] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.877189] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.877263] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.877338] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 70.0% accuracy [2025-11-26T21:38:53.877430] [DEBUG] [LOCAL ] Loaded configuration for RMBS: 3 features, 100.0% accuracy [2025-11-26T21:38:53.877505] [DEBUG] [LOCAL ] Loaded configuration for TLSA: 5 features, 60.0% accuracy [2025-11-26T21:38:53.877580] [DEBUG] [LOCAL ] Loaded configuration for CCLD: 3 features, 80.0% accuracy [2025-11-26T21:38:53.877675] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 3 features, 70.0% accuracy [2025-11-26T21:38:53.877752] [DEBUG] [LOCAL ] Loaded configuration for EOSE: 3 features, 80.0% accuracy [2025-11-26T21:38:53.877826] [DEBUG] [LOCAL ] Loaded configuration for TGS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.877900] [DEBUG] [LOCAL ] Loaded configuration for MAXN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.877974] [DEBUG] [LOCAL ] Loaded configuration for HSAI: 1 features, 90.0% accuracy [2025-11-26T21:38:53.878048] [DEBUG] [LOCAL ] Loaded configuration for PEY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.878121] [DEBUG] [LOCAL ] Loaded configuration for ADVM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.878195] [DEBUG] [LOCAL ] Loaded configuration for APG: 4 features, 70.0% accuracy [2025-11-26T21:38:53.878268] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.878341] [DEBUG] [LOCAL ] Loaded configuration for EKSO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.878420] [DEBUG] [LOCAL ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy [2025-11-26T21:38:53.878493] [DEBUG] [LOCAL ] Loaded configuration for FOXF: 1 features, 70.0% accuracy [2025-11-26T21:38:53.878568] [DEBUG] [LOCAL ] Loaded configuration for DBX: 5 features, 100.0% accuracy [2025-11-26T21:38:53.878660] [DEBUG] [LOCAL ] Loaded configuration for SHOP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.878738] [DEBUG] [LOCAL ] Loaded configuration for USB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.878813] [DEBUG] [LOCAL ] Loaded configuration for CLSM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.878887] [DEBUG] [LOCAL ] Loaded configuration for MNMD: 2 features, 80.0% accuracy [2025-11-26T21:38:53.878960] [DEBUG] [LOCAL ] Loaded configuration for CVAC: 2 features, 90.0% accuracy [2025-11-26T21:38:53.879033] [DEBUG] [LOCAL ] Loaded configuration for AYI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.879106] [DEBUG] [LOCAL ] Loaded configuration for PPSI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.879180] [DEBUG] [LOCAL ] Loaded configuration for CLH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.879253] [DEBUG] [LOCAL ] Loaded configuration for AMPL: 2 features, 90.0% accuracy [2025-11-26T21:38:53.879326] [DEBUG] [LOCAL ] Loaded configuration for SMHX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.879408] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 90.0% accuracy [2025-11-26T21:38:53.879492] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.879567] [DEBUG] [LOCAL ] Loaded configuration for BRZE: 5 features, 90.0% accuracy [2025-11-26T21:38:53.879658] [DEBUG] [LOCAL ] Loaded configuration for PEBK: 1 features, 50.0% accuracy [2025-11-26T21:38:53.879746] [DEBUG] [LOCAL ] Loaded configuration for TRIP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.879828] [DEBUG] [LOCAL ] Loaded configuration for NWPX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.879902] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 90.0% accuracy [2025-11-26T21:38:53.879985] [DEBUG] [LOCAL ] Loaded configuration for STKH: 5 features, 90.0% accuracy [2025-11-26T21:38:53.880076] [DEBUG] [LOCAL ] Loaded configuration for SUPN: 5 features, 90.0% accuracy [2025-11-26T21:38:53.880152] [DEBUG] [LOCAL ] Loaded configuration for CP: 2 features, 60.0% accuracy [2025-11-26T21:38:53.880226] [DEBUG] [LOCAL ] Loaded configuration for ERAS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.880313] [DEBUG] [LOCAL ] Loaded configuration for BTM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.880424] [DEBUG] [LOCAL ] Loaded configuration for ES: 3 features, 70.0% accuracy [2025-11-26T21:38:53.880502] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-11-26T21:38:53.880575] [DEBUG] [LOCAL ] Loaded configuration for BVFL: 0 features, 80.0% accuracy [2025-11-26T21:38:53.880668] [DEBUG] [LOCAL ] Loaded configuration for CCAP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.880746] [DEBUG] [LOCAL ] Loaded configuration for MTG: 1 features, 80.0% accuracy [2025-11-26T21:38:53.880819] [DEBUG] [LOCAL ] Loaded configuration for XRX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.880893] [DEBUG] [LOCAL ] Loaded configuration for TXMD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.881226] [DEBUG] [LOCAL ] Loaded configuration for NODK: 2 features, 70.0% accuracy [2025-11-26T21:38:53.881313] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 70.0% accuracy [2025-11-26T21:38:53.881389] [DEBUG] [LOCAL ] Loaded configuration for LUCY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.881463] [DEBUG] [LOCAL ] Loaded configuration for LPLA: 2 features, 50.0% accuracy [2025-11-26T21:38:53.881538] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 5 features, 100.0% accuracy [2025-11-26T21:38:53.881611] [DEBUG] [LOCAL ] Loaded configuration for DHI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.881704] [DEBUG] [LOCAL ] Loaded configuration for RNAC: 2 features, 60.0% accuracy [2025-11-26T21:38:53.881779] [DEBUG] [LOCAL ] Loaded configuration for ARVN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.881853] [DEBUG] [LOCAL ] Loaded configuration for ENGN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.881928] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-11-26T21:38:53.882002] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy [2025-11-26T21:38:53.882077] [DEBUG] [LOCAL ] Loaded configuration for WMS: 8 features, 100.0% accuracy [2025-11-26T21:38:53.882153] [DEBUG] [LOCAL ] Loaded configuration for CYRX: 6 features, 80.0% accuracy [2025-11-26T21:38:53.882226] [DEBUG] [LOCAL ] Loaded configuration for BELFB: 5 features, 100.0% accuracy [2025-11-26T21:38:53.882300] [DEBUG] [LOCAL ] Loaded configuration for BLND: 2 features, 70.0% accuracy [2025-11-26T21:38:53.882375] [DEBUG] [LOCAL ] Loaded configuration for MHUA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.882453] [DEBUG] [LOCAL ] Loaded configuration for CREX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.882526] [DEBUG] [LOCAL ] Loaded configuration for UAE: 4 features, 80.0% accuracy [2025-11-26T21:38:53.882600] [DEBUG] [LOCAL ] Loaded configuration for GIII: 4 features, 80.0% accuracy [2025-11-26T21:38:53.882693] [DEBUG] [LOCAL ] Loaded configuration for GNLN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.882769] [DEBUG] [LOCAL ] Loaded configuration for WF: 2 features, 80.0% accuracy [2025-11-26T21:38:53.882842] [DEBUG] [LOCAL ] Loaded configuration for LAES: 2 features, 90.0% accuracy [2025-11-26T21:38:53.882916] [DEBUG] [LOCAL ] Loaded configuration for NVG: 1 features, 60.0% accuracy [2025-11-26T21:38:53.882988] [DEBUG] [LOCAL ] Loaded configuration for ON: 1 features, 70.0% accuracy [2025-11-26T21:38:53.883061] [DEBUG] [LOCAL ] Loaded configuration for EUFN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.883135] [DEBUG] [LOCAL ] Loaded configuration for MRNA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.883208] [DEBUG] [LOCAL ] Loaded configuration for TRVI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.883291] [DEBUG] [LOCAL ] Loaded configuration for GENK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.883365] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.883443] [DEBUG] [LOCAL ] Loaded configuration for CRK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.883516] [DEBUG] [LOCAL ] Loaded configuration for RZB: 3 features, 60.0% accuracy [2025-11-26T21:38:53.883590] [DEBUG] [LOCAL ] Loaded configuration for RPD: 1 features, 60.0% accuracy [2025-11-26T21:38:53.883682] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.883760] [DEBUG] [LOCAL ] Loaded configuration for CNVS: 6 features, 80.0% accuracy [2025-11-26T21:38:53.883835] [DEBUG] [LOCAL ] Loaded configuration for COMM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.883909] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 1 features, 80.0% accuracy [2025-11-26T21:38:53.883982] [DEBUG] [LOCAL ] Loaded configuration for DRTS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.884057] [DEBUG] [LOCAL ] Loaded configuration for CGON: 0 features, 90.0% accuracy [2025-11-26T21:38:53.884130] [DEBUG] [LOCAL ] Loaded configuration for WOOF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.884205] [DEBUG] [LOCAL ] Loaded configuration for SHC: 4 features, 80.0% accuracy [2025-11-26T21:38:53.884278] [DEBUG] [LOCAL ] Loaded configuration for PRA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.884351] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.884425] [DEBUG] [LOCAL ] Loaded configuration for REX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.884499] [DEBUG] [LOCAL ] Loaded configuration for AVBP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.884573] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-11-26T21:38:53.884668] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.884745] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.884819] [DEBUG] [LOCAL ] Loaded configuration for HOG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.884893] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-11-26T21:38:53.884968] [DEBUG] [LOCAL ] Loaded configuration for ELDN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.885041] [DEBUG] [LOCAL ] Loaded configuration for FFC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.885114] [DEBUG] [LOCAL ] Loaded configuration for VERO: 2 features, 70.0% accuracy [2025-11-26T21:38:53.885188] [DEBUG] [LOCAL ] Loaded configuration for CGC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.885261] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 3 features, 70.0% accuracy [2025-11-26T21:38:53.885333] [DEBUG] [LOCAL ] Loaded configuration for PIE: 2 features, 80.0% accuracy [2025-11-26T21:38:53.885423] [DEBUG] [LOCAL ] Loaded configuration for EH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.885512] [DEBUG] [LOCAL ] Loaded configuration for ASA: 0 features, 90.0% accuracy [2025-11-26T21:38:53.885587] [DEBUG] [LOCAL ] Loaded configuration for NVDD: 7 features, 90.0% accuracy [2025-11-26T21:38:53.885680] [DEBUG] [LOCAL ] Loaded configuration for NZF: 1 features, 60.0% accuracy [2025-11-26T21:38:53.885756] [DEBUG] [LOCAL ] Loaded configuration for MDWD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.885829] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.886019] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 90.0% accuracy [2025-11-26T21:38:53.886201] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-11-26T21:38:53.886293] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.886372] [DEBUG] [LOCAL ] Loaded configuration for SES: 1 features, 60.0% accuracy [2025-11-26T21:38:53.886457] [DEBUG] [LOCAL ] Loaded configuration for WMK: 4 features, 70.0% accuracy [2025-11-26T21:38:53.886533] [DEBUG] [LOCAL ] Loaded configuration for EXG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.886609] [DEBUG] [LOCAL ] Loaded configuration for RAPP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.886707] [DEBUG] [LOCAL ] Loaded configuration for DENN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.886785] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.886860] [DEBUG] [LOCAL ] Loaded configuration for MX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.886934] [DEBUG] [LOCAL ] Loaded configuration for UYLD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.887011] [DEBUG] [LOCAL ] Loaded configuration for BBH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.887086] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.887162] [DEBUG] [LOCAL ] Loaded configuration for GSHD: 1 features, 90.0% accuracy [2025-11-26T21:38:53.887237] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.887313] [DEBUG] [LOCAL ] Loaded configuration for YPF: 3 features, 70.0% accuracy [2025-11-26T21:38:53.887425] [DEBUG] [LOCAL ] Loaded configuration for IFF: 4 features, 70.0% accuracy [2025-11-26T21:38:53.887521] [DEBUG] [LOCAL ] Loaded configuration for PLBY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.887598] [DEBUG] [LOCAL ] Loaded configuration for RBBN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.887700] [DEBUG] [LOCAL ] Loaded configuration for ASYS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.887777] [DEBUG] [LOCAL ] Loaded configuration for EVO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.887853] [DEBUG] [LOCAL ] Loaded configuration for NA: 5 features, 80.0% accuracy [2025-11-26T21:38:53.887927] [DEBUG] [LOCAL ] Loaded configuration for FEM: 2 features, 70.0% accuracy [2025-11-26T21:38:53.888002] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.888075] [DEBUG] [LOCAL ] Loaded configuration for NAVI: 2 features, 100.0% accuracy [2025-11-26T21:38:53.888152] [DEBUG] [LOCAL ] Loaded configuration for EBS: 4 features, 70.0% accuracy [2025-11-26T21:38:53.888227] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 70.0% accuracy [2025-11-26T21:38:53.888301] [DEBUG] [LOCAL ] Loaded configuration for MRBK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.888375] [DEBUG] [LOCAL ] Loaded configuration for SLN: 4 features, 90.0% accuracy [2025-11-26T21:38:53.888449] [DEBUG] [LOCAL ] Loaded configuration for HLNE: 1 features, 50.0% accuracy [2025-11-26T21:38:53.888525] [DEBUG] [LOCAL ] Loaded configuration for VGSH: 5 features, 90.0% accuracy [2025-11-26T21:38:53.888598] [DEBUG] [LOCAL ] Loaded configuration for PGC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.888695] [DEBUG] [LOCAL ] Loaded configuration for BHRB: 3 features, 100.0% accuracy [2025-11-26T21:38:53.888771] [DEBUG] [LOCAL ] Loaded configuration for STIM: 1 features, 60.0% accuracy [2025-11-26T21:38:53.888848] [DEBUG] [LOCAL ] Loaded configuration for ELVA: 4 features, 90.0% accuracy [2025-11-26T21:38:53.888922] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 90.0% accuracy [2025-11-26T21:38:53.888998] [DEBUG] [LOCAL ] Loaded configuration for SRCE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.889073] [DEBUG] [LOCAL ] Loaded configuration for UMH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.889149] [DEBUG] [LOCAL ] Loaded configuration for CAF: 4 features, 80.0% accuracy [2025-11-26T21:38:53.889226] [DEBUG] [LOCAL ] Loaded configuration for HTBK: 0 features, 80.0% accuracy [2025-11-26T21:38:53.889302] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.889389] [DEBUG] [LOCAL ] Loaded configuration for LFUS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.889491] [DEBUG] [LOCAL ] Loaded configuration for MCHX: 3 features, 60.0% accuracy [2025-11-26T21:38:53.889572] [DEBUG] [LOCAL ] Loaded configuration for WGO: 3 features, 90.0% accuracy [2025-11-26T21:38:53.889669] [DEBUG] [LOCAL ] Loaded configuration for LFMD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.889749] [DEBUG] [LOCAL ] Loaded configuration for MIRM: 1 features, 70.0% accuracy [2025-11-26T21:38:53.889825] [DEBUG] [LOCAL ] Loaded configuration for PB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.889900] [DEBUG] [LOCAL ] Loaded configuration for VTSI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.889975] [DEBUG] [LOCAL ] Loaded configuration for SDA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.890051] [DEBUG] [LOCAL ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.890127] [DEBUG] [LOCAL ] Loaded configuration for VMI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.890202] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-11-26T21:38:53.890278] [DEBUG] [LOCAL ] Loaded configuration for ELME: 3 features, 90.0% accuracy [2025-11-26T21:38:53.890354] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.890434] [DEBUG] [LOCAL ] Loaded configuration for CXDO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.890509] [DEBUG] [LOCAL ] Loaded configuration for BAP: 5 features, 90.0% accuracy [2025-11-26T21:38:53.890584] [DEBUG] [LOCAL ] Loaded configuration for VRE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.890680] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-11-26T21:38:53.890758] [DEBUG] [LOCAL ] Loaded configuration for DOX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.890835] [DEBUG] [LOCAL ] Loaded configuration for TITN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.890910] [DEBUG] [LOCAL ] Loaded configuration for ASTL: 3 features, 90.0% accuracy [2025-11-26T21:38:53.890986] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 2 features, 60.0% accuracy [2025-11-26T21:38:53.891061] [DEBUG] [LOCAL ] Loaded configuration for CASS: 5 features, 90.0% accuracy [2025-11-26T21:38:53.891137] [DEBUG] [LOCAL ] Loaded configuration for RELY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.891213] [DEBUG] [LOCAL ] Loaded configuration for VINP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.891289] [DEBUG] [LOCAL ] Loaded configuration for RARE: 2 features, 90.0% accuracy [2025-11-26T21:38:53.891364] [DEBUG] [LOCAL ] Loaded configuration for FYX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.891439] [DEBUG] [LOCAL ] Loaded configuration for KBWD: 3 features, 90.0% accuracy [2025-11-26T21:38:53.891514] [DEBUG] [LOCAL ] Loaded configuration for FOXA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.891590] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 4 features, 80.0% accuracy [2025-11-26T21:38:53.891685] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 80.0% accuracy [2025-11-26T21:38:53.891762] [DEBUG] [LOCAL ] Loaded configuration for FULC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.891838] [DEBUG] [LOCAL ] Loaded configuration for PYPL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.891915] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-11-26T21:38:53.891990] [DEBUG] [LOCAL ] Loaded configuration for CHH: 1 features, 100.0% accuracy [2025-11-26T21:38:53.892066] [DEBUG] [LOCAL ] Loaded configuration for GRAB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.892141] [DEBUG] [LOCAL ] Loaded configuration for LNKB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.892216] [DEBUG] [LOCAL ] Loaded configuration for AVGX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.892290] [DEBUG] [LOCAL ] Loaded configuration for BCDA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.892378] [DEBUG] [LOCAL ] Loaded configuration for ACDC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.892479] [DEBUG] [LOCAL ] Loaded configuration for PDYN: 2 features, 100.0% accuracy [2025-11-26T21:38:53.892561] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.892653] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 2 features, 50.0% accuracy [2025-11-26T21:38:53.892734] [DEBUG] [LOCAL ] Loaded configuration for GLTO: 2 features, 90.0% accuracy [2025-11-26T21:38:53.892810] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.892884] [DEBUG] [LOCAL ] Loaded configuration for HYXF: 3 features, 90.0% accuracy [2025-11-26T21:38:53.892962] [DEBUG] [LOCAL ] Loaded configuration for NUTX: 0 features, 70.0% accuracy [2025-11-26T21:38:53.893037] [DEBUG] [LOCAL ] Loaded configuration for HII: 1 features, 60.0% accuracy [2025-11-26T21:38:53.893111] [DEBUG] [LOCAL ] Loaded configuration for CISS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.893186] [DEBUG] [LOCAL ] Loaded configuration for ACI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.893261] [DEBUG] [LOCAL ] Loaded configuration for EXK: 1 features, 60.0% accuracy [2025-11-26T21:38:53.893336] [DEBUG] [LOCAL ] Loaded configuration for ELS: 3 features, 50.0% accuracy [2025-11-26T21:38:53.893410] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 100.0% accuracy [2025-11-26T21:38:53.893486] [DEBUG] [LOCAL ] Loaded configuration for CMI: 5 features, 90.0% accuracy [2025-11-26T21:38:53.893573] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.893672] [DEBUG] [LOCAL ] Loaded configuration for FLL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.893752] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 0 features, 90.0% accuracy [2025-11-26T21:38:53.893827] [DEBUG] [LOCAL ] Loaded configuration for UVSP: 3 features, 60.0% accuracy [2025-11-26T21:38:53.893903] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 90.0% accuracy [2025-11-26T21:38:53.893979] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.894054] [DEBUG] [LOCAL ] Loaded configuration for AMSC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.894130] [DEBUG] [LOCAL ] Loaded configuration for UTMD: 3 features, 70.0% accuracy [2025-11-26T21:38:53.894205] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 70.0% accuracy [2025-11-26T21:38:53.894281] [DEBUG] [LOCAL ] Loaded configuration for NKX: 5 features, 80.0% accuracy [2025-11-26T21:38:53.894357] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-11-26T21:38:53.894431] [DEBUG] [LOCAL ] Loaded configuration for STVN: 3 features, 70.0% accuracy [2025-11-26T21:38:53.894509] [DEBUG] [LOCAL ] Loaded configuration for BMI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.894585] [DEBUG] [LOCAL ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy [2025-11-26T21:38:53.894681] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-11-26T21:38:53.894760] [DEBUG] [LOCAL ] Loaded configuration for ENVX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.894836] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-11-26T21:38:53.894912] [DEBUG] [LOCAL ] Loaded configuration for BCRX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.894987] [DEBUG] [LOCAL ] Loaded configuration for PY: 1 features, 70.0% accuracy [2025-11-26T21:38:53.895062] [DEBUG] [LOCAL ] Loaded configuration for PSHG: 2 features, 80.0% accuracy [2025-11-26T21:38:53.895137] [DEBUG] [LOCAL ] Loaded configuration for LANDO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.895213] [DEBUG] [LOCAL ] Loaded configuration for NMRK: 3 features, 80.0% accuracy [2025-11-26T21:38:53.895288] [DEBUG] [LOCAL ] Loaded configuration for MBCN: 3 features, 80.0% accuracy [2025-11-26T21:38:53.895364] [DEBUG] [LOCAL ] Loaded configuration for GSBC: 6 features, 90.0% accuracy [2025-11-26T21:38:53.895449] [DEBUG] [LOCAL ] Loaded configuration for CAKE: 1 features, 60.0% accuracy [2025-11-26T21:38:53.895526] [DEBUG] [LOCAL ] Loaded configuration for ACXP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.895602] [DEBUG] [LOCAL ] Loaded configuration for FTHI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.895699] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-11-26T21:38:53.895778] [DEBUG] [LOCAL ] Loaded configuration for RNP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.895855] [DEBUG] [LOCAL ] Loaded configuration for GEHC: 0 features, 80.0% accuracy [2025-11-26T21:38:53.895931] [DEBUG] [LOCAL ] Loaded configuration for VFLO: 4 features, 70.0% accuracy [2025-11-26T21:38:53.896006] [DEBUG] [LOCAL ] Loaded configuration for IBTK: 3 features, 70.0% accuracy [2025-11-26T21:38:53.896081] [DEBUG] [LOCAL ] Loaded configuration for OSS: 3 features, 100.0% accuracy [2025-11-26T21:38:53.896160] [DEBUG] [LOCAL ] Loaded configuration for WVE: 5 features, 60.0% accuracy [2025-11-26T21:38:53.896259] [DEBUG] [LOCAL ] Loaded configuration for BSJP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.896339] [DEBUG] [LOCAL ] Loaded configuration for ZG: 3 features, 80.0% accuracy [2025-11-26T21:38:53.896416] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 100.0% accuracy [2025-11-26T21:38:53.896492] [DEBUG] [LOCAL ] Loaded configuration for AVK: 5 features, 90.0% accuracy [2025-11-26T21:38:53.896568] [DEBUG] [LOCAL ] Loaded configuration for CFG: 4 features, 100.0% accuracy [2025-11-26T21:38:53.896662] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.896742] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.896818] [DEBUG] [LOCAL ] Loaded configuration for BDSX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.896893] [DEBUG] [LOCAL ] Loaded configuration for FTC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.896969] [DEBUG] [LOCAL ] Loaded configuration for ALVO: 5 features, 90.0% accuracy [2025-11-26T21:38:53.897045] [DEBUG] [LOCAL ] Loaded configuration for OSPN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.897121] [DEBUG] [LOCAL ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy [2025-11-26T21:38:53.897195] [DEBUG] [LOCAL ] Loaded configuration for DUOL: 2 features, 60.0% accuracy [2025-11-26T21:38:53.897271] [DEBUG] [LOCAL ] Loaded configuration for REBN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.897346] [DEBUG] [LOCAL ] Loaded configuration for TARA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.897468] [DEBUG] [LOCAL ] Loaded configuration for CABA: 3 features, 70.0% accuracy [2025-11-26T21:38:53.897554] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.897631] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.897730] [DEBUG] [LOCAL ] Loaded configuration for TTSH: 3 features, 70.0% accuracy [2025-11-26T21:38:53.897806] [DEBUG] [LOCAL ] Loaded configuration for STAA: 1 features, 60.0% accuracy [2025-11-26T21:38:53.897882] [DEBUG] [LOCAL ] Loaded configuration for DMO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.897957] [DEBUG] [LOCAL ] Loaded configuration for CINF: 3 features, 80.0% accuracy [2025-11-26T21:38:53.898032] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 3 features, 80.0% accuracy [2025-11-26T21:38:53.898109] [DEBUG] [LOCAL ] Loaded configuration for EDF: 3 features, 100.0% accuracy [2025-11-26T21:38:53.898184] [DEBUG] [LOCAL ] Loaded configuration for ACN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.898259] [DEBUG] [LOCAL ] Loaded configuration for OKTA: 1 features, 80.0% accuracy [2025-11-26T21:38:53.898333] [DEBUG] [LOCAL ] Loaded configuration for CRI: 0 features, 70.0% accuracy [2025-11-26T21:38:53.898407] [DEBUG] [LOCAL ] Loaded configuration for GRPN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.898491] [DEBUG] [LOCAL ] Loaded configuration for GEN: 1 features, 90.0% accuracy [2025-11-26T21:38:53.898568] [DEBUG] [LOCAL ] Loaded configuration for SATS: 7 features, 90.0% accuracy [2025-11-26T21:38:53.898666] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 3 features, 60.0% accuracy [2025-11-26T21:38:53.898747] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 6 features, 90.0% accuracy [2025-11-26T21:38:53.898824] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 80.0% accuracy [2025-11-26T21:38:53.898899] [DEBUG] [LOCAL ] Loaded configuration for PRN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.898975] [DEBUG] [LOCAL ] Loaded configuration for SMID: 2 features, 60.0% accuracy [2025-11-26T21:38:53.899051] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 70.0% accuracy [2025-11-26T21:38:53.899128] [DEBUG] [LOCAL ] Loaded configuration for THRM: 3 features, 90.0% accuracy [2025-11-26T21:38:53.899205] [DEBUG] [LOCAL ] Loaded configuration for BSCS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.899281] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.899366] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 90.0% accuracy [2025-11-26T21:38:53.899458] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-11-26T21:38:53.899544] [DEBUG] [LOCAL ] Loaded configuration for INAB: 2 features, 80.0% accuracy [2025-11-26T21:38:53.899621] [DEBUG] [LOCAL ] Loaded configuration for HYLS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.899719] [DEBUG] [LOCAL ] Loaded configuration for OESX: 2 features, 50.0% accuracy [2025-11-26T21:38:53.899796] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 60.0% accuracy [2025-11-26T21:38:53.899871] [DEBUG] [LOCAL ] Loaded configuration for JEF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.899947] [DEBUG] [LOCAL ] Loaded configuration for ASO: 3 features, 100.0% accuracy [2025-11-26T21:38:53.900022] [DEBUG] [LOCAL ] Loaded configuration for NECB: 2 features, 70.0% accuracy [2025-11-26T21:38:53.900098] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-11-26T21:38:53.900173] [DEBUG] [LOCAL ] Loaded configuration for EVAX: 2 features, 90.0% accuracy [2025-11-26T21:38:53.900247] [DEBUG] [LOCAL ] Loaded configuration for PUK: 5 features, 90.0% accuracy [2025-11-26T21:38:53.900323] [DEBUG] [LOCAL ] Loaded configuration for XPO: 3 features, 60.0% accuracy [2025-11-26T21:38:53.900399] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 70.0% accuracy [2025-11-26T21:38:53.900475] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 3 features, 90.0% accuracy [2025-11-26T21:38:53.900551] [DEBUG] [LOCAL ] Loaded configuration for BAND: 3 features, 80.0% accuracy [2025-11-26T21:38:53.900624] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-11-26T21:38:53.900728] [DEBUG] [LOCAL ] Loaded configuration for VNDA: 3 features, 80.0% accuracy [2025-11-26T21:38:53.900808] [DEBUG] [LOCAL ] Loaded configuration for CNXN: 4 features, 60.0% accuracy [2025-11-26T21:38:53.900889] [DEBUG] [LOCAL ] Loaded configuration for ITRN: 2 features, 90.0% accuracy [2025-11-26T21:38:53.900964] [DEBUG] [LOCAL ] Loaded configuration for WEYS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.901039] [DEBUG] [LOCAL ] Loaded configuration for AZTA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.901113] [DEBUG] [LOCAL ] Loaded configuration for CCOI: 4 features, 70.0% accuracy [2025-11-26T21:38:53.901187] [DEBUG] [LOCAL ] Loaded configuration for RCS: 3 features, 90.0% accuracy [2025-11-26T21:38:53.901262] [DEBUG] [LOCAL ] Loaded configuration for SXI: 1 features, 70.0% accuracy [2025-11-26T21:38:53.901337] [DEBUG] [LOCAL ] Loaded configuration for GXAI: 0 features, 80.0% accuracy [2025-11-26T21:38:53.901411] [DEBUG] [LOCAL ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.901486] [DEBUG] [LOCAL ] Loaded configuration for JTAI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.901574] [DEBUG] [LOCAL ] Loaded configuration for AEP: 1 features, 60.0% accuracy [2025-11-26T21:38:53.901669] [DEBUG] [LOCAL ] Loaded configuration for DRI: 4 features, 60.0% accuracy [2025-11-26T21:38:53.901747] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.901821] [DEBUG] [LOCAL ] Loaded configuration for RUNN: 1 features, 80.0% accuracy [2025-11-26T21:38:53.901896] [DEBUG] [LOCAL ] Loaded configuration for AIA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.901972] [DEBUG] [LOCAL ] Loaded configuration for KNX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.902045] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 1 features, 70.0% accuracy [2025-11-26T21:38:53.902118] [DEBUG] [LOCAL ] Loaded configuration for QSI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.902190] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-11-26T21:38:53.902263] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-11-26T21:38:53.902343] [DEBUG] [LOCAL ] Loaded configuration for FCX: 4 features, 90.0% accuracy [2025-11-26T21:38:53.902433] [DEBUG] [LOCAL ] Loaded configuration for BATRK: 1 features, 60.0% accuracy [2025-11-26T21:38:53.902522] [DEBUG] [LOCAL ] Loaded configuration for MLI: 4 features, 80.0% accuracy [2025-11-26T21:38:53.902597] [DEBUG] [LOCAL ] Loaded configuration for RPRX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.902692] [DEBUG] [LOCAL ] Loaded configuration for UROY: 5 features, 60.0% accuracy [2025-11-26T21:38:53.902768] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 70.0% accuracy [2025-11-26T21:38:53.902843] [DEBUG] [LOCAL ] Loaded configuration for CCEP: 4 features, 70.0% accuracy [2025-11-26T21:38:53.902918] [DEBUG] [LOCAL ] Loaded configuration for IBTI: 2 features, 60.0% accuracy [2025-11-26T21:38:53.902993] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.903068] [DEBUG] [LOCAL ] Loaded configuration for IMNN: 4 features, 100.0% accuracy [2025-11-26T21:38:53.903144] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy [2025-11-26T21:38:53.903218] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-11-26T21:38:53.903292] [DEBUG] [LOCAL ] Loaded configuration for CCL: 1 features, 100.0% accuracy [2025-11-26T21:38:53.903367] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-11-26T21:38:53.903444] [DEBUG] [LOCAL ] Loaded configuration for UMMA: 2 features, 80.0% accuracy [2025-11-26T21:38:53.903522] [DEBUG] [LOCAL ] Loaded configuration for ALL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.903596] [DEBUG] [LOCAL ] Loaded configuration for XOMA: 2 features, 90.0% accuracy [2025-11-26T21:38:53.903692] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.903769] [DEBUG] [LOCAL ] Loaded configuration for HEPS: 3 features, 80.0% accuracy [2025-11-26T21:38:53.903845] [DEBUG] [LOCAL ] Loaded configuration for WH: 5 features, 90.0% accuracy [2025-11-26T21:38:53.903920] [DEBUG] [LOCAL ] Loaded configuration for SFL: 4 features, 70.0% accuracy [2025-11-26T21:38:53.903993] [DEBUG] [LOCAL ] Loaded configuration for TKNO: 1 features, 60.0% accuracy [2025-11-26T21:38:53.904068] [DEBUG] [LOCAL ] Loaded configuration for PEPG: 2 features, 60.0% accuracy [2025-11-26T21:38:53.904142] [DEBUG] [LOCAL ] Loaded configuration for TTMI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.904216] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 80.0% accuracy [2025-11-26T21:38:53.904290] [DEBUG] [LOCAL ] Loaded configuration for QRHC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.904364] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 80.0% accuracy [2025-11-26T21:38:53.904439] [DEBUG] [LOCAL ] Loaded configuration for DLHC: 3 features, 70.0% accuracy [2025-11-26T21:38:53.904523] [DEBUG] [LOCAL ] Loaded configuration for TOYO: 2 features, 80.0% accuracy [2025-11-26T21:38:53.904601] [DEBUG] [LOCAL ] Loaded configuration for OWL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.904697] [DEBUG] [LOCAL ] Loaded configuration for CZWI: 4 features, 90.0% accuracy [2025-11-26T21:38:53.904774] [DEBUG] [LOCAL ] Loaded configuration for FCEL: 3 features, 60.0% accuracy [2025-11-26T21:38:53.904850] [DEBUG] [LOCAL ] Loaded configuration for CMC: 1 features, 70.0% accuracy [2025-11-26T21:38:53.904925] [DEBUG] [LOCAL ] Loaded configuration for TYRA: 1 features, 70.0% accuracy [2025-11-26T21:38:53.904999] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 80.0% accuracy [2025-11-26T21:38:53.905075] [DEBUG] [LOCAL ] Loaded configuration for CTS: 4 features, 90.0% accuracy [2025-11-26T21:38:53.905151] [DEBUG] [LOCAL ] Loaded configuration for CULP: 1 features, 70.0% accuracy [2025-11-26T21:38:53.905227] [DEBUG] [LOCAL ] Loaded configuration for WMG: 4 features, 80.0% accuracy [2025-11-26T21:38:53.905304] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.905380] [DEBUG] [LOCAL ] Loaded configuration for INBX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.905457] [DEBUG] [LOCAL ] Loaded configuration for PGP: 3 features, 70.0% accuracy [2025-11-26T21:38:53.905532] [DEBUG] [LOCAL ] Loaded configuration for STTK: 0 features, 90.0% accuracy [2025-11-26T21:38:53.905607] [DEBUG] [LOCAL ] Loaded configuration for OIS: 3 features, 60.0% accuracy [2025-11-26T21:38:53.905704] [DEBUG] [LOCAL ] Loaded configuration for PPC: 2 features, 70.0% accuracy [2025-11-26T21:38:53.905781] [DEBUG] [LOCAL ] Loaded configuration for BOX: 1 features, 70.0% accuracy [2025-11-26T21:38:53.905855] [DEBUG] [LOCAL ] Loaded configuration for VCEL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.905932] [DEBUG] [LOCAL ] Loaded configuration for ARTL: 4 features, 80.0% accuracy [2025-11-26T21:38:53.906006] [DEBUG] [LOCAL ] Loaded configuration for ABNB: 3 features, 70.0% accuracy [2025-11-26T21:38:53.906081] [DEBUG] [LOCAL ] Loaded configuration for VCIG: 2 features, 70.0% accuracy [2025-11-26T21:38:53.906156] [DEBUG] [LOCAL ] Loaded configuration for NCMI: 3 features, 70.0% accuracy [2025-11-26T21:38:53.906233] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 90.0% accuracy [2025-11-26T21:38:53.906330] [DEBUG] [LOCAL ] Loaded configuration for MGNX: 0 features, 80.0% accuracy [2025-11-26T21:38:53.906415] [DEBUG] [LOCAL ] Loaded configuration for VLY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.906492] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 1 features, 70.0% accuracy [2025-11-26T21:38:53.906567] [DEBUG] [LOCAL ] Loaded configuration for NWG: 0 features, 70.0% accuracy [2025-11-26T21:38:53.906664] [DEBUG] [LOCAL ] Loaded configuration for AOHY: 1 features, 80.0% accuracy [2025-11-26T21:38:53.906743] [DEBUG] [LOCAL ] Loaded configuration for CRSP: 4 features, 60.0% accuracy [2025-11-26T21:38:53.906819] [DEBUG] [LOCAL ] Loaded configuration for PGY: 1 features, 60.0% accuracy [2025-11-26T21:38:53.906896] [DEBUG] [LOCAL ] Loaded configuration for LPCN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.906973] [DEBUG] [LOCAL ] Loaded configuration for RIGL: 3 features, 60.0% accuracy [2025-11-26T21:38:53.907048] [DEBUG] [LOCAL ] Loaded configuration for CHRS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.907124] [DEBUG] [LOCAL ] Loaded configuration for SRRK: 0 features, 60.0% accuracy [2025-11-26T21:38:53.907198] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 60.0% accuracy [2025-11-26T21:38:53.907275] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-11-26T21:38:53.907350] [DEBUG] [LOCAL ] Loaded configuration for BDRX: 3 features, 70.0% accuracy [2025-11-26T21:38:53.907459] [DEBUG] [LOCAL ] Loaded configuration for APA: 4 features, 80.0% accuracy [2025-11-26T21:38:53.907547] [DEBUG] [LOCAL ] Loaded configuration for SCSC: 2 features, 100.0% accuracy [2025-11-26T21:38:53.907625] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 70.0% accuracy [2025-11-26T21:38:53.907729] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 3 features, 80.0% accuracy [2025-11-26T21:38:53.907805] [DEBUG] [LOCAL ] Loaded configuration for IDYA: 3 features, 50.0% accuracy [2025-11-26T21:38:53.907881] [DEBUG] [LOCAL ] Loaded configuration for PRVA: 1 features, 90.0% accuracy [2025-11-26T21:38:53.907957] [DEBUG] [LOCAL ] Loaded configuration for MGRX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.908043] [DEBUG] [LOCAL ] Loaded configuration for MBLY: 2 features, 60.0% accuracy [2025-11-26T21:38:53.908120] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 70.0% accuracy [2025-11-26T21:38:53.908198] [DEBUG] [LOCAL ] Loaded configuration for CUK: 4 features, 80.0% accuracy [2025-11-26T21:38:53.908275] [DEBUG] [LOCAL ] Loaded configuration for RFL: 4 features, 70.0% accuracy [2025-11-26T21:38:53.908349] [DEBUG] [LOCAL ] Loaded configuration for PLRX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.908426] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 70.0% accuracy [2025-11-26T21:38:53.908503] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, 90.0% accuracy [2025-11-26T21:38:53.908580] [DEBUG] [LOCAL ] Loaded configuration for VERI: 2 features, 50.0% accuracy [2025-11-26T21:38:53.908676] [DEBUG] [LOCAL ] Loaded configuration for FIBK: 1 features, 90.0% accuracy [2025-11-26T21:38:53.908754] [DEBUG] [LOCAL ] Loaded configuration for VAL: 2 features, 80.0% accuracy [2025-11-26T21:38:53.908830] [DEBUG] [LOCAL ] Loaded configuration for LAND: 3 features, 60.0% accuracy [2025-11-26T21:38:53.908906] [DEBUG] [LOCAL ] Loaded configuration for MNDY: 2 features, 70.0% accuracy [2025-11-26T21:38:53.908982] [DEBUG] [LOCAL ] Loaded configuration for AKAM: 2 features, 80.0% accuracy [2025-11-26T21:38:53.909059] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-11-26T21:38:53.909135] [DEBUG] [LOCAL ] Loaded configuration for NREF: 0 features, 60.0% accuracy [2025-11-26T21:38:53.909212] [DEBUG] [LOCAL ] Loaded configuration for ICMB: 4 features, 80.0% accuracy [2025-11-26T21:38:53.909288] [DEBUG] [LOCAL ] Loaded configuration for XYF: 5 features, 70.0% accuracy [2025-11-26T21:38:53.909363] [DEBUG] [LOCAL ] Loaded configuration for OZEM: 1 features, 80.0% accuracy [2025-11-26T21:38:53.909445] [DEBUG] [LOCAL ] Loaded configuration for SNDL: 5 features, 80.0% accuracy [2025-11-26T21:38:53.909522] [DEBUG] [LOCAL ] Loaded configuration for MLTX: 1 features, 80.0% accuracy [2025-11-26T21:38:53.909598] [DEBUG] [LOCAL ] Loaded configuration for DOMO: 4 features, 90.0% accuracy [2025-11-26T21:38:53.909695] [DEBUG] [LOCAL ] Loaded configuration for ALTY: 2 features, 80.0% accuracy [2025-11-26T21:38:53.909774] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, 80.0% accuracy [2025-11-26T21:38:53.909849] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.909926] [DEBUG] [LOCAL ] Loaded configuration for LEGH: 2 features, 60.0% accuracy [2025-11-26T21:38:53.910001] [DEBUG] [LOCAL ] Loaded configuration for MLKN: 1 features, 60.0% accuracy [2025-11-26T21:38:53.910076] [DEBUG] [LOCAL ] Loaded configuration for DFGP: 3 features, 80.0% accuracy [2025-11-26T21:38:53.910152] [DEBUG] [LOCAL ] Loaded configuration for RF: 5 features, 90.0% accuracy [2025-11-26T21:38:53.910229] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-11-26T21:38:53.910303] [DEBUG] [LOCAL ] Loaded configuration for ELWS: 1 features, 60.0% accuracy [2025-11-26T21:38:53.910378] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 3 features, 60.0% accuracy [2025-11-26T21:38:53.910453] [DEBUG] [LOCAL ] Loaded configuration for QUIK: 4 features, 80.0% accuracy [2025-11-26T21:38:53.910538] [DEBUG] [LOCAL ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy [2025-11-26T21:38:53.910615] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-11-26T21:38:53.910712] [DEBUG] [LOCAL ] Loaded configuration for WBD: 3 features, 60.0% accuracy [2025-11-26T21:38:53.910788] [DEBUG] [LOCAL ] Loaded configuration for TIGO: 0 features, 80.0% accuracy [2025-11-26T21:38:53.910865] [DEBUG] [LOCAL ] Loaded configuration for LPX: 3 features, 80.0% accuracy [2025-11-26T21:38:53.910941] [DEBUG] [LOCAL ] Loaded configuration for OCFC: 5 features, 90.0% accuracy [2025-11-26T21:38:53.911016] [DEBUG] [LOCAL ] Loaded configuration for TGTX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.911093] [DEBUG] [LOCAL ] Loaded configuration for CVCO: 3 features, 70.0% accuracy [2025-11-26T21:38:53.911168] [DEBUG] [LOCAL ] Loaded configuration for RCEL: 4 features, 60.0% accuracy [2025-11-26T21:38:53.911244] [DEBUG] [LOCAL ] Loaded configuration for SLS: 1 features, 70.0% accuracy [2025-11-26T21:38:53.911320] [DEBUG] [LOCAL ] Loaded configuration for HON: 3 features, 70.0% accuracy [2025-11-26T21:38:53.911395] [DEBUG] [LOCAL ] Loaded configuration for COIN: 0 features, 70.0% accuracy [2025-11-26T21:38:53.911471] [DEBUG] [LOCAL ] Loaded configuration for CRWS: 6 features, 60.0% accuracy [2025-11-26T21:38:53.911545] [DEBUG] [LOCAL ] Loaded configuration for CSPI: 2 features, 80.0% accuracy [2025-11-26T21:38:53.911621] [DEBUG] [LOCAL ] Loaded configuration for ATEX: 2 features, 80.0% accuracy [2025-11-26T21:38:53.911729] [DEBUG] [LOCAL ] Loaded configuration for VRDN: 5 features, 80.0% accuracy [2025-11-26T21:38:53.911809] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 70.0% accuracy [2025-11-26T21:38:53.911887] [DEBUG] [LOCAL ] Loaded configuration for EXEL: 3 features, 80.0% accuracy [2025-11-26T21:38:53.911965] [DEBUG] [LOCAL ] Loaded configuration for REAX: 3 features, 90.0% accuracy [2025-11-26T21:38:53.912042] [DEBUG] [LOCAL ] Loaded configuration for LANDP: 3 features, 60.0% accuracy [2025-11-26T21:38:53.912116] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-11-26T21:38:53.912189] [DEBUG] [LOCAL ] Loaded configuration for CODI: 0 features, 60.0% accuracy [2025-11-26T21:38:53.912262] [DEBUG] [LOCAL ] Loaded configuration for LEN: 6 features, 100.0% accuracy [2025-11-26T21:38:53.912336] [DEBUG] [LOCAL ] Loaded configuration for MKTX: 4 features, 80.0% accuracy [2025-11-26T21:38:53.912408] [DEBUG] [LOCAL ] Loaded configuration for CIO: 2 features, 60.0% accuracy [2025-11-26T21:38:53.912480] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 1 features, 80.0% accuracy [2025-11-26T21:38:53.912553] [DEBUG] [LOCAL ] Loaded configuration for CRS: 1 features, 80.0% accuracy [2025-11-26T21:38:53.912625] [DEBUG] [LOCAL ] Loaded configuration for EFC: 1 features, 90.0% accuracy [2025-11-26T21:38:53.912727] [DEBUG] [LOCAL ] Loaded configuration for WLFC: 3 features, 60.0% accuracy [2025-11-26T21:38:53.912800] [DEBUG] [LOCAL ] Loaded configuration for NN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.912873] [DEBUG] [LOCAL ] Loaded configuration for HOPE: 1 features, 70.0% accuracy [2025-11-26T21:38:53.912946] [DEBUG] [LOCAL ] Loaded configuration for EAI: 2 features, 70.0% accuracy [2025-11-26T21:38:53.913018] [DEBUG] [LOCAL ] Loaded configuration for OPP: 5 features, 90.0% accuracy [2025-11-26T21:38:53.913090] [DEBUG] [LOCAL ] Loaded configuration for GBDC: 3 features, 90.0% accuracy [2025-11-26T21:38:53.913163] [DEBUG] [LOCAL ] Loaded configuration for ELVN: 2 features, 80.0% accuracy [2025-11-26T21:38:53.914128] [INFO ] [LOCAL ] Saved consolidated report: 3599 forecasts -> ./output/forecasts/full/2025-11-28.txt [2025-11-26T21:38:53.914188] [INFO ] [sig ] [33/33] Successfully generated report for 2025-11-28: 3599 entries [2025-11-26T21:38:53.914251] [INFO ] [sig ] ================================================== [2025-11-26T21:38:53.914296] [INFO ] [sig ] Report generation complete: 33/33 reports succeeded [2025-11-26T21:38:54.548460] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-11-26T21:38:54.548693] [INFO ] [sig ] Email notification sent [2025-11-26T21:38:54.549150] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-11-26T21:38:54.549316] [INFO ] [STATE ] Last completion updated: 2025-11-26T21:38:54.549206